{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating the Tail - PoT #\n", "\n", "Fat tails are difficult to estimate almost by definition. Because tail events are so infrequent and can be so dramatic, it is effectively impossible to know what distribution is in the tails. And even if we did know the distribution, the limited data points render the usual statistical methods useless for estimating parameters. Hence why Taleb discourages projecting or forecasting of fat tail processes, instead suggesting a focus on heuristics and approximate approaches to assess risk/reward.\n", "\n", "Still, without *some* kind of model, it's difficult to even make approximate assessments, so we will forge ahead. \n", "\n", "[Coles (2001, Ch. 4)](references.ipynb) outlines what appears to be the most accepted method for parameter estimation of fat tails: Threshold Modeling. The approach involves a fair amount of visual interpretation and subjective analysis relative to more common statistical methods. The Threshold Modeling approach agrees in particular with the generalized Pareto.\n", "\n", "The process is outlined as follows:\n", "\n", "+ the goal is to find some threshold of X, above which a fat tail will apply. this threshold is equivalent to the location parameter of the generalized Pareto.\n", "+ for reasons detailed in Coles, the conditional expectation of X exceeding some threshold is linear in the threshold:\n", "\n", "$$\n", "E(X - \\theta | X > \\theta) = \\frac{\\sigma_{\\theta_o} + \\epsilon\\theta}{1 - \\epsilon}\n", "\\\\\\text{where: } \\theta = \\text{ the threshold value}\n", "\\\\\\epsilon, \\text{ the shape parameter} = 1 / \\alpha\n", "\\\\\\sigma, \\text{ the scale parameter}\n", "$$\n", "\n", "+ because of this linear relationship, we can inspect a Mean Residual Life (MRL) plot for linearity of the mean excesses over a range of thresholds. this linearity would evidence a transition into a generalized Pareto distribution.\n", "+ we then fit the shape and scale parameters to the threshold excesses over a range of thresholds. the favored threshold occurs at the greatest threshold that continues to evidence low variability and tighter confidence bands.\n", "+ with the above, we can select a single threshold value and inspect visually the fit of the CDF, the Return Value / Period, the QQ Plot, and the PP Plot. the closer the data fits with the regression line and confidence bands in the extreme tails, the better the threshold estimate.\n", "\n", "This package contains code adpated from the [excellent `thresholdmodeling` package](https://github.com/iagolemos1), with some edge improvements in data structures, etc." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Threshold Modeling of Daily Rain Data ###\n", "\n", "We will walk through a sample of threshold estimate process. First, we will downloand some data from the `thresholdmodeling` package:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "from thresholdmodeling import thresh_modeling\n", "from analysis.options.pricing.thold import Threshold\n", "\n", "url = 'https://raw.githubusercontent.com/iagolemos1/thresholdmodeling/master/dataset/rain.csv' #saving url\n", "df = pd.read_csv(url, error_bad_lines=False)\n", "data = df.values.ravel()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First order of business is prepare the Mean Residual Life plot. We are looking for evidence of a linear relationship betwen the mean threshold excesses and the threshold selected. An appropriate threshold might be where this line begins.\n", "\n", "In our tools, we have included a `splits` keyword. It accepts an array of floats as x-axis endpoints to line segments on the plot and will provide linear regression statistics for each line created by those endpoints." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thold = Threshold(data)\n", "splits = [0, 10, 20, 55, 60, 85]\n", "thold.MRL(splits=splits)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../../../analysis/options/pricing/thold.py:123: RuntimeWarning: invalid value encountered in double_scalars\n", " CI_mod_scale.append((Var_mod_scale**0.5)*z)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1,2,figsize=(18,6))\n", "thold.param_stable(spacer=20, fig=fig, axs=axs)\n", "axs[0].set_xlim((0,50))\n", "axs[0].set_ylim((-2,1))\n", "axs[1].set_xlim((0,50))\n", "axs[1].set_ylim((-50,150))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../../../analysis/options/pricing/thold.py:178: RuntimeWarning: invalid value encountered in double_scalars\n", " CI_qq_high.append(thold + ((scale/shape)*(((1-((F2)/(1)))**-shape) - 1)))\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit, _, over_thresh = thold.fit(thold=20)\n", "scale, shape = fit[0][0], fit[0][1]\n", "\n", "x = np.linspace(0, 80, 1000)\n", "\n", "fig, ((ax1,ax2), (ax3, ax4)) = plt.subplots(2,2,figsize=(18,14))\n", "\n", "ax1.plot(x, scist.genpareto.pdf(x, shape, scale=scale), label='Fitted PDF')\n", "counts, bins, _ = ax1.hist(data, bins=np.arange(0,80,5), density=True, label='Data')\n", "ax1.set_title('CDF')\n", "\n", "thold.return_value(thold=20, fig=fig, ax=ax2)\n", "\n", "thold.qqplot(thold=20, fig=fig, ax=ax3)\n", "thold.ppplot(thold=20, fig=fig, ax=ax4)\n", "\n", "ax3.set_xlim((20,90))\n", "ax3.set_ylim((20,90))\n", "\n", "ax4.set_xlim((0,1))\n", "ax4.set_ylim((0,1))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Threshold Modeling: S&P500 ###\n", "\n", "Now we'll turn the approach once again to the daily log returns of the S&P 500. These returns are again *two-tailed*, so we must find parameters for both tails. There are several approaches we can take, none of which are ideal:\n", "\n", "1. Take absolute values and apply the resulting parameters in both tails\n", "2. Take the values as is, finding the right tail parameters, then flip and find the left tail parameters. A symmetric distribution could be created from the average of the two or an assymetric one could utilize separate params in each tail.\n", "3. Split the data into separate subsets, one postive and one negative and fit each dataset.\n", "\n", "Currently, DBLGP supports only one set of Pareto parameters, so we will implement for a symmetric distribution." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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Hs3fv3jaV0el07bK9veI5077q6mrGjx/Pk08+idPpZOnSpSQnJ7fpfM1ZtmwZc+fOZfPmzUycODGwfd++ffzmN78hJSWFX/ziF4waNQqAXbt2NXv+iRMnsmbNmnM6V3x8PM8++yzl5eWsXr2aRYsWMXPmTKqqqtDpdNx+++2UlJQwZcoU7rvvvka/y7Kysvj8889ZtWoVPXv2bLR9/fr13H777YFtW7Zswel0cs0117QY44EDB5g+fToAGRkZZGVlcf/99wP1v0szMjJ44oknAHj++ecb9VN79NFHmTp1KtOmTQtsa+l+mUymFq/j2rVrufnmm7nvvvvYuXMnsbGxxMbGnvHa7t27l08++YTk5GTuvfde3nnnHW677bZGZVJTU/n000+5+uqrycrKwuVy4XK50Ol0vPfee/j9fm655RY2bdrEzJkzz3g+gG+//Zb9+/fzwQcfoFKpePjhh1m7di2pqanNvhdKSkra/B595plnmmxr6Vqe+l46Vx2WpLXlg/mzn/0MgPT09MC2iooKgoOD0WrrQ4uKimrxL6Cu8sX3J3B7PNwwPYzMvEoG9YpEq5XufUKIphr+gj/V6TOPt1Smvba3Vzxn2jd8+HCGDx8OgMlk4rrrrmPTpk3N1gy1Zeb14OBgli9fzuOPP87atWsbPbfh36kd5Fs6f1t+UbZ0rlPPqVarA//7fD7S0tL4xz/+gclk4pe//CUff/wxCxYsAODo0aPceeedPPLII40StIbt999/f6Ptq1atapK4nMrlcpGZmcnKlSt57rnnKCws5K9//Wvg2i5cuJCFCxe2+PzmEouWrtdvfvObFq/jH/7wh8Dz77rrLlasWMGf/vQnDh48yPTp07n++uubnGf06NH06tULqE/GVq9e3eS1Tp48meXLl2O32/nss8+YO3cuo0ePxmq18s4775CZmUlWVha1tbUtvsZTbd26lb179wbuh9PpJC4ursXybflMnMn5vPda02FJ2rm+6PO9WAD79+8/q/Jna9aoEN5cX8j6LUcYnGzC5YjBqHHi8Xg69LzizE5N9kXX66z7odVqcTh+7HqgThlNaMroDjvfqedqidPpxOfz4XA4sFqtHD9+PPC8vLw8wsLCGh2npTLttf3UuM8nnjO9nu+++w63283YsWOB+sRCUZQzHsvr9eJyuRqdu66uDr/fj8PhYPjw4YwZM4ann34av99PXV0dycnJvPvuu2zZsoUXXniB6upqbr31ViIiIpo9/5nuV2vnysjI4PXXXyctLY3U1FT+9re/ERoayl/+8hdGjx6NwWDA5/NxxRVXsHPnTmbOnMnu3bt5+OGHeeihh7jqqqsC5z91+8yZMwPbPR4P27dv53/+539ajHXfvn1YLBbef/99AP7whz/wwgsv8Nprr7X42lqza9euZq9XS/fx1Ng2bNjAsGHDyM7OZteuXfz5z3/mxhtvZMqUKRiNxkC5hubJhuc2TA3y/PPPs2nTJgB+8YtfMHnyZC6//HL+/e9/8/nnn/PCCy/w+eef88orr3DTTTdxzTXXUFJSgtPpxOFwBD5fLpcLr9cbOL7T6cTlcuF0OrnppptYvHgxADU1NWg0mhavb3R0NLt27TrjZ+J0De8Rh8PR4rVs7vlut/vsvhtb7eV2jj766CPlN7/5TeDxyy+/rLz00kvNlj2186jb7VaGDx+ueL1eRVEUJT8/P9BJsTWdOXDg0Zc3KnMe+ER5/ZO9ytdp2UpFdV2Hn1O0TAYOdC8ycKDpwIGysjKltrZWmTdvnrJnz55G5Vsq017bmxs4cC7xnGnfxo0blWuvvVZxOp1KTU2NMnfuXGXnzp1nPFZLAwemTJkSeFxTU6NceeWVjTpqn+rw4cPKa6+91uL5z6S1c33//ffKxx9/3GTgwO7du5WZM2cqVVVVitfrVe68805l9erVSn5+vjJ27Fhly5Ytjcqfvv3U+7F3715l0aJFZ4zznXfeUe64447A48LCQuWyyy5rcZBBW7R0vVq7jh6PR7ntttsUl8ulHDx4MBDXrFmzlOrq6kbn+P7775URI0YohYWFis/nU+6++27ln//8Z7PxpKWlKddee61y8803K4qiKMuXL1deeeWVwOu9/PLLldWrVweOu3jxYuXIkSPKpEmTFKfTqVRUVCiTJ09WPvzwQ2XDhg1KamqqYrfbFY/HoyxevLjJ++xUDQMHzvSZON2pA1nO5r13tgMHOqwmbcKECbz00kuUl5djNBpZv349y5cvb/V5Op2OUaNG8fnnnzN37lw++eQTJk2a1FFhnrOJg8I5Uexiw44cosJMHMurYnBvHXqtpqtDE0J0Izabjfvvv5+lS5fi8Xi47rrrGDJkCFDf/PPaa6+dsUx7bHc4HG06V1vKnGnfnj17uPbaa/H7/dx8882BJqCWyrdFQ1PkqX24TtW3b1/69u17xvOf+rrO5lwNNSOnGzp0KD/72c+4+eab8Xg8TJw4kYULF/K73/0Ol8vFs88+Gyi7aNEijh071mh7Q3w33XQTOTk5xMTEnDGuAwcONLpmNpuNoUOHsmHDhmabGE/XXJ+0KVOmtHi9WtoO8N577zFv3jz0ej39+vXDZDIxe/Zspk+fjsViaXLu6Ohofv3rX1NUVMTEiRNbjHfkyJHU1NSwaNEiAK6//noeeugh1q1bh16vZ9iwYU2mRenTpw+TJ09m9uzZxMfHM3LkSKB+CpVDhw5xww03BGo658+fDzT/XoiOjm7TZ6IlZ7qW5+2MqeJ5Wrt2rTJ79mzlqquuUl577TVFURTlZz/7mbJ3795G5U7/ayo3N1dZvHixcs011yg//elPlcrKyjadrzNr0jZu/UF567MflLkPfqI8+MImZd3W40pmbtviFO1PatK6F6lJa98pAs6X3W5XnnnmmUbTTHQHzdWkdYTu9trbOk3Gha67fQ5a0pn3o9vUpAHMnTuXuXPnNtr2+uuvNyl36l8dUD+i5h//+EdHhnbeokJ1qPVGRva3kXawiOS4EHRaDaHBesJDja0fQAhxUdu/fz+33norb731VleHgqIoDBo0iODg4K4OJeDBBx/kP//5D2PGjOnQ83TH1y5EW8myUOfI564lJSGGWpeXEwXVfJOeS2yEmYzcSoYa9Rj00uwpxKVq7Nix7Nq1q6vDCFCpVMybN6+rw2jk1JGCHak7vvZLxdixY1tsMhZtI/NGnCOv10tshJmEKDPTxyTh8fr5Oj2Xsion2UXVXR2eEEIIIS5wkqSdB41GTXJcKEk2C+MHx5JVUM3BrHKyC2soqazr6vCEEEIIcQGT5s7zFGzSk5IQSq3Tw/H8Kr7bk09CdDAZOZUEG3UYDXKJhRBCCHH2pCatHUSHm0mwWZg6KgkV8NWOHCpqnJworMbvbzo5rxBCCCFEayRJawcatYqesSHERwVzxbB4Ckod7DlaQm5RDSUVbVvGQgghhBDiVNIW105MQTp6J9Y3e2bmV/H9/kKSbBaCDFUEm/SYjbquDlEIIYQQFxCpSWtH0WEmkmJCmDIyEYNOw1c7sqmyOzmeX4XP5+/q8IQQQghxAZEkrR2pVCp6xFiIjTBz5cgESiud7DhQREGpg6JyafYUQgghRNtJc2c7CzJo6Z1oxXFytOfOQ8X0jA3BoNdgMemwmA1dHaIQQgghLgBSk9YBIq1GesSGMGloPMEm3clmTxeZ+dV4vdLsKYQQQojWSZLWQZKiLcREmpk2Ookqu5stewsoKquloNTR1aEJIYS4iKSlpXHDDTewaNEi/va3v3V1OKIdSZLWQfR6Db0TrfSKC2Vonyj2Z5aRVVDFsbxKquyurg5PCCHERSIxMZG3336bVatW8fXXX1NXJyveXCwkSetAYZYgkuNDGD84hrAQAxvTcqi0uziWW4XH6+vq8IQQQlwEbDYber0eAI1Gg1otv9ovFnInO1hCVDBxkcHMGJ1EncvLt7vyKKmsJbfY3tWhCSE6yLZt2xg+fDi33norAJ9++imzZs1ixowZvPPOO80+p6UyLW1funQps2fPJjU1ldTUVPbs2XPe52prmZdffpnZs2cze/ZsVqxYcU4xPfjgg4wZM4aPPvqo0bFzc3Pp168fmzdvbrR96tSp5ObmNhtra3EB2O125syZ0+oxzjeGBr///e9ZtmxZ4PGp12bRokWBa9PW2NLS0hg+fDipqanMnDmTJUuWUFxc3KjM5s2bSUpKwmBo2wC11157jZkzZzJ37lxeeeWVM253uVzcdtttzJ49u9H7Yfny5Rw+fLhN52sv27ZtY8mSJe16zLZ8Js5Urq3PP2vKRcTpdCppaWmK0+ns8HOlpaW1uWyV3aV8k56jLH/je2XOA58oL763U9m4I1spq6rrwAgvLWdzP0TH68z7ceDAgU47V1t9//33yuLFixVFUZTCwkJlypQpSkVFheJwOJS5c+cqR48ebVS+pTItbff7/crEiRMVj8fTpuPY7fZWy7TlOIqiKJs3b1ZuvPFGxeVyKW63W1m6dKmyfv36s45JURTlkUceUT788MNG5XNycpSBAwcqU6ZMUWpqagLbp0yZouTk5DS51kePHlXeeOONFuNSFEXZvXu3MmfOHGXgwIHNHuN0rcWwfft2Ze3atYrb7W72+Vu2bFHGjh2rPPLII4qiKE2uzan3o62xvfXWW8oDDzwQON7SpUuV559/PrC/oKBAWbJkSaNjn8nmzZuVOXPmKDU1NYrX61XuvPNO5Ysvvmhx+5dffqk88cQTitvtVqZOnaooiqJkZmYqjz32WJvO155O/Xy1h8zMzFY/E4py9p/T5pz+fdVa3iI1aZ0gxFy/CPuoATZs4SY27cyjrNpJRk4lLrc0ewpxMduyZQvjxo3DarViMpmYOXMm69ata1OZlrZnZmaiUqm44447mDdvHm+//fZ5n6utZaKioli2bBl6vR6dTkdKSgr5+fnnFdPpoqOjmTBhAr///e+b3a8oCps2beL222/n4YcfxmaztRgXwOrVq3niiSeIjo5ucqzU1FSKiorOKoa4uDg2b97MNddcw6uvvkpFRUVgX2VlJStXruSuu+4KbDv92qxatSqw70yxnerAgQP07t0bqJ+TMykpKdDE6Xa7WbZsGU8++SRms/mMxzn1eJdffjnBwcFoNBquuOIKvvrqqxa363Q6XC4XHo8HjUYD1Ndc/vKXv2zxHNu2bWPx4sXceuutzJw5k4cffhi3292k3K9+9atG74kFCxawd+9eHnvsMW688UamTZvGz372M5xOZ5Pjn1qjtmzZskDN7Guvvcb8+fOZN28eK1asQFHq19Fu7n5v27atTe/Rs/2ctgeZJ62TxEaYqaxxMX10Eu99dZiv03KYc3kyOUXV9E4M6+rwhLhobDr+PV8f39Ihx56SPIHJyePO6jnFxcVERUUFHkdHR7N37942ldHpdM1ur66uZvz48Tz55JM4nU6WLl1KcnLyeZ2rrWX69OkT2J6VlcXnn3/OqlWrqKioOOeYmrNs2TLmzp3L5s2bmThxYmD7vn37+M1vfkNKSgq/+MUvGDVqVJPnnhoXwDPPPNPiedasWXPWMcTHx/Pss89SXl7O6tWrWbRoETNnzuSBBx7gf/7nf7j//vspKCgIlD/9fi1evJj+/fszceLEM8Z2qgMHDjB9+nQAMjIyyMrK4v777wfqm9oyMjJ44oknAHj++eex2WyB5z766KNMnTqVadOmBbYNHDiQ3/3ud9x5550YjUY2btyIoijMnz+/2e0TJ05k7dq13Hzzzdx3333s3LmT2NhYYmNjzxj33r17+eSTT0hOTubee+/lnXfe4bbbbmtUJjU1lU8//ZSrr76arKwsXC4XLpcLnU7He++9h9/v55ZbbmHTpk3MnDmz1Wv17bffsn//fj744ANUKhUPP/wwa9euJTU1tdn7XVJS0qb36Nl+TtuDJGmdRKNRkxwXSmWNiwlD4vh2Vx4/ZJah12mwWoKItBq7OkQhRAdo+Av+VCqVqk1lWto+fPhwhg8fDoDJZOK6665j06ZNhIeHn/O5zrbM0aNHufPOO3nkkUfo2bMnPXv2POeYmhMcHMzy5ct5/PHHWbt2baPnNvxrroP86XGdj5ZiODUWtVod+P/9998nNjaW8ePHN+prd/r9Sk1NZdOmTY0SvzNxuVxkZmaycuVKnnvuOQoLC/nrX/8auLYLFy5k4cKFLT6/uURw/PjxLFiwgCVLlmC1Whk/fjx79uxpcbtWq+UPf/hD4Pl33XUXK1as4E9/+hMHDx5k+vTpXH/99U3OM3r0aHr16gXUJ2OrV69ukqRNnjyZ5cuXY7fb+eyzz5g7dy6jR4/GarXyzjvvkJmZSVZWFrW1bVu5Z+vWrezdu5cFCxYA4HQ6iYuLa7F8W97vZyrX1uefC0nSOpHZqCMl0Uqtq341gs17C0iItpCRU4nZqMNokNshxPmanDzurGu7OpLNZiMtLS3wuLi4uEnTVktlWtqelpaGx+Nh/PjxQP0vD61We17nOpsy6enp3HPPPfzmN79h9uzZAOcVU0suv/zyJk2OgwYNYs2aNXz77be8/PLLVFVVcccdd3D11Vc3G9f5ai6G/Px8/vznP7N9+3YWLlzIqlWrsFqt3HbbbZSUlJCamkpVVRW1tbX87ne/46qrrmp0bQC02rZ/3x86dIiQkBA+//xzAP73f/+Xl156iX/84x/n/LrsdjszZswIJExvvvkmiYmJLW4/1fr16xkzZgwlJSXs3buXN954g3nz5jF79mxMJlOjsg1No1D/ntBoNLzwwgts3LgRgHvuuYdp06Zx5ZVXsnHjRtatW8f//d//sWHDBl588UWWLl3KggULqKioaJIMnZ4geTweAHw+H7fcckvgNVRXVzeK43TR0dHs27cv8Lil9+jZfk7bg/RJ62S2MBOJthCmjkpCo1axYUc25dVOsgurm83GhRAXtgkTJrB161bKy8upq6tj/fr1TJo0qU1lWtpeU1PDihUrcLlc2O12Pv74Y2bMmHFe52prmYKCAu6++26ef/75RonQ+cR0JsuWLeO7775rNJJRpVIxefJk/va3v/G///u/5OTktBhXezg9hpycHEaPHs3nn3/OXXfdhdVqBeoTms8++4w1a9Zwzz33MHXqVH7zm980uTaffvopM2bMaPP5f/jhBwYPHhx4/NOf/pSdO3dSXl5+zq8pNzeXu+++G6/XS01NDe+//z7XXHNNi9sbeL1eVq1axeLFi/F4PGi1WlQqFX6/H5+vaR/r9PR0ioqK8Pv9fPLJJ0yaNIl7772XNWvWsGbNmkATbGpqKm+++SahoaHEx8ezdetWrrnmGhYuXEhkZCQ7duxocvywsDBycnJwuVxUVlaSnp4OwLhx41izZg0OhwOv18vdd9/NF1980eK1GDt2bJveo2f7OW0PUnXTydTq+kXYK2ucTBoez5fbs9l5uPhks6cBW3jbOn0KIS4MNpuN+++/n6VLl+LxeLjuuusYMmQIUP+L6bXXXjtjmZa279mzh2uvvRa/38/NN98caE5rrrzD4WjTudpS5o033sDlcvHss88GXuOiRYu46aabziqmtmpocrz99tub3d+3b1/69u3L008/3WJcZ3Lqa25rDGPHjm1z/ABTpkxpdG2uu+66wLVpiwMHDjS6ZjabjaFDh7Jhw4ZmmxhP11yftP79+3PVVVcxb948fD4ft956KyNHjgRocTvAe++9x7x589Dr9fTr1w+TycTs2bOZPn06Foulybmjo6P59a9/TVFRERMnTmwx3pEjR1JTU8OiRYsAuP7663nooYdYt24der2eYcOGNZmipE+fPkyePJnZs2cTHx8fiHPq1KkcOnSIG264AZ/PxxVXXMH8+fOB5u93dHR0mz4T5/I5PV8q5SKqvnG5XOzfv59Bgwa1eZ6Yc5Went7ojXu2Sipq2XO0hH9tPk5mXhXXTe1Dr3grw/pGYTbq2jHSS8P53g/Rvjrzfhw8eJABAwZ0yrnaatu2bbz88svn1RzVnhwOBy+88AL33HMPwcHBXR1OwLJlyxgzZkyg71BX+N3vftfp18XhcLR5FOaFrLt9DlrSmffj9O+r1vIWae7sIg2LsE8enkCQQctXO3KoqHGSVVCNz3/R5M1CXLL2798fmMy2qymKwqBBg7pVgvbggw8G+iV1le54XYQ4lTR3dhGVSkWizUJFtZOpIxP5bPNxtv1QiEGnISzEQFykfGkIcaEaO3Ysu3bt6uowAlQqFfPmzevqMBo5daRgV+mO1+ViMnbs2LNuGhaNSZLWhYL0WlISrNjrvAwsqGb3kRKSY0MIMmiwmPRYTPquDlEIIYQQXUSaO7tYRKiR5NgQJg6NJcSsr2/2rHZxPK8Kr8/f1eEJIYQQootIktYNxNuCiY8MZvroJOy1br7bk09heS2FpY6uDk0IIYQQXUSaO7sBvVZDr/hQqh1uhveLZufhYpLjQjDoNFjMekKDO3akqhBCCCG6H6lJ6yasliB6xYcyblAMEaFBfJ2eS3m1k8y8KrxeWYRdCCGEuNRIktaNxEUGExdpZsaYJFweH9+k51JU7iC3xN7VoQkhhBCik0lzZzei1arplWClyuFm7MAYtu4r4PCJCgx6LaHBBsIsQV0dohBCCCE6idSkdTMWk57eCVZG9osmNtLMt7vyKK2s41huJW6PNHsKIYQQlwpJ0rohW7iJ+Ohgpo1KRAE27MihtKKOnKKarg5NCCGEEJ1EkrRuSKNRkxwXSnx0MJcPjSOvxM6ejFJOFFRTWlnX1eEJIYQQohNIn7RuymzU0TvBSq3Tw/H8arbuKyDRZsGcW0mwSUeQXm6dEEJcjNLS0lixYgVqtZqrrrqKn/70p10dkugiUpPWjUWHmUi0WbhyZAI6rZoNO7IprXKSXViDosgi7EIIcTFKTEzk7bffZtWqVXz99dfU1UkLyqVKkrRuTK1W0SMmhLhIM1eOSKC4oo70g0XkFNVQUiEfWiGEuBjZbDb0+vq1mzUaDWq1/Kq+VMmd7+ZMQfXNnv17htMvKYy0Q0XkFtvJyK2k1uXp6vCEEM3Ytm0bw4cP59ZbbwXg008/ZdasWcyYMYN33nmn2ee0VObll19m9uzZzJ49mxUrVgS2L126lNmzZ5Oamkpqaip79uw573Odzm63M2fOHHJzc9v0/LPZ/uCDDzJmzBg++uijRsfOzc2lX79+bN68udH2qVOnNonjVO+//37gWqSmpjJy5EieeuopANasWRO4hr///e9bPEZHxnCqnTt3Mnz4cFJTU5k5cyZLliyhuLi4SbnNmzeTlJSEwdD2VWdOv2cul4vbbruN2bNnN7ony5cv5/Dhw20+7vnatm0bS5YsaffjtuW9/MILLzBr1ixmz57Nm2++Gdje8BlatGhRo89Qt6JcRJxOp5KWlqY4nc4OP1daWlqHn6OB3+9XjmSXK598k6EsevRfyuIn/q2s/faYcuB4qeLz+Tstju6sM++HaF1n3o8DBw502rna6vvvv1cWL16sKIqiFBYWKlOmTFEqKioUh8OhzJ07Vzl69Gij8i2V2bx5s3LjjTcqLpdLcbvdytKlS5X169crfr9fmThxouLxeNp0HLvd3mqZ0+3evVuZM2eOMnDgQCUnJ6fV55/tdkVRlEceeUT58MMPG503JydHGThwoDJlyhSlpqYmsH3KlCmN4mhw9OhR5Y033mi07ciRI8qMGTOUsrIypba2Vhk9erRSVlameDwe5brrrlM2b958xvvXWgzbt29X1q5dq7jd7haPcWoMp3vttdeUBx54QFGU+u/3pUuXKs8//3yjMgUFBcqSJUsa3bvWNHfPvvzyS+WJJ55Q3G63MnXqVEVRFCUzM1N57LHH2nzc9nDqZ6K9tOW9vG3bNmXRokWKx+NR6urqlClTpijHjh1r9Bk6m2t8vk7/vmotb5GatAuASqUi0WYhNtLE1FGJVNa4+H5/AbnFdooqars6PCHEGWzZsoVx48ZhtVoxmUzMnDmTdevWtalMVFQUy5YtQ6/Xo9PpSElJIT8/n8zMTFQqFXfccQfz5s3j7bffPu9znW716tU88cQTREdHt+n5Z7v9TKKjo5kwYUKLtV6KorBp0yZuv/12Hn74YWw2W6P9Tz75JPfffz/h4eH4fD78fj91dXV4vV68Xm+jmqnU1FSKiorOKoa4uDg2b97MNddcw6uvvkpFRUWTMqfGcLpDhw7Ru3dvoP77PSkpKdC8CeB2u1m2bBlPPvkkZrO5havUVHP3TKfT4XK58Hg8aDQaoL529pe//GWLx9m2bRuLFy/m1ltvZebMmTz88MO43e4m5X71q181upcLFixg7969PPbYY9x4441MmzaNn/3sZzidzibHP7VWbdmyZYEa1ddee4358+czb948VqxYEeh/3dx9ast7a8yYMfz9739Hq9VSVlaGz+fDZDI1+gzdeOONgc9QdyNJ2gUiSK8lJcFKSoKVIb0j2ZtRSlZ+NcdyKrHXNf3wCCG6h+LiYqKiogKPo6Ojm/yyaalMnz59GDZsGABZWVl8/vnnTJ48merqasaPH8+f//xn3nrrLVatWsXmzZvP61yne+aZZxg1alSbX8/Zbm/NsmXL+O6775o0Oe7bt4958+bx8ccf84tf/IKPP/6Y2bNnB/Zv2bIFp9PJNddcA0BwcDD33nsv11xzDZMmTSI+Pp4RI0YEyq9Zs6ZJktdaDPHx8Tz77LOsXr0agEWLFvHHP/6xxRhOd2qSlpGRQVZWFj/5yU8C+z/99FMyMjJ44oknWLJkSZPr9eijj7Jhw4Ymx23unk2cOBG3283NN9/Mfffdx86dO4mNjSU2NrbZ2Brs3buX//mf/2HdunW4XK5mmxJTU1P5/PPPgfr3p8vlwuVyodPpeO+99/jyyy9xuVxs2rTpjOdq8O2337J//34++OADPvnkE4qKili7di3Q/H1q63tLp9Px4osvMnv2bMaPH4/NZmv0GXr11VcDn6HuRuZxuIBEhBpJjg1h/OBYsotq2JiWQ3SYieP51VzWMxyNRnJuIYo3fkPRho0dcmzbtKlET73yrJ6jNDMSW6VSnVWZo0ePcuedd/LII4/Qs2dPevbsyfDhwwEwmUxcd911bNq0qdlam7M9V2taev7Zbm9NcHAwy5cv5/HHHw/8om54bsO/5jrUr1q1ittuuy3w+NChQ3z44Yd8/fXXWCwWHnroId544w1+9rOfnXMMp8aiVqubxHJ6DKdyuVxkZWWxcuVKnnvuOQoLC/nrX//a6N4tXLiQhQsXthjXM88802rsDbRaLX/4wx8Cj++66y5WrFjBn/70Jw4ePMj06dO5/vrrmzxv9OjR9OrVC6hPxlavXt3kNU2ePJnly5djt9v57LPPmDt3LqNHj8ZqtfLOO++QmZlJVlYWtbW1WK3WVmPdunUre/fuZcGCBQA4nU7i4uJaLH8276177rmHO+64g7vuuovVq1dz4403Bj5DiqIEPkMTJ05sNc7OJL/VLzDxtmBiI81MH52Ew+nhP7vzKCh1UFDm6OrQhBDNsNlslJaWBh4XFxc3aUI8U5n09HRuvfVWHnzwQebPnw/Uz6O1devWQHlFUdBqted9rvN5PWe7vS0uv/zyJk2OgwYNYs2aNVx77bW8/PLLLFy4MNDE5Xa72bFjB1OnTg2U/+677xg/fjwRERHo9XoWLFjA9u3b2/x6m4shPz+fRx99lBtuuAG/38+qVau47777WozhVIcOHcJisfD555+zfv16brrpJl566aU2x3M+1q9fz5gxYygpKWHv3r28+uqr/P3vf6e2tmm3mYamUah/f2k0Gl544YXAoIgNGzag1+u58sor2bhxI+vWrWPu3Lls2LCBhx56iKCgIBYsWMDo0aObJFOnJ+8eT/0gOJ/Pxy233MKaNWtYs2YN77//PnfddVeLr6ct761jx45x8OBBAIxGI1dddRWHDx9u8TPU3XS/iMQZ6bUaUuJDqXG4GdXfxo6DRSTHhWDQaQgxGwgx61s/iBAXseipV551bVdHmjBhAi+99BLl5eUYjUbWr1/P8uXL21SmoKCAu+++m5UrVzJ+/PhA+ZqaGl588UVWrVqFx+Ph448/5re//S1xcXHnfK7zfT02m+2strfVsmXLmDt3LiUlJYFtKpWKyZMnM3nyZI4cORJoTjt8+DA9e/bEZDIFyvbv35/nnnuO2tpajEYjGzduZPDgwW0+f3Mx5OTkMHr0aJ588kl0Ol2jss3FcKoffviBgQMHBh7/9Kc/ZerUqZSXlzdbE9pevF4vq1at4tVXXyUzMxOtVotKpcLv9+PzNV0XOj09naKiIqKiovjkk0+YNGkSixYt4t57721ULjU1laeffprQ0FDi4+N58803ueaaa1i4cCFFRUXs2LGj0XsXICwsjJycHFwuF3V1daSnpzNx4kTGjRvHiy++yA033IDBYODuu+9m/vz5gZq107XlvZybm8uLL77IP//5TwA2bNjAwoULG32GHA5H4DPU3UiSdgGyWoJIjg+l1uXlRGE13+zMJSbSTGZeJYN6RaLVSgWpEN2FzWbj/vvvZ+nSpXg8Hq677jqGDBkC1P+Ce+2111os8/TTT+NyuXj22WcDx1u0aBE33XQTe/bs4dprr8Xv93PzzTcHmm6aO47D4Wj1XKfHcy6v52y3t0VDk+Ptt9/e7P6+ffvSt29foD55iomJabT/8ssv58CBAyxYsACdTsfgwYP5+c9/Htjfltd8egxjx45tsWxzMZzqwIEDjZI0m83G0KFD2bBhQ7PNjs159NFHmTp1KtOmTWtTeYD33nuPefPmodfr6devHyaTidmzZzN9+nQsFkuT8tHR0fz617+mqKiIiRMnthjbyJEjqampYdGiRQBcf/31PPTQQ6xbtw69Xs+wYcPIzc0lKSkp8Jw+ffowefJkZs+eTXx8PCNHjgTqpzg5dOgQN9xwAz6fjyuuuCJQe9zcfWrLe3ny5MmBz4pGo+Gqq64K9GFs2O71elm8eHHgM9SdqJTmGnUvUC6Xi/379zNo0KCzmlfmXKSnpwfeWF3B6/WzP7OUA8fLWf3VERJtFmZP7MmA5Ah6xIR0WVxdpavvh2isM+/HwYMHGTBgQKecq622bdvGyy+/zD/+8Y+uDgUAh8PBCy+8wD333ENwcHBXhxOwbNkyxowZ02JNSWf43e9+1+nXxeFwnNWozc7W3d6/Ha0z78fp31et5S1S5XKB0mrVpCRYSYgOZvzgWLIKqjlwvJzjeVVU1jhbP4AQokPt378/MJltV1MUhUGDBnWrBO3BBx9k48aOGeDRVt3xughxKmnuvIBZTHp6J1hxurwcz6/muz35xEcFcyyvisEpOvQ6TesHEUK0u7Fjx7Jr166uDiNApVIxb968rg6jkVNHHHaV7nhduoOxY8eesUlXdJ4OrUlrbbmGgwcPsnDhQmbOnMmjjz6K1+sF6jv6/eQnPyE1NZUlS5aQl5fXkWFe0GzhJuKigpk2OhEVsCEth+KKWnKLa7o6NCGEEEKchw5L0oqKili5ciXvvvsua9as4b333iMjI6NRmYcffpjHH3+cL774AkVRAhMDvvDCC8yePZs1a9Zw1VVXsXLlyo4K84Kn0ahJjgslNtLMFcPjKSh1sOtwCVkF1ZRVySLsQgghxIWqw5K01pZryMvLw+l0BmbTXrBgQWC/3+/HbrcDUFdXR1BQUEeFeVEwG+sXYR+YHE6v+FC2/VBIQamDY7mVON3erg5PCCGEEOegw5K01pZrOH1/VFRUYP+9997LW2+9xRVXXMHf/vY37rjjjo4K86IRHWYiwRbClSMSMOg0fLk9m5KKOrILa5qdlVkIIYQQ3VuHDRxobbmGM+1/5JFHeOqpp5g+fTpffPEFv/rVr1i7dm2bly7Zv3//OUZ9dtLT0zvlPG0VZLKguGsYlGRgx1EHX31/hJISC7U10ShuO36/v6tD7FDd7X5c6jrrfmi1WhwOWXGjNXKNuhe5H91LZ90Pt9t9Vt+NHZak2Ww20tLSAo9PX67h9OUcSkpKiI6Opry8nMzMTKZPnw7AzJkzeeKJJ6ioqGjzbMyXwjxpLYmOqSU0rBS75wSHssoZ0i+ROr+ZYQN6YgzStX6AC1R3vR+Xqs6eJ81oNDa7jqOo193n5brUyP3oXjrrfiiKgl6vZ+jQoYFtDfOktaTDvtUmTJjA1q1bKS8vp66ujvXr1zNp0qTA/vj4eAwGQyCjbFh2IiwsDIPBEEjw0tPTMZvNHbpcxsUkKsxEUoyFy4fGEWzS89WObEoq68gqrMHvl2ZPcfExm83k5eXhdrulaV8I0S0pikJZWdlZ97Hv0Jq05pZruOOOO7jnnnsYPHgwzz//PI899hgOh4PLLruMpUuXolKpePnll1m+fDlOpxOz2dxpi89eLJJsIVRUu5g+OpGPNx1jy94CjAYtVouB2Aj5601cXBISEigtLeXEiROBaXxEY263G71e1vXtLuR+dC+ddT+CgoJISEg4q+d06GS2c+fOZe7cuY22vf7664Gf+/fvzwcffNDkeUOGDOH999/vyNAuaga9ht6JVhx1Hob1jWL3kRKSY0MwGrSEmPSYjRdvs6e49KjVaqKjoxt1pxCNpaenN2piEV1L7kf30p3vh3TiuEiFhwTRMy6EcYNiCA8JYmN6DqUVdRzPr8Lnu7gHEAghhBAXA0nSLmIJ0cHERgYzfUwSTpePTbvyKCh1UFguo4qEEEKI7k7W7ryI6bQaUuJDqXG4GX2ZjW0/FHIwqxyDXkOI2YDFJH0ihBBCiO5KatIucqHBBnrFhzJqgI2YcBPf7sqjuKKOzLwqvF5p9hRCCCG6K0nSLgGxkWbiIs1MG52Ez6+wMS2bwlIH+aX2rg5NCCGEEC2QJO0SoNWoSY4PJT7azMQhseQU2dl7rJTMvCoqa5xdHZ4QQgghmiFJ2iXCYtKTkmBlSO9IkmwWtuzNp7Cslsy8KtxeX1eHJ4QQQojTSJJ2CbGFm0mwWZg6KhGNWs1XO7IpKq8lr0iaPYUQQojuRpK0S4hGraJnbAgxEWYmj4inqLyW9EPFZBVUU14tzZ5CCCFEdyJTcFxiTEE6eieGUufycjy/mh0HCukRY8Fs1DG0TxQGvaarQxRCCCEEUpN2SYoOM5FoszBpeDxGg5Yvd2RTXFFLdlF1V4cmhBBCiJMkSbsEqVQqesRYiAk3M3VUIhXVLrbtLyS7sIbSyrquDk8IIYQQSHPnJSvIoK1fhN3pYVCvCHYfLaFnXAjmIB1mow6jQd4aQgghRFeSmrRLWKTVSM/YECYOiSU0WM+Gk82eJwqr8fuVrg5PCCGEuKRJknaJS4y2YIswM310EvZaD9/tySe3yE5JZW1XhyaEEEJc0qRN6xKn12vonWjFXuthRP9o0g8V0zMuBKNBS7BRj9mo6+oQhRBCiEuS1KQJwixBJMeHMGagjUhrEN+k51JU7iCroBqfNHsKIYQQXUKSNAFAfFQwMeHBTB+dhMvjY9POPPKKaygqc3R1aEIIIcQlSZo7BQA6rYaUhFBqat2MGxjDln0FHDheTpBBi8Wkw2I2dHWIQgghxCVFatJEQGiwgV7xoQzvF01cpJn/7M6rX4Q9vxqv19/V4QkhhBCXFEnSRCOxkWbiIs1MG52IAmxMy6Gw1EFBqTR7CiGEEJ1JkjTRiFajJjk+lJgIM5cPjSOvxM7uoyUcy6ukyu7q6vCEEEKIS4b0SRNNWEx6eidacZ5chH3rvgISbRZCzJUM6h2JXiuLsAshhBAdTWrSRLNs4Wbioy1MGZmATqvmqx3ZFJbXkldk7+rQhBBCiEuCJGmiWRq1ip6xIdjCzUwZmUhJRR07DhRxvKCa8ipZhF0IIYToaNLcKVpkNuronRhKnctLZn4V6YeK6BkbQrBRyxCjjiC9vH2EEEKIjiI1aeKMosNMJMVYuGJYPOYgHV9tz6aovI6copquDk0IIYS4qEmSJs5IpVKRFGMhNsLEtNGJVNpdbN1fQHZhDSWV0uwphBBCdBRprxKtCtJrSUmwYq/zMKR3JHszSkmODcEUpCU4SIsxSBZhF0IIIdqb1KSJNokINZIcG8qEIbGEWQxsSMuhqLyWE4U1+GURdiGEEKLdSZIm2izeFkxMhJnpo5OodXr4z+58cotrKK6o7erQhBBCiIuONHeKNtNrNfROsFLjcDNqgI0dB4pIjgshyKDDYtJjNkqzpxBCCNFepCZNnJXQYAMpCVZGXxZDdJiRTTtzKSpzcDy/Cp9PFmEXQggh2oskaeKsxUaaiY+sb/b0eP18nZ5DfomdonJp9hRCCCHaiyRp4qw1LMIeHx3MhCGxnCisYd+xMjJyK6lxyCLsQgghRHuQPmninJy+CPt3e/JJiA4mNNjAwOQItFrJ/4UQQojzIb9JxTlrWIR96qhE1GrYsCObglIHBaWOrg5NCCGEuOBJkibOmUatIjkuhLjIYCYNS6CgrJadh4s5lldJlV2aPYUQQojzIc2d4ryYgnT0SbRS6/RwPL+KbT8UkmSzEGLWM6h3JHqtpqtDFEIIIS5IbapJs9vtAOzevZtPPvkEj8fToUGJC0tUmJGk2BAmj0jAoNPw1Y5sCssc5BXZuzo0IYQQ4oLVapL2wgsv8MQTT5Cfn88vf/lLPvroI5588slOCE1cKFQqFT1iLMRGmJk6MpGyKifbfijieEE15VWyCLsQQghxLlpN0jZt2sTTTz/N+vXrmT17Nn//+985dOhQZ8QmLiBBei29E630SbJyWXI4uw4Xc6KgmozcKlxuX1eHJ4QQQlxw2tTcaTQa2bJlC+PGjQPA7XZ3aFDiwhRpNdIzNoTLh8RhMevrmz3LHWQXVXd1aEIIIcQFp9UkLSwsjCeffJL9+/czYcIEnn/+eaKjozsjNnEBSoy2EBtlZtqoRKodbjbvySe7sIaSSmn2FEIIIc5Gq0na73//e6Kjo/m///s/jEYjKpWK3//+950Rm7gA6fUaUhKsJMeHMrxvFAeOl3M0p5KMnErqXN6uDk8IIYS4YLSapEVGRrJgwQLKy8vx+XzcfPPNREZGdkZs4gIVZgkiOS6EcYNiCA8J4uv0HIrKHJworMbvV7o6PCGEEOKC0GqS9s0337Bo0SJ++9vfUlZWxqxZs/jqq686IzZxAUuICiY2MpgZY5Jwunx8syuXnMJqSipkEXYhhBCiLVpN0l5++WVWr15NSEgI0dHRvPvuu7z44oudEZu4gGm1GlLirSTaLIwZaONYbhUHsyo4mluFo07m2RNCCCFa0+qKA36/v9FAgQEDBqBSqTo0KHFxCAnWk5IQSp3LS1ZBNd/uyiMu0szxYD0Deoaj0ciqZEIIIURLWv0taTQayc/PDyRmaWlpGAyGDg9MXBxiI8wkRAczbXQSPr/CxrQc8kvsFJVLs6cQQghxJq0maQ899BA//elPyc7O5sYbb+Tuu+/moYceatPBP/30U2bNmsWMGTN45513muw/ePAgCxcuZObMmTz66KN4vfWj/4qLi/n5z3/Otddey6JFi8jNzT3LlyW6C41GTc+4EBKigpk4NI6cYjt7jpaSkVtJTa3MtyeEEEK0pNUkbfjw4axevZo//vGP3HXXXfz73/9mzJgxrR64qKiIlStX8u6777JmzRree+89MjIyGpV5+OGHefzxx/niiy9QFIXVq1cD8Otf/5opU6bwySefkJqayvPPP3+OL090B8FGPSmJVob0jiApxsKWffnkldg5lluJ1+vv6vCEEEKIbqnVJK2uro7MzEwmT55MdnY2zz33HPn5+a0euGGFAqvVislkYubMmaxbty6wPy8vD6fTybBhwwBYsGAB69ato7y8nEOHDrFo0SIAFi5cyH333Xdur050G7YwE4k2C1NHJqLRqPlqew4FpQ7ySmURdiGEEKI5rSZp//3f/82GDRvYt28ff//734mLi+Pxxx9v9cDFxcVERUUFHkdHR1NUVNTi/qioKIqKisjJySEuLo7f/e53zJs3j3vuuQedTne2r0t0M2q1ih6xIcRGmZk8PIHiilrSDxWTmVdFZY2zq8MTQgghup1WR3fm5OTwpz/9iRdeeIH58+fzq1/9ioULF7Z6YEVpOmnpqaNCW9rv9Xo5cOAA//Vf/8Wjjz7K+++/z7Jly/jHP/7R6jkb7N+/v81lz0d6enqnnOdioVarMemDsegcxIXr2H6gEB12HFVlJMcG4ax1nNfx5X50L3I/uhe5H92L3I/upbvej1aTNI+nfk6r7777jkceeQSfz0dtbesj82w2G2lpaYHHxcXFjabysNlslJaWBh6XlJQQHR1NVFQUZrOZKVOmADBnzhyefvrptr8iYNCgQR0+AjU9PZ2RI0d26DkuRoqiYA6JxBpexqr1h/kh28OgviEEWcIZOMB6zseV+9G9yP3oXuR+dC9yP7qXrrwfLpfrjBVLrTZ3jhgxglmzZuF0OhkxYgS33norEyZMaPXEEyZMYOvWrZSXl1NXV8f69euZNGlSYH98fDwGgyGQvX7yySdMmjSJpKQkbDYbmzZtAuDrr79m4MCBrZ5PXBhUKhWJNgtxkWamjkqiosbF1v0FnCispqxKFmEXQgghGrRak/b444+za9cu+vXrh1qt5vbbb2+UbLXEZrNx//33s3TpUjweD9dddx1Dhgzhjjvu4J577mHw4ME8//zzPPbYYzgcDi677DKWLl0K1K9y8MQTT/Dcc88RHBzMs88+e/6vVHQbQXotvRPDcNR5GZwSwZ6jpfSMDcUcpMNs1BGkb/VtKYQQQlz0Wv1t6Ha70Wq1WCwW/t//+38cOnSIvn37EhcX1+rB586dy9y5cxtte/311wM/9+/fnw8++KDJ83r16nVWfdDEhSc8pH4R9glDYskuqmFDWjbRYUayC2vok2iVVS2EEEJc8to8unPv3r1nNbpTiNbERwcTH2Vh+ugkHLUe/rM7j5yiGkoqpNlTCCGEaDVJy8nJ4cEHH+Trr79m/vz5/Nd//ReVlZWdEJq42OlOLsKeHBfKyP7RHDpRweETFRzNraTWKYuwCyGEuLS1mqSdOrpz3LhxbR7dKURbNCzCPmZgDJFWI9/szKWozEFWQTV+f9NpWoQQQohLRYeN7hSirWIjzCTa6ps93R4f3+zMJbeohqLy85s3TQghhLiQddjoTiHaSqNRkxwXSqXdxbhBsWzem88Px8sxBemwmPQEm/RdHaIQQgjR6VqtSdNoNJSWlvLXv/6Vuro67HY7anWrTxPirJiNOnonWBnZP4q4SDP/2Z1HfqmD4/lVeH2yCLsQQohLT6vZ1muvvcY///lP1q1bh9Pp5OWXX+bPf/5zZ8QmLjHRYSYSbSFMG50EwIYd2eSXOigslWZPIYQQl55Wk7R//etfvP766xiNRsLCwli9ejWfffZZZ8QmLjENi7An2oK5Ylg8+aUOdh0u4VheFVV2V1eHJ4QQQnSqVvukabVa9Pof+wSFhISg1cqM8KJjGA1a+iSG4ajzkJlXxff7C0i0WbCY9QxOiUCn1XR1iEIIIUSnaLUmLTY2lm+++QaVSoXb7eaVV14hPj6+M2ITl6hIq5GecaFMHZmAXqfhqx3ZFJbZySu2d3VoQgghRKdpNUl7/PHHefPNNzl8+DDDhg3j22+/lRUHRIdLiraQYLNw5YgESivr2PFDEcfzqymvdnZ1aEIIIUSnaLXd0maz8Ze//AW1Wo3P58PlchEREdEZsYlLmF6voXeCFXuth+P5VaQfKqZHbAhmo46hfaIw6KXZUwghxMWt1Zq0zz//nPnz52M0GikpKWHOnDls3LixM2ITl7iwkCCS40O4Yng8ZpOOr3ZkU1ReS05RdVeHJoQQQnS4VpO0V199lb///e8AJCcn89FHH/HSSy91eGBCAMRHBZMYbWHaqCSq7G627svnRGENpZWyCLsQQoiLW6vNnX6/n5iYmMDj2NhY/H6ZXFR0joZF2Ksdbob2iWTP0VJ6xoZiDtJhNuowGmSksRBCiItTqzVp4eHhrFq1Cq/Xi8/n44MPPiAyMrIzYhMC+HER9gmD4wizGNiYnkNhuYMThbIIuxBCiItXq0nab3/7W1avXs3QoUMZMmQIq1ev5oknnuiM2IQIiI0wkxRjYfqYJOqcHr7dlUduUQ0lFbVdHZoQQgjRIVptK2roh1ZVVYVGoyE4OJjaWvnFKDrXj4uwuxk1IIbtBwo5mFVBkEEnC7ALIYS4KLVak3b77bdTWVlJaGgowcHB7N+/n/nz53dGbEI0Yjbq6JMQytiBMUSHmdi0K5eisvpF2A1Bxq4OTwghhGhXrSZpQ4YMYcGCBezcuZM33niDu+66i3vvvbczYhOiiagwEz1iLUwfk4jP52djeg75JXacPl1XhyaEEEK0q1abO++9914GDhzIT37yEyIjI/noo4+Ijo7ujNiEaEKtVpEUE0JFtYvxg+P4z+489h0rIy7US7/ebizS9CmEEOIi0WpN2rfffsvTTz/NrbfeSv/+/XnwwQfJz8/vjNiEaJbRoKV3opUR/aJIjA7muz35FJQ5OJZbidcr08MIIYS4OLSapP3mN7/hmWee4ZFHHuH1119n6tSpLFy4sDNiE6JFDYuwTxuViFoNuzNrKShzkFcqi7ALIYS4OLTa3Ll27VrCw8MDj2+77TbGjRvXoUEJ0RZJ0RYqqp1MGp7AV9uz2XmoGKNeS6hZj9US1NXhCSGEEOelxZq0t99+G6ifzPbo0aON9r333nsdG5UQbaDXa+idaGVwSgSx4Tq2/1BEbrGdY3lVuD2+rg5PCCGEOC8tJmkffvhh4Odf//rXjfbt2bOn4yIS4iyEWYJIibcyJNlEkEFTvwh7qYOcopquDk0IIYQ4Ly02dyqK0uzPQnQ38VFmeseHow0K51+bj/P9D4UEGbSEBhuItMr8aUIIIS5MLSZpKpWq2Z+F6G60Wg0J0UaMFiPH86vYdaSEnnEhmIJ0BBt1BMki7EIIIS5ArY7uFOJC4HPX0jsxlEnD4gkx69mwI4fiilpZhF0IIcQFq8UqhrKyMt58880mPwOUl5d3fGRCnAWv10tMuJkesS6mj07io28y2Lw3H1OQDmuwAVuEuatDFEIIIc5Ki0naxIkTOXLkSJOfASZMmNDxkQlxlk5dhH1Evyh2Hi4hOS4Uo0FLsEmP2ShLRwkhhLhwtJik/e///m9nxiFEu2hYhN1eG8eJwho2puVgCzdxvKCKAT0j0Kilf6UQQogLg/RJExedqDATyXGhTB+dhMvtY9POXPKL7RSVObo6NCGEEKLNZNibuOio1Sp6xFqosjsZOzCGrfsLOHiigiCDFotZL4uwCyGEuCBITZq4KAXptaQkWBkzMIbYCBPf7sqlqLyWTFmEXQghxAWiTTVpeXl5VFVVNZrUduDAgR0WlBDtISLUSEpCKNPHJPHP9UfYmJaDxaTDGhJEj5iQrg5PCCGEOKNWk7TnnnuOt99+m4iIiMA2lUrFhg0bOjQwIdpDQnQwFdVhXD40jm925rLnaCkGvZYQs54wWYRdCCFEN9Zqkvbvf/+b9evXY7PZOiMeIdqVTqshJSGUaoeLrIJqtu4rICE6GItJx5CUKPR6TVeHKIQQQjSr1T5psbGxkqCJC1posIHeCVamjU5Er9Pw5fZsistqyS6WRdiFEEJ0X63WpI0fP54VK1Ywbdo0goJ+bB6SPmniQhITaSYlPpSpIxP515b6RdgNBi1WWYRdCCFEN9VqkvbRRx8BsG7dusA26ZMmLjRajZrk+FCq7G6yCqvZdaSEHjEhmIO0mI06jLIIuxBCiG6m1d9MGzdu7Iw4hOhwwUY9KYlWJg2PI7e4hq92ZBNpNZJVUE2/pDDUshqBEEKIbqTVJK28vJy1a9ficDhQFAW/38+JEyf4wx/+0BnxCdGubGEmesVbmTGmBx9+fZRNu3IxGbWEWQzEyCLsQgghupFWk7T77ruPoKAgMjIymDBhAlu2bGHkyJGdEZsQ7U6tVtEjJoTKahejB8Sw/UAhPY+XYzRoscgi7EIIIbqRVkd35ufn89prrzFp0iQWL17MP//5T7KzszsjNiE6hNGgpXeilfGDYrCFm9i0K5eCUgfH86vw+WQ1AiGEEN1Dq0laZGQkAD179uTIkSPYbDa8Xm+HByZER4q0GumVEMpVY5Pw+2HDjhzySuwUyCLsQgghuolWmzsjIiL461//yrBhw3jppZcIDg7Gbrd3RmxCdKgEm4XKGhdXDIvj6/Rcdh4uJkivJcRkICRYFmEXQgjRtVqtSXvqqafQ6/WMGjWKQYMG8eKLL/LQQw91RmxCdCi9VkNKgpUR/aJJjgvh+/2F5BTVcCyvEo/X19XhCSGEuMS1mqRFRERwww03cPjwYR588EFWrVrFjBkzOiM2ITpcYDWCUUkYTq5GkF9qJ69YaouFEEJ0rVaTtN27dzN9+nTuvPNOiouLmTx5Mjt37mzTwT/99FNmzZrFjBkzeOedd5rsP3jwIAsXLmTmzJk8+uijTfq6HThwgEGDBrXxpQhxbmIjzfSKD2HaqETKq51s3VfI8fxqyqudXR2aEEKIS1irSdqKFSt46623sFqtxMTEsGLFCp555plWD1xUVMTKlSt59913WbNmDe+99x4ZGRmNyjz88MM8/vjjfPHFFyiKwurVqwP76urqeOqpp/B4POfwsoRoO83J1QgG9opgcEoEe46WkJFbSUZOJS63NHsKIYToGq0maU6nk969ewceT548GZ+v9V9cW7ZsYdy4cVitVkwmEzNnzmy0tFReXh5Op5Nhw4YBsGDBgkb7n332WW699dazeClCnLtgo57eiVYuHxZPmMXAhrQc8kvtZBdVoyhKV4cnhBDiEtRqkqbVaqmqqkKlql8yJzMzs00HLi4uJioqKvA4OjqaoqKiFvdHRUUF9m/YsAGn08nVV1/dtlchRDuIDjPRKy6U6WOSqHN62LQzjxMF1ZRW1nV1aEIIIS5BrU7B8Ytf/ILFixdTWlrKAw88wObNm3nqqadaPXBztQ8Nid6Z9peUlPDKK6/w1ltvtXqOluzfv/+cn3s20tPTO+U8om3a434EmSwEa530iQ/icG4lm3YcobKilAFJIThrq9shykuHfD66F7kf3Yvcj+6lu96PVpO0KVOm0KtXLzZv3ozf7+eXv/xlo+bPlthsNtLS0gKPi4uLiY6ObrS/tLQ08LikpITo6Gi++eYbKisr+clPfhLYl5qayjvvvENwcHCbXtSgQYMwGAxtKnuu0tPTZXmsbqQ974ctto6Q0AiqNxzhQLaTwf0sqILCGdavNxpZhL1N5PPRvcj96F7kfnQvXXk/XC7XGSuWWmzurKysDPwLDQ1l1qxZzJkzh8jISCorK1s98YQJE9i6dSvl5eXU1dWxfv16Jk2aFNgfHx+PwWAIZK+ffPIJkyZN4vrrr+err75izZo1rFmzBoA1a9a0OUET4nxFWo0kx4cyY0wSCrBhRzY5hTUUlctqBEIIITpPizVp48aNa9I8qVKpAv8fPHjwjAe22Wzcf//9LF26FI/Hw3XXXceQIUO44447uOeeexg8eDDPP/88jz32GA6Hg8suu4ylS5e23ysT4jwk2ixU2l1MGhbPhrQc0g8XYzLWL8JuMclqBEIIITpei0na/Pnz2blzJ1OnTmXhwoVtauI83dy5c5k7d26jba+//nrg5/79+/PBBx+c8RiHDx8+6/MKcb70Og29E6xU211kFVSzbX8hidHBhJgNDEyOQKttdcyNEEIIcV5aTNL+93//N9BM+cwzz1BbW8u8efOYO3cuISEhnRmjEF0iNNhA78QwpoxKpOCLQ3y5I5uIUCNhFgNJMfIZEEII0bHOWB1gNBpJTU3lzTff5IUXXsBut7N06VLuu+++TgpPiK4VG2mmV1wI00YlUVHtYvPefDLzqqiskdUIhBBCdKxWR3c2KC8vp7y8nIqKCiIiIjoyJiG6De3J1Qiq7G5OFFazN6OUHjEhBJv0DEnRoddrujpEIYQQF6kzJmkFBQWsXbuWtWvXolarmTdvHqtXr8Zms3VWfEJ0uYbVCK6ojSOnuIYNadlEhxmxWuoXZxdCCCE6QotJ2pIlSzh+/DizZs3iueee47LLLuvMuIToVqLDTPXTcoxO4oONGXyzM5dgk47QYANRVmNXhyeEEOIi1GKStmPHDgwGA++//36jEZgNU3Ds3LmzUwIUojtQq1X0iAmhssbF2IExbN1fwP5jZZiNOsxGLSaDrqtDFEIIcZFpMUnbsGFDZ8YhRLcXZNCSkmClpra+f9q3u/OIizITGmygX49wWY1ACCFEu2oxSYuPj+/MOIS4IERajfSKr1+EfdX6w3y1PZtQswGrxUBcpKyKIYQQov3IjJxCnKUEm4WUeCuThidQUFZL2qEiMnIqqXG4ujo0IYQQF5E2T8EhhKin12pISQil2uEiq6CK7T8UkmizEGLWM6hXBFqtTMshhLiwlFc7CTHr0Wqk7qY7kbshxDmoX43AytSRiRiDdHy1PZvcYju5JfauDk0IIc7avX/8hufeTkNRlK4ORZxCkjQhzlFshJleCVamjUqkosbFlr35HM+rprxaViMQQlw4/H6FyhoXW/YW8M3O3K4OR5xCkjQhzpFGoyY5PoSBKREM7RPJvmNlHMmuICOnAqfb29XhCSFEm7i9PgBUKvi/j/ZSUlHXxRGJBpKkCXEeTAYdfRKsXDEsnvCQIDam55BX4uBEYY00GwghLggud32SNufyXvj8Ci++twu/X76/ugNJ0oQ4T1FhJlISrFw1Jgmn28fX6TlkF1RTXF7b1aEJIUSrXJ76JK1njIWfzhvE7qMl/HvL8S6OSoAkaUK0iySbhf7J4YwbGMPx/Gr2HSvlaG4l9jp3V4cmhBBn1FCTptdruHpcD0b0j+Zvnx0gXwZCdTlJ0oRoB3qdht4JVsYNiiE+Kpj/7M4nt8hOZm4VXp+/q8MTQogWNdSkGXQaVCoV99wwDL1WzR//uROffH91KUnShGgnocEG+iSGMWNsEhq1ivXbT5BXYpe/RoUQ3VqgJk1XP8djRKiRuxYM4fCJCj76JqMrQ7vkSZImRDuKjTTTLymMqaMSKamoY+u+Ao7lVVFRI9NyCCG6p4aatCD9j/PbTxoez+VD43j3i0Mcz6/qqtAueZKkCdGONBo1yXGhDO0bxcBeEew6UkJGTiUZOZWBv1aFEKI7afhuMhp+TNJUKhW/WDgUi0nPH9/diccr319dQZI0IdqZ2aijb6KVK0ckEGYx8NWO+tUIsgurZVoOIUS3E+iTpm+8pF2IWc9/3TCMrIJq3v3icFeEdsmTJE2IDhAVZqJPopWZ43rgdPvYmJZDVkE1xRUyLYcQontpqEkz6JquOzz6shiuGtuDj74+ysHj5Z0d2iVPkjQhOkhijIUBPSOYMDiWrIJqdh0p4WhOFY46T1eHJoQQAS5P/Qopp9ekNbh93kAiw0ys/OdOnC5ZTaUzSZImRAfRa+un5Rg7MIakGAtb9uZzoqCKzPwqGdYuhOg2zlSTBmAK0nHfouEUljt487MfOjO0S54kaUJ0oJBgPX2TwrhqTBJ6nYb127LJKawhv9TR1aEJIQRQ3ydNpQKdtuWUYHBKJKmTUvh8SxY7Dxd3YnSXNknShOhgMRFm+vYIZ/roJMqrnfxnTx7Hciupsru6OjQhhMDl9gUmsj2TJdcMINFm4cX3dmGvldVUOoMkaUJ0MLVaRc/YEIb2iWRYnyj2HyvjQFY5GbmVuD0yrF0I0bVcHl9gItsz0es0PHDTCCprXPzfx/s6ITIhSZoQncBo0NI70cqk4fFEWo31oz3zq8kuqunq0IQQl7iGmrS26J1o5cbpfflmZy6b9+R3cGRCkjQhOklEqJE+SVZmjkvC51P4cns2x/OqKJFpOYQQXaitNWkNrp/el96JVv78wR4qqmU1lY4kSZoQnSghqn5ajiuGxZFXYmfHgSKO5lRS65RpOYQQXcPl9rU4/UZztBo1D9w0Aqfby8vv75FJujuQJGlCdCKtVk1KfCijB9hISQhl2w8FHM2p5Hh+tUzLIYToEm6PD73u7NKBRJuFW2ZfxvYDhWzYkd1BkQlJ0oToZMEmPX2Swpg+OgmTUcf6bSfIyq+ioEym5RBCdL6z6ZN2qrmX92JwSiSvfbKfonLpttERJEkTogtEh5nokxjGjDFJ1DjcfL0zl2O5VTIthxCi051tn7QGarWKexcNB+CFVbvw+6XZs71JkiZEF1CrVfSItTCoVwSjBtg4fKKCPUdLZFoOIUSnO9eaNABbuIk7Ugex71gpn36X2c6RCUnShOgiQXotfRLDmDg0jtgIE9/szOVYTiXZhdXSEVd0Gqdb1mK81Lk83nOqSWswfUwSoy+z8fd/HSBHphVqV5KkCdGFwkKC6JNo5aqxPVGpYP32bDLzqympqOvq0MQloNrhZt/RUnIKa/BJU9Ul63xq0gBUKhX/df0wDHotf/znTrwyCKrdSJImRBeLiwqmXw8rV45IoKi8lq178zmaU4mjTqblEB3HXuvmh8xSyqqdHDpRTkaONLVfqlznMLrzdGEhQdx93VAycip5f8PRdopMSJImRBfTatT0ircyvJ+N/j3DSDtUzKET5RzPq5K/SMV5q3N50QaFNnovKYpCdmENVfb69Rd9foWs/CoOHC+jxuGS6WAuIV6fH69POa/mzgYTh8Zx5YgE3vvyMBk5lecfnJAkTYjuwGzU0ScxlKkjEwkN1vPV9mwy86soKJFpOcT5KSx1sPNwIbuPlFBzclHs8mpnkylfFKCwrJb0Q8V8v7+QnELpW9QS10XUj6+h9rQ9kjSAO+cPxmox8Md/7pSa2XYgSZoQ3UR0mIneiVZmju1BrdPLhrQcjuZWUFEjy66Ic2OvdZNdVIPb46O0so59x0qprHGSXViDx9t8bZnT7aOm1k1GXqW895rh9yscy626aLojuNz1idT59Ek7VbBJzz03DienqIZ//PtguxzzUiZJmhDdhEqlokdMCAN7RTB2UAyZeVXsOlzC0ewKGYEnzkleiZ0614/vnWq7m91HSgIDU3YfKeHL7SeafX+53D6O5VZJbchpqhwuCsocnCiovigGW7g87ZukAYzoF801E3qy5ttj7DtW2m7HvRRJkiZEN6LXaeidEMaEwbEkRgfz3Z48MnKryCqolokixVkprawjt9jeZLvT7cOvKOw6XMzmvfkcya7v6F1W1XREcVllHYezKxolepe64vJaPF4/eSV2issv/O4IgZq0s1i7sy1+OmcgMeFm/rRql6xNfB4kSROimwkJ1tO3RxhXjeuBVqNm/bYTHM+vougi+IUgOkety8PRnIoWmzQPn6hgy74CeidYmT85Ba/PzwcbMziWW9monALkFdvZf6z0omneOx+OOk99U6fTg8+vkJFbif1kP78LVUNNWlA7J2lBBi333TSc0opa/vbpD+167EuJJGlCdEMx4Wb69whn2qgkyqqcbN5dPy1HtePC/oUgOlZFtZOyyjqO51VTZXdTVlXHR18f5Wi+M1Cb4fb62Lw3n5gIE9PHJBEXFcwN0/oSERrEuu9P8K/Nx9m8N79RzVpZlZPMvMoWRxs76jwUljkoKLW328hQRVEoLq+lqsZFrdODx9v1za7F5Q7e++oIH27MwO3x4ajzcjz/wh6F3VCTFmTQtvuxL0uOYP6Vvfni+xPsOFDY7se/FEiSJkQ3pFar6BkXwoj+UQzuHcmejFIOHi8nI6dC+giJZlU7XOw7Vkr64eLArO+b9+RTVFHH4Vwn//j3QbIKqtlzpIQ6l5eJQ+LQqFVA/eji+ZNTGNonkkq7i70ZpXz6n8xGfdUKymopPG1EqN+vUFDmYNfhYnYfKWHfsbImo0bPldPl5fCJctIOFbHjQP2/rvwjxV7rZuv+QsqrndTUutm8Nx9o/rpcSDqiT9qpfnJ1f3rGhvDS6t3yR+Y5kCRNiG4qSK+lT1IYU0cmEBEaxIa0HI7nV3NClo0SzcgvcVDr9Ab6LuYW15BTbGf8oFiuHGwhLCSIf285zs7DxaTEhxITYW70fI1GzeVD4/nJzP4snNKbOpeXb3flBfY3jGo8tYYtr8TOD8fKsJ9sCm0o0x6/jOvcPpweHx6vnzqXl2qHu742r4Um3I6WW2xn1+FidFo1g1MiOHC8PNBX9FhuFdX2CzMB6ciaNACdVsMDN4+gptbNKx/u6ZBzXMwkSROiGwuzBNGvRzhXj+uJx+tn/bYTZOVXU1xR29WhiW6k0u6ioPTH2hxFUdi6r5Bgo45BKREEGzVcOymFmAgzfgXGDYo94/Giw0yMGmDjaE4lB46XBbbXubzsyyglv9ROQZmDI9kVTZr66lxejmSXn3eiVufy4vM1/mOkqLyWvNKmgyE6WmWNk+P51WTkVtEn0crEIXFEhAbxdXoOTpeXOpeXY3mVeLtBk+zZcnnqa0vbu0/aqZLjQrl5Zn++25PPt7tyO+w8FyNJ0oTo5uIizQzuHcnkEfHklzrYvDefozlV2OsuzL/cRfvy+RVyi2oCzVYAh05UUFxRy+jLbGg19V/zep2GeZNSWHLNAKwWQ6Bsw/7TjehvIz4qmK/Tc/l+f0Gg9tbp9nEgs5yDmWUtDkworXSy63Bxm5o+vV4f5c2MLG0uyVMUyMyrorKT52+rcXj4IbMUr8/PZckRaDRqpo1Owunyselk0lFcUUveBTj5dENNmlHfMTVpDRZc2Zt+PcJ45cO9zY4kFs2TJE2Ibk6jUdMrLoRxA2MZ0DOc9EPF/JBZyrHcqgvyL3dx/k6djqWo3NGoFq3K7uI/u/OIjzLTv2d4o+dp1CqCjbrAY6NBy5DekSREB6NWqZqUnXt5cuA9t3VfQWCf1+fHfTJB8ysKBaUOMnIrySmqCSRzdS4vh7PKGyVUTreXimon5dV1+P0KiqJwoqiGQycar1Vb5/Ly3peH+X5/AQezysnMq6K0sv4Xu8vt41he587fVlxRy56jpURag4gOMwIQZTUy+jIbGblVHM2pqE8g86suuAmAG5J7Y1DHJmkajZoHbhqB2+vnxdW7pctGG3XsXRFCtAtjkI4+SVamj06iuKKWr7ZnExkahMWko1e8tavDE52orKqO7MIaEm0WDHoNx3Ir8fkVsgurKa92cSS7ApUKpo1OapJ4ncqg0zCgZzjR4SbCQ4IwG3Vk5lU1qh3TaNRMGZmASgW7jpTQMzaEuKjgwP6aWjdfbc8m/5QkccaYJPomhQH1tW7H8qoY0luHvdbDoRMVOOo8qFRgCzdhDTaQlV+Nx+snq6Ca/j3D0ahVpB0sIv1QcZOYrx7Xg5QE68k54Go65b1f5/KyZV8+lXYXsyb0RKNR0yPWQk6hnRH9oskqqGbTzjziIuuvy7Hc+tfbXsssdbSGmrTOiDcuKpifzrmMVz/exxffn+Dq8T07/JwXug6tSfv000+ZNWsWM2bM4J133mmy/+DBgyxcuJCZM2fy6KOP4vXWt42np6ezcOFCUlNTueWWW8jLy2vyXCEuNRGhRvr1DOOa8T3x+RW++P4EGblVlEj/tIuK1+snp6imyfxbdS4vuUU17M0opai8lj1HS9iXUYqjzktusZ1Pv6ufOqO82smUkYlYTPoWz6ECeiWEEh1uAkCrVZMcF1rff82kQ6tR05DfqVQqJg6NI8SsZ0NaTqAGq6i8lve+PEJxRR2Th8dz4/S+2MJNfLsrLzCQAOon1T2UVcGeoyVU2V14fX48Xj+5xXZ+OP5jk2l+iT0wF+CR7AoAbp83kJ9c3Z8bpvUhKszINztzqXV6UBTIKqhptpm0vZVXO9m8J5/YCBM9Y0MwB2lJjg0lMcaCWq1i+ugkfH4/G9NyUBSFspMJ5IXC5fGhUatabPZub9dMSGZYnyjeWLu/UQ2waF6H3ZWioiJWrlzJu+++y5o1a3jvvffIyMhoVObhhx/m8ccf54svvkBRFFavXh3Y/swzz7BmzRrmzp3L008/3VFhCnFBiY8KZmBKBFeOSKCgrJbvdudxOPvCn1BT1KtxuDhwvIwDx8vYm1FKaWUdxeW19VNRHCjih8yyQM2Hx+un2uFGURS27S/AbNTx07kD+fm1g+mdYA0c0xZuYnDvGELM+kDiZTHriQk3Nzm/LdzMiH7RjBoQzYAe4YEpOvRaDdNGJ1LjcLPm20wKyxz8a/NxDHoNN07vy6CUSCKtxpMJi8KGHdmBec0UpX4UqNPdtHny1BYvn1/h2MnJYY/lVRFmMRCk12INNhAVZmL66CQ8Xj9fp+eiKApuj4+M3MoOXzLt883HcTi9jBsci0qlwhZhRq/T0CPGQpjFgNViYPzgOLKLavjheDkKkFVQfUH0u6p2uHC5fZ1a66dWq7jnxuFo1Cr+tGrnRbG0VkfqsCRty5YtjBs3DqvVislkYubMmaxbty6wPy8vD6fTybBhwwBYsGAB69atw+12c++999K/f38A+vXrR0FBQXOnEOKSo9Wo6RUfypjLbAzsFcGuIyXszyglI7eyW0z2Kc6NvdbNsdxKdh4uIb/UgaLUd5zffaSYXUeKOZ5fjcPpoblfZycKaygsr2XUABtGgxa1+scmTq1GTZLNQrDOxagBNpLjQtGebK5raRkgU5AOqyWIeJuF2KgfE7m4yGCuHt+T8monH36dgV9RmHN5cqNBCFaLgSuGxZFbbOe9r45QVH7mWl6/X2HznvzAvG6OOi+ZeVVk5VcRHWZqVDY8JIhxg2LJKqjm0In6mrbyalfguR1BURTSDxUTHWYiLjIYnVZNRGgQUD9FTkqCNTAlR0J0MJv35FNld+H2+DnWCQnk+SqrclLtcHfYHGktiQoz8vP5QzhwvJw1mzJaf8IlrMP6pBUXFxMVFRV4HB0dzd69e1vcHxUVRVFREXq9ntTUVAD8fj8vv/wy06dP76gwhbjgmAy6+vnTRiVSVO7gq7RsIsOCsJj0pJxSgyK6j4oaJ8dyKzEH6dBo1CdHLiqEmA043V7Kq5zN1jR5fWeuZfD7Fbb9UECIWc+A0wYJAESHGQkLCSLL40Gv05ASH0qQXkPUaQlQczRqFcmxoVTWuAM1tb3iQ1lwZQpb9xUw+rIYwixBTZ53WXIEoWYDX6Vl88mmY9w4oy/WYAOKolBT66Gi2klocH0N1PYDhew+WsLBE+XcNKMfZqOOo7mV1NR6iDrZQf9UQ/tEcjy/iu925xEfFUyIWU92YQ1WSxBRViN+v0JRuQOfX8Fi0hMabGhyDKhPvhSfr9V/ZWUOvLknGNjDijr3OGajFkVXQYXfj+L3o/L5iCmqprCkhtlmF9uP55P9r+MM7x1OjaJweIeecIsOfPXlFa8Xxe/HHxXZ6vXvDPZaD2VVdeh0nT+GcMrIBL7fX8A//n2Ikf1t9IgN6fQYLgQdlqQ1N3JDdUon1tb2u91uli1bhtfr5c477zyrc+/fv/+syp+r9PT0TjmPaJtL6X7odDpC9UEM7aln014na745QnVFMdWVNlReBz5f19eqXUr3oyV6vR60Rg4er6Cipn36DjrdfjRqFTqtiqN5TkornYxIMZGbm92oXJBeS1yojV276rc33A+9Xk9pvqfJd7CiKPXtjz4f+P3g96NWIFhnoiSvksrKGlAUVH4/Y0P9kFNG8Qk/KuXkP78f/AoqxY/J7+cao49DJbVkrMmgZ5SOnCInLpcXNQolip9Qo4qgWi9XG8BZ5qN41Q7iQjV4nD5mVrqJ3a7GuxNUfgWV4qs/tt/HPJ+fyhoPqjfXoQ5S4Vf8/KBWEaRV4fP6cDvd4PejUYFWpaD4vODzB14Tfn/jdtZW3AaQA3wHPuBgM2WCTv6b2bDheP1/9pP/AlQqUKvRXnNVl38+jEYjmfkuSsqrQVGzd+9ePJ7OXZ/18j6wP0PNs299z63TwtFqWh7o0tG6+n60pMOSNJvNRlpaWuBxcXEx0dHRjfaXlpYGHpeUlAT2OxwOfvGLX2C1WnnllVfQ6X4cMt4WgwYNwmBo/i+o9pKens7IkSM79Byi7S7F++H1+TGHhKMNyuWL70+QWaKmb4qJoX2SsJg79v3fmovlfiiKAv5TakF8fhRfw/++035u/K/G7qSioJryigLCXB7C/b5TEgXfyaSm/ufTtyk+38nEx3cywfCB4qemxklBcTVaFYQHa9FV1jHWqCH6qAEO/3gsld+PQQO+b1So/T7qHA4MOh2Kz0ed1wd+H4rPj9/rBf+P/7ck+uS/s5XS8EMOJLd0jVGhqNV4FRXqcg0hqAnzK5gUA1qdFr9KDSo1aDT4T5bVGDVUODx4VAaCLUGgVuPT6/Aqqvo/9tUa/Go1eksQYaEmVBpN439aLSq1+uTPGlTq+u2KWo1Gq0WlUaOoNXzyn+Mczatm+rhkLOYg+iRHYAjS1Zc/WU6l1lDj9HEwuxKXT+GbXQWcKHEwb3JvwqxmQixBDOtnw2gyoFLX11g19/lwezq3b5jX66PcXYheXwEqGDJkSKed+1T60AKeeXM7R8vMLL5mQJfE0JXfVy6X64wVSx2WpE2YMIGXXnqJ8vJyjEYj69evZ/ny5YH98fHxGAyGwMX55JNPmDRpElA/cKBHjx489dRTjWrXhBA/0mrUpMSH4qjzkF9iZ8/REuKizJiCdAzqFYG+A2cQvxQceOoZKtJ3nvdxNEDrjYtNKScTE9Rq/Kr6JEbvU+ih0aCo1HhqIVKtIURlRFXrBY0aRaUBtQZNkAGTxYhWp0Wl0eCsrsISFRVIRn5MTNSnJSzNJC/a+uc4PQonih24/YBKjXIyNrVGQ1SkGWuICY1WS155LZUOL6g1KCoVm/cXUVTlYsroJMJCTSjq+udV1noJMuoIMuhRFIW1/8mksKwWq0WP3w/3LhrOiH71qaGiKCgKHMut5FheFYqisHnzcXKL7dw4vS9hIU2bXQG8GjWhsZb6pk+zHmNQ0z/47bVu6lxeqhxuyqqc9EuyYrUEUVHt5PtNtQT1jEfVN4WkXhFE2yzNnscMOEOqOJxdwdgJoWSuP8z6faVcNzWMajecKK2jX1IQZ/ptll1Ugy3cdMZRuW1V5/KiVqla7HcI8Pd/H6S4vA6Pz4/ZeHYVIe1p3KBYpo1O5P2NRxl9mY1+PZo221/KOrQm7f7772fp0qV4PB6uu+46hgwZwh133ME999zD4MGDef7553nsscdwOBxcdtllLF26lAMHDrBhwwZ69+7NtddeC9T3Z3v99dc7KlQhLljGIB19e9T3Tyssr2XjjhyiQoMwm3T0SbA26kQuzo5txnTMKb1Qa+sTHdTqkz+rQa1BrW2omTlZo6LRoKg11Lp9nCi24/QA6voaGTRqUNUfoyG5qf/3YxKWWWBn8/4C6jwKxiA9DqeXvklWSirrKKtyolapuCw5nIlD41CrVGScKCc6zITeWt93S61SYTbq0GhU9E6wEmn9sU9Xeno6fduhpkBTXMOB4+WByXQNeg19Eq3ERgYHRoKaapzsPlISGIU6flJ932OVStVo4INV/2Ntr0qlYuqoRFatP0xppZN+PcIINesb7VepIDHGQkWNk/JqF1NGJvLPLw/z1Y4cFk7p3ex73evzcyy3CoCE6GAG9AxHc8pUE446D3uOlmKvcwdaQBvmdcvMr6K0ysm4QTFYzPpm+8idKj46mPIaF8XltVw5IoF/b80i7UARYwfFkldcQ5jF0Gi9VHutG6NBi0ajxlHnIa/YjqPWzcBekWi159dHzO32UVZdd8Z55DbtzKO82oleqybc0rU173ekDmZvRikr/7mTPz1wJUEdvPrBhaRDr8TcuXOZO3duo22nJlv9+/fngw8+aLT/sssu4/Dhwx0ZlhAXlTBLEP17hjNrfE/++eVhPt96gmCTnmCjlvio5v/yF62LGD+WiPFjW9yvKAr2WjdVDjdujx+P10dljYtajRdXnK9RuayCalQqFeHBQdS5vNTY3YSa9Zj1OjLzq9l/rJSyKicRoUHMmpSExaRn/fYTHM2pJDbSzMQhcfTrEYbxlEWwL0uOaBRPVJiRwb0jO3S+q9gIMzUODzlFNWg0Kvr3DCf2tIXawyxBJMeFcCS7Er9faXNriMWk54rh8WzYkYMtzESwqWntTsOISvvREkDH5OEJrN92gp2HixnWN4qNaTkUlDkwGrQM6hXR6BoVlDoIDwlqNBlvtcOFvdbdKHksrazjeH416QeLAEiItpAQHdxq4qDT1g/MqLa76BUfSv8eYaQfKqZHbAgxEWYycquwmPSYjToMBgMnCmsIDdaTEG2hvMpJncuLy+0jLMROUsz5daL3+vxkF9YQYjY0StZP3d+wMoLb6+/yiXfNRh333jicx17dwt8/P8jPrx3cpfF0J5KuCnERiIsMZnDvSEornfxry3G+2pFDkF6DyaBrsSlInDu/X+F4fhXZRTWBGqPmKIrCd3vy2ZtR2mIZgLAQAzPGJNE70RpYJWDu5b1QlLYlOVqNmkSbpcMnJNVo1PRJsmLQq1GrVU0StAYJ0RY0KjXH8iqbHbXa+JgqzEE6qh1u+iWFYQ7S1a+moGv+11NEqJEeMSFk5FTSJ9HK8fwqdhwo5ERBNYXltaTEh1Jpd/HNzlwiQ42BCXt9foWM3EosZj0WU30Ta2FZbZNpTRQFjudVcTCrAoNeQ2yEuc1NkKHBBlISrBw8Xs7lw+LJLbazYUcON0zvi73WzfH8KgYkR+BXB1FS5qC0so5go46M3Eqq7C5Cgw1k5lURGmxocWRqW3h8fpxuHxk5lZiNukbJPdRPvaEocFlyOAezygkydH0qMLRPFHOv6MWn/8lk7GUxDO0b1fqTLgFdf2eEEOdNrVbRMzaU0QM9lFTWsf1AIdvDjBgNOob0icTUTF8cce5yimrIzKs640Sc9lo32w8UcTCrnCG9I0lJCKW82oUpSIvFqKPS7qLa4SbJZiHSamw2GWtrLVRUmJHwTkrGtZr61QnONAepVqMmMcZCsFnH3qOl1Ll+nC9Mpaqf3qNhepGkmBDiIs3sOlxMrdNLos3SbGJxqkRbfbNnaaWTScPjySuxU1hey9RRiQzoGY7L7TvZFJrNDdP7BpLXWmf9PGwDkyOodXmotLsCx3TUeaiyu4iLCqbW5SUzv4pBvSIwBmkxn8XnJzbCTHm1k4JSB1NHJbL2P5ls3V/ApGHxFJQ6CLMEkV9aBzotHq+f/cfK+GDjUfJLHSya0ReCDRzLrWRQ70j02nOr4Wr4w6HS7iK7sJq+SWGN3kvFJ1cp6Z1gpU+ildEDbOd0nva2dNYAdh4q5k/v7eLlh6Z0aV+57kKSNCEuEvX9g8KYPMJNSWUtm/fmExFqxBSkZUByOLpz/MIX9Rx1HqodLiprXOSXOlpM0Hw+PxvTczmaXYECDO8bxfiTs9U3rO8ItGmusrbQa+tr0Tqz/6FKpaItsyWEWYJISQjlwPFyNGoVPWNDCDHrUatV5BXb8fj89IwJwaDX0DvByg+ZZfj8CqYg7Rk7vet1GlISrNTUlgBw7aQU6lzeQFOmQa9h6shEPv0uk3fWHSLSamTUABu2cBNFZbWEW4JQUDiaXUFOsZ38EjvFFfUrBFw1NglHnRe/X+Gy5HCswYazGoSj1arpFRdCld1Fos3C4N6R7MsoJTk2hESbhUMnyjmaW45f46VvopWc4hqyT07Iu2FHNtde2ZuSyjryiu0kx4W2+bwNtv9QyMp/7iR1UgpWi4GcIjtWiwHbKStMNCwlZzHp6/dFtM978XwF6bU8cPMIHn7pP7z2yT7uv2lEV4fU5Tp/BjshRIcJMevp1yOca8b3xBps4IvvszicXcGJwppAZ29xdlxuH8dyK0k/VMSeo6WcKKxptAj5qXx+hS+2neBIdgVD+0Sx+Or+TBgS1+6j1HUnO5arVNAjNqTTatHORWyEmYSoYAalRJCSYCUqzEREqJGBKZFclhweSMZs4SZiI+sTibY09YVZgugVF4pKBWGn9TUDSIqxMH10EjERJorKa/n31iycbi9+pb7Z85uduXz63XH2ZZSiUasYOzCG6DATm3bmse9YKbbw+jjDQs6+2dFiNtA7wYpGrWL8oFiswQY2puXg8vjweP3syrDz1fZsDp2oYP+xMtQqFROGxFJQVsvuIyX1a5PmV1Ne7Tzrcx/JqcBe5+GrHdn4/Qpen5+MnCocp6ynWnIyIW3o96dWdZ9UoG9SGNdP7cPGtBy+3y+rDXWfOyOEaBe2cDP9e4Yze2IyfkXh31uyyMiuoKBMFjM+Wx6vj6M5FRzNqaTW2XiJH0VRKKuq42hOBYdPlLP9QCEff5PB8fxqJg2LZ+LQuHPuV9RS3zK1SkWizcKI/tHER5mJDjOSGNO9B4doNGr69ghrVJMD9U2eRoOuUbnkuFAsJh3BbWzmqr8GLdcC9esRxsxxPZkzMZlap4f/7M4H6hcV332kBINew+3zBrFgSh9GDbAxY0z9YunVDjeXJYej06rbHMvpGpJOnVbNtNGJOOo8fLc7j/wSOyVVXvRaNf/ZncehrHJSEkIZ1ieKXvGhbPuhkLKqOlye+j5lZ+rz2JyySicqFRSV17LzcDEANbVuThRUB2p/i8prMQVpiY0wo1ar6G4zXd04ox+94kN5+f3dVNa4Wn/CRUySNCEuQok2CwNTIpgxpgcllXV8uSOHIyfKz+kv80uV2+MjM6+KvBJ7k33H8ip5d/1hVn15hPXbsvlqRw5pB4rw+vxcOSKBwb3PfdmfMIuBoX0jSYqxBAYRaNQqQswGBvQMp1+PMMIsQVyWHEG/HuHn3G+pM7V1QIPZqKN3ovWMTZ2NjqvV0Cs+tFH/NbVaFbhuDaLDTYzqb+NIdgXHcisD97ZPojVQKwkNa4/GE2aprwkz6DXn3C+qIekMNumJiTAzon80h05U8OX2bAw6FQum9AHqR1cOSolApVJx5YgEDDoNX27Pxuf3U17tJLuo+qzOW1pVR0y4id4Joew4UERJZX2tWV6JneLy+j/UisprCQ020DMuhOiw5vtDdiWdVs0DN43AUeflLx/uaXaFokuF9EkT4iKk1ajpHW+lts5LSUX9QILvrUEEGbQM6R0lHXLPwOnyUl7jJKewhkq7q8kKQpl5VXzx/QkiQoOYPDye2EgzGrUaU5D2vKYyMBq0xEWaSbRZCDJoCQsOwhSkRYWKYJOOULMe7SkJmUajxtTBozm7QpTVdFZN86HBBlLiQzmQVY7RoKFfUjhqtQp7nYej2RWB2qORA2xkFVbzzc5chvWNwudX6JcU1uR4lyX/OHVHmCXovPpymo06eieEsv9YKaMvs3GisJrSSieDehiJCA1ixpgk8ortgRoto0HLlJEJfL4lix0Hihg3KJbswhrCLEHNTqXRnNLKOoJNeiYNiye/9DBfbc/mhml9AHX96FaTnpLKOkLNegx6LclxoXh9La820VV6xIaw5JoBvPnZD3ydnsvUUYldHVKXkCRNiItUkEFLvx5hON31iyhv3VtAmCUIU5DuZFNO96+B6UyOOg9ZBVWUnZyz6tTkzOP1kV1UQ2FpLXuPlRIdZmLeFb3anJSZjVps4WaqHW48Xh/mIB1+v4K9zoNWq8YWbiLSamw01YNWq6Zn7Nl3HL/QqdWqsx4EERNppqbWTUykObDoe5jFgL3WTW5xfU2oRq1i+ugkVn91hO/3FxIarMcW3nJTqVqlanNidCbRYSbioy2cKKhm5rieHM2uINJUX6OdHBdK8sl+dX0SrYHBAv17hLHzUDE9G+ZYa2EqjeaUVdVPBhxk0DJlZCL/2nyc7QcKGT84Dkedl8y8Ssoq60i0BaPTqgg2GvB4u36t3+akTk5h+4FC/u/jvQxOiWx1QuGL0cX3Z5gQIiA02ED/HhFcM74HEdYgvtx2ggPHy8gqqJaBBKeoqXXzQ2YpOUV2ap0/Jmger49tPxTy/z4/yLqtJ9h7rJSEqGDmXJ7c5gQt2KRncEokfZPCGDXAxtiBsQzpE8WwftGMHmhj1ADbyb5Y578c0KVKq1HTJykskKDBj82NIWZ9YDmm8JAgxg2KBaDfadNSaNT187U1rJxgNmkJO4+5yhqo1Sp6xlgIDdZjDTYw+rIY1GoVWo06EFewUUdcVDApCaFo1CouHxaP2aRjw44cPF5/YCqN1pr9ap0e6lzeQD+6nrEhXJYczq7DJRSU1jd1ZuZX4/b6sQYbAnPRddc/2DRqFfctGo7fr/Die7suye8sSdKEuMhFh5sYkBzB3Im90GjUfPbdcQ5mlTfb1+pSoygKReUO9hwtpby6cQdlr8/PvzZnkXawiLhIM6mTUvh56iDmXtGrTcvWmIK09Ii1MCQlEuspycOptUQGnbbDJ6C9VDR3Hc1GHYNTIhjeL5pEW/3oz6F9Ipk+JomhfaLQauprMfv2CGNEv2jGDIqhR2z9bP+xEeZ2W//WGKSjd8KP/d/UKhV9E62BiXZjI80YdBps4Wbio4Mx6DRMG5VEpd3F1pMjHHOK7IH5zVpSVlVfQxcXFRw49sQhcQSb9Hy1Ixu310eV3Q3UNytfCGIizNw+bxC7j5bw7y3HuzqcTifNnUJcAuKjLdS5fMyqdfPxpmN8vjkLo0FHkF7TbvN1XWhqHPXzneUU2Zv0yXG6vfx7537yy3xMH9Or2b5LZ2ILN9E3KUz6/nUDFrMBixksZj01jvoJbBvupy3c1GSQR1KMBXutm/DQ9m1ai7QaSYqxcCy3ighrMDERZkItBlxuHxEnz6U+OZdcRY2LhOhghvSOZO8pc6xl5FQRbNS3+L4qq6oLvK7e8aHUOOoTsumjE/l40zG27i0gITo4UOZCMXNcD77fX8DfPjvAsH7RxJ823crFTP6EE+ISoFGrSI4LYXjfKKaMTCCvxM7GtGwOHC+nsubSGvHp8frIyKkg/VAxx/OrAwmaz+cnt7iGL/ft5+3Df6ci7gsGjKg9qwRNp1UTE2Gif89wSdC6GaNBS+/ExrVZzSUqQXotveKthLRz87Pq5PQpEaFBJMVY0Os1hAYb6JVQ3yTbwBRUP9hAq1EzfnAsVsvJOdbcPmpq3WSdMpXG6Uor6z/LUdYgQoIN9IoPRa1WERcVzLA+UezPLONAVjlAYE66C4FKpeK/bhiGXqtm5T934uuGAx06itSkCXGJ0Os09E4Mo87lo7zKya4jJYSHBKHTqRmSEknwJdAnyun2kpFTSV6JvdHAgBOF1Xy56xB+22E0EfloFB0DDBMZHT2uxWOZgrREhBoJDzWgUdf3L9JrNZiM2m7bx+dSF2k10iO2ft1PU5C2xXnsrJbz74vWnCC9lt4JVvJzKwPbmpvnLTrMRKKtfq3P6aOT+PDro/xnTx7TRyeRX2InLMTQaPUKr9cPKJRV/1iTBvWJWMMSVWMHxXCiqJrswhp0WjVhHfQaO0pEqJFfLBzCc2+n8+HXGdwwvW9Xh9QpJEkT4hJiNuro1zOMOpeXihoX/9mdR4hJj16rYWCviDaNHrsQOd1eyqrqyC2yU3HK5JiKorDzWC7p5ZvRDshBq1bR3zya4WETMKhbnsXfGqznsl6RjWpAxIUhMdpCeZWTsBBDm+dja09hIUEcd565b5lKpaJHjIWKk/MajuxvI+1gEb3iQukVH8qx3EpCTPrAH1alJye/Lat0YgrSEnRykmCt5sclqmqd3vqEb+NRLCY9uvOYLqarTBqewPf7C/nn+kOMGmCjV/zFP/r54vxGFkK0KMwSRP/kcGa5e7J6w1HWfX+CIIMWnVbNgJ7h5zXXV3dUUllHRk4l1XYXpzYSldbY+fLYN9SGHEZr85FiHsQo6+WYtSHNHketUqHXqTEF6ejfM1wStAuUQa+hd6K1S2Noy+SsQSebZ/ccLWHUgGiyCurneIs5uc7m8fwqBiRH4FcUsgurcTi9FJQ5CDHrG03Q27BE1Q+ZZUSHmZg6KgmdVt2ozIXkrgVD2H+slD++m87K+ydf9LXWF+ZdEkKcl5jw+n5T867ohdGg5V+bj3PoeDnH8qpONp1c+Hw+P5l5lew9WkLVKQlaYZmdD/duYE3RX6kL/4EwdRzzY29jcuSs/9/enUdHWd57AP++7+yTmWQSMhOSQEKEhC1sIQhFjSBLFhYRFKlytZfi1qO34tV6ejzetvZ4tK2naG/tvcftnl5FCxVLwEqk3oIihCUEMdAImBC2kI3JOsls7zz3j5HUSBJCYDJvJt/POZzD+85M5jf58YRv3uV5ug1oOq2MxPgoTB1rR/b44Zg+zsGANsjFRRthuw7Ta4TapdOzWlnG/Bkj4fEp2FV6DkIIXLjYjpqLLjQ0dqCx1QOPV8GFBlfwKNl3AljCsCgk2oPXoI1NjcWk0cMGxUoV3YmO0uPf7p6G0zWt2FD0VbjLCTkeSSMagiRJQkqCFT5/AB6fgs1/P4mtn1dCr5ehkSWMTo6BZhBPDeHzB5f9+fbC8oFAALtPleKkfx9kmwsmvx2zbbdhVPSoHr+OXqfB+LQ4DI8zq27pHLo2VzthbrikOIKnPQWAWROHY2/ZBRw/04hxqXE4ebYJWlmG1xeATiujxeX9Zr3QrgFMI0tIS4xBU6sXbe1eaAfxkTQAyB6fgNxZqfjLrq9x48ThnStERCKGNKIhKjjZZzS8PgVujx+Fn1Vi6+5T0GpkyLKEtKSYzok9B5O2Di8qzjahxtkOIYKnlspqT+JI26fw6Z3QIRo3xy7DDZaMXoOX2ahFRkoshg8bPHfBUeTR6zUYPcKGtvZ6TMmw49SFFuw+fP6baSj0OH6hEUXFVZibPRIdHj9irYZux22USYf0ETEoq2iAyaAbNCG1J2uWTMQXJ+rx8nuH8cq/z4nY62kHb5Qmomum0wavz5mSYUfurFQ4m90o/KwSx6ucqLrQ3OOt/mpV39SBIycacOFiMKCdrD+D/y3/I0q8f4EX7Uh2z8bqtAcx2jr2soAmScFgZo81YWLaMGSNTWBAI1WIizYiLSkaGlnCvOyRCAjg7yVnoSgB7DlSDSUgsOvQWQBAfC/zu9ljzRjhsMJkGJynOr/NbNTh8VXTUON04X8+PBbuckImMqMnEfWZUR9c49PvDyAQECjaV4XC3ZWQJEACkJqo/iNqfn8A5+pbUXmuGV5/AC3eJuw48zc06yohGXVICdyIm1Jnw6Tr/jok7TdHFZPsloj9jZwGt2SHBc4WD4QAbp6ShF2l51D4WSWa2jyYPSkR+4/VAECv61vKsoTUxGg4v5n0drDLHB2P23NGY8unFZg1MRFZ4xzhLum6408jIoLZoMP4UXHwKwEogQD+tv8Mtu4+BQkShAiuAajWa9QaW9youtCC+sYOtPvbUdq4B1+5DkNoAVvHeCxMuw1WQ88zlFvNeoweEYMEXndGKqbTajB6RAxaXB5MSItDZXUzztS0YoTDgqkZdmg0Ej7/ohojHNZev47JoO1cMioS/Ev+eBz6qg6vbDyMV5+aG3HzPTKkERGA4ELgE9KGQQkAgYDAJwfPYtvnlViENAQCAmlJ0dCq5I4wvxJAY6sHNRddqG9sR7vHg2OtJTjSvA9+4YXSkIzsuFswbVxqt68PntrUISk+CknxUTAZuToAqV+MxYDRyTaUVzlx2/SR2PNlNWaMT4AkSZg8xo6xKbGdU3T0JpKmrdDrNHjiniw8+cpn+O8PyvDk6unhLum6Ykgjok4xFgMyb4iDEAEEBLCz5Cz+sqsCS25Jg08JYEyy7botOt0fQgg4m904XdOKi80d8CkKTrq+RGnTHnQE2qA0OmByTsTCKZk9Hi2wmPUYnRyN2GhjnxZKJ1KTxPgoOFvdCAiBhTO7/hISZdKp9oh3KI0ZYcOqhWOxoegrfG9SIm6akhTukq4b/oQioi5sViMybwguOm3QafDx/tP4YGcFltxyA7w+BRkpsTCH4ciTq8OHM7WtqK5vg9en4HTHSRxq+hTNfiek9lh4qmZiUmI6ZuUkQtvNf1R6nYxhMSaMHhEDiymyTonQ0KHVdl1FAAguHg8AXq8yqKfWuBZ33ZaOA8dq8Or7RzAhLQ6x0T2vGDKYMKQR0WVio42Y+E1Q0+s0+GjvKXyw8ySW3jIaXp+CsalxPa57eL21tfvQ0NSOc3VtaOvwocZ9Fgcad6LBdwGy1wpP1TRE+UZgaXbKN9MSdGUx6TAywQqb1QCLWa/6myCIruTbqwgAwJjkGMgaGRVnm4ZsSNNoZKz7fhYe/+0u/Oefv8Cza2ZGxDWmDGlE1K246OARNQnB5ZC27a7E5p0nkT97FDo8CtJH2jB8WFRI5lvy+RU0tnpQ19iOi03u4Fqj3noUX9yJGt8pCK8BvnOZMLWn4pZxiRg/Ku6y8KXTykgZbkWy3RKWI39EoZQQZ4azxY1AQCA+1gyNLKGt3TtoVxK4HkYmWHH/ogl4vfAoPjlwBgtmdn9N6mDCkEZEPYqNNmLSmHjIsoQVt6Xjr5+fQuFnlZiTNQIerx+NrW6kDI+G9TrcURUICLR1eNHS5sX5+jY0u7zBff4WHHB+hqqOYxCKFkpNBsYYp2HCJHuPd2RazDqkj7TBEcs7NikyBSejjoFfCXT+gpLssAz6SWqv1eKbb8D+YzV4vbAMk9ODPyMGM4Y0IupVjMWASWPiodXIWHHbGBQVn8bfS87iXF0bbp2WjIYmN1KGW+GINSPKdHVHrBQlAJfbhxaXFzUXXWh1+eDxKQCAdl87iut247T/SwgBKLWjkG7Ixo3TUnp8H51WRrLDgpEO61XXQjTYfPff+FA+inaJLEv48d3T8OhLO/Hyn0rx/MM3DergypBGRFdkNeuROWYYDDoZS3NuwKHyOhz8Rw3O17chZ2oy2t0+nKlphSPODLvNBL3RAo9XgUYOrhPqDwTg9wsogQCUgIDHq6CpzYPGFg/cXj883mAw8/oUVF5w4ljrITSZjgEaP4QzGaOkGcieMAo2a/fXwUkSMCzGhLSkaAzrZcZ1Iop8jjgzHlyWiVc2foFtn1fi9pzR4S6p3xjSiKhPghPeDoNer4VWI2NkggW7Ss9he3EVEodFIWucA+1uH87VtqKurhFN3guQJAmSBARE8KhZ4Ju1NH3+QOfXbXF5UXWhGaeqm1AjTkCbfBKS1QOTJwkTdbMxYVJajxdDazUyoqP0GOGwwB5riqj5n4io/+bNSEFxWQ3++Nd/IGusAyMTep/kV60Y0oioz/R6DTJG2mDSa6DVSFg5LwPHKi+i9Hgd/rrnFKxmPTJGxkD2OqG4FZi1CoyygoCnAwGfG5qAF8LrhtvlgrvDjWJXKs65tJBtdTCmnoTO0AabPBzfi5+LRGNKtzXotDJsVgMcNjMsZh2sZj20Q/SONiLqniRJeHTlFDz6m5347Xul+M1jt3Q7NY/aMaQR0VXRaGSMSoqBxazHybNNmDQmHhNuiEPFuWaUVzlxU/XbGK2rA5p7/zoBAZyNl+Ee3wSXXIdobRyybXcgxZTe7cX+Rr0Gw4eZkTAsCtFRBk6lQUS9irUa8aM7p+DFPx7Enz85ge/njgt3SVeNIY2I+iXeZkKUSYdzda04W9uGjJRYZKTEQlO7CGVnT0BvjUOHooE7oIWkN0LSm6DIesg6I6w2K/a378Fx1xGYNRbcFJOH9KhJkKV//qYryxIMOg2iTFokxEbBZtXDGjUwc7MRUWS4aXIS5kwfgY2fnED2hASkj4wNd0lXhSGNiPrNZNAifWQs7DYTqutdqG1shychEzUeK1JTUmEG0NMN8CZPFLJtt2KCZTq0sg4aWYJOK8No0MIea4ItygCjQQOzUcdpNIio3x66YzLKvm7A+vdKsX7dHBh0g+faVYY0IrpmNqsRNqsRI1wWOFvc8HU0wWLSQQkIKEoAAsE7MIUI/tFoJNySeBt0WhlRRh1sFgPMJi2Mei2MBi1PZRLRdWMx6fDju6fhP14rxjvby/HDpZnhLqnPGNKI6LqJjjIgOsoAl1OHsWOHw+MPwO8PAAKQZEAEgIAQ0Gpl6HUyDDr+CCKi0Js21oGC2aNQ+FkFbpw4HJNGx4e7pD4ZfLc6EJHqud1uaLUaRBl1iLEYEGMNhrcYqwGx0UZYzXoGNCIaUP+6eCKGD4vCy386jHa3L9zl9AlDGhEREUU8o0GLdauy0NDYjje3Hgt3OX3CkEZERERDwvi0OCyfm44d+0/j4D9qwl3OFTGkERER0ZBxT+5YjEqMxu82fYHmNk+4y+kVQxoRERENGTqtBk/ck4W2di/+64MvIYQId0k9YkgjIiKiISUtKQb35I7DniPVOF7tD3c5PWJIIyIioiFn+dx0jEuNxdZ9DbjY3BHucrrFkEZERERDjkaWsO77WfArAr/b9IUqT3sypBEREdGQlGS3YOG0GJR+VYeifafDXc5lGNKIiIhoyJo+xoypGXa8tfUoLjS4wl1OFwxpRERENGRJkoQf3z0NGlnC+vdKoQTUc9qTIY2IiIiGtHibCQ8tn4zyKicKP/063OV0YkgjIiKiIW9O1gjMnpyIt7d/haoLLeEuB0CIQ9q2bdtQUFCABQsWYMOGDZc9Xl5ejhUrViA3NxfPPPMM/P7gXCXV1dW49957kZeXh0ceeQQul7rOERMREVFkkSQJP1oxBRaTDuvfLYXPHwh3SaELabW1tVi/fj3effddFBYWYuPGjfj6666HEJ966ik8++yz+PjjjyGEwKZNmwAAv/jFL3DPPfegqKgImZmZ+MMf/hCqMomIiIgAADEWAx69awoqq5vxp78dD3c5oQtpe/fuxaxZs2Cz2WA2m5Gbm4uioqLOx8+fPw+3242pU6cCAJYvX46ioiL4fD4cPHgQubm5XfYTERERhdrMzETMn5GC9//vBL467QxrLSELaXV1dbDb7Z3bDocDtbW1PT5ut9tRW1uLxsZGWCwWaLXaLvuJiIiIBsIDyzIRH2vGzpKzYa1DG6ov3N3MvZIkXfHxK72uL44ePXpVz++vQ4cODcj7UN+wH+rCfqgL+6Eu7Ie6dNePH86zwWLRh7VXIQtpCQkJKCkp6dyuq6uDw+Ho8nhDQ0Pndn19PRwOB+Li4tDW1gZFUaDRaDr3X43MzEwYDIZr/xC9OHToEKZPnx7S96C+Yz/Uhf1QF/ZDXdgPdQlnPzweT68HlkJ2unP27NkoLi6G0+lER0cHduzYgZycnM7Hk5OTYTAYOhPqli1bkJOTA51Oh+zsbHz00Udd9hMRERENJSELaQkJCVi3bh3uu+8+LFu2DIsXL8bkyZPxwAMPoKysDADw0ksv4YUXXkB+fj46Ojpw3333AQB+9rOfYdOmTSgoKEBJSQkef/zxUJVJREREpEohO90JAEuWLMGSJUu67Hv99dc7/z5u3Di8//77l70uOTkZb7/9dihLIyIiIlI1rjhAREREpEIMaUREREQqxJBGREREpEIMaUREREQqxJBGREREpEIMaUREREQqxJBGREREpEIMaUREREQqFNLJbAfapcXZvV7vgLyfx+MZkPehvmE/1IX9UBf2Q13YD3UJVz8u5ZVL+eW7JNHTI4NQa2srTpw4Ee4yiIiIiPosIyMDVqv1sv0RFdICgQBcLhd0Oh0kSQp3OUREREQ9EkLA5/MhKioKsnz5FWgRFdKIiIiIIgVvHCAiIiJSIYY0IiIiIhViSCMiIiJSIYY0IiIiIhViSCMiIiJSIYY0IiIiIhViSCMiIiJSIYa0HlRXV+Pee+9FXl4eHnnkEbhcrh6fu2fPHtx///2d20II/OpXv0JeXh4KCgpw6NChgSg5ovWlH16vF0899RTy8/Nxxx13oKKiAgDg8/mQlZWF22+/vfOPoigD/REixrZt21BQUIAFCxZgw4YNlz1eXl6OFStWIDc3F8888wz8fj+AqxtT1Hf97ceWLVtw8803d46J9evXD3TpEelK/bjk6aefxgcffNC5zfERGv3th2rGh6BuPfjgg+LDDz8UQgjx+9//Xvz617++7DmKoog333xT3HjjjWL16tWd+7dv3y4eeOABoSiKqKysFPPnzxc+n2/Aao9EfenHG2+8IZ599lkhhBAHDhwQd955pxBCiLKyMrFmzZqBKzaC1dTUiLlz54rGxkbhcrnEkiVLxMmTJ7s8Z9GiReLw4cNCCCF++tOfig0bNggh+tZDujrX0o/nnntObNu2baBLjmh96UdNTY146KGHxOTJk8XmzZs793N8XH/X0g+1jA8eSeuGz+fDwYMHkZubCwBYvnw5ioqKLnteRUUFKioq8Mtf/rLL/k8//RQFBQWQZRlpaWlISkrC4cOHB6T2SNTXfuzatQtLly4FAMyYMQONjY2orq5GWVkZnE4nVq5ciZUrV+LAgQMDWn8k2bt3L2bNmgWbzQaz2Yzc3NwuvTh//jzcbjemTp0K4J+96msP6er0tx8AUFZWhi1btmDp0qV48skn0dzcHI6PEFGu1A8geGRn3rx5yM/P79zH8REa/e0HoJ7xwZDWjcbGRlgsFmi1WgCA3W5HbW3tZc9LT0/H888/j5iYmC776+rq4HA4OrftdjtqampCW3QE62s/6urqYLfbO7cvfd8lScK8efOwceNG/PznP8e6devgdDoHrP5I8t3vscPh6NKL7npQW1vb5x7S1elvPy79/bHHHkNhYSESExPx3HPPDVzhEepK/QCAtWvX4q677uqyj+MjNPrbD0A940MblndVke3bt+OFF17osm/UqFGXPe9qFmwX3SyH2t3CqXS5690PWZaxatWqzu0JEyZg8uTJKC0txfz586+p1qGou3/b3+5FT49f6XXUP/3tBwC8+uqrnfvWrl3L8XAd9PffOcdHaFzL91Ut42PIh7T8/PzLDnP6fD7MnDkTiqJAo9Ggvr6+y5GxK0lISEB9fX3n9tW+fii7ln44HA7U19cjNTUVwD+/71u2bEFWVhZSUlIABAeuTqcL/YeJQAkJCSgpKenc/u5R44SEBDQ0NHRuX+pBXFwc2tra+j2mqHv97Udrays2b96MH/zgBwCCY+LSURzqvyv1oyccH6HR336oaXzw8E43dDodsrOz8dFHHwEI3uWRk5PT59fn5ORg27ZtUBQFp0+fRlVVFSZNmhSqciNeX/tx6623orCwEABQUlICg8GApKQkHD9+HG+99RYAoLKyEuXl5Zg+ffrAfYAIMnv2bBQXF8PpdKKjowM7duzo0ovk5GQYDIbOO5ov9epaxxR1r7/9MJvNeOONN3DkyBEAwDvvvIMFCxaE5TNEkiv1oyccH6HR336oanyE534F9Tt37pxYvXq1yM/PF2vWrBFNTU1CCCHeffdd8fLLL3d57r59+7rc3RkIBMSLL74oCgoKREFBgdi9e/eA1h6J+tIPt9stfvKTn4iCggKxbNkycfToUSGEEK2treKxxx4TixYtEosXLxbFxcVh+xyRYOvWrWLRokVi4cKF4rXXXhNCCLF27Vrx5ZdfCiGEKC8vFytWrBB5eXniiSeeEB6PRwjRcw/p2vS3HwcPHhTLli0TeXl54uGHHxYtLS1h+wyR5Er9uOTpp5/ucjchx0do9LcfahkfkhDdnLQlIiIiorDi6U4iIiIiFWJIIyIiIlIhhjQiIiIiFWJIIyIiIlIhhjQiIiIiFWJIIyIiIlIhhjQiIiIiFWJIIyLqxf79+7F48eIet4mIQoUhjYiIiEiFGNKIiIiIVIghjYioF5Ik4dur5/l8vjBWQ0RDCUMaEVEv4uLiUF1djYsXL0IIgU8++STcJRHREKENdwFERGo2ZswYrFq1CitWrIDdbsecOXPCXRIRDRGS+PZxfCIiIiJSBZ7uJCIiIlIhhjQiIiIiFWJIIyIiIlIhhjQiIiIiFWJIIyIiIlIhhjQiIiIiFWJIIyIiIlIhhjQiIiIiFfp/EUGzNfBjbZQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thold = Threshold(sp_lret)\n", "splits = [0, .005, .025, .1]\n", "thold.MRL(splits=splits)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The residuals plot doesn't provide as clear an indication with this dataset, although .5% continuous return is a good starting point. The parameter stability as both the shape and scale paramters are invariant well past .5%." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../../../analysis/options/pricing/thold.py:123: RuntimeWarning: invalid value encountered in double_scalars\n", " CI_mod_scale.append((Var_mod_scale**0.5)*z)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1,2,figsize=(18,6))\n", "thold.param_stable(spacer=5, fig=fig, axs=axs)\n", "axs[0].set_xlim((-0.01, .12))\n", "axs[1].set_xlim((-0.01, .12))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both parameters are quite stable out to 3% and even beyond. So without anything more conclusive, we will fit two separate Paretos on either end of the range: \n", "\n", "$loc_1 = .02$ \n", "and \n", "$loc_2 = .005$" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../../../analysis/options/pricing/thold.py:178: RuntimeWarning: invalid value encountered in double_scalars\n", " CI_qq_high.append(thold + ((scale/shape)*(((1-((F2)/(1)))**-shape) - 1)))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thresh = 0.02\n", "fit, _, over_thresh = thold.fit(thold=thresh)\n", "scale, shape = fit[0][0], fit[0][1]\n", "\n", "x = np.linspace(0, .1, 101)\n", "\n", "fig, ((ax1,ax2), (ax3, ax4)) = plt.subplots(2,2,figsize=(18,14))\n", "\n", "ax1.plot(x, scist.genpareto.pdf(x, shape, scale=scale), label='Fitted PDF')\n", "counts, bins, _ = ax1.hist(thold.data, bins=np.linspace(-.1,.1,51), density=True, label='Data')\n", "\n", "txt = r'$\\theta = $' + f'{thresh}'\n", "txt += '\\n'\n", "txt += f'scale = {scale:.3f}'\n", "txt += '\\n'\n", "txt += f'shape = {shape:.2f}'\n", "txt += '\\n'\n", "txt += r'$\\alpha = $' + f'{1/shape:.2f}'\n", "props = dict(boxstyle='round', facecolor='wheat')\n", "ax1.text(.1, .75, txt, transform=ax1.transAxes, fontsize=14, bbox=props)\n", "\n", "ax1.set_ylim((0, 60))\n", "ax1.set_title('PDF')\n", "ax1.legend()\n", "\n", "thold.return_value(thold=thresh, fig=fig, ax=ax2)\n", "\n", "thold.qqplot(thold=thresh, fig=fig, ax=ax3)\n", "thold.ppplot(thold=thresh, fig=fig, ax=ax4)\n", "\n", "ax3.set_xlim((0,.2))\n", "ax3.set_ylim((0,.2))\n", "\n", "ax4.set_xlim((0,1))\n", "ax4.set_ylim((0,1))\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../../../analysis/options/pricing/thold.py:178: RuntimeWarning: invalid value encountered in double_scalars\n", " CI_qq_high.append(thold + ((scale/shape)*(((1-((F2)/(1)))**-shape) - 1)))\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thresh = .005\n", "fit, _, over_thresh = thold.fit(thold=thresh)\n", "scale, shape = fit[0][0], fit[0][1]\n", "\n", "x = np.linspace(0, .1, 101)\n", "\n", "fig, ((ax1,ax2), (ax3, ax4)) = plt.subplots(2,2,figsize=(18,14))\n", "\n", "ax1.plot(x, scist.genpareto.pdf(x, shape, scale=scale), label='Fitted PDF')\n", "\n", "counts, bins, _ = ax1.hist(thold.data, bins=np.linspace(-.1,.1,51), density=True, label='Data')\n", "\n", "# ax1.set_ylim((0, 60))\n", "ax1.set_title('PDF')\n", "ax1.legend()\n", "\n", "txt = r'$\\theta = $' + f'{thresh}'\n", "txt += '\\n'\n", "txt += f'scale = {scale:.3f}'\n", "txt += '\\n'\n", "txt += f'shape = {shape:.2f}'\n", "txt += '\\n'\n", "txt += r'$\\alpha = $' + f'{1/shape:.2f}'\n", "props = dict(boxstyle='round', facecolor='wheat')\n", "ax1.text(.1, .75, txt, transform=ax1.transAxes, fontsize=14, bbox=props)\n", "\n", "thold.return_value(thold=thresh, fig=fig, ax=ax2)\n", "\n", "thold.qqplot(thold=thresh, fig=fig, ax=ax3)\n", "thold.ppplot(thold=thresh, fig=fig, ax=ax4)\n", "\n", "ax3.set_xlim((0,.2))\n", "ax3.set_ylim((0,.2))\n", "\n", "ax4.set_xlim((0,1))\n", "ax4.set_ylim((0,1))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Right away we can see a trade-off between the two thresholds:\n", "\n", "+ the higher threshold provides a better fit deeper in the tails, however, the body is less appropriate\n", "+ the lower threshold is a worse fit deep in the tails, however, the body is a closer fit\n", "\n", "As discussed, we'll use the fitted parameters in both tails of our double Pareto to simulate a share price movement, which we overlay over the dataset below." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dbl = DBLGP()\n", "\n", "x = np.linspace(-.1, .1, 101)\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(10,6))\n", "\n", "ax.plot(x, dbl.pdf(x, shape, scale=scale), label='Fitted PDF')\n", "counts, bins, _ = ax.hist(thold.data, bins=np.linspace(-.1,.1,101), density=True, label='Data')\n", "\n", "ax1.set_title('PDF')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is a single sample path:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "days = 252\n", "x = np.arange(days)\n", "logrets = dbl.rvs(size=x.shape, shape=shape, scale=scale)\n", "rets = np.exp(logrets)\n", "S0 = 100\n", "S = S0*rets.cumprod()\n", "\n", "fig, (ax1,ax2) = plt.subplots(1,2,figsize=(14,5))\n", "\n", "ax1.plot(x, (rets - 1).reshape(-1,1))\n", "ax2.plot(x, S)\n", "\n", "ax1.set_title('Daily Returns')\n", "ax2.set_title('Share Price')\n", "\n", "plt.suptitle('Double Pareto Share Price Simulation', y=1.1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 10000\n", "x = np.arange(days)\n", "dbl = DBLGP()\n", "\n", "logrets = dbl.rvs(shape, scale=scale, size=(n, days))\n", "rets = np.exp(logrets) - 1\n", "S0 = 100\n", "S = S0*np.exp(logrets).cumprod(axis=1)\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(10,6))\n", "\n", "counts, bins, _ = ax.hist(S[:, -1], bins=np.linspace(50, S[:, -1].max(), 100))\n", "\n", "ax.set_title('Distribution of Ending Share Prices; 1 Year Modeling')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Threshold Analysis for PHAT ###\n", "\n", "Earlier we used threshold analysis to estimate tail characteristics of the positive tail log daily returns in the S&P 500, then we assumed similar characteristics in the left tail. This time around, we will repeat the analysis with the data reflected, to see if it results in different parameters." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thold = Threshold(-sp_lret)\n", "splits = [-.005, .005, .08, .1]\n", "thold.MRL(splits=splits)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we see good linear approximations through 0.5% daily returns all the way out to 8%." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../../../analysis/options/pricing/thold.py:123: RuntimeWarning: invalid value encountered in double_scalars\n", " CI_mod_scale.append((Var_mod_scale**0.5)*z)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1,2,figsize=(18,6))\n", "thold.param_stable(spacer=5, fig=fig, axs=axs)\n", "axs[0].set_xlim((-0.01, .12))\n", "axs[1].set_xlim((-0.01, .12))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the parameter stability we see both the scale and shape parameters start to breakdown in the 6% to 7% range." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../../../analysis/options/pricing/thold.py:178: RuntimeWarning: invalid value encountered in double_scalars\n", " CI_qq_high.append(thold + ((scale/shape)*(((1-((F2)/(1)))**-shape) - 1)))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thresh = 0.0065\n", "fit, _, over_thresh = thold.fit(thold=thresh)\n", "scale, shape = fit[0][0], fit[0][1]\n", "\n", "x = np.linspace(0, .1, 101)\n", "\n", "fig, ((ax1,ax2), (ax3, ax4)) = plt.subplots(2,2,figsize=(18,14))\n", "\n", "ax1.plot(x, scist.genpareto.pdf(x, shape, scale=scale), label='Fitted PDF')\n", "counts, bins, _ = ax1.hist(thold.data, bins=np.linspace(-.1,.1,51), density=True, label='Data')\n", "\n", "txt = r'$\\theta = $' + f'{thresh}'\n", "txt += '\\n'\n", "txt += f'scale = {scale:.3f}'\n", "txt += '\\n'\n", "txt += f'shape = {shape:.2f}'\n", "txt += '\\n'\n", "txt += r'$\\alpha = $' + f'{1/shape:.2f}'\n", "props = dict(boxstyle='round', facecolor='wheat')\n", "ax1.text(.1, .75, txt, transform=ax1.transAxes, fontsize=14, bbox=props)\n", "\n", "ax1.set_ylim((0, 60))\n", "ax1.set_title('PDF')\n", "ax1.legend()\n", "\n", "thold.return_value(thold=thresh, fig=fig, ax=ax2)\n", "\n", "thold.qqplot(thold=thresh, fig=fig, ax=ax3)\n", "thold.ppplot(thold=thresh, fig=fig, ax=ax4)\n", "\n", "ax3.set_xlim((0,.2))\n", "ax3.set_ylim((0,.2))\n", "\n", "ax4.set_xlim((0,1))\n", "ax4.set_ylim((0,1))\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "../../../../analysis/options/pricing/thold.py:178: RuntimeWarning: invalid value encountered in double_scalars\n", " CI_qq_high.append(thold + ((scale/shape)*(((1-((F2)/(1)))**-shape) - 1)))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thresh = 0.035\n", "fit, _, over_thresh = thold.fit(thold=thresh)\n", "scale, shape = fit[0][0], fit[0][1]\n", "\n", "x = np.linspace(0, .1, 101)\n", "\n", "fig, ((ax1,ax2), (ax3, ax4)) = plt.subplots(2,2,figsize=(18,14))\n", "\n", "ax1.plot(x, scist.genpareto.pdf(x, shape, scale=scale), label='Fitted PDF')\n", "counts, bins, _ = ax1.hist(thold.data, bins=np.linspace(-.1,.1,51), density=True, label='Data')\n", "\n", "txt = r'$\\theta = $' + f'{thresh}'\n", "txt += '\\n'\n", "txt += f'scale = {scale:.3f}'\n", "txt += '\\n'\n", "txt += f'shape = {shape:.2f}'\n", "txt += '\\n'\n", "txt += r'$\\alpha = $' + f'{1/shape:.2f}'\n", "props = dict(boxstyle='round', facecolor='wheat')\n", "ax1.text(.1, .75, txt, transform=ax1.transAxes, fontsize=14, bbox=props)\n", "\n", "ax1.set_ylim((0, 60))\n", "ax1.set_title('PDF')\n", "ax1.legend()\n", "\n", "thold.return_value(thold=thresh, fig=fig, ax=ax2)\n", "\n", "thold.qqplot(thold=thresh, fig=fig, ax=ax3)\n", "thold.ppplot(thold=thresh, fig=fig, ax=ax4)\n", "\n", "ax3.set_xlim((0,.2))\n", "ax3.set_ylim((0,.2))\n", "\n", "ax4.set_xlim((0,1))\n", "ax4.set_ylim((0,1))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly, the trade-off between tail thickness is less dramatic to the downside." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding the Middle Ground ###\n", "\n", "Of course, with the PHAT model, we not only have the two Pareto distributions in the tails to estimate. We must also estimate the Gaussian in the body!\n", "\n", "To do so, we will simply filter out the observations outside of the tail thresholds. For this process, we will choose symmetrical thresholds, as they would otherwise skew the resulting normal in either direction. We will select tail thresholds as follows:\n", "\n", "+ $\\theta_l, \\theta_r = -0.035, 0.035$\n", "+ $\\theta_l, \\theta_r = -0.015, 0.015$\n", "+ $\\theta_l, \\theta_r = -0.01, 0.01$" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "tholds = np.array([.0035, .005, .00625, .0075, .01, .5])\n", "tholds = np.vstack((-tholds, tholds)).T" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(-.04, .04, 1000)\n", "\n", "fig, axs = plt.subplots(2,3,figsize=(27,14))\n", "axs = axs.flatten()\n", "fits = []\n", "for i in range(axs.size):\n", " ax = axs[i]\n", " loc_l, loc_r = tholds[i]\n", " body_rets = sp_lret[(sp_lret>loc_l) & (sp_lret .0001%, yet when we look at the entire distribution, the kurtosis is 10-100x larger. When we fit to a normal, that kurtosis is lost and investors are exposed significant tail risk.\n", "\n", "Note that the range of means is very narrow, and the standard deviation increases as we broaden the range.\n", "\n", "The kurtosis and skew appear to be minimized around .02% daily continuous returns." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above we note a few things:\n", "\n", "+ first, notice the improvement in fit versus \n", "+ the left and right junction points create a very narrow range for the Guassian body of the distribution. The Gaussian simply arrests the explosive assymptotic behavior of the Pareto as it approaches the mean. The flattening of the head results in more (but not many more!) observations are pushed well out into the tails. In this sense, the Gaussian is more of a capstone than a body.\n", "+ the capstone effect of driving observations into the tails is accomplished by a dramatically higher scaling factor for the Pareto tails than was estimated via the threshold analysis. the sound fit here is empirical support of the primacy of the tail index over other factors.\n", "\n", "Another decent test of fit is to compare the number of observations in data at certain thresholds versus a random sample from the fit. Here we compare for 100,000 samples:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.74306, 0.7584327086882453)" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 100000\n", "logrets = dist.rvs(size=n)\n", "\n", "(np.abs(logrets) < .01).sum() / logrets.size, (sp_lret.abs() < .01).sum() / sp_lret.size" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.10731, 0.1198892674616695)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(np.abs(logrets) < .001).sum() / logrets.size, (sp_lret.abs() < .001).sum() / sp_lret.size" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('2.600E-04', '5.963E-04')" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f'{(np.abs(logrets) > .1).sum() / logrets.size:.3E}', f'{(sp_lret.abs() > .1).sum() / sp_lret.size:.3E}'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we see strong consistency with observations. In fact, our tail events above 10% daily return happen a fair amount MORE frequently, which I believe Taleb would agree to err on in terms of caution." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "days = 252*3\n", "x = np.arange(days)\n", "\n", "logrets = dist.rvs(size=x.shape)\n", "rets = np.exp(logrets)\n", "S0 = 100\n", "S = S0*rets.cumprod()\n", "\n", "fig, (ax1,ax2) = plt.subplots(1,2,figsize=(14,5))\n", "\n", "ax1.plot(x, (rets - 1).reshape(-1,1))\n", "ax2.plot(x, S)\n", "\n", "ax1.set_title('Daily Returns')\n", "ax2.set_title('Share Price')\n", "\n", "plt.suptitle('Phat Share Price Simulation', y=1.05)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 10000\n", "logrets = dist.rvs(size=(n, days*5))\n", "rets = np.exp(logrets)\n", "S0 = 100\n", "S = (S0)*rets.cumprod(axis=1)\n", "lnorm = scist.lognorm(*scist.lognorm.fit(S[:, -1]))\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(10,6))\n", "\n", "counts, bins, _ = ax.hist(S[:, -1], bins=np.linspace(0, S[:, -1].max(), 100), density=True)\n", "x = np.linspace(0,S[:, -1].max(), 1000)\n", "ax.plot(x, lnorm.pdf(x))\n", "\n", "ax.set_title('Distribution of Ending Share Prices; 1 Year Modeling')\n", "plt.show()" ] } ], "metadata": { "celltoolbar": "Edit 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": "3.9.0" } }, "nbformat": 4, "nbformat_minor": 4 }