{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to cut out Target Pixel Files from Kepler Superstamps or TESS FFIs?\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use `lightkurve` to cut Target Pixel Files (TPFs) out of a series of standard astronomical images, such as [K2 Superstamp Mosaics](https://archive.stsci.edu/prepds/k2superstamp/) or TESS Full-Frame-Images (FFIs).\n", "This brief tutorial will demonstrate how." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SearchResult containing 1 data products.\n", "\n", "target_name productFilename description distance\n", "----------- --------------- --------------------------- --------\n", " HAT-P-11 n/a TESS FFI Cutout (sector 14) 0.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_result = lk.search_tesscut('HAT-P-11', sector=14)\n", "search_result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TESS observed the Kepler prime field in Sector 14--- let's see if we can detect planet b. \n", "At the time of writing, the downloading from MAST can be fickle due to 504 HTTP Gateway Timeout errors. You can increase the logging level to find out more information if the TESScut service is down." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "lk.log.setLevel('INFO')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can specify the `cutout_size`---in number of TESS pixels on a side---as an argument to `.download()`. The default is a meager 5 $\\times$ 5 square. Let's go with 20 pixels square." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "0% (4/1241) of the cadences will be ignored due to the quality mask (quality_bitmask=175).\n" ] } ], "source": [ "tpf = search_result.download(cutout_size=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have to make your own aperture mask for these custom TESS FFI cutouts. Many decisions go into the choice of aperture mask, including the significant blending of the large TESS pixels. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "target_mask = tpf.create_threshold_mask(threshold=15, reference_pixel='center')\n", "n_target_pixels = target_mask.sum()\n", "n_target_pixels" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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pUzFt2jSD+jHG7du3BW3G7HgWFBQEe3t7VFdXa9vMvXsTkSFaVmiRTC4jI6NJa8erq6uxZcsWfPbZZyaZz5YtW0RTW/WlVqvx8ccf48cff2w0WFFbbm4u3n77bSQmJho1bm2pqalYsGABTp48qVewoq6LFy9i4cKFyMzMbPJcSJfYHfySkpJ67zqR4dRqNY4dO6bT5uXlJdiatnYA47GjR48269zairoF2QDA2dlZgpmQOdTdGQYARo8ebfBdelOR+roiISEBS5YsaTRYUZtKpcI333yDf/3rX0aNWVtNTQ0+/PBDfPnll3oFK+rKzc3FihUrcOTIkSbNo6SkBG+99VajwYq6jh8/jo8//tioMffv34+lS5caFKyoS+zvl5jS0lIsX74cO3fuNGr3mvT0dCxevNjgn49UHi+tqc3GxsaoG21i5xUWFjaYCUwkJWZYkA5vb2907doVAQEB8PLygqOjI+zs7FBVVYWCggKkpKQgNjZWcLfu559/RufOnZt0R+TIkSM4dOiQ9rmjoyMiIiLQo0cPuLm5QaPRID8/Hzdv3qw38r9t2zacOHFC0O7g4ID+/ftr12nW1NQgNzcXly5dQlJSEgCgqqoKq1evNiq97rHExEQsWbJEZ59r4NF2jj179kSPHj3g4+MDZ2dn1NTUID8/H3Fxcbh+/brOHbKsrCy8++672Lhxo+gHDVdXV+1dAaVSiYyMDJ3Xvby8Gs3Q8PX1NfbbbLG6dOmCdu3aCS6m79y5gx49ekg0q9bl2rVrgm0jo6KiBBksQUFB6NSpk0767qlTpzBr1izY29ubZa6tkUKhQFZWlqDdFCn2ZHkqKiqQnJwsaO/du7cEsxFnzuuKBw8eYPny5aIZRYGBgYiMjISPjw/s7OxQUFCAmzdvIjY2VnuDY/fu3U36t6JUKrF8+XLRu9W+vr4IDw9HYGAgXF1dYW1tjZKSEiQkJODKlSs6y7ZUKhU+/fRTuLu7Y9CgQQbPQ61W4/3339cJ2nTt2hX9+vVDhw4d4OzsjNLSUiQkJOD8+fOCn9evv/6KwYMHG3Q99M033+DHH38Ufc3X1xd9+/aFv78/5HI5NBoNysvLkZmZiaSkJCQkJBh0o6qsrAxvvvmm6FKfzp07IywsDJ06ddJePxUXFyM+Ph6XL1/WuT57vGPYhx9+aLIM2+aSm5uLmpoanTYvLy+jA5O+vr6C39PMzEx4eHgYPUei5sKABSEwMBBjxozBgAED9Co+qFAocPjwYWzfvl0nEr5t2zYMHjwYnp6eRs1j9+7d2sfjxo3DjBkzRItQTZ48WfBHG3iUhiiWnj9y5EjMnj1b9CJk2rRpuHnzJjZv3ozs7Gw8fPgQhw8fNmr+ZWVl+OCDDwTBiujoaEydOrXeolKTJ09GdnY2tmzZgqtXr2rbs7OzsWnTJrzzzjuCcyIjIxEZGQlAfKnC9OnTuRaxHqGhobh06ZJOm9gFPxlHLEsiKipK9NjRo0fjq6++0j4vLy/H2bNnRbMvSD+xsbE6ab6Pde3aVYLZUHNLTU0VLAcBHm1fKCUpris0Gg02b94s+PDt4eGB1157TfSD/7PPPovc3Fxs3rxZW5S59paPhvrnP/8p+BAYEBCA2bNno2/fvqJFvsePH4/q6mocOHAA33//vTZ4otFosGHDBnzyyScGF6U8d+6c9jrJ398f//M//yO6xGTcuHF4+eWXsWHDBp3rD+DRz0HfgMXZs2dFgxVdu3bFSy+91Oi21SUlJTh//jx++uknvcbbtGmTIFjRo0cPzJo1q976ZhMnTkRZWZl2CcnjDFiFQoE1a9Zg8+bNFl2Qs+6NAABNKlbavn17QduDBw8E2ZBEloBLQtq4Z555Bps3b8bEiRP13inB1tYWEyZMwAcffKDzx12hUOhkSBjq8UXXrFmzMGfOnAYrZtvZ2ek812g0+Mc//iFYgjFp0iQsWLCgwTsm4eHhWLt2Lfz9/QFANBiij3/84x86byhWVlZYsGAB5s2b1+ibiq+vL1auXCkIMpw/f57LFUxMrEZCTk6OBDNpfUpKSgTp6SEhIQgICBA9fuTIkYLMi7o1Rkh/CoUC3333naC9ffv29f4/oJZN7A6zt7e3WXacqI9U1xUnTpwQFPt1d3fHmjVrGsxS8Pb2xsqVKzFkyBAAxl8DXL16VXDTJDIyEps2bUK/fv0a3JHM3t4eL7zwApYvX66zY1h5eTl27dpl8Fwefw/BwcFYt25dg/Uw5HI5li5dis6dO+u0379/X6+6BsXFxaJFvocOHYr169c3GqwAHtVceeqpp7B582ZMnz69wWMPHz6MCxcu6LQ9/fTTWLt2baPF2F1cXDBr1izMnTtXpz03Nxf/+c9/Gp2nlOruDgI8yrAwlti5RUVFRvdH1JyYYdHGNWVdc5cuXTBz5kxs2bJF23b06FHMnDnT6D6feOIJTJo0yeDzbty4IVgWERoaij//+c96ne/u7o4333wT8+fPF71b1Zj79+/jzJkzOm1//OMfMXLkSL37kMlkeO2113D37l2d72XXrl1YsmSJwXMicW5uboK2/Px8CWbSdD///LPgws0YYhdCxvj111+hUCh02hrKlvDw8EBERITOnb24uDhkZ2e3ySVLTVFVVYUNGzaIrh1/6qmnJJgRmYPY3y5zbTteH6muKw4cOCBoW7BggV5BE2trayxYsACvvfaa0QHsf//73zrPAwMD8dZbbxm0ZXnfvn3x4osv6mR5xMTEYOrUqQb/f3V2dsZbb72lVwFvW1tbvPzyy3j33Xd12mNjY9GrV68Gz92/f78gs7RXr15YtGiRUYU7G7rBo1KpBJkc/fr1w//8z/8YNEZ0dDTu3Lmjs/32/v378cwzz0hW+6UxYvVQHu+8ZQyx7XybUnuGqDkxYEFNMnLkSHz++efazIaioiJkZmZqsxUMYWVlpXeAoS6xZRyzZ89u8I5GXV27dkV0dLTOG5i+9uzZoxPo8PHxwbPPPmtwPzY2NnjhhRewYcMGbduVK1dQU1MjyCoh44hdTOtT5MvHx8fidgQpKiqyqDsidZeD2NjYNLpTwejRo3UCFhqNpsmBz7akoKAAFy5cwN69e/HgwQPB6x4eHnjmmWckmBmZQ1lZmaCtpRdYNea6IiEhQbC0b8iQIQbttGFvb48///nPRm33fevWLdy5c0enbfbs2QYFKx6bNGkSdu/erQ0CKBQKo7acnDhxokFLBvr27SvYbvpxja/6VFZWCjJgbGxs8Le//c3oXUYacurUKZ1MVplMZvS25C+++CKOHj2q83sWHx/f6JKI+fPn62wZay5ihUWbcl0odq7YckIiS8CABTWJs7Mz5HK5zoemu3fvGhWw6N27N3x8fIyax82bN3WeBwQEoHv37gb3M2bMGIMDFhqNBufPn9dpGz16tNFv1nX3QFcoFLh79y7XFZqIi4uLoM3YFGD6/xISEpCWlqbTNnDgwEZT0wcPHgxnZ2eddefHjh3D9OnTm+WCtyUpLi4WpC4/plQqUVpa2mDAytHREUuXLm3SXTiybGJ/u1p6wMKY64orV64I2saOHWvw2JGRkXB3dzc46+zcuXM6z318fIzeltTe3h69e/fWWV4XFxdncMDC0Mwqa2trdOvWTSeA3NhuZXFxcYKA/7Bhw5pUW6EhZ8+e1XkeHh6u97Kjutq3b4/OnTvrvG/FxcVZ7LWWWFFSUwcsDNldj8icGLAgHRqNBklJSUhKSkJ6ejry8/NRWVmJioqKeis4173Dk5eXZ9TYxr5JZGdn69wRAIQf+vXVvXt3uLq6GrQVWVpamuBn0JQdJ1xdXQUf4FJSUiz2TbSlEVvyY0gmDokzpNhmbXZ2dhg6dKhOoLCgoACxsbFG/ztuLZRKpWAbO315e3tj4cKFojVbqPUQ2zrb0v6emeO6om6tJ0dHR/Tt29fguVpbW2PQoEEGbykaFxen87ypu07VvXlj6Dahvr6+RhVAr7sUT2y3ldrq3iwC9Pu7bwyNRoPbt2/rtBlzY6o2Hx8fnYBFSyvA3ZR/65b2d4KoIQxYEIBHb0p79+7FiRMnRCsRG0IsRVUf3bp1M+q8und1m9LX43MfVwvXR903UAD4/PPPm7QOsm5aHtcVmo7YBVhLXW4zdepUTJs2rcn9fP/999ixY4fR51dXV+P06dM6ba6urhg4cKBe548aNUqQ2fTLL7+0+YCFMdq1a4cxY8ZgypQpomuUqXUR2wLY2PdgUzPndUXdD5qBgYFGZ2gFBQUZFLCoqKgQXIdcu3at3uwofdTN8DD0GsDYGkB1d8lobLlkfHy8znMrK6tGC18aKyMjQ3Az6fjx44JdvwxRNxBmyddaYr/PTVnCIZadZcwSJiJz4G8m4cKFC/j0009NthZen3oAYozd+1wsG8LYpSXGnPvw4UNBm1jl9qYwJOODGiZ24WvJW5m1BGfPnhUEgkaMGKH3xU+vXr3g6+uL7OxsbdulS5dQVFQkWiTVEhw5csTgXZEGDBhgstocNjY2cHR0hLOzMzp06IBu3bqhR48e6Nevn17B0sTERGzevNmgMT08PLBy5UojZ0zNQWyJW2N3xc3BnNcVGo1G8EGzY8eORo9l6LmFhYWCzD1T1xcy9BpAn0KbYur+za4vA+axut+jt7d3s72fihWYzc/PN2nRbEu+1hILTjZlOatYsENsDCJLwIBFG3fy5Els2LDBqJ0x6mPsGjhj3+RM/QHU0HPNEZFnISTTEbuIbMrWYATRui+GpgVHRUXh+++/1z5XKpU4ceKEUcVrzaGoqMjg5Rp1tw1sjKenJ/71r38ZdI6+qqqqDJ6/JXwQJl2WuDWhua8rKioqBGM15RrA0Bog5viQa+gHU3PV/6l7/SUWQDMVS/w5m5NYPSixQpz6EjtXyu2QiRrCgEUblp2djU2bNgne6G1sbDBw4ED06tULgYGB8PLyglwuh42NDezt7QXr3mbNmtXkdE/A+DfYutsoAk1LazN0KYelpN+SfhISEgRtHTp0kGAmrUNWVhZu3bql09axY0eEhIQY1M+oUaOwY8cOnTX5R48etdiABZElECtEmZOTg9LSUqPvsjeFFNcVdbfUBJq23aOhd5nb8jVA3cyX5izw25Z/zoDpt2QXO9dSMxqJGLBow77++mvBh/1+/fph3rx58PDw0LsfqSPSYndDxC5g9GXokhaxi5sdO3Y0650GMo5GoxENWDSl5klbJ1Zs8/79+5gwYUKT+87IyEB8fHyTC6sRtVZdu3aFTCYTFN9MSEhA//79zT4fKa4rxGq1NOXOs6EZjWI1kP7yl79g4sSJRs+hpXByctLJfGjKz70xYtdaS5YsweDBg5ttTEsitlzZ2CL39Z3blOXURM2JAYs2qqqqCr/99ptOW7du3bBs2TKDsxOkjnqLBQaakjpo6LliKXS5ubkMWFigpKQk0d/XplZ0b6tUKhWOHz/erGMcPXrUIgMWU6ZMwZQpU6SehtHCw8Nx8OBBqadBTeTk5IRu3bohKSlJp/3GjRtmD1hIdV3h5OQEKysrnawOY2tpAYYvfRK7BsjJyTF6/Jak7q5qzXk92JZ/zsCj+iB2dnY6wby8vDwoFAqjirzXrhn1WFNqvxA1JyupJ0DSiIuLE9wFeeGFFwy+qMjLy5N832axNbxiO4foy9BzxVLomjI+NZ8DBw4I2tzc3AxevkCPXLlyBQUFBc06xunTp5v1rh1RSxcZGSloO3bsmOhyyeYk1XWFTCYTfJhtSuFrQ89ty9cA7u7uOs9zc3ObFCxqSFv+OQOPlk0HBgbqtCmVSqO2YlWpVEhMTNRpc3d3NygLisicGLBoo8TWrvXs2dPgfupuaSWFoKAgWFnp/irX3ZNdX+Xl5QZfrIh92L1y5YpR41Pzyc/Px5kzZwTtI0eO5H7kRhIrthkQEIAuXboY/dW+fXud/iorK0X/vxHRI6NGjRK8BxYXF+Ps2bNmnYeU1xV1l/WlpaU1usNFfepmqzTGzc0N3t7eOm23b99utg/ulqRu9ptarW6268LAwEDB8purV682y1iWSuzf0+3btw3uJzk5WbD0qVevXkbPi6i5cUlIGyW2s4UxBbpOnz5tiuk0iYODAwIDA5GSkqJtu3TpEioqKgyuFH769GmDL7N9m3UAACAASURBVHK6d+8OBwcHnbvAly5dQllZmVmWhYgVKzVldfbWQKVSYePGjYK7dtbW1hg/frxEs2rZCgsLcfnyZZ02Dw8P/N///Z/gw5MhMjIyMGfOHJ22o0ePIjo62ug+iVozb29vDBkyRBCg+PrrrzFgwACzLU+U8roiNDRU50ZBZWUlrl27ZvCyGJVKJVjWoo+IiAidAK5SqcSZM2cwduxYg/tqScLCwrB7926dthMnTqBfv34mH8vOzg49e/bEtWvXtG0FBQW4fv06+vTpY/LxLFH//v2xb98+nbZz587hD3/4g0H9iAUzpah5Q6QvZli0UWKVnA3dnjM7OxsXL1401ZSa5Mknn9R5Xl1djUOHDhnUh1KpFF0y0BhbW1vBm3NlZSX27t1rcF/GMHXBsdboq6++wo0bNwTt48aN4w4hRjp+/LgguDd8+PAmBSuARxkade+W3r59u0kp3kSt3YwZMwTB6/z8fGzZssWk49TU1NT73irldYXYh60jR44Y3M9vv/2GwsJCg88TW5bzww8/mH1ZjrmFhYUJAmJnzpwxyc5xYsR+zrW3w27twsPDBctw7t69q3PDrjEKhQLHjh3TabO1tW0zxUupZWLAoo2q+wcPAGJjY/U+X61Wi25dJpWxY8cK1snu3LnToA85P/zwAzIyMowaf/LkyYK2PXv2CLZ7bA6Ojo6CC9UHDx40+7gtQXl5OT744APs379f8Jqvry9mzJghwaxaB7HdQUaNGmWSvqOiogRtMTExJumbqDXq2LEjXnjhBUH7yZMn8fnnn5vkvTorKwuLFy+ud4mWlNcVISEhgkDn+fPnRQPV9ampqcFXX31l8NgAMHDgQHTt2lWnLScnB19++aVR/bUUDg4O+P3vf6/TplQqsWHDhma5PhwzZozg9+z27dvYtWuXyceyRNbW1qJZO19//bXefezbtw/FxcU6bcOHD2eheLJoDFi0UWJr1Xbu3KnXmku1Wo1PP/3ULB/G9SWXyzFu3DidturqaixbtkyvIMS+ffuwY8cOo8fv1q0bnnjiCZ02pVKJ999/H3FxcUb1qVAocPjwYUH6X11WVlYICAjQabt69arFBJOkUFlZiUOHDmHu3LmiqY/Ozs54++23RbfErU9OTg4mTJgg+GqLbt26hczMTJ22zp07o0uXLibpXyxT49ixY0avSScyh5s3bwr+PsyaNcts40+ZMgVhYWGC9p9++glr165FUVGRUf3W1NTghx9+wNy5cxus7yD1dYXYNqIfffSRXgF8lUqFDRs2iO6coA+ZTIbp06cL2n/++Wd8/fXXRr8fx8fHY926dUaday4TJ04UvJfeunUL69atMyrDpKHsDHt7e9EbRN9++y1++ukng8d67MqVK/jss8/0Onbjxo2Cf+fmzPKYMGGCILP26tWremUVJyUlCa51ra2t8fzzz5t0jkSmxoBFG+Xh4SEo3pOdnY3ly5c3+GaRmZmJFStWaNdqWltbi+6NLYWZM2cK0vvz8/Mxb948fP3114LAhUKhwOXLl7FkyRJs27ZN2x4aGmrU+K+99ppgD+uSkhIsXboU//znP/VOM7179y62bduGWbNm4dNPP9XrYqvutpyZmZnYvHlzs6VlWhqVSoWUlBQcPnwYH3/8MV5++WVs2bJF9Pt3dXXFqlWrTPbhui0Sy64YOXKkyfp3d3dHRESETltRUREuXbpksjGIWhsbGxssWbIEnTt3Frx27tw5/PWvf8X27dtFi2OKyc3Nxc6dOzF79mx8++23giJ9dUl9XREVFYXevXvrtBUUFOCtt95q8G9Hbm4uVq1apQ1u1y3sqK9BgwYJsg0AYNeuXXjnnXf0vnlRUFCAgwcPYtGiRVi0aJFRNTXMydXVFfPnzxcUrz5z5gwWLlyoU3OiPmVlZTh69Chef/11fPfddw0eO378eMHSELVajc8//xyrV69GamqqXvN+8OABdu3ahddffx0rV660qJtwDZHL5aLBsc8//xw7d+6sN7B/8eJFvPPOO4Ig0sSJE7mdKVk8Ft1sw6ZNm4alS5fqtN29exevvPIKIiMj0bNnT7i7u0OhUODhw4e4du0abt26pfPH8MUXX8TRo0ct4oOxg4MD3nzzTSxbtkxnH3WFQoFdu3Zh165dcHZ2hru7O2pqalBYWCj4w/30009DLpfr7DKi75r8du3aYdmyZVi8eLHO+CqVCnv37sXBgwfRvXt39OrVC15eXnBxcYFCoUB5eTkKCgqQkpKCpKQkQaqePqKjo/Hzzz/rtMXExCAmJgZyuRzt2rUTLJkJCgrC3LlzDR7L3DZv3iy6NlqlUqGiogLl5eWorKzUq69evXphwYIFgp0oSH8VFRWCrBUrKyuMGDHCpONERUUJKsDHxMRwna2F+/nnnwV/i2oTC9x+9913DdYPGjdunCCDrj6ffPJJg1kAYnfQ33333Qa33nz99dcRHBys1/hSc3FxwZo1a7Bq1SrBbg2VlZXYuXMndu7ciYCAAPTu3Ruenp6Qy+VwdnaGQqFAUVER7t+/j/j4eNy7dw8ajcag8aW8rpDJZHj99dfxxhtv6LwHP3z4EKtWrULXrl0xaNAg+Pj4wNbWFoWFhYiLi8PVq1d1rgWmT59u9NKQ2bNnIysrS/C369atW3j77bfh7++P8PBwdOrUCa6urrC2tkZ5eTlKS0tx7949JCcnIzMzs8VlSEZGRmLy5MnYuXOnTntKSgqWLVsGPz8/9O3bF/7+/pDL5dBoNCgvL0dmZiaSk5Nx9+5dbVHsuktr6pLJZFiwYAEWL14sCE5cuHABFy5cQJcuXRAeHg4/Pz9t4dfy8nKUlJQgNTUVycnJLXrp7MSJExEbG6tTaFaj0WD79u04fPgwRowYAT8/P9ja2iInJwcXLlwQ3f40KCgIf/zjH805dSKjMGDRhvXp0wfPP/+8YO2fUqnE2bNnG90SbeTIkZgyZYro3VapBAcHY9WqVVixYgXKysoEr5eXl+tcyNQ2fPhw/PWvfxWk9okVtaxP586dsWHDBrz//vtIT0/XeU2pVCIuLs7oJSINCQkJQXR0tOg6/+LiYtEgiCHLIaRkbIpubf7+/pgyZQq3MDWB06dPC4q6hoWFmTwINHjwYDg6OuoEoy5fvozCwkLRtfJkGQoLC/W+w/lYfn5+g3f9DSmCmJ2dbfD4jS0bbGlFjF1dXbFmzRp8++232Ldvn+iH34yMDKNqNvn7+ze4I4HU1xUdOnTAqlWrsHz5csF7fUpKSqPFCZ977jkMHTrU6ICFtbU1li1bhm3btokuUcjMzBQsp2stZsyYARcXF3z11VeC37msrCxkZWWZbCxHR0d88MEH2LRpE86dOyd4PTU11eC/Ay2JTCbD4sWLsWLFCty5c0fntfz8fMHOLWICAgKwYsUK2NraNtc0iUyGS0LauJkzZ2LKlCkGfYizsrLCCy+8IJoCaAlCQkLw6aefYvjw4Xod7+TkhNmzZ2PhwoWwtrYWBDoM/WDv5+eH9evXY9KkSaKZAYYICgrCgAED9Dp2zpw5mDhxYpN3aWgtXFxcEBUVhRUrVuAf//gHoqKiLPL3taVp7uUgjzk4OAjSflUqlaC6OZGlEAsMd+rUSYKZPFoe8qc//Qkff/wxBg4c2OS/fX5+fnj11Vfx6aefYuDAgQ0eK/V1RUhICP7+978b9LO3srLCjBkz8PLLLzdpbODRz/6VV17BW2+9BX9//yb15ebmhqeffrrJczKXSZMm4d1330VgYKDRfbi5uel1nJOTE95++23MmTMHnp6eRo8HAO3bt29xW2c7Ojri73//O5566imD/80MGTIE69at0/tnTSQ1Zli0cTKZDDNmzED//v2xc+dOxMbG1puKaG9vj8GDB+O5556z+PX/Hh4eWLRoESZPnoyzZ88iNjYW+fn5KCoqgpWVFdzc3BAYGIj+/ftjxIgROkGJunfzjKmc7ODggFmzZuH555/Hf/7zH/z2229ISUlpNM3Tzs4O3bt3R0REBCIjIw264LK1tcVf/vIXTJo0CadPn9am9JaUlKCyslKbbtla2NjYwNbWFo6OjpDL5fDw8ICfnx8CAgLQvXt3dO7cmcEbE7t3757Ocing0e/s0KFDm2W8qKgo/PrrrzptMTExLBBGFklsR4qpU6dKMJP/r0uXLli+fDkyMzNx8uRJXLx4EWlpaY2+F1lZWWmXL0RFRaF79+56j2kJ1xVBQUHYtGkTDhw4gF9++aXerAYbGxsMHDgQU6ZMEewy0lRDhw7FkCFDcPbsWZw4cQK3b9+uN8OztoCAAPTp0wf9+/dH3759BbuAWbqIiAh88sknOHPmDGJiYnDr1q1G65/4+fmhf//+GD16tMH/H8aNG4fo6GgcP34cZ86cwZ07dxodz8rKCoGBgYiIiMCAAQMQFhbWIm9o2NnZ4X//938xduxY7N69G5cuXaq30Km1tTX69OmDSZMmoW/fvmaeKVHTyDSGLlCkVq2srAy3b99GXl4eysrKYG1tjXbt2sHf3x8hISFtInXs5ZdfxsOHD7XPo6Ki8Le//a3J/ZaXlyMxMRFFRUUoLS1FRUUF7Ozs4OjoCA8PD3Ts2BE+Pj4t7uKEiIiAV199VeeDcWRkpKCegyWoqqpCWloacnJyUFRUpP1w5+LiAhcXF3h4eKBr165wcnIyyXiWcF2RlpaGjIwMPHz4EDU1NXB2doavry+6d+9usu+zMSqVCqmpqcjJyUFpaSlKS0sBPMoUcHFxgZ+fHzp27GjQMtSWQKFQICEhAQ8fPkRxcbH22sfJyQkdOnRAp06dTLrMT6FQIDk5Gfn5+SgpKdH+zjk6Omp/7/z8/CymYLwpVVVVISEhAZmZmdrfr8e/6yEhIdy6lFosBiyIaklJScG8efN02l555RXRyt9ERETAo50dXnrpJe1zmUyGjz/+uNECgkRERNQw5ksT1SJWqEhsb3kiIqLH6i4HGTJkCIMVREREJsCABdF/nTlzBqdOndJpCw0Ntfh6HUREJK3aAQuZTIZp06ZJOBsiIqLWgwELalXu37+PAwcOoKKiwqDzjhw5gg0bNgjauRSEiIgaUztgMWzYMHTu3FnC2RAREbUe3CWEWpWysjJ8+eWX2L59OwYOHIhBgwYhJCQEHTp0EFSAzs3NxY0bN3Do0CEkJSUJ+oqIiMCIESPMNXUiImqBcnNzkZOTA+DR7gMvvviixDMiIiJqPVh0k1qV+Ph4LFq0SNBub28PuVwOR0dHVFdXo7S0tMHtxTw9PbFx40aTVq4mIiIiIiIi/THDgtqE6upq5Obm6nVsSEgIlixZwmAFERERERGRhBiwoFbFw8MDYWFhuH37NtRqtUHnenl54dlnn8W4cePMsi88ERERERER1Y9LQqhVKi4uxs2bNxEfH4+MjAzk5OSgpKQEVVVVUKvVcHJygouLC7y8vNC9e3eEhYWhd+/esLFhDI+IiIiIiMgSMGBBRERERERERBaH25oSERERERERkcVhwIKIiIiIiIiILA4DFkRERERERERkcRiwICIiIiIiIiKLw4AFEREREREREVkcBiyIiIiIiIiIyOIwYEFEREREREREFocBCyIiIiIiIiKyOAxYEBEREREREZHFYcCCiIiIiIiIiCwOAxZEREREREREZHEYsCAiIiIiIiIii8OABRERERERERFZHAYsiIiIiIiIiMji2Eg9ASJLUVNTg7S0NACAXC6HtbW1tBMiIiIiamVUKhWKi4sBAIGBgbCzs5N4RtJQqVQoLCyUdA7u7u683iWLx4AF0X+lpaVhwYIFUk+DiIiIqE346KOPEBISIvU0JFFYWIg//elPks7hq6++gpeXl6RzIGoMl4QQERERERERkcVhhgXRf8nlcu3jrI79obKxN+v4Tnlqs473mPxqjiTjAoA676Ek42qUSknGtXJxkWRcmYuTJOMq/NwlGRcAHvxFmv/HXt85SDKuQ2yqJOOqyyskGVejUkkyLgDIbGwlGdeqa4Ak4ybNcpVkXFmFNPfUun0rYYr+Q2nG1lRVmXdAOzXsBpUB0L32asvWv5MOd7l53rcKi22w8P3OZhmLyBQYsCD6r9pr+FQ29lDZmPeDh9pKmoAFlNJcfAMAqiVK8lJKNK6dROtEJfp/rNGYN+hXm8pZmv/HGkj0PddI9Lsl2b9hif5eAoCtRN+zSpp1/gpHaX6nrdQS/U6rJHxPbGv/jgHWT/gvd7kSXh7SBNqJLB0DFkRERERERBJR//c/c41F1JKwhgURERERERERWRxmWBAREREREUlEDTVUGmZYEIlhhgURERERERERWRwGLIiIiIiIiIjI4nBJCBERERERkUTU0EANjdnGImpJmGFBRERERERERBaHGRZEREREREQSeZRhYa6im8ywoJaFGRZEREREREREZHGYYUFERERERCQRlUYDlcY8mQ/mGofIVJhhQUREREREREQWhxkWRCJ8MmMBWePxvKxOkWaYDRERERERUdvDgAUREREREZFENGbc1lTDopvUwjBgQSQix78vVDYOUk+DiIiIiIiozWLAgoiIiIiISCIqaKAyU+aDucYhMhUW3SQiIiIiIiIii8OABRERERERERFZHC4JISIiIiIikojajEU3zTUOkakww4KIiIiIiIiILA4zLIiIiIiIiCSi0mig0pip6KaZxiEyFWZYEBEREREREZHFYYYFERERERGRRDQA1GYci6glYYYFEREREREREVkcBiyIiIiIiIiIyOJwSQgREREREZFEVNBAZabFGuYah8hUmGFBRERERERERBaHGRZEInwyYwFZ4/G8rE6RZpgNEREREbVWKs2jL3ONRdSSMGBBJMKmUr96zT6/lZtuzJRsk/VlCHVpmSTjAoC6ulqagfUIRjXLsO5yScZ9+EQHScZtl1wpybgA0GmVueqt67LKvS/JuKrKKknG1ahUkowLmUyacQFolAppxk1Ol2TcHh93kmRcpZujNON6OksyLgDAQ5qxbRIyzDugnQpAiXnHJKIWiwELIhHVpd0Bjb3U0yAiIiKiVo7bmhLVjzUsiIiIiIiIiMjiMGBBRERERERERBaHS0KMoFKpcO/ePSQmJiIpKQmJiYlIS0uDUqkEAISFhWHNmjWS95mTk4Nr164hLi4OaWlpyMvLQ1VVFRwdHeHl5YXQ0FCMGDEC4eHhkvapr5iYGGzatMmgc2bMmIEpU6aYfC5ERERERKagggwqmKc2j7nGITIVBiwMdP78eXz00UeoNmGxQFP3mZycjM8++wwJCQmir5eVlaGsrAxpaWk4cuQIwsPD8cYbb8Db29usfRIRERERERHVhwELA5WXl5s0WNEcfWZmZgoCC/7+/ujUqRPatWuH8vJyxMfHIz8/HwBw8+ZNLFq0CGvXrkWHDuK7CTRHn03RsWNH9OnTp9HjgoODTT42EREREZGpqDWPvsw1FlFLwoCFkdzc3BAcHKz9io2NxYEDByyqT19fX4wdOxZRUVHw9PTUeU2tViMmJgZffPEFqqurUVBQgPXr12PdunWQNbBdXHP0aYyQkBC8+uqrJu2TiIiIiIiILAcDFgbq378/tm3bJljqUN9SCSn6dHd3x7x58xAVFQVra2vRY6ysrDB27Fi4urri/fffBwDcvXsXsbGx6Nevn1n6JCIiIiJq61jDgqh+3CXEQO7u7iavy2DqPsPDwxEdHV1vYKG2IUOGICQkRPv80qVLZuuTiIiIiIiIqD4MWBB69OihfZybm2uxfRIREREREVHbwSUhpFNfQq1WW2yfREREREStjdqMS0LUXBJCLQwDFoS0tDTtYy8vL4vts7by8nKcPn0aGRkZKC8vh7OzMzw9PdGzZ08EBASYfDwiIiIiIiIyLwYs2ri8vDzcuHFD+zwiIsIi+6zr4sWLuHjxouhrgYGBmDx5MoYNG2b8ALIa48+tj8be9H0SERERUYum1sig1pgpw8JM4xCZCgMWbdzWrVu1Szbat2+PQYMGWWSfhkhLS8OHH36IK1eu4PXXX9erUGhdjm63TT6vyoJIk/dJRERERETUWjFg0YYdO3YM586d0z6fOXMmbG1tLa7P2nx8fDBs2DBEREQgICAArq6uUKlUyM3NxdWrV3HgwAHk5eVp52JnZ4c5c+aYbHwiIiIiIlPitqZE9WPAoo1KTEzEZ599pn0+bNgwjBw50uL6rG3w4MEYNWoUrKx0N7extbVFp06d0KlTJ4wdOxbr16/XbqX6888/Y8SIEejVq5dBY1UW9QQ0diabOxERERERERmG25q2QQ8ePMB7772HmppHdRoCAwPx2muvWVyfdbm4uAiCFXU5OTlh8eLF8Pf317bt2rXL8ME0do9qTpjyi4iIiIiIiPTGgEUbU1BQgOXLl6OwsBAA0KFDB7z77rtwdna2qD6bwt7eHs8995z2+c2bN6FQKCSZCxERERFRQx5ta2plli9ua0otDQMWbUhJSQmWLVuG7OxsAICHhwfee+89eHh4WFSfptCnTx/t4+rqauTm5ko4GyIiIiIiIjIUa1i0ERUVFVixYgXu3bsHAHB1dcWqVavQoUMHi+rTVNzd3XWel5aWSjQTIiIiIqL6cVtTovoxw6INqKqqwsqVK5GUlATgUZ2HVatWoXPnzhbVpylVV1frPLe3Zw0JIiIiIiKiloQBi1aupqYG7733Hu7cuQPg0Qf3FStWICgoyKL6NLXk5GSd51IvUSEiIiIiIiLDcElIK6ZUKrFmzRrcuHEDwKPtP5cuXYqePXtaVJ/NISYmRvs4ICAAcrlcwtkQEREREYlTQQaVmYphmmscIlNhhkUrpVKpsH79ely+fBkAYG1tjcWLFyMiIsKi+tRXZWWl3seeP38eJ0+e1D4fOXJkM8yIiIiIiIiImhMzLFohjUaDzZs34+zZswAAKysr/O1vf0NkZKRF9Qk8yoTYtGmT9vnBgwdFjzt79ix+/vln/P73v0dkZCScnJwEx1RUVODAgQP497//DY1GAwDw8vLCxIkTmzRHIiIiIqLmotZYQaUxz31ktZnGITIVBiyMsHLlShQUFOi0FRYWah8nJSVh7ty5gvNWrFgBT0/PZu/zP//5D44dO6Z93qFDB9y+fRu3b99u4Lt6xNXVFdOnTxe0N0efhkpISMCGDRtgY2ODjh07wt/fHy4uLlCpVMjLy0N8fLxOsU0XFxesXLkSDg4OTR6biIiIiIiIzIsBCyNkZGQgNze33terqqqQmpoqaFcqlWbps7i4WOd5VlYWsrKy6u27Nm9vb9HgQnP0aSylUom0tDSkpaXVe0zv3r0xb948eHt7m2xcIiIiIiJTU8MKajOt1DfXOESmwoAFtQgjRoyAn58f4uPjER8fjwcPHqC0tBQlJSXQaDRwdnaGr68vQkNDMXz4cAQHB0s9ZSIiIiIiImoCBiyMsG3bNovuc9q0aZg2bZrJ+muuPgEgOjoa0dHRjR5na2uLnj17WtxuJERERERERNQ8GLAgEmFvfwPQNL7tk/I3022Xqq6pMVlfhtCoVJKM+2hwjUQDq6UZVqKfdcXzxY0f1Axy8lwkGRcAQj+rfwlec9JUVTd+UHNQS/NvSWZnJ8241taSjAsAaon+H6trFJKMa52VI8m4tqWukoyraecsybgAUN5Fmi3YbR0dzTygNH+fLRm3NSWqHxcxEREREREREZHFYYYFkQjltXZANeN5RERERNS8VBqZ2bY1VemRQUxkSfiJjIiIiIiIiIgsDjMsiIiIiIiIJKKBDGoz1ZbQsIYFtTDMsCAiIiIiIiIii8OABRERERERERFZHC4JISIiIiIikogKVlDBPNtTq0xwv1qlUuHevXtITExEUlISEhMTkZaWBqXy0Za1YWFhWLNmjVF9KxQKnD59GqdOncK9e/dQVFQEFxcX+Pj4YMiQIRg9ejTkcsO2AG4pfZI4BiyIiIiIiIioUefPn8dHH32E6upqk/edkZGB9evXIyUlRae9sLAQhYWFiI+Px969ezFv3jwMGDCgVfVJ9eOSECIiIiIiIomoYAWVxkxfTfz4V15e3izBivz8fCxdulQbBJDJZAgLC8OYMWMwaNAg2NnZAQCKioqwevVqXL9+vdX0SQ1jhgURERERERHpzc3NDcHBwdqv2NhYHDhwwOj+1q9fj4KCAgCAt7c3li5dii5dumhfLy4uxrp163D9+nUolUqsXbsWX3zxBVxcXFp8n9QwZlgQERERERFJRAMrqM30pWnix7/+/ftj27Zt+Pbbb7F8+XJMnToVAwYMgLOzs9F9Xr58Gbdu3QIA2NjYYNmyZTpBAACQy+VYunQpOnToAAAoLS3Fnj17Wnyf1DgGLIiIiIiIiKhR7u7u8Pb2Nmmfhw4d0j4ePXo0AgMDRY9zcHDA9OnTtc8PHz4MlUrVovukxjFgQURERERERGZXWVmpU+chOjq6weOHDh0KR0dHAI+yF+Li4lpsn6QfBiyIiIiIiIgkotLIzPplSe7cuQOFQgHgUWZCcHBwg8fb2toiNDRU+/zGjRsttk/SD4tuEomwiSgB9PiDrvyN+ysTERERERnj/v372sedO3eGtbV1o+d069YN165dA/Boi9GW2ifphwELIiIiIiIiiagga/J2o4aMZUlqBwL0rY3Rvn170fNbWp+kHwYsiEQor7UDqrliioiIiIiouZSWlmofu7m56XWOu7u79nFZWVmL7ZP0w09kREREREREZHZVVVXax3Z2dnqdU/u42ue3tD5JP8ywICIiIiIikohaYwW1xnxjWZKamhrtYxsb/T6a2traah9XV1e32D5JP5b1G0tERERERERtQu0sBKVSqdc5j3frAAB7e/sW2yfphxkWREREREREElHDCiozjmVJHBwctI9rZzE0pPZxtc9vaX2SfizrN5aIiIiIiIjaBFdXV+3joqIivc4pLCzUPnZxcWmxfZJ+mGFBREREREQkEZVGBpXGPNuNmmsc+JdLzQAAIABJREFUfXXs2FH7ODc3V69z8vLyRM9vaX2SfphhQURERERERGZX+4N8eno6VKrGF8ckJydrHwcEBLTYPkk/DFgQERERERGR2fXo0UO7m0ZVVRUSExMbPF6hUODu3bva5717926xfZJ+GLAgIiIiIiKSiBpWZv2yJI6OjujTp4/2+bFjxxo8/ty5c6isrATwqC5EWFhYi+2T9GNZv7FERERERETUZjz99NPaxzExMUhPTxc9rqqqCt999532+e9+9ztYW1u36D6pcQxYEBERERERSUStkUGlsTLLl9rCim4CwMCBA9GrVy8AgFKpxKpVq5CWlqZzTElJCVavXo3s7GwAj3bteO6551p8n9Q47hJCREREREREelm5ciUKCgp02mpv4ZmUlIS5c+cKzluxYgU8PT1F+1y4cCEWLFiAgoIC5ObmYt68eQgLC4OPjw9KSkpw7do1VFdXAwCsra2xePHiRrcKbSl9UsMYsCASYRNRAugRgVb+JjfDbIiIiIiotVJDBrUZx2qqjIyMBrf2rKqqQmpqqqBdqVTWe46Xlxf+/ve/Y/369UhJSYFarcaNGzcEx8nlcsybN0+nnkRL75MaxoAFkRi1Wq+AhbqiwgyTIZPTaCQZVp1f0PhBzcBhrzR7f5cObnzLr+ai8HCQZFyHfGdJxpXV1EgyrqaBi89mHVei71dKMqnWP9tIdKloI9H3m1X/h7Dm5pxf2PhBzUBTWWXeAe2ke28gyxYQEID169fj9OnTOHnyJO7du4eioiK4uLjAx8cHQ4YMQXR0NORy/W8YtpQ+qX4MWBCJqLloD1RZ3ho/IiIiIiIpbdu2rdn6trW1xahRozBq1Kg21yeJY8CCiIiIiIhIIo8KYpon+1NlgUU3iRrCXUKIiIiIiIiIyOIww4KIiIiIiEgiKlhBBTNlWJig6CaROTHDgoiIiIiIiIgsDjMsiIiIiIiIJKLRyKA20wZmGtawoBaGGRZEREREREREZHEYsCAiIiIiIiIii8MlIURERERERBJRQWa2Ypgqs4xCZDrMsCAiIiIiIiIii8MMCyIiIiIiIomoNVZmK7pprnGITIUZFkRERERERERkcZhhQUREREREJBE1ZGarLaE20zhEpsKABZEIu8hqQI99qmtO2ZthNkRERERERG0Pl4QQERERERERkcVhhgWRiJqL9kCVebaXIiIiIqK2i0U3ierHDAsiIiIiIiIisjjMsCAiIiIiIpKIyoxFN801DpGpMGBhIJVKhXv37iExMRFJSUlITExEWloalEolACAsLAxr1qyRvM+cnBxcu3YNcXFxSEtLQ15eHqqqquDo6AgvLy+EhoZixIgRCA8PN6hfAFAoFDh9+jROnTqFe/fuoaioCC4uLvDx8cGQIUMwevRoyOVyg/ttKeMTERERERFR82PAwgDnz5/HRx99hOrqaovtMzk5GZ999hkSEhJEXy8rK0NZWRnS0tJw5MgRhIeH44033oC3t7de/WdkZGD9+vVISUnRaS8sLERhYSHi4+Oxd+9ezJs3DwMGDGjy92Np4xMREREREZF5sIaFAcrLy00arGiOPjMzMwXBCn9/fwwZMgRPPfUUnnzySXh5eWlfu3nzJhYtWoQHDx402nd+fj6WLl2qDRbIZDKEhYVhzJgxGDRoEOzs7AAARUVFWL16Na5fv26y78sSxiciIiIiMjU1rP5beNMMX/z4Ry2MWTMsUlNTcfr0ae3z8ePHw9PT05xTMAk3NzcEBwdrv2JjY3HgwAGL6tPX1xdjx45FVFSU4GesVqsRExODL774AtXV1SgoKMD69euxbt06yGT174yxfv16FBQUAAC8vb2xdOlSdOnSRft6cXEx1q1bh+vXr0OpVGLt2rX44osv4OLiYvT3YUnjExERERERkfmYNWBx48YN7Nq1CzKZDHK5HDNmzDDn8E3Wv39/bNu2TbB8or7lF1L06e7ujnnz5iEqKgrW1taix1hZWWHs2LFwdXXF+++/DwC4e/cuYmNj0a9fP9FzLl++jFu3bgEAbGxssGzZMgQGBuocI5fLsXTpUrz++ut48OABSktLsWfPHsycOdOo78WSxiciIiIiag5qjQwqTf03DU07Fvc1pZbFrDlBNTU12sddunSBlVXLSklyd3fXu9aDVH2Gh4cjOjq63mBFbUOGDEFISIj2+aVLl+o99tChQ9rHo0ePFgQLHnNwcMD06dO1zw8fPgyVqun1iKUen4iIiIiIiMzLrBEDNzc37eN27dqZc2iqR48ePbSPc3NzRY+prKzUqQcRHR3dYJ9Dhw6Fo6MjAKC0tBRxcXFNmqPU4xMRERERNRc1ZGb9ImpJzBqwcHd31z4uKysz59BUj9o1K9Rqtegxd+7cgUKhAPAogyE4OLjBPm1tbREaGqp9fuPGjSbNUerxiYiIiIiIyPzMGrDo0aMHbGwelc1ITU0159BUj7S0NO3j2ruH1Hb//n3t486dO+u13KRbt27axxkZGcZP0ALGJyIiIiIiIvMza9FNZ2dnRERE4PLlyygsLMTNmzcRHh5uzilQLXl5eTrZBxEREaLH1Q4Y6Ftvo3379qLnG0OS8e2boSBRFVPwiIiIiEiXSmNltqKbKo0GAOu7Ucth1oAFAMyYMQPXrl2DSqXC1q1bsXbtWjg4OJh7GgRg69at2mUg7du3x6BBg0SPKy0t1T6uXYekIaZc/iPF+A5P1jR+kIGqDvH3nIiIiIiISF9mD1h07doVL7/8MrZu3Yq0tDSsXLkSCxcurHc5AjWPY8eO4dy5c9rnM2fOhK2treixVVVV2sd2dnZ69V/7uNrnG0Pq8akVkkmT7aKpUUgyrteBeEnGdb3fVZJxAcBMN6qEbM3+tgoAsHLXL5j7/9i787Co7nMP4N8zw86wqGwqKIogghGXqFjjUkVjNpM0udFWY9I8vfcmJpGbmltvIybGxrQq6dOmV3ubXpOmqT72uqSaRU3QiLhvLG4oiGwCIvs2w2zn/kE5mZFtgJlzGPh+nmfac+Cc9/cSBTnv/H7vz95EhfpRmbXK/VxXuSvzZyxovBUZF74aRYZtjByiyLheOV0vO3WYqhpFhhWNRnkHVLffM20gM4sCzLJtayrLMER2o8i/uosXL8agQYPw4Ycf4vr161i5ciVmz56N+Ph4jB49Gn5+fjb1KaCeycnJwbZt26TzWbNmYe7cuR1eb7kdbWsPkq5YFj+am5u7n6TC4+tOuAHNXMJBRERERESkFNkLFs8884x0bDKZIIoidDodvv32W3z77bffJ2bjgynQstPFnj177Jpnf1VWVoZf/epXUhEgPDwcr776aqf3WM5WMNpYhW/d1QMA3N3de5CpwuM3C+w5QUREREQOZ4YKJpm2GzWDUyzIuchesLB8kBQEQdpWUxTFDq/riqDQ9G5nU1VVhbfffhvV1dUAgJCQELz77rvw9u58mqlljxHL2Q6dsbyutz1KlB6fiIiIiIiI5CfrtqatLIsUra/exKGu1dXVYd26dSgtLQUADB48GL/61a8wePDgLu/18fGRjmtqbFtf2VoUAQCNpnfrX5Uen4iIiIiIiOQn+wyLqKgouYcc8JqamvDOO++gsLAQQEsBYMOGDQgJCbHp/tDQUOm4vLzcpnvu3bvX7v09ofT4RERERESOwqabRB2TvWCRnJws95ADmk6nw/r165GbmwsA8PLywoYNGzBy5EibY1g+8BcUFMBkMnXZFPXWrVvScVhYWDez7lvjExERERERkfwUWRJC8tDr9fjVr36F69evA2hpPvnOO+9gzJgx3Yozbtw4adcNnU6HnJycTq83GAy4ceOGdD5hwoRuZt63xiciIiIichQzBJihkunFJfXkXFiw6KeMRiN+/etfIysrC0DLNp9JSUmIiYnpdixPT0/ExcVJ50eOHOn0+lOnTkGr1QJo6R8xfvz4bo/Zl8YnIiIiIiIi+bFg0Q+ZTCYkJyfjwoULAAC1Wo01a9Zg4sSJPY756KOPSscpKSkoKCho9zqdTocdO3ZI54sWLepy+YYzjE9ERERE5AhmUYBJppdcvTKI7IUFi35GFEX84Q9/wMmTJwEAKpUKP//5zzF9+vRexZ06dSpiY2MBtMze2LBhA/Lz862uqaurw8aNG6WdSHx8fPDMM890GDMlJQVPPPGE9JJ7fCIiIiIiIuq7ZG+62RlRFFFbW4v6+nppSn9f21Vk/fr1qKqqsvqY5Raaubm5WLVqVZv73nnnHQwZMsThMb/++murJRMhISG4du0arl271slX1cLHxwfLli3r8PNvvvkmVq9ejaqqKpSXlyMxMRHjx49HcHAw6urqkJGRgebmZgDfz+qw55aiSo9PRERERERE8lG8YKHX63HkyBGcPXsW2dnZUqGi1f79+9vcU1BQIG3R6eXlhSlTpsiSKwAUFRV1urWmTqfD7du323zcaDTKErO2ttbqvKSkBCUlJR3GthQUFNRpwSIgIADvvfcekpOTkZeXB7PZLPXIsOTn54fExESrvhP2oPT4RERERET2Ju+2plwSQs5F0YLF0aNH8fHHH6O+vh5AywwLS4LQ/jeUVqvFli1bIAgCVCoVPv74YwwaNMjh+VLLFqHJyclIS0tDamoqCgsLUVNTA41Gg+DgYMyYMQMJCQnw8/Prl+MTERERERGRPBQrWGzbtg2HDx+WihSWxQlBENoULyxFR0cjIiICt27dgtlsxvHjx/Hkk086PGcA2L59e5+O+ZOf/AQ/+clP7BavPa6urpg3bx7mzZvXqzgJCQlISEhQbPzOuE1vBmyoQOuPuzssByIiIiLq/8yiCmZRntaC5o4fsYj6JEWabv7tb3/DoUOHIIqiVKjw9/fHQw89hISEhE6LFa0eeugh6fjixYsOy5WIiIiIiIiI5Cf7DIvbt29j9+7dUqHCy8sL//Zv/4Y5c+ZApVKhvLwcKSkpXcaZOnUqPv30U4iiiOvXr8NkMnH7SrIb/Vl3QMc1fkREREREREqRvWCxY8cOaQaFl5cXNm/ejLCwsG7HGTFiBDw8PKDT6aDX63Hnzh2MGDHC3ukSERERERE5jAkCBMjzRplJpnGI7EXWJSE6nQ6XLl2CIAgQBAEvvfRSj4oVrSzvvXPnjj1SJCIiIiIiIqI+QNYZFteuXZO24vTy8sL8+fN7Fc/f3186rqqq6lUsIiIiIiIiuYkybmsqcltTcjKyzrC4d+8egJZdQCIjI3vdc8LLy0s61mq1vYpFRERERERERH2HrDMs6urqpGPL2RE91TpbA7DeFpWIiIiIiMgZmKGCINe2prKMQmQ/ss6wcHd3l46bm5t7Hc+yAKLRaHodj4iIiIiIiIj6BlkLFn5+ftJxeXl5r+Pl5eVJx/aYsUFEREREREREfYOsS0KGDx8OABBFEQUFBWhoaOjxzIhr166hsbFROo+MjLRLjkRERERERHIxA7Jta8olIeRsZJ1hERERAY1GA0EQYDabcfDgwR7H2rt3r3Q8dOhQDB482B4pEhEREREREVEfIGvBQhAEzJgxA6IoQhRF/N///R8KCwu7Hefw4cM4f/48BEGAIAj44Q9/6IBsiYiIiIiIHMskCrK+iJyJrAULAFiyZAlcXFwgCAKam5uxdu1aXL582aZ7TSYTdu/ejW3btkEQBIiiCA8PDzz++OMOzpqIiIiIiIiI5CRrDwsACAoKwnPPPYedO3dCEATU1tYiKSkJkyZNwqxZs6wacwJAU1MTiouLkZ6ejiNHjuDu3bsQRRFAy4yNn/3sZ/D29pb7yyAiIiIiIuo1UVTBLNO2pq3PUUTOQvaCBQAsXboURUVFSEtLk2ZKpKenIz093eo6URTx4x//2OocgHTPggULsGDBAllzp4HBbXozYMOUOf1x9y6vISIiIiIiou5TpGABAKtXr0ZQUBD27dsHQWh5MLQsSLSyrAK2FipEUcSzzz6LFStWyJs0DRyCANjQrVlwsd+3kGgy2S1W9wYegJV2QfbVcAAAlW/PdkXqNbMyf8YeV4sVGRcA4OmhyLCih5sy43op8/WqBGXWQqvs+LPXWZiHBSoybuHjfl1f5AAmD2V+boVXKfRzGoD6boUi4wruMr/54qbQ7ztE5JQU+xdfpVLhhRdewJQpU7Br1y5kZWVJnxNFUSpatBYpWj8eFRWF559/HnFxcYrkTQOD4bwn0KzMQy0RERERDRxmUbBpZq/dxiJyIoq/RTF+/Hi89957KCoqQnp6Oq5du4aKigrU19fDaDTC19cX/v7+iI6OxuTJkxEZGal0ykRERERERETkYIoXLFqFhYUhLCwMixcvVjoVIiIiIiIiWZhh21Jk+41F5Dw4552IiIiIiIiI+pw+M8OCiIiIiIhooGEPC6KOcYYFEREREREREfU5fWqGRUlJCXJyclBbW4v6+noIggCNRgM/Pz9ERkZi2LBhSqdIRERERERERDJQvGBRXl6Or7/+GkeOHEFdXV2n1/r6+mL+/Pl45JFHEBwcLFOGREREREREjmEWVYAoz8R3syjKMg6RvShWsDCbzdizZw/+/ve/w2g0Qrzvm0cQWtZXWX68trYWn3/+OQ4cOIClS5fi2WefhUrFVS1ERERERERE/Y0iBQuDwYD33nsPGRkZUkHi/gJFZwUMo9GIHTt24OrVq0hKSoKrq6uM2RMREREREdmHKMrXDJMTLMjZKFKw2LRpE9LT0wG0FCJEUYQoihg6dCiioqIwbNgweHt7AwAaGxtRUlKCmzdvorS01OqejIwMbN68GWvXrlXiyyAiIiIiIiIiB5G9YHHs2DGcO3fOasbEpEmTsHz5ckRGRnZ6782bN7Fjxw6kp6dLRYtz584hNTUVc+bMkSN9IiIiIiIiuzFDgACZZljINA6RvcjeAGLXrl1SsQEAXnzxRbz77rtdFisAICoqCu+++y5efPFFiKIoxdm1a5ej0yYiIiIiIiIiGck6w6KgoAAlJSUQBAGCIGDRokX40Y9+1O04P/rRj1BWVoZDhw4BaNkONT8/H+Hh4XbOmAYq16lawIa1hIaTXjJkQ0RERERENPDIOsMiLy8PQMsyEJVKheXLl/c41vLly6FWq6WlJbdv37ZLjkRERERERHIxi4KsLyJnIusMi+rqagAtTTOjoqLg4+PT41i+vr6IiorC9evXIQiCFJvIHgznPYFmbplLRERERESkFFkLFm5ubtJxQEBAr+NZxuDWpkRERERE5GzMogBBtm1NOcOCnIusbyEPGTJEOm5ubu51PMsYlrGJiIiIiIiIyLnJWrAYNWqUdFxQUNDreJYxRo8e3et4RERERERERNQ3yFqwCAkJQUxMDERRRHl5Oa5cudLjWJcvX8bdu3chCALGjh2LkJAQO2ZKRERERETkeCLka7gpgktCyLnI3lXQchvTbdu2obGxsdsxGhoa8Mc//rHdmERERERERETk/GQvWEybNg2LFy+GKIq4c+cO3nrrLRQVFdl8f1FREd566y0UFxcDAB577DHEx8c7Kl0iIiIiIiKH4bamRB2TdZeQVj/72c/g4+ODXbt2IT8/H6tWrcLs2bMxe/ZsjB07FhqNxur6hoYGZGdn4/jx40hLS4PJZIJarcbSpUuxZMkSJb4EIiIiIiIiInIguxYsVq5c2a3r3dzcoNVqYTKZcOzYMRw7dgwAoNFo4OXlBUEQ0NjYiIaGBukeURQhCALc3d2RmpqK1NRUAC3LS4iIiIiIiJyJGQIgW28JQf4p9kS9YNeCRXFxMQRBgCiKXV4rCILV/1veU19fj/r6+k7v02q1uHPnjlTAICIiIiIiIqL+wyFLQnpSQGDRgYiIiIiIiIha2bVg4efnx8IDERERERGRjcyiAMjVDJNNN8nJ2LVg8dlnn9kzHBERERERERENUIrsEkLU17lO1dpUgTac9JIhGyIiIiLqrzjDghylqakJOTk5KCkpwd27d1FbWwudTgeTyQR3d3d4eXkhICAAISEhGDVqFEJDQ5VOuQ0WLIjaI4pA171jIZpM9h2T5CGalc5AVoKXpyLjmof4KjIuAECh5Yn6IcoUMUUXZb5eFz8PZca9135jbjkIeoMi46r0RkXGVesUGRbDTjQrMq7LnSpFxgUAs1GZP2MhbKi8A6r1AMrlHZNoALl8+TLOnz+PS5cuoaioqFv3enp6Yvz48XjwwQcxbdo0DB482EFZ2o4FC6J26M95ADpWoImIiIjIsUQREGWa+SDw/bF+qby8HIcOHcJ3332HqqqWwuv9O3d21GvS8rqmpiacP38e58+fx//8z/8gLi4OCxcuxIwZM6BSKbMhLgsWRERERERE1C3Z2dn47rvvkJ2djfLycmi1Wri5ucHf3x+jR49GfHw8Zs6cCVdXV5tjGgwGpKWl4fjx4ygsLERNTQ00Gg2Cg4MxY8YMzJ8/H35+ft3K0xEx+4pbt25h7969OH36NMxms1R8EARBKlC0fuz+AkZ7LO8RRREZGRnIyMhAQEAAnnzySSxatAhubm4O+mrax4IFERERERER2aShoQEffvghTp8+3eZzWq0WWq0WpaWlOHnyJHbu3Ik33ngD48aN6zJuUVERkpOTkZeXZ/Xx6upqVFdXIzs7G59//jkSExPx4IMP2pSrI2L2BSUlJfjss89w6tQpAC0FBssZFKIows3NDSNGjEB4eDiCgoIQEBAAb29vuLu7Q61WQ6/XQ6fToaqqCpWVlSgqKkJ+fj4qKyutxhJFEffu3cP27duxd+9e/PjHP8aCBQugVqtl+VpZsOgBk8mEwsJC5OTkIDc3Fzk5OcjPz4fxn2sPx48fj1//+tf9Kubly5fx1ltvdWt8S4mJiUhISOjx/QCQkpKC3//+9926Z/ny5ViyZEmvxiUiIiIichSzKMi4JKR34zQ3N2PdunXIzc2VPubn54fRo0cjICAAtbW1KCwsRFlZGQCgtLQU69atw8aNGzF27NgO41ZUVCApKUlaziAIAmJjYzF06FDU1tYiIyMDer0eNTU12LhxI9avX4+4uLhOc3VETKXpdDrs2rUL+/fvt5pRAbQUFqKiojB9+nQ88MADiIyM7FFRobq6GllZWcjMzMSZM2fQ0NBg9bk//vGP+Oqrr/Dyyy8jNjbWLl9XZxQvWGRnZyMzMxN5eXmoqalBU1MTTD1oZLht2zYHZNfW6dOn8cEHH6C52X7NoJwlZm8MGjRI6RSIiIiIiKgX9u3bJxUrVCoVfvKTn+Cpp56Cu7u7dI0oikhLS8O2bdvQ2NiI5uZm/Pd//zf+8Ic/dBg3OTlZKiwEBQUhKSkJo0aNkj5fW1uLLVu2IDMzE0ajEZs2bcJHH30EjUYja0ylvfLKK6iqqrIqVAQHB2PhwoWYO3cuAgMDez3GoEGDMGfOHMyZMwevvvoqMjMzcfjwYZw7d056Ti8oKMBbb72FV199FQsXLuz1mJ1RrGBx6dIl/O///i/u3Llj9XFb1tbcr6MGIo7Q+k030GIOGTIEjz32mM3Xp6eno6SkBADg7++PiRMn2i0XAAgNDbWpAhoZGWnXcYmIiIiI7EmUcYZFb7c1TUlJkY4ff/zxdmcyC4KA2bNnQ61W4ze/+Q0AID8/H/n5+QgPD29z/YULF3D16lUAgIuLC9atW9fmOj8/PyQlJeH1119HWVkZ6uvrsW/fPqxYsaLdPB0Rsy+orKyUnn2jo6PxL//yL3jwwQcd9jysVqsxefJkTJ48GdXV1fjiiy/w9ddfo6mpScrH0RQpWPz973/Hzp07AbRdb9Pd/9g9KXDYg7+/PyIjI6VXeno6Dhw40G9jDhs2DC+//LJN15pMJvz0pz+VzufOnWv3NU5RUVE250NERERERL3T1NSE8vLvt6SdM2dOp9fHx8fD3d1dehP1zp077RYsvvrqK+l4/vz57V4DAB4eHli2bBk++OADAMChQ4ewbNmydp8zHBGzrxgzZgxeeOEFTJgwQdZxBw0ahBUrVuCZZ57B559/jv3798syruwFi7S0NOzYsQPA991LW4sOarUaXl5effovyJQpU7B9+3YEBQVZffzmzZv9Pqat0tPTUV1dLZ3PmzfP4WMSERERETkjMwSIkKmHRS/G0Wq1Vufe3t6dXt/6bNdasGjvjWatVovMzEzpvKuedzNnzsS2bdug1WpRX1+PK1eutJl17YiYfcXq1au7LBQ5mre3N5YvX45HHnlE6lXiSLIWLERRxCeffAIAUqEiNDQUTz75JCZNmtTm4bovckQvBmeJaasjR45Ix6NHj7ZaK0ZERERERM7Hz88Pbm5u0Ov1AIDCwkIMHz68w+trampQW1srnbf3THD9+nUYDAYALbMdulrO7erqirFjxyIjIwMAkJWV1aa44IiYfYXSxQpLQ4YMwZAhQxw+jsrhI1i4ceMGKioqpGUfU6dOxYcffoiHH37YKYoV1LXGxkacO3dOOp8/f76C2RARERERkT24uLhgypQp0vmuXbug0+k6vP7TTz+F2WwGAMTFxbVb3CguLpaOR44cadNM+4iICOm4qKhIlpikHFlnWBQUFABomWnh6uqKVatWwcVF8Y1KyI7S0tKkqquLi0ufqgISEREREfU1zrSt6fPPP4+MjAxotVrk5eVh1apVWLJkCcaNGydta5qfn489e/bg2rVrAICwsDAkJia2G8+yuGDrG9iWO2FY3u/ImKQcWasFdXV1AFqWg0RHR8PPz0/O4UkGR48elY6nTJnisD/jxsZGpKWloaioCI2NjfD29saQIUMQExODsLAwh4xJRERERDSQhYWFYdOmTdiwYQMqKipQWlqK3/3ud+1e6+3tjblz52LFihXw8vJq95r6+nrp2N/f36YcLJe+NzQ0yBKTlCNrwcLNzU06Hjx4sJxDkwxKSkpw/fp16dyRy0HOnj2Ls2fPtvu58PBwPPfcc5g1a1bPB3B3wO4zOvm23yUiIiIi5+BM25oCLb0o/vSnP+Gbb77Bp59+2uGykMmTJ2OYfuedAAAgAElEQVTu3LkdFisAWN1r+azYGcvr2hvbETFJObIWLIYOHSod399llpyf5ewKHx8fPPjgg4rkkZ+fj82bN+PixYt4/fXXe7TrjMfMZrvnpfva0+4xiYiIiIjkVFtbi08++QSpqakwGo0YNGgQxo0bBx8fHzQ1NeHGjRsoLy9HWloa0tLS8PDDD+OVV15p93fy1qXkAGxuFeDq6iodt+5A4uiYpBxZCxYxMTFQq9Uwm824ffu2nEOTg4miiO+++046nzNnjtU3vr0EBwdj1qxZmDhxIsLCwuDj4wOTyYTy8nJcunQJBw4cwL179wC07Fbi5uaGlStX2j0PIiIiIiJ7ECHALNMMC1Uvt08tKSnBW2+9hcrKSri6umLlypVYuHChVTFCFEWcOHECW7duRWNjIw4fPgyVStXu7+SWMxuMRqNNObTuAAIA7u7ussR0ZidPnsQnn3wCQRDw5z//Wel0uk3WgoVGo8GMGTNw4sQJVFRU4OrVq4iNjZUzBXKQK1euoLy8XDp3xHKQ+Ph4zJs3DyqV9eY2rq6uGDFiBEaMGIGFCxciOTkZ58+fBwAcPHgQc+bM6fbfM91Jd6CZSziIiIiIiADAZDLh/fffR2VlJQDgtddew7x589pcJwgCZs2aBV9fXyQlJQFo+Z08ISEBUVFRVtd6eHhIx5YzIzpjeZ3l/Y6M6cx0Oh3Ky8ulnTqdjazbmgLAihUr4OnZMjX+o48+4hqhfuLIkSPS8YgRIzBmzBi7j6HRaNoUK+7n5eWFNWvWWG2btGfPnu4P1iy09Jyw54uIiIiIyEmdOnVK2vUxNDS03WKFpbi4OEycOFE6T0lJaXONj4+PdFxTU2NTHtXV1dKxRqORJSYpR/aCRUhICFavXg2VSoX8/HysX79eqtKRc9LpdDh16pR07shmm7Zwd3fHM888I51fvnzZapoXEREREVFf0dp0U65XT128eFE6fuCBB2y6Z8KECdJxTk5Om8+HhoZKx5aztTvTuvz7/vsdGZOUI+uSkFbTpk3Du+++iy1btuDatWt4+eWXMWfOHEyZMgWhoaHQaDTdnrJi65Y1ZH+nT5+WmqiqVCrMnTtX2YTQUtFt1dzcjPLycqtZF0REREREZDvLN5ktZzF0xtfXVzpuampq83nL4kBBQQFMJlOXDfNv3bolHYeFhckSUwm2Flu6UldXZ5c4SlGkYAG0VNs2bNiAtWvXoqGhAd9++y2+/fbbHsfbv3+/HbOj7rDcHWTSpEl9Ystay72UAev9mImIiIiI+gqzKF/Tzd5sa2rZjNLW360tH5a9vb3bfH7cuHFwdXWFwWCATqdDTk4OoqOjO4xnMBhw48YN6dxyBocjYyrhZz/7mdP2nbAn2ZeEAIDZbMZf//pXrF69Go2NjRAEAaIo9vhFyqmoqEBWVpZ0rvRykFb3b0fU37r9EhERERHJKTAwUDq+fPmyTfdYPicMHTq0zec9PT2tZkZb9sVrz6lTp6SZ3RqNBuPHj5clplJ684zcX56XZZ9hYTab8f777+P8+fMQRVGqGrUWLci5fPfddzCbzQBaqqbTp09XOKMWltO6APSJWR9ERERERM4qLi4OX375JQCguLgYR48e7bTxZmZmJjIyMqTzyZMnt3vdo48+igsXLgBoacz5+OOPY+TIkW2u0+l02LFjh3S+aNGiDpd6OCKm3Fqfk/39/Xu1tL26uhp37tyxV1qyk71gsWfPHpw7dw6CIFgVKQIDAzFs2DB4e3v3mb8k1LXvvvtOOp41a5bVvsdKsuxCHBYWBj8/PwWzISIiIiJqnyi2vOQaq6emTp2K4cOHSw+/W7duRXNzMxYuXGj1/CaKIk6cOIGtW7dKHwsICMDs2bM7jBsbG4urV6/CaDRiw4YNWLduHcLDw6Vr6urqsGXLFpSWlgJo6aFh2WRfjphyGzp0KEpLSxEaGoqNGzf2OM6RI0fw+9//3o6ZyUvWgoVer8e+ffusChUJCQl49tlnMWzYMDlTITu4efMmioqKpHNHLgfRarXSdrhdOX36NFJTU6XzvtAElIiIiIjImanVarzxxhtYu3YtmpubodfrsW3bNuzatQvR0dHw9fVFU1MTsrOzrRpGurq64s0334Srq2uHsd98802sXr0aVVVVKC8vR2JiIsaPH4/g4GDU1dUhIyNDWvKtVquxZs2aLrcfdURMOUVERKCkpAR5eXlKp6IoWQsWly9fRlNTkzS74tlnn8Xzzz8vZwpkR5brwYYPH95pM5uOpKSkWFX8vvjii3avO3nyJA4ePIjHH38c06dPh5eXV5trmpqacODAAezatUsqiAUEBGDx4sXdzouIiIiISA5mAGY4R3PFsWPH4v3338dvf/tbaaZFVVUVTp061e71wcHB+PnPf46YmJhO4wYEBOC9995DcnIy8vLyYDabrfpftPLz80NiYqJVjwo5Y8opMjISaWlpaGpqQmlpabs9QAYCWQsWxcXFAFqmCWk0Gvz4xz+Wc3i7Wb9+Paqqqqw+Vl1dLR3n5uZi1apVbe575513MGTIEKeO2cpgMCAtLU0672z9mr3cvHkTv/3tb+Hi4oLQ0FAMHz4cGo0GJpMJ9+7dQ3Z2tlWzTY1Gg/Xr18PDw8PhuRERERERDQRRUVHYunUrzp49izNnziA3NxdVVVXQarXw8PCAv78/xowZg2nTpmHmzJlwcbHtkTMsLAzJyclIS0tDamoqCgsLUVNTA41Gg+DgYMyYMQMJCQndWurtiJhyGTNmjHScm5vLgoUcDAYDgJYGImPHjrX5L29fU1RU1Om+uDqdDrdv327zcaPR6PQxW50/f17azkilUuGHP/xhl/fYi9FoRH5+PvLz8zu8ZsKECUhMTERQUJBseRERERERdZcoChBl2tbUXuOo1Wr84Ac/wA9+8AO7xGvl6uqKefPm2fXNUEfElENERARGjRoFAKitre1xnJiYGCQmJtorLdnJWjGw3KmhL60Pou47evSodDxhwgSrbY4cYc6cORg2bBiys7ORnZ2NsrIy1NfXo66uDqIowtvbG0OHDsXYsWMxe/ZsREZGOjQfIiIiIiIiR/H09LRLs8yhQ4c69ewMWQsWlg+1dXV1cg5tV9u3bx+wMVslJSXZJU5CQgISEhK6vM7V1RUxMTFdrn8jIiIiIiKi/kHWgkVMTAz8/PxQW1uLmzdvwmw2Q6VSyZkCkU3cpukAG6bM6dPs1x9DcHe3WyxnIRq6Xn7Un4i65q4vcgChnSa1cjD5KNc/pirGtl2F7D7ueJn2pbuP6GZWZFzPYmX+bg07pdzvDqJKmcZ4KqMyf8bDj/Z8GnJvqJr0iowrarWKjAsAMCvzZ4zyqq6vsSdXIxAm75B9nSgKMMu0JESQaRwie5H1X3y1Wi31OmhqasKxY8fkHJ6IiIiIiIiInITsXS+XLl2K06dP4+7du/j4448RHR2NYcOGyZ0GUaf05zwAHSvQRERERORYotjykmssImci+5xKLy8vvPvuuwgMDERdXR1+8Ytf4OTJk3KnQURERERERER9mOwzLNLS0gAATz/9NHbu3Im6ujps3rwZISEhmDx5MsLCwqDRaCAI3Xt3e9asWY5Il4iIiIiIyGGccVtT6jvKyspw7do1AC07K6rVaoUzsi/ZCxZbtmyxKkYIggBRFFFaWoqvv/66x3FZsCAiIiIiIqKBJDs7G7/73e8gCALi4+PhpVCzdUeRvWDRShRFqXBhWcAQu7GwqrXY0d3ZGERERERERETUtylSsGgtSnSnONFZHCIiIiIiImfEJSFEHZO9YPHKK6/IPSQRERERERERORnZCxaPPPKI3EMSERERERH1SWYIMMs080EAZ1iQc5F9W1MiIiIiIiIioq4o1nSTiIiIiIhooBPFlpdcYxE5E86wICIiIiIiIqI+hwULIiIiIiIiIupzuCSEiIiIiIhIIdzWlKhjshcsampqHBLX39/fIXFpYHKbpgNs+IGuT/OQIRsiIiIiIqKBR/aCxYoVKyAI9q/s7d+/3+4xiYiIiIiIHErGGRa2vCFH1JcotiREtGOLWkcUQGhg05/zAHT8e0VERERERKQUp+lhcX9Rwp4FDyIiIiIiIiLqW2QvWDz00EPdmhFhMpnQ2NiIwsJCVFdXA2gpXmg0GkyaNMlRaRIRERERETmc+M+XXGMRORPZCxa/+MUvenxvbm4u/v73v+Ps2bNobGyEh4cHXnvtNS4JISIiIiIiIupnVEon0B1jxozB2rVr8eKLL0IURaSkpGDr1q1Kp0VERERERNQjrduayvUiciZOVbBo9aMf/Qg//OEPIYoivv32W5w5c0bplIiIiIiIiIhk5eHhgcDAQAQEBPTLlQdO03TzfsuWLcOxY8cAAHv37kV8fLyyCREREREREXUXm1hQL8THx/frZ2GnnGEBAEFBQRgxYgREUcTNmzdRUlKidEpEREREREREZCdOW7AAgKFDh0rHt2/fVjATIiIiIiIiIrInp10SAgBubm7ScUVFhYKZEBERERERdZ8oQrZmmCKXhJCTceoZFpZFCpPJpGAmRERERERERGRPTjvDorq6Gjdu3JA6ofr6+iqcERERERERUfe0zLCQbyzq344fP46zZ88iIiICkZGRiImJgVqtVjqtHnPKgoUoivjjH/8ozaoQBAFjxoxROCsiIiIiIiIi5aSmpuLChQs4ceIEAgMD8ec//9mm+3Q6HTw8PBycXfc5XcEiKysLO3bsQHZ2NgRBgCiKCA4ORnh4uNKpUT/iNk0H2LCWUJ/W976piUgZZekpaLyllX3c5vwCiCYj4OIC99Ej5Rs3rwCqJhMEtQs8Q+UbFwC0d1resFC7eCA8fK6sYxMR2ZsoCjL2sJBnHFLO1atXIYoiBEHAokWLpBUJHdm7dy8OHDiAmpoaqNVqhIaGYu7cuXjsscfg7u4uU9Ydk71gsX79+m7fYzKZ0NjYiOLiYjQ3NwNomWUBtMyuWLp0qT1TJAIEAUDXP9AFO06vUvn72S1Wd4j1DYqMCwDiP7+fBwyF5mGKXsoU1kSVcr8UNT1cL/uYzeV1WGTORE2dWdZxb+r1MJkAtQmI0t+Vb9xmPUwA1ACi3MtkGxcATriFQeXhCZdBaqjnyfvLlD5QmZ5ZtxdvV2Tc+P98WZFxB58rV2RcQcl3FwWFWsvJ/W+xyL5zRI5SUlKCpqYm6Xz69OmdXv+3v/0Nu3fvlp6tjUYj8vPz8emnn+Kbb77BL3/5S4wcKe+bEveTvWBx6dKlLqs87REtftEXBEGaXbFgwQLMmzfPnikSwXDeE2h26p60RKSAmjozCu8Y4OYqX7GmrsEMAYAIoKzc2O/HBQBDbTVcAQCDZB2XiIioL7tz54507O3tjbCwsA6vvXfvHvbu3QsA0vN568wMURRRUlKCt99+G5s2bUJISIhjE++E0ywJsfyPKIoi3N3dsWzZMjz55JMKZ0ZERPQ9N1cB0yfL9y5t6cEGmM2AWoUBMS4AZKc4b/MwIqK2BJuWItttLOq37t27B6Dl2bmrmREHDx6EyWSSnrPd3d0RHh6O4uJiNDQ0QBAEVFdX4w9/+AM2btzo8Nw7okjBQuzBtGg3Nzf4+fkhIiICcXFxmDt3Lry9vR2QHREREREREZFz0Wq/76Xl59f5cvPU1FRpNsWQIUOwefNmBAYGQq/X46OPPsI333wDALhy5QpOnz6NGTNmODT3jshesGiddtIdKpXKqbdiISIiIiIiag+3NSV7ad1FE0CnDTPz8/Nx7949qdXCT3/6UwQGBgJomSjw2muvobS0FJcvXwYAHDp0SLGCheyL9F1dXbv9YrGCiIiIiIiIqGNeXl7ScXMnDXUvXLgAoGXlg7+/P2bNmtXmmuXLl0vXZGVlQafT2Tlb27CrIBERERERkVJEmV/Ub/n6+krHFRUVHV538eJFAC29LuLj49vdFGPcuHEYNKilubXZbMatW7fsnK1tWLAgIiIiIiIicnKtjTZFUURBQQEMBkOba2pra3H9+nXpfMqUKR3GCw8Pl45LS0vtl2g3sGBBRERERERE5OTCwsKkZSF6vR7nzp1rc01aWhrMZrN0HhMT02E8yxkbDQ0NdszUdixYEBERERERKUQUBVlf1H+pVCo89NBD0vlnn31mtXNIU1MTdu/eLTXbHD16NDQaTYfxjEajdKzX6x2TdBcU2daUiIiIiIiIiOzriSeeQEpKCkRRRGlpKX7xi1/g6aefhru7O/bs2YPq6moALf0rfvCDH3Qay3JWhZubm0Pz7ojdCxZfffWVvUPa5LHHHlNkXCIiIiIioh6Tsxkmm272eyNHjsQTTzyB/fv3QxAEFBQU4Pe//z2Alt4WgiBAFEW4urpiwYIFncYqLi6Wji2Xh8jJ7gWLP/3pT+12GXU0FiyIiIiIiIhooPvpT3+Ku3fv4syZM1KBAoD0nC4IAp599ln4+/t3GKO6uhqVlZXSeWBgoGOT7oDDeliIoijbi4iIiIiIyBmxhwXZm0qlwi9/+Uu89NJLVjMjWp+fH374YSxZsqTTGK1bn7YKCwtzSK5dcUgPC0cXESxncLBgQY7gOlUL2PAD3XDSS4ZsiIiIiIiIbCcIAp566ik88cQTyM7Oxt27d2E2mxEdHY3Q0NAu7z958qR0HBAQ0OlsDEeye8HimWeesXdIK0VFRTh37pwiy06IiIiIiIiInIVarUZsbCxiY2Ntvqe8vBzp6enSM3dnW586mt0LFi+88IK9QwIAqqqqsGPHDly8eJHFCnI4w3lPoJm7/hIRERGRg7HpJvUxp0+fBvB9k85JkyYplkuf39a0qakJe/bswRdffAG9Xi/9RwNa/gOGhIRg+fLlCmdJRERERERE5PyefPJJLFq0CLdv38atW7cwdepUxXLpswULg8GAL7/8Ert370ZjY6NVZ1NRFOHn54clS5bgkUcegVqtVjhbIiIiIiKinhD++ZJrLKKuubu7Izo6GtHR0Yrm0ecKFqIo4siRI9i5cycqKyvbFCrc3d3x9NNP4+mnn4aHh4fs+ZlMJhQWFiInJwe5ubnIyclBfn4+jEYjAGD8+PH49a9/3e9ipqSkSPv32mr58uVddp/tCYPBgLS0NBw/fhyFhYWoqamBRqNBcHAwZsyYgfnz58PPz8/u4xIREREREZF8+lTB4ty5c/jss89QWFjYplChUqmwaNEiLF26VLGH0dOnT+ODDz5Ac3PzgIvZVxQVFSE5ORl5eXlWH6+urkZ1dTWys7Px+eefIzExEQ8++KBCWRIREREREVFv9YmCRXZ2Nv7yl7/g+vXrbQoVADBr1iw8//zzCAkJUTJNNDY22r0I4CwxLYWGhiIuLq7L6yIjI+06bkVFBZKSklBVVQWg5e9IbGwshg4ditraWmRkZECv16OmpgYbN27E+vXrbcqTiIiIiEgxbLpJ1CFFCxZFRUX461//inPnzgH4vgupKIoQRRETJ07ECy+8gIiICCXTbMPf3x+RkZHSKz09HQcOHBgQMQEgKioKL7/8cq/jdFdycrJUrAgKCkJSUhJGjRolfb62thZbtmxBZmYmjEYjNm3ahI8++ggajUb2XImIiIiIiBytrKwM165dAwDMmTOn3/V3VKRgUVlZiZ07d+Lo0aMwm81SoaK1WBEREYEXX3yxz707PmXKFGzfvh1BQUFWH79582a/j6m0Cxcu4OrVqwAAFxcXrFu3DuHh4VbX+Pn5ISkpCa+//jrKyspQX1+Pffv2YcWKFQpkTERERERkA86woF7Izs7G7373OwiCgPj4eHh5eSmdkl3JWrBobGzE7t278eWXX8JgMLQpVISEhOD555/HrFmz5EzLZoMGDRqwMZX21VdfScfz589vU6xo5eHhgWXLluGDDz4AABw6dAjLli3rd5VGIiIiIiKi/k6WgoXBYMAXX3yBPXv2SFuUWhYq/P39sWTJEixatIgPltSGVqtFZmamdJ6QkNDp9TNnzsS2bdug1WpRX1+PK1eu9LnZOkREREREAABRaHnJNRaRE3FowaKrLUo9PT3x1FNPKbZFKTmH69evw2AwAGiZQdFVM09XV1eMHTsWGRkZAICsrCwWLIiIiIiIiJyMwwoWZ8+exV//+lcUFxe3KVSo1WosWrQIS5YsUWyLUuq5xsZGpKWloaioCI2NjfD29saQIUMQExODsLAwu49XXFwsHY8cOdKmWTgRERFSwaKoqMjuOREREREREZFj2b1gcf36dfzlL39BdnZ2u1uUzpkzB8uXL0dwcLC9hyaZnD17FmfPnm33c+Hh4Xjuuefs2ofEsmBxfyPRjgQGBrZ7v83czd2/pyvNKvvHJCIiIiKnJ7IZJlG77F6wWLNmjVSgsNyidNKkSXjxxRettqGk/ic/Px+bN2/GxYsX8frrr9ulJ0l9fb107O/vb9M9lo1HGxoauj2m+wxdt+/pSvNhbq9K1J9pbxThZoMedQ1mlB7s/s+dnqquMUMEIAjAPwbAuABgbDLCrGuG2aCXdVwiIiKSl8OWhFgWLeLj4zFhwgRcu3ZN2iPW3h577DGHxKXvBQcHY9asWZg4cSLCwsLg4+MDk8mE8vJyXLp0CQcOHMC9e/cAAEeOHIGbmxtWrlzZ63F1uu+LB25ubjbdY3md5f1KErrKXatQnmYHzCaxlTCwGj8JLorsJA2Tn6ci4xYuVK430Wvjjso+5m9damAyAQLk/bYS8f07cwNhXADwdm+Gu6ceg/21SP7xJ7KO/dZ/vyTreK3GDXlekXGHlRoUGRfVtYoMKwrKzYYU1AqN7SPzGyquRgCV8o7Z13FbU6IOOey359YlIKIo4syZMzhz5oyjhgLAgoWjxcfHY968eVCprP8xdXV1xYgRIzBixAgsXLgQycnJOH/+PADg4MGDmDNnDmJjY3s1tl7//TtoLjY+8Lm6ukrHzc3N3R/zgi+g5xIOIrKdi5sKZnXL74JyPncI//wfAYBqAIwLAKJJhEqtgovbwCp6EhERDTQOnWHRSnTQoizLWRzkWBpN19V3Ly8vrFmzBomJibhz5w4AYM+ePb0uWFjOljAajTbd07qrCAC4u7t3f1C9ij0niKhbwif6weWWHmXlRkyfLN/skn8cbIDZ3FI0eOoR+d4pVWpcAPj2QjMGBbpi1DjuMEZE/QC3NSXqkEOeyFr7VrS+HMWRsaln3N3d8cwzz0jnly9ftioe9ITllreWsy06Y3kdt8wlIiIiIiJyPnafYWH5sEoDU1xcnHTc3NyM8vJyDB8+vMfxfHx8pOOamhqb7qmurpaObZkdQkRERERERH2L3QsWL7zwgr1DkpOx3KEDsN7loydCQ0Ol4/LycpvuaW3+ef/9RERERER9iggIbLpJ1C4u0ie7u7/JZY96SFiwLDgUFBTAZDJ1ec+tW7ek47CwsF6NT0RERERERPJjwYLszrJYAACDBw/uVbxx48ZJu37odDrk5OR0er3BYMCNGzek8wkTJvRqfCIiIiIihxFlfhE5ERYsyO5SUlKk47CwMPj5+fUqnqenp1VfjCNHjnR6/alTp6DVagG09K8YP358r8YnIiIiIiIi+bFgQV1qffi3xenTp5Gamiqdz5071y45PProo9JxSkoKCgoK2r1Op9Nhx44d0vmiRYugVqvtkgMRERERkd21bmsq14vIibBgQV06efIkVq9eje+++w5NTU3tXtPU1IRdu3Zh06ZN0nazAQEBWLx4cYdxU1JS8MQTT0ivzkydOhWxsbEAAKPRiA0bNiA/P9/qmrq6OmzcuBGlpaUAWnYX4a41RERERETUX3l4eCAwMBABAQEQhP5XkLL7LiH93fr161FVVWX1McstNHNzc7Fq1ao2973zzjsYMmSI08a8efMmfvvb38LFxQWhoaEYPnw4NBoNTCYT7t27h+zsbKtmmxqNBuvXr4eHh0e7+fXEm2++idWrV6Oqqgrl5eVITEzE+PHjERwcjLq6OmRkZEg5qNVqrFmzhluaEhERERFRvxUfH4/4+Hil03AYFiy6qaioqNOtNXU6HW7fvt3m40aj0eljtn4+Pz+/zewGSxMmTEBiYiKCgoI6jdVdAQEBeO+995CcnIy8vDyYzWZkZWW1uc7Pzw+JiYlWfS+IiIiIiPokOZthsukmORkWLKhLc+bMwbBhw5CdnY3s7GyUlZWhvr4edXV1EEUR3t7eGDp0KMaOHYvZs2cjMjLSYbmEhYUhOTkZaWlpSE1NRWFhIWpqaqDRaBAcHIwZM2YgISGh140+iYiIiIiISFksWHTT9u3bB1xMV1dXxMTEICYmxm4xASAhIQEJCQk9ymfevHmYN2+eXfOx5DKxzqamRMZzLIwQERERUS9whgVRh9h0k4iIiIiIiIj6HM6wIGqHMcMXaGY9j4iIiIiISCksWBARERERESmFS0LIgXJycnDx4kXk5+ejvr4eKpUKGo0GISEhCAsLc+gye3tgwYKIiIiIiIioHykpKcHWrVtx5cqVTq9jwYKIiIiIiIg6ZkOzdyJbZWdnY8OGDWhsbIQoihAE679fotgy1eb+j/dFLFgQERERERER9QPV1dV4//330dDQAEEQIAgCRFGEh4cH/P39odVqUVtb22mMo0eP4vDhwxgzZgwiIyMxd+5ceZJvBwsWREREREREChHElpdcY1H/tmvXLtTU1EiFilGjRuGll17CAw88AJVKhbt37+Jf//VfO40xc+ZMbN++HdnZ2QCAsLAwREREyJF+G9wGgYiIiIiIiMjJ6fV6pKSkSEs9IiMjsWnTJsTFxUGlann0t2UZiLu7O2bOnCktHTl58qTjku6C7AWLO3fuyD0kERERERERUb92/fp1GAwGqdDw6quvwsPDo0expk2bJh1nZmbaJb+ekH1JyCuvvIKAgABMnDgRkyZNQlxcHHx9feVOg4iIiIiISHnc1pTspKSkBEDLLIrhw4dj9OjRPY4VExMDoKVBZ15eHvR6Pdzc3OySZ9LY+ScAACAASURBVHco0sOisrISR44cwZEjRwAAo0ePxsSJEzFx4kTExMTA1dVVibSIiIiIiIiInFJDQ4N0HBYW1qtYXl5eCAwMxL1792A2m1FcXNyrAkhPKdp0s3Wqyq1bt5CXl4d9+/bBzc0NMTExmDRpEiZNmoSRI0cqmSIRERERERFRn+fp6Skd22M2REhICO7duwcAKC0tHRgFi0WLFiEjIwNlZWXSx1obf4iiiObmZmRkZCAjIwOffPIJ/P39ERcXJy0hGTRokNwpExEREREREfVplq0Wutq61Bbe3t7ScU1NTa/j9YTsBYuVK1cCAO7evYv09HSkp6cjKysLjY2Nba4VRRHV1dVITU1FamoqAGDEiBHS8pHx48fD3d1d1vyJiIiIiIjsxdm3Nc3NzcWJEyeQmZmJyspK1NfXw9fXF/7+/hg9ejQeeOABm994NhgMSEtLw/Hjx1FYWIiamhpoNBoEBwdjxowZmD9/Pvz8/LqVnyNi9lWty0BEUURubm6v41k27NTpdL2O1xOKLQkJDg7GokWLsGjRIpjNZuTm5koFjBs3bsBkMgGwnn0BAAUFBSgsLMSBAwfg4uKC6OhoTJo0Cc8++6xSXwr1Qy4T6wCx6y1/jOf6xw83Iuq9/IxamMv1qGswo/RgQ9c32El1jRkiAEEA/jEAxgUArUlAU4MZzTqzrOMSEdH3ampqsH37dhw7dqzN56qqqlBVVYW8vDykpKTgsccew8svv9xpvKKiIiQnJyMvL8/q49XV1aiurkZ2djY+//xzJCYm4sEHH7QpR0fE7MtGjRoFX19f1NXVobGxERcuXOjV16XX66Vjs1mZf3MV7WHRSqVSISoqClFRUViyZAm0Wi0uX76MjIwMpKent9kKtbV4YTAYcPnyZVy5coUFC7IvUbSpi7Jo8U3cW2at1m6xnIXgokyDXcFNoca+Co1r8FdmJtrSxccVGRcA/np7uuxjltVfwxBTAwQAcv6bLqLlRxYGyLgAoDW7Qa9zQWOdBu/lPCbr2AFZzbKO18rtO6Mi46oqqxQZ19zQduatLOPqDYqMCwAqz55tPdjrcYMD5R3Qpes3hKjvKy8vx1tvvYW7d+9KHwsODkZERAR8fHyg1+tRUlKC27dvWz30dqSiogJJSUmoqmr5mSMIAmJjYzF06FDU1tYiIyMDer0eNTU12LhxI9avX4+4uDjZYzqDqVOnSptb7Ny5E1OmTJEmAXRXRUWFdOzl5WWX/LqrTxQs7ufp6Ylp06ZJe79WVFQgPT0dGRkZyMzMRF1dXZuZF0T2ZDjvCTSrlE6DiJyIytUFanXLg7xaxh8fwj//RwCgGgDjAgCMIqBWQeWqlnlgIiIHEAWbZvbabaxeamxsxNq1a6ViRUREBP793/8d48aNa3OtVqvFhQsXunxmS05OlgoLQUFBSEpKwqhRo6TP19bWYsuWLcjMzITRaMSmTZvw0UcfQaPRyBrTGTz99NM4evQogJbNLT799FO8+OKL3Y6j0+lw+/Zt6dyyP4ac+mTB4n4BAQEYN24ctFotmpqacOnSJaVTIiIisuIdPRxRlZUoKzdi+mT53in9x8EGmM0tRYOnHpHvlyylxgWAv510h+tgDbxHB8k6LhERAR9//LG0gUJsbCzWr19v1evAkqenJ2bNmtVpvAsXLuDq1asAABcXF6xbtw7h4eFW1/j5+SEpKQmvv/46ysrKUF9fj3379mHFihWyxXQWI0aMwOzZs6UekJ9//jlUKlW3v67U1FQYDN/POouIiLBrnrbqs28h19fXIy0tDR9++CFeeuklvPrqq9i+fbtVsYKzK4iIiIiIyKmJMr96IS8vD9988w2AlmLEm2++2WGxwlZfffWVdDx//vw2hYVWHh4eWLZsmXR+6NAhqe+hHDGdycqVKxESEgJBECCKIvbu3Ys1a9bg1q1bNt1fUVGBzz77TFrV4O/vj2HDhjky5Q71mRkWJpMJ165dkxpvWjZGaa8woVarMXbsWEyaNAmTJk2SM1UiIiIiIqIB5+DBg9LxggULEBAQ0Kt4Wq0WmZmZ0nlCQkKn18+cORPbtm2DVqtFfX09rly50qbvhCNiOhtPT0+8/fbbWLt2rbQd6fXr1/Hzn//callMe9LT07F161bU1dUBaOn9MW/ePIfn3BFFCxZFRUVSgeLq1atobv6+kVV7RYphw4ZJBYoHHngAnp6ecqZLRERERERkX3aY+dCtsXrIZDLh+PHvG2rPmTOn1+lcv35dWnbg4eGByMjITq93dXXF2LFjkZGRAQDIyspqU1xwRExnFBoaik2bNuG9995DYWGhNNvi9u3b0jEAvPHGGxgyZAgMBgMKCwtRVVUFURSla7y9vbF48WLFvg7ZCxbHjx+XGmi2NkEB2i9QaDQaxMXFSUWKwECZuxgTERERERERCgsL0dTUBKClEBAREQGDwYCUlBSkpqaiuLgYTU1N8PX1xahRoxAfH4958+bB1bXjXdKKi4ul45EjR0Kt7rqZckREhFRcKCoqkiWmswoJCUFycjI++eQTHDp0yOpzrcs9bt26Ja1uaH0mby1WqFQqvPbaaxg0aJC8iVuQvWCRnJxsVdGxpFarER0dLRUoxowZ0+MtWIiIiIiIiMg+bt68KR0PHz4cpaWl+M1vfoOCggKr6yorK1FZWYkLFy5g9+7d+K//+i+MGTOm3ZiWxYWgINsaKVu+iW15vyNjOjMPDw+88sorWLBgAXbt2oXz589bFSYsn7ctd+L09vbGqlWrMGPGDEXybqXokhBBEDB8+HBMnDhRWubR26YtREREREREzkIQW15yjdVTFRUV38cRBLz99tu4d+8egJblB5GRkVCpVMjPz5eaO969exe//OUv8Zvf/KbdXSbq6+ulY39/f5vysHy3v6GhQZaY/cGYMWOQlJSEyspKnDx5EllZWbh9+zYqKiqkAoZarUZ4eDimTZuGJ554ok9s8apYwaK1emM0GqWX2WxWKh0iIiIiIiLqQGNjo3Scm5sLAHBzc8N//Md/tNm6NCsrC5s2bUJdXR10Oh02b96MrVu3wsXF+vFTp9NJx25ubjblYXmd5f2OjNmfDBkyBIsXL5b6UphMJmi1WgiCAG9vb4Wza0uRgkVrEw+gpep2+PBhHD58GCqVCpGRkdKSkKioKKhUfXbnVSIiIiIiot5xkqab7T3Iv/HGG3jooYfafHzChAlYt24d1qxZA7PZjJKSEhw7dqzNjh16vV46vr+Y0RHLnhiWmzY4MmZ/plar+8RMio7IXrD4z//8T2RkZCAjI0OaQtTKZDLhxo0buHHjBnbt2gVPT09MmDBBKmCEhITInS4REREREdGAd/9shcjIyHaLFa2io6MxY8YMnDx5EgCQlpbWpmBhGdNoNNqUR+sOIADg7u7eaZ72iknKkb1gMWvWLGnK0J07d6QdQy5fvgytVmvVjLOpqQlnz57F2bNnAQDBwcFSv4u4uDh4eXnJnT4REREREZF9yTXDohfu7zVoSzPG+Ph4qWBx/fr1TmNazozojOV17fU/dERMUo6iTTeHDx+O4cOH4/HHH4fJZEJ2djYyMjKQnp6O3NxcmM1mqwJGZ8tHoqOjFfxKiIiIiIiI+i9fX1+r87CwsC7vGTFihHSs1WrR1NRk9aazj4+PdFxTU2NTHtXV1dJxe0sZHBGTlKNowcKSWq1GbGwsYmNjsWzZMjQ2NiIrK0uagVFWVmZVvLh/+cj+/fsVzJ76G9epWkDsektdw0nO8iEiIiKi/i80NNTq3NPTs8t77p+toNVqrQoWljHLy8ttysOyrcD9OTkqJimnzxQs7uft7Y0ZM2ZIU43KysqQnp6Oixcv4vz589J1lg08iYiIiIiInImzbGtqOVsCaFm+3xWtVmt1fv8uFJbFgYKCAphMJqjV6k5jtm6ZCrQ/y8MRMfuKLVu24IUXXkBQUJDSqeDIkSMwGo14+OGHHTpOny1YWGotVqSnp+Pq1assUpDDGc57As3coYaIiIiICABCQkIQEhKCsrIyAEBRUVGXfSyKioqkYx8fnzYzLsaNGwdXV1cYDAbodDrk5OR0utTfYDDgxo0b0vmECRPaXOOImH1FWloazpw5g0cffRRPP/00Bg8eLHsOp0+fxq5du5Cfn4+lS5c6fLw+WbBoampCZmamtBzk7t27Vp9nsYKIiIiIiPoFUbBpKbLdxuqF+Ph4/OMf/wDQ8uD63HPPdXr96dOnpePY2Ng2n/f09ERcXBwuXLgAoOVd+86KC6dOnZJmbWg0GowfP16WmH2J0WjEgQMH8PXXX2PevHl49NFHMWrUKIeOqdPpkJqaigMHDqC4uFjWCQR9omBhNptx48YNqUCRk5MDs9kMAFZ9KwRBsDp3c3NDbGwsJk2aJHvOREREREREA8mjjz6KL7/8EkajEbm5uThx4kSHW5tmZ2fjzJkz0vn8+fM7jNlaXEhJScH/s3fn0VXV5/7HPzsDGUhIgJAwRbAMYQiEKor8lClQtNr2emsrVbx2sNNt1aigoIULhVJEooXaUqWyenuttnottNS5iRRS4SrIPAQSICTIkMTM8znJ/v2RZptIQk6Sc/Y+Ce/XWmetvZO9n+d7DknIefL9Pt8vfelLGjZs2CXX1dTU6KWXXrLOb7nlljaXevgipj9ITk7Wtm3bZJqmXC6X3n33Xb377rsaPXq0Zs2apalTp6pv375eydXQ0KBDhw7pn//8pzIyMqyiTtP78ZiYGFvehztWsDh//ry1zKNpS9MmTS+CYRiXFCk+97nPWVubjhs3TsHBwbaPHQAAAACuNIMGDdKtt96qrVu3SpLWrVsnSZcULQ4ePKg1a9ZYf4ROSEjQlClTWo153XXXafz48Tpy5IjcbrdWrFihpUuXavjw4dY1ZWVlWrt2rc6fPy+pcXnJHXfc0eY4fRHTHzz00EOaO3eunnvuOeXk5EhqfO984sQJnThxQhs3btTIkSM1YcIEjR8/XldffbX69+/vUey6ujqdOXNGJ06c0KFDh3Tw4EFVVlZaOZrelwcFBekrX/mKvvGNb9iyBaztBYtf//rX2rdvX4tOrM0LFM2Zpqn+/ftbBYqkpCRFRUXZOl4AAAAA8BnzXw+7cnXRt771LZ08eVJHjhxRbW2t1qxZo5dfflmjRo1SQECAcnJylJ2dbV3fr18/LVq06LJLCBYuXKgFCxaoqKhI+fn5SklJUWJiouLi4lRWVqb9+/ertrZWUuPukosWLWp3+1FfxPQH48aN0/r16/WPf/xDL7/8si5evGgVFBoaGpSVlaWsrCxt3rxZUmOj0wEDBigmJkYRERHq1auXAgMDVVdXp5qaGhUVFemTTz5RQUFBi4kCrb1HnzVrlubPn29r00/bCxbvvPNOi1kTzV8A0zQVGhqqxMREq0jhz11aAQAAAOBKEhwcrKVLl2rDhg3asWOHpMbmms0bbDZJSEjQokWLNGDAgMvGjImJ0c9+9jOlpqbq1KlTamho0MGDBy+5LioqSikpKUpKSmp3nL6I6S8Mw9CsWbM0ffp0bd++XX/96191+vTpFtc0vd+uqKhQRUWFNSOjNc0LFU3xmwQHBys5OVm33367Bg8e7L0n4SG/6GExatQoq0AxduxYv143BAAAAADe0l22NW2ud+/eevTRR/XFL35R7733no4ePaqioiLV19crOjpaY8aM0U033aQbbrjB4+aM8fHxSk1NVUZGhrZv367c3FyVlJQoIiJCcXFxmjp1qubMmdOhGfe+iOlPAgMDlZycrOTkZGVmZiotLU07d+5URUWFdY0nr3/TNU2FC9M0NXr0aCUnJ2v69OmOzjxxpGDR1KCjaZlHd5h6AwAAAAD4VGJiold31Wj6a35ycrJfx/RHY8aM0ZgxY/SjH/1Ix44d0969e3X8+HFlZ2erqqrqsvcahqEhQ4Zo1KhRSkxM1OTJk73WvLOrbC9YPPfcc45MJQEAAAAAv9PNeljAvwUEBGj8+PEttpEtLi5Wfn6+SktLVVtbq/r6evXq1Uvh4eGKiYlRXFyc325mYXvBgmIFAAAAAAD26Nu3r9/MmOioAKcHAAAAAAAA8Fl+0XQTAAAAAK5E3bHpJmAXvylYlJaW6ujRo8rKylJpaanKy8tlGIYiIiIUFRWlUaNGaezYsYqOjnZ6qAAAAAAAwMccL1gcPHhQW7Zs0d69ez26/pprrtG///u/a+LEiT4eGa5kwddVS2b7WwC53g+3YTQAupM6l6kP9tbYlq+isqGxh5op/eWtivYu95ryigbJkAwZtj5fSTLd/tkYDAA6haabQJscK1jU1tbq+eefV3p6uqRP93xta5/Yps/v3btXe/fu1ezZs/X9739foaGh9gwYVxbT9OgHullf792cTggIdCavpIDeYY7krb12pCN5Qy7Y92ayudCPyx3J+3bqdEfySlKvWvu/nwKOhOr90FFqCKiWvPijoT01OqNQ1ck0TDU02JdXktwKUGBQgKr69rE1b0hRPwUWhElVYTJ+P8De3LkXbc3XxKiudSRvQ0mpI3lNt9uRvDJt/iZqnrrWoX/jgk/sTdirXhplb0oA3ZcjBYu6ujotWbJEJ06ckGmaMgxDhmHINE2rMNGapmKGaZpKT09Xbm6uVq1apZCQELuGjitE3YehUk37MywAoElQcJiC+kqyuQt33YWLCm6ok8slBdjYStswDAUGBSikd6AGjra3YFFZ1LjjWGCwM0VPAPAqZlgAbXKkYPHMM8/o+PHjkmQVKgIDAzVp0iSNHTtWQ4cOVe/evSVJlZWV+vjjj3Xs2DHt27dP9fX11j1ZWVl65pln9PjjjzvxNAAAsAwZN1tB1zuTe4r5oS7kuzXlGvtmHX6wt0ZVffto4Og+uvmRsbbllaTXfz7L1nwAAMAZthcsDhw4oJ07d7ZY+jF37lzdc8897TbULC0t1Ysvvqi///3vVtHi//7v/7R//35NmjTJ10MHAAAAAAA2sb1g8corr0iSNavigQceUHJyskf3RkVF6f7771diYqLWrVtnxXn11VdtLVjU19crNzdXWVlZys7OVlZWlnJycuT+13rLxMRErV69ukfGvHjxovbv36/Dhw8rJydHBQUFqqmpUVhYmGJiYpSQkKAZM2ZowoQJHYrribS0NK1fv75D99xzzz2aN2+e18cCAAAAeIMhG7c1tScN4DW2FiwqKyt19OhRa3bF7bff7nGxormZM2cqNzdXr732miTp2LFjqqystJaR+NKuXbv09NNPq9aLjZG6Q8yTJ09qw4YNOnHiRKufr6ioUEVFhXJycvTOO+9owoQJeuihhxQbG+uV/AAAAACAK4utBYujR4+q4V8tzIODg/X1r3+907G+9rWv6a9//atcLpcaGhp09OhRXXfddd4aapsqKyu9WljoLjE//vjjS4oVQ4YM0VVXXaU+ffqosrJSmZmZKiwslCQdOnRIjz76qNasWaOBAwd6bRxNhg4dqqSkpHavGzWKNtQAAAAA0B3ZWrAoKiqS1Nhoc/To0QoPD+90rPDwcCUkJOjw4cMtYtslOjpao0aNsh779u3T1q1be3zMQYMGae7cuZo1a5b69+/f4nMNDQ1KS0vTxo0bVVtbq6KiIqWmpmrt2rVtblfbWaNHj9YPf/hDr8YEAAAAAPgPWwsWZWVl1vFn3+x2Rt9mW8c1j+1L1157rTZt2nTJUoe2lkr0lJh9+/ZVSkqKZs2apcDAwFavCQgI0Ny5cxUZGamf//znkqTjx49r3759uuaaazqVFwAAAOjR2NYUaJOtBYuQkBDruLq6usvxampqWo3tS82LJFdSzAkTJnjcSHPq1KkaPXq0VRzZvXs3BQsAAAAAQIcE2Jms+balOTk5XY7XPEZUVFSX48F7xo4dax3n5+c7OBIAAAAAQHdka8Fi2LBhkhq3Ii0sLNSBAwc6HevAgQMqKCiwzocPH97V4cGLmvesaGq0CgAAAKAlw7T3AXQnti4JGTZsmPr376+ioiKZpqnf/OY3Sk1NVURERIfiVFRU6Pnnn7fO+/btaxVD4B+az36JiYnxevzKykplZGQoLy/P2tK2f//+GjdunOLj472eDwAAAACuRNXV1QoLC3Mkt60FC0maPXu2Xn31VRmGofPnz+snP/mJHn30UQ0dOtSj+8+dO6c1a9bo7Nmzkhr/kj9nzhxfDhkdVFBQoIMHD1rnkyZN8nqODz74QB988EGrnxs+fLjuvPNOTZs2rfMJQnxQfq7x7k4pAAAA6AFougkvevXVV3XnnXd6LV5OTo6efPJJPffcc16L2RG2Fyy++tWv6p133rF29Th9+rQefPBBzZo1SzNnztTo0aMvaaBZV1en48ePa/v27dq2bZvcbrcMw5BpmoqMjNRXv/pVu58GLuOFF16wloEMGDBA119/va35c3Jy9NRTT+mjjz7SAw880OauJpcTemOt18dV86YzVUkAAAAAV4Y//OEPyszM1COPPNLhlQyf9d5772nDhg1yuVxeGl3H2V6wCA8P12OPPaZly5apvr5ehmHI7XYrLS1NaWlpMgxD/fv3V3h4uAzDUGVlpYqKiqw3wKZpWsWKoKAgLVq0SOHh4XY/DbQhPT1dO3futM7vvfdeBQcHey1+XFycpk2bpkmTJik+Pl6RkZGqr69Xfn6+9u7dq61bt1q9TdLT09WrVy/96Ec/8lp+AAAAwKuYYQEv++ijj/Twww9r8eLFGjFiRIfvd7lcev755/X3v//dev/tFNsLFlLjFpmLFi3SL37xC1VVVVkvgGmaMk2zRTPN5gzDsIoVYWFheuihhzzeahO+l5WVpQ0bNljn06ZN08yZM70W/4YbblBycrICAlr2ig0ODtZVV12lq666SnPnzlVqaqp2794tSXrrrbc0Y8YMjR8/vkO5at4PkWpZwgEAAACg+7l48aIee+wxff/739fNN9/cofuefPJJnTp1SqbpfIXL1l1CmpsyZYp++ctf6pprrpEk68VoKkp89tF0jWmauuaaa7R+/XpNnTrVqeHjMy5cuKCVK1eqrq5OUmMfiR//+MdezREREXFJseKzwsPDtWjRIg0ZMsT62GuvvdbxZLVGY88Jbz4AAAAAwIdiY2OtWREul0sbNmzQunXrrPdpl/Phhx/q4Ycf1qlTpyR9+t7cmz0xOsqRGRZNYmNjtXz5cuXl5em9997T0aNHlZ2dfckameDgYI0cOVLjxo1TcnIyu0D4maKiIv3Xf/2XiouLJUkDBw7UT3/6U/Xu3duR8YSEhOiOO+7QL3/5S0nSoUOH5HK5vLo0BQAAAPAKO7cbdf4P5vCx9evX65lnntHu3but1Qnbtm3T6dOntXjxYg0aNOiSe0zT1P/8z/9o8+bNLVowREZGasGCBdYkAyc4WrBoEh8fr29+85vWeVVVlSoqKiQ1/lWdHhX+q6ysTEuXLtX58+clSf369dPKlSvVr18/R8eVlJRkHdfW1io/P7/FrAsAAAAA6Gl69+6tpUuX6tVXX9XLL78sqbEgcfr0aT388MNKSUlpsVKhpKRETz31lI4cOdKiWDF69GgtWrRIAwYMcOqpSPKTgsVnhYeHU6ToBqqqqrRs2TLl5uZKkiIjI7VixQoNHDjQ4ZFJffv2bXFeXl7u0EgAAACAy6DpJnzgzjvvVEJCglJTU1VaWirDMFRVVaUnn3xSt99+u775zW/q6NGjWrt2rUpKSloUK2677Tbdd999Cgpyvlzg/AjQLdXU1Gj58uXKzs6W1FhkWrFihYYNG+bwyBrV1rbclvSzW+UCAAAAQE+WlJSkdevWac2aNcrMzLQKEn/5y1+0d+9enT171tq5U2p8z/TAAw9o2rRpDo/8U4413fSms2fPOj2EK0pdXZ1WrlypY8eOSWr8wl62bJlGjhzp8Mg+dfLkyRbnTi9RAQAAAAC79e/fX6tXr9aXv/zlFrMozpw5YxUrTNNUfHy8nnnmGb8qVkjdfIbF+fPn9fLLLysjI0N/+ctfnB7OFcHtdmv16tU6ePCgpMaGqEuWLNG4ceMcHllLaWlp1nF8fLyioqIcHA0AAADQOsPGppu2NfeEXwkMDNT3vvc99enTRy+99FKLXTgl6fOf/7yeeOIJv5yV3i0LFvn5+frTn/6kbdu2tZjCAt+qr69Xamqq9uzZI6nxC3/RokWaNGmSz3NXV1crLCzMo2t37dql7du3W+czZ8700agAAAAAwP9t27ZNr732Wov3zk2zK44ePaqdO3dq1qxZDo6wdd2qYFFYWKhXXnlF6enpqq+vtypC8D3TNPXss8/q/ffflyQFBATokUce0ZQpU7oUNy0tTevXr7fO//a3v7V63fvvv6+33npLX/rSlzRlypRWm7JWVVVp69at+tOf/mR9bcTExOgrX/lKl8YIAAAA+AxNN+FDbrdbzz//vN59990WS0KaGIah2tparVu3TseOHdP3vvc9BQcHOzjilmwrWJw7d04FBQWqqKhQcHCwBg4cqPj4eI9mRxQXF+vVV1/Vu+++K7fbbb3An32x7bJ8+XIVFRVdMsYm2dnZevDBBy+5b9myZerfv3+3jPnmm28qPT3dOh84cKCOHj2qo0ePtpq7ucjISM2fP7/d69pz4sQJPfPMMwoKCtLQoUM1ZMgQRUREqL6+XgUFBcrMzGzRbDMiIkLLly9XaGhol3MDAAAAQHeSn5+v1atX69SpUy2KFZMnT9Z3v/tdPffcc9q/f7/18XfeeUfZ2dlavHixYmNjnR6+JB8XLKqqqrR582alp6df8sZZkqKionTLLbfoq1/9aqtvKmtqavTqq6/qb3/7m+rq6i4pVJimqXHjxumuu+7y5dO4RF5envLz89v8fE1NjU6fPn3Jx91ud7eNWVpa2uL83LlzOnfuXJuxm4uNjfVKwaKJ2+1WTk6OcnJy2rxm4sSJSklJ8ZtvNAAAAKBNzHyAl+3Zs0fPPPOMKisrJcmaKDB//nzN82lOXgAAIABJREFUmzdPkvTTn/5Uf/zjH/XKK69Y77Gzs7P10EMP6ZFHHtHkyZMdG38TnxUszpw5o2XLlqm4uLjNWRAlJSV65ZVX9P777+unP/2pYmJirM8dOnRI69atU2FhYauFivHjx+uuu+7SxIkTffUU4EdmzJihwYMHKzMzU5mZmbpw4YLKy8tVVlYm0zTVu3dvDRo0SAkJCZo+fbpGjRrl9JABAAAAwFamaeoPf/iDXnvttRazKvr06aNHH31USUlJ1rWGYejuu+/WmDFj9PTTT6uiokKSVFFRoZUrV+prX/ua7rnnHkd7RvqkYFFcXKzHH3/cesKXe4KmaSovL0+rVq1SamqqAgMD9fbbb+v5559XfX29dX9ToSIxMVF33XWXJkyY4Iuhe2TTpk1XXMy7775bd999t9fiNZkzZ47mzJnT7nXBwcEaN26c3+1GAgAAAAD+YunSpTp06FCLYkVCQoIWL17cZiuBa665RuvWrdOaNWt04sQJ677XXntNx48f16OPPurYros+KVg8//zzqqiouGS7lNY0vRinTp3Su+++q379+uk3v/lNixfYNE1NmDBBd911lxITE30xZKCFkKl1ktl+JdG9L6bdazzVUF3jtVgd4WTF1HS1vaTJl4LL6hzJazr0WhsXChzJG/N+bfsX+YgZGOBI3j6ZvWzPeeJcrT40hqq2qkTZZwNty2s2hCokP1o15wfp3fzptuWVpOistpc7+prhrnckr1nr3PeTIwxnvoclZ/59Jcmsd+hrq7LK3oT1Dfbm6wbY1hTedPDgQRmGYb2Xvu222/Td735XgYGX/x1hwIABevLJJ7Vp0ya98cYb1v0HDx7UQw89pN/97nc2PYOWvF6wKCws1K5du1o0xBw3bpz+7d/+TQkJCYqIiFBVVZWys7P11ltvaffu3dYbpjfffFOVlZUtihXDhw/Xd77zHVu2zgQAoDsKCg6VwqPtzxtIU2MAAPxRSEiI7r//fk2f7vkfFYKCgvSDH/xA48aN07PPPqva2lqZptlqP0q7eL1gkZGRYRUcDMPQrbfeqh/84ActrunVq5cmT56syZMn689//rN+//vfyzAM5ebmtpiNMW/ePH3jG99otxoEeJv7cD+pjq87AP4vKDBEIeEhCnEgt1FvKjCYogUAdAnbmsLLhgwZoscff1zx8fGdun/atGkaPny4Vq9erbNnz3p5dB3j9YJFVlaWpMZlIEOHDtV3v/vdy15/xx13aN++fdbUFalxivoPf/hDffGLX/T28AAA6FE+F3eTKj/Xx5HcAXX85gsAgD+56aab9OCDD7a6C2dHxMfH65lnntGvf/1r7dixw0uj6zivFyyatpo0DENz5szxaHbELbfcooMHD1r3JSYmUqwAAAAA0PMxwwJe9Nhjj3ktVmhoqBYsWKCxY8d6LWZHeb2jUXl5uXWckJDg0T2fvW7mzJneHBIAAAAAAOiEW2+91bHcXi9YVFV92mk4OtqzBmBN1zX1r7j66qu9PSwAAAAAANCNeH1JiMvlso6Dg4M9uuez10VERHh1TAAAAADgj9jWFGibU5tcX1ZAgF8OCwAAAAAA2MTrMywAAAAAAB6i6Sa8aP369V6PaRiGHnzwQa/H9QQFCwAAAAAAeoD09HQZhuG1eKZp9tyCRWdfKG++wAAAAADgr+hhAX/RtAlGE394X+6TgkXTE3v88ccVGBjY4fs7ep9hGHruuec6nAcAAAAAgJ7ks4WHjmh6L2+aZpfieIvPZliYpqn8/Hxb7vOHyg8AAAAAAE564YUXOnR9Q0ODKioqlJubq927d2vXrl1qaGhQRESEHnjgAY0YMcJHI/WMzwoWdhUR/KHqAwAAAACdQtNNeFFsbGyn7hs5cqSSk5N15swZrVmzRmfPntX69eu1fPlyjRkzxsuj9JxPChYUEdDdBSUWSWb7RTf3vhgbRgMAAAAAvjds2DCtWrVKCxcuVEFBgVatWqVnn31W0dHRjozH6wWLlStXejskAAAAAPRMzLCAn+nbt6++/e1v66mnnlJZWZn++Mc/6j//8z8dGYvXCxZJSUneDgnYzn24n1TX8YaxAAAAANDd/b//9/8UERGhiooKbd++Xd/97ncVHBxs+zgCbM8IAAAAAAD8VkBAgEaNGiVJqq6u1uHDhx0Zh8+abgIAAAAALs/418OuXICn+vTpYx0XFBQ4MgZmWAAAAAAAgBZqamqs49LSUkfGwAwLAAAAAHASzTDhh7Kzs63j8PBwR8bADAsAAAAAAGDZsWOHPvnkE+s8Li7OkXEwwwIAAAAAHGKYjQ+7cgHt+eCDD/SrX/1KhmHINE0FBARo/PjxjoyFggUAAAAAAD1AZ3bzqK+vV2VlpfLy8vThhx8qOztbptlY3TIMQzNnzlRYWJi3h+oRChYAAAAAAPQATzzxhAyj8/vBNC9UmKap6Oho/cd//Ie3htdhFCwAAAAAwCmm7Gu6yZKQK0ZT4aEjDMOwih2maSouLk4/+clP1K9fP28Pz2MULAAAAAAA6CE6U6xofl9MTIzmzp2r22+/XaGhod4cWodRsAAAAAAApzDDAl501113dfiegIAAhYeHKzo6WiNGjNDgwYN9MLLOoWABAAAAAEAP0JmChT+jYAG0IiixSDLbb1bj3hdjw2gAAADQU7GtKdA2ChZAK0wPp+aZLrf3kjY49D9IYOe7CHdZQIAzaStqHMlrhgQ7k7e2zpG8Kip2Jq8kGQ59bfWJcCRvVUxfR/I6JfykM/++kmSWljuTt7bWkbxqaHAkrRF85f2KatbXO5TY5n/jTq6tB3BluvL+NwA84D7QR6oNdHoYAAAAAHDFomABAAAAAE6h6SbQJufmVAIAAAAAALSBGRYAAAAA4BCabgJto2ABAAAAAICfW79+vSN5DcPQgw8+6EhurxYsXn31VW+G65A777zTsdwAAAAA0Cn0sICH0tPTZRj27vBnmmbPKVj84Q9/sP0FbELBAgAAAACAnqPbLwlpqvgAAAAAANCTmeaVNU3G6wWLK+0FBAAAAIBOs7HpJktCurcXXnjB6SHYzqsFi5UrV3ozHAAAAAAAkBQbG+v0EGzn1YJFUlKSN8MBAAAAQM/HzAegVQFODwAAAAAAAOCzun3TTQAAAADottjWFGgTBQugFUFJZZLZ/u4z7t3RNowGAAAAAFo23vzGN76hiIgIB0fjexQsAAAAAADoBrZu3SrDaPzD6le+8pV2CxaHDx+2jhMSEhQcHOzT8Xmb3xQsPvnkEx09elTnz59XeXm5qqurJUn333+/wyPDlch9oI9UG+j0MAAAANDDGTZua2rb9qnwKdM0raJFe5544gnr2t/+9rfdbqcRRwsWpmkqIyNDW7Zs0alTpy75nGEYrRYsdu3apTfffFOSFBkZqccee8yW8QIAAAAA0J10pMDhbxwrWBQXFys1NdWaomKajeU+wzCs47aMGzdOqampcrvdkqTMzEyNGTPGtwMGAAAAAG+j6SZ8rLsWKySHChbFxcVauHChCgsLL6n2NJ1frmgRFRWlG264QRkZGTIMQxkZGbYVLOrr65Wbm6usrCxlZ2crKytLOTk5VvEkMTFRq1ev7pExm7hcLmVkZGjHjh3Kzc1VSUmJIiIiFBcXp6lTp2r27NmKiorqVOzukB8AAAAAugtmWHRAQ0ODVqxYoYKCAutFi4yM1Ny5czVx4kQ1NDRo+fLl7caZMmWKMjIyJEkHDhzw5ZAtu3bt0tNPP63a2torLmaTvLw8paamXrKEp7i4WMXFxcrMzNSWLVuUkpKiyZMn97j8AAAAAAB7BNidMC0tTSdPnrSKFVOmTNHGjRt17733atKkSRo6dKhHcT7/+c9LaqwW5eXlqaKiwmdjblJZWen1IkB3iSlJhYWFWrJkiVUsMAxDiYmJ+sIXvqDrr79evXr1kiSVlJRo1apVXi8kOZ0fAAAA8DbDNG19AN2J7TMsNm/ebB2PHTtWixcvVmBgx3djiIyMVP/+/fXJJ59IavzL+9ixY702zsuJjo7WqFGjrMe+ffu0devWHh8zNTVVRUVFkqTY2FgtWbJEV199tfX50tJSrV27VgcOHJDb7daaNWu0ceNGr+0N7HR+AAAAAIB9bC1YXLx4UefOnbPOv/e973WqWNFk8ODBVsHi/PnzPi9YXHvttdq0adMlW8GcOHGix8fcs2ePjhw5IkkKCgrS0qVLNXz48BbXREVFacmSJXrggQd04cIFlZeXa/Pmzbr33ns7nddf8gMAAAA+0YOabv72t79t8QfS2NhYbdq0yeP7fdGrjv533ZutS0Ka3jAbhqFBgwZpxIgRXYrX/C/ndiwJ6du3r9f3re0uMd944w3rePbs2ZcUC5qEhoZq/vz51vnbb7+t+vr6bp8fAAAAQNtOnDih119/vdP35+XlaeHChfrFL36hjz76SAUFBXK5XFafut/97ne6//77tWfPHkdjwl62FixKS0ut4/j4+C7HCwkJsY5ramq6HA+tq66ubtEPYs6cOZe9/sYbb1RYWJgkqby83Nq6trvmBwAAAHzFMO19+ILb7dazzz6rhoaGTt3vi1519L/rGWxdElJdXW0dh4aGdjleVVWVV+OhdceOHZPL5ZLU+DqPGjXqstcHBwcrISFB+/fvlyQdPHhQSUlJ3TY/AAAAgLb9+c9/Vk5OjiRpxowZ2r59e4fu90WvOvrf9Qy2FiwiIyOtY28s4SgsLLSO+cLynbNnz1rHw4YN86jvyIgRI6yCQV5eXrfODwAAAKB1eXl5euWVVyRJM2fOVFJSUocKFr7oVdfT+9817bh5/Phx5efne3xfR69vLjExsVP3dZWtBYumZiamaVoVuM6qqanRmTNnrHNv92zAp5oXDDx9nQcMGNDq/d0mf6/OTWe7rNrON5gFAABAD9WNm26apqlnn31WLpdLERERuu+++zrcD6KjveqefvppSY296ubPn9/qHzN9EdPfmKap1NRUn13/WX/96187fW9X2FqwSEhIsI6LioqUnZ2tkSNHdirWP/7xD6uZYlBQUIvY8K7y8nLrODo62qN7+vbtax13dTaNE/l7XVvW4XvaU/eP/l6PCQAAADjlzTff1LFjxyRJ3/72tz3+Xb1JZ3rVbdiwQdXV1Vavus8u/fZFTH9kGIZMs/0KVNNsDEkeXd9eDLvZWrDo16+fhg0bZs2M+OMf/6ilS5d2OE5VVZX+93//13rhxo0bp+DgYK+OFZ9q3tC0qTlNe5pf19WGqE7n9xaztvbyn2+wq7T+GQHO/QAynNrBpbDEkbSGq86RvA11zuQ1oh3cIsyp76c6lyNpQ0t8MCvMA3W9be3d/alAh/JKMt1uZxJ3spFdVxnNlvPaKrafI2kDikrbv8hHTJczPz/Mqur2L/KmkAZJ/vG7mb/wZTPM1nJ5S2FhoX7/+99LksaPH68vfOELHY7hi151V1L/u44WEjpTeOhskcNbbC1YSNItt9yi559/XlLj2qL//d//1de//nWP76+trdWaNWtUUFAgqfFF//KXv+yTsaJRXbM3O0FBnn3JNC8g1bbzRt0f89fuCpVqnfuFGAAAAPBnTbMSgoKC9OMf/7hTb4Z90auup/e/a770/Upge8Hi5ptv1ubNm1VYWCjTNPWHP/xBeXl5uvfeexUTE3PZe/fv369NmzYpNzfX+ob43Oc+p+uvv96OoV+xms9WcHv4lyVXs78SNN9+ttvkrw2gYAEAAAB7OPtH7A7bsWOHdu/eLUm64447FB8f36k4vuhV53T/PV/btGmT00Owle0Fi6CgIC1atEhPPPGEXC6XTNPU9u3btWPHDiUkJCguLq7F9Vu2bNHHH3+s/fv3q6CgQKZpWut1wsPD9dhjj9n9FK44zbeMrfNwannz67q65azT+QEAAAA0Kisr029/+1tJ0uDBgzVv3rxOx/JFrzqn++/Buxz5E/Lo0aO1cOFC9erVy5op0dDQoMzMzBZb4Jimqf/+7//W3//+d+Xn57coVoSGhmrRokUaNGiQE0/hitJ8O9qSEs/W/hcXF1vHXd1y1un8AAAAABq98MIL1u/kP/7xj7vUS9AXvep6Sv87NHJszvsNN9ygtWvXasiQIVYhoolhGNajqclH8/PBgwfrqaee0uc//3mnhn9FGTp0qHXs6b69TT1GPnt/d8wPAAAA+EpT0027Hl2xd+9ebdu2TZKUnJysiRMndimeL3rVOd1/D95l+5KQ5oYPH65f/epX+uc//6nXX39dJ06cUEMrXbCbihbDhw/Xbbfdpjlz5nSLvXF7iuZv+M+cOaP6+vp2X/+TJ09ax51d0+Yv+QEAAIArXU1NjX79619LapwB/Z3vfKfLMX3Rq87p/nvwLkcLFpIUEBCg6dOna/r06aqqqlJmZqYKCwtVXl4ut9utPn36KDo6WmPGjGmxtgj2GTt2rIKDg+VyuVRTU6OsrCyNGTOmzetdLpeOHz9unXe18up0fgAAAMBnTNnXdLMLeV588UVrtvN9992nqKiub1/ui1519L/rWRwvWDQXHh6ua665xulh4DPCwsKUlJSkPXv2SJLS09MvWzDYuXOnqqsb9/SOiIhQYmJit84PAAAAXMmys7P1+uuvS2r8Y+Ds2bO9EtcXverof9ez+FXBAv7r1ltvtQoGaWlp+tKXvqRhw4Zdcl1NTY1eeukl6/yWW27xyvIdp/MDAAAAvuCN3hIdydUZOTk51tL9goICLVy4sM1rS0tLreOioqIW186bN0/XXXedde6LXnX0v+tZKFjAI9ddd53Gjx+vI0eOyO12a8WKFVq6dKmGDx9uXVNWVqa1a9fq/Pnzkhqrm3fccUebMdPS0rR+/Xrr/G9/+5ut+QEAAAB0zPnz563ft9vjdrtbLNVuXsyQfNOrjv53PYvtBYuzZ896tWrV0NCgF198Ud/85je9FvNyli9frqKiohYfaz6FKDs7Ww8++OAl9y1btkz9+/fv1jEXLlyoBQsWqKioSPn5+UpJSVFiYqLi4uJUVlam/fv3W111AwMDtWjRIq9OqXI6PwAAAADv8UWvOvrf9Sy2FywWLFigBx54QDfddFOXY5WUlOipp57SkSNHbCtY5OXlXXZqUU1NjU6fPn3Jxy/Xoba7xIyJidHPfvYzpaam6tSpU2poaNDBgwcvuS4qKkopKSlKSkpqM1ZnOJ0fAAAA8DrTbHzYlasT5syZozlz5nh0bfNZ1LGxsdq0aVOb1/qiVx3973oW2wsW1dXVWrt2rY4dO6bvfOc7ne4vcOTIET311FMqLi6WYRheHiXaEh8fr9TUVGVkZGj79u3Kzc1VSUmJIiIiFBcXp6lTp2rOnDle6Rrsj/kBAAAAeI8vetXR/67ncKyHxeuvv66srCwtXrxY/fr169C9mzdv1osvvmg1frHT5SqEPT1mk+DgYCUnJys5OblLcTpSqfVF/svmuK5aMtsvhLneD/fZGAAAANDzdYemm77ki1519L/rORwrWJimqczMTKWkpGjhwoUeTd+vqqrSL37xC3344YcyTdOaWUEnVwAAAADonnzRq47+dz2D7QWLJ554QuvWrbPWCZWWlmrZsmW6++67deedd7Z53+nTp7V69WpdvHjRKlaYpqnp06fr/vvvt2v4uEK4dodJtQFODwMAAADo8XzRq47+dz2D7QWLG264Qb/4xS+0evVq5eTkyDAMNTQ06KWXXlJmZqYeeeSRSypb7777rjZu3CiXy2V9LDAwUPfdd59uu+02u58CAAAAAHiH+a+HXbn8lC961dH/rvtzZEnIoEGDlJqaqt/85jdKT0+3Zkt89NFHevjhh7V48WKNGDFCLpdLGzZs0HvvvddiVsWAAQO0aNEijR492onhAwAAAABa0dk+dZJvetXZ0f8OvuNYD4tevXopJSVFY8aM0caNG63tNC9evKjHHntMd911l3bs2KEzZ860KFZce+21WrBgAeuLAAAAAHR7RoNk156Hhv17FgBd4ljBosnNN9+skSNHavXq1crPz5dhGHK5XHrxxRdlfmaf4Pnz52vevHkOjRQAAAAAANjFL7oKjhgxQuvXr9d1113XYjZFk+joaK1YsYJiBQAAAICex7TpAXQzflGwkCSXy2XtHCLJ2rLUMAwNGjRIw4YNc2poAAAAAADAZn5RsDhy5IhSUlJ05MgRq1DRNNNCkjIzM/XQQw/p6NGjTg4TAAAAAADYxPGCxZYtW7RkyRIVFxdLaixUhIWF6etf/7pCQkKs64qKivSTn/xEf/nLX5waKgAAAAB4lykZNj1YFoLuxrGmm1VVVVq3bp0++OCDFn0rhg0bpscff1yDBw/WzJkz9eSTTyovL0+GYai+vl6/+93vdPToUT300EMKDw93avgAAAAAAMCHHJlhkZOTo4cffviSYsWsWbOUmpqqwYMHS5Li4+P19NNPa8aMGS2u++CDD/TII48oJyfHieEDAAAAgHeYkkzTpofTTxboGNsLFmlpaXr00Ud14cIF62NBQUH6z//8Tz388MMtloFIUmhoqBYsWKAf/OAHCgwMtPpanDt3TgsXLlR6erqt4wcAAAAAAL5ne8Hil7/8perq6iQ19qsYMGCA1qxZoy9+8YuXve+2227Tk08+qZiYGGu2RV1dnX75y1/q2WeftWPoAAAAAOBVdvWvsPpYAN2IY003TdPUtddeq/Xr12vkyJEe3TN69GitX79e1157bYslImlpaT4eLa40wddVK/jGqnYfAAAAAADfcKzp5t13361vfOMbHb4vIiJCy5Yt0yuvvKKXX37ZByMD5PEaP7O+3vdj8TEjMNC53MOHOpP4YqEjaU2X25G8RpAzP+rNikpH8kqSAhyqx4f0ciRtZFaZI3mN6jpn8pY797VlulyO5XaCEeTQ/xHVtY6kNRsaHMkLAGid7b/F9unTRwsXLtSkSZO6FGfevHkaM2aMUlNTVVbmzC9q6LnqPgyVagynhwEAAICezs5lGiwJQTdj+5+g1q1b1+ViRZOkpCStW7dOY8aM8Uo8AAAAAADgH2yfYRETE+PVeP3799fPf/5zr8YEAAAAADvY2QiTppvobhxruulNgQ6uwQcAAAAAAN7nWNNNAAAAALjimaZsay5hMsUC3UuPmGEBAAAAAAB6FgoWAAAAAADA73h1SchPfvKTSz62atWqdq/xhs/mAQAAAAB/R9NNoG1eLVgcOnRIhmFIkkzTtI7busYb2soDAAAAAAC6L5puAgAAAIBT7Jz1wAwLdDNeL1iYHnSe9eQaAAAAAABw5fJqwWLr1q1euQYAAAAArgSGZNvMBxbSo7thlxAAAAAAAOB36GEBtKLX9TWS2X4Nui4j1IbRAAAAAMCVh4IFAAAAADilwZR93TBN5tijW6FgAbSi7sNQqYZVfgAAAADgFFsKFqdPn9a+ffuUm5ursrIySVKfPn0UHx+vSZMmacSIEXYMAwAAAAD8CxsoAm3yacEiOztbL7zwgo4dO9bmNf/zP/+jsWPH6r777tOoUaN8ORwAAAAAANBN+GwF0//93/9p8eLFOnbsmEzTtB5Nmn/s6NGjWrx4sXbt2uWr4QAAAAAAgG7EJwWLvLw8rV27VnV1dTJNU4ZhyDAa+wE0L1w0fdwwDLlcLqWmpiovL88XQwIAAAAAv2OY9j6A7sQnBYsNGzbI5XJZxQjTNBUQEKAxY8bopptu0o033qgxY8YoMDCwRfHC5XLp17/+tS+GBAAAAAAAuhGv97A4c+aMjhw5YhUqDMPQ7bffrjvvvFMREREtrq2oqNBrr72mLVu2WB87duyYTp8+rauvvtrbQwMAAAAA/2LavK0p0I14fYbFzp07JckqVnz/+9/Xd77znUuKFZIUERGhb33rW/rhD39oXS+JXhYAAAAAAFzhvF6wOHHihKTGJR4JCQm67bbb2r3ni1/8osaOHWstD2mKAQAAAAA9GT0sgLZ5vWBx9uxZ6zg5Odnj+5pf2zwGAAAAAAC48ni9YFFZWWkdjxgxwuP7mq41TbNFDAAAAAAAcOXxetPN5sWGyMhIj+9r3uOiurraq2MCAAAAAL/EMg2gTV6fYdHUh0KSAgI8D9/82uYxAAAAAADAlcfrMyyAnqDX9TWSabR7XV1GqA2jAQAAQE9l2LitqcF0DnQzFCyArugBs4HM+nrHchsutzOJG5z5dzNrax3JK8Prk+k8Sxvs4H8xLpcjaU2H8hq5F5zJGxriSF6zxqHvpStQfVGx00OwVUCYc3+IMEKdyW0a7f+BxqtsTgege6NgAbSi7oMQqYb/UQEAAOBj9k2woGCEbscnBQvjX5Xa48ePKz8/36N7iotbVvCPHDnSoV4WiYmJng8QAAAAAAD4NZ/NsDBNU6mpqZ2+94knnujQPX/96187lQsAAAAAAPgfnxUsDMPo8G4fRrM1dB2517B57V19fb1yc3OVlZWl7OxsZWVlKScnR25343r8xMRErV692vGYTVwulzIyMrRjxw7l5uaqpKREERERiouL09SpUzV79mxFRUVdNsahQ4c6XERqLiUlRXPmzOn0/ZKUlpam9evXd+iee+65R/PmzetSXgAAAMBXDNO0rS8aTTfR3fi0h0VXCgme3mv3Fqi7du3S008/rVovNs/zRcwmeXl5Sk1N1alTp1p8vLi4WMXFxcrMzNSWLVuUkpKiyZMnez1/k759+/osNgAAAACg5/F6wWLAgAHeDulXKisrvV5Y8EVMSSosLNSSJUtUVFQkqbEINH78eA0aNEilpaXav3+/6urqVFJSolWrVmn58uVKSkpqNVb//v112223eZx73759OnfunCQpOjpakyZN6voTambo0KFtjrW5UaNGeTUvAAAA4FV2Nt0EuhmvFyw2bdrk7ZB+KTo6WqNGjbIe+/bt09atW/0qZmpqqlWsiI2N1ZIlS3T11Vdbny8tLdXatWt14MABud1urVmzRhs3blRERMQlsQYPHqwf/vBWJ4juAAAgAElEQVSHHuWtr6/Xt7/9bet85syZCgwM7PTzaM3o0aM9Hg8AAAAAoPthW9MOuvbaa7Vp0ybFxsa2+PiJEyf8KuaePXt05MgRSVJQUJCWLl2q4cOHt7gmKipKS5Ys0QMPPKALFy6ovLxcmzdv1r333tvpvFLj7Irmu74kJyd3KR4AAADQY9nYw4KpHOhuApweQHfTt2/fSwoL/hjzjTfesI5nz559SbGiSWhoqObPn2+dv/3226qvr+9S7vT0dOv4c5/7XItZHQAAAAAAeIKCRQ9UXV2tAwcOWOft7c5x4403KiwsTJJUXl6uw4cPdzp3ZWWlPvzwQ+t89uzZnY4FAAAAALhyUbDogY4dOyaXyyWpcQZFe40ng4ODlZCQYJ0fPHiw07kzMjJUV1cnqXEpyowZMzodCwAAAOjxTMmw6cGKEHQ39LDogc6ePWsdDxs2zKOGlyNGjND+/fslNW6F2lnvvfeedXzttdcqKiqq07Eup7KyUhkZGcrLy1NlZaV69+6t/v37a9y4cYqPj/dJTgAAAACAfShY9EDNCxae9sZovh1t8/s74ty5czp27Jh17svlIB988IE++OCDVj83fPhw3XnnnZo2bVrnE4T4oPxcY3g/JgAAALo3mm4CbaJg0QOVl5dbx9HR0R7d07dvX+u4oqKiU3mbz66IjIzU5MmTOxWnq3JycvTUU0/po48+0gMPPNCpLVVDb6rz+rhq3gj1ekwAAAAA6KkoWPRANTU11nGvXr08uqf5dc3v95Rpmtq2bZt1PmPGDAUHB3c4Tnvi4uI0bdo0TZo0SfHx8YqMjFR9fb3y8/O1d+9ebd26VQUFBZIadyvp1auXfvSjH3l9HAAAAIA3GA2yb+IDE37RzVCw6IGaml5KjY0vPdG8uFBbW9vhnIcPH1Z+fr517ovlIDfccIOSk5MVENCyV2xwcLCuuuoqXXXVVZo7d65SU1O1e/duSdJbb72lGTNmaPz48R3KVfPPXlItP9EBAAAAwCnsEtIDNZ8t4Xa7PbqnaVcRSQoJCelwzvT0dOv4qquu0siRIzscoz0RERGXFCs+Kzw8XIsWLdKQIUOsj7322msdT1ZrNPac8OYDAAAAAOAxChY9UGjop70Sms+2uJzm1zW/3xM1NTXauXOnde7LZpueCAkJ0R133GGdHzp0qEVBBgAAAPAbTU037XoA3QgFix4oMjLSOi4pKfHonuLiYus4IiKiQ/l27dql6upqSVJAQIBmzpzZoft9ISkpyTqura1tsVwFAAAAAOD/6GHRAw0dOtQ69vSNelOjys/e74nmu4N8/vOfV79+/Tp0vy803/VEarlzCgAAAOBXaLoJtIoZFj1Q84LDmTNnVF9f3+49J0+etI7j4+M9zlVYWKiDBw9a504vB2ny2cahnenLAQAAAABwDgWLHmjs2LHWrh81NTXKysq67PUul0vHjx+3zidOnOhxrm3btqmhoUGS1Lt3b02ZMqUTI/a+5gUYSX4x6wMAAAAA4DkKFj1QWFhYix4OzXfwaM3OnTutHhQRERFKTEz0ONe2bdus42nTprXYocRJaWlp1nF8fLyioqIcHA0AAADQOsOUDNO06eH0swU6hoJFD3Xrrbdax2lpaTpz5kyr19XU1Oill16yzm+55RYFBgZ6lOPEiRPKy8uzzn25HKSpoOKJXbt2afv27da5PzQBBQAAAAB0DAWLHuq6667T+PHjJUlut1srVqxQTk5Oi2vKysq0atUqnT9/XlLj7iLNtwNtT/OZG0OGDNGYMWM6PM60tDR9+ctfth5tef/997VgwQJt27ZNVVVVrV5TVVWlP/3pT1qzZo3Mf23ZFBMTo6985SsdHhcAAABgC7Y1BdrELiGdsHz5chUVFbX4WPNtQbOzs/Xggw9ect+yZcvUv39/22IuXLhQCxYsUFFRkfLz85WSkqLExETFxcWprKxM+/fvt5pTBgYGatGiRR5vaepyuZSRkWGdJycne3RfV5w4cULPPPOMgoKCNHToUA0ZMkQRERGqr69XQUGBMjMzWzTbjIiI0PLlyxUaGurzsQEAAAAAvIuCRSfk5eVddrvQmpoanT59+pKPu91uW2PGxMToZz/7mVJTU3Xq1Ck1NDS02NGjSVRUlFJSUlr0vWjP7t27ra1CAwICNGvWLI/v7Sq3262cnJxLZow0N3HiRKWkpCg2Nta2cQEAAAAd1vCvB4BLULDo4eLj45WamqqMjAxt375dubm5KikpUUREhOLi4jR16lTNmTOnw00p33vvPet44sSJGjBggLeH3sKMGTM0ePBgZWZmKjMzUxcuXFB5ebnKyspkmqZ69+6tQYMGKSEhQdOnT9eoUaN8Oh4AAAAAgG8ZpslCJkCSCgsL9e1vf1uSVJMeItUYDo/IHkZIiGO5A64a4kziwuL2r/GBhn/NSrKd4Uy7IiPYwZp4w5X1pyojLMyZvKHO/Pwwa2rbv8hXuTvQBLonuNJ+TQwIc24ZqeHQEtaG8gp7E4bUq9fUEknS7373O8XExNib3080/72ztiBJarBpp72AOoUMOCDpyn790X0wwwJoRa8b6iSz/YKFa6dnPT884dSbO7O+3pG8kmSeu+hM4gBn3sCbDU794u/Qv7HpYNHAw92OegrDoe9js4/3fgZ2hBHi4BbaTn1dBzn0K1tFpSNpzcssefUpB3921Iwf6kjekMN57V/kTcFuSSX25vRzhp3NMK+wIiS6P3YJAQAAAAAAfocZFkArXHt6S7XU8wAAAOBjzLAA2sQ7MgAAAAAA4HeYYQEAAAAATmGGBdAmZlgAAAAAAAC/Q8ECAAAAAAD4HZaEAAAAAIBTTEl27Zhs2JQH8BJmWAAAAAAAAL/DDAsAAAAAcIhB002gTcywAAAAAAAAfocZFgAAAADgFGZYAG1ihgUAAAAAAPA7FCwAAAAAAIDfYUkIAAAAADiFJSFAmyhYAK0Inlwpme1vVO3aGWHDaAAAAADgykPBAgAAAACcwgwLoE0ULIBWuPb0lmpp8QIAAAAATuEdGQAAAAAA8DvMsAAAAAAApzT862GH9lu0tevixYvav3+/Dh8+rJycHBUUFKimpkZhYWGKiYlRQkKCZsyYoQkTJnQ4tsvlUkZGhnbs2KHc3FyVlJQoIiJCcXFxmjp1qmbPnq2oqCjHY8I+FCwAAAAAAJd18uRJbdiwQSdOnGj18xUVFaqoqFBOTo7eeecdTZgwQQ899JBiY2M9ip+Xl6fU1FSdOnWqxceLi4tVXFyszMxMbdmyRSkpKZo8ebJjMWEvloQAAAAAgEMMUzJM06ZH58f58ccfX1KsGDJkiKZOnaqbb75ZN910k2JiYqzPHTp0SI8++qguXLjQbuzCwkItWbLEKiwYhqHExER94Qtf0PXXX69evXpJkkpKSrRq1SodOHDAkZiwHzMsAAAAAAAeGTRokObOnatZs2apf//+LT7X0NCgtLQ0bdy4UbW1tSoqKlJqaqrWrl0rw2h7PUpqaqqKiookSbGxsVqyZImuvvpq6/OlpaVau3atDhw4ILfbrTVr1mjjxo2KiIiwNSbsxwwLAAAAAHBK07amdj06qW/fvkpJSdFvfvMbfe1rX7ukWCFJAQEBmjt3rhYsWGB97Pjx49q3b1+bcffs2aMjR45IkoKCgrR06dIWhQVJioqK0pIlSzRw4EBJUnl5uTZv3mxrTDiDggUAAAAA4LImTJigOXPmKDAwsN1rp06dqtGjR1vnu3fvbvPaN954wzqePXu2hg8f3up1oaGhmj9/vnX+9ttvq76+3raYcAYFCwAAAACAV40dO9Y6zs/Pb/Wa6urqFr0j5syZc9mYN954o8LCwiQ1zog4fPiwLTHhHAoWAAAAAOAU05QabHp0YUlIRzXvWdHQ0Pq+rceOHZPL5ZLUONth1KhRl40ZHByshIQE6/zgwYO2xIRzKFgAAAAAALwqJyfHOm6+e0hzZ8+etY6HDRvm0XKTESNGWMd5eXm2xIRz2CUEAAAAAJzSxWaYHc5lg4KCghYzFSZNmtTqdc2LC7GxsR7FHjBgQKv3+zImnMMMCwAAAACA17zwwgvWMpABAwbo+uuvb/W68vJy6zg6Otqj2H379rWOKyoqbIkJ5zDDAmhF8ORKyWx7r+gmrp3s0wwAAIAu6GEzLNLT07Vz507r/N5771VwcHCr19bU1FjHvXr18ih+8+ua3+/LmHAOBQugFUZQsKT2CxYBV8d7L2eVMz8czepqR/JKUkNpmTOJPVjLiK4zG+xr7PVZgX37OJPYVedMXsOZCZNGncuRvI5y6LWW2+1IWiPKme+lgLBQR/KapeXtX+QjoUecmYZu2v21FcCWkT1ZVlaWNmzYYJ1PmzZNM2fObPP6urpP/98MCvLsrWnz4kdtba0tMeEcChZAK9znhkvu1ivBAAAAAFq6cOGCVq5caRUMhg8frh//+MeXvaf5zAa3h8Wzph1AJCkkJMSWmHAOBQsAAAAAcEoPWBJSVFSk//qv/1JxcbEkaeDAgfrpT3+q3r17X/a+0NBPZ1M1nxlxOc2va36/L2PCOTTdBAAAAAB0SllZmZYuXarz589Lkvr166eVK1eqX79+7d4bGRlpHZeUlHiUr6koIkkREZf2k/NFTDiHGRYAAAAA4JQGs/FhVy4vqqqq0rJly5SbmyupsViwYsUKDRw40KP7hw4dah3n5+d7dE9BQUGr9/syJpzDDAsAAAAAQIfU1NRo+fLlys7OliSFh4drxYoVGjZsmMcxmhcHzpw5o/r69puynjx50jqOj7+0Ab4vYsI5FCwAAAAAwClmg70PL6irq9PKlSt17NgxSY2NKpctW6aRI0d2KM7YsWOtHTpqamqUlZV12etdLpeOHz9unU+cONGWmHAOBQsAAAAAgEfcbrdWr16tgwcPSmrcEnTJkiUaN25ch2OFhYUpKSnJOk9PT7/s9Tt37lR1dbWkxl4TiYmJtsSEcyhYAAAAAADaVV9fr9TUVO3Zs0eSFBgYqEWLFmnSpEmdjnnrrbdax2lpaTpz5kyr19XU1Oill16yzm+55RYFBgbaFhPOoGABAAAAAE4x9enWpj5/dGGYpqlnn31W77//viQpICBAjzzyiKZMmdKlp3/ddddp/Pjxkhpnb6xYsUI5OTktrikrK9OqVausnUgiIyN1xx132BoTzmCXEAAAAADAZb355pstllcMHDhQR48e1dGjR9u9NzIyUvPnz2/z8wsXLtSCBQtUVFSk/Px8paSkKDExUXFxcSorK9P+/ftVW1sr6dNZHe1tP+qLmLAfBQsAAAAAcIpp47amZufzlJaWtjg/d+6czp0759G9sbGxly1YxMTE6Gc/+5lSU1N16tQpNTQ0WD0ymouKilJKSkqLHhV2xoT9KFgAAAAAABwVHx+v1NRUZWRkaPv27crNzVVJSYkiIiIUFxenqVOnas6cOYqKinI0JuxFwQIAAAAAnNLUX8KuXJ1099136+677/biYC4VHBys5ORkJScn+3VM2IeCBdCKoME5kox2r3PndmyvaQAAAACAZ9glBAAAAAAA+B1mWACtcJ8bLrmDnR4GAAAAerpusiQEcAIzLAAAAAAAgN9hhgUAAAAAOIUZFkCbKFh0UH19vXJzc5WVlaXs7GxlZWUpJydHbrdbkpSYmKjVq1c7HrOJy+VSRkaGduzY0eo2PrNnz/ZoG5+0tDStX7++Q7nvuecezZs3r1PjvhxvPScAAAAAgP+iYNEBu3bt0tNPP63a2lq/jtkkLy9PqampOnXqVIuPFxcXq7i4WJmZmdqyZYtSUlI0efJkr+f3hZ74nAAAAAAAl6Jg0QGVlZVeLyz4IqYkFRYWasmSJSoqKtL/b+/O46Iq9z+AfwaYYRtkSUBQXEFEVAwzNQT8lVlmllYvl6tmdeun3TRLTG3Vum4glnbNX1m2aNpmmltkqanklku4ASIqioqyrwMMzMzvDy6nOQwMMzArft6vF6/XPIdznvOc4ZmHOd/zLAAgkUgQHh6OgIAAlJSUICUlBUqlEsXFxVi8eDEWLlyIiIgIg/Lu1KmTQfuGhIS06hoaMuc1ERERERFZhVpd92OpcxHZEQYsWsDLywshISHCz19//YXt27fbVJ6JiYnCjb2fnx/eeustdOvWTfh9SUkJli9fjtOnT6O2thbx8fFYu3Yt5HJ5s3n37NkT06dPb3HZWsqc10RERERERES2hQELIwwYMADr1q2Dn5+faHtGRoZN5XnixAmcP38eAODk5IS3334bXbt2Fe3j6emJt956CzNnzsStW7dQVlaGLVu24Omnn27xec2pLV4TEREREREn3SRqGpc1NYK3t7dOYMEW89y1a5fw+oEHHtC5sa/n4uKCSZMmCelffvkFKpXKpGUxlbZ4TURERERERNQ0BizamMrKSpw+fVpIDx8+XO/+UVFRcHV1BQCUlZXh3LlzZi1fS7TFayIiIiIiAvB3DwtL/RDZEQYs2pi0tDTU1NQAqOtt0NzEl1KpFKGhoUL6zJkzZi1fS7TFayIiIiIiIiL9OIdFG3P9+nXhdZcuXeDo6NjsMT169EBKSgqAumVDm1NRUYHk5GRkZ2ejoqIC7u7uuOuuu9C7d28EBQW1vPBNsMQ1ERERERERkW1hwKKN0b65N3RuDF9f30aPb8qxY8dw7NixRn/XtWtXjBs3DtHR0Qad2xCWuCYdjjXGH9OcWqnp8yQiIiIi+6YBoLbUpJuWOQ2RqTBg0caUlZUJr728vAw6xtvbW3hdXl7eqvNnZWUhISEBJ0+exMyZMw3qDdEca1yTtPMVo49pTs3FcJPnSURERERE1FYxYNHGVFVVCa9lMplBx2jvp318Q/7+/oiOjkb//v0RFBQEDw8PqFQq5Obm4tSpU9i+fTvy8vIAAHv37oVMJsO//vWvFl7J38x5TZakdnfR+3uHvEILlURMrVBY5bwAoLHSCi4Sq5wVcHB3s8p5JU7Waeo1tbVWOS8AaKz0uZdIrFS7pNY5ryLUtKtcGarWzXpTcMkzrPQ5ttL/CIs99W1A42zY/3uTc7DWfwhAVVBknRNb+pqd1ZY9nx3QaNSAxkJ/Bw3ff7IvDFi0MUqlUnjtZOBNilT691CF6urqRvcZPHgw7r//fjg4iL8kSqVSdO7cGZ07d8aIESOQmJiI48ePAwCSkpIQGxuL8PDW9Sww1zXpU53bC1BzCAcREREREZG1cJWQNka7Z0GtgU8361fgAABnZ+dG95HL5TrBiobc3Nwwb948dOzYUdi2efNmg8qgj7muSS+1FFDLTPtDRERERNSQWmPZHyI7woBFG+Pi8vewA+2eCfpo76d9fEs4OzvjySefFNJnz54VBQ9awtrXRERERERERJbHgEUb4+HhIbwuLi426Jiior/HTMrl8laXISIiQnhdXV2N3NzcVuVnC9dERERERERElsU5LNqYTp06Ca8NDRTUT5TZ8PiW0l6hAxCv8tEStnBNRERERERmodHU/VjqXER2hD0s2hjtm/OrV69CZcAqDJcuXRJeBwUFtboMDSe5bNEcElps4ZqIiIiIiIjIshiwaGPCwsKEFTKqqqpw8eJFvfvX1NTgwoULQrpfv36tLoN2sAAAfHx8WpWfLVwTEREREZFZqNWW/SGyIwxYtDGurq6iOST27t2rd//Dhw+jsrISQN1cD3369Gl1Gfbs2SO8DgoKgqenZ6vys4VrMisHJZwDT0J6Xw4ga773CJHBZCrIYvJYt8j0ZCpIB99EO8dkSGD80tFETZLWQnpvNqTB5wDH1k3aTURE9o8BizbokUceEV7v2bMHV69ebXS/qqoqbNy4UUg//PDDcHR01Nmv/ubfEEeOHMGBAweE9LBhwww+Vh9TXxMRERERkU2on8PCUj9EdoQBizZo4MCBCA8PBwDU1tbivffeQ1ZWlmif0tJSLF68GDk5OQDqVuLQXo5U26FDhxAXF4fff/8dCoWi0X0UCgW+/fZbxMfHQ/PfhrB9+/Z47LHHmiznnj17MHr0aOHHktdEREREREREto2rhBhp4cKFKCwsFG3TXkIzMzMTL7/8ss5xCxYswF133WWxPOfMmYO4uDgUFhYiNzcXs2bNQp8+feDv74/S0lKkpKQIk2M6Ojpi3rx5epf/zMjIwPvvvw8nJyd06tQJHTt2hFwuh0qlQl5eHtLT00WTbcrlcixcuBAuLi5N5mksU18TERERERER2S4GLIyUnZ2td2nNqqoqXLlyRWd7bW2tRfNs3749Fi1ahMTERFy+fBlqtRpnzpzR2c/T0xOzZs0SzRGhT21tLbKysnR6N2jr168fZs2aBT8/P4PyNJS5romIiIiIyFo0Go3lJsPkkBCyMwxYtGFBQUFITExEcnIyDhw4gGvXrqG4uBhyuRz+/v4YMmQIhg8f3uykmLGxsQgMDER6ejrS09Nx69YtlJWVobS0FBqNBu7u7ggICEBoaChiYmIQEhJi89dEREREREREto0BCyOtW7fOLvKsJ5VKcf/99+P+++9vVR69e/dG7969TVgyYPjw4Rg+fHiLytPaa2r2HHdlAJA0u19NXrjZykBEREREdwBLTobJHhZkZzjpJhERERERERHZHPawIGpETUFPQC2zdjGIiIiIiIjuWAxYEBERERERWYtaU/djqXMR2REOCSEiIiIiIiIim8OABdEdTjq4DNLBZVY5ryy6yuLnlUVXQRqlsPh5pVEKOA0otPh5rclpQKFVrtmq540ssPx5Iwvg1K/ppbHbonbK42inPG6V8zoFpFv8vE4B6XAKz7H8ecNz4NTH8ue1Jqd+uVb5PDn1y4X0vnKLn1d6X7lVvgNQAxq1ZX+I7AgDFkRERERERERkcziHBRERERERkZVoOIcFUZPYw4KIiIiIiIiIbA4DFkRERERERERkczgkhIiIiIiIyFo0asBSIzU46SbZGfawICIiIiIiIiKbwx4WREREREREVqLRWHDSTQ0n3ST7wh4WRERERERERGRz2MOC6L9UKtXfCYcay51Y+1xSVdP7mYvkv5F2ZwuPaZRoAGgAFwtH+iUaQALrXK8EgMyCf2OZ1jVas25Z8prv1PNaum5p1ScJlJY7b73/jsGWaKqtcF4N4Gjpa/5veymttfx5JRY+r3Zb5WjB/8X1rPo51ljpfzEse16t/02i7153MIlMXdfLwiLnYg8Lsi8SjaU+HUQ2LiMjA3FxcdYuBhEREdEdYcWKFejZs6e1i2EV+fn5ePbZZ61ahi+++ALt27e3ahmImsMhIURERERERERkc9jDgui/lEolsrKyAACenp5wdHS0boGIiIiI2hiVSoWSkhIAQNeuXSGTyaxcIutQqVQoKiqyahm8vb35fZdsHgMWRERERERERGRzOCSEiIiIiIiIiGwOAxZEREREREREZHMYsCAiIiIiIiIim8OABRERERERERHZHAYsiIiIiIiIiMjmMGBBRERERERERDaHAQsiIiIiIiIisjkMWBARERERERGRzWHAgoiIiIiIiIhsjpO1C0BkL9LT0/H7778jPT0dubm5qKyshEwmg5eXF7p3747BgwcjKioKUqnUqnnW1NQgOTkZBw8exLVr11BcXAy5XA5/f38MGTIEDzzwADw9PVvyFpCZ2HLd2rNnD1atWmXU9UyePBnjx4836hgyD3PUrXPnzmH//v04f/48ioqKUFNTA29vb3Tt2hXR0dEYOnQoHB0djSon2y37Y8t1i+0WEVHbIdFoNBprF4LIlpWXl+PDDz/EkSNHmt03ICAAr776KsLCwiyeJwBkZ2cjMTERly9fbnIfLy8vzJo1C/fcc0+z+ZF52UPd4hd/+2SuuvX+++/j+PHjevcLDg7G7NmzERQUZFBZ2W7ZF3uoW2y3iIjaDgYsiPSorq7G/PnzkZmZKWzz9PRE9+7d0b59e5SUlODatWu4deuW8HtnZ2csXrwYoaGhFssTAPLz8xEXF4fCwkIAgEQiQXh4OAICAlBSUoKUlBQolUoAgJOTExYuXIiIiIiWvTHUavZSt7S/+Hfq1MmgOnPvvfciMjKy2f3IPMxRD8rLy/Haa6/h+vXrwrYOHTqgV69ekMlkuHXrFlJTU1FbWwugLsCQmJgIf39/vWVlu2Vf7KVusd0iImo7OCSESI8tW7YIX8wcHBzwj3/8A2PGjIGzs7Owj0ajQXJyMtasWYOKigpUV1dj9erV+M9//mOxPAEgMTFR+NLv5+eHt956C926dRN+X1JSguXLl+P06dOora1FfHw81q5dC7lc3vI3iFrMnupWvZ49e2L69OmtuWyyAHPUg//85z/CDaVMJsOMGTPwP//zP6J9bt++jRUrViAtLQ3FxcVYunQpPvjgA0gkkibLynbLvthT3arHdouIyL5x0k0iPfbs2SO8fvTRRzF+/HjRFzOg7olgTEwMZs6cKWzLyspCVlaWxfI8ceIEzp8/D6DuKeTbb78t+tIP1D0Fe+utt9ChQwcAQFlZGbZs2dLElZO52UvdIvtj6npw6dIlHD58WEi/8sorOjeUAODv74+FCxcKbcylS5dw4MCBJsvJdsv+2EvdIiKitoMBC6ImKBQK5ObmCunY2Fi9+w8ePFj0xe3GjRsWyRMAdu3aJbx+4IEH0LVr10b3c3FxwaRJk4T0L7/8ApVKpbcMZHr2VLfIvpijHvzxxx/C627duiE6OrrJ/Nzc3DBu3DghvX379ib3ZbtlX+ypbhERUdvBgAVREyorK0Vpd3d3vfs7OjrCzc1NSDc2PYy58jx9+rSQHj58uN48o6Ki4OrqCqDuaeW5c+f07k+mZy91i+yPOerBhQsXhNcDBgxotgzaE2NevHhRdJOrXU62W/bFXuoWERG1LQxYEDXB09MTMplMSF+7dk3v/sXFxSgpKRHSDbs2myvPtLQ01NTUAKh7EhkSEqI3T6lUKpr87MyZM3r3J9Ozl7pF9scc9aC4uFh47efn11Z5pJAAACAASURBVGwZvL29RUtZNtbGsN2yP/ZSt4iIqG1hwIKoCU5OTqInPt9++y2qqqqa3P+rr76CWq0GAERERKBjx44WyVN7ZvUuXboYtEZ9jx49hNfZ2dnN7k+mZS91q6GKigokJydj06ZN+PTTT7Fp0ybs3r2bdciGmKMetKT3jfYxjd3Yst2yP/ZStxpiu0VEZN+4SgiRHlOmTEFKSgoqKytx+fJlvPzyyxg/fjzCwsKEJdyysrKwefNmpKamAgCCgoIwa9Ysi+Wp/cXfkCdUAODr69vo8WQ59lC3Gjp27BiOHTvW6O+6du2KcePG6R2DTpZh6nrg6ekptBOGdMEvKioSlqAEGg8usN2yT/ZQtxpiu0VEZN8YsCDSIygoCPHx8XjvvfeQn5+PnJwcrFy5stF93d3dMWzYMDz99NOicbvmzrOsrEx47eXlZdB1eXt7C6/Ly8sNOoZMyx7qljGysrKQkJCAkydPYubMmQY9MSfzMHU9CA4OFlbzOHnyJKZOnar3/CdOnBClG2tj2G7ZJ3uoW8Zgu0VEZPsYsCBqRrdu3fDJJ5/g119/xVdffdVkF9jIyEgMGzbMoJs/U+apfaz2+GJ9tPfT16WXzMvW61Y9f39/REdHo3///ggKCoKHhwdUKhVyc3Nx6tQpbN++HXl5eQCAvXv3QiaT4V//+lez+ZL5mLIeDBo0CNu2bQMAXLlyBcnJyU0+kVYoFPj+++9F2xpO1giw3bJntl636rHdIiJqGxwXLly40NqFILJlJSUl+PTTT7F161YolUp4e3sjMjISvXv3RmBgIKqqqlBRUYFr167ht99+Q2FhIQYMGAAHh6aniDFlnr/99htu374NAOjXrx/69evX7DXl5eVh3759AAC1Wo2JEye28N2h1rD1ugXUddd/4okncPfdd6NDhw5wdXWFo6MjnJyc4OnpiV69euHBBx/E1atXcfPmTQBAZmYmIiIiDO7qT6Znynrg7++PlJQU5OfnA6h7yu3n56ezDGlubi6WLFmCrKws0XY3NzeMHj1atI3tlv2y9boFsN0iImpL2MOCSI+bN2/ijTfeQEFBAaRSKf71r39hxIgRom6jGo0Gf/zxBz766CNUVFRg9+7dcHBwaPJJjanz1H7qqD22V5/62fkBwNnZ2aBjyLTsoW4BgFwub/Za3NzcMG/ePMyaNQs3btwAAGzevBnh4eHGvCVkIuaoB3FxcZg9ezZKS0tRXV2NFStWYNOmTQgNDYWzszNycnKQmpqK2tpaODg4IDIyUui+X78cqTa2W/bJHuoWwHaLiKgt4SohRE1QqVRYsmQJCgoKAAAzZszAyJEjdca4SiQSREdH4/XXXxe2JSUlISMjwyJ5uri4CK+VSqVB16a9n/bxZBn2UreM4ezsjCeffFJInz17VnSDSZZhrnrg7++P5cuXi5amzMnJwf79+7F7926cOXMGtbW1cHV1xauvvipaptTd3V0nP7Zb9sde6pYx2G4REdk+BiyImnD48GFcvXoVANCpUyfcf//9evePiIhA//79hfSePXsskqeHh4fwWntNe32KioqE14Y8iSLTspe6ZayIiAjhdXV1tUGz/pNpmbMeBAYGYuXKlZg7dy6ioqLg5+cHmUwGV1dXdOnSBU899RRWr16NYcOGCcM9AOCuu+7SyYvtlv2xl7plLLZbRES2jUNCiJpw8uRJ4XXfvn0NOqZfv35ISUkBAFy8eNEieXbq1El4begXrfqJxhoeT5ZhL3XLWNqrOADilSDIMsxdDxwcHBAdHd3sMpDa+Wg/Ea/Hdsv+2EvdMhbbLSIi28YeFkRNqO/2CoifBurTrl074bVCobBIntpf3K9evQqVStVsnpcuXRJeBwUFGVQOMh17qVvGqq6uFqU5z4Dl2UI9KCwsFOYEAICwsDCdfdhu2R97qVvGYrtFRGTbGLAgaoL2lxZDn7iUlpYKrxsbW2uOPMPCwiCVSgHULfXX3FOsmpoaXLhwQUgbMjs/mZa91C1jad9QAoCPj0+r8yTj2EI92L9/P9RqNYC6wERjT8HZbtkfe6lbxmK7RURk2xiwIGqCr6+v8Prs2bMGHXPmzBnhdUBAgEXydHV1FY3B3bt3r978Dh8+LKxdL5fL0adPH4PKQaZjL3XLWNpj1IOCguDp6dnqPMk41q4HFRUV2Lp1q5AeOXJko/ux3bI/9lK3jMV2i4jItjFgQdQE7S/T169fx759+/Tuf/r0aWGsLgBERkZaJE8AeOSRR4TXe/bsESZGa6iqqgobN24U0g8//LDODO9kfvZSt+pvEA1x5MgRHDhwQEgPGzbM4GPJdMzVxhhCpVJh5cqVwiSaQUFBem8q2W7ZF3upW2y3iIjaFgYsiJowcOBAdOzYUUh/9NFHSEpK0hlrrdFokJycjKVLlwrb2rdvj5iYGIvkWZ9v/drxtbW1eO+995CVlSXap7S0FIsXL0ZOTg6AujHI2su5keXYS906dOgQ4uLi8Pvvvzc5/lyhUODbb79FfHw8NBqNkN9jjz2m7y0gMzFXG3Pq1Cls2rRJtEKDtuzsbLzzzjs4evQoAEAqlWLWrFnCsI+mysp2y37YS91iu0VE1LZINPUtNRHpuHDhAt58803RpFw+Pj7o1asX2rVrB4VCgfT0dNEs91KpFP/+97+FL+KWyBMA8vPzERcXh8LCQgB1M6736dMH/v7+KC0tRUpKinBOR0dHvPvuu6InZmRZ9lC39uzZg1WrVgEAnJyc0KlTJ3Ts2BFyuRwqlQp5eXlIT08XnU8ul2PZsmXo0qVLy98cahVz1K2DBw9i+fLlAOrmDujSpQs8PDygUChw7do1UaBBKpXizTffxIABA5otK9st+2IPdYvtFhFR28KABVEzMjIy8P7774tmJm+Kv78/Zs+ejd69e1s8T6DuSVRiYiIuX77c5D6enp6YNWsWBg4c2Gx+ZF62Xre0v/gbol+/fpg1axb8/PwMPobMw9R1S/umUp/g4GC89NJLCA4ONrisbLfsi63XLbZbRERtCwMWRAZQqVQ4duwYjh49iszMTBQWFqKyshIuLi7w8vJCcHAw7r33XkRFRcHJyclqeQJ1s+knJyfjwIEDuHbtGoqLiyGXy+Hv748hQ4Zg+PDhnFTMhthy3aqpqcHFixeRnp6O9PR03Lp1C2VlZSgtLYVGo4G7uzsCAgIQGhqKmJgYk8zYT6ZjyrpVWVmJlJQUnDlzBhcuXEBRURFKSkogk8ng4+ODkJAQREVFYcCAAS2aX4Ltln2x5brFdouIqG1hwIKIiIiIiIiIbA4n3SQiIiIiIiIim8OABRERERERERHZHAYsiIiIiIiIiMjmMGBBRERERERERDaHAQsiIiIiIiIisjkMWBARERERERGRzWHAgoiIiIiIiIhsDgMWRERERERERGRzGLAgIiIiIiIiIpvDgAURERERERER2RwGLIiIiIiIiIjI5jBgQUREREREREQ2hwELIiIiIiIiIrI5DFgQERERERERkc1hwIKIiIiIiIiIbA4DFkRERERERERkcxiwICIiIiIiIiKb42TtAhARtcTo0aOF13369MHSpUutWBrLSElJwdtvvy2kJ0+ejPHjx1u8HEqlEleuXEFOTg6Ki4tRXV0NqVQKd3d3eHp6onv37vDz87N4ufRRqVQYM2aMkI6IiMCiRYusWCKituPmzZuYNm2akH7wwQfx8ssvW7FERETUVjBgQUQm989//hO5ubl693FwcICbmxvc3d0RFBSEkJAQ3HfffejatatlCklGUSqVOHDgAA4ePIhz586htrZW7/7t2rXDPffcg9jYWERERMDR0dFCJaU7zdy5c5GWlibaJpfL8emnn0Iul7cqr1WrVqF79+4mKScREREZjwELIrIKtVqN8vJylJeX4/bt2zhx4gS++eYbhIeH46WXXkJQUJC1i0j/tWfPHqxfvx5FRUUGH1NaWop9+/Zh3759CAgIwKRJkxATEwOJRGLGkhLVKS8vxw8//IBnn33W2kUhIiKiVmDAgohsyvnz5/HKK69gzpw5GDJkiLWLc0dTKBR4//33cezYsUZ/7+fnB19fX3h6ekIikaC4uBiFhYXIyckR7ZeTk4PExEQUFBTgiSeesETRibBz506MHj0a7du3t3ZRiIiIqIUYsCAis3vttdcQGhoq2qZWq1FWVoZLly5h7969uHDhgvA7pVKJxMRELFu2DCEhIZYuLqHuCfVbb72FS5cuibZ7eXlh7NixGDx4MAIDAxs9Njc3F8ePH8dvv/0mOr6mpsasZSbSplQqsWnTJs6lQEREZMcYsCAis/P29oa/v7/O9oCAAPTs2RMjR47Ezp07sXbtWmg0GgB1NxufffYZ4uPjG81zx44dZi3znW7lypU6wYpRo0Zh6tSpcHV11Xusn58fRo0ahUceeQSHDh3C+vXrdXpdEFnC3r17MWbMGHTu3NnaRSEiIqIW4LKmRGQTHn30UTz++OOibampqTo3zWR+W7Zs0RkGMmXKFEyfPr3ZYIU2iUSCoUOHYuXKlRg8eLCpi0nUKO26plarsX79eiuWhoiIiFqDAQsishnjxo2Dk5O449dff/1lpdLcmYqKirBx40bRtpiYGIwbN67Febq5ueGNN95AbGxsa4tH1KwxY8bAy8tLSB87dgypqalWLBERERG1FIeEEJHN8PDwQHBwMNLT04Vt2dnZVixR6xUUFCAjIwPFxcUoKyuDq6srvLy8EBISgg4dOli7eDq2b98OpVIppD08PPDiiy+2Ol+JRGL09ebk5CAzMxMlJSVQKBTw8PCAl5cXevXqBW9v71aXyR5oNBpcuHABOTk5KCwshEQiQUBAAPr27dvskp1VVVVITU3F9evXUVlZCQ8PD3Ts2BHh4eE6gcHWUCgUSE1NRV5eHsrLyyGXy9GhQwf07t0bzs7OJjuPoVxdXTFhwgR8/PHHwrYvv/wSCQkJFi+LpSgUCpw/fx4FBQUoLS2Fu7s7unfvjtDQUDg46H82dfv2baSnp6OgoAAqlQre3t7o1asXOnXqZNIyZmZm4saNGygoKICjoyN8fHwQFhZmsklRlUol0tLSkJ+fj5KSEgB1yysHBgYiNDTU5Esr3759G5cvX0ZRURHKysogl8sxZMgQ+Pj4mPQ8RER3OgYsiMimNPzyWlpa2uh+o0ePFl736dMHS5cu1dknLy8Pr7zyiiiPl19+GQ8++KBBZTl69CgWL14spF1dXbFixYpml1ytqanBr7/+iqSkJFy9erXJ/Tp27IixY8di+PDhJv8y3RJKpRJJSUmibSNGjGj2xtiUampqkJSUhJ07dzY574VEIkH37t3x5JNPYujQoWZZKvWZZ55BQUEBgLq5VtauXWvwsRs2bMD3338vpJctW4bw8PBG901JScHbb78tpCdPnozx48ejpqYGP/30E3755Rfk5ubqHCeTyfDwww9jypQpcHFxEf2upKQEGzduxL59+1BdXa1zrIeHByZOnIhRo0Y1ezMLAHPnzkVaWhoAwMHBAdu2bQMA5Ofn46uvvsLhw4dFQS7tMj7yyCMYP368ResQADz00EPYtm2bUIfS0tJw7NgxDBo0yGTnaOpvZyhj6tiKFSuwf/9+If3FF1+gffv2uHnzJjZt2oQjR440+jfw8/PDc889h6ioKJ3fnTt3Dhs2bGiy90nPnj0xffr0Vk18rFKpsGvXLvz888+4ceOGzu8lEgl69+6NZ599VmdiZkOlp6fj+++/x+nTpxt9D4C6Xl6xsbGYMGGCQQEFlUqFMWPGCOmIiAgsWrQIAHD48GFs2bJFNFF0PV9fX9x7770tug4iImoch4QQkU2pn3TTFHx9fREXFye6Kfv4449x5cqVZo/NycnBypUrRdtmzJjRbLAiIyMD06dPx8cff6w3WAEAN27cwOrVqzFnzhwUFhY2WyZzS09PR0VFhWjbQw89ZLHzX7t2DS+99BI+/fRTvZN0ajQaXLp0CQkJCZg3b57wNLWtKCkpwbx587B+/fpGgxVAXXBp+/bteP3116FQKITtFy9exMyZM5GUlNRosAIAysrKsHbtWnz44YdQq9UtKuOff/6JmTNnYv/+/U3eJCqVSvz000+YO3eucGNuKU5OTpg8ebJo2/r166FSqSxaDnM6fvw4Zs2ahQMHDjT5N8jNzcWyZcvw3XffibZ/++23eOONN/QOlcnIyMC8efNw4sSJFpVPoVDgnXfewaefftposAKo+yyfP38ec+fOxTfffGNU/lVVVUhISMBrr72G48ePN/ke1JclKSkJ06ZNw5EjR4w6T73a2lqsXLkSS5cubTRYQURE5sGABRHZlIY3Nu3atWtVfpGRkZgwYYKQViqVWLp0qc6Nubbq6mqdfR599FHExMToPdfRo0fx+uuv69xk+vj4IDIyErGxsRg0aBACAgJEv8/MzERcXJzFb+oaOnfunCjt6+urU1ZzuXjxIubNm6cTqGjXrh0iIyMRExODiIgInUk/09LS8Nprr1n9vTOVmpoaLFy4EBcvXgRQ10uhb9++iImJwaBBg3SGwmRmZuLDDz8EUDd86u2330ZRURGAv9+72NhY3H333Trv3d69e/Hzzz8bXcZz585h6dKlKC8vB1C3CtCAAQMQGxuLAQMGwMPDQ7R/dnY2EhISWhwcaano6GgEBwcL6WvXruH333+3aBnMJS0tDUuXLkVVVRWAup5pAwcORExMDPr06QOpVCra/+uvv8aff/4JAPjhhx+wceNGITjcpUsXDB48WHi/tHss1dTUYPny5S36fMXHx+PMmTNCulu3brjvvvswZMgQdO3aVbSvWq3Gpk2b8PXXXxuUd3FxMebNm4fk5GTRdplMhrCwMERFRWHo0KHo1auXaPhTVVUVli1bhn379hl9PZ999hn27t0rpDt16oRBgwYhOjoa4eHhVhn+RER0J+CQECKyGeXl5cjMzBRtM8U46gkTJuDChQs4efIkgL97T7z55puN7t+wF0ZoaCj++c9/6j1HVlYWEhMTRU/57rnnHkycOBE9e/bU2T8zMxNr164Vutrn5+cjMTERixYtstrwkPqy1GtNV3BjKBQKxMfHCzfAAODl5YXnn38eQ4cOFb0f1dXVSEpKwoYNG4T3OicnBytWrMCiRYsMGuJgy3bt2oXy8nLIZDJMmjQJo0aNEt0IqdVqJCUlYe3atUIA4NChQzhz5gzWrl2LiooK+Pr64vnnn8fgwYNF70dlZSXWrVuH3bt3C9s2bNiA4cOH6wwraYpGo8GSJUtQW1uL7t2747nnnkNERIRoH5VKhe3bt+PLL78Uypiamork5GSLTrwqkUgwdepU0bCNjRs3IiYmBjKZzGLlMIc1a9agpqYGnTt3xrRp09CvXz/R74uLi/Hhhx/i+PHjwrbPP/8c7u7uQlBg0KBBeO655xAYGCg6NisrC8uWLRN6RSgUCmzcuBEvv/yyweU7cuSI8HmOjIzEtGnTdM6TnZ2Njz/+WBTU+P7779GvXz+d69GmUqmQkJCAy5cvC9vuuusuTJkyBTExMTrBmvLycmzevBlbt26FWq2GWq3GRx99hB49eqBLly4GXU9GRgZOnz4NoO59e+aZZ3T+NykUCtTW1hqUHxERGc6+v9kRUZuyefNmnS98d999d6vzlUgkiIuLg5+fn7Dt6NGj2LJli86+u3fvxp49e4R0u3btMH/+fL2TFNZ/gdbugj958mQsWLCg0WAFAAQHB2PJkiWiMfXnzp3TeWJoSQ2fojY3/MVUNmzYgNu3bwtpHx8fJCQkIDY2Vid44+zsjDFjxmDBggWim86zZ8+KbsTtVXl5OZycnPDuu+/iiSee0Hlq6+DggFGjRmHSpEmi7UuXLsXVq1cREBCAxMRE3HfffTrBG1dXV8yYMUP0mVIoFDh06JDB5dNoNCgrK0P//v0RHx+vE6wAAEdHR4wdOxZTp04VbbfG36d///7o37+/kM7Pz8fOnTstXg5TKy8vR0hICJYvX97ozb2XlxfeeOMN0Wf4xo0bWLRoEdRqNUaNGoU333xTJ4gAAF27dsXChQtFn68//vhD6M1haPmAuhWGFixY0Oh5goKC8N5772HIkCHCNo1Gg9WrV+sdurNlyxacPXtWSIeEhGD16tV44IEHdIIVACCXy/HMM89gzpw5Qu8RpVKJzz77zODrqaysBADhfWsskO7m5tbqHoFERKSLAQsisglJSUk6AYSwsDBRl+7W8PDwwPz580VfaNevXy8aBnHp0iXRxHcODg6YM2dOs7PYHzp0SLSaSWxsrEGT7zk5OWH27NmiL7lbt2416HrMoaysTJR2d3c3+znLy8tFASKgbmLU5oai9OvXDxMnThRt27Ztm0nnQLGWCRMmoE+fPnr3eeyxx0TBjPobxNmzZzc7qeCTTz4pStc/OTaUh4cH5syZ02yvjMceewyenp5COi0tDTU1NUadyxSmTp0qGubwww8/iHrz2CMnJyfMnTsXbm5uevd54oknRNvKy8vRtWtXPP/883onq+3QoYNoos7Kykqj523w8/PDzJkz9fZ6cnR0xCuvvCKqszk5OU3Om1FVVSVqI+VyOd555x2DJnWNjo7GiBEjhHRKSopB8xnV69KlS7PvGxERmR4DFkRkdkVFRbh9+7boJycnBxcvXsQvv/yCuXPnYs2aNaKbTalU2uwwDGOFhITghRdeENL1PSOKiopQXl6OpUuXioZ0TJw40aAeHjt27BBeOzg44Omnnza4TG5ubqKJLS9fvoz8/HyDjzelhjdxlghYHDp0SPTkNjw8HAMGDDDo2DFjxsDLy0tI37hxQ7Qkrj1ydXUVrYDTFBcXF/Tq1Uu0rW/fvjrbGtNwjgNjbtoAYOTIkaJARFOcnJxEn5/a2tpmJ6I1h+DgYERHRwvp+iEC9iwmJsagZYK1e5fUGzNmjEHL2jZs+4ytJ0899ZRBQ43c3NwwduxY0TbtuSK07d+/XxRYbdgGNKfheern9TCEoe8bERGZFlteIjK75cuXG7W/VCpFXFxci5e502fkyJFIT08XJl0rKipCQkICXF1dRcMSBgwYYFAvCYVCgYyMDCEdGhoqGnpiiL59++KHH34Q0ufPn7foWH9rarhKwbBhwww+1snJCdHR0aKAUWpqKsLCwkxVPIsLCwvT+9RcW2BgoKh3RGRkpEHHOTo6wt/fH9evXwdQN9+BMQYOHGjwvg2HFVlrRZcpU6bg8OHDwpCzHTt2YPTo0bjrrrusUp7WMjSo1759e8hkMlEg1tB60nAYhzH1xMHBQRQkak5sbCzWrVsnpJtavSQlJUWUNuYcQN1S0j4+PsKqTOfPnzf4WFMuiUtERIZjwIKIbEpYWBheeuklgydDa4kXX3wRly9fRlZWFgDd1TH8/PwQFxdnUNff9PR00eoH/v7+osCHIRoOY7h165ZRx5uKXC4X3ZRoL5dpLg0nWTU22BAWFiYKWNSvrmGvjJlktmFgw5g5R7R7zxj7dzbmPA276luiTjWmQ4cOeOihh7Br1y4AdXMYGDuRpC0x5m/g5uYmBCzkcrnOSjP6jtNmzN8uMDDQoGEa9by9veHn5yessFRSUoLc3Fyd4K92IEMmk8HBwcHo9tbDw0MIWBja1vr5+emsfkNERJbBgAURWYWDgwNcXV3h7u6OTp06ISQkBPfddx+6d+9u9nO7uLjg9ddfx6uvvqrzJVwqlWL+/PkGfznNy8sTpffv34/9+/e3qnwN55KwFA8PD1HAwhLj/Bs+cW9scj59Gt7gG9tbwNYYc5PXcEJSY4bwaM8rYMzKBg4ODgb3AAF0y2jNVRQmTJiAffv2CRMo7t27F2PHjrXY5LKmZMzfWvtv0NLjAOP+dh07djR433qBgYGiJaGLi4tFAQuVSiUs2QvUBZ20h/i1hKFtrTHDToiIyLQYsCAis1uyZAn69u1r7WKIBAYGYtSoUaKhGEDdvBXGLOdpjuBC/Q2Vpfn4+IgmD60fMmBOFRUVwmuZTNboLP/6NLx5tvfJFFuzLKulJgO010kHvby8MGbMGHzzzTcA6paIXb9+fZPLG9uyltYTSy376+rqavQxzX2WS0tLW1Wmxhja1rbkeoiIyDQ46SYR3ZGys7MbXd7w4MGDouVJm2OOJ8bWWumi4XAM7bk5zMXU12qvN9NkGWPHjhU9LT969KjdT9Rqi8zxOWxLbS0RERmOPSyI6I5TVVWFZcuWNfp0LSsrC2vWrMGrr75qUF7aS5ICwLPPPquzlKC9aLiUZl5eHm7dumXQagQtJZfLhWEhSqUSNTU1RvWyaDikxxIrmzRHe04Tsi2urq4YN26caPniL7/8EsuWLbN4WdpyPWnJXCUNj2k4PKphWxsUFIQ1a9YYXzgiIrIr7GFBRHecjz76CNeuXRPSYWFhoqeu+/btw+7duw3Kq+HY5hs3bpimkFbQq1cvnRv+X375xaznbLg85s2bN406vuGwFVONNdcev69SqYw61t6HpbR1I0eOFAXhzp8/b9TylvUazvHAevK3lrSDDT/7DT/Lzs7OoqEZt2/fNvo9JyIi+8OABRHdUXbt2iWaFNPb2xuvv/465syZIxrfvXbtWly6dKnZ/BoOo2i47J49cXZ2xsMPPyza9ttvv5n1xio4OFiUNrZ7fsP9jZl/RB/t8fTa82wYQjsYRrbHyckJkydPFm1bv3690T0eGs5rYEw9ycnJQU1NjVHnsyc3b940qt0oKioSTbjp6enZ6PLQ2u2tUqk0allSIiKyTwxYENEdIyMjA5999pmQdnBwwNy5c+Ht7Y2IiAj84x//EH6nVCqxbNmyZr90e3t7o2vXrkI6NzcXp06dMnnZLeXxxx8XDckoLS3FJ5980up8NRpNo0sI9u7dW5Q2ZoUVlUqFgwcP6s2vpbR7flRUVKCgoMCg40pKSux+adU7QUxMjGhFoqtXr2Lfvn1G5dGwB4Axgarjx48bdS57o1arLxN8EgAACWRJREFUkZycbPD+Bw4cEKWb+hzffffdorShPeGIiMh+MWBBRHeEsrIyxMfHiyZumzp1qmjehnHjxmHAgAFC+tatW1i5cmWzE7M9+uijovTnn3+OqqoqE5Xcsry9vTFx4kTRtv3792PLli0tzlOhUGDJkiU6NyUAEBUVBRcXFyF97tw5/PXXXwblu23bNtEyph07dkSvXr1aXE5tPXr0EKUNHTLw448/tukn522FRCLB1KlTRds2bdpk1N+uffv2osBWamqqQb0KqqqqsG3bNsMLa6c2b95sUDuoUCiwdetW0bb777+/0X0feOABUe+n5ORknD17tnUFJSIim8aABRG1eRqNBu+//76oy/GgQYN0JseUSCSIi4uDr6+vsO3YsWP48ccf9eY/fPhwBAYGCumrV69i6dKlRg8lKC4uxpEjR4w6xhyeeuopDBw4ULTtiy++wNq1a40KxGg0Ghw6dAivvPIKjh492ug+crkcw4cPF21btWpVo70xtJ07dw4bN24UbXv88cdNtjpBRESEKL158+Zml0A8dOjQHXEj2lZERkaK/s55eXnIzMw0Kg/t45VKJb777ju9+9fW1mLlypWitqitys3NxerVq/UOtVGpVFi1ahUKCwuFbR06dNBpf+p5eHhgzJgxQlqj0WDJkiVIS0szqmwqlQqHDh0yuo0mIiLLY8CCiNq877//HidOnBDSAQEBTa4C4uHhgfnz58PJ6e9FlDZs2KD3KZ6joyPmz58vGtN+6tQpzJw5E0lJSXpvdEtLS3HgwAEkJCTgueeew65du4y5NLOQSCSYPXu2qMs8AOzYsQMvvPACfvrpJ70Bhby8PPz888949dVXsWzZMuTk5Og936RJk0Tj1QsKCjBv3jwkJyfrTKqnVCqxbds2vPvuu1AqlcL28PBwjBgxwpjL1Kt///6iMuXm5uKdd95pdFLQkpISfP7550hISIBardZZ3YBs1zPPPNOqIFfDOvfTTz/h66+/FtXNeunp6XjjjTdw6NAhSKVSyGSyFp/X1tV/Bg4cOIB333230c9NdnY2FixYgMOHDwvbJBIJZsyYoTOhqbZx48aJAkXl5eWYP38+PvnkE72TfdbU1CA1NRVffPEFnn/++SZXiiIiItvCZU2JqE07ffo0Nm3aJKRlMhnmz5+vd/nLnj174vnnn8fHH38MoG489vLly7Fq1Sp4e3s3eky3bt0wf/58xMfHC8vz5eXlYc2aNfjkk0/QpUsX+Pr6wtXVFdXV1aioqMCNGzcMnhvB0uRyORYvXowVK1aIgj3FxcVYt24d1q1bB39/f/j6+sLT0xMSiQRFRUUoLCxsMkDh7Ozc5Lnmzp2LBQsWCE88CwsLkZCQAC8vL/To0QPu7u4oLS3FhQsXdG4y/P39MWfOHL03OcZycHDA//7v/2LRokXCtvT0dLz44ovo0aMHOnToALVajdzcXFy6dEl4ityvXz+EhIQ02yuHbENwcDCioqLwxx9/tOj4iIgIDBkyRNQz6rvvvsOOHTvQq1cveHh4QKFQICsrC3l5ecI+L774IjZu3Gizn//WGjJkCPLz8/HXX3/h1KlTmDZtGrp3746AgABoNBrcvHkTWVlZOsc1DEY0pj5AvHDhQly4cAFAXRu9c+dO7Ny5E+3bt0fnzp0hl8uh0WigUCiQn5+PGzduiIYEEhGRfWDAgojarIKCAiQmJoq6JE+fPl2n50BjRo0ahdTUVGFSx6KiIiQkJGDRokVN3hhHRkbigw8+QEJCgmiFEZVKhcuXL+Py5cvNnteWns7L5XK88847+PXXX/H111+L5osA6pYVvH37drP5dOzYEVOmTEFUVFST+4SGhiI+Ph7//ve/RXkWFxfj5MmTeo978803mwwktcagQYMwZcoUbNiwQdimVqtx8eLFRifWjIyMxPz587F582aTl4XMZ8qUKTh69GiLb2ZnzpyJwsJC4eYZqJuXobHJdx0dHTFt2jQ8+OCDOkOa2pr58+fjvffeE1by0NcGSiQSjB8/HpMmTTIob7lcjmXLluGLL77Azp07RW18fn4+8vPzm83DxcVF1JOOiIhsE1tqImqTVCoV4uPjRTfZw4cPx4MPPmhwHjNmzMCVK1eQnZ0NoG7ehA0bNuCZZ55p8pjAwEB88MEH+PPPP7Fjxw6kpqY2O5FfUFAQ+vfvj6FDh5pslQtTkUgkeOihhzBs2DDs378fBw8exPnz53WGajTk5eWFe+65B8OGDUPfvn1FS8Y2pUuXLvi///s/7Nq1Cz///LPeoSTdu3fH2LFjERsba7J5Kxozbtw4dO/eHevXr8eVK1ca3ScoKAijR4/GQw89ZNB1km0JDAzEiBEj8PPPP7foeA8PDyxevBg//vgjtm/f3ui8CI6OjrjnnnswceJEnQld2yo3NzcsXrwY27dvR1JSUqOfZ4lEgrCwMDz77LNGT5jr5OSEF154AY8++ii2bt2KI0eO6ARVG2rXrh369OmDQYMGYciQITpL0xIRke2RaJqb/p6IiFpMqVTiwoULyM3NRVlZGaqrq+Hs7Ay5XI6AgAB07twZHh4e1i6mUaqrq3HlyhXk5OSguLgYSqUSUqkU7u7u8PLyQrdu3UTzP7TUzZs3kZmZiZKSElRWVgr5h4WFwcfHxwRXYnx50tPThZsiHx8fBAUF3TE3oNS82tpapKWl4fr16ygrK4Obmxvat2+PXr166SyDeqe5ePEibty4gcLCQjg4OMDHxwdhYWGiSY5b69q1a7h69SpKS0tRXl4OqVQKV1dX+Pr6olOnTvD39zdrgJOIiEyPAQsiIiIiIiIisjnsu0pERERERERENocBCyIiIiIiIiKyOQxYEBEREREREZHNYcCCiIiIiIiIiGwOAxZEREREREREZHMYsCAiIiIiIiIim8OABRERERERERHZHAYsiIiIiIiIiMjmMGBBRERERERERDaHAQsiIiIiIiIisjkMWBARERERERGRzWHAgoiIiIiIiIhsDgMWRERERERERGRzGLAgIiIiIiIiIpvDgAURERERERER2RwGLIiIiIiIiIjI5jBgQUREREREREQ2hwELIiIiIiIiIrI5DFgQERERERERkc1hwIKIiIiIiIiIbA4DFkRERERERERkcxiwICIiIiIiIiKbw4AFEREREREREdkcBiyIiIiIiIiIyOYwYEFERERERERENocBCyIiIiIiIiKyOf8P4xoJfTPQw0IAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 534 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=target_mask, mask_color='k');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! We see our target mask centered on the ten brightest pixels in the center of the image. Let's see what the uncorrected \"Simple Aperture Photometry\" (**SAP**) lightcurve looks like. For now, we will make no attempt at local background subtraction." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "target_lc = tpf.to_lightcurve(aperture_mask=target_mask)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 371, "width": 755 } }, "output_type": "display_data" } ], "source": [ "target_lc.plot(label='Target + background');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The lightcurve clearly shows a 3% signal arising from significant time-variable background in these 10 pixels. Background flux is uncorrected in these TESS FFI cutouts, so we will have to estimate it directly. We can make a clever threshold mask:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "background_mask = ~tpf.create_threshold_mask(threshold=0.001, reference_pixel=None)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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+s7KZM2di1qxZVtVji0uXLonKbFnxLDIyEm5ubqipqTGVyb16E5E12lZqkezu2rVrLRo7XlNTg02bNuGdd96xS3s2bdok2bXVUkajEW+++Sa+/PLLZpMV9eXl5eG5555DSkqKTXHry8jIwKJFi3DgwAGLkhUNnThxAosXL0Z2dnaL20LmpK7gl5aWNnrViaxnNBqxd+9es7LAwEDR0rT1Exi37dmzp1Xb1lE0nJANADw9PR3QEpJDw5VhAGDChAlWX6W3F0cfVyQnJ+OFF15oNllRn8FgwMcff4x///vfNsWsr7a2Fq+//jree+89i5IVDeXl5WHFihXYvXt3i9pRWlqKZ599ttlkRUP79u3Dm2++aVPM7du3Y+nSpVYlKxqS+v6SUlZWhuXLl2Pr1q02rV6TlZWFJUuWWP36OMrtoTX1qdVqmy60Se1XVFTUZE9gIkdiDwsyExQUhB49eiA8PByBgYHQaDRwdXVFdXU1CgsLkZ6ejrNnz4qu1v3www/o1q1bi66I7N69G99//73pvkajwcCBA9G7d2/4+vpCEAQUFBTgwoULjWb+N2/ejP3794vK3d3dMWTIENM4zdraWuTl5eHkyZNITU0FAFRXV+Pll1+2qXvdbSkpKXjhhRfM1rkG6pZz7NOnD3r37o3g4GB4enqitrYWBQUFSExMxC+//GJ2hezGjRt48cUXsX79eskTDW9vb9NVAb1ej2vXrpk9HhgY2GwPjZCQEFufZpvVvXt3+Pj4iA6mL1++jN69ezuoVe3LuXPnRMtGxsfHi3qwREZGomvXrmbddw8ePIi5c+fCzc1Nlra2RzqdDjdu3BCV26OLPTmfyspKpKWlicr79+/vgNZIk/O44ubNm1i+fLlkj6KIiAjExcUhODgYrq6uKCwsxIULF3D27FnTBY6vvvqqRZ8VvV6P5cuXS16tDgkJQb9+/RAREQFvb2+oVCqUlpYiOTkZp0+fNhu2ZTAY8Pbbb8PPzw/Dhw+3uh1GoxGvvPKKWdKmR48eGDx4MDp37gxPT0+UlZUhOTkZx44dE71eP/30E0aMGGHV8dDHH3+ML7/8UvKxkJAQDBo0CGFhYdBqtRAEARUVFcjOzkZqaiqSk5OtulBVXl6OZ555RnKoT7du3RAbG4uuXbuajp9KSkqQlJSEU6dOmR2f3V4x7PXXX7dbD9vWkpeXh9raWrOywMBAmxOTISEhovdpdnY2/P39bW4jUWthwoIQERGBO++8E0OHDrVo8kGdToddu3bh008/NcuEb968GSNGjEBAQIBN7fjqq69MtydPnow5c+ZITkI1ffp00Zc2UNcNUap7/rhx4zBv3jzJg5BZs2bhwoUL2LhxI3JycnDr1i3s2rXLpvaXl5fj1VdfFSUrJk6ciJkzZzY6qdT06dORk5ODTZs24cyZM6bynJwcbNiwAc8//7xon7i4OMTFxQGQHqowe/ZsjkVsRHR0NE6ePGlWJnXAT7aR6iURHx8vue2ECRPw4Ycfmu5XVFTgyJEjkr0vyDJnz5416+Z7W48ePRzQGmptGRkZouEgQN3yhY7kiOMKQRCwceNG0cm3v78/nnjiCckT//vuuw95eXnYuHGjaVLm+ks+WuuDDz4QnQSGh4dj3rx5GDRokOQk33fffTdqamqwY8cOfP7556bkiSAIWLduHd566y2rJ6U8evSo6TgpLCwMf/3rXyWHmEyePBmPPvoo1q1bZ3b8AdS9DpYmLI4cOSKZrOjRowceeeSRZpetLi0txbFjx/Ddd99ZFG/Dhg2iZEXv3r0xd+7cRuc3mzp1KsrLy01DSG73gNXpdFi9ejU2btzo1BNyNrwQAKBFk5V26tRJVHbz5k1Rb0giZ8AhIR3cvffei40bN2Lq1KkWr5Tg4uKCKVOm4NVXXzX7ctfpdGY9JKx1+6Br7ty5mD9/fpMzZru6uprdFwQB//znP0VDMKZNm4ZFixY1ecWkX79+eO211xAWFgYAkskQS/zzn/80+0FRKpVYtGgRFi5c2OyPSkhICFauXClKMhw7dozDFexMao6E3NxcB7Sk/SktLRV1T4+KikJ4eLjk9uPGjRP1vGg4xwhZTqfT4bPPPhOVd+rUqdF/A2rbpK4wBwUFybLiRGMcdVyxf/9+0WS/fn5+WL16dZO9FIKCgrBy5UqMHDkSgO3HAGfOnBFdNImLi8OGDRswePDgJlckc3Nzw4MPPojly5ebrRhWUVGBbdu2Wd2W28+hV69eWLNmTZPzYWi1WixduhTdunUzK79+/bpF8xqUlJRITvI9atQorF27ttlkBVA358pvf/tbbNy4EbNnz25y2127duH48eNmZXfddRdee+21Zidj9/Lywty5c7FgwQKz8ry8PPz3v/9ttp2O1HB1EKCuh4WtpPYtLi62uT6i1sQeFh1cS8Y1d+/eHQ8//DA2bdpkKtuzZw8efvhhm+u84447MG3aNKv3O3/+vGhYRHR0NP70pz9ZtL+fnx+eeeYZPPXUU5JXq5pz/fp1HD582KzsD3/4A8aNG2dxHQqFAk888QSuXLli9ly2bduGF154weo2kTRfX19RWUFBgQNa0nI//PCD6MDNFlIHQrb46aefoNPpzMqa6i3h7++PgQMHml3ZS0xMRE5OToccstQS1dXVWLduneTY8d/+9rcOaBHJQeq7S65lxxvjqOOKHTt2iMoWLVpkUdJEpVJh0aJFeOKJJ2xOYP/nP/8xux8REYFnn33WqiXLBw0ahIceesisl0dCQgJmzpxp9b+rp6cnnn32WYsm8HZxccGjjz6KF1980az87Nmz6Nu3b5P7bt++XdSztG/fvnj66adtmrizqQs8BoNB1JNj8ODB+Otf/2pVjIkTJ+Ly5ctmy29v374d9957r8PmfmmO1Hwot1fesoXUcr4tmXuGqDUxYUEtMm7cOLz77rumng3FxcXIzs429VawhlKptDjB0JDUMI558+Y1eUWjoR49emDixIlmP2CW+vrrr80SHcHBwbjvvvusrketVuPBBx/EunXrTGWnT59GbW2tqFcJ2UbqYNqSSb6Cg4OdbkWQ4uJip7oi0nA4iFqtbnalggkTJpglLARBaHHisyMpLCzE8ePH8c033+DmzZuix/39/XHvvfc6oGUkh/LyclFZW59g1ZbjiuTkZNHQvpEjR1q10oabmxv+9Kc/2bTc98WLF3H58mWzsnnz5lmVrLht2rRp+Oqrr0xJAJ1OZ9OSk1OnTrVqyMCgQYNEy03fnuOrMVVVVaIeMGq1Gn//+99tXmWkKQcPHjTryapQKGxelvyhhx7Cnj17zN5nSUlJzQ6JeOqpp8yWjJWL1MSiLTkulNpXajghkTNgwoJaxNPTE1qt1uyk6cqVKzYlLPr374/g4GCb2nHhwgWz++Hh4YiJibG6njvvvNPqhIUgCDh27JhZ2YQJE2z+sW64BrpOp8OVK1c4rtBOvLy8RGW2dgGm/0lOTkZmZqZZ2bBhw5rtmj5ixAh4enqajTvfu3cvZs+e3SoHvG1JSUmJqOvybXq9HmVlZU0mrDQaDZYuXdqiq3Dk3KS+u9p6wsKW44rTp0+LyiZNmmR17Li4OPj5+Vnd6+zo0aNm94ODg21eltTNzQ39+/c3G16XmJhodcLC2p5VKpUKPXv2NEsgN7daWWJioijhP3r06BbNrdCUI0eOmN3v16+fxcOOGurUqRO6detm9ruVmJjotMdaUpOS2jthYc3qekRyYsKCzAiCgNTUVKSmpiIrKwsFBQWoqqpCZWVlozM4N7zCk5+fb1NsW38kcnJyzK4IAOKTfkvFxMTA29vbqqXIMjMzRa9BS1ac8Pb2Fp3ApaenO+2PaFsjNeTHmp44JM2ayTbrc3V1xahRo8wShYWFhTh79qzNn+P2Qq/Xi5axs1RQUBAWL14sOWcLtR9SS2c72/eZHMcVDed60mg0GDRokNVtValUGD58uNVLiiYmJprdb+mqUw0v3li7TGhISIhNE6A3HIontdpKfQ0vFgGWfe/bQhAEXLp0yazMlgtT9QUHB5slLNraBNwt+aw72/cEUVOYsCAAdT9K33zzDfbv3y85E7E1pLqoWqJnz5427dfwqm5L6rq97+3Zwi3R8AcUAN59990WjYNs2C2P4wrtR+oArK0Ot5k5cyZmzZrV4no+//xzbNmyxeb9a2pqcOjQIbMyb29vDBs2zKL9x48fL+rZ9OOPP3b4hIUtfHx8cOedd2LGjBmSY5SpfZFaAtjW32B7k/O4ouGJZkREhM09tCIjI61KWFRWVoqOQ86dO9do7yhLNOzhYe0xgK1zADVcJaO54ZJJSUlm95VKZbMTX9rq2rVrootJ+/btE636ZY2GiTBnPtaSej+3ZAiHVO8sW4YwEcmB70zC8ePH8fbbb9ttLLwl8wFIsXXtc6neELYOLbFl31u3bonKpGZubwlrenxQ06QOfJ15KbO24MiRI6JE0NixYy0++Onbty9CQkKQk5NjKjt58iSKi4slJ0l1Brt377Z6VaShQ4fabW4OtVoNjUYDT09PdO7cGT179kTv3r0xePBgi5KlKSkp2Lhxo1Ux/f39sXLlShtbTK1Baohbc1fF5SDncYUgCKITzS5dutgcy9p9i4qKRD337D2/kLXHAJZMtCml4Xd2Yz1gbmv4HIOCglrt91RqgtmCggK7TprtzMdaUsnJlgxnlUp2SMUgcgZMWHRwBw4cwLp162xaGaMxto6Bs/VHzt4noNbuK0dGnhMh2Y/UQWRLlgYjSM77Ym234Pj4eHz++eem+3q9Hvv377dp8lo5FBcXWz1co+Gygc0JCAjAv//9b6v2sVR1dbXV7XeGE2Ey54xLE8p9XFFZWSmK1ZJjAGvnAJHjJNfaE1O55v9pePwllUCzF2d8neUkNR+U1ESclpLa15HLIRM1hQmLDiwnJwcbNmwQ/dCr1WoMGzYMffv2RUREBAIDA6HVaqFWq+Hm5iYa9zZ37twWd/cEbP+BbbiMItCybm3WDuVwlu63ZJnk5GRRWefOnR3Qkvbhxo0buHjxollZly5dEBUVZVU948ePx5YtW8zG5O/Zs8dpExZEzkBqIsrc3FyUlZXZfJW9JRxxXNFwSU2gZcs9WnuVuSMfAzTs+dKaE/x25NcZsP+S7FL7OmuPRiImLDqwjz76SHSyP3jwYCxcuBD+/v4W1+PojLTU1RCpAxhLWTukRergZsuWLa16pYFsIwiCZMKiJXOedHRSk21ev34dU6ZMaXHd165dQ1JSUosnViNqr3r06AGFQiGafDM5ORlDhgyRvT2OOK6QmqulJVeere3RKDUH0p///GdMnTrV5ja0FR4eHmY9H1ryujdH6ljrhRdewIgRI1otpjORGq5s6yT3je3bkuHURK2JCYsOqrq6Gj///LNZWc+ePbFs2TKreyc4OustlRhoSddBa/eV6kKXl5fHhIUTSk1NlXy/tnRG947KYDBg3759rRpjz549TpmwmDFjBmbMmOHoZtisX79+2Llzp6ObQS3k4eGBnj17IjU11az8/PnzsicsHHVc4eHhAaVSadarw9a5tADrhz5JHQPk5ubaHL8tabiqWmseD3bk1xmomx/E1dXVLJmXn58PnU5n0yTv9eeMuq0lc78QtSaloxtAjpGYmCi6CvLggw9afVCRn5/v8HWbpcbwSq0cYilr95XqQteS+NR6duzYISrz9fW1evgC1Tl9+jQKCwtbNcahQ4da9aodUVsXFxcnKtu7d6/kcMnW5KjjCoVCITqZbcnE19bu25GPAfz8/Mzu5+XltShZ1JSO/DoDdcOmIyIizMr0er1NS7EaDAakpKSYlfn5+VnVC4pITkxYdFBSY9f69OljdT0Nl7RyhMjISCiV5m/lhmuyW6qiosLqgxWpk93Tp0/bFJ9aT0FBAQ4fPiwqHzduHNcjt5HUZJvh4eHo3r27zX+dOnUyq6+qqkry342I6owfP170G1hSUoIjR47I2g5HHlc0HNaXmZnZ7AoXjWnYW6U5vr6+CAoKMiu7dOlSq524O5OGvd+MRmOrHRdGRESIht+cOXOmVWI5K6nP06VLl6yuJy0tTTT0qW/fvja3i6i1cUhIByW1soUtE3QdOnTIHs1pEXd3d0RERCA9Pd1Udo1bOIAAACAASURBVPLkSVRWVlo9U/ihQ4esPsiJiYmBu7u72VXgkydPory8XJZhIVKTldpzdvb2wGAwYP369aKrdiqVCnfffbeDWtW2FRUV4dSpU2Zl/v7++L//+z/RyZM1rl27hvnz55uV7dmzBxMnTrS5TqL2LCgoCCNHjhQlKD766CMMHTpUtuGJjjyuiI6ONrtQUFVVhXPnzlk9LMZgMIiGtVhi4MCBZglcvV6Pw4cPY9KkSVbX1ZbExsbiq6++Mivbv38/Bg8ebPdYrq6u6NOnD86dO2cqKywsxC+//IIBAwbYPZ4zGjJkCL799luzsqNHj+L3v/+9VfVIJTMdMecNkaXYw6KDkprJ2drlOXNycnDixAl7NalFfvOb35jdr6mpwffff29VHXq9XnLIQHNcXFxEP85VVVX45ptvrK7LFvaecKw9+vDDD3H+/HlR+eTJk7lCiI327dsnSu6NGTOmRckKoK6HRsOrpZcuXWpRF2+i9m7OnDmi5HVBQQE2bdpk1zi1tbWN/rY68rhC6mRr9+7dVtfz888/o6ioyOr9pIblfPHFF7IPy5FbbGysKCF2+PBhu6wcJ0Xqda6/HHZ7169fP9EwnCtXrphdsGuOTqfD3r17zcpcXFw6zOSl1DYxYdFBNfzCA4CzZ89avL/RaJRcusxRJk2aJBonu3XrVqtOcr744gtcu3bNpvjTp08XlX399dei5R5bg0ajER2o3rx5s9XjtgUVFRV49dVXsX37dtFjISEhmDNnjgNa1T5IrQ4yfvx4u9QdHx8vKktISLBL3UTtUZcuXfDggw+Kyg8cOIB3333XLr/VN27cwJIlSxodouXI44qoqChRovPYsWOSierG1NbW4sMPP7Q6NgAMGzYMPXr0MCvLzc3Fe++9Z1N9bYW7uzvuueceszK9Xo9169a1yvHhnXfeKXqfXbp0Cdu2bbN7LGekUqkke+189NFHFtfx7bffoqSkxKxszJgxnCienBoTFh2U1Fi1rVu3WjTm0mg04u2335blZNxSWq0WkydPNiurqanBsmXLLEpCfPvtt9iyZYvN8Xv27Ik77rjDrEyv1+OVV15BYmKiTXXqdDrs2rVL1P2vIaVSifDwcLOyM2fOOE0yyRGqqqrw/fffY8GCBZJdHz09PfHcc89JLonbmNzcXEyZMkX01xFdvHgR2dnZZmXdunVD9+7d7VK/VE+NvXv32jwmnUgOFy5cEH0/zJ07V7b4M2bMQGxsrKj8u+++w2uvvYbi4mKb6q2trcUXX3yBBQsWNDm/g6OPK6SWEX3jjTcsSuAbDAasW7dOcuUESygUCsyePVtU/sMPP+Cjjz6y+fc4KSkJa9assWlfuUydOlX0W3rx4kWsWbPGph4mTfXOcHNzk7xA9Mknn+C7776zOtZtp0+fxjvvvGPRtuvXrxd9zuXs5TFlyhRRz9ozZ85Y1Ks4NTVVdKyrUqnwwAMP2LWNRPbGhEUH5e/vL5q8JycnB8uXL2/yxyI7OxsrVqwwjdVUqVSSa2M7wsMPPyzq3l9QUICFCxfio48+EiUudDodTp06hRdeeAGbN282lUdHR9sU/4knnhCtYV1aWoqlS5figw8+sLib6ZUrV7B582bMnTsXb7/9tkUHWw2X5czOzsbGjRtbrVumszEYDEhPT8euXbvw5ptv4tFHH8WmTZskn7+3tzdWrVplt5Prjkiqd8W4cePsVr+fnx8GDhxoVlZcXIyTJ0/aLQZRe6NWq/HCCy+gW7duoseOHj2Kv/zlL/j0008lJ8eUkpeXh61bt2LevHn45JNPRJP0NeTo44r4+Hj079/frKywsBDPPvtsk98deXl5WLVqlSm53XBiR0sNHz5c1NsAALZt24bnn3/e4osXhYWF2LlzJ55++mk8/fTTNs2pISdvb2889dRTosmrDx8+jMWLF5vNOdGY8vJy7NmzB08++SQ+++yzJre9++67RUNDjEYj3n33Xbz88svIyMiwqN03b97Etm3b8OSTT2LlypVOdRGuKVqtVjI59u6772Lr1q2NJvZPnDiB559/XpREmjp1KpczJafHSTc7sFmzZmHp0qVmZVeuXMFjjz2GuLg49OnTB35+ftDpdLh16xbOnTuHixcvmn0ZPvTQQ9izZ49TnBi7u7vjmWeewbJly8zWUdfpdNi2bRu2bdsGT09P+Pn5oba2FkVFRaIv7rvuugtardZslRFLx+T7+Phg2bJlWLJkiVl8g8GAb775Bjt37kRMTAz69u2LwMBAeHl5QafToaKiAoWFhUhPT0dqaqqoq54lJk6ciB9++MGsLCEhAQkJCdBqtfDx8RENmYmMjMSCBQusjiW3jRs3So6NNhgMqKysREVFBaqqqiyqq2/fvli0aJFoJQqyXGVlpajXilKpxNixY+0aJz4+XjQDfEJCAsfZOrkffvhB9F1Un1Ti9rPPPmty/qDJkyeLetA15q233mqyF4DUFfQXX3yxyaU3n3zySfTq1cui+I7m5eWF1atXY9WqVaLVGqqqqrB161Zs3boV4eHh6N+/PwICAqDVauHp6QmdTofi4mJcv34dSUlJuHr1KgRBsCq+I48rFAoFnnzySfztb38z+w2+desWVq1ahR49emD48OEIDg6Gi4sLioqKkJiYiDNnzpgdC8yePdvmoSHz5s3DjRs3RN9dFy9exHPPPYewsDD069cPXbt2hbe3N1QqFSoqKlBWVoarV68iLS0N2dnZba6HZFxcHKZPn46tW7ealaenp2PZsmUIDQ3FoEGDEBYWBq1WC0EQUFFRgezsbKSlpeHKlSumSbEbDq1pSKFQYNGiRViyZIkoOXH8+HEcP34c3bt3R79+/RAaGmqa+LWiogKlpaXIyMhAWlpamx46O3XqVJw9e9ZsollBEPDpp59i165dGDt2LEJDQ+Hi4oLc3FwcP35ccvnTyMhI/OEPf5Cz6UQ2YcKiAxswYAAeeOAB0dg/vV6PI0eONLsk2rhx4zBjxgzJq62O0qtXL6xatQorVqxAeXm56PGKigqzA5n6xowZg7/85S+irn1Sk1o2plu3bli3bh1eeeUVZGVlmT2m1+uRmJho8xCRpkRFRWHixImS4/xLSkokkyDWDIdwJFu76NYXFhaGGTNmcAlTOzh06JBoUtfY2Fi7J4FGjBgBjUZjlow6deoUioqKJMfKk3MoKiqy+ArnbQUFBU1e9bdmEsScnByr4zc3bLCtTWLs7e2N1atX45NPPsG3334refJ77do1m+ZsCgsLa3JFAkcfV3Tu3BmrVq3C8uXLRb/16enpzU5OeP/992PUqFE2JyxUKhWWLVuGzZs3Sw5RyM7OFg2nay/mzJkDLy8vfPjhh6L33I0bN3Djxg27xdJoNHj11VexYcMGHD16VPR4RkaG1d8DbYlCocCSJUuwYsUKXL582eyxgoIC0cotUsLDw7FixQq4uLi0VjOJ7IZDQjq4hx9+GDNmzLDqJE6pVOLBBx+U7ALoDKKiovD2229jzJgxFm3v4eGBefPmYfHixVCpVKJEh7Un9qGhoVi7di2mTZsm2TPAGpGRkRg6dKhF286fPx9Tp05t8SoN7YWXlxfi4+OxYsUK/POf/0R8fLxTvl/bmtYeDnKbu7u7qNuvwWAQzW5O5CykEsNdu3Z1QEvqhof88Y9/xJtvvolhw4a1+LsvNDQUjz/+ON5++20MGzasyW0dfVwRFRWFf/zjH1a99kqlEnPmzMGjjz7aothA3Wv/2GOP4dlnn0VYWFiL6vL19cVdd93V4jbJZdq0aXjxxRcRERFhcx2+vr4Wbefh4YHnnnsO8+fPR0BAgM3xAKBTp05tbulsjUaDf/zjH/jtb39r9Wdm5MiRWLNmjcWvNZGjsYdFB6dQKDBnzhwMGTIEW7duxdmzZxvtiujm5oYRI0bg/vvvd/rx//7+/nj66acxffp0HDlyBGfPnkVBQQGKi4uhVCrh6+uLiIgIDBkyBGPHjjVLSjS8mmfLzMnu7u6YO3cuHnjgAfz3v//Fzz//jPT09Ga7ebq6uiImJgYDBw5EXFycVQdcLi4u+POf/4xp06bh0KFDpi69paWlqKqqMnW3bC/UajVcXFyg0Wig1Wrh7++P0NBQhIeHIyYmBt26dWPyxs6uXr1qNlwKqHvPjho1qlXixcfH46effjIrS0hI4ARh5JSkVqSYOXOmA1ryP927d8fy5cuRnZ2NAwcO4MSJE8jMzGz2t0ipVJqGL8THxyMmJsbimM5wXBEZGYkNGzZgx44d+PHHHxvt1aBWqzFs2DDMmDFDtMpIS40aNQojR47EkSNHsH//fly6dKnRHp71hYeHY8CAARgyZAgGDRokWgXM2Q0cOBBvvfUWDh8+jISEBFy8eLHZ+U9CQ0MxZMgQTJgwwep/h8mTJ2PixInYt28fDh8+jMuXLzcbT6lUIiIiAgMHDsTQoUMRGxvbJi9ouLq64v/9v/+HSZMm4auvvsLJkycbnehUpVJhwIABmDZtGgYNGiRzS4laRiFYO0CR2rXy8nJcunQJ+fn5KC8vh0qlgo+PD8LCwhAVFdUhuo49+uijuHXrlul+fHw8/v73v7e43oqKCqSkpKC4uBhlZWWorKyEq6srNBoN/P390aVLFwQHB7e5gxMiIgIef/xxsxPjuLg40XwOzqC6uhqZmZnIzc1FcXGx6eTOy8sLXl5e8Pf3R48ePeDh4WGXeM5wXJGZmYlr167h1q1bqK2thaenJ0JCQhATE2O359kcg8GAjIwM5ObmoqysDGVlZQDqegp4eXkhNDQUXbp0sWoYalug0+mQnJyMW7duoaSkxHTs4+Hhgc6dO6Nr1652Hean0+mQlpaGgoIClJaWmt5zGo3G9L4LDQ11mgnj7am6uhrJycnIzs42vb9uv9ejoqK4dCm1WUxYENWTnp6OhQsXmpU99thjkjN/ExERAXUrOzzyyCOm+wqFAm+++WazEwgSERFR09hfmqgeqYmKpNaWJyIiuq3hcJCRI0cyWUFERGQHTFgQ/erw4cM4ePCgWVl0dLTTz9dBRESOVT9hoVAoMGvWLAe2hoiIqP1gwoLalevXr2PHjh2orKy0ar/du3dj3bp1onIOBSEioubUT1iMHj0a3bp1c2BriIiI2g+uEkLtSnl5Od577z18+umnGDZsGIYPH46oqCh07txZNAN0Xl4ezp8/j++//x6pqamiugYOHIixY8fK1XQiImqD8vLykJubC6Bu9YGHHnrIwS0iIiJqPzjpJrUrSUlJePrpp0Xlbm5u0Gq10Gg0qKmpQVlZWZPLiwUEBGD9+vV2nbmaiIiIiIiILMceFtQh1NTUIC8vz6Jto6Ki8MILLzBZQURERERE5EBMWFC74u/vj9jYWFy6dAlGo9GqfQMDA3Hfffdh8uTJsqwLT0RERERERI3jkBBql0pKSnDhwgUkJSXh2rVryM3NRWlpKaqrq2E0GuHh4QEvLy8EBgYiJiYGsbGx6N+/P9Rq5vCIiIiIiIicARMWREREREREROR0uKwpERERERERETkdJiyIiIiIiIiIyOkwYUFERERERERETocJCyIiIiIiIiJyOkxYEBEREREREZHTYcKCiIiIiIiIiJwOExZERERERERE5HSYsCAiIiIiIiIip8OEBRERERERERE5HSYsiIiIiIiIiMjpMGFBRERERERERE6HCQsiIiIiIiIicjpMWBARERERERGR02HCgoiIiIiIiIicjtrRDSByFrW1tcjMzAQAaLVaqFQqxzaIiIiIqJ0xGAwoKSkBAERERMDV1dXBLXIMg8GAoqIih7bBz8+Px7vk9JiwIPpVZmYmFi1a5OhmEBEREXUIb7zxBqKiohzdDIcoKirCH//4R4e24cMPP0RgYKBD20DUHA4JISIiIiIiIiKnwx4WRL/SarWm2ze6DIFB7SZrfI98o6zxbtOeyXVI3BnzJyC8qz8CQvxg0Otli+sX7AsIAqBQoOimfF0x/Tr7AQoAUKAot0S2uGoXFW7ll+JqSh62vpMgW1wA0IX6yRqvvpt/lu89VV/gZ+6yx5wzYwR6aD0REOoLvU6+5+0frIVglP+zBPz6eRKMgEKBwhz5YvuH+AMQAMj7nFUuahQWVSErIx9b3zsgW1wASJ3rLWu82xSVjrmm1vMTx3TRn/HYOHQL90NAiC/0OoNscf2DfSAIv76nc4tliVlSVoL1/1wLwPzYqyNb+3wW/LTyfH8Xlaix+JVussQisgcmLIh+VX8Mn0HtBoNa3hMPo9IxCQvoXRwS1lPjDR8vLbw9vZF0Mk22uD2iu0OhUEAQBFw+kCpf3JgeUKqUMBoFJB3Jki1u9JDu0Hkr4ampkv3fWhDkTfrVZ/B0zMmOAPmfs4enD3y8veDl4Y0rpzNki9sjujsUgOyfJVNspQKCUcCln+SL3TOmBxQqJQSjgMsH5fveihnWE3qDGzw11YBB3vH+Oo1jPsdKo4PG1Rsc+JvorYWXh4/Mn+MIKBSoe08fSpclZnlVmek250+o46fVI9DfMYl2ImfHhAUREREREZGDGH/9T65YRG0J57AgIiIiIiIiIqfDHhZEREREREQOYoQRBoE9LIiksIcFERERERERETkdJiyIiIiIiIiIyOlwSAgREREREZGDGCHACEG2WERtCXtYEBEREREREZHTYQ8LIiIiIiIiB6nrYSHXpJvsYUFtC3tYEBEREREREZHTYQ8LIiIiIiIiBzEIAgyCPD0f5IpDZC/sYUFEREREREREToc9LIgkBGefBRTN5/NudI2ToTVEREREREQdDxMWREREREREDiLIuKypwEk3qY1hwoJIQm7YIBjU7o5uBhERERERUYfFhAUREREREZGDGCDAIFPPB7niENkLJ90kIiIiIiIiIqfDhAUREREREREROR0OCSEiIiIiInIQo4yTbsoVh8he2MOCiIiIiIiIiJwOe1gQERERERE5iEEQYBBkmnRTpjhE9sIeFkRERERERETkdNjDgoiIiIiIyEEEAEYZYxG1JexhQUREREREREROhwkLIiIiIiIiInI6HBJCRERERETkIAYIMMg0WEOuOET2wh4WREREREREROR02MOCSEJw9llA0Xw+70bXOBla07pmzJ8AT2932eOOmzIIGg9XqF3U8O/sK1tcb19PQFF3+457h8kW18PLHYICgABED+kuW1wXV5Vsscgx+saEIshbAw9vd5k/Sx6m23J+lupi/+9zPErG2N5+Xv/7/pg6VLa4Gk93BBuM6NYzSLaYt90a4oay2hq8/ctx2WN3RC6uKll/I1RKBYyCAKVSiZhhPWWJWVxSBOyWJVSbYRDq/uSKRdSWMGFBJEFdZdl8zcE/V9gvZnqO3eqyhsfQGHQK8ICn1qP5je1I4+EKlYsKUAAKhUK+wIrb/xNkjSv8+j+93oiiIvu9byxR6KZAVRcv3BodJmtcn7QqWePV13WVXPOtm1PmXZc9ppvOAKVSAUEQIOdHqY78nyVT2NuxlTJ2FnXQ9wcUgEqlgEbjgu5d5EtKAUDQDSDvRg16v1kia1y9r0bWeKa4AZ4OiWvUuKBMUEAokvd706NGD6XRCKPBiKL8cllilpZVyhKHiNoHJiyIJNSUxQCCm6ObIRtPrQeCwgOgr9XLFlPtWvf1owAgGGU8uRQAKARAAASjjJcZBEBvMKKqvAYZl+VNTlWFeaK8qkbWmCQfXa0eRoMRCihgdNhnSeYEkaNiOyhuXZ5E8WuPNK1scdUuauTfqkCebBE7roryGuQKJciFvIkhNzc1XA1G6Gp1SL8oT8K1olqexEhbwmVNiRrHhAURAQD0tXoknUqXLZ5/Z18oFAoIRgFHtp+ULe6oe4dBoVRCEOSNGzM8EsWl1ci4nIMP1vxXtrgAcOuOzrLGI3klnc5ERK8g+Af7Iulkmmxx75g6xCGfYaDe59hR3x+OiKuqiyvnv7FcQwQI2PLJEYedSaqTr8kb0NUAl8HyhiSitouTbhIRERERERGR02EPCxsYDAZcvXoVKSkpSE1NRUpKCjIzM6HX13Wnj42NxerVqx1eZ25uLs6dO4fExERkZmYiPz8f1dXV0Gg0CAwMRHR0NMaOHYt+/fo5tE5LJSQkYMOGDVbtM2fOHMyYMcPubSEiIiIisgcDFDBAnnlx5IpDZC9MWFjp2LFjeOONN1BTY7/x4PauMy0tDe+88w6Sk5MlHy8vL0d5eTkyMzOxe/du9OvXD3/7298QFNT47OOtUScRERERERFRY5iwsFJFRYVdkxWtUWd2drYosRAWFoauXbvCx8cHFRUVSEpKQkFBAQDgwoULePrpp/Haa6+hc2fpse6tUWdLdOnSBQMGDGh2u169etk9NhERERGRvRiFuj+5YhG1JUxY2MjX1xe9evUy/Z09exY7duxwqjpDQkIwadIkxMfHIyAgwOwxo9GIhIQE/Otf/0JNTQ0KCwuxdu1arFmzpsml2lqjTltERUXh8ccft2udRERERERE5DyYsLDSkCFDsHnzZtFQh8aGSjiiTj8/PyxcuBDx8fFQqVSS2yiVSkyaNAne3t545ZVXAABXrlzB2bNnMXiweOrm1qiTiIiIiKij4xwWRI3jKiFW8vPzs/u8DPaus1+/fpg4cWKjiYX6Ro4ciaioKNP9kyell2lrjTqJiIiIiIiIGsOEBaF3796m23l5eU5bJxEREREREXUcHBJCZvNLGI1Gp62TiIiIiKi9Mco4JMTIISHUxjBhQcjMzDTdDgwMdNo666uoqMChQ4dw7do1VFRUwNPTEwEBAejTpw/Cw8PtHo+IiIiIiIjkxYRFB5efn4/z58+b7g8cONAp62zoxIkTOHHihORjERERmD59OkaPHm17AEWt7fs2RnCzf51ERERE1KYZBQWMgkw9LGSKQ2QvTFh0cO+//75pyEanTp0wfPhwp6zTGpmZmXj99ddx+vRpPPnkkxZNFNqQxveS3dtVVRhn9zqJiIiIiIjaKyYsOrC9e/fi6NGjpvsPP/wwXFxcnK7O+oKDgzF69GgMHDgQ4eHh8Pb2hsFgQF5eHs6cOYMdO3YgPz/f1BZXV1fMnz/fbvGJiIiIiOyJy5oSNY4Jiw4qJSUF77zzjun+6NGjMW7cOKers74RI0Zg/PjxUCrNF7dxcXFB165d0bVrV0yaNAlr1641LaX6ww8/YOzYsejbt69VsaqK+wCCq93aTkRERERERNbhsqYd0M2bN/HSSy+htrZunoaIiAg88cQTTldnQ15eXqJkRUMeHh5YsmQJwsLCTGXbtm2zPpjgWjfnhD3/iIiIiIiIyGJMWHQwhYWFWL58OYqKigAAnTt3xosvvghPT0+nqrMl3NzccP/995vuX7hwATqdziFtISIiIiJqSt2ypkpZ/risKbU1TFh0IKWlpVi2bBlycnIAAP7+/njppZfg7+/vVHXaw4ABA0y3a2pqkJeX58DWEBERERERkbU4h0UHUVlZiRUrVuDq1asAAG9vb6xatQqdO3d2qjrtxc/Pz+x+WVmZg1pCRERERNQ4LmtK1Dj2sOgAqqursXLlSqSmpgKom+dh1apV6Natm1PVaU81NTVm993cOIcEERERERFRW8KERTtXW1uLl156CZcvXwZQd+K+YsUKREZGOlWd9paWlmZ239FDVIiIiIiIiMg6HBLSjun1eqxevRrnz58HULf859KlS9GnTx+nqrM1JCQkmG6Hh4dDq9U6sDVERERERNIMUMAg02SYcsUhshf2sGinDAYD1q5di1OnTgEAVCoVlixZgoEDBzpVnZaqqqqyeNtjx47hwIEDpvvjxo1rhRYRERERERFRa2IPi3ZIEARs3LgRR44cAQAolUr8/e9/R1xcnFPVCdT1hNiwYYPp/s6dOyW3O3LkCH744Qfcc889iIuLg4eHh2ibyspK7NixA//5z38gCAIAIDAwEFOnTm1RG4mIiIiIWotRUMIgyHMd2ShTHCJ7YcLCBitXrkRhYaFZWVFRkel2amoqFixYINpvxYoVCAgIaPU6//vf/2Lv3r2m+507d8alS5dw6dKlJp5VHW9vb8yePVtU3hp1Wis5ORnr1q2DWq1Gly5dEBYWBi8vLxgMBuTn5yMpKclssk0vLy+sXLkS7u7uLY5NRERERERE8mLCwgbXrl1DXl5eo49XV1cjIyNDVK7X62Wps6SkxOz+jRs3cOPGjUbrri8oKEgyudAaddpKr9cjMzMTmZmZjW7Tv39/LFy4EEFBQXaLS0RERERkb0YoYZRppL5ccYjshQkLahPGjh2L0NBQJCUlISkpCTdv3kRZWRlKS0shCAI8PT0REhKC6OhojBkzBr169XJ0k4mIiIiIiKgFmLCwwebNm526zlmzZmHWrFl2q6+16gSAiRMnYuLEic1u5+Ligj59+jjdaiRERERERETUOpiwIJIQFJIBpbL5LnNT42bYJV7v4T2hdlVBV6PH5RMpdqnTUuMejIOHtwZqFzX8g31li+vt64nbK2uNuneYfHH9vBwSV6lSwrOyFm5uLoDBIFtcAKh8oKT5jVpBbr6XQ+ICQPQ7jQ/Bay0P/XE0vIw62eOOmzYEGk+3us9wiIM+w9OGyxbXkbGdIe4dU4bIFlfj6Y5gvQHdugcA5RWyxQUAhasrKsqqsfXthOY3tiPBx1PWePVVdHfMEuwuGo3MAeX/fnZ2XNaUqHFMWBBJcHFXQ6VUNbtd937hdokXGOYPpUoBo8GImspudqnTUh7eGqhcVIACUChl/BFT3P6f0CHiCoIAlUoJF1d+7bZXnl5uCPLxgZdW3oN/jZc7VGplx/kMOzJ2/biKjhFXpVZB46VBj772+b2zVEWlDnnZhc1vSERE7RqPnIkkPPXEYnh7eMsWz8NHA8FYdyDq31neKyxqF3XdiQ4AwWiUL7AAQCEAAiAYBQfFle/5KlUqGAwG6Gp5Zak989JqENTFH7pa+XrRqF3qkqt1n2FHfZZkaH47iQAAIABJREFUjGvWAEfEdvT3lnxxFQAUCkDhooJfsI9scV1c1cjLKQGyZQtJ5FAGQSHbsqYGgT0sqG1hwoJIgkGnR9KpdNni3dHZFwqFAkajEUk/p8oWFwD8O/tCoVRCMAo4sv2kbHFH3TsMCqXCQXHlf74xwyNRXFKNjMs5ssUkx9DVGnDltHhVp9bi31kLhaLuRPbojlOyxb1j6lDTZ/jojtOyxa2LPeR/sb87I1/cewZDoVBAEBz0femAuEqVEkZBkPU9HT2ku2yxiIjIuTFhQURERERE5CACFDDKNLeEwDksqI3hQrxERERERERE5HSYsCAiIiIiIiIip8MhIURERERERA5igBIGyDOhrsEO16sNBgOuXr2KlJQUpKamIiUlBZmZmdDr6yYWj42NxerVq22qW6fT4dChQzh48CCuXr2K4uJieHl5ITg4GCNHjsSECROg1Vo3QX1bqZOkMWFBREREREREzTp27BjeeOMN1NTU2L3ua9euYe3atUhPN5/4vqioCEVFRUhKSsI333yDhQsXYujQoe2qTmoch4QQERERERE5iAFKGASZ/lp4+ldRUdEqyYqCggIsXbrUlARQKBSIjY3FnXfeieHDh8PV1RUAUFxcjJdffhm//PJLu6mTmsYeFkRERERERGQxX19f9OrVy/R39uxZ7Nixw+b61q5di8LCQgBAUFAQli5diu7d/7fEcUlJCdasWYNffvkFer0er732Gv71r3/By8urzddJTWMPCyIiIiIiIgcRoIRRpj+hhad/Q4YMwebNm/HJJ59g+fLlmDlzJoYOHQpPT0+b6zx16hQuXrwIAFCr1Vi2bJlZEgAAtFotli5dis6dOwMAysrK8PXXX7f5Oql5TFgQERERERFRs/z8/BAUFGTXOr///nvT7QkTJiAiIkJyO3d3d8yePdt0f9euXTAYDG26TmoeExZEREREREQku6qqKrN5HiZOnNjk9qNGjYJGowFQ13shMTGxzdZJlmHCgoiIiIiIyEEMgkLWP2dy+fJl6HQ6AHU9E3r16tXk9i4uLoiOjjbdP3/+fJutkyzDSTeJJLy9+S3oa43Nbjdj4iMytIaIiIiIqP25fv266Xa3bt2gUqma3adnz544d+4cgLolRttqnWQZJiyIiIiIiIgcxABFi5cbtSaWM6mfCLB0boxOnTpJ7t/W6iTLMGFBJOGJuQtwM6XI0c0gIiIiImq3ysrKTLd9fX0t2sfPz890u7y8vM3WSZbhHBZEREREREQku+rqatNtV1dXi/apv139/dtanWQZ9rAgIiIiIiJyEKOghFGQL5Yzqa2tNd1Wqy07NXVxcTHdrqmpabN1kmWc6x1LREREREREHUL9Xgh6vd6ifW6v1gEAbm5ubbZOsgx7WBARERERETmIEUoYZIzlTNzd3U236/diaEr97erv39bqJMs41zuWiIiIiIiIOgRvb2/T7eLiYov2KSr638T4Xl5ebbZOsgx7WBARERERETmIQVDAIMiz3KhccSzVpUsX0+28vDyL9snPz5fcv63VSZZhDwsiIiIiIiKSXf0T+aysLBgMzQ+OSUtLM90ODw9vs3WSZZiwICIiIiIiItn17t3btJpGdXU1UlJSmtxep9PhypUrpvv9+/dvs3WSZZiwICIiIiIichAjlLL+ORONRoMBAwaY7u/du7fJ7Y8ePYqqqioAdfNCxMbGttk6yTLO9Y4lIiIiIiKiDuOuu+4y3U5ISEBWVpbkdtXV1fjss89M93/3u99BpVK16TqpeUxYEBEREREROYhRUMAgKGX5MzrZpJsAMGzYMPTt2xcAoNfrsWrVKmRmZpptU1paipdffhk5OTkA6lbtuP/++9t8ndQ8rhJCREREREREFlm5ciUKCwvNyuov4ZmamooFCxaI9luxYgUCAgIk61y8eDEWLVqEwsJC5OXlYeHChYiNjUVwcDBKS0tx7tw51NTUAABUKhWWLFnS7FKhbaVOahoTFkQSNn30tkVdt1a/9Jpd4nn7egK/JrzvuHeYXeq0Jfaoe4fLF9evflz5nrO3n5dDnq/Gyx2d9UZ069VZtpi3lfZ2Qbm+Bu+lHJQ9dkfk4qpC9JDussXTeLoBABQK4I6pQ2WLa/a9NXWIbHFFse8Z7JC4o6bJ+L3loLgeXu4Qfr0t53vaxdVxh6cz5o2Fp7ebQ2LrtG6oqKzBJ1+ekC3mHx6Mg99knWzxAKCiqgxf7d8sa0xnZ4QCRhljtdS1a9eaXNqzuroaGRkZonK9Xt/oPoGBgfjHP/6BtWvXIj09HUajEefPnxdtp9VqsXDhQrP5JNp6ndQ0JiyIWkBhr151itv/E+xXpy2x5RwkZhZXxiftwOerUiuh8XRFRM9OMgYGigpdkHOrDO7f+Moat2xE80t+tRadv7vsMY0aNSoqdMjLKZE1bnC3QKhUdW9mhVLGN7WjPsMNY8v5pekMcWV8rYVf/ww6A4ryy2SLCwAVlbWAUgmo5R337akwIMhXAy+tRta4AFBeVoO8khJ4nsyULabvpAHoFOIr6/MtLXMD9ssWjtqQ8PBwrF27FocOHcKBAwdw9epVFBcXw8vLC8HBwRg5ciQmTpwIrVbb7uqkxjFhQSThuWdegJ+2+ZM7wSg0u41FBAAKARDsWKezx+5gcW+fb6hd1PAP9pEtrtpVDZ2uFrgl78lGR1RRUYO8wgogW9643aI6Q+PhBrWrCoJRrmt0tznB95bQ/r8/HBnXoDegqrwa6RevyxcXgMLVFRVlVbLGvM1Lq0FQF3/oauVLurq4qoDsIjR+zbr11D3fAOh0jV/9tieFu9zfU2Rvmze3Xg8ZFxcXjB8/HuPHj+9wdZI0JiyIJBTmFOLST02vr2xPo+4dBoVSAcEo4Mj2k7LFdWTsDhlXVXdCmXQqXba4MUN7wA69P8kCn205BvfkXIfEjogMgn+wj6zvrTvuGWz6LB3dcVq2uEDdEBSFQgFBEHBUxs/xHfcOM8WV//vj9mt9Sra4McN6ouhWBdIvXscHL30jW1wAUHg7dsy3rtaAK6fFXdpbi5xDbqTodHpcken7o7ySCfSG6ibElCcZaXDCSTeJmsJVQoiIiIiIiIj+P3t3Hh5VleYP/HurUlkrVAIhCyTsISHsqwFkj4gbaOuI3SDa/npm3DPdOPq0hhZRdJDodLcNjrZoq40PjqgDbqhBhQjIHvZAIIQEkpBAKvtaVef3R5lLxezJrXNTyffzdNH3Juee9xSGVN23znkPdTmcYUFERERERKQTOwywQ9IMC067JA/DGRZERERERERE1OVwhgUREREREZFOhFAgq56uYA0L8jCcYUFEREREREREXQ4TFkRERERERETU5XBJCBERERERkU7sUKQVw7RLiUKkHc6wICIiIiIiIqIuhzMsiIiIiIiIdOIQBmlFN2XFIdIKZ1gQERERERERUZfDGRZEREREREQ6cUCRVlvCISkOkVaYsCBqwrq3/wZ7besvHXfPWSphNERERERERD0Pl4QQERERERERUZfDGRZETXjkgUeRf/qq3sMgIiIiom6ORTeJmscZFkRERERERETU5XCGBRERERERkU7sEotuyopDpBUmLNrJbrcjOzsbGRkZOHv2LDIyMpCVlQWbzQYAGDVqFF566SXd+7x8+TLS0tJw/PhxZGVlobCwENXV1fDz80NISAhiYmIwa9YsjB49ul39AkBdXR1SU1Oxc+dOZGdno7i4GGazGWFhYZg6dSrmzZsHi8XS7n49JT4RERERERG5HxMW7bBnzx688sorqKmp6bJ9njt3DuvXr8eZM2ea/H55eTnKy8uRlZWFr7/+GqNHj8Z//Md/IDQ0tE395+TkIDk5GZmZmQ2+brVaYbVakZ6ejk8//RSJiYmYNGlSp59PV4tPREREREREcrCGRTtUVFRomqxwR5+XLl1qlKzo378/pk6dihtvvBHXX389QkJC1O8dO3YM//mf/4n8/PxW+75y5QqSkpLUZIGiKBg1ahRuuOEGTJkyBd7e3gCA4uJirF69GkeOHNHseXWF+EREREREWnPA8HPhTQkP3v6Rh5E6w+L8+fNITU1Vz2+55Rb06dNH5hA0ERQUhOjoaPVx+PBhbN26tUv1GRERgfnz52POnDmN/o4dDgdSUlLw5ptvoqamBkVFRUhOTsbatWuhKEqzfSYnJ6OoqAgAEBoaiqSkJAwePFj9fklJCdauXYsjR47AZrNhzZo1ePPNN2E2mzv8PLpSfCIiIiIiIpJHasLi6NGj2Lx5MxRFgcViwdKlS2WG77SJEydiw4YNjZZPNLf8Qo8+g4ODkZiYiDlz5sBoNDbZxmAwYP78+QgMDMSLL74IADh9+jQOHz6MCRMmNHnNgQMHcOLECQCAl5cXVqxYgUGDBjVoY7FYkJSUhMceewz5+fkoKyvDJ598gmXLlnXouXSl+ERERERE7uAQCuyi+Q8NtY3FfU3Js0idE1RbW6seDx48GAaDZ01JCg4ObnOtB736HD16NBISEppNVriaOnUqhg8frp7v37+/2bZffPGFejxv3rxGyYJ6vr6+WLJkiXq+bds22O2dr0esd3wiIiIiIiKSS2rGICgoSD3u1auXzNDUjBEjRqjHBQUFTbapqqpqUA8iISGhxT6nT58OPz8/AEBZWRmOHz/eqTHqHZ+IiIiIyF0cUKQ+iDyJ1IRFcHCwelxeXi4zNDXDtWaFw+Foss2pU6dQV1cHwDmDITo6usU+TSYTYmJi1POjR492aox6xyciIiIiIiL5pCYsRowYAS8vZ9mM8+fPywxNzcjKylKPXXcPcXXx4kX1eODAgW1abjJ06FD1OCcnp+MD7ALxiYiIiIiISD6pRTcDAgIwbtw4HDhwAFarFceOHcPo0aNlDoFcFBYWNph9MG7cuCbbuSYM2lpvo2/fvk1e3xF6xC8tK0F5VVm7r2uJ2S9Q0/6IiIiIyPPZhUFa0U27EABY3408h9SEBQAsXboUaWlpsNvteOutt7BmzRr4+vrKHgYBeOutt9RlIH379sWUKVOabFdWdu3G3bUOSUu0XP6jR/z/fuPVdl/Tmvfeer/Z7wUGm1G/pHD6osmax26JXrF7ctxptza9G487+AX4IhQCQ/o1PYPKnSr7OX+/lNXWYN3hvdLj9zRe3l6InTREWjw/s/O1W1GAaQsnSosLAIFBAdf+Pcn8d+wSd/rt8uL6m30hAEAAsZOHttZcM17e0t8mdhkmbyNiJg5uvaGG8fQwYuJghEQEwT/QF70lvTYVFV3F+9ukhCKibkD6K9GQIUNw//3346233kJWVhZWrlyJJ554otnlCOQe27dvx+7du9XzZcuWwWQyNdm2urpaPfb29m5T/67tXK/vCL3ja0UxtJA5V+r/EC23cwe9YneJuBJXxen4fL2EArOXESN9/OTFBeCo80d5eTUuFwgM2Sz30xxJH1Q1ZtLhBs9gQGVVHQrzS6WGDbM5YDQafh6C5F2/etjvD/Hzw26zw3q1QlpcACivsgG+PkCwRWrciug+UuOp/HxRXm0HLms7y7ItyksqAYcAbDZpMU0mLxiMCoQQUCT9U5IVx5M4hAKHtG1NpYQh0owuqfOFCxciODgYf/3rX3Hq1Ck8/PDDmDlzJuLj4zFkyBBYLJY21SmgjsnIyMD69evV8xkzZmD27NnNtnfdjra+BklrXJMfNTU17R+kzvGfW7EKlkBt35yJll4hBABFAKKVdu6gV+wuEbfpQrPujyvv+SoAFAOgmIwIDpV7w2Hs5UyQXC6QeyPd01SUV6PgkgO4ZJUad+DwcPgF+MDLZIRD9LDfW5D8+wOAvc6OqvJqZJ68JDUufLxRUdY1Ev8yVJRVoyDXiqb3TXOzqhpUlFVJDVlXWweHzQFFUeCwy/mZlv4+h4g8mvSExZ133qke2+12CCFQXV2Nb7/9Ft9+++21gbXxxhRw7nSxefNmTcfZXeXn5+P5559XkwCDBg3CI4880uI1rrMVbG3M+tfv6gEAPj4+HRipvvEdVQKn0s61+7qWNd/f9EWToRgUCIfAri37NY7bMr1i6xvXoE9cozPu7q0HpMWdtnASDEYDHA6B0wflFjsefn1M642o0z58/Tugtq71hm4wODoMwWG9pP9sTb15nPr7Y/fWg9LiTls48effHw7s/vyQtLixk4bAeqUcmScv4e3VW6TFBQD0MsuNp7MP3/hev+BFxdJDnjpwHoNHRKB3mAXpBzKlxNS6Rlh34IABdknbjTrAhBF5FukJC9cbSUVR1G01xS8+nXFt1xqFc8vapKioCH/6059gtTo/hQsPD8dzzz2HgICAFq9zrTHiOtuhJa7tOlujRO/4REREREREJJ/kRadOrkmK+kdn+qHWlZaWYsWKFcjLywMA9O7dG88//zx69+7d6rWBgdd2tygublv2vz4pAgBmc+c+ndE7PhEREREREcknfYbF8OHDZYfs8SorK/Hss88iOzsbgDMBsGrVKoSHh7fp+sjISPW4oKBtqzoLCwubvL4j9I5PREREROQuLLpJ1DzpCYvk5GTZIXu06upqrFy5EmfPngUA+Pv7Y9WqVRg4cGCb+3C94b9w4QLsdnurRVHPnbtWryEqKqqdo+5a8YmIiIiIiEg+XZaEkBy1tbV4/vnncerUKQDO4pPPPvsshg0b1q5+RowYoe66UV1djYyMjBbb19XV4fTp0+r5mDFj2jnyrhWfiIiIiMhdHFDggEHSg0vqybMwYdFN2Ww2vPTSSzh69CgA5zafSUlJiIuLa3dffn5+GDt2rHq+ffv2Ftvv3r0bVVXObbnMZjNGjRrV7phdKT4RERERERHJx4RFN2S325GcnIwDB5xbJxqNRjz11FMYN25ch/u8+eab1eOUlBRcuHChyXbV1dXYuHGjer5gwYJWl294QnwiIiIiIndwCAV2SQ9ZtTKItMKERTcjhMBrr72GXbt2AQAMBgP+8Ic/4LrrrutUv5MnT8bIkSMBOGdvrFq1CllZWQ3alJaWYvXq1epOJIGBgbjzzjub7TMlJQW33Xab+pAdn4iIiIiIiLou6UU3WyKEQElJCcrKytQp/V1tV5GVK1eiqKiowddct9A8e/YsHn/88UbXPfvss+jTp4/b+/zyyy8bLJkIDw/HyZMncfLkyRaelVNgYCCWLFnS7PefeOIJLF++HEVFRSgoKEBiYiJGjRqFsLAwlJaWIi0tDTU1NQCuzerQcktRveMTERERERGRPLonLGpra7F9+3bs3bsX6enpaqKi3pYtWxpdc+HCBXWLTn9/f0ycOFHKWAEgJyenxa01q6urcf78+UZft9lsUvosKSlpcJ6bm4vc3Nxm+3YVGhraYsIiJCQEL7zwApKTk5GZmQmHw6HWyHBlsViQmJjYoO6EFvSOT0RERESkNbnbmnJJCHkWXRMW3333Hd5++22UlZUBcM6wcKUoTf+Dqqqqwtq1a6EoCgwGA95++20EBwe7fbzk3CI0OTkZqamp2LFjB7Kzs1FcXAyz2YywsDBMnToVCQkJsFgs3TI+ERERERERyaFbwmL9+vX4+uuv1SSFa3JCUZRGyQtXsbGxGDp0KM6dOweHw4GdO3di0aJFbh8zAGzYsKFL9/mb3/wGv/nNbzTrrykmkwlz587F3LlzO9VPQkICEhISdIvfknVv/w32Wnur7e6es9RtYyAiIiKi7s8hDHAIOaUFHc3fYhF1SboU3fznP/+Jbdu2QQihJiqCgoJw/fXXIyEhocVkRb3rr79ePT548KDbxkpERERERERE8kmfYXH+/Hl89NFHaqLC398f//Zv/4ZZs2bBYDCgoKAAKSkprfYzefJkvPvuuxBC4NSpU7Db7dy+kjTzyAOPIv/0Vb2HQURERERE1GNJT1hs3LhRnUHh7++Pl19+GVFRUe3uZ8CAAfD19UV1dTVqa2tx6dIlDBgwQOvhEhERERERuY0dChTIKYZplxSHSCtSl4RUV1fj0KFDUBQFiqLggQce6FCyop7rtZcuXdJiiERERERERETUBUidYXHy5El1K05/f3/MmzevU/0FBQWpx0VFRZ3qi4iIiIiISDYhcVtTwW1NycNInWFRWFgIwLkLSHR0dKdrTvj7+6vHVVVVneqLiIiIiIiIiLoOqTMsSktL1WPX2REdVT9bA2i4LSoREREREZEncMAARda2plKiEGlH6gwLHx8f9bimpqbT/bkmQMxmc6f7IyIiIiIiIqKuQWrCwmKxqMcFBQWd7i8zM1M91mLGBhERERERERF1DVKXhPTv3x8AIITAhQsXUF5e3uGZESdPnkRFRYV6Hh0drckYiYiIiIiIZHEA0rY15ZIQ8jRSZ1gMHToUZrMZiqLA4XDgq6++6nBfH3/8sXocERGB3r17azFEIiIiIiIiIuoCpCYsFEXB1KlTIYSAEAL/+7//i+zs7Hb38/XXX2P//v1QFAWKomDOnDluGC0REREREZF72YUi9UHkSaQmLABg8eLF8PLygqIoqKmpwTPPPINjx4616Vq73Y6PPvoI69evh6IoEELA19cXt956q5tHTUREREREREQySa1hAQChoaG4++678cEHH0BRFJSUlCApKQnjx4/HjBkzGhTmBIDKykpcvHgRhw8fxvbt23H58mUIIQA4Z2z87ne/Q0BAgOynQURERERE1GlCGOCQtK1p/X0UkaeQnrAAgHvuuQc5OTlITU1VZ0ocPnwYhw8fbtBOCIFf//rXDc4BqNfccMMNuOGGG6SOnXqGN95/HUajsdV2L636L03iBQabUV9rafqiyZr02dVjd424UyTGDVDjTls4SV7coABAUQAITL1lnLS4AGDw9oJ/gDd8fHR5qSFJTN5eiJk4WGpMg8EAAQGDwYDYyUMlxwUMRgNiJw2RFtfLm/+GurvF/z4HAV7yp+rPuXMy/AJ84GXyQu9wOTvuFRVdxT+3SQlFRN2Abq+Ay5cvR2hoKD755BMoivMXtGtCop5rFrA+USGEwF133YVly5bJHTTRLygGjbLhSv0fQrs+OxRb4pulnhhXUQDhvNmRF7f+OSowyHy+AGCzw8su4GOzw/fERbmx/XzlxvuZ8PXWJ66//OcrfLxRUVmHgrwS6bH9e/nDYFTgsDtgvVouL25QwLW4V+TFBYDyOgFh9oejX1+pcbNvtbTeyA3svvp8CjyoqGO713WWf2gvhPp5wWzxkxrXz+wLo5cRMMh7bVJkvgYSkcfTLWFhMBhw3333YeLEidi0aROOHj2qfk8IoSYt6pMU9V8fPnw47r33XowdO1aXcVPP8Mcnn0FwUHCr7TSbVicAKAIQgHBI3nCqQWyJbxB7YlznH3DIjItrseTGBYxGA+x2B+pqbVLjkhwV5dUoqKkFLsmP7eNjhMnbhLqaOmRKTIb5+Jl0iQsAIjAAFeU1UmOSXGaLH0Ij+6CuTt7vTC+T8ee8tiLtNULqa6+HcAgFkFQM08Gim+RhdJ9jOGrUKLzwwgvIycnB4cOHcfLkSVy5cgVlZWWw2Wzo1asXgoKCEBsbiwkTJiA6OlrvIVMPYM234tSOs9LiTVs02Zmccwjs2rJfWlzAuRxDMciPrW9cA4SQH9fgZYDDIbDnyzRpcafePA4Gg/ON6J4v5MUFgJhJQ2AtLMX5kzrc0ZLbbXprJwwlcmcZ1BNVVbrE1ZMjKlzvIZAEdXU2nD6QKS1e7/Ag6a8R5ZVlUuIQUfege8KiXlRUFKKiorBw4UK9h0JERERERCSFw7luVGIsIs/BRWRERERERERE1OV0mRkWREREREREPQ1rWBA1jzMsiIiIiIiIiKjL6VIzLHJzc5GRkYGSkhKUlZVBURSYzWZYLBZER0ejX79+eg+RiIiIiIiIiCTQPWFRUFCAL7/8Etu3b0dpaWmLbXv16oV58+bhpptuQlhYmKQREhERERERuYdDGAAhZ+K7Q3BbWfIsuiUsHA4HNm/ejA8//BA2mw3iF/94FOem0A2+XlJSgk8//RRbt27FPffcg7vuugsGA1e1EBEREREREXU3uiQs6urq8MILLyAtLU1NSPwyQdFSAsNms2Hjxo04ceIEkpKSYDKZJI6eiIiIiIhIG0LIK4bJCRbkaXRJWKxZswaHDx8G4ExECCEghEBERASGDx+Ofv36ISAgAABQUVGB3NxcnDlzBnl5eQ2uSUtLw8svv4xnnnlGj6dBRERERERERG4iPWHxww8/YN++fQ1mTIwfPx5Lly5FdHR0i9eeOXMGGzduxOHDh9Wkxb59+7Bjxw7MmjVLxvCJiIiIiIg044ACBZJmWEiKQ6QV6QUgNm3apCYbAOD+++/Hc88912qyAgCGDx+O5557Dvfffz+EEGo/mzZtcvewiYiIiIiIiEgiqTMsLly4gNzcXCiKAkVRsGDBAvzqV79qdz+/+tWvkJ+fj23btgFwboealZWFQYMGaTxi6qnWvf0abLX2VtstnnOvhNEQERERERH1PFJnWGRmZgJwLgMxGAxYunRph/taunQpjEajurTk/PnzmoyRiIiIiIhIFodQpD6IPInUGRZWqxWAs2jm8OHDERgY2OG+evXqheHDh+PUqVNQFEXtm0gLjzzwGPJPX9V7GERERERERD2W1ISFt7e3ehwSEtLp/lz74NamRERERETkaRxCgSJtW1POsCDPInVJSJ8+fdTjmpqaTvfn2odr30RERERERETk2aQmLAYPHqweX7hwodP9ufYxZMiQTvdHRERERERERF2D1IRFeHg44uLiIIRAQUEBjh8/3uG+jh07hsuXL0NRFMTExCA8PFzDkRIREREREbmfgLyCmwJcEkKeRWrCAkCDbUzXr1+PioqKdvdRXl6O119/vck+iYiIiIiIiMjzSU9YTJkyBQsXLoQQApcuXcLTTz+NnJycNl+fk5ODp59+GhcvXgQA3HLLLYiPj3fXcImIiIiIiNyG25oSNU/qLiH1fve73yEwMBCbNm1CVlZ9byGoAAAgAElEQVQWHn/8ccycORMzZ85ETEwMzGZzg/bl5eVIT0/Hzp07kZqaCrvdDqPRiHvuuQeLFy/W4ykQERERERERkRtpmrB4+OGH29Xe29sbVVVVsNvt+OGHH/DDDz8AAMxmM/z9/aEoCioqKlBeXq5eI4SAoijw8fHBjh07sGPHDgDO5SVERERERESexAEFkFZbQpE/xZ6oEzRNWFy8eBGKokAI0WpbRVEa/L/rNWVlZSgrK2vxuqqqKly6dElNYBARERERERFR9+GWJSEdSSAw6UBERERERERE9TRNWFgsFiYeiIiIiIiI2sghFEBWMUwW3SQPo2nC4v3339eyOyIiIiIiIiLqoXTZJYSoq/uf99bDaDS22u6l59doEi8wKECttTR90RRN+mxz7GDX2JMlxjXrH/d2iXGDAgBFASAw9eZx0uL6m30hIAABxEwcLC0uAJi8W/83REREwIiR/dE32B/+gb7ofesEaXH9zT4QgNTXiOISK/CVlFAegzMsyF0qKyuRkZGB3NxcXL58GSUlJaiurobdboePjw/8/f0REhKC8PBwDB48GJGRkXoPuREmLIg6QbMlUEr9HwKK7NLNDWJLfBHrCnFlLmGrLwAuFBhkPt+fkxW2OjusV8tbb65lZJMXKmrsEP6+cIQGS40NnZYn1vbx1yWu8NLn+XpZfPWJW9h0YW4ZlNo6XeIaam26xDVW6xIW/X6s0SWu16UiXeJ6Q8BgVH4uJi8vrnC+RMBuc8BaUiUlZmmpTj9URD3EsWPHsH//fhw6dAg5OTntutbPzw+jRo3CpEmTMGXKFPTu3dtNo2w7JiyImvDHJ59BsCWo1XbC4dAmoACgON81CEfru+xoSq/YXSKuRv/92hrX+QccEp+vEIDNZkdVRQ3On7wkLS4ACD8fAEBFOd+cEhG1pK7WBofNAUVR4LBLfG0CYLc7UFVRg8wz+VLiVVTpl3DsqoQAhKSZD4rkt5kkR0FBAbZt24bvv/8eRUXOxOsvd+5s7oM613aVlZXYv38/9u/fj//5n//B2LFjMX/+fEydOhUGgz4b4jJhQdSEorwinPwhQ1q86YsmQzEoEA6BXVv2S4urZ2x94xp0iWvwMsLhENjzZZq0uDETBsN6tRznT17C2y99Ji0uADj69JIaj4jIU6UfuoBBw/qid5gF6QcypcWNnTQE1lJnsuLt//5GTlBjLUxRckKRe6Wnp+P7779Heno6CgoKUFVVBW9vbwQFBWHIkCGIj4/H9OnTYTKZ2txnXV0dUlNTsXPnTmRnZ6O4uBhmsxlhYWGYOnUq5s2bB4vF0q5xuqPPruLcuXP4+OOPsWfPHjgcDjX5oCiKmqCo/9ovExhNcb1GCIG0tDSkpaUhJCQEixYtwoIFC+Dt7e2mZ9M0JiyIiIiIiIioTcrLy/HXv/4Ve/bsafS9qqoqVFVVIS8vD7t27cIHH3yA3//+9xgxYkSr/ebk5CA5ORmZmQ2TdlarFVarFenp6fj000+RmJiISZMmtWms7uizK8jNzcX777+P3bt3A8DPy8muzaAQQsDb2xsDBgzAoEGDEBoaipCQEAQEBMDHxwdGoxG1tbWorq5GUVERrl69ipycHGRlZeHq1asNYgkhUFhYiA0bNuDjjz/Gr3/9a9xwww1tqvenBSYsOsButyM7OxsZGRk4e/YsMjIykJWVBZvNub501KhReOmll7pVn8eOHcPTTz/drviuEhMTkZCQ0OHrASAlJQV/+ctf2nXN0qVLsXjx4k7FJSIiIiJyF4dQJC4J6VycmpoarFixAmfPnlW/ZrFYMGTIEISEhKCkpATZ2dnIz3cuMcrLy8OKFSuwevVqxMTENNvvlStXkJSUpC5nUBQFI0eOREREBEpKSpCWloba2loUFxdj9erVWLlyJcaOHdviWN3Rp96qq6uxadMmbNmypcGMCsCZWBg+fDiuu+46jB49GtHR0R1KKlitVhw9ehRHjhzBTz/9hPLy8gbfe/311/HFF1/gwQcfxMiRIzV5Xi3RPWGRnp6OI0eOIDMzE8XFxaisrITdbm93P+vXr3fD6Brbs2cPXnnlFdTUaFcMylP67IzgYMkF94iIiIiISFOffPKJmqwwGAz4zW9+g9tvvx0+Pj5qGyEEUlNTsX79elRUVKCmpgZ/+9vf8NprrzXbb3JysppYCA0NRVJSEgYPvrZzTUlJCdauXYsjR47AZrNhzZo1ePPNN2E2m6X2qbeHHnoIRUVFDRIVYWFhmD9/PmbPno2+fft2OkZwcDBmzZqFWbNm4ZFHHsGRI0fw9ddfY9++fep9+oULF/D000/jkUcewfz58zsdsyW6JSwOHTqEt956C5cuNSwC15a1Nb8ks9J//T+6ntZnnz59cMstt7S5/eHDh5GbmwsACAoKwrhx2m7jGBkZ2aYMaHR0tKZxiYiIiIi0JCTOsOjstqYpKSnq8a233trkTGZFUTBz5kwYjUb813/9FwAgKysLWVlZGDRoUKP2Bw4cwIkTJwAAXl5eWLFiRaN2FosFSUlJeOyxx5Cfn4+ysjJ88sknWLZsWZPjdEefXcHVq1fVe9/Y2Fj8y7/8CyZNmuS2+2Gj0YgJEyZgwoQJsFqt+Oyzz/Dll1+isrJSHY+76ZKw+PDDD/HBBx8AaLzepr1/2R1JcGghKCgI0dHR6uPw4cPYunVrt+2zX79+ePDBB9vU1m6347e//a16Pnv2bM3XOA0fPrzN4yEiIiIios6prKxEQUGBej5r1qwW28fHx8PHx0f9EPXSpUtNJiy++OIL9XjevHlNtgEAX19fLFmyBK+88goAYNu2bViyZEmT9xnu6LOrGDZsGO677z6MGTNGatzg4GAsW7YMd955Jz799FNs2bJFSlzpCYvU1FRs3LgRwLXqpfVJB6PRCH9//y79AzJx4kRs2LABoaGhDb5+5syZbt9nWx0+fBhWq1U9nzt3rttjEhERERF5IgcUCEiqYdGJOFVVVQ3OAwICWmxff29Xn7Bo6oPmqqoqHDlyRD1vrebd9OnTsX79elRVVaGsrAzHjx9vNOvaHX12FcuXL281UeRuAQEBWLp0KW666Sa1Vok7SU1YCCHwzjvvAICaqIiMjMSiRYswfvz4RjfXXZE7ajF4Sp9ttX37dvV4yJAhDdaKERERERGR57FYLPD29kZtbS0AIDs7G/3792+2fXFxMUpKStTzpu4JTp06hbq6OgDO2Q6tLec2mUyIiYlBWppzi/ijR482Si64o8+uQu9khas+ffqgT58+bo9jcHsEF6dPn8aVK1fUZR+TJ0/GX//6V9x4440ekayg1lVUVGDfvn3q+bx583QcDRERERERacHLywsTJ05Uzzdt2oTq6upm27/77rtwOBwAgLFjxzaZ3Lh48aJ6PHDgwDbNtB86dKh6nJOTI6VP0o/UGRYXLlwA4JxpYTKZ8Pjjj8PLS/eNSkhDqampatbVy8urS2UBiYiIiIi6Gk/a1vTee+9FWloaqqqqkJmZiccffxyLFy/GiBEj1G1Ns7KysHnzZpw8eRIAEBUVhcTExCb7c00utPUDbNedMFyvd2efpB+p2YLS0lIAzuUgsbGxsFgsMsOTBN999516PHHiRLf9N66oqEBqaipycnJQUVGBgIAA9OnTB3FxcYiKinJLTCIiIiKiniwqKgpr1qzBqlWrcOXKFeTl5eHPf/5zk20DAgIwe/ZsLFu2DP7+/k22KSsrU4+DgoLaNAbXpe/l5eVS+iT9SE1YeHt7q8e9e/eWGZokyM3NxalTp9Rzdy4H2bt3L/bu3dvk9wYNGoS7774bM2bM6HD/pWUlKK8qa71hO5j9AjXtj4iIiIg8nydtawo4a1G88cYb+Oabb/Duu+82uyxkwoQJmD17drPJCgANrnW9V2yJa7umYrujT9KP1IRFRESEevzLKrPk+VxnVwQGBmLSpEm6jCMrKwsvv/wyDh48iMcee6xDu8789xuvaj6uf7/tcc37JCIiIiKSqaSkBO+88w527NgBm82G4OBgjBgxAoGBgaisrMTp06dRUFCA1NRUpKam4sYbb8RDDz3U5Hvy+qXkANpcKsBkMqnH9TuQuLtP0o/UhEVcXByMRiMcDgfOnz8vMzS5mRAC33//vXo+a9asBv/wtRIWFoYZM2Zg3LhxiIqKQmBgIOx2OwoKCnDo0CFs3boVhYWFAJy7lXh7e+Phhx/WfBxERERERFoQUOCQNMPC0MntU3Nzc/H000/j6tWrMJlMePjhhzF//vwGyQghBH788UesW7cOFRUV+Prrr2EwGJp8T+46s8Fms7VpDPU7gACAj4+PlD492a5du/DOO+9AURT8/e9/13s47SY1YWE2mzF16lT8+OOPuHLlCk6cOIGRI0fKHAK5yfHjx1FQUKCeu2M5SHx8PObOnQuDoeHmNiaTCQMGDMCAAQMwf/58JCcnY//+/QCAr776CrNmzWr3z9nv//0PKDhn1WzsRERERESezG6348UXX8TVq1cBAI8++ijmzp3bqJ2iKJgxYwZ69eqFpKQkAM735AkJCRg+fHiDtr6+vuqx68yIlri2c73enX16surqahQUFKg7dXoaqduaAsCyZcvg5+cHAHjzzTe5Rqib2L59u3o8YMAADBs2TPMYZrO5UbLil/z9/fHUU0812DZp8+bN7Y7VK9ACs1+gpg8iIiIiIk+1e/duddfHyMjIJpMVrsaOHYtx48ap5ykpKY3aBAZee49cXFzcpnFYrdc+VDSbzVL6JP1IT1iEh4dj+fLlMBgMyMrKwsqVK9UsHXmm6upq7N69Wz13Z7HNtvDx8cGdd96pnh87dqzBNC8iIiIioq6ivuimrEdHHTx4UD0ePXp0m64ZM2aMepyRkdHo+5GRkeqx62ztltQv//7l9e7sk/QjdUlIvSlTpuC5557D2rVrcfLkSTz44IOYNWsWJk6ciMjISJjN5nZPWWnrljWkvT179qhFVA0GA2bPnq3vgODM6NarqalBQUFBg1kXRERERETUdq4fMrvOYmhJr1691OPKyspG33dNDly4cAF2u73Vgvnnzp1Tj6OioqT0qYe2JltaU1paqkk/etElYQE4s22rVq3CM888g/Lycnz77bf49ttvO9zfli1bNBwdtYfr7iDjx4/vElvWuu6lDDTcj5mIiIiIqKtwCHlFNzuzralrMcq2vrd2vVkOCAho9P0RI0bAZDKhrq4O1dXVyMjIQGxsbLP91dXV4fTp0+q56wwOd/aph9/97nceW3dCS9KXhACAw+HAe++9h+XLl6OiogKKokAI0eEH6efKlSs4evSoeq73cpB6v9yOqLtV+yUiIiIikqlv377q8bFjx9p0jet9QkRERKPv+/n5NZgZ7VoXrym7d+9WZ3abzWaMGjVKSp966cw9cne5X5Y+w8LhcODFF1/E/v37IYRQs0b1SQvyLN9//z0cDgcAZ9b0uuuu03lETq7TugB0iVkfRERERESeauzYsfj8888BABcvXsR3333XYuHNI0eOIC0tTT2fMGFCk+1uvvlmHDhwAICzMOett96KgQMHNmpXXV2NjRs3qucLFixodqmHO/qUrf4+OSgoqFNL261WKy5duqTVsKSTnrDYvHkz9u3bB0VRGiQp+vbti379+iEgIKDL/JBQ677//nv1eMaMGQ32PdaTaxXiqKgoWCwWHUdDRERERNQ0IZwPWbE6avLkyejfv79687tu3TrU1NRg/vz5De7fhBD48ccfsW7dOvVrISEhmDlzZrP9jhw5EidOnIDNZsOqVauwYsUKDBo0SG1TWlqKtWvXIi8vD4CzhoZrkX0ZfcoWERGBvLw8REZGYvXq1R3uZ/v27fjLX/6i4cjkkpqwqK2txSeffNIgUZGQkIC77roL/fr1kzkU0sCZM2eQk5OjnrtzOUhVVZW6HW5r9uzZgx07dqjnXaEIKBERERGRJzMajfj973+PZ555BjU1NaitrcX69euxadMmxMbGolevXqisrER6enqDgpEmkwlPPPEETCZTs30/8cQTWL58OYqKilBQUIDExESMGjUKYWFhKC0tRVpamrrk22g04qmnnmp1+1F39CnT0KFDkZubi8zMTL2HoiupCYtjx46hsrJSnV1x11134d5775U5BNKQ63qw/v37t1jMpjkpKSkNMn6fffZZk+127dqFr776Crfeeiuuu+46+Pv7N2pTWVmJrVu3YtOmTWpCLCQkBAsXLmz3uIiIiIiIZHAAcMAziivGxMTgxRdfxKuvvqrOtCgqKsLu3bubbB8WFoY//OEPiIuLa7HfkJAQvPDCC0hOTkZmZiYcDkeD+hf1LBYLEhMTG9SokNmnTNHR0UhNTUVlZSXy8vKarAHSE0hNWFy8eBGAc5qQ2WzGr3/9a5nhNbNy5UoUFRU1+JrValWPz549i8cff7zRdc8++yz69Onj0X3Wq6urQ2pqqnre0vo1rZw5cwavvvoqvLy8EBkZif79+8NsNsNut6OwsBDp6ekNim2azWasXLkSvr6+bh8bEREREVFPMHz4cKxbtw579+7FTz/9hLNnz6KoqAhVVVXw9fVFUFAQhg0bhilTpmD69Onw8mrbLWdUVBSSk5ORmpqKHTt2IDs7G8XFxTCbzQgLC8PUqVORkJDQrqXe7uhTlmHDhqnHZ8+eZcJChrq6OgDOAiIxMTFt/uHtanJyclrcF7e6uhrnz59v9HWbzebxfdbbv3+/up2RwWDAnDlzWr1GKzabDVlZWcjKymq2zZgxY5CYmIjQ0FBp4yIiIiIiai8hFAhJ25pqFcdoNGLatGmYNm2aJv3VM5lMmDt3rqYfhrqjTxmGDh2KwYMHAwBKSko63E9cXBwSExO1GpZ0UjMGrjs1dKX1QdR+3333nXo8ZsyYBtscucOsWbPQr18/pKenIz09Hfn5+SgrK0NpaSmEEAgICEBERARiYmIwc+ZMREdHu3U8RERERERE7uLn56dJscyIiAiPnp0hNWHhelNbWloqM7SmNmzY0GP7rJeUlKRJPwkJCUhISGi1nclkQlxcXKvr34iIiIiIiKh7kJqwiIuLg8ViQUlJCc6cOQOHwwGDwSBzCERt8sb7r7dpe92XVq3RJF5gcADqay1Nv32KJn22OXaQPrF7ctypN8kr6mQwGuBv8YePnzcg+fetPVC/+jFFcW3bVUjzuKMk7Uv3C8LboUtcv4uNCyDL0G+3fu8dhEGfwngGmz7/jft/1/FpyJ1hqKzVJa6oqtIlbuzYKIREBME/0A/Tbg2SFtdgMMDfUgMfowIUFLV+gRZMNiBKTihPIYQCh6QlIYqkOERakZqwMBqNmDNnDv7v//4PlZWV+OGHHzxuLRGRK0WrN65K/R9Cuz67emzXuEoPiysxcSAEYDQaYPJuPQFHRET6MPmYYDAaICS/FgsIGIwKTN6eWVeOiLo/6b+d7rnnHuzZsweXL1/G22+/jdjYWPTr10/2MIha9Mcnn0GwpfVPOIRDo0+8BABFAAIQDsmf0OoVu6fGhYY/N21gMBpgt9tRV9t6MV0iItJHXW0dHHYHFChwyHyNMBjgsAu+RuhMCOdDViwiTyI9YeHv74/nnnsOK1asQGFhIZ588kk89NBDmD59uuyhEDWrKK8IJ3/IkBZv+qLJUIwGCIfA7q0HpcUFgGkLJ0IxKNJjT1s4EYqiQAiBXVv2S4s7fdFk5/PVI67RAOFwYPfnh6TFjZ00BNaiSpw/lSstJhERtc+pA+cxOCYCvcMtSN9/Tlrc2MlDYb1SjswTl6TFJCJqD+kJi9TUVADAHXfcgQ8++AClpaV4+eWXER4ejgkTJiAqKgpms7ndU7VnzJjhjuESERERERG5jSdua0pdR35+Pk6ePAnAubNiW+rweRLpCYu1a9c2SEbUf8Kal5eHL7/8ssP9MmFBREREREREPUl6ejr+/Oc/Q1EUxMfHw99fn4LY7qJbhR0hrhW8c01giHYsrKpPdkgtnEdEREREREREbqdLwqI+KdGe5ERL/RAREREREXkiLgkhap70hMVDDz0kOyQREREREREReRjpCYubbrpJdkgiIiIiIqIuyQEFDkkzHxRwhgV5FoPeAyAiIiIiIiIi+iXdim4SERERERH1dEI4H7JiEXkSzrAgIiIiIiIioi6HCQsiIiIiIiIi6nK4JISIiIiIiEgn3NaUqHnSExbFxcVu6TcoKMgt/VLPtO7tv8Fea2+13d1zlkoYDRERERERUc8jPWGxbNkyKIr2mb0tW7Zo3icREREREZFbSZxhAc6wIA+j25IQoWGJWnckQKhne+SBR5F/+qrewyAiIiIiIuqxPKaGxS+TElomPIiIiIiIiIioa5GesLj++uvbNSPCbrejoqIC2dnZsFqtAJzJC7PZjPHjx7trmERERERERG4nfn7IikXkSaQnLJ588skOX3v27Fl8+OGH2Lt3LyoqKuDr64tHH32US0KIiIiIiIiIuhmD3gNoj2HDhuGZZ57B/fffDyEEUlJSsG7dOr2HRURERERE1CH125rKehB5Eo9KWNT71a9+hTlz5kAIgW+//RY//fST3kMiIiIiIiIiksrX1xd9+/ZFSEhIt1x54DFFN39pyZIl+OGHHwAAH3/8MeLj4/UdEBERERERUXuxiAV1Qnx8fLe+F/bIGRYAEBoaigEDBkAIgTNnziA3N1fvIRERERERERGRRjw2YQEAERER6vH58+d1HAkRERERERERacljl4QAgLe3t3p85coVHUdCRERERETUfkJAWjFMwSUh5GE8eoaFa5LCbrfrOBIiIiIiIiIi0pLHzrCwWq04ffq0Wgm1V69eOo+IiIiIiIiofZwzLOTFou5t586d2Lt3L4YOHYro6GjExcXBaDTqPawO88iEhRACr7/+ujqrQlEUDBs2TOdREREREREREelnx44dOHDgAH788Uf07dsXf//739t0XXV1NXx9fd08uvbzuITF0aNHsXHjRqSnp0NRFAghEBYWhkGDBuk9NOpG3nj/9TZlIl9atUaTeP6Bvs5dpgQQO3moJn22lV+AL6AAigJMWzhRWtzAoADg5+Wa02+f3KPiTrt1grS4BqMB/kFm+Ph5t96YiIh05WXykvo+oE94EPwtATBb/PFA0u1SYlZUl+OTne9IieUphFAk1rCQE4f0c+LECQghoCgKFixYoK5IaM7HH3+MrVu3ori4GEajEZGRkZg9ezZuueUW+Pj4SBp186QnLFauXNnua+x2OyoqKnDx4kXU1NQAcM6yAJyzK+655x4th0jUZopBm1/69dtv2212WK+Wa9JnW4UNtMFoMgJQNHs+baLU/yHQyu/R7hdX4t+zEAIGLwNMviYIf7lZcyHz5+kXKm8s0yVu5rR/6hK3p4nxfUi32LV99amZdX7hBl3ixv/ng7rE7b2vQJe4ik6fLipeXqiorEVhXrHUuP6WABgMCix9zBgyIqL1CzRQWlYC7JQSiqjHyc3NRWVlpXp+3XXXtdj+n//8Jz766CP13tpmsyErKwvvvvsuvvnmG/zxj3/EwIED3Trm1khPWBw6dKjVLE9ThMuCK0VR1NkVN9xwA+bOnavlEInwxyefQXBQcKvthFYLAYUzWVFVXo3Mk5e06bONBg4Ph5/ZF17eXhAO2QsbhfN/MuMKAIqOcSE3rsFogMPuQF0tCxMTEXVVFaVVEDY7ZKdpzBZ/WPqY4Rfgg+Awi5SYiq9DShyinujSpWv3EQEBAYiKimq2bWFhIT7++GMAUO/P62dmCCGQm5uLP/3pT1izZg3Cw8PdO/AWeMySENe/RCEEfHx8sGTJEixatEjnkVF3ZM234tSOs9LixU4ZBuvVCmSevIS3V2+RFhcAUFuHwaOj0DvMgvQDmdLCTrt1AhTFefO+a8t+aXGnL5oMxaDoE9dogHAI7P78kLS4sZOGwFpSjczT+dJiEhFR+3y4LgWiplZ63AeSbseQEREIDrPgtKT3AOWV+syA69oUQNpSDS4J6c4KCwsBOO+dW5sZ8dVXX8Fut6v32T4+Phg0aBAuXryI8vJyKIoCq9WK1157DatXr3b72JujS8KiI59Ke3t7w2KxYOjQoRg7dixmz56NgIAAN4yOiIiIiIiIyLNUVVWpxxZLy7OmduzYoc6m6NOnD15++WX07dsXtbW1ePPNN/HNN98AAI4fP449e/Zg6tSpbh17c6QnLOqnnbSHwWDw6K1YiIiIiIiImsJtTUkr9btoAmixYGZWVhYKCwvVUgu//e1v0bdvXwDOiQKPPvoo8vLycOzYMQDAtm3bdEtYGGQHNJlM7X4wWUFERERERETUPH9/f/W4frOKphw4cACAc+VDUFAQZsyY0ajN0qVL1TZHjx5FdXW1xqNtG+kJCyIiIiIiIvqZkPygbqtXr17q8ZUrV5ptd/DgQQDOWhfx8fFNbooxYsQIBAc7NyFwOBw4d+6cxqNtGyYsiIiIiIiIiDxcfaFNIQQuXLiAurq6Rm1KSkpw6tQp9XzixInN9jdo0CD1OC8vT7uBtgMTFkREREREREQeLioqSl0WUltbi3379jVqk5qaCofj2vbCcXFxzfbnOmOjvLxcw5G2HRMWREREREREOhFCkfqg7stgMOD6669Xz99///0GO4dUVlbio48+UottDhkyBGazudn+bDabelxbK3/rZUCnbU2JiIiIiIiISFu33XYbUlJSIIRAXl4ennzySdxxxx3w8fHB5s2bYbVaATjrV0ybNq3FvlxnVXh7e7t13M3RPGHxxRdfaN1lm9xyyy26xCUiIiIiIuowmcUwWXSz2xs4cCBuu+02bNmyBYqi4MKFC/jLX/4CwFnbQlEUCCFgMplwww03tNjXxYsX1WPX5SEyaZ6weOONN5qsMupuTFgQERERERFRT/fb3/4Wly9fxk8//aQmKACo9+mKouCuu+5CUFBQs31YrVZcvXpVPe/bt697B90Mt9WwEEJIexARES2uAr0AACAASURBVBEREXki1rAgrRkMBvzxj3/EAw880GBmRP3984033ojFixe32Ef91qf1oqKi3DLW1rilhoW7kwiuMziYsCB3WPf2a7DV2lttt3jOvRJGQ0RERERE1HaKouD222/HbbfdhvT0dFy+fBkOhwOxsbGIjIxs9fpdu3apxyEhIS3OxnAnzRMWd955p9ZdNpCTk4N9+/bpsuyEiIiIiIiIyFMYjUaMHDkSI0eObPM1BQUFOHz4sHrP3dLWp+6mecLivvvu07pLAEBRURE2btyIgwcPMllBbvfIA48h//TV1hsSEREREXUGi25SF7Nnzx4A14p0jh8/XrexdPltTSsrK7F582Z89tlnqK2tVf/SAOdfYHh4OJYuXarzKImIiIiIiIg836JFi7BgwQKcP38e586dw+TJk3UbS5dNWNTV1eHzzz/HRx99hIqKigaVTYUQsFgsWLx4MW666SYYjUadR0tERERERNQRys8PWbGIWufj44PY2FjExsbqOo4ul7AQQmD79u344IMPcPXq1UaJCh8fH9xxxx2444474OvrK318drsd2dnZyMjIwNmzZ5GRkYGsrCzYbDYAwKhRo/DSSy91uz5TUlLU/XvbaunSpa1Wn+2Iuro6pKamYufOncjOzkZxcTHMZjPCwsIwdepUzJs3DxaLRfO4REREREREJE+XSljs27cP77//PrKzsxslKgwGAxYsWIB77rlHt5vRPXv24JVXXkFNTU2P67OryMnJQXJyMjIzMxt83Wq1wmq1Ij09HZ9++ikSExMxadIknUZJREREREREndUlEhbp6en4xz/+gVOnTjVKVADAjBkzcO+99yI8PFzPYaKiokLzJICn9OkqMjISY8eObbVddHS0pnGvXLmCpKQkFBUVAXD+jIwcORIREREoKSlBWloaamtrUVxcjNWrV2PlypVtGicRERERkW5YdJOoWbomLHJycvDee+9h3759AK5VIRVCQAiBcePG4b777sPQoUP1HGYjQUFBiI6OVh+HDx/G1q1be0SfADB8+HA8+OCDne6nvZKTk9VkRWhoKJKSkjB48GD1+yUlJVi7di2OHDkCm82GNWvW4M0334TZbJY+ViIiIiIiInfLz8/HyZMnAQCzZs3qdvUddUlYXL16FR988AG+++47OBwONVFRn6wYOnQo7r///i736fjEiROxYcMGhIaGNvj6mTNnun2fejtw4ABOnDgBAPDy8sKKFSswaNCgBm0sFguSkpLw2GOPIT8/H2VlZfjkk0+wbNkyHUZMRERERNQGnGFBnZCeno4///nPUBQF8fHx8Pf313tImpKasKioqMBHH32Ezz//HHV1dY0SFeHh4bj33nsxY8YMmcNqs+Dg4B7bp96++OIL9XjevHmNkhX1fH19sWTJErzyyisAgG3btmHJkiXdLtNIRERERETU3UlJWNTV1eGzzz7D5s2b1S1KXRMVQUFBWLx4MRYsWMAbS2qkqqoKR44cUc8TEhJabD99+nSsX78eVVVVKCsrw/Hjx7vcbB0iIiIiIgCAUJwPWbGIPIhbExatbVHq5+eH22+/XbctSskznDp1CnV1dQCcMyhaK+ZpMpkQExODtLQ0AMDRo0eZsCAiIiIiIvIwbktY7N27F++99x4uXrzYKFFhNBqxYMECLF68WLctSqnjKioqkJqaipycHFRUVCAgIAB9+vRBXFwcoqKiNI938eJF9XjgwIFtmoUzdOhQNWGRk5Oj+ZiIiIiIiIjIvTRPWJw6dQr/+Mc/kJ6e3uQWpbNmzcLSpUsRFhamdWiSZO/evdi7d2+T3xs0aBDuvvtuTeuQuCYsfllItDl9+/Zt8vq2KikrQXlVWbuva4nZL1DT/oiIiIioexAshknUJM0TFk899ZSaoHDdonT8+PG4//77G2xDSd1PVlYWXn75ZRw8eBCPPfaYJjVJysquJQ6CgoLadI1r4dHy8vJ2x/zv/3ml3de05r0N/2z2e34BvggbZMfAmAjN47Zmzu0T4Wf2hZfJC73D2/b3q4XAoADg52WU0xdNlhc32Kx73Gm3TpAW12A0wD+4Dj6+3tJiEhGRZzGZvBAzaYiUWMUlVmCblFBE1A24bUmIa9IiPj4eY8aMwcmTJ9U9YrV2yy23uKVfuiYsLAwzZszAuHHjEBUVhcDAQNjtdhQUFODQoUPYunUrCgsLAQDbt2+Ht7c3Hn744U7Hra6uVo+9vdt20+XazvV6PSmGFoocKYDRywg/sy+GxMpNWviZfWE0GQGllTFqTan/Q0AxGHpQXMAgM64ADCYDvPxMsFv85MUFkD1fv9pEj474TrfY5H6v/vod3WI//bcHdIk7os+9usTtl1enS1xYS3QJKxSJv59/QTHKj60YFFRU1qEgX97fd2lZpbRYHoPbmhI1y20Ji/olIEII/PTTT/jpp5/cFQoAExbuFh8fj7lz5za60TKZTBgwYAAGDBiA+fPnIzk5Gfv37wcAfPXVV5g1axZGjhzZqdi1tbXqsZdX235kTSaTelxTU9PumM/9aRUsgdrWVxGO5l8hFMV5K6uYjAgOk1vXxcvk5UxWoOUxak4AUAQgAOFw9Jy4ABwS530aDQocdoG6Oru0mERE5BkqSqtQcLFIbkyNl9wSUffm1hkW9YSb3py7zuIg9zKbza228ff3x1NPPYXExERcunQJALB58+ZOJyxcZ0vYbLY2XVO/qwgA+Pj4tDumqFaQfuxCu69rWfP9Tbt1AgwGAxxC4PSBTI3jtqx3mAWKQYFwCOz+7KC0uNNum+j8N+wQ2LVlv7S40xdNhmIw6BLXYDTCIQT2fH5IWtyYSUNQVF6LzLOXpcUkIiLP8OFr3wAaLN9tF5MNXp17a9j9cFtToma5Ze5Zfd2K+oe7uLNv6hgfHx/ceeed6vmxY8caJA86wnXLW9fZFi1xbcctc4mIiIiIiDyP5jMsXG9WqWcaO3aselxTU4OCggL079+/w/0FBl7bXaO4uLhN11itVvW4LbNDiIiIiIiIqGvRPGFx3333ad0leRjXHTqAhrt8dERkZKR6XFBQ0KZr6ot//vJ6IiIiIqIuRahlrqTEIvIk+pVCpm7rl0UuO1JDwpVrwuHChQuw21svHnju3Dn1OCoqqlPxiYiIiIiISD4mLEhzrskCAOjdu3en+hsxYoS660d1dTUyMjJabF9XV4fTp0+r52PGjOlUfCIiIiIitxGSH0QehAkL0lxKSop6HBUVBYulc9t0+vn5NaiLsX379hbb7969G1VVVQCc9StGjRrVqfhEREREREQkHxMW1Kr6m/+22LNnD3bs2KGez549W5Mx3HzzzepxSkoKLlxoeovQ6upqbNy4UT1fsGABjLK36yIiIiIiaqv6bU1lPYg8CBMW1Kpdu3Zh+fLl+P7771FZWdlkm8rKSmzatAlr1qxRt5sNCQnBwoULm+03JSUFt912m/poyeTJkzFypHPTbpvNhlWrViErK6tBm9LSUqxevRp5eXkAnLuLcNcaIiIiIiLqrnx9fdG3b1+EhIRAUbpfQkrzXUK6u5UrV6KoqKjB11y30Dx79iwef/zxRtc9++yz6NOnj8f2eebMGbz66qvw8vJCZGQk+vfvD7PZDLvdjsLCQqSnpzcotmk2m7Fy5Ur4+vo2Ob6OeOKJJ7B8+XIUFRWhoKAAiYmJGDVqFMLCwlBaWoq0tDR1DEajEU899RS3NCUiIiIiom4rPj4e8fHxeg/DbZiwaKecnJwWt9asrq7G+fPnG33dZrN5fJ/138/Kymo0u8HVmDFjkJiYiNDQ0Bb7aq+QkBC88MILSE5ORmZmJhwOB44ePdqoncViQWJiYoO6F0REREREXZLMYpgsukkehgkLatWsWbPQr18/pKenIz09Hfn5+SgrK0NpaSmEEAgICEBERARiYmIwc+ZMREdHu20sUVFRSE5ORmpqKnbs2IHs7GwUFxfDbDYjLCwMU6dORUJCQqcLfRIREREREZG+mLBopw0bNvS4Pk0mE+Li4hAXF6dZnwCQkJCAhISEDo1n7ty5mDt3rqbjcbVuw19hq3W02m5xwn1uGwMRERER9QCcYUHULBbdJCIiIiIiIqIuhzMsiJrwyP97HPkZ1tYbEhERERERkVswYUFERERERKQXLgkhN8rIyMDBgweRlZWFsrIyGAwGmM1mhIeHIyoqyq3L7LXAhAURERERERFRN5Kbm4t169bh+PHjLbZjwoKIiIiIiIiaJxS9R0DdSHp6OlatWoWKigoIIaAoDX++hHBOtfnl17siJiyIiIiIiIiIugGr1YoXX3wR5eXlUBQFiqJACAFfX18EBQWhqqoKJSUlLfbx3Xff4euvv8awYcMQHR2N2bNnyxl8E5iwICIiIiIi0okinA9Zsah727RpE4qLi9VExeDBg/HAAw9g9OjRMBgMuHz5Mv71X/+1xT6mT5+ODRs2ID09HQAQFRWFoUOHyhh+I9zWlIiIiIiIiMjD1dbWIiUlRV3qER0djTVr1mDs2LEwGJy3/m1ZBuLj44Pp06erS0d27drlvkG3QnrC4tKlS7JDEhEREREREXVrp06dQl1dnZpoeOSRR+Dr69uhvqZMmaIeHzlyRJPxdYT0JSEPPfQQQkJCMG7cOIwfPx5jx45Fr169ZA+DiIiIiIhIf9zWlDSSm5sLwDmLon///hgyZEiH+4qLiwPgLNCZmZmJ2tpaeHt7azLO9tClhsXVq/+fvTuPj6o6/wf+uTOZrJM9JGGJrCEJBMKqLIoQUBEQbW1FpV9t1VarsgkKChTqUraIoAXFSv1Zl6q1oGjdmqgQAS1LQpAkkJCEBFmSkH2f5f7+GOeaIXty59xM+Lxfjq87ybnnOTNktmfOec4lJCUlISkpCQAwaNAgjBo1CqNGjcKwYcNgMBi0GBYRERERERGRS6qqqlKOIyIiutSXt7c3evXqhaKiIlitVpw9e7ZLCZDO0rTopn2qyunTp5GTk4Ndu3bB3d0dw4YNw+jRozF69Gj0799fyyESERERERERdXteXl7KsRqzIcLDw1FUVAQAOH/+/JWRsJg5cyZSU1Nx4cIF5Wf2wh+yLKO+vh6pqalITU3F66+/joCAAMTFxSlLSAIDA0UPmYiIiIiIiKhba1xqoa2tS9vDx8dHOS4rK+tyf50hPGHx8MMPAwAuXryIlJQUpKSkIC0tDdXV1U3ayrKM0tJS7N27F3v37gUAXHXVVcrykdjYWHh4eAgdPxERERERkVpcfVvT7OxsfPvttzh27BguXbqEyspK+Pn5ISAgAIMGDcKIESPa/cWzyWRCcnIy9u3bh/z8fJSVlcFoNCIsLAwTJ07E9OnT4e/v36HxOaPP7sq+DESWZWRnZ3e5v8YFO+vq6rrcX2dotiQkLCwMM2fOxMyZM2G1WpGdna0kME6ePAmLxQLAcfYFAJw5cwb5+fnYs2cP3NzcEB0djdGjR+NXv/qVVjeFeqBX3tgGvV7fZrt1z2xQJZ5vgA8gSQBkTJwzRpU+2x3b3xv4aXejSbeMFRc3wEeJO/nWq1tvrGbcQG3ievt6KnWuosaJm05nMLgBaBAWj4ioq+bfNRF+t47WJHbMuEEwuLvB1GBGxuFcgXEHwuDhBlO9GZlH84TFBQBIEqor6/DeX/8rNi65vLKyMuzcuRPffPNNk9+VlJSgpKQEOTk5SExMxOzZs/HQQw+12l9BQQESEhKQk5Pj8PPS0lKUlpYiMzMTu3fvxqJFizBu3Lh2jdEZfXZnAwcOhJ+fHyoqKlBdXY3Dhw936XY1NPz8HtJqtaoxxA7TtIaFnU6nw9ChQzF06FDMmzcPtbW1OH78OFJTU5GSktJkK1R78sJkMuH48eP44YcfmLAgTbRnH+P2ddTsoRiS/X+yereno3H1WsUVt7OzvQC4xWRBaVGlsLgAUKnTweKhhylA7Iy0O+fuExqvsX/kXqNJ3AWBZzSJe6V5Nmu2ZrFD0uo1iev+tVmTuLpLJcJj+jeY0SvcHz7+3sJjh4T7QafTwWq1YuDQULFx3dxgtVgwYGi4sLgAUFNvQeGPpYCHoOr/bsLf6ZATFBYW4qmnnsLFixeVn4WFhWHw4MHw9fVFQ0MDzp07h9zcXIcPvS0pLi7GqlWrUFJie86RJAnDhw9H7969UV5ejtTUVDQ0NKCsrAzPPfcc1q5di7i4OOF9uoLx48crm1u88847GDt2bKff4xcXFyvH3t7in5OBbpKwuJyXlxeuvvpqZe/X4uJipKSkIDU1FceOHUNFRUWTmRdEanryiZUIDGh72ppqf38ybHP0ZEAWnb3UKrZDXIGPY3tciL+vLSYLaqvqkHPirNC45jB/VFdr8yGLiKgzfPy9ERoRDLNJbKLG29cbsmxL4AeGBYiNC9tky6Awvzbbq8XN3Q1FhZXAj223JSeSJdtFVKwuqq6uxsqVK5VkxeDBg/Hggw8iJiamSdva2locPny4zffMCQkJSmIhNDQUq1atwsCBA5Xfl5eXY9OmTTh27BjMZjM2bNiAV199FUajUWifruAXv/gFvvrqKwC2zS3eeOMN/Pa3v+1wP3V1dcjN/XmmWeP6GCJ1y4TF5UJCQhATE4Pa2lrU1NTg6NGjWg+JerjSC6XI2Nv1dV/tNenW8ZAkCbJVxv6PDgmLCwCTbx0PSacTHnvyreMh6W1xD+w5LCzupLnjfrq9Vhz4RNxzSfS4QSgtrkLOibP4+zO7hcUFgLoxA9tuRETUzZhNZmQeOi005qQ5AZB0EqxWKzL/J+59QHDvQEh6HawWKzIP57R9gkqiBS5RpJ7j73//u7KBwvDhw7F27VqHWgeNeXl54brrrmu1v8OHD+PEiRMAADc3N6xevRoDBgxwaOPv749Vq1ZhwYIFuHDhAiorK7Fr1y7cc889wvp0FVdddRWmTJmi1IDcvXs3dDpdh2/X3r17YTKZlOuDBw9WdZztJW4+dAdVVlYiOTkZL774Iu677z488sgj2Llzp0OygrMriIiIiIjIpcmCL12Qk5ODL7/8EoAtGbFs2bIWkxXt9Z///Ec5nj59epPEgp2npyfmz5+vXP/888+Vuoci+nQlDz/8MMLDw21fiMoy/v3vf2P58uU4fbp9SeDi4mK8+eabyqqGgIAA9OnTx5lDblG3mWFhsViQnp6uFN5sXBilucSEXq9HVFQURo8ejdGjtSnMREREREREdKX47LPPlOMbbrgBISEhXeqvtrYWx44dU67PmDGj1faTJ0/G9u3bUVtbi8rKSvzwww9N6k44o09X4+XlhT/96U9YuXKlsh1pRkYGHnvsMYdlMc1JSUnBtm3bUFFRAcBW+yM+Pt7pY26JpgmLgoICJUFx4sQJ1Nf/vMa6uSRFnz59lATFiBEj4OXlJXK4RERERERE6lJh5kOHYnWSxWLBvn0/F9S+/vrruzycjIwMZdmBp6cnIiMjW21vMBgQFRWF1NRUAEBaWlqT5IIz+nRF/fr1w4YNG/Dss88iPz9fmW2Rm5urHAPAkiVLEBwcDJPJhPz8fJSUlCi1fGRZho+PD+bOnavZ7RCesNi3b59SQNNeBAVoPkFhNBoRFxenJCl69eolcqhEREREREQEID8/HzU1NQBsiYDBgwfDZDIhMTERe/fuxdmzZ1FTUwM/Pz8MHDgQEyZMQHx8PAwGQ4t9nj37cyHy/v37Q6/XtzmOwYMHK8mFgoICIX26qvDwcCQkJOD111/H559/7vA7+3KP06dPK6sb7J/J7ckKnU6HRx99FIGBbW9G4CzCExYJCQkOGZ3G9Ho9oqOjlQTFkCFDxG6zSERERERERE2cOnVKOe7bty/Onz+P9evX48wZxy29L126hEuXLuHw4cP417/+hRUrVmDIkCHN9tk4uRAa2r6thBt/id34fGf26co8PT3xxz/+ETfccAPeffddHDp0yCEx0fjzduOdOH18fLBw4UJMnDhRk3HbabokRJIk9O3bF6NGjVKWeXS1aAsREREREZGrkGRlx3UhsTqruLj4534kCX/6059QVFQEwLb8IDIyEjqdDnl5eUpxx4sXL+LJJ5/E+vXrm91lorKyUjkOCGjfVsKNv+2vqqoS0mdPMGTIEKxatQqXLl3C/v37kZaWhtzcXBQXFysJDL1ejwEDBuDqq6/GLbfc0i22eNUsYWHP3pjNZuVitVq1Gg4RERERERG1oLq6WjnOzrZt++vu7o7Fixc32bo0LS0NGzZsQEVFBerq6rBx40Zs27YNbm6OHz/r6uqUY3d393aNo3G7xuc7s8+eJDg4GHPnzlXqUlgsFtTW1kKSJPj4+Gg8uqY0SVjYi3gAtqzbF198gS+++AI6nQ6RkZHKkpChQ4dCp+u2O68SERERERF1jYsU3Wzug/ySJUtw7bXXNvn5yJEjsXr1aixfvhxWqxXnzp3DN99802THjoaGBuX48mRGSxrXxGi8aYMz++zJ9Hp9t5hJ0RLhCYvHH38cqampSE1NVaYQ2VksFpw8eRInT57Eu+++Cy8vL4wcOVJJYISHh4seLhERERER0RXv8tkKkZGRzSYr7KKjozFx4kTs378fAJCcnNwkYdG4T7PZ3K5x2HcAAQAPD49Wx6lWn6Qd4QmL6667Tpky9OOPPyo7hhw/fhy1tbUOxThramrw/fff4/vvvwcAhIWFKfUu4uLi4O3tLXr4RERERERE6hI1w6ILLq812J5ijBMmTFASFhkZGa322XhmRGsat2uu/qEz+iTtaFp0s2/fvujbty/mzJkDi8WCzMxMpKamIiUlBdnZ2bBarQ4JjNaWj0RHR2t4S4iIiIiIiHouPz8/h+sRERFtnnPVVVcpx7W1taipqXH40tnX11c5Lisra9c4SktLlePmljI4o0/SjqYJi8b0ej2GDx+O4cOHY/78+aiurkZaWpoyA+PChQsOyYvLl4989NFHGo6eepptf38J5gZLm+3mTfs/AaMhIiIiItJWv379HK57eXm1ec7lsxVqa2sdEhaN+ywsLGzXOBqXFbh8TM7qk7TTbRIWl/Px8cHEiROVqUYXLlxASkoKjhw5gkOHDintGhfwJCIiIiIiciWusq1p49kSgG35fltqa2sdrl++C0Xj5MCZM2dgsVig1+tb7dO+ZSrQ/CwPZ/TZXWzatAn33nsvQkNDtR4KkpKSYDabcdNNNzk1TrdNWDRmT1akpKTgxIkTTFKQ0z1y3wJcOHlJ62EQEREREXUL4eHhCA8Px4ULFwAABQUFbdaxKCgoUI59fX2bzLiIiYmBwWCAyWRCXV0dsrKyWl3qbzKZcPLkSeX6yJEjm7RxRp/dRXJyMr777jvMmjULv/jFLxAUFCR8DAcPHsS7776LvLw83HnnnU6P1y0TFjU1NTh27JiyHOTixYsOv2eygoiIiIiIegRZsl1ExeqCCRMm4MMPPwRg++B6xx13tNr+4MGDyvHw4cOb/N7LywtxcXE4fPgwANu39q0lFw4cOKDM2jAajYiNjRXSZ3diNpuxZ88efPrpp4iPj8esWbMwcOBAp8asq6vD3r17sWfPHpw9e1boBIJukbCwWq04efKkkqDIysqC1WoFAIe6FZIkOVx3d3fH8OHDMXr0aOFjJiIiIiIiupLMmjULn3zyCcxmM7Kzs/Htt9+2uLVpZmYmvvvuO+X69OnTW+zTnlxITEzEnDlz0L9//ybt6urq8PbbbyvXZ86c2eJSD2f02R3Ex8fj66+/hizLMJlM+PLLL/Hll19i6NChmDZtGiZOnIjAwEBVYlmtVhw/fhzffvstkpOTlaSO/fN4SEiIkM/hmiUszp8/ryzzsG9pame/EyRJapKkGDRokLK16bBhw2AwGISPnYiIiIiI6ErTu3dvzJo1C3v27AEAbNmyBQCaJC3S0tKwYcMG5UvoqKgoXHPNNc32OX78eAwfPhwnTpyA2WzG008/jdWrV2PAgAFKm4qKCmzatAnnz58HYFtecvvtt7c4Tmf02R0sXrwYN954I1555RXk5eUBsH12PnXqFE6dOoVXX30VQ4YMwYgRIzB8+HAMHDgQwcHB7eq7oaEBZ86cwalTp3D8+HGkpaWhurpaiWH/XO7m5oa5c+fizjvvFLIFrPCExbZt25CSkuJQibVxgqIxWZYRHBysJCji4uLg7+8vdLxEREREREROI/90ERWri37729/i9OnTOHHiBOrr67Fhwwa88847iIyMhE6nQ15eHrKzs5X2QUFBWL58eatLCJYtW4alS5eipKQEhYWFWLRoEWJjYxEWFoaKigqkpqaivr4egG13yeXLl7e5/agz+uwOhg0bhq1bt+Kbb77BO++8g4sXLyoJBavViqysLGRlZWHXrl0AbIVOe/XqhZCQEBiNRri7u0Ov16OhoQF1dXUoKSnBpUuXUFRU5DBRoLnP6NOmTcP8+fOFFv0UnrD44osvHGZNNL4DZFmGp6cnYmNjlSRFd67SSkREREREdCUxGAxYvXo1tm/fjn379gGwFddsXGDTLioqCsuXL0evXr1a7TMkJATPPvssEhISkJOTA6vVirS0tCbt/P39sWjRIsTFxbU5Tmf02V1IkoRp06ZhypQp2Lt3Lz766CPk5uY6tLF/3q6qqkJVVZUyI6M5jRMV9v7tDAYD4uPjcdttt6FPnz7q3Yh26hY1LCIjI5UERUxMTLdeN0RERERERKQWV9nWtDEfHx88/vjjuPnmm/HVV18hPT0dJSUlsFgsCAgIQHR0NK699lpMmDCh3cUZIyIikJCQgOTkZOzduxf5+fkoKyuD0WhEWFgYJk6ciBkzZnRoxr0z+uxO9Ho94uPjER8fj8zMTCQmJuLAgQOoqqpS2rTn/re3sScuZFnG0KFDER8fjylTpmg680SThIW9QId9mYcrTL0hIiIiIiKin8XGxqq6q4b92/z4+Phu3Wd3FB0djejoaDz88MPIyMjA0aNHcfLkSWRnZ6OmpqbVcyVJQt++fREZGYnY2FiMNRzxbwAAIABJREFUGzdOteKdXSU8YfHKK69oMpWEiIiIiIio23GxGhbUvel0OgwfPtxhG9nS0lIUFhaivLwc9fX1sFgscHd3h7e3N0JCQhAWFtZtN7MQnrBgsoKIiIiIiIhIjMDAwG4zY6KjdFoPgIiIiIiIiIjoct2i6CYREREREdGVyBWLbhKJ0m0SFuXl5UhPT0dWVhbKy8tRWVkJSZJgNBrh7++PyMhIxMTEICAgQOuhEhEREREREZGTaZ6wSEtLw+7du3H06NF2tR8zZgx+8YtfYOTIkU4eGV3JXvnH9nZtr7vumQ2qxPMN8AF+2nFo8q1Xq9Jnu2MHahO7cdxJc8cJi+tt9FTqTUWPGyQsrpu75k+3REQdcud9U2B0a992hGqaeusYeHm7w83ghqBwsV9UObwe3zZek7iT5owRFtfLxxNhFiv6DwkXFrO6thL/TjotLJ5LYNFNohZp9g66vr4eO3bsQFJSEoCf93xtaZ9Y+++PHj2Ko0ePYvr06fjDH/4AT09PMQMmakZ795VuuyP7/2RIoivLOMQW+MZUiWurZiySLEkwW6y4VG8RF7Tegpp6C+DjBYSFiIsLwPPHSqHx7D5PmKJJXABwr9fmHdmQzIc0iZt99yuaxP1LcZQmcaU3emkSFwA88i9qEleqrRce06gHevUywsffW2hcL28P6A06QFLxdba9Gr8mioytYVy9XgcvH3cMGCzmtamisnvuREBE3ZMmCYuGhgasWrUKp06dgizbnpglSYIsy0piojn2J3BZlpGUlIT8/Hw899xz8PDwEDV0ukI8+cRKBPq3/a2ObLWqE1CGbVGhDMhWwR+0tIptjwvA2srj3hlhzRYramsacDqnUFhcANBXN6C6UvyHDiKizvLx90ZoRBDMDWZhMd3cbTMcJaDV94VO4fCaqNJrfEfjCrzN9jyJm0GPoDB/ITF1ngLvV1fBGRZELdIkYbF582acPHkSAJREhV6vx6hRoxATE4N+/frBx8cHAFBdXY0ff/wRGRkZSElJgcViUc7JysrC5s2b8eSTT2pxM6gHKzlfgvRvsoTFm3zreEg6CbJVxv6PDgmLa4t9tS22LDb25FvHQ6fXwSrLOPifFGFxo8YOxKU6M07nFOLV174RFhcAPC5UCY1HRKQGc4MZmYdzhMULCg9Q3usdEPyaOGnuOEg6nfDXY9v7AJ3w2zypUVxR/8ZVNdrM+iMi1yQ8YXHs2DEcOHDAYbrbjTfeiN/85jdtFtQsLy/Hm2++if/+97/KC9l3332H1NRUjBo1ytlDJyIiIiIiIiJBhCcs3nvvPQBQZlUsWLAA8fHx7TrX398fjz76KGJjY7Flyxaln/fff19owsJisSA/Px9ZWVnIzs5GVlYW8vLyYDbbpkvGxsZi3bp1PbLPixcvIjU1FT/88APy8vJQVFSEuro6eHl5ISQkBFFRUbj++usxYsSIDvXbHomJidi6dWuHzvnNb36DefPmqT4WIiIiIiI1SBC4ramYMESqEZqwqK6uRnp6ujK74rbbbmt3sqKxqVOnIj8/Hx988AEAICMjA9XV1coyEmc6ePAgnn/+edTXq7cO3RX6PH36NLZv345Tp041+/uqqipUVVUhLy8PX3zxBUaMGIHFixcjNDRUlfhERERERER0ZRGasEhPT4f1pwJGBoMBv/71rzvd169+9St89NFHMJlMsFqtSE9Px/jxzt9+qrq6WtXEgqv0+eOPPzZJVvTt2xdXXXUV/Pz8UF1djczMTBQXFwMAjh8/jscffxwbNmxAeLj6W2X169cPcXFxbbaLjIxUPTYRERERERE5n9CERUlJCQBboc2hQ4fC27vz22R5e3sjKioKP/zwg0PfogQEBCAyMlK5pKSkYM+ePT2+z969e+PGG2/EtGnTEBwc7PA7q9WKxMREvPrqq6ivr0dJSQkSEhKwadMm1bfoGjp0KB56SJvtA4mIiIiIiMj5hCYsKioqlOPLP+x2RmBgYLN9O9PYsWOxc+fOJksdWloq0VP6DAwMxKJFizBt2jTo9fpm2+h0Otx4443w9fXFX/7yFwDAyZMnkZKSgjFjxnQqLhERERFRj8ZtTYlaJDRh4eHhoRzX1tZ2ub+6urpm+3amxkmSK6nPESNGtLuQ5sSJEzF06FAlOXLo0CEmLIiIiIiIiKhDdCKDNd62NC8vr8v9Ne7D39+/y/2RemJiYpTjwsJCDUdCRERERERErkhowqJ///4AbFuRFhcX49ixY53u69ixYygqKlKuDxgwoKvDIxU1rllhL7RKRERERESOJFnshciVCF0S0r9/fwQHB6OkpASyLOPll19GQkICjEZjh/qpqqrCjh07lOuBgYFKMoS6h8azX0JCQlTvv7q6GsnJySgoKFC2tA0ODsawYcMQERGhejwiIiIiIqIrUW1tLby8vDSJLTRhAQDTp0/H+++/D0mScP78eaxcuRKPP/44+vXr167zz507hw0bNuDs2bMAbN/kz5gxw5lDpg4qKipCWlqacn3UqFGqx/j+++/x/fffN/u7AQMG4I477sB1113X6f4rKstRVVvZ6fObY/TyVbU/IiIiIuoBWHSTVPT+++/jjjvuUK2/vLw8rF+/Hq+88opqfXaE8ITFL3/5S3zxxRfKrh65ublYuHAhpk2bhqlTp2Lo0KFNCmg2NDTg5MmT2Lt3L77++muYzWZIkgRZluHr64tf/vKXom8GteK1115TloH06tULV199tdD4eXl52LhxI44cOYIFCxa0uKtJa17YsVn1cT14y0LV+yQiIiIiIrJ76623kJmZiccee6zDKxku99VXX2H79u0wmUwqja7jhCcsvL298cQTT2DNmjWwWCyQJAlmsxmJiYlITEyEJEkIDg6Gt7c3JElCdXU1SkpKlA/AsiwryQo3NzcsX74c3t7eom8GtSApKQkHDhxQrt9zzz0wGAyq9R8WFobrrrsOo0aNQkREBHx9fWGxWFBYWIijR49iz549Sm2TpKQkuLu74+GHH1YtPhERERGRqjjDglR25MgRLFmyBCtWrMDgwYM7fL7JZMKOHTvw3//+V/n8rRXhCQvAtkXm8uXL8cILL6Cmpka5A2RZhizLDsU0G5MkSUlWeHl5YfHixe3eapOcLysrC9u3b1euX3fddZg6dapq/U+YMAHx8fHQ6RxrxRoMBlx11VW46qqrcOONNyIhIQGHDh0CAHz22We4/vrrMXz48A7FWvLgYyg8Xara2ImIiIiIiES5ePEinnjiCfzhD3/ATTfd1KHz1q9fj5ycHMiy9hkuobuENHbNNdfgxRdfxJgxYwBAuTPsSYnLL/Y2sixjzJgx2Lp1KyZOnKjV8OkyFy5cwDPPPIOGhgYAtjoSjzzyiKoxjEZjk2TF5by9vbF8+XL07dtX+dkHH3zQ4Vh+vv4wevmqeiEiIiIiInKm0NBQZVaEyWTC9u3bsWXLFuVzWmv+97//YcmSJcjJyQHw82dzNWtidJQmMyzsQkNDsXbtWhQUFOCrr75Ceno6srOzm6yRMRgMGDJkCIYNG4b4+HjuAtHNlJSU4E9/+hNKS20zEsLDw/HnP/8ZPj4+mozHw8MDt99+O1588UUAwPHjx2EymVRdmkJEREREpAqR241q/4U5OdnWrVuxefNmHDp0SFmd8PXXXyM3NxcrVqxA7969m5wjyzL+8Y9/YNeuXQ4lGHx9fbF06VJlkoEWNE1Y2EVERODee+9VrtfU1KCqqgqA7Vt11qjovioqKrB69WqcP38eABAUFIRnnnkGQUFBmo4rLi5OOa6vr0dhYaHDrAsiIiIiIqKexsfHB6tXr8b777+Pd955B4AtIZGbm4slS5Zg0aJFDisVysrKsHHjRpw4ccIhWTF06FAsX74cvXr10uqmAOgmCYvLeXt7M0nhAmpqarBmzRrk5+cDAHx9ffH0008jPDxc45EBgYGBDtcrK9XdopSIiIiISBUsuklOcMcddyAqKgoJCQkoLy+HJEmoqanB+vXrcdttt+Hee+9Feno6Nm3ahLKyModkxezZs3H//ffDzU37dIH2IyCXVFdXh7Vr1yI7OxuALcn09NNPo3///hqPzKa+vt7h+uVb5RIREREREfVkcXFx2LJlCzZs2IDMzEwlIfHhhx/i6NGjOHv2rLJzJ2D7zLRgwQJcd911Go/8Z5oV3VTT2bNntR7CFaWhoQHPPPMMMjIyANj+sNesWYMhQ4ZoPLKfnT592uG61ktUiIiIiIiIRAsODsa6detwyy23OMyiOHPmjJKskGUZERER2Lx5c7dKVgAuPsPi/PnzeOedd5CcnIwPP/xQ6+FcEcxmM9atW4e0tDQAtoKoq1atwrBhwzQemaPExETlOCIiAv7+/hqOhoiIiIioeZLAopvCintSt6LX6/H73/8efn5+ePvttx124QSA0aNH46mnnuqWs9JdMmFRWFiId999F19//bXDFBZyLovFgoSEBBw+fBiA7Q9/+fLlGDVqlNNj19bWwsvLq11tDx48iL179yrXp06d6qRRERERERERdX9ff/01PvjgA4fPzvbZFenp6Thw4ACmTZum4Qib51IJi+LiYrz33ntISkqCxWJRMkLkfLIs46WXXsL+/fsBADqdDo899hiuueaaLvWbmJiIrVu3Ktc//vjjZtvt378fn332GebMmYNrrrmm2aKsNTU12LNnD959913lbyMkJARz587t0hiJiIiIiJyGRTfJicxmM3bs2IEvv/zSYUmInSRJqK+vx5YtW5CRkYHf//73MBgMGo7YkbCExblz51BUVISqqioYDAaEh4cjIiKiXbMjSktL8f777+PLL7+E2WxW7uDL72xR1q5di5KSkiZjtMvOzsbChQubnLdmzRoEBwe7ZJ+ffvopkpKSlOvh4eFIT09Henp6s7Eb8/X1xfz589ts15ZTp05h8+bNcHNzQ79+/dC3b18YjUZYLBYUFRUhMzPTodim0WjE2rVr4enp2eXYRERERERErqSwsBDr1q1DTk6OQ7Ji3LhxeOCBB/DKK68gNTVV+fkXX3yB7OxsrFixAqGhoVoPH4CTExY1NTXYtWsXkpKSmnxwBgB/f3/MnDkTv/zlL5v9UFlXV4f3338fH3/8MRoaGpokKmRZxrBhw3DXXXc582Y0UVBQgMLCwhZ/X1dXh9zc3CY/N5vNLttneXm5w/Vz587h3LlzLfbdWGhoqCoJCzuz2Yy8vDzk5eW12GbkyJFYtGhRt3mgERERERG1iDMfSGWHDx/G5s2bUV1dDQDKRIH58+dj3rx5AIA///nP+Oc//4n33ntP+YydnZ2NxYsX47HHHsO4ceM0G7+d0xIWZ86cwZo1a1BaWtriLIiysjK899572L9/P/785z8jJCRE+d3x48exZcsWFBcXN5uoGD58OO666y6MHDnSWTeBupHrr78effr0QWZmJjIzM3HhwgVUVlaioqICsizDx8cHvXv3RlRUFKZMmYLIyEith0xERERERCSULMt466238MEHHzjMqvDz88Pjjz+OuLg4pa0kSbj77rsRHR2N559/HlVVVQCAqqoqPPPMM/jVr36F3/zmN5rWjHRKwqK0tBRPPvmkcoNbu4GyLKOgoADPPfccEhISoNfr8fnnn2PHjh2wWCzK+fZERWxsLO666y6MGDHCGUNvl507d15xfd599924++67VevPbsaMGZgxY0ab7QwGA4YNG9btdiMhIiIiIiLqLlavXo3jx487JCuioqKwYsWKFksJjBkzBlu2bMGGDRtw6tQp5bwPPvgAJ0+exOOPP67ZrotOSVjs2LEDVVVVTbZLaY79zsjJycGXX36JoKAgvPzyyw53sCzLGDFiBO666y7ExsY6Y8hEDna8+TL0en2b7dY9u1GVeL4BPxcRnXzb1ar02f7YPoBkjz1ek7gTZzl/pxk7nV4H7zozPPV6GCoahMUFAFmj7LR0oUiTuCH769tu5CSyXqdJXL9Md03iTvn2D5rE1TVoM4c5IKvl5Y7OJpktmsSV68U/nqJHXYWQPgHw9vXCpPAAYXEbvz5MulXc69LlsSffKu712Dew0W2eq81r8aTZo4XELCm5hLc+FxLKZXBbU1JTWloaJElSPkvPnj0bDzzwQJufbXr16oX169dj586d+M9//qOcn5aWhsWLF+P1118XdAscqZ6wKC4uxsGDBx0KYg4bNgy33noroqKiYDQaUVNTg+zsbHz22Wc4dOiQktj49NNPUV1d7ZCsGDBgAO677z4hW2cSdZRO1Q+gEgAZkk7wh1pJo9gOccV9uJRlQKeTYHBvOyFFRHQlM3gYoNPrIcsQ+jyt2euSlrG7Q1xBSXUtp5YTXUk8PDzw6KOPYsqUKe0+x83NDQ8++CCGDRuGl156CfX19ZBludl6lKKonrBITk5WEg6SJGHWrFl48MEHHdq4u7tj3LhxGDduHP7973/jjTfegCRJyM/Pd5iNMW/ePNx5553t+qabSE1PLV+JgICgNttZVd2lRrb9ZxWc+pZhS7eLjm2PC0C2WoWF1el1sFplmBq0+ZaUiMhVmBpMsJqtkCTAahH3PG3THV4TBd7mbhFXzH0t/N/UFXBbU1JZ37598eSTTyIiIqJT51933XUYMGAA1q1bh7Nnz6o8uo5RPWGRlZUFwLYMpF+/fnjggQdabX/77bcjJSVFmboC2DKvDz30EG6++Wa1h0fULiUXy5Gx/4yweBNnj4Yk2V7ED+w5IiwuAEyaOxaSTrLF/lhc7Em3jIWk00G2WnHgk6PC4kaPG4SSahNysi4Ki0lE5IoyDudiYHQ9gsL8kHk4R1jcSXPG/Py6tOewsLhA49cmGfs/OiQs7uRbx2sbVxYXt6q2UkgcoivVtddei4ULFza7C2dHREREYPPmzdi2bRv27dun0ug6TvWEhX2rSUmSMGPGjHbNjpg5cybS0tKU82JjY5msICIiIiKino8zLEhFTzzxhGp9eXp6YunSpYiJiVGtz45SfUFiZeXPWdOoqKh2nXN5u6lTp6o5JCIiIiIiIiLqhFmzZmkWW/WERU1NjXIcENC+itL2dvb6FQMHDlR7WERERERERETkQlRfEmIymZRjg8HQrnMub2c0GlUdExERERERUXfEbU2JWqbNRvVt0IncOouIiIiIiIiIuh3VZ1gQERERERFRO7HoJqlo69atqvcpSRIWLlyoer/twYQFERERERERUQ+QlJQESZJU60+W5Z6bsOjsHaXmHUxERERERNRdsYYFdRf2TTDsusPncqckLOw37Mknn4Rer+/w+R09T5IkvPLKKx2OQ0RERERERNSTXJ546Aj7Z3lZlrvUj1qcNsNClmUUFhYKOa87ZH6IiIiIiIiItPTaa691qL3VakVVVRXy8/Nx6NAhHDx4EFarFUajEQsWLMDgwYOdNNL2cVrCQlQSoTtkfYiIiIiIiDqFRTdJRaGhoZ06b8iQIYiPj8eZM2ewYcMGnD17Flu3bsXatWsRHR2t8ijbzykJCyYRyNVte20rzA3WNtvdeePvBIyGiIiIiIjI+fr374/nnnsOy5YtQ1FREZ577jm89NJLCAgI0GQ8qicsnnnmGbW7JCIiIiIi6pk4w4K6mcDAQPzud7/Dxo0bUVFRgX/+85/44x//qMlYVE9YxMXFqd0lkXCPPLAIF7PLtB4GERERERGRcJMmTYLRaERVVRX27t2LBx54AAaDQfg4dMIjEhEREREREVG3pdPpEBkZCQCora3FDz/8oMk4nFZ0k4iIiIiIiFon/XQRFYuovfz8/JTjoqIiTcbAGRZERERERERE5KCurk45Li8v12QMnGFBRERERESkJRbDpG4oOztbOfb29tZkDJxhQURERERERESKffv24dKlS8r1sLAwTcbBGRZEREREREQakWTbRVQsorZ8//33+Otf/wpJkiDLMnQ6HYYPH67JWJiwICIiIiIiIuoBOrObh8ViQXV1NQoKCvC///0P2dnZkGVbdkuSJEydOhVeXl5qD7VdmLAgIiIiIiIi6gGeeuopSFLn94NpnKiQZRkBAQH4v//7P7WG12FMWBAREREREWlFhriim1wScsWwJx46QpIkJdkhyzLCwsKwcuVKBAUFqT28dmPCgoiIiIiIiKiH6EyyovF5ISEhuPHGG3HbbbfB09NTzaF1GBMWREREREREWuEMC1LRXXfd1eFzdDodvL29ERAQgMGDB6NPnz5OGFnnMGFBRERERERE1AN0JmHRnTFhQdSMV/7fX6HX69tst+7ZjarE8w3wVo4nzR2rSp/tj+0D/FSXZ9It4mI7xJ0zRlhcnV4H7zozPDwMwmJq6c4HpsBHsmoSO+aaSBjc9TA1WJCZckZY3OjR/WHwcIOpwYyM1HxhcQEAbnpUV9Xh3Z37xMYlIeY9OA1GH3fhcaNH94dBr4Op3oSMI7nC4k775Xh4+XjAzd0NQeEBwuI6vD7MHScs7uWxJ996tbi4gd0g7m3jhcQsKbmEtxOFhHIZ3NaUqGVMWBB1QVcq8DbTGwAZkk7NPtsZVovYSlxA0umEhZVlQCcB7m4SdFV1wuICgKxBksTHzwuhvgb4+Hu33VhlIaG+0Ol1sFqsGDi4l/i4VisGDQoRFhcAqmtMKKw3QVdeLTRuTUig0Hha8z4t7jmjMR8/L/QK8obRX+zWbiGhftDpJVjNVgyM7i0srpePB/QGW/Jem9cHjV8T9VfAbW4cV9X3NK2EFBSHiHoGJiyImvHk8pUI9G/7A4BsVfOba9n2n1Vw6luGLd0uOrY9LjpfGKgzdDoJVqsMU4NFWEyt+fh7I7RfMMwms9i4vp6QZQASEBjmJzYuAEBCYKi/sLgGdz0KL5QDPwoLSRow+nshtF+Q0OcQH19PWGXbB8qgMHF/027utreJEjR8fbjSXhM1jStmNp7wf1MicmlMWBA1o/RCGTKSxU27nTRnDCSdBNkq48Cew8LiArbptkrsj4+Ii3vLWEg6HWRZxoFPjgqLGz1uEErL65Bz8rywmN2B2WRG5uEcoTGD5oyBTrIliE4KnMYeFB7wU2LKKjRu1NiBwmKRtkwNFsF/06MgSYDVYhX6OA4KD9Dw9eGnuAJfHwDtXo8nzR0HSZIgyzL2f3RIWNzJt45Xbq+ouFW1lULiuBQW3SRqkTZzKomIiIiIiIiIWsEZFkRERERERBph0U2iljFhQURERERERNTNbd26VZO4kiRh4cKFmsRWNWHx/vvvq9ldh9xxxx2axSYiIiIiIuoU1rCgdkpKShK+0478U9HnHpGweOuttzTbqogJCyIiIiIiIqKew+WXhNgzPkREREREREQ9mSxfWdNkVE9YXGl3IBERERERUacJLLrJJSGu7bXXXtN6CMKpmrB45pln1OyOiIiIiIiIiACEhoZqPQThVE1YxMXFqdkdERERERFRz8eZD0TN0mk9ACIiIiIiIiKiy7l80U0iIiIiIiKXxW1NiVrEhAVRM7btfBHmBmub7ebNuFfAaIiIiIiIiBwLb955550wGo0ajsb5mLAgIiIiIiIicgF79uyBJEkAgLlz57aZsPjhhx+U46ioKBgMBqeOT23dJmFx6dIlpKen4/z586isrERtbS0A4NFHH9V4ZHQleuT+hbiQVar1MIiIiIioh5MEbmsqbPtUcipZlpWkRVueeuoppe3f/vY3l9tpRNOEhSzLSE5Oxu7du5GTk9Pkd5IkNZuwOHjwID799FMAgK+vL5544gkh4yUiIiIiIiJyJR1JcHQ3miUsSktLkZCQoExRkWVbuk+SJOW4JcOGDUNCQgLMZjMAIDMzE9HR0c4dMBERERERkdpYdJOczFWTFYBGCYvS0lIsW7YMxcXFTbI99uutJS38/f0xYcIEJCcnQ5IkJCcnC0tYWCwW5OfnIysrC9nZ2cjKykJeXp6SPImNjcW6det6ZJ92JpMJycnJ2LdvH/Lz81FWVgaj0YiwsDBMnDgR06dPh7+/f6f6doX4REREREREroIzLDrAarXi6aefRlFRkXKn+fr64sYbb8TIkSNhtVqxdu3aNvu55pprkJycDAA4duyYM4esOHjwIJ5//nnU19dfcX3aFRQUICEhockSntLSUpSWliIzMxO7d+/GokWLMG7cuB4Xn4iIiIiIiMTQiQ6YmJiI06dPK8mKa665Bq+++iruuecejBo1Cv369WtXP6NHjwZgyxYVFBSgqqrKaWO2q66uVj0J4Cp9AkBxcTFWrVqlJAskSUJsbCxuuOEGXH311XB3dwcAlJWV4bnnnlM9kaR1fCIiIiIitUmyLPRC5EqEz7DYtWuXchwTE4MVK1ZAr9d3uB9fX18EBwfj0qVLAGzfvMfExKg2ztYEBAQgMjJSuaSkpGDPnj09vs+EhASUlJQAAEJDQ7Fq1SoMHDhQ+X15eTk2bdqEY8eOwWw2Y8OGDXj11VdV2xtY6/hEREREREQkjtCExcWLF3Hu3Dnl+u9///tOJSvs+vTpoyQszp8/7/SExdixY7Fz584mW8GcOnWqx/d5+PBhnDhxAgDg5uaG1atXY8CAAQ5t/P39sWrVKixYsAAXLlxAZWUldu3ahXvuuafTcbtLfCIiIiIip+hBRTf/9re/OXxBGhoaip07d7b7fGfUqmP9O9cmdEmI/QOzJEno3bs3Bg8e3KX+Gn9zLmJJSGBgoOr71rpKn//5z3+U4+nTpzdJFth5enpi/vz5yvXPP/8cFovF5eMTEREREVHLTp06hU8++aTT5xcUFGDZsmV44YUXcOTIERQVFcFkMil16l5//XU8+uijOHz4sKZ9klhCExbl5eXKcURERJf78/DwUI7r6uq63B81r7a21qEexIwZM1ptP3nyZHh5eQEAKisrla1rXTU+EREREZGzSLLYizOYzWa89NJLsFqtnTrfGbXqWP+uZxC6JKS2tlY59vT07HJ/NTU1qvZHzcvIyIDJZAJgu58jIyNbbW8wGBAVFYVs9RGOAAAgAElEQVTU1FQAQFpaGuLi4lw2PhERERERtezf//438vLyAADXX3899u7d26HznVGrjvXvegahCQtfX1/lWI0lHMXFxcox/7Cc5+zZs8px//7921V3ZPDgwUrCoKCgwKXjExERERFR8woKCvDee+8BAKZOnYq4uLgOJSycUauup9e/s++4efLkSRQWFrb7vI62byw2NrZT53WV0ISFvZiJLMtKBq6z6urqcObMGeW62jUb6GeNEwbtvZ979erV7PmuEr+8shxVtZUdPq81Ri/fthsRERER0ZXFhYtuyrKMl156CSaTCUajEffff3+H60F0tFbd888/D8BWq27+/PnNfpnpjD67G1mWkZCQ4LT2l/voo486fW5XCE1YREVFKcclJSXIzs7GkCFDOtXXN998oxRTdHNzc+ib1FVZ+fMH94CAgHadExgYqBx3dTaNFvFfeLnzD+aW/GPnWy3+zjfAB7AlSjFp7jjVY7fGIfYtY7WJO2eMsLg6nQTvABM8PA3CYgLAvN9fD58AH6ExAWDazBHw8nKDm8ENQeHte/yoxdvoAft271FjB7beWEV6nQQZgE6nExrX4N7939xQ18TEXYWQUCO8jV4IChdXUd43wFs5Fvl86e3raXsMy0D0+K4VSu8InU4HGTJ0eh2ixw0SFtchtk4n/jbLP8W9unPvjTvDy+gJSLaX48m3Xi0kZknJJbydKCQUCfDpp58iIyMDAPC73/2u3e/V7TpTq2779u2ora1VatVdvvTbGX12R5IkQZbbzkDZZ2MAaFf7tvoQTWjCIigoCP3791dmRvzzn//E6tWrO9xPTU0N/vWvfyl33LBhw2AwiP3wcSVpXNDUXpymLY3bdbUgqtbx1dLqA12y/08W/4TQOLZOYGyH2ywurCzL0EkyDBKA4jJhcX30EkL93GH08267sYq8vAzQu9nqK2vxWiMDsJgsKC1Sd8ZSa7z9vKHTS7BaZJQWVQiLCwDVlXWAxQI0mITG9SzrXJGzrmrwEVq7+2d6beIaPNyUD5bi37yJf56W5Z8ew2YLSoudvxubnbe/D3QGPaxWGaUV9cLi2mLXQ6/XwWKxorSkpu0T1IobYPzpecuKspJqYXHDzRbba4QkQdKL+dsSFceVOLMYZnOx1FJcXIw33ngDADB8+HDccMMNHe7DGbXqrqT6dx19LerMa1dnkxxqEZqwAICZM2dix44dAGxri/71r3/h17/+dbvPr6+vx4YNG1BUVATAdqffcsstThkr2TQ0NCjHbm7t+5NpnECqr+/amw0t4v959dPw91P327NWH+wybK8gMiBbBT8paBXbHhdi4+r0OlgtMkwNZmEx7Yx+3giNCBIa281g+9Zfgvi/LVm2JStqq+qQk/6jsLgeXu4wuLvB1GBGzglxcQFA0km2pAX1SKYGM6wWKyQJsIp+roY2z9MW80+PYYGPJQ8vdxh8PG2P4VMXhMUFAA836afnDwtyhT5vGWAwuMFUb0LOia4tpe2I/lG94eXjATd3N2F/W8Lf55DT2GcluLm54ZFHHunUh2Fn1Krr6fXvGi99vxIIT1jcdNNN2LVrF4qLiyHLMt566y0UFBTgnnvuQUhISKvnpqamYufOncjPz1ceEIMGDcLVV4uZwnalajxbwWxu3wcte1YTcNx+1lXiy3VA5rGcDp/Xupb7m3TreGVa1/6PDqkct3WTbxsPSSdBtso4sOeIsLiT5o79Oe4nR4XFjR43CKXFVcI/yNqZGsw4eSRXWLyg8ABIEoT/+wJA9IShKC0sR076j/j7c4LXPWr0hlhy47KQnizjWAEG9g9EUJg/Mg+r/RrRsklzxvz8OP5Y3OM4evxg5fny789+KCwuACA0SGy8n0gl5ZrEBQDZJHZmlt3A6N5C/6bVrhHWY7hYHmffvn04dMj2nvX2229HREREp/pxRq06revvOdvOnTu1HoJQwhMWbm5uWL58OZ566imYTCbIsoy9e/di3759iIqKQlhYmEP73bt348cff0RqaiqKioqUaZiyLMPb2xtPPPGE6JtwxWm8ZWzj2Q6tadyuq1vOah2fiIiIiIhsKioq8Le//Q0A0KdPH8ybN6/TfTmjVp3W9fdIXZosAh06dCiWLVsGd3d3ZaaE1WpFZmamwxY4sizj//2//4f//ve/KCwsdEhWeHp6Yvny5ejdu7cWN+GK0ng72rKy9q35Ly0tVY67uuWs1vGJiIiIiMjmtddeU96TP/LII12qJeiMWnU9pf4d2WhULQuYMGECNm3ahL59+zYpXiVJknKxr/tvfL1Pnz7YuHEjRo8erdXwryj9+vVTjtu7b6+9xsjl57tifCIiIiIiZ7EX3RR16YqjR4/i66+/BgDEx8dj5MiRXerPGbXqtK6/R+oSviSksQEDBuCvf/0rvv32W3zyySc4deoUrNamlc7tSYsBAwZg9uzZmDFjhkvsjdtTNP7Af+bMGVgsljbv/9OnTyvHnV3T1l3iExERERFd6erq6rBt2zYAthnQ9913X5f7dEatOq3r75G6NE1YALZ9p6dMmYIpU6agpqYGmZmZKC4uRmVlJcxmM/z8/BAQEIDo6GiHtUUkTkxMDAwGA0wmE+rq6pCVlYXo6OgW25tMJpw8eVK53tXMq9bxiYiIiIicRoa4optdiPPmm28qs53vv/9++Pt3fUc9Z9SqY/27nkXzhEVj3t7eGDNmjNbDoMt4eXkhLi4Ohw8fBgAkJSW1mjA4cOAAamtrAdjqR8TGxrp0fCIiIiKiK1l2djY++eQTALYvA6dPn65Kv86oVcf6dz1Lt0pYUPc1a9YsJWGQmJiIOXPmoH///k3a1dXV4e2331auz5w5U5XlO1rHJyIiIiJyBjVqS3QkVmfk5eUpS/eLioqwbNmyFtuWl/+8PXBJSYlD23nz5mH8+PHKdWfUqmP9u56FCQtql/Hjx2P48OE4ceIEzGYznn76aaxevRoDBgxQ2lRUVGDTpk04f/48AFt28/bbb2+xz8TERGzdulW5/vHHHwuNT0REREREHXP+/Hnl/XZbzGazw1LtxskMwDm16lj/rmcRnrA4e/asqlkrq9WKN998E/fee69qfbZm7dq1KCkpcfhZ4ylE2dnZWLhwYZPz1qxZg+DgYJfuc9myZVi6dClKSkpQWFiIRYsWITY2FmFhYaioqEBqaqpSVVev12P58uWqTqnSOj4REREREanHGbXqWP+uZxGesFi6dCkWLFiAa6+9tst9lZWVYePGjThx4oSwhEVBQUGrU4vq6uqQm5vb5OetVah1lT5DQkLw7LPPIiEhATk5ObBarUhLS2vSzt/fH4sWLUJcXFyLfXWG1vGJiIiIiFQny7aLqFidMGPGDMyYMaNdbRvPog4NDcXOnTtbbOuMWnWsf9ezCE9Y1NbWYtOmTcjIyMB9993X6foCJ06cwMaNG1FaWgpJklQeJbUkIiICCQkJSE5Oxt69e5Gfn4+ysjIYjUaEhYVh4sSJmDFjhipVg7tjfCIiIiIiUo8zatWx/l3PoVkNi08++QRZWVlYsWIFgoKCOnTurl278OabbyqFX0RqLUPY0/u0MxgMiI+PR3x8fJf66Uim1hnxW7Pt7y/B3GBps928af/ntDEQERERUc/nCkU3nckZtepY/67n0CxhIcsyMjMzsWjRIixbtqxd0/dramrwwgsv4H//+x9kWVZmVrCSKxERERERkWtyRq061r/rGYQnLJ566ils2bJFWSdUXl6ONWvW4O6778Ydd9zR4nm5ublYt24dLl68qCQrZFnGlClT8Oijj4oaPl0hHrlvAS6cvKT1MIiIiIiIejxn1Kpj/bueQXjCYsKECXjhhRewbt065OXlQZIkWK1WvP3228jMzMRjjz3WJLP15Zdf4tVXX4XJZFJ+ptfrcf/992P27NmibwIREREREZE65J8uomJ1U86oVcf6d65PkyUhvXv3RkJCAl5++WUkJSUpsyWOHDmCJUuWYMWKFRg8eDBMJhO2b9+Or776ymFWRa9evbB8+XIMHTpUi+ETERERERFRMzpbpw5wTq06EfXvyHk0q2Hh7u6ORYsWITo6Gq+++qqynebFixfxxBNP4K677sK+fftw5swZh2TF2LFjsXTpUq4vIiIiIiIilydZAVF7Hkri9ywg6hLNEhZ2N910E4YMGYJ169ahsLAQkiTBZDLhzTffhHzZPsHz58/HvHnzNBopEREREREREYmi03oAADB48GBs3boV48ePd5hNYRcQEICnn36ayQoiIiIiIup5ZEEXIhfTLRIWAGAymZSdQwAoW5ZKkoTevXujf//+Wg2NiIiIiIiIiATrFgmLEydOYNGiRThx4oSSqLDPtACAzMxMLF68GOnp6VoOk4iIiIiIiIgE0TxhsXv3bqxatQqlpaUAbIkKLy8v/PrXv4aHh4fSrqSkBCtXrsSHH36o1VCJiIiIiIjUJQOSoAuXhZCr0azoZk1NDbZs2YLvv//eoW5F//798eSTT6JPnz6YOnUq1q9fj4KCAkiSBIvFgtdffx3p6elYvHgxvL29tRo+ERERERERETmRJjMs8vLysGTJkibJimnTpiEhIQF9+vQBAEREROD555/H9ddf79Du+++/x2OPPYa8vDwthk9ERERERKQOGYAsC7pofWOJOkZ4wiIxMRGPP/44Lly4oPzMzc0Nf/zjH7FkyRKHZSAA4OnpiaVLl+LBBx+EXq9X6lqcO3cOy5YtQ1JSktDxExEREREREZHzCU9YvPjii2hoaABgq1fRq1cvbNiwATfffHOr582ePRvr169HSEiIMtuioaEBL774Il566SURQyciIiIiIlKVqPoVSh0LIheiWQ0LWZYxduxYLF26FEajsV3nDB06FFu3bsXzzz+PI0eOKEtEEhMTsWDBAiePmK4kr/xjO/R6fZvt1j2zQZV4vgE+gG3yECbfNl6VPjsTe9LcscLiehs9bbMSZSB63CBhcYPDA+Dt7wOjvzfuW3WbsLjTfjkOXkZPuBn0CAoPEBbXN+DnWj8i/30BwMvoibCIIPSP6i00bszYgTC4u8HUYEbG4VyhsSWdhOrKOrz30pdC45IYMXERCAkxwtvXE5PmjBEW1+FxfIu4x7FOp4O3vw88vNyFxSSxYsYOREjvAHj7eWGSoNemkpJLeOtzIaGIqAfQLGFx991348477+zweUajEWvWrMF7772Hd955xwkjI2o/+xKlrndk/5+sXp+dia0TF9teqNpisaK0ol5YXO9AC3R6Cf7Bvhg0rK+wuF5GT+jdbEkw4f/Gyr+v+LJFejc9vIweGCgwaRESHgCdmw5WixUDY8QmS6or6yCfLYFsMgmN65tVITSenVTboE3cympN4hp0gE4n/TTTU3R0LZ6nZej1Ohg83CC5tZ3EV1WtuNeFxmSrVZO4WjF4GKBz09n+pgX9bYn8GyYi1yc8YeHn54dly5Zh1KhRXepn3rx5iI6ORkJCAioqtHmjRj3Xk0+sRKB/2980qPbGRoZtjp6s1Zsl2/xA2Sp2nqDFYkVtdT1yTl5ou7FKjH5e8PfzgpePOwJD/YTFdTPYkxVa/Bvb/33FxrV/oHMzuCEoTNx97e3nCVm2xQ8K8xcW183ghqJzpSg8WyIsJollajDDarFCggSryMeTw2uEuOdpnU4Hi8UKU4NZWEwSy9RggtVshSRJsFrE/E2Lfq/hEkTeJbz7ycUIT1hs2bIFISEhqvQVFxeHLVu2YOPGjar0R2RXcr4E6d9kCYs3+dbxkHQ6yFYZ+z86JCwuAEy+7WpIOgmyVcaBT44Kixs9bhBKK2zJir+/8IWwuPctuQmDBgQjMNQPJ4+KWy4QFO5vW8ZmtQq9nyfNGfPT35bYuJfHzjycIy5ueAAknQ5Wqyw0rsilTaSNzCN5GBAZhqBwf2QeOi0s7qRbxv78PP3xEWFxo8cPRumlauSm/ygsJomVcTgXA6N7IyjMX9jzZVVtpZA4RNQzCE9YqJWssAsODsZf/vIXVfskIiIiIiISQWQhTBbdJFcjfkGzE7SnOCIRERERERERuQ7Nim4SERERERFd8WR7KXJRsYhcR4+YYUFEREREREREPQsTFkRERERERETU7ai6JGTlypVNfvbcc8+12UYNl8chIiIiIiLq7lh0k6hlqiYsjh8/DkmSAACyLCvHLbVRQ0txiIiIiIiIiMh1segmERERERGRVkTOeuAMC3Ixqics5HZUnm1PGyIiIiIiIiK6cqmasNizZ48qbYiIiIiIiK4EEiBs5gMX0pOr4S4hRERERERERNTtsIYFUTO2/f2vsDRY2mx3x7TfCBgNERERERHRlYcJCyIiIiIiIq1YZYirhilzjj25FCYsiJrxyH2P4sLJS1oPg4iIiIiI6IolJGGRm5uLlJQU5Ofno6KiAgDg5+eHiIgIjBo1CoMHDxYxDCIiIiIiou6FGygStcipCYvs7Gy89tpryMjIaLHNP/7xD8TExOD+++9HZGSkM4dDRERERERERC7CaSuYvvvuO6xYsQIZGRmQZVm52DX+WXp6OlasWIGDBw86azhERERERERE5EKckrAoKCjApk2b0NDQAFmWIUkSJMm262/jxIX955IkwWQyISEhAQUFBc4YEhERERERUbcjyWIvRK7EKQmL7du3w2QyKckIWZah0+kQHR2Na6+9FpMnT0Z0dDT0er1D8sJkMmHbtm3OGBIRERERERERuRDVa1icOXMGJ06cUBIVkiThtttuwx133AGj0ejQtqqqCh988AF2796t/CwjIwO5ubkYOHCg2kMjIiIiIiLqXmTB25oSuRDVZ1gcOHAAAJRkxR/+8Afcd999TZIVAGA0GvHb3/4WDz30kNIeAGtZEBEREREREV3hVE9YnDp1CoBtiUdUVBRmz57d5jk333wzYmJilOUh9j6IiIiIiIh6MtawIGqZ6gmLs2fPKsf/n717j4uqzv8H/jpzAQYGBxAZURC8ICokJt7QFFNq20xzax9Zq9XW7uNR38pos7ILbq5ppmJfa6ttrfZSq9u2/XTzW2vtomasmqsWXgFRRFAxUO73uZzfHyPHGbkNMPOZGXw9Hw/qnOFzPu/PGT5znHnP53w+s2bNcvo4+7L2dRARERERERHR9cflCYv6+nple/jw4U4f11pWlmWHOoiIiIiIiIjo+uPySTftkw3BwcFOH2c/x0VjY6NL20REREREROSVeJsGUYdcPsKidR4KAFCpnK/evqx9HURERERERER0/XH5CAuivuD3H/0OarW6y3KrV6xxSbzg0CDAtkgOpt05ySV1Oh075GrsqXeMFxZXpVYhMNQE/wCtsJgAMDopGuED9AjU6xA20CAsbnBIoLIt8nn21N/Xk7E9FVcX5A/jkHDExEcKi6nQB6K+rhkf/+Eb8bE9YMHiWxEUHCA87syfJEMX6A+NVoOwgSHC4jr06bnJwuLqggJgjLEI79OjkmOhDfCDqcWCvO/Pio09NgpaPw1MLWbkHjojNDZkGfU1jfjbG18KCzk6eSjCI0MQ2E+HqYL6dEXFZfxF3Cn6BEngsqYSh3OQj2HCgqgXJFeNUZJa/yO7rs4exZaEhZVlGSq1BK1WDZjMwuJqteorI7pkqASer82V51kSGNdDf1+PxraPK/iU1RoVdEH+GCr4A159XTPKaushFV8UGlcK8Bcar1VgoBYDIkOgN+iExtUFBUCtUQESPNenBcdVa1TQBfohNi5CWNhwowEqtQpWixWxQ8OExQWA8MgQJfawUYOExq6vb0bZuQpIGnFvz7UBWqg0asgyIHVjZHRviIpDRH0DExZE7XjhuZcQauj6mwbZ6qIstQzbOlOyC+v08tgqle0NoalFXLICAEwtZlgtVkgALKKfa1x5nkXe9ubJvqU0wBOxxZ+z7TOldOXbd3GjdzRaDcovVKLsOltgS2/QISIqDKYWi7CYGq1t5J0EwX3aQ69jhz5tFDeiJDBYBxkyJEhC4wJAUHAAZBmABIQa+wmLq/XToOxClbB4rUwtZljNVkgSYLVYhcSUrWLi+BRxAyyU0VpEvsItCYvWbw/z8/NRVlbm1DGVlZUO+8ePH+/Wm/rExETnG0jUhYrSCpz4ukBYvGl3ToSkkiBbZez57ICwuAAwbf4kJfbebYeExR01cTgqq5tQmF8qLCYA5OYUY9iwcIRGGJAvcLhvypxxtg85soy9Av/GU+361t5tB4XFBYCp8yZcjf35d+Li3jH+atz/E9enp85NVuLmHTgtLO6oic6vyNXXmFosQl/HYQMNkCR4tG9dD316amQIJJUEq9UqNC4AhA0KhUqSYLXKQvtWfPJQYbHs5R0qQuzIgQgz9kPewUIhMesaa4XEIaK+wW0jLGRZRmZmZo+PffHFF7t1zGeffdajWERERERERETkfdyWsJAkqdvDnu3v6+7OsULvBwdgsVhQXFyMgoICnDp1CgUFBSgqKoLZbBvanpiYiNWrV3u8zlYmkwnZ2dn45ptvUFxcjKqqKuj1ehiNRqSkpGD27NkwGDofvnz06NFuJ5HspaenIy0trcfHA0BWVhbeeOONbh2zaNEiLFiwoFdxiYiIiIjcRZJlQNDtopx0k3yNW+ew6E0iwdljRS+Bum/fPqxfvx7Nzc1eXWerkpISZGZmorDQcZhfZWUlKisrkZeXh61btyI9PR0TJkxwefxWoaGhbqubiIiIiIiI+h6XJywGDBjg6iq9Sn19vcsTC+6oEwAuXbqEjIwMVFRUALAlgRISEhAZGYnq6mrk5OSgpaUFVVVVWLVqFZYvX46kpKR26+rfvz/mzJnjdOzvv/8eFy5cAACEhIRg3LhxvT8hO1FRUR221V5cXJxL4xIRERERuZTISTeJfIzLExYffPCBq6v0SiEhIYiLi1N+vv/+e2zbts2r6szMzFSSFREREcjIyMDQoVcndaqursa6detw+PBhmM1mrFmzBhs3boRer29T16BBg/Doo486FddiseChhx5S9mfOnAm1Wt3j82jPyJEjnW4PERERERER+R4ua9pNycnJ+OCDDxAR4bge+cmTJ72qzoMHD+L48eMAAI1Gg2XLliE2NtahjMFgQEZGBhYvXoyLFy+itrYWW7ZswQMPPNDjuIBtdIX9qi+zZs3qVX1ERERERH2WwDksOJSDfI3K0w3wNaGhoW0SC95Y5xdffKFsz549u02yolVAQAAWLlyo7H/55ZewWHq3pv2OHTuU7WHDhjmM6iAiIiIiIiJyBhMWfVBjYyMOHz6s7He1Ose0adOg0+kAALW1tTh27FiPY9fX1+O///2vsj979uwe10VERERERETXLyYs+qDc3FyYTCYAthEUXU08qdVqER8fr+wfOXKkx7Gzs7PR0tICwHYrSmpqao/rIiIiIiLq82RAEvTDO0LI13AOiz7o3LlzynZMTIxTE14OHz4cOTk5AGxLofbUzp07le3k5GQYDIYe19WZ+vp6ZGdno6SkBPX19QgKCkL//v0xZswYREdHuyUmERERERERicOERR9kn7Bwdm4M++Vo7Y/vjgsXLiA3N1fZd+ftIPv378f+/fvb/V1sbCzuueceTJ8+vcf119RWo66xtsfHt0evC3ZpfURERETUB3DSTaIOMWHRB9XWXv2gHRIS4tQxoaGhynZdXV2P4tqPrggODsaECRN6VE9vFRUVYe3atTh06BAWL17coyVV//f3r7u8XY/MfdLldRIREREREfVVTFj0QU1NTcq2n5+fU8fYl7M/3lmyLGPXrl3KfmpqKrRabbfr6YrRaMT06dMxbtw4REdHIzg4GBaLBWVlZfjuu++wbds2lJeXA7CtVuLn54fHHnvM5e0gIiIiInIFyQpxAx8kQXGIXIQJiz6oddJLwDbxpTPskwvNzc3djnns2DGUlZUp++64HWTKlCmYNWsWVCrHuWK1Wi2GDBmCIUOG4NZbb0VmZiYOHDgAANi+fTtSU1ORkJDQrVi/euRplJ2udFnbiYiIiIiIqHuYsOiD7EdLmM1mp45pXVUEAPz9/bsdc8eOHcr2kCFDMGLEiG7X0RW9Xt9lmcDAQCxduhTp6ek4f/48AODTTz/tdsKiX7ABDTrnnjsiIiIiIiJyPS5r2gcFBAQo2/ajLTpjX87+eGc0NTVh7969yr47J9t0hr+/P+6++25l/+jRow4JGSIiIiIir9E66aaoHyIfwoRFHxQcfHU1iqqqKqeOqay8evuDMyMZ7O3btw+NjY0AAJVKhZkzZ3breHdISkpStpubmx1uVyEiIiIiIiLvx1tC+qCoqChl29kP6q0TVV57vDPsVwe58cYbERYW1q3j3cF+1RPAceUUIiIiIiKvwkk3idrFERZ9kH3C4ezZs7BYLF0ec/r0aWU7Ojra6ViXLl3CkSNHlH1P3w7S6tqJQ3syLwcRERERERF5DhMWfdDo0aOVVT+amppQUFDQaXmTyYT8/Hxlf+zYsU7H2rVrF6xWKwAgKCgIkydP7kGLXc8+AQPAK0Z9EBERERERkfOYsOiDdDqdwxwO9it4tGfv3r3KHBR6vR6JiYlOx9q1a5eyPX36dIcVSjwpKytL2Y6OjobBYPBga4iIiIiI2ifJgCTLgn48fbZE3cOERR91++23K9tZWVk4e/Zsu+WampqwadMmZf+2226DWq12KsbJkydRUlKi7LvzdpDWhIoz9u3bh927dyv73jAJKBEREREREXUPExZ91MSJE5GQkAAAMJvNWLFiBYqKihzK1NTUYNWqVSgtLQVgW13EfjnQrtiP3Bg8eDBGjRrV7XZmZWVh7ty5yk9H9uzZgyVLlmDXrl1oaGhot0xDQwM+/vhjrFmzBvKVJZvCw8Mxb968breLiIiIiEgILmtK1CGuEtIDy5cvR0VFhcNj9suCnjp1Ck8++WSb415++WX0799fWJ3PPPMMlixZgoqKCpSVlSE9PR2JiYkwGo2oqalBTk6OMjmlWiptkpsAACAASURBVK3G0qVLnV7S1GQyITs7W9mfNWuWU8f1xsmTJ/H6669Do9EgKioKgwcPhl6vh8ViQXl5OfLy8hwm29Tr9Vi+fDkCAgLc3jYiIiIiIiJyLSYseqCkpKTT5UKbmppw5syZNo+bzWahdYaHh2PlypXIzMxEYWEhrFarw4oerQwGA9LT0x3mvejKgQMHlKVCVSoVbr75ZqeP7S2z2YyioqI2I0bsjR07Funp6YiIiBDWLiIiIiKibrNe+SGiNpiw6OOio6ORmZmJ7Oxs7N69G8XFxaiqqoJer4fRaERKSgrS0tK6PSnlzp07le2xY8diwIABrm66g9TUVAwaNAh5eXnIy8vDxYsXUVtbi5qaGsiyjKCgIERGRiI+Ph4zZsxAXFycW9tDRERERERE7sWERQ988MEHPlFnK61Wi1mzZrn0to2MjAyX1JOWloa0tLQuy2m1WowZMwZjxoxxSVwiIiIiIiLybkxYELXj9x/9zqnVUla/ssYl8YJDggDJtj1t/iSX1NmT2FPnJQuLqwsKgNFkRsywcKCuXljcm398A3TBAdBoNQgbKG652+CQQGV76p0TBca1//tOEBa3Tew7xnsm7lxxfdpTcXVBATDGDEBMfCRgFTyZmj4Q9bVN+NvGr4WGlfz9AI0G2gAt4icNFxZXF+Rviy9JQl9PgXp/yAAgA6MmixtBqNPb5oCSJLH/Pnjq3yUACNQHQIYMyEB88jBhcbV+alj1ATCHB6MpIUpYXHN4MCS1CtoAP4yaJKZvVVVXAl8KCeUzJJGTYXLSTfIxTFgQ9YKkklxUUet/ZNfV6e2xJUCt1UAXHIChiUOEhdXpdVBrbMkoSRL8XLc+zyLj2v99RZ+vp2J7sE977LWkUUMXrMOwRHEfdACgrsWKsgtVQmO2qq9tRNkFsTGNUWFQq1UAZKhE9mnb52dYTBZUltUIC2uM7g+1RgVA8txrSfh1WoYsi3+uAaBO9L//rXFrmoBzFV0XdJGaK3OgERE5gwkLona88NxLCA0J7bKc7KpvM2UAkuzaOrsbWxYbu/X9qEarQZixn7C4Gr/WZAWU5W/FEf88e+rv2ya2yOfaU+fswdeSJAGSVo1Qo7hRQ1qtBiivRcfTRbtPfW0Tys5XAqjssqwrxcQZoQvyh0arhlVgn25NVjTWNaHw+DlhcWPiI6+cr8ZzryXB1+nWZIXo5xoALEYD6uubuy7oQvX1zSgrrxH6Oq5vqhMYzUdwhAVRh5iwIGpH5cVK5H5zWli8qfMmQFJJkK0y9n7+nbC4gG2ovhJ72yFxceclQ1KpIFutyDtYKCxu2MAQW1xZ7HM99Y7xtu8LZRl7PjsgLO60Oyfa/r6C4wLAtPkTIUm22HsFxp7aes4e6dOeiatSqWCVZeQLfC3FTxA3XP5af3tnh8diDx0egVBjP+Qfartyl7vEJw9FZXktCo+fwx9e2SosLgAMjY9E2EAD8g4I/DdxbrJHrh0AMGpKPCrLaq4811uExm4eN1RoPADY9Nd98D9WIjao1gyt8wvTEdF1jgkLIiIiIiIiT+EIC6IOqTzdACIiIiIiIiKiazFhQUREREREREReh7eEEBEREREReYoMwCoolmcWoyHqMY6wICIiIiIiIiKvwxEWREREREREHiJx0k2iDnGEBRERERERERF5HY6wICIiIiIi8hSOsCDqEEdYEBEREREREZHXYcKCiIiIiIiIiLwObwkhIiIiIiLyFN4SQtQhJiyI2vH2H34Lc4uly3ILZj0goDVERERERETXHyYsiIiIiIiIPIUjLIg6xIQFUTsef3gxLp6s8HQziIiIiIiIrlucdJOIiIiIiIiIvA5HWBAREREREXmK9cqPCFLvq/jhhx+Qk5ODY8eOoaioCOXl5WhqaoJOp0N4eDji4+ORmpqKG264odt1m0wmZGdn45tvvkFxcTGqqqqg1+thNBqRkpKC2bNnw2AweLxOEocJCyIiIiIiIurU6dOn8c477+DkyZPt/r6urg51dXUoKirCV199hRtuuAFPPfUUIiIinKq/pKQEmZmZKCwsdHi8srISlZWVyMvLw9atW5Geno4JEyZ4rE4Si7eEEBEREREReYgkA5IsC/rpeTvPnz/fJlkxePBgpKSk4Ec/+hFuuukmhIeHK787evQonn32WVy8eLHLui9duoSMjAwlsSBJEhITE3HLLbdg0qRJ8PPzAwBUVVVh1apVOHz4sEfqJPE4woKIiIiIiIicEhkZiVtvvRU333wz+vfv7/A7q9WKrKwsbNy4Ec3NzaioqEBmZibWrVsHSer4fpTMzExUVNgmvI+IiEBGRgaGDh2q/L66uhrr1q3D4cOHYTabsWbNGmzcuBF6vV5onSQeR1gQERERERF5SuuypqJ+eig0NBTp6en43e9+h5/+9KdtkhUAoFKpcOutt2LJkiXKY/n5+fj+++87rPfgwYM4fvw4AECj0WDZsmUOiQUAMBgMyMjIwMCBAwEAtbW12LJli9A6yTOYsCAiIiIiIqJO3XDDDUhLS4Nare6ybEpKCkaOHKnsHzhwoMOyX3zxhbI9e/ZsxMbGtlsuICAACxcuVPa//PJLWCwWYXWSZzBhQURERERERC41evRoZbusrKzdMo2NjQ5zR6SlpXVa57Rp06DT6QDYRkQcO3ZMSJ3kOUxYEBEREREReYosA1ZBP724JaS77OessFrbX7c1NzcXJpMJgG20Q1xcXKd1arVaxMfHK/tHjhwRUid5DhMWRERERERE5FJFRUXKtv3qIfbOnTunbMfExDh1u8nw4cOV7ZKSEiF1kudwlRAiIiIiIiJP6eVkmN2OJUB5ebnDSIVx48a1W84+uRAREeFU3QMGDGj3eHfWSZ7DERZERERERETkMu+//75yG8iAAQMwadKkdsvV1tYq2yEhIU7VHRoaqmzX1dUJqZM8hyMsiNrx9h/fglrVdT7v+Sdfckk8lUoFGTJUahVGTRjmkjqdpQsKACRAkoCp85KFxQ0OCQKu3No49Y7x10HcQGV72vyJAuNePV+Rca+NPfVOcbED9QGQAUAGRk0c3lVxl/Hsa0kCICNFYJ9WqSQEhujhH+AnLKanjboxBuER/RAYHICwgc69CXYFXZA/jEPCERMfKSwmAIydOhKGsCDogvyFvpZUKhVkWYZKpcKoSSOExQWA/gMNCOwXAL0hEA8vu0tobIvRgPr6Zmz66z6hcckL9LERFjt27MDevXuV/QceeABarbbdsk1NTcq2n59z/57Yl7M/3p11kucwYUHUDovZCqilLstV1jS7JF5gWAvUKgkWi4zKigaX1OksY4wFaq0akCWo1AIHXSkTMckOkzK5P27rf2SIDHs1uCfPV/AJeyi2fOXHYrag8rK4b0mMsRaoNbb7ZFVOJDxdRrq6oVKJ/RurVRK0WhWkFpPQuJ6i9dMo10nhz7VGDZ0+AMNGDxYW09BfD5VGjcZGEyoviXstBRqCoNaoYbFaUVkl9oNDYEgzVCoVDOF6DEsQ91wDQH1dM8ou1SLguNjh6LLZLDQeVFwysi8rKCjAO++8o+xPnz4dM2fO7LB8S0uLsq3ROPfR1D750dzc9r24O+okz2HCgqgdMyfehSBdcJflCvNKXRLPP0ALrUYFU7MZZ3IvuKROZ8WMMEIXHACNVg2rVdzM0baPlLb/yQJnrIYMQJJtcUWe7/UW15OxZVuyorGuCYXHzwsLGxMfCZ3+ymtJZJ8G0Pp6EvkatiVZrTC1XD8fPkwtZlgtVkgALAKfa0my5aUkrRqhxn7C4uqC/NHY0ILqS7UoPCHuteSv84NW5wdTixln8sT+m6gP8oMhPBi6IH+ERhiExdX6qVF2oUpYPCJ3uHjxIl555RUlYRAbG4vHH3+802PsRzaYnUyeta4AAgD+/v5C6iTPYcKCqB1/2/g1YG5/6Jq7SA2eGX4mm8wYlhCF0Ih+yP/ujLC4KbePs333LsvY+9kBYXGn3jkRkkqCbJWxd9shcXHnJUOSJMiyjD0Cz3da6/kKjuvJ2KMmjUBVRT0Kj5/HH1b+Q1hcABg2ehBCjf2Qf0jga2nOjVCpJFitMvZ9kSMsbnzyUFRW1OOMixK3viDv+7MYOiICoREGwX/jcVBJEqyyLDRufPJQVJbbkhV/WPWZsLgAIOkChMZr9dBTt1z5N1Hs3zg+eaiwWOSF+sAtIRUVFfj1r3+NyspKAMDAgQPxm9/8BkFBQZ0eFxBw9bVuPzKiM/bl7I93Z53kOZx0k4iIiIiIiHqkpqYGy5YtQ2mpLYEdFhaGV155BWFhYV0eGxx8dURzVZVzo4xakyIAoNfrhdRJnsMRFkRERERERJ5ilW0/omK5UENDA15++WUUFxcDsCULVqxYgYEDBzp1fFRUlLJdVlbm1DHl5eXtHu/OOslzOMKCiIiIiIiIuqWpqQnLly/HqVOnAACBgYFYsWIFYmJinK7DPjlw9uxZWCxdz4t0+vRpZTs6OlpIneQ5TFgQERERERF5imwV++MCLS0teOWVV5CbmwvANlHlyy+/jBEjurcU8ejRo5UVOpqamlBQUNBpeZPJhPz8fGV/7NixQuokz2HCgoiIiIiIiJxiNpuxevVqHDlyBIBtSdCMjAyMGTOm23XpdDokJSUp+zt27Oi0/N69e9HY2AjANtdEYmKikDrJc5iwICIiIiIioi5ZLBZkZmbi4MGDAAC1Wo2lS5di3LhxPa7z9ttvV7azsrJw9uzZdss1NTVh06ZNyv5tt90GtVotrE7yDCYsiIiIiIiIPEXG1aVN3f7Ti2bKMn77299iz549AACVSoWnn34akydP7tXpT5w4EQkJCQBsozdWrFiBoqIihzI1NTVYtWqVshJJcHAw7r77bqF1kmdwlRAiIiIiIiLq1D//+U+H2ysGDhyIEydO4MSJE10eGxwcjIULF3b4+2eeeQZLlixBRUUFysrKkJ6ejsTERBiNRtTU1CAnJwfNzc0Aro7q6Gr5UXfUSeIxYUFEREREROQpssBlTeWex6murnbYv3DhAi5cuODUsREREZ0mLMLDw7Fy5UpkZmaisLAQVqtVmSPDnsFgQHp6usMcFSLrJPGYsCAiIiIiIiKPio6ORmZmJrKzs7F7924UFxejqqoKer0eRqMRKSkpSEtLg8Fg8GidJBYTFkRERERERJ7SOr+EqFg99LOf/Qw/+9nPXNiYtrRaLWbNmoVZs2Z5dZ0kDhMWRO3QDCoCIHVZzlzcvbWmiYiIiIiIyDlcJYSIiIiIiIiIvA5HWBC1w3whFjBrPd0MIiIiIurrfOSWECJP4AgLIiIiIiIiIvI6HGFBRERERETkKRxhQdQhJiy6yWKxoLi4GAUFBTh16hQKCgpQVFQEs9kMAEhMTMTq1as9Xmcrk8mE7OxsfPPNN+0u4zN79mynlvHJysrCG2+80a3YixYtwoIFC3rU7s646pyIiIiIiIjIezFh0Q379u3D+vXr0dzc7NV1tiopKUFmZiYKCwsdHq+srERlZSXy8vKwdetWpKenY8KECS6P7w598ZyIiIiIiIioLSYsuqG+vt7liQV31AkAly5dQkZGBioqKgAAkiQhISEBkZGRqK6uRk5ODlpaWlBVVYVVq1Zh+fLlSEpKcqruqKgop8rGxcX16hyu5c5zIiIiIiLyCKvV9iMqFpEPYcKiB0JCQhAXF6f8fP/999i2bZtX1ZmZmal8sI+IiEBGRgaGDh2q/L66uhrr1q3D4cOHYTabsWbNGmzcuBF6vb7LukeOHIlHH320x23rKXeeExEREREREXkXJiy6ITk5GR988AEiIiIcHj958qRX1Xnw4EEcP34cAKDRaLBs2TLExsY6lDEYDMjIyMDixYtx8eJF1NbWYsuWLXjggQd6HNed+uI5ERERERFx0k2ijnFZ024IDQ1tk1jwxjq/+OILZXv27NltPti3CggIwMKFC5X9L7/8EhaLxaVtcZW+eE5ERERERETUMSYs+pjGxkYcPnxY2U9LS+u0/LRp06DT6QAAtbW1OHbsmFvb1xN98ZyIiIiIiABcHWEh6ofIhzBh0cfk5ubCZDIBsI026GriS61Wi/j4eGX/yJEjbm1fT/TFcyIiIiIiIqLOcQ6LPubcuXPKdkxMDNRqdZfHDB8+HDk5OQBsy4Z2pb6+HtnZ2SgpKUF9fT2CgoLQv39/jBkzBtHR0T1vfAdEnBMRERERERF5FyYs+hj7D/fOzo0xYMCAdo/vyP79+7F///52fxcbG4t77rkH06dPdyq2M0ScUxtqU/eP6YpZ6/o6iYiIiMi3yQCsoibdFBOGyFWYsOhjamtrle2QkBCnjgkNDVW26+rqehW/qKgIa9euxaFDh7B48WKnRkN0xRPnpB1yptvHdMVUkNDh7xY8MhP6AM8kNGbOuxE6fQA0WjXCBhqExQ0OCVS2p945UWDcIEC6EndeskfiTpvvmfMVGdeTsXVBARhotiAmPlJYTAC4+a4Jdq8l565VrhCo97e9/5SB+OShXRV3Ga1f76/vvkrrpxb6XKtVEmQZUKkkwX/j6+9t4ugJwxA+OBSBep3QfxN1Qf4wDumPmJEDhcUEgFHJsdBqNDC1mJB70PXvfdpT31SHLdl/EhKLiHzf9fcvUR/X1NSkbPv5+Tl1jH05++OvZTQaMX36dIwbNw7R0dEIDg6GxWJBWVkZvvvuO2zbtg3l5eUAgB07dsDPzw+PPfZYD8/kKneek0jWoIAOfxcYqseAfv7QG3QCW2SjC/KHWmObzkaSREeXAMiQRAaWPB0XkFQCpw+yi6tSC562yIPnrNaoodMHYOhocUkLnT4Aao3tQ7xKZN+SbV+YWUwWVJbViIsLoFqjgiksEA3xrl3tqivmQM9MwdVs1KPOJEMurxcaNzDUBBUAq8WKyvLaLsu7Ul1No9hvf6+Q/Z37997VtH7aK9dKGSqVyH8UJag1KuiC/BEbJ+71FG40QKVWwWqxYugoMcmSmrpqIFtIKJ8hy1ZAFtTfZKuYOEQuwoRFH9PS0qJsazTO/Xm12qvf7Dc3N7dbZsqUKZg1axZU13zo0Gq1GDJkCIYMGYJbb70VmZmZOHDgAABg+/btSE1NRUJCxyMLnOGuc+pMc9kowCp2xIPeoENEVBhMLWKXYdVoNYB05SO8yDekMgDJ9klLtgr8x9M+rsiZslvjQnBcJThgFfyBwz62yHNuzRVotGqEGcV9Q6rRqpUcjVXg+bYmKxrrmlB4vAe3wPWCOTIE9fXdv8b6qvqGZpRViD/fgAAttJIMU4sZhSfOiw0uA/W1jWJjepCpxQSrWYYEwCLwmilJMgAJGq1G6HUrMFgHGTIkSAgzihkZpgrgPQlE5DwmLPoY+5EFZrPZqWNaV+AAAH9//3bL6PX6LusJDAzE0qVLkZ6ejvPnbW+oPv30014nLNx1Tp2yagGr+G93TC0W5B8SMySzVZixHySVBNkqY++2Q8LiTp2XDEmyxd3z2QFhcafdORGSSgVZlrFXYNyp9nE//05c3DvGQ6WSYLXK2PdFjrC4AJAyZ5ztb+yBc26Nm3ewUFjcsIEhUEkSrLKMfQLPN37CMFSW1aLw+Dn84ZUtwuICQOPE4ULjedqHW/ZDf7LaI7Gl8gqPxBU9ssLTcg+ewbAEE0Ij+iH/O3H/HqfcPg6SZPviIO/AaWFxp0aGQlJJsFqtwuLWNYodJeQTrLK419p19pom38dlTfuYgICrtx3Yj0zojH05++N7wt/fH3fffbeyf/ToUYfkQU94+pyIiIiIiIhIPCYs+pjg4GBlu6qqyqljKisrlW1nRlJ0JSkpSdlubm5GWVlZr+rzhnMiIiIiIiIisXhLSB8TFRWlbDubKGidKPPa43vKfoUOwHGVj57whnMiIiIiInILWbb9iIpF5EM4wqKPsf9wfvbsWVgsXU/gePr01XsWo6Oje92Gaye57NEcEna84ZyIiIiIiIhILCYs+pjRo0crK2Q0NTWhoKCg0/Imkwn5+fnK/tixY3vdBvtkAQCEhYX1qj5vOCciIiIiIrewWsX+EPkQJiz6GJ1O5zCHxI4dOzotv3fvXjQ22pYr0+v1SExM7HUbsrKylO3o6GgYDL1bnssbzsmtVC34y/9bg99seAFV1ZVdlydyUl1DLR54eCEW/fxnqKi47OnmUF/iZ4F2ygX0U2dDwvWzrCkJoDVDO6kE2hHHAHXvJu0mIiLfx4RFH3T77bcr21lZWTh79my75ZqamrBp0yZl/7bbboNarW5TrvXDvzP27duH3bt3K/szZ850+tjOuPqciIiIiIi8QuscFqJ+iHwIExZ90MSJE5GQkAAAMJvNWLFiBYqKihzK1NTUYNWqVSgtLQVgW4nDfjlSe3v27MGSJUuwa9cuNDQ0tFumoaEBH3/8MdasWQP5yoUwPDwc8+bN67CdWVlZmDt3rvIj8pyIiIiIiIjIu3GVkG5avnw5KioqHB6zX0Lz1KlTePLJJ9sc9/LLL6N///7C6nzmmWewZMkSVFRUoKysDOnp6UhMTITRaERNTQ1ycnKUyTHVajWWLl3a6fKfJ0+exOuvvw6NRoOoqCgMHjwYer0eFosF5eXlyMvLc5hsU6/XY/ny5QgICOiwzu5y9TkRERERERGR92LCoptKSko6XVqzqakJZ86cafO42WwWWmd4eDhWrlyJzMxMFBYWwmq14siRI23KGQwGpKenO8wR0Rmz2YyioqI2oxvsjR07Funp6YiIiHCqTme565yIiIiIiDxFlmVxk2HylhDyMUxY9GHR0dHIzMxEdnY2du/ejeLiYlRVVUGv18NoNCIlJQVpaWldToqZmpqKQYMGIS8vD3l5ebh48SJqa2tRU1MDWZYRFBSEyMhIxMfHY8aMGYiLi/P6cyIiIiIiIiLvxoRFN33wwQc+UWcrrVaLWbNmYdasWb2qY8yYMRgzZowLWwakpaUhLS2tR+3p7Tl1GaP/SQBSl+VM5QluawMRERERXQdETobJERbkYzjpJhERERERERF5HY6wIGqH6fJIwOrn6WYQERERERFdt5iwICIiIiIi8hSrbPsRFYvIh/CWECIiIiIiIiLyOkxYEF3nXli2FM+/9Jxn4mZ4IO6vn/dM3GVL8fxLzwqP60kvZDznkXP2ZNylHoj72oZX8M6HrwuP60n9Wg6gX8sBj8TVROYJj6uJzIMmoVR83IRSaBLFx/WkbXs3e+T1ZLtueerfJvFx6RqyVewPkQ9hwoKIiIiIiIiIvA7nsCAiIiIiIvIQmXNYEHWIIyyIiIiIiIiIyOswYUFEREREREREXoe3hBAREREREXmKbAVE3anBSTfJx3CEBRERERERERF5HY6wICIiIiIi8hBZFjjppsxJN8m3cIQFEREREREREXkdjrAgusJisVzdUZnEBbaLVV1TjbqGWnGxcfW8Kyouo65RXOzrOq6gv3F9U52yXVVV6dm+JTD29RjXYrXa/t5+lq4PcAXt1TgSWsTEtHflHmxJbvZAXBlQiz5n2fajNYuPKwmOa9e3oBb4b/EVVqsVFqsFVdVir5le8W+ToLj1TfVt4l/vJD+rbZSFkFgcYUG+RZJFvTqIvNzJkyexZMkSTzeDiIiI6Lqwfv16jBw50tPN8IhLly7hoYce8mgb/vjHPyI8PNyjbSDqCm8JISIiIiIiIiKvwxEWRFe0tLSgqKgIAGAwGKBWqz3bICIiIqI+xmKxoLq6GgAQGxsLPz8/D7fIMywWCyorKz3ahtDQUL7fJa/HhAUREREREREReR3eEkJEREREREREXocJCyIiIiIiIiLyOkxYEBEREREREZHXYcKCiIiIiIiIiLwOExZERERERERE5HWYsCAiIiIiIiIir8OEBRERERERERF5HSYsiIiIiIiIiMjrMGFBRERERERERF5H4+kGEPmKvLw87Nq1C3l5eSgrK0NjYyP8/PwQEhKCYcOGYcqUKZg2bRq0Wq1H6zSZTMjOzsY333yD4uJiVFVVQa/Xw2g0IiUlBbNnz4bBYOjJU0Bu4s19KysrC2+88Ua3zmfRokVYsGBBt44h93BH3zp27Bi+/vprHD9+HJWVlTCZTAgNDUVsbCymT5+Om266CWq1ulvt5HXL93hz3+J1i4io75BkWZY93Qgib1ZXV4c333wT+/bt67JsZGQkfvWrX2H06NHC6wSAkpISZGZmorCwsMMyISEhSE9Px4QJE7qsj9zLF/oW3/j7Jnf1rddffx0HDhzotNyIESPw9NNPIzo62qm28rrlW3yhb/G6RUTUdzBhQdSJ5uZmPP/88zh16pTymMFgwLBhwxAeHo7q6moUFxfj4sWLyu/9/f2xatUqxMfHC6sTAC5duoQlS5agoqICACBJEhISEhAZGYnq6mrk5OSgpaUFAKDRaLB8+XIkJSX17ImhXvOVvmX/xj8qKsqpPjNp0iSMHz++y3LkHu7oB3V1dXj22Wdx7tw55bGBAwdi1KhR8PPzw8WLF3HixAmYzWYAtgRDZmYmjEZjp23ldcu3+Erf4nWLiKjv4C0hRJ3YsmWL8sZMpVLhZz/7GebPnw9/f3+ljCzLyM7OxjvvvIP6+no0Nzfjrbfewm9/+1thdQJAZmam8qY/IiICGRkZGDp0qPL76upqrFu3DocPH4bZbMaaNWuwceNG6PX6nj9B1GO+1LdajRw5Eo8++mhvTpsEcEc/+O1vf6t8oPTz88MTTzyBm2++2aHMDz/8gPXr1yM3NxdVVVVYvXo1/vd//xeSJHXYVl63fIsv9a1WvG4REfk2TrpJ1ImsrCxl+4477sCCBQsc3pgBtm8EZ8yYgcWLFyuPFRUVoaioSFidBw8exPHjxwHYvoVctmyZw5t+wPYtWEZGBgYOHAgAqK2txZYtWzo4c3I3X+lb5Htc3Q9Onz6NvXv3KvtPPfVUmw+UAGA0GrF8+XLlGnP69Gns3r27w3byuuV7fKVvERFR38GEBVEHGhoaQQSIbQAAIABJREFUUFZWpuynpqZ2Wn7KlCkOb9zOnz8vpE4A+OKLL5Tt2bNnIzY2tt1yAQEBWLhwobL/5ZdfwmKxdNoGcj1f6lvkW9zRD/7zn/8o20OHDsX06dM7rC8wMBD33HOPsr9t27YOy/K65Vt8qW8REVHfwYQFUQcaGxsd9oOCgjotr1arERgYqOy3Nz2Mu+o8fPiwsp+WltZpndOmTYNOpwNg+7by2LFjnZYn1/OVvkW+xx39ID8/X9lOTk7usg32E2MWFBQ4fMi1byevW77FV/oWERH1LUxYEHXAYDDAz89P2S8uLu60fFVVFaqrq5X9a4c2u6vO3NxcmEwmALZvIuPi4jqtU6vVOkx+duTIkU7Lk+v5St8i3+OOflBVVaVsR0REdNmG0NBQh6Us27vG8Lrle3ylbxERUd/ChAVRBzQajcM3Ph9//DGampo6LP/nP/8ZVqsVAJCUlITBgwcLqdN+ZvWYmBin1qgfPny4sl1SUtJleXItX+lb16qvr0d2djY2b96M9957D5s3b8ZXX33FPuRF3NEPejL6xv6Y9j7Y8rrle3ylb12L1y0iIt/GVUKIOnH//fcjJycHjY2NKCwsxJNPPokFCxZg9OjRyhJuRUVF+PTTT3HixAkAQHR0NNLT04XVaf/G35lvqABgwIAB7R5P4vhC37rW/v37sX///nZ/Fxsbi3vuuafTe9BJDFf3A4PBoFwnnBmCX1lZqSxBCbSfXOB1yzf5Qt+6Fq9bRES+jQkLok5ER0djzZo1WLFiBS5duoTS0lJs2LCh3bJBQUGYOXMmHnjgAYf7dt1dZ21trbIdEhLi1HmFhoYq23V1dU4dQ67lC32rO4qKirB27VocOnQIixcvduobc3IPV/eDESNGKKt5HDp0CA8++GCn8Q8ePOiw3941htct3+QLfas7eN0iIvJ+TFgQdWHo0KH4/e9/j3/961/485//3OEQ2PHjx2PmzJlOffhzZZ32x9rfX9wZ+3KdDekl9/L2vtXKaDRi+vTpGDduHKKjoxEcHAyLxYKysjJ899132LZtG8rLywEAO3bsgJ+fHx577LEu6yX3cWU/mDx5Mj777DMAwJkzZ5Cdnd3hN9INDQ345JNPHB67drJGgNctX+btfasVr1tERH2Devny5cs93Qgib1ZdXY333nsPW7duRUtLC0JDQzF+/HiMGTMGgwYNQlNTE+rr61FcXIx///vfqKioQHJyMlSqjqeIcWWd//73v/HDDz8AAMaOHYuxY8d2eU7l5eXYuXMnAMBqteK+++7r4bNDveHtfQuwDde/6667cOONN2LgwIHQ6XRQq9XQaDQwGAwYNWoUbrnlFpw9exYXLlwAAJw6dQpJSUlOD/Un13NlPzAajcjJycGlS5cA2L7ljoiIaLMMaVlZGV599VUUFRU5PB4YGIi5c+c6PMbrlu/y9r4F8LpFRNSXcIQFUScuXLiAF198EZcvX4ZWq8Vjjz2GW2+91WHYqCzL+M9//oO3334b9fX1+Oqrr6BSqTr8psbVddp/62h/b29nWmfnBwB/f3+njiHX8oW+BQB6vb7LcwkMDMTSpUuRnp6O8+fPAwA+/fRTJCQkdOcpIRdxRz9YsmQJnn76adTU1KC5uRnr16/H5s2bER8fD39/f5SWluLEiRMwm81QqVQYP368Mny/dTlSe7xu+SZf6FsAr1tERH0JVwkh6oDFYsGrr76Ky5cvAwCeeOIJ/PjHP25zj6skSZg+fTpeeOEF5bHt27fj5MmTQuoMCAhQtltaWpw6N/ty9seTGL7St7rD398fd999t7J/9OhRhw+YJIa7+oHRaMS6desclqYsLS3F119/ja+++gpHjhyB2WyGTqfDr371K4dlSoOCgtrUx+uW7/GVvtUdvG4REXk/JiyIOrB3716cPXsWABAVFYVZs2Z1Wj4pKQnjxo1T9rOysoTUGRwcrGzbr2nfmcrKSmXbmW+iyLV8pW91V1JSkrLd3Nzs1Kz/5Fru7AeDBg3Chg0b8Nxzz2HatGmIiIiAn58fdDodYmJi8NOf/hRvvfUWZs6cqdzuAQD9+/dvUxevW77HV/pWd/G6RUTk3XhLCFEHDh06pGzfcMMNTh0zduxY5OTkAAAKCgqE1BkVFaVsO/tGq3WisWuPJzF8pW91l/0qDoDjShAkhrv7gUqlwvTp07tcBtK+HvtvxFvxuuV7fKVvdRevW0RE3o0jLIg60DrsFXD8NrAz/fr1U7YbGhqE1Gn/xv3s2bOwWCxd1nn69GllOzo62ql2kOv4St/qrubmZod9zjMgnjf0g4qKCmVOAAAYPXp0mzK8bvkeX+lb3cXrFhGRd2PCgqgD9m9anP3GpaamRtlu795ad9Q5evRoaLVaALal/rr6FstkMiE/P1/Zd2Z2fnItX+lb3WX/gRIAwsLCel0ndY839IOvv/4aVqsVgC0x0d634Lxu+R5f6VvdxesWEZF3Y8KCqAMDBgxQto8ePerUMUeOHFG2IyMjhdSp0+kc7sHdsWNHp/Xt3btXWbter9cjMTHRqXaQ6/hK3+ou+3vUo6OjYTAYel0ndY+n+0F9fT22bt2q7P/4xz9utxyvW77HV/pWd/G6RUTk3ZiwIOqA/Zvpc+fOYefOnZ2WP3z4sHKvLgCMHz9eSJ0AcPvttyvbWVlZysRo12pqasKmTZuU/dtuu63NDO/kfr7St1o/IDpj37592L17t7I/c+ZMp48l13HXNcYZFosFGzZsUCbRjI6O7vRDJa9bvsVX+havW0REfQsTFkQdmDhxIgYPHqzsv/3229i+fXube61lWUZ2djZWr16tPBYeHo4ZM2YIqbO13ta1481mM1asWIGioiKHMjU1NVi1ahVKS0sB2O5Btl/OjcTxlb61Z88eLFmyBLt27erw/vOGhgZ8/PHHWLNmDWRZVuqbN29eZ08BuYm7rjHfffcdNm/e7LBCg72SkhL8+te/xrfffgsA0Gq1SE9PV2776KitvG75Dl/pW7xuERH1LZLceqUmojby8/Px0ksvOUzKFRYWhlGjRqFfv35oaGhAXl6ewyz3Wq0Wr7zyivJGXESdAHDp0iUsWbIEFRUVAGwzricmJsJoNKKmpgY5OTlKTLVajd/85jcO35iRWL7Qt7KysvDGG28AADQaDaKiojB48GDo9XpYLBaUl5cjLy/PIZ5er8drr72GmJiYnj851Cvu6FvffPMN1q1bB8A2d0BMTAyCg4PR0NCA4uJih0SDVqvFSy+9hOTk5C7byuuWb/GFvsXrFhFR38KEBVEXTp48iddff91hZvKOGI1GPP300xgzZozwOgHbN1GZmZkoLCzssIzBYEB6ejomTpzYZX3kXt7et+zf+Dtj7NixSE9PR0REhNPHkHu4um/Zf6jszIgRI/D4449jxIgRTreV1y3f4u19i9ctIqK+hQkLIidYLBbs378f3377LU6dOoWKigo0NjYiICAAISEhGDFiBCZNmoRp06ZBo9F4rE7ANpt+dnY2du/ejeLiYlRVVUGv18NoNCIlJQVpaWmcVMyLeHPfMplMKCgoQF5eHvLy8nDx4kXU1taipqYGsiwjKCgIkZGRiI+Px4wZM1wyYz+5jiv7VmNjI3JycnDkyBHk5+ejsrIS1dXV8PPzQ1hYGOLi4jBt2jQkJyf3aH4JXrd8izf3LV63iIj6FiYsiIiIiIiIiMjrcNJNIiIiIiIiIvI6TFgQERERERERkddhwoKIiIiIiIiIvA4TFkRERERERETkdZiwICIiIiIiIiKvw4QFEREREREREXkdJiyIiIiIiIiIyOswYUFEREREREREXocJCyIiIiIiIiLyOkxYEBEREREREZHXYcKCiIiIiIiIiLwOExZERERERERE5HWYsCAiIiIiIiIir8OEBRERERERERF5HSYsiIiIiIiIiMjrMGFBRERERERERF6HCQsiIiIiIiIi8joaTzeAiKgn5s6dq2wnJiZi9erVHmyNGDk5OVi2bJmyv2jRIixYsEB4O1paWnDmzBmUlpaiqqoKzc3N0Gq1CAoKgsFgwLBhwxARESG8XZ2xWCyYP3++sp+UlISVK1d6sEVEfceFCxfwyCOPKPu33HILnnzySQ+2iIiI+gomLIjI5X7xi1+grKys0zIqlQqBgYEICgpCdHQ04uLiMHXqVMTGxoppJHVLS0sLdu/ejW+++QbHjh2D2WzutHy/fv0wYcIEpKamIikpCWq1WlBL6Xrz3HPPITc31+ExvV6P9957D3q9vld1vfHGGxg2bJhL2klERETdx4QFEXmE1WpFXV0d6urq8MMPP+DgwYP461//ioSEBDz++OOIjo72dBPpiqysLHz44YeorKx0+piamhrs3LkTO3fuRGRkJBYuXIgZM2ZAkiQ3tpTIpq6uDn//+9/x0EMPebopRERE1AtMWBCRVzl+/DieeuopPPPMM0hJSfF0c65rDQ0NeP3117F///52fx8REYEBAwbAYDBAkiRUVVWhoqICpaWlDuVKS0uRmZmJy5cv46677hLRdCJ8/vnnmDt3LsLDwz3dFCIiIuohJiyIyO2effZZxMfHOzxmtVpRW1uL06dPY8eOHcjPz1d+19LSgszMTLz22muIi4sT3VyC7RvqjIwMnD592uHxkJAQ/OQnP8GUKVMwaNCgdo8tKyvDgQMH8O9//9vheJPJ5NY2E9lraWnB5s2bOZcCERGRD2PCgojcLjQ0FEajsc3jkZGRGDlyJH784x/j888/x8aNGyHLMgDbh433338fa9asabfO//u//3Nrm693GzZsaJOsmDNnDh588EHodLpOj42IiMCcOXNw++23Y8+ePfjwww/bjLogEmHHjh2YP38+hgwZ4ummEBERUQ9wWVMi8gp33HEH7rzzTofHTpw40eZDM7nfli1b2twGcv/99+PRRx/tMllhT5Ik3HTTTdiwYQOmTJni6mYStcu+r1mtVnz44YcebA0RERH1BhMWROQ17rnnHmg0jgO/vv/+ew+15vpUWVmJTZs2OTw2Y8YM3HPPPT2uMzAwEC+++CJSU1N72zyiLs2fPx8hISHK/v79+3HixAkPtoiIiIh6ireEEJHXCA4OxogRI5CXl6c8VlJS4sEW9d7ly5dx8uRJVFVVoba2FjqdDiEhIYiLi8PAgQM93bw2tm3bhpaWFmU/ODgY//M//9PreiVJ6vb5lpaW4tSpU6iurkZDQwOCg4MREhKCUaNGITQ0tNdt8gWyLCM/Px+lpaWoqKiAJEmIjIzEDTfc0OWSnU1NTThx4gTOnTuHxsZGBAcHY/DgwUhISGiTGOyNhoYGnDhxAuXl5airq4Ner8fAgQMxZswY+Pv7uyyOs3Q6He699168++67ymN/+tOfsHbtWuFtEaWhoQHHjx/H5cuXUVNTg6CgIAwbNgzx8fFQqTr/buqHH35AXl4eLl++DIvFgtDQUIwaNQpRUVEubeOpU6dw/vx5XL58GWq1GmFhYRg9erTLJkVtaWlBbm4uLl26hOrqagC25ZUHDRqE+Ph4ly+t/MMPP6CwsBCVlZWora2FXq9HSkoKwsLCXBqHiOh6x4QFEXmVa9+81tTUtFtu7ty5ynZiYiJWr17dpkx5eTmeeuophzqefPJJ3HLLLU615dtvv8WqVauUfZ1Oh/Xr13e55KrJZMK//vUvbN++HWfPnu2w3ODBg/GTn/wEaWlpLn8z3RMtLS3Yvn27w2O33nprlx+MXclkMmH79u34/PPPO5z3QpIkDBs2DHfffTduuukmtyyV+vOf/xyXL18GYJtrZePGjU4f+9FHH+GTTz5R9l977TUkJCS0WzYnJwfLli1T9hctWoQFCxbAZDLhH//4B7788kuUlZW1Oc7Pzw+33XYb7r//fgQEBDj8rrq6Gps2bcLOnTvR3Nzc5tjg4GDcd999mDNnTpcfZgHgueeeQ25uLgBApVLhs88+AwBcunQJf/7zn7F3716HJJd9G2+//XYsWLBAaB8CgB/96Ef47LPPlD6Um5uL/fv3Y/LkyS6L0dHfzlnd6WPr16/H119/rez/8Y9/RHh4OC5cuIDNmzdj37597f4NIiIi8PDDD2PatGltfnfs2DF89NFHHY4+GTlyJB599NFeTXxssVjwxRdf4J///CfOnz/f5veSJGHMmDF46KGH2kzM7Ky8vDx88sknOHz4cLvPAWAb5ZWamop7773XqYSCxWLB/Pnzlf2kpCSsXLkSALB3715s2bLFYaLoVgMGDMCkSZN6dB5ERNQ+3hJCRF6lddJNVxgwYACWLFni8KHs3XffxZkzZ7o8trS0FBs2bHB47IknnugyWXHy5Ek8+uijePfddztNVgDA+fPn8dZbb+GZZ55BRUVFl21yt7y8PNTX1zs89qMf/UhY/OLiYjz++ON47733Op2kU5ZlnD59GmvXrsXSpUuVb1P7iurqaixduhQffvhhu8kKwJZc2rZtG1544QU0NDQojxcUFGDx4sXYvn17u8kKAKitrcXGjRvx5ptvwmq19qiN//3vf7F48WJ8/fXXHX5IbGlpwT/+8Q8899xzygdzUTQaDRYtWuTw2IcffgiLxSK0He504MABpKenY/fu3R3+DcrKyvDaa6/hb3/7m8PjH3/8MV588cVOb5U5efIkli5dioMHD/aofQ0NDfj1r3+N9957r91kBWB7LR8/fhzPPfcc/vrXv3ar/qamJqxduxbPPvssDhw40OFz0NqW7du345FHHsG+ffu6FaeV2WzGhg0bsHr16naTFURE5B5MWBCRV7n2g02/fv16Vd/48eNx7733KvstLS1YvXp1mw/m9pqbm9uUueOOOzBjxoxOY3377bd44YUX2nzIDAsLw/jx45GamorJkycjMjLS4fenTp3CkiVLhH+ou9axY8cc9gcMGNCmre5SUFCApUuXtklU9OvXD+PHj8eMGTOQlJTUZtLP3NxcPPvssx5/7lzFZDJh+fLlKCgoAGAbpXDDDTdgxowZmDx5cptbYU6dOoU333wTgO32qWXLlqGyshLA1ecuNTUVN954Y5vnbseOHfjnP//Z7TYeO3YMq1evRl1dHQDbKkDJyclITU1FcnIygoODHcqXlJRg7dq1PU6O9NT06dMxYsQIZb+4uBi7du0S2gZ3yc3NxerVq9HU1ATANjJt4sSJmDFjBhITE6HVah3K/+Uvf8F///tfAMDf//53bNq0SUkOx8TEYMqUKcrzZT9iyWQyYd26dT16fa1ZswZHjhxR9ocOHYqpU6ciJSUFsbGxDmWtVis2b96Mv/zlL07VXVVVhaVLlyI7O9vhcT8/P4wePRrTpk3DTTfdhFGjRjnc/tTU1ITXXnsNO3fu7Pb5vP/++9ixY4eyHxUVhcmTJ2P69OlISEjwyO1PRETXA94SQkReo66uDqdOnXJ4zBX3Ud97773Iz8/HoUOHAFwdPfHSSy+1W/7aURjx8fH4xS9+0WmMoqIiZGZmOnzLN2HCBNx3330YOXJkm/KnTp3Cxo0blaH2ly5dQmZmJlauXOmx20Na29KqN0PBu6OhoQFr1qxRPgADQEhICH75y1/ipptucng+mpubsX37dnz00UfKc11aWor169dj5cqVTt3i4M2++OIL1NXVwc/PDwsXLsScOXMcPghZrVZs374dGzduVBIAe/bswZEjR7Bx40bU19djwIAB+OUvf4kpU6Y4PB+NjY344IMP8NVXXymPffTRR0hLS2tzW0lHZFnGq6++CrPZjGHDhuHhhx9GUlKSQxmLxYJt27bhT3/6k9LGEydOIDs7W+jEq5Ik4cEHH3S4bWPTpk2YMWMG/Pz8hLXDHd555x2YTCYMGTIEjzzyCMaOHevw+6qqKrz55ps4cOCA8tgf/vAHBAUFKUmByZMn4+GHH8agQYMcji0qKsJrr72mjIpoaGjApk2b8OSTTzrdvn379imv5/Hjx+ORRx5pE6ekpATvvvuuQ1Ljk08+wdixY9ucjz2LxYK1a9eisLBQeax///64//77MWPGjDbJmrq6Onz66afYunUrrFYrrFYr3n77bQwfPhwxMTFOnc/Jkydx+PBhALbn7ec//3mbf5saGhpgNpudqo+IiJzn2+/siKhP+fTTT9u84bvxxht7Xa8kSViyZAkiIiKUx7799lts2bKlTdmvvvoKWVlZyn6/fv3w/PPPdzpJYesbaPsh+IsWLcLLL7/cbrICAEaMGIFXX33V4Z76Y8eOtfnGUKRrv0Xt6vYXV/noo4/www8/KPthYWFYu3YtUlNT2yRv/P39MX/+fLz88ssOHzqPHj3q8EHcV9XV1UGj0eA3v/kN7rrrrjbf2qpUKsyZMwcLFy50eHz16tU4e/YsIiMjkZmZialTp7ZJ3uh0OjzxxBMOr6mGhgbs2bPH6fbJsoza2lqMGzcOa9asaZOsAAC1Wo2f/OQnePDBBx0e98TfZ9y4cRg3bpyyf+nSJXz++efC2+FqdXV1iIuLw7p169r9cB8SEoIXX3zR4TV8/vx5rFy5ElarFXPmzMFLL73UJokAALGxsVi+fLnD6+s///mPMprD2fYBthWGXn755XbjREdHY8WKFUhJSVEek2UZb731Vqe37mzZsgVHjx5V9uPi4vDWW29h9uzZbZIVAKDX6/Hzn/8czzzzjDJ6pKWlBe+//77T59PY2AgAyvPWXiI9MDCw1yMCiYioLSYsiMgrbN++vU0CYfTo0Q5DunsjODgYzz//vMMb2g8//NDhNojTp087THynUqnwzDPPdDmL/Z49exxWM0lNTXVq8j2NRoOnn37a4U3u1q1bnTofd6itrXXYDwoKcnvMuro6hwQRYJsYtatbUcaOHYv77rvP4bHPPvvMpXOgeMq9996LxMTETsvMmzfPIZnR+gHx6aef7nJSwbvvvtthv/WbY2cFBwfj/7d370FRlW8cwL+7XBd3E4ibq6SiJpuRhjqOmZcpLzlqQuNQZqQ2mjnpjKZDa81olhfASp0pSie18daYmhdErSYHNdRuapMg3hAvgAJyExEXgd8fDOe37+6ynIMLHuD7mWnG93Tecw7s2TO8z3nf51m4cGGjszJeffVVdOzYUWqfP38eVVVVis7lClOnThWWOezcuVOYzdMaubu7Iy4uDj4+Pk73ee2114Rt5eXl6NatG2bMmOE0WW1ISIiQqPP+/fuK8zYEBQVh7ty5Tmc9ubm5Yd68ecI9m5eX12DejMrKSuEZqdfrsXjxYllJXYcOHYrRo0dL7bNnz8rKZ1Sva9eujf7eiIjI9RiwIKJmV1xcjNu3bwv/5eXl4dKlSzh8+DDi4uKQlJQkDDY9PDwaXYahVK9evTBz5kypXT8zori4GOXl5Vi5cqWwpGPy5MmyZngkJydL/9ZqtXj77bdlX5OPj4+Q2DIrKwuFhYWy+7uS7SCuJQIWaWlpwpvbPn36oH///rL6RkVFwdfXV2rn5OQIJXFbI51OJ1TAaYi3tzfCw8OFbREREXbbHLHNcaBk0AYAY8eOFQIRDXF3dxe+Pw8fPmw0EW1z6NmzJ4YOHSq165cItGbDhg2TVSbYenZJvaioKFllbW2ffUrvk0mTJslaauTj44Po6Ghhm3WuCGupqalCYNX2GdAY2/PU5/WQQ+7vjYiIXItPXiJqdqtWrVK0v4eHBxYsWNDkMnfOjB07FpmZmVLSteLiYiQmJkKn0wnLEvr37y9rlkRFRQUuXrwotXv37i0sPZEjIiICO3fulNrp6ektutb/cbKtUjBixAjZfd3d3TF06FAhYJSRkQGTyeSqy2txJpPJ6Vtza0ajUZgdERkZKaufm5sbgoODcfPmTQB1+Q6UGDhwoOx9bZcVPa6KLrGxsThx4oS05Cw5ORkTJkzAk08++Viu51HJDeoFBATA09NTCMTKvU9sl3EouU+0Wq0QJGrM8OHDsWHDBqndUPWSs2fPCm0l5wDqSkn7+/tLVZnS09Nl93VlSVwiIpKPAQsiUhWTyYT3339fdjK0ppg9ezaysrKQnZ0NwL46RlBQEBYsWCBr6m9mZqZQ/SA4OFgIfMhhu4zh1q1bivq7il6vFwYl1uUym4ttklWlwQaTySQELOqra7RWSpLM2gY2lOQcsZ49o/RzVnIe26n6LXFPORISEoIxY8YgJSUFQF0OA6WJJNVEyWfg4+MjBSz0er1dpRln/awp+eyMRqOsZRr1/Pz8EBQUJFVYKi0tRX5+vl3w1zqQ4enpCa1Wq/h5azAYpICF3GdtUFCQXfUbIiJqGQxYENFjodVqodPp0KFDB3Tp0gW9evXCCy+8gLCwsGY/t7e3NxYtWoT58+fb/RHu4eEBs9ks+4/TgoICoZ2amorU1NRHuj7bXBItxWAwCAGLlljnb/vG3VFyPmdsB/hKZwuojZJBnm1CUiVLeKzzCiipbKDVamXPAAHsr/FxVlF44403cOTIESmB4m+//Ybo6OgWSy7rSko+a+vPoKn9AGWfXefOnWXvW89oNAoloUtKSoSARXV1tVSyF6gLOlkv8WsKuc9aJctOiIjItRiwIKJmt2LFCkRERDzuyxAYjUaMGzdOWIoB1OWtUFLOszmCC/UDqpbm7+8vJA+tXzLQnO7duyf929PT02GWf2dsB8+tPZnio5RlbalkgK016aCvry+ioqLwww8/AKgrEbt58+YGyxurWVPvk5Yq+6vT6RT3aey7XFZW9kjX5IjcZ21Tfh4iInINJt0konbpxo0bDssbHjt2TChP2pjmeGP8uCpd2C7HsM7N0Vxc/bO21sE0tYzo6GjhbfmpU6dafaJWNWqO72FbetYSEZF8nGFBRO1OZWUl4uPjHb5dy87ORlJSEubPny/rWNYlSQFg+vTpdqUEWwvbUpoFBQW4deuWrGoETaXX66VlIRaLBVVVVYpmWdgu6WmJyiaNsc5pQuqi0+kQExMjlC/+/vvvER8f3+LX0pbvk6bkKrHtY7s8yvZZGxoaiqTf/FASAAALAUlEQVSkJOUXR0RErQpnWBBRu/P111/j+vXrUttkMglvXY8cOYKff/5Z1rFs1zbn5OS45iIfg/DwcLsB/+HDh5v1nLblMXNzcxX1t1224qq15tbr96urqxX1be3LUtq6sWPHCkG49PR0ReUt69nmeOB98n9NeQ7afvdtv8teXl7C0ozbt28r/p0TEVHrw4AFEbUrKSkpQlJMPz8/LFq0CAsXLhTWd69fvx5Xrlxp9Hi2yyhsy+61Jl5eXnjllVeEbb/++muzDqx69uwptJVOz7fdX0n+EWes19Nb59mQwzoYRurj7u6Ot956S9i2efNmxTMebPMaKLlP8vLyUFVVpeh8rUlubq6i50ZxcbGQcLNjx44Oy0NbP28tFouisqRERNQ6MWBBRO3GxYsX8d1330ltrVaLuLg4+Pn5oW/fvnjzzTel/2exWBAfH9/oH91+fn7o1q2b1M7Pz8fp06ddfu0tZeLEicKSjLKyMqxbt+6Rj1tbW+uwhOAzzzwjtJVUWKmursaxY8ecHq+prGd+3Lt3D3fu3JHVr7S0tNWXVm0Phg0bJlQkunbtGo4cOaLoGLYzAJQEqv766y9F52ptampqcPz4cdn7Hz16VGg39D1+/vnnhbbcmXBERNR6MWBBRO3C3bt3kZCQICRumzp1qpC3ISYmBv3795fat27dwpo1axpNzDZ+/HihvXHjRlRWVrroyluWn58fJk+eLGxLTU3FTz/91ORjVlRUYMWKFXaDEgAYMmQIvL29pfa5c+dw5swZWcfdt2+fUMa0c+fOCA8Pb/J1WuvRo4fQlrtkYPfu3W36zXlbodFoMHXqVGHb9u3bFX12AQEBQmArIyND1qyCyspK7Nu3T/7FtlK7du2S9RysqKjAnj17hG0vvfSSw31ffvllYfbT8ePH8d9//z3ahRIRkaoxYEFEbV5tbS2+/PJLYcrxoEGD7JJjajQaLFiwAIGBgdK2P/74A7t373Z6/JEjR8JoNErta9euYeXKlYqXEpSUlODkyZOK+jSHSZMmYeDAgcK2TZs2Yf369YoCMbW1tUhLS8O8efNw6tQph/vo9XqMHDlS2LZ27VqHszGsnTt3Dtu2bRO2TZw40WXVCfr27Su0d+3a1WgJxLS0tHYxEG0rIiMjhc+5oKAAly9fVnQM6/4WiwU7duxwuv/Dhw+xZs0a4VnUVuXn5+Orr75yutSmuroaa9euRVFRkbQtJCTE7vlTz2AwICoqSmrX1tZixYoVOH/+vKJrq66uRlpamuJnNBERtTwGLIiozfvxxx/x999/S+1OnTo1WAXEYDDAbDbD3f3/RZS2bNni9C2em5sbzGazsKb99OnTmDt3Lg4dOuR0oFtWVoajR48iMTER77zzDlJSUpT8aM1Co9Hggw8+EKbMA0BycjJmzpyJvXv3Og0oFBQU4ODBg5g/fz7i4+ORl5fn9HxTpkwR1qvfuXMHH374IY4fP26XVM9isWDfvn1YunQpLBaLtL1Pnz4YPXq0kh/TqX79+gnXlJ+fj8WLFztMClpaWoqNGzciMTERNTU1dtUNSL2mTZv2SEEu23tu79692Lp1q3Bv1svMzMRHH32EtLQ0eHh4wNPTs8nnVbv678DRo0exdOlSh9+bGzduYMmSJThx4oS0TaPRYM6cOXYJTa3FxMQIgaLy8nKYzWasW7fOabLPqqoqZGRkYNOmTZgxY0aDlaKIiEhdWNaUiNq0f//9F9u3b5fanp6eMJvNTstfPv3005gxYwa+/fZbAHXrsVetWoW1a9fCz8/PYZ/u3bvDbDYjISFBKs9XUFCApKQkrFu3Dl27dkVgYCB0Oh0ePHiAe/fuIScnR3ZuhJam1+uxfPlyfPHFF0Kwp6SkBBs2bMCGDRsQHByMwMBAdOzYERqNBsXFxSgqKmowQOHl5dXgueLi4rBkyRLpjWdRURESExPh6+uLHj16oEOHDigrK8OFCxfsBhnBwcFYuHCh00GOUlqtFu+++y6WLVsmbcvMzMTs2bPRo0cPhISEoKamBvn5+bhy5Yr0Fvm5555Dr169Gp2VQ+rQs2dPDBkyBL///nuT+vft2xeDBw8WZkbt2LEDycnJCA8Ph8FgQEVFBbKzs1FQUCDtM3v2bGzbtk213/9HNXjwYBQWFuLMmTM4ffo0Zs2ahbCwMHTq1Am1tbXIzc1Fdna2XT/bYIQj9QHiTz75BBcuXABQ94w+cOAADhw4gICAADz11FPQ6/Wora1FRUUFCgsLkZOTIywJJCKi1oEBCyJqs+7cuYPPP/9cmJL83nvv2c0ccGTcuHHIyMiQkjoWFxcjMTERy5Yta3BgHBkZidWrVyMxMVGoMFJdXY2srCxkZWU1el41vZ3X6/VYvHgxfvnlF2zdulXIFwHUlRW8fft2o8fp3LkzYmNjMWTIkAb36d27NxISEvDZZ58JxywpKcE///zjtN/HH3/cYCDpUQwaNAixsbHYsmWLtK2mpgaXLl1ymFgzMjISZrMZu3btcvm1UPOJjY3FqVOnmjyYnTt3LoqKiqTBM1CXl8FR8l03NzfMmjULo0aNslvS1NaYzWZ8+umnUiUPZ89AjUaD119/HVOmTJF1bL1ej/j4eGzatAkHDhwQnvGFhYUoLCxs9Bje3t7CTDoiIlInPqmJqE2qrq5GQkKCMMgeOXIkRo0aJfsYc+bMwdWrV3Hjxg0AdXkTtmzZgmnTpjXYx2g0YvXq1fjzzz+RnJyMjIyMRhP5hYaGol+/fnjxxRddVuXCVTQaDcaMGYMRI0YgNTUVx44dQ3p6ut1SDVu+vr4YMGAARowYgYiICKFkbEO6du2Kb775BikpKTh48KDTpSRhYWGIjo7G8OHDXZa3wpGYmBiEhYVh8+bNuHr1qsN9QkNDMWHCBIwZM0bWz0nqYjQaMXr0aBw8eLBJ/Q0GA5YvX47du3dj//79DvMiuLm5YcCAAZg8ebJdQte2ysfHB8uXL8f+/ftx6NAhh99njUYDk8mE6dOnK06Y6+7ujpkzZ2L8+PHYs2cPTp48aRdUtfXEE0/g2WefxaBBgzB48GC70rRERKQ+mtrG0t8TEVGTWSwWXLhwAfn5+bh79y4ePHgALy8v6PV6dOrUCU899RQMBsPjvkxFHjx4gKtXryIvLw8lJSWwWCzw8PBAhw4d4Ovri+7duwv5H5oqNzcXly9fRmlpKe7fvy8d32Qywd/f3wU/ifLryczMlAZF/v7+CA0NbTcDUGrcw4cPcf78edy8eRN3796Fj48PAgICEB4eblcGtb25dOkScnJyUFRUBK1WC39/f5hMJiHJ8aO6fv06rl27hrKyMpSXl8PDwwM6nQ6BgYHo0qULgoODmzXASURErseABRERERERERGpDueuEhEREREREZHqMGBBRERERERERKrDgAURERERERERqQ4DFkRERERERESkOgxYEBEREREREZHqMGBBRERERERERKrDgAURERERERERqQ4DFkRERERERESkOgxYEBEREREREZHqMGBBRERERERERKrDgAURERERERERqQ4DFkRERERERESkOgxYEBEREREREZHqMGBBRERERERERKrDgAURERERERERqQ4DFkRERERERESkOgxYEBEREREREZHqMGBBRERERERERKrDgAURERERERERqQ4DFkRERERERESkOgxYEBEREREREZHqMGBBRERERERERKrDgAURERERERERqQ4DFkRERERERESkOgxYEBEREREREZHqMGBBRERERERERKrzP+d6xjTunKnWAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 534 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=background_mask, mask_color='w');" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "201" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_background_pixels = background_mask.sum()\n", "n_background_pixels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We identified 201 \"empty\" pixels that could be suitable for estimating the background. The 20x20 cutout has 400 pixels, so these 201 pixels are roughly the pixels with fluxes below the median.\n", "\n", "One may object that these ostensibly empty pixels contain background stars, so there is some uncertain zero-point level from imperfect background estimation. That's true! Background estimation is ultimately a challenge for working with TESS cutouts, especially since background varies in both space and time. Such effects should diminish as your background model approaches reality by modeling or ignoring known background sources and as more instrumental characterization proceeds. The Gaia background sources can be examined using `.interact_sky()`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "#tpf.interact_sky()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "background_lc_per_pixel = tpf.to_lightcurve(aperture_mask=background_mask) / n_background_pixels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The amount of background seen in the target aperture is the background flux per pixel times the number of pixels in the target aperture." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "background_estimate_lc = background_lc_per_pixel * n_target_pixels" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 745 } }, "output_type": "display_data" } ], "source": [ "common_normalization = np.nanpercentile(target_lc.flux, 10)\n", "ax = (target_lc / common_normalization).plot(normalize=False, label='Target + Background', lw=1);\n", "(background_estimate_lc / common_normalization +1).plot(ax=ax, normalize=False, label='Background', \n", " ylabel='Normalized, shifted flux');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The time variable structure of the background flux resembles that of the target + background." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "corrected_lc = target_lc - background_estimate_lc.flux" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "corrected_lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Woohoo! We see the transit signal of HAT-P-11 b! Let's fold it on its known period 4.887802443 days (Huber et al. 2017)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "period_days = 4.887802443\n", "t0 = 2454605.89132-2457000" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "ax = corrected_lc.flatten(101).fold(period_days, t0=t0).scatter();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cut out Target Pixel Files from local Kepler Superstamps or native TESS FFIs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's also possible to manually construct TPFs from the native TESS FFIs or Kepler superstamps if you have the individual fits files saved locally.\n", "\n", "\n", "Let's assume you have downloaded a set of raw TESS FFIs to a local directory called `data`. `lightkurve` will assume that the files are given in *time order*. So you have to sort the filenames first with `glob`:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from glob import glob\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we use the `KeplerTargetPixelFile` class and its function `from_fits_images()` to create the new TPF. This will cut out around the position keyword. You can pass a pixel position in units of the original image or RA and Dec coordinates." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from lightkurve import KeplerTargetPixelFile\n", "from astropy.coordinates import SkyCoord" ] }, { "cell_type": "markdown", "metadata": { "scrolled": false }, "source": [ "```python\n", "fnames = np.sort(glob('data/*.fits'))\n", "tpf = KeplerTargetPixelFile.from_fits_images(images=fnames, \n", " position=SkyCoord(257.13700, 24.48958, unit='deg'), \n", " size=(9,9),\n", " target_id='MyCutOut')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting object is a fully functioning `KeplerTargetPixelFile`. You can read more about such objects in the [tutorial on their use](https://docs.lightkurve.org/tutorials/01-target-pixel-files.html)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }