Graphing ImageNet Results with WRN-50-2

July 31, 2019 ยท View on GitHub

{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Ran a range of settings with WRN-50-2 networks on ImageNet. Graphing the results of this investigation here." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "%matplotlib inline\n", "from adjustText import adjust_text" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each setting, we have both a standard training routine, and training with a teacher network by attention transfer.\n", "\n", "Opening up all of these, counting the number of parameters in each network and reading the final train and test top-1 error: " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import json" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "with open("wrn_50_2_results.json", "r") as f:\n", " results = json.load(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All of the results in jan13 are erroneous (were run without appropriate weight decay), apart from sephashed and acdc. Also, we are only going to focus on results with attention transfer, because we only have results training from scratch for jan13, with ACDC and SepHashed." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "parsed = [(results[k]['settings'], results[k]['scatter']) for k in results\n", " if 'student' in k]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "naming = {'sephashed': 'HashedNet', 'acdc': 'ACDC',\n", " 'tucker': 'Tucker', 'tensortrain': 'Tensor-Train',\n", " 'shuffle': 'ShuffleNet', 'generic': 'RF',\n", " 'shuffle.plusfc': 'ShuffleNet (+Linear)',\n", " 'sephashed.plusfc': 'HashedNet (+Linear)'}\n", "colours = {n:c for n,c in zip(sorted(naming.keys()),\n", " ['b', 'g', 'r', 'r', 'c', 'c', 'm', 'y'])}\n", "def get_colour(name):\n", " for k in naming:\n", " if naming[k] in name:\n", " return colours[k]\n", " assert False" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "parsed += [([True, 'shuffle.plusfc', 7], [4.37521e6, 30.606, 31.908, 89, 9.11214e8])]\n", "parsed += [([True, 'sephashed.plusfc', 0.08], [2.46587e6, 35.08, 38.6, 89, 4.86988e9])]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[([True, 'shuffle', '7'],\n", " [6041960, 29.731998443603516, 32.096595764160156, 78, 912881384.0]),\n", " ([True, 'sephashed', '0.08'],\n", " [4350027, 33.447998046875, 36.65166091918945, 89, 4860992488.0]),\n", " ([True, 'shuffle', '1'],\n", " [17717096, 26.93199920654297, 27.498756408691406, 89, 3220174568.0]),\n", " ([True, 'tensortrain', '0.27'],\n", " [4341432, 33.23999786376953, 37.35804748535156, 89, 4860992488.0]),\n", " ([True, 'generic', '0.03'],\n", " [4353832, 39.79800033569336, 44.01705551147461, 86, 527291368.0]),\n", " ([True, 'sephashed', '0.58'],\n", " [17608779, 24.51799964904785, 23.046175003051758, 89, 4860992488.0]),\n", " ([True, 'generic', '0.21'],\n", " [17548264, 25.441999435424805, 26.201345443725586, 89, 2826757096.0]),\n", " ([True, 'tensortrain', '0.75'],\n", " [17578648, 24.893999099731445, 23.787843704223633, 89, 4860992488.0]),\n", " ([True, 'shuffle.plusfc', 7], [4375210.0, 30.606, 31.908, 89, 911214000.0]),\n", " ([True, 'sephashed.plusfc', 0.08],\n", " [2465870.0, 35.08, 38.6, 89, 4869880000.0])]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parsed" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Substitution & Parameters & Mult-Adds & Top-1 Error (%) & Parameters (%) & Mult-Adds (%) \\\n", "RF & 4.35M & 0.53G & 39.80 & 6.32 & 4.62 \\\n", "RF & 17.55M & 2.83G & 25.44 & 25.48 & 24.77 \\\n", "HashedNet & 4.35M & 4.86G & 33.45 & 6.32 & 42.59 \\\n", "HashedNet & 17.61M & 4.86G & 24.52 & 25.56 & 42.59 \\\n", "HashedNet (+Linear) & 2.47M & 4.87G & 35.08 & 3.58 & 42.67 \\\n", "ShuffleNet (+Linear) & 4.38M & 0.91G & 30.61 & 6.35 & 7.98 \\\n", "ShuffleNet & 6.04M & 0.91G & 29.73 & 8.77 & 8.00 \\\n", "ShuffleNet & 17.72M & 3.22G & 26.93 & 25.72 & 28.22 \\\n", "Tensor-Train & 4.34M & 4.86G & 33.24 & 6.30 & 42.59 \\\n", "Tensor-Train & 17.58M & 4.86G & 24.89 & 25.52 & 42.59 \\\n" ] } ], "source": [ "textable = [['Substitution', 'Parameters', 'Mult-Adds', 'Top-1 Error (%)',\n", " 'Parameters (%)', 'Mult-Adds (%)']]\n", "#textable = []\n", "full_size, full_flops = 6.88832e7, 1.14128e10\n", "sort_key = {r:i*100 for i,r in enumerate(set([s[1] for s,r in parsed]))}\n", "parsed = sorted(parsed, key=lambda x: sort_key[x[0][1]]+int(x[1][0]/1e6))\n", "for s,r in parsed:\n", " row = [f'{naming[s[1]]}', '%.2fM'%(r[0]/1e6), '%.2fG'%(r[4]/1e9), '%.2f'%r[1],\n", " f'{100.*r[0]/full_size:.2f}', f'{100.*r[4]/full_flops:.2f}']\n", " textable.append(row)\n", "for i in range(len(row)):\n", " rowlen = max([len(r[i]) for r in textable])+1\n", " for j,row in enumerate(textable):\n", " while len(row[i]) < rowlen:\n", " textable[j][i] += " "\n", "textable = [" & ".join(r) + r" \\" for r in textable]\n", "textable = "\n".join(textable)\n", "print(textable)\n", "with open("table.tex", "w") as f:\n", " f.write(textable)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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btm089NBD9O7dm59//tl8/Ny5cxk8eDDe3t6sX78eAE3TmDVrFv369WPMmDEkJCRY/HqJmk/TNPLz81m/fj0uLi4WyWP//v14eHiwZ88e9u3bR//+/QFwdXVl165djBkz5oa9UBYsWEC9evXYuHEjEydOZOHChXTr1o2wsDCaNm1qPi4xMZElS5YQFBTErl276NixY7E6J4QQQghREU2cm7Bh0AZGNB9Bz/o9GdF8RJVM/Hb27Nlir9etW4e/vz+NGzdm3759lUpb3H5k8rcSCgOEwmA3JSWFp556irVr1+Lm5kZwcDALFixg8eLFAGRmZrJ161Z++uknXn75ZXMliYiIYOPGjaSnp/OPf/yDsWPHYm1tzaJFi6hduzaZmZk89NBDDB48mD///JPY2FjzuUVbJY1GI6Ghoezdu5fFixcTFBTEl19+iZOTE9u3byc7O5vhw4fTt29fTp48yblz59i7dy/x8fH079+fUaNG3eIrKG6Vd999l82bN9OgQQNcXV3p0KEDfn5+zJo1i4SEBAwGAwsXLqRFixZMmTIFJycnjh8/Tnx8PLNmzWLIkCEArFy5kpCQEHJycvDz8+OVV14hOjqap556ip49e3L06FHWrFnDyJEj2bFjB66urmzcuJEPPvgAgLZt2/L+++9X6r20adOGuXPn8tZbb+Ht7U337t0BGDRoEAAdOnRgx44dlcqj0NGjR/njjz/M3dtzc3Pp3LlzlaQthBBCiLtTE+cmlZroTQgJzEsoGSC4uLhw5swZRo8eDUB+fj5169Y1H1/45b5Hjx6kpqaag2ovLy9sbW2xtbXF3d2d+Ph4GjRowJo1a8wBxqVLl4iMjKR58+ZERUXx2muv4eXlRd++fc3pDx48GDAFJn/++Sdg6oZ7+vRpQkNDAUhNTSUyMpKffvqJ4cOHo9fr8fDwoFevXha+WqK6HD9+nO3bt7Nr1y7y8vIYOHAgHTp0YNq0abz99ts0a9aMY8eOMWPGDDZu3AhAXFwcW7ZsISIigmeeeYYhQ4Zw4MABIiMjCQ0NRdM0/vnPf/LTTz/RsGFDzp07x+LFi5k/f36xvM+cOcPSpUsJDg7G1dWVpKSkSr+f5s2bs2PHDvbt28f8+fPNdcDW1hYAvV5PXl6e+ff8/HzzudnZ2RXKS9M0+vTpw4oVKypdbiGEEEIIIaqCBOYllAwQ+vTpQ6tWrQgJCSn1eKVUqa8LAwr4O6gIDw/n+++/JyQkBIPBgL+/P9nZ2dSqVYuwsDC+/fZbPvnkE0JCQswt8jY2NuY0jEajOc0333yTfv36Fct7796915RH1EyHDh1i4MCBGAwGAHx8fMjKyuLo0aM8//zz5uNycnLMv/v5+aHT6WjVqhXx8fGA6SHPgQMH8PX1BUxDOSIjI2nYsCGNGjUqtSX5xx9/5KGHHsLV1RWA2rVrV/r9xMbGUtvWllH33ovDCy/w1VdflXls48aN2bNnDwC//vorUVFRFcqrc+fOzJo1i8jISO655x4yMzO5dOkSzZs3r9R7EEIIIYQQ4mZJYF5CbGwstWrVYuTIkTg4OPD555+TmJjIkSNH6NKlC7m5uZw/f57WrVsDsHXrVnr16sWhQ4dwdnbG2dm5zLRTU1NxcXHBYDAQERHBsWPHANOYV2trax566CE8PT3597//Xer5Ok0DTaNv3758+umn9OrVC2tra86dO0f9+vXp0aMHn332Gf7+/ly5coXw8HCGDx9e9RdJVDtN00rd5uzsXOaaloUPeYqer2kaAQEBjBkzptix0dHR2Nvbl5l3VTwAisrJITAhgVijEbsff+SZuXP5uG5dkg0G5s+fz/jx40s9b/DgwWzatAkfHx86depEs2bNKpSvm5sb7777LhMnTjQ/uJg2bZoE5kIIIYQQotpIYF7C77//zptvvolSCmtra+bPn49er+f1118nJSWFvLw8nnvuOXNgXqtWLYYNG0ZaWhqLFi26btr9+vVj/fr1eHt706xZMx544AEAYmJimDp1qrl77owZM0o9v4XRiOPSpTwREEB0dDR+fn5omoarqytr1qxh0KBB/Pjjj3h5edGsWTN69OhRhVdG3E66devG9OnTCRg/njy9nr179/Lkk0/SuHFjQkJCGDp0KJqm8dtvv3HfffeVmU6/fv1YuHAhjzzyCA4ODsTExGBtbX3dvHv37s2//vUvxo0bZ+7KXtFW86icHEb/+ScXjUYMWVks+OEHlq5dy/udOtGk4AFC4WSHAB07dmTTpk0AGAwGvvzyy1LTLXpOz5496dmzp/l14fmF72H79u0VKrMQQgghhBCWIoF5Cf369bumizjAN998U+rxgwcPviaQfvnll4u9LjprYuFM7CXt2rXrmm1FAwlXV1fWHztGzsGDuLzzDgv++gt97drkeXiQOm0aeQUt9W+99Vbpb6wK5ETlkBCYgDHWiJWHFW7T3LBpYnPjE0WViEqJIvBIILEZsXjYezCkU1v29ejB+o4d6dixI05OTixbtowZM2awZMkSjEYjDz/88HUD8759+3L27FmGDRsGgL29Pe+//z56vb7Mc1q3bs2kSZPw9/dHp9PRrl073nvvvQq9l8CEBC4ajVjn5BD2yitMeukljrm4EJiQwLL69SuUlhBCCCGEEHc6VVqX2LuYdunSpXIf7O/vz+zZs+nYsaMFi1ScPioKt4cfxuryZfO2XE9PEjdsIK9J5ZZkuJ6cqBz+HP0nxot/j3O38rSi0YZGd1xw7u7uzpUrV6q7GBUSlRLF6B2juZhyEYC2l2Hyr050Wr4dd/v6PPLIIwQGBtK+fftqLmn5+EdHczAzE31uLsN//BG3lBQaJCTQxMqK4Z07kylDMKrFnVg3hLgVpG4IUbqaXDcyMjLKHNZ3q7Rs2bLYkmlBQUGcOHGiwg1x4eHhrFq1ik8//fSmyhEdHc3TTz/Nvn37CA8P59FHH2Xt2rXmOYrGjh3LCy+8UKynYklBQUH07dsXDw+PmyrDnaLwvilaNxo0aABww3Gg0mJeCUVbtC3N5uBBbI4dw/DNN8WCcgDrixdxCgzk6jLLLdGQEJhQLCgHMF40cvXNSJoMP4f1yZNodnakvfQSyAR0VS7wSKA5KO99AUafhBczU3EaMgR3a3ceffTROyYoB/CwMv3pybO25usiPVRGODkxUFrMhRBCCCFuW/Xr12fp0qXmwLw8Nm7cSJs2bWp8YF4ZEpjfIYytW5PbsSO2+/eXut/6xAnIyQEby7ReG2ON12y7lzfIO1qHvIB/keXnBzqdRfIWEJsRa/693wUw6uANN2jo6cgjAyaQ8cgj1Ve4mzDNzY1jmZlcLLLSgIdezzQ3t2oslRBCCCHEzdFHReEUGIg+NvbvoaYW7M26e/duli5dSk5ODrVr12bZsmXUqVOHgwcP8vrrrwOm1aIKh+NmZGQwbtw4zpw5Q4cOHXj//fdRSnHixAnmzJlDeno6rq6uvPvuu9SrV48TJ04wdepUDAYD3bp1K5b3vffei9Fo5LvvvqNPnz7F9pWW3uHDhzl+/DgBAQHY2dmxdetW88pC4m8SmN8h8guWpsor4ymTLiGB2i++SNqECeSWssRVZVl5XHur/M5M7sn4FPV7InSQoNySPOz//tzf7Pf39oaGfJzu0eiq8rmTBhQ0sbFhQ6NGBCYkEJObS5TRSGMrK5yuM7ZdCCGEEOJ2pI+KwnX0aKwvXjRvsz52rNJDTbOysvDx8TG/vnr1qrmVulu3boSEhKCU4osvvmDFihX85z//YdWqVcybN4+uXbuSnp5uXsL55MmT7Nu3Dw8PDx5++GEOHz7M/fffz2uvvcbatWtxc3MjODiYBQsWsHjxYqZOncrcuXN58MEHmTt37jVlmzx5MoGBgcUC89zc3DLT++STT275EOA7jURTd5jUadPI9fQsti3X05PkBQtA03B57TWc3noLXcE61VXFbZobVp7Fg/NUt1yW1vIgbfEpePZ98tPyqjTP6zl58iR79+6t8HmxsbGMHj3aAiWyrGldpuHpXPxzr2tfl3vrtOPNmPU8s/c5vvrjK9Jy0qqphBXXxMaGZfXr83WTJnzVqBFGYHFCAvky74UQQggh7iBOgYHFgnL4e6hpZdjZ2REWFmb+eeWVV8z7YmJieOKJJ/Dy8mLlypX88ccfAHTt2pU5c+awevVqkpOTsSoYPtipUycaNGiATqfjvvvuIzo6mnPnznHmzBlGjx6Nj48PS5cuJSYmhpSUFJKTk3nwwQcBGDly5DVl6969O1B8RZyy0hPlIy3md5i8Jk1I3LDB1FUmLo68evXMXWWyfH0xfPMNDl9+ic3hw2Q88QSZI0bADZa/Kg+bJjY02tDINNY8zohVPSusxlixdXoIT/t/Tcamw+T+8wxOE5rgMMChSta5LovRaOTUqVOcOHECLy+vUvcX/hEqycPDgw0bNtxxE5U0cW7ChkEbCDwSSFxGHPXs6zGtyzQaOzXml/hf2HR2E2tPrWXDmQ34NfVjRPMR1LGvU93FLrd7bGwYV7s2KxITCU5NZUTBKgNCCCGEELc7fWxs6dvj4iyW5+zZsxk/fjy+vr6Eh4ezePFiAAICAvDy8mLfvn0MHTqUoKAgAGyKDHfV6/UYjUY0TaNVq1aEhIQUSzs5Oblc3+UnTZrE0qVLzav5lJWeKB8JzO9AeU2alD7Rm40NmaNHk92vH44ffojD2rXYhYWR9uKL5N5/f6XztWliQ/1lf0/MNWHCBKKioxgVPIpeD/TC/rfj7Hp+F0ZbI4MfGcz0udOJjo7mqaeeolu3bhw5cgQPDw/WrFmDwWBg9erVrF+/HisrK1q2bMnKlStJSkri5ZdfJioqCjs7OwIDA7n33ntZtGgRcXFxREdH4+rqyqFDh8jKyuLQoUMEBAQQERFRbP+rr77KpEmTyMjIAODNN9+ka9euREdH4+PjQ1hYGEFBQYSFhZGZmcmFCxcYNGgQr732WqWvk6U0cW7CsgHXfu4P1H2AB+o+QMTVCL4++zXB54LZem4rfRv1xb+lP/e43FMNpa24IY6O/JKVxeqrV2lna0vLgq5XQgghhBC3s7KGmubVq2exPFNSUswTqW3cuNG8/cKFC7Rt25a2bdty9OhRIiIicC6jwaN58+YkJiZy5MgRunTpQm5uLufPn6d169Y4Oztz6NAhunXrxubNm0s9v2/fvixcuJDYggcT10vPwcGBtLQ7p2dndZCu7DVQvocHKa+/TsqcOWA04jJzJk7z56Or4lbimTNn4unpSVhYGP0f7k98+3g2L93Mp20/5cimI4TNCiM/K5/IyEiefvpp9u/fj7OzM9u3bwdg+fLl7Nq1iz179vD2228DsGjRItq1a8eePXt49dVXmTx5sjm/EydOsGbNGpYvX84rr7zCsGHDCAsL4+GHH75mv7u7O19++SW7du1i5cqV5kkwSjp16hQrV65k7969bN26lb/++qtKr9Gt1KJWC6Z3nc4a3zUMaTaE8EvhvLjvRWaHz+Z4/HFu96URlVL829WV2jodb1+5QmZ+fnUXSQghhBDihsoaapo6bZrF8nz55Zd5/vnnGTFiBK4Fc1EBfPzxxwwYMABvb2/s7Ozo379/mWnY2NjwwQcfMG/ePLy9vfH19eXIkSMALF68mJkzZzJ06FDs7OzKTGPSpEnm7urXS++xxx7j1VdfxcfHh8zMzKq4BDWOrGNeXIXWMb8j5ORgv3Ej9kFBaFZWpu7tw4dDGV29K6Lomob//e9/CQ0NNT2Ry4PUuFSecnyKbo26MSVyCj8e/RGlFMuXLyc3N5cpU6bw5JNPYm9vj5+fH35+fjg4OODr68tHH32EZ8Efty5durBv3z4++ugjlFJMnToVuHYdx0WLFhXbn5KSwqxZs/jtt9/Q6XScP3+ec+fOER0dzbPPPmtuMT9y5AgLFy4E4KmnnmLSpEnXzDx5p0rNSSU0MpTgc8Fczb5Ki1ot8G/pT+8GvdHrbt9J1n7NyuLVuDj6Ozjwirt7dRfnrlKT16MVojKkbghRuppcNyq6jrl5VvYSQ03F3UXWMRdls7Eh48knyRowAMdVq3BYvdrUvX3iRHI7dKiybDRNIyAggDFjxpi3ZZ/O5mTgSXRXdVyeeRnXF13R6/VkZWUB8OkEw7BkAAAgAElEQVSnn/LTTz+xe/du3nvvPfbv319qq27hGJcb/XEsuv+jjz6iTp06hIWFkZ+fT7NmzUo9p+h4G51Oh9F47bJwdyonGydGtx7NIy0eYU/UHr6J+Ia3D79NPft6PNLiEXw8fTBY3X5LVbS3s+NxFxc+T07mfjs7vBwdq7tIQgghhBDXVeZQUyHKSbqy3yXy69cnZc4cUv7zH1R2Ni7Tp+O0YAG6xMSbTrPoWJF+/foRFBREeno6YJopMrVOKnXeqIOVqxU5Z3OImRBDxuEMtFyN/Px8Ll26RK9evXjttddISUkhPT2dHj16mNdbDA8Px9XVFScnp2vydnR0vO44lZSUFOrWrYtOp+Prr78mL+/WzRh/u7HR2zD4nsF86P0hs7vPxtXOlZUnVvL0rqdZf3o9V7OvVncRr/G4iwvtbG1ZnpTEX7m51V0cIYQQQgghLEpazO8yOT16kHj//dgHBWG/cSM2P/9MxpgxZA4bBhVcQ9rV1ZWuXbsyYMAA+vfvz/Dhwxk2bBhgar1+//330ev16Jx1NPioAUlrksj+MpusM1mkPpjKS+++RGpqKpqmMW7cOFxcXJg6dSpTp041j4t57733Ss27Z8+eLF++HB8fHwICAq7Z//TTTzN+/Hi2bdtGr169KtQVqabSKR09G/SkZ4OenEo4xaazm/ji9y/Y+MdGfD19GdFiBA0dG1Z3MQHQK8U0d3dejIlhwZUrLPLwwNqCM/0LIYQQQghRnWSMeXE1b4z5dej++gvHVauwOXKEvKZNSZ04EWO7dhbNM+tkFknLk8i5kIOhi4HaL9TGumHll3OriJo8HqqiolOj+frs1+yN3ktefh69GvTCv6U/rV1bV3fRAAjPyGBufDyPODszrnbt6i5OjSd1Q4jSSd0QonQ1uW5UdIy5EFC5Meb6N954w7Klu7O8kZqaWt1luGU0Z2ey+/fH2KwZtgcPYtiyBX1sLLlt24LBMmOPrepa4TjIEZ2jjvQ96aSGpKIZNWza2KCsbk2LqL29vXkZtbudi60LPer3wK+pH1Y6K7776ztCzodw4soJXGxdqO9Q36Jr0t9IY2trkvPzCU5NpbWtLQ2tb+1DnLuN1A0hSid1Q4jS1eS6kZubi7V87xAVVHjfFK0bBcNy59zoXAnMi7urAnMAlCKvcWMy/fwAMGzfjmH7djQ7O4wtW4Ku6qchUDqFbVtbHLwdyLuSR2pIKhn7M7Cqb4V1I8v/AazJ/4ncLIOVgU51OzG02VBcbF04HHeY7ZHb+eGvH7DV29LEuQl6VT0zuXe0teWnrCz2p6czwMEBgwXuSWEidUOI0kndEKJ0NbluSGAuboYE5lXn7gvMC1lbk9upE9l9+2J1/jyGbduw+eknjPfcQ36dOhbJUmevw763PXbt7cg6lkXq1lRyInKwbWOLztFywVdN/k+ksqx11rR1bcuwZsNo6NiQ35N+Z8eFHey+uJs8LY+mzk2x0dvcOKEqZKUU7W1t2ZqaytmcHAY4OFRrK35NJnVDiNJJ3RCidDW5bkhgLm5GZQJzaXoSxeQ1bEjyW2+RMmsWupQUar38Mo7vvotKSrJYnnYd7ai/vD61n61N9vFsLo2/RPKXyWg5Mv9BdbHSWeHVxIvl/Zczt+dcGjs1Zs2pNYzZOYbVJ1dzJfPWjifztLHhhdq1+V9WFl/frQ/PhBBCCHFXWbJkCf3798fb2xsfHx+OHTsGQPfu3Ums4MpKq1evpm/fvgQEBJCdnc2oUaPw8fEhODgYf39/jh8/ft3z/f39GTRokPn18ePH8ff3v+450dHRbN68ucz9cXFxjB07ttzvobT3vXv3bpbdgmXqJkyYwPnz5y2ah8zKLq6lFDm9e5PUuTP2X36J4ZtvsP3xR9Kffpqshx6yTPd2a4Xzo87Y97Mn6cMkrn56lbQ9abhOcMXQ5fZba/tuoZSiS70udKnXhYirEWw8u5FvIr5h87nN9G/Un5EtR9LUuektKYufoyO/ZGWx7upV2tva0sbW9pbkK4QQQghxI1E5OQQmJBBrNOJhZcU0Nzea2Nx8L8MjR46wZ88edu7cia2tLYmJieTk5Nx0euvWreOzzz6jSZMmHD16FKPRSFhYGADr168vVxpXrlxh3759DBgwoFzHFwbmI0aMKHX/hx9+yJNPPnnN9kWLFtGoUSNGjRp1wzx8fX3x9fUtV3luVl5eHmPHjmXlypUsXLjQYvlIi7kok2YwkP7ssyStWIGxRQscV6yg1uTJWJ0+bbE8repYUWdWHeq+WRelFJdnXyb+zXiM8UaL5SnKp0WtFszoOoPVPqt5qOlDfP/X90zYO4HXw1/nRPwJLL3Cg1KKSW5uuOn1vH3lCun5+RbNTwghhBCiPKJychj9559sTk3lYGYmm1NTGf3nn0RVIpC+fPkyrq6u2BY0RLi6uuLh4WHev2bNGgYOHIiXlxcRERGAKaBdtWqV+ZgBAwYQHR3N9OnTiYqK4plnnmH58uVMmjSJU6dO4ePjw4ULF4rle+DAAYYOHcrAgQMZP3486enp5n0TJkxgyZIl15Q1Ly+PuXPnMnjwYLy9vc2B/rx58zh06BA+Pj58+OGH15y3fft2+vXrd9PXCCAoKIhZs2YBMGXKFGbPns2wYcN48MEH2bZtm/m4lStXmsv3zjvvmLc/++yz+Pn50b9/fz777DPz9pYtW7Jw4UKGDBnC0aNH6d69O99//z1Go+ViEgnMxQ3lNWlC8vz5pM6YgS4piVpTp+L43nuo5GSL5WnobKD+ivrUeroWmYczuTTuEslfJaPlSvf26ubh4MGEjhP41O9TxrQdwx9X/2D6D9OZ/O1kvvvrO/I1ywXMjjod093diTcaeT8x0eIPA4QQQgghbiQwIYGLJQK2i0YjgQkJN51m3759uXTpEr1792bGjBkcPHiw2H5XV1d27drFmDFjigXjpVmwYAH16tVj48aNTJw4kYULF9KtWzfCwsJo2rSp+bjExESWLFlCUFAQu3btomPHjsUC6s6dO2NjY8OPP/5YLP0vv/wSJycntm/fTmhoKF988QVRUVHMnDnTnM/48eOLnRMVFYWLi4v5wUNViYuLY8uWLaxbt4758+cDpocNkZGRhIaGsnv3bk6cOMFPP/0EmB5m7Ny5k+3bt7NmzRpzV/mMjAxat27Ntm3b6NatGzqdjqZNm/Lbb79VaXmLkq7sonyUIrtPH3K6dsX+888xbNli6t7+zDNk+flZpnu7jcJltAsO/RxI+iCJq2uvkr4nHdcXXbHrZFfl+YmKcbZx5ok2TzCy5Uj2Ru3l67NfM//QfOo71GdEixH4NPHBzqrqP6d7bW0ZU6sW665e5QE7O3wdHas8DyGEEEKI8ootoxU1rhKtqw4ODuzcuZOff/6Z8PBwJkyYwIwZM8zduwvHe3fo0IEdO3bcdD5FHT16lD/++IOHH34YME1k1rlz52LHTJ48mSVLlphbqcEU+J4+fZrQ0FAAUlNTiYyMvO7keXFxcbi5uZlfnz59mkmTJgEQHx+PtbU1H3/8MWBqFXd1dS3Xe/Dz80On09GqVSvi4+PN5Ttw4IC5y3tGRgaRkZH06NGDNWvWmK/fpUuXiIyMxNXVFb1ez0MPPVQsbXd3d2JjY+nQoUO5ylJREpiLCtEMBtKfe44sHx8cly/H8f33sdu5k7SAAIytWlkkTysPK+r8pw6ZhzJJXJFI3Iw4HPo4UGt8Lazc5BaubrZ6WwbfMxi/pn6EXwpn09lNrDi+gs9Of8bQZkPNS7BVpcecnfklK4sViYnca2tLI5k1VQghhBDVxMOq9O+j9crYXl56vZ6ePXvSs2dP2rRpw8aNG82BeWFLs16vJy8vz/x7fpGhftnZ2RXKT9M0+vTpw4oVK8o8pnfv3ixcuNA8EV2hN99885pu6eHh4WWmYzAYipWvbdu25jHvFRljXpJNkXH9hT0rNU0jICCAMWPGXFO+77//npCQEAwGA/7+/uYy2draotcXXyo4OzsbOzvLNQ5KV3ZxU/I8PUlesIDU6dPRJSRQa8oUHJcuRaWkWCxPQzcD9T+oj8uTLmQczCBmXAwp36SgGaU78+1Ap3T0btibd/u+y8J/LKSNaxs+//1zxu4ay4rjK4hJj6nCvBTT3NywUYr5V66QI13ahRBCCFFNprm54VkiCPcsmADuZkVERBSbBfzUqVM0atTouuc0btyYX3/9FYBff/2VqKioCuXZuXNnDh8+TGRkJACZmZmcO3fumuMmTZpULHjv27cvn376Kbm5uQCcO3eOjIwMHB0di41RL6pZs2ZER0dXqHw3q1+/fgQFBZnLEhMTw5UrV0hNTcXFxQWDwUBERMQ1DxtKOn/+PK1bt7ZYOaW5Udw8pcju14+cbt2wX78ew9at2P7wA+nPPkuWr69FurfrbHXUeqoWDgMcSFqVRNJHSaSHpVN7Ym3s2kn39tuBUop27u1o596OiykX+SbiG7Zf2E5oZCi9G/RmZMuRtKpd+d4VblZWvOzmxhvx8axJSuKFcnZxEkIIIYSoSk1sbNjQqBGBCQnEGY3Uq4JZ2TMyMnjttddISUnBysqKpk2bEhgYeN1zBg8ezKZNm/Dx8aFTp040a9asQnm6ubnx7rvvMnHiRPMM8NOmTaN58+bFjvPy8irWDf2JJ54gOjoaPz8/NE3D1dWVNWvW0LZtW/R6Pd7e3jz22GPFxpnb29vj6elJZGQk99xzT7nL6O3tjVIKgKFDh9K2bdsbntO3b1/Onj3LsGHDzHm///779OvXj/Xr1+Pt7U2zZs144IEHykwjPj4eOzs76tWrV+6yVpSSyZOK0S5dulTdZbhj6SMjcVyxAuuTJzG2bk3axIkYW7a0WH6appF5MJOkVUkY4404eDlQ+1+10dfWX/c8d3d3rly5tetw3+0SMhMIPhfM9gvbSc9Np4N7B/xb+dOlbhfzH9ebtSoxkeDUVP5Tpw497O2rqMR3J6kbQpRO6oYQpavJdSMjIwN7+V5hUTt27ODEiRNMnz69uotyQx9++CFOTk48/vjj1z2u8L4pWjcaNGgAcMMvvPo33nijCopaY7yRmppa3WW4Y2m1a5Pt40Ne/frYfv89hi1b0F29Sm7btmCBNaeVUlg3tsbRzxGFIm17Gmk70tDZ6bBpYYPSlX7/29vbk5GRUeXlEWWzt7bn/rr3M+SeITjbOHM47jChkaH8cOkH7KzsaOzUGL26/gOVsnSws+NQZiZ709Pp7+CAvQV6atwtpG4IUTqpG0KUribXjdzc3OtOXiYqr2XLlkRFRdG+ffvqLsoNRURE4O/vj+4G3zML75uidcPJyQlgzo3ykBbz4qTFvIqotDTsP/sMQ0gImqMjaf/6F9ne3hbp3l4o989cEpcnkvW/LGya2eAa4Ipt22sfCNTkp7t3itz8XA78eYBNZzdxMeUi7gZ3hjcfzqCmg7C3rvjT6T9zc3kpNpaWNja8Xbcuukq2wt+tpG4IUTqpG0KUribXDWkxFzdDWsyrjrSYVxUbG3K7dCG7Rw+sf/8dQ0gINr/8Qm6LFmgWGgusd9bj4OWAdRNrMg5mkLo5lbz4PGzvtUVn9/cDgZr8dPdOoVd6mrk046F7HqK1a2uiU6PZcWEH285vIy03DU8nzwoF6M56Pa56PcGpqVgrRTsLzphZk0ndEKJ0UjeEKF1NrhvSYi5uRmVazCUwL04C8yqmubqS5eNDXr162H33HYbgYFRKCsa2baESE2KURSmFjacNjoMcwQhpOwq6tzvqsGlug1KqRv8ncqdRStHQsSE+nj508+hGcnYyuy7uYsv5LcRlxNHAoQG1bGuVK61m1tb8aTQSkprK/QYDdSq5RMndSOqGEKWTuiFE6Wpy3ZDAXNwM6cpedaQruwWp1FQc1q/HLjSUfGdn0p97juwBA8CC3Y5zLuaQtDyJrF+zsGlp6t7esGfDGtvtqiaISY9hc8Rmdl3cRU5eDt08uvFoy0e5z+2+G04Ul5Gfz8SYGPKAFfXr4yjjzSukJndJFKIypG4IUbqaXDekK7u4GdKVvepIi7kl2dqS07UrOd27Y/3bbxhCQrD+3/8wtmyJVru2RbLU19Lj4O2AdUNrMn7IIHVLKvlJ+agWCp2tBG23IycbJ7p6dGVw08HY6m0JvxTOtshtHIk7gqO1I42cGpUZoFsrRVtbW4JTU/krN5d/2NtXetb3u0lNbvkQojKkbghRuppcN6TFXNyMyrSYS2QibjljixZcXbyYtClTsIqKonZAAA4ffICy0B92pRQO/R1o8FEDnIY5kRicSMxzMaTtTkPLlx4jtysXWxeeavsU6wauY2LHiSTnJPPWobcYFzaO0MhQsvOySz2vta0tT9eqxQ8ZGexIS7vFpRZCCCGEqBotSyw7HBQUxKxZsyqcTnh4OGPHjr3pckRHRzNgwABzWg0bNmT37t3m/WPHjiU8PPy6aQQFBREbG1vm/tdff52ffvqpXOUp6zqMGTOG5OTkcqVxs06fPs2UKVMskrYE5qJ66HRkDRxI4urVZPn5YQgOpvZzz2G7fz9YaHiFzkGH6wuutFzbEquGViS8m0DcK3HknMuxSH6iathZ2TGk2RBW+6xmZreZOFg7sOx/y3h619N88fsXpOSkXHPOSCcnHrCzY1VSEhdz5PMVQgghhGXpo6KoFRCAm78/tQIC0EdFVXeRLKZ+/fosXbq0Quds3LiRuLi4UvclJSVx7NgxevTocc2+7t27lzuP9evX4+LiUqFyVYTRaKRt27bExMTw119/VXn6EpiLaqU5OZH20ktcfe898t3dcQoMxGX6dPQXL1osT0MrA/XeqYfbv90wXjISMymGxJWJ5KfnWyxPUXk6peMfDf/Bkn5LCPxHIK1qtWL96fWM3TmWlcdXEpseW+RYxcvu7jjodMy/coXsfPlshRBCCGEZ+qgoXEePxn7zZmwPHsR+82ZcR4+2aHC+e/duhgwZgq+vL6NGjSI+Ph6AgwcP4uPjg4+PD76+vqQV9B7MyMhg3Lhx9OnTh4CAAArnGTtx4gQjR47Ez8+PJ554whw8nzhxAm9vb4YOHconn3xSLO97770XZ2dnvvvuu2vKVVp627Zt4/jx4wQEBODj40NmZmaxc0JDQ+nfv3+lr0n37t1JTEwkOjqavn378n//93/079+fxx9/3JznhQsXePLJJ/Hz82PEiBFERERc93ouWrSIadOm8fjjjzN58mQAfHx8CA4OrnR5S5LAXNwWjK1acfW990h76SWsIiOpPXEiDh99hCpRcauK0ikcfR2p/1F9nAY7kRqSyqXnLpG2Nw2ZEPH2ppSivXt7/tvzv6zyWkWfhn0IvRDKv8L+xfzD84m4avoD66rX87KbGxdzc/no6tVqLrUQQgghaiqnwECsSzQqWV+8iFNgYKXSzcrKMgfZPj4+vPPOO+Z93bp1IyQkhN27d/Pwww+zYsUKAFatWsW8efMICwtj8+bN2BUsIXvy5EnmzJnDt99+y8WLFzl8+DC5ubm89tprfPjhh+zcuZNRo0axYMECAKZOncrcuXMJCQkptWyTJ09myZIlxbaVld6QIUPo2LEjy5YtIywsDIPBUOy8w4cP0759+0pdq5IiIyN5+umn2b9/P87Ozmzfvh2AadOmMXfuXHbu3Mns2bOZMWMGUPb1BNPDhjVr1rB8+XIAOnbsyM8//1yl5QWQ9YTE7UOnI2vwYLJ79cLhk08wfPMNtgcOkD5uHNl9+lhk9na9kx7Xia44+DqQtCyJhHcSSN+VTu0Xa2PTtOqXcxNVy9PZk6mdpzL23rEEnwsmNDKU7/78jk51OjGy5Ug61+3MSGdnvk5J4X47O3rJ7KpCCCGEqGL6MsZO68voul1ednZ2hIWFmV8HBQVx4sQJAGJiYpgwYQKXL18mJyeHJk2aANC1a1fmzJnDiBEjGDRoUOGM4HTq1Mn8+3333Ud0dDTOzs6cOXOG0aNHA5Cfn0/dunVJSUkhOTmZBx98EICRI0eyf//+YmUr7GJeNEA9d+5cqendyOXLl3FzczO/njlzJocPHwYgLi4OHx8fAIYMGWJutb6Rxo0b065dOwA6dOhAdHQ06enpHD16lOeff958XE7BkMeyrieAr69vsYcJbm5uZXbLrwwJzMVtR3NxIW3yZLIGDsRx+XKc3n4bux07SHvxRfKKVJKqZNvSlnrv1iNtVxpX11wlZmIMzsOdcXnKBZ1BOpbc7twN7vyr3b8Y3Xo02yO3E3wumNnhs7nH5R4ebj6SFjZteS8hgZY2NtSV9c2FEEIIUYXyPDxK316vnsXynD17NuPHj8fX15fw8HAWL14MQEBAAF5eXuzbt4+hQ4cSFBQEgI3N3w1Oer0eo9GIpmm0atXqmlbx5OTkcq1qM2nSJJYuXYperwcoM70bsbOzIzv770l9582bZ/69e/fuxR5OlJetra35d71eT1ZWFvn5+Tg7O5eaXlnXE7hm2bzs7GxzT4SqJBGHuG0Z27Th6pIlpE2ciFVEBLVffBGH1ast2r3daZATDT5ugKOvIynfpHBp3CXSD6RL9/Y7hIO1A4+2epS1A9fy7wf+TV5+Hu8de4fYk28Rl3mFefFx5MlnKYQQQogqlDptGrmensW25Xp6kjptmsXyTElJwaPggcDGjRvN2y9cuEDbtm2ZOHEiHTt2NI+hLk3z5s1JTEzkyJEjpjLn5nLmzBlcXFxwdnbm0KFDAGzevLnU8/v27UtycjK//fbbddMDcHBwMI93L6lly5ZcuHChAu/+5jg5OdG4cWPzgwNN0zh16hRQ9vUszfnz52ndunWVl08Cc3F70+nIGjKExI8/JsvLC8OmTdQePx6b77+32Oztehc9bpPd8HjXA31tPVfevsLlmZfJjc61SH6i6lnrrPH19GWl10rmPDiHe+wcyLu4nu3xZ3jp9A4SsxKru4hCCCGEqCHymjQhccMGMkaMILtnTzJGjCBxwwaL9fQEePnll3n++ecZMWIErq6u5u0ff/wxAwYMwNvbGzs7u+tOqmZjY8MHH3zAvHnz8Pb2xtfX1xxUL168mJkzZzJ06NDrtg5PmjSJmJiYG6b32GOP8eqrr5Y6+ZuXlxcHDx6s0Pv/6quv6Ny5s/nn0qVL5Tpv2bJlbNiwAW9vb/r3729e9q2s61ma8PBwvLy8KlTe8lDSEliMVt4PVVQPq99+w3H5cqzOnyf3/vtN3dsbNapQGu7u7ly5cqVcx2r5GmmhaVxddxUtS8NppBMuo6V7+53oTOIZpkX/xm840iT2a4bUaY1/S38aOzWu7qLdNipSN4S4m0jdEKJ0NbluZGRkXNOFWVjO8OHDWbdunUWXO6sK2dnZjBw5ki1btmBVyvDIwvumaN0oGNt/w7EB+jfeeKOKi3tHeyM1NbW6yyCuI79OHbL8/Mh3dsZu3z4MwcGQk0Nu69ZgbV2uNOzt7cnIyCjXsUopbFvb4ujjSN7VPNJC0sjYm4FVXSusGluVa/yNuD24G9wZXrc1R3MVifbN+eviJrZGfE3E1Qjq2Nehrv2NJyep6SpSN4S4m0jdEKJ0Nblu5ObmYl3O75ai8lq1akVmZiZ16tSp7qJcV1RUFPfffz+eJYYuFCq8b4rWDScnJ4A5N0pbWsyLkxbzO4hKSsJx9Wps9+4lv04d0p5/npyePW84e3tlnu5mncwiaUUSOZE5GLoYqP1Cbawbyh/tO0lETg5TYmPpYK1oc/Vbtp0PITUnlbaubRnZciQP1n8Qnbo7e0TU5JYPISpD6oYQpavJdUNazMXNkBbzqiMt5ncSg4Gcnj3J6dQJm//9D8PWrVidOUNu69Zozs5lnlaZp7tWda1w9HNE56QjfU86qSGpaEYNmzY2KCtpPb8TuOr1GJQiND2Tf9S7n5fbjMTVzpVjl4+x48IODvx5ACudFZ7Onuh1+uou7i1Vk1s+hKgMqRtClK4m1w1pMRc3ozIt5hKYFyeB+R0ov25dsgYNQnN0xG7PHuy3bgWj0dS9vZSxH5X9T0TpFLZtCrq3x+eRGpJKxv4MrOpbYd1I/oDfCdrY2PBHTg7b09Lo7eBMjzr3MrTZUDydPfnj6h/svLCTnRd2Ysw34unsia3e9saJ1gA1+QuWEJUhdUOI0tXkuiGBubgZ0pW96khX9jucLjERh48/xnb/fvLr1SPthRfI6dGj2DFV3e0q63gWicsTyY3OxdDdgOsLrlh5yFrZt7ukvDwmxsTgqNOxxMMDg87UfV3TNE5cOcGms5s4EncEO70dA5sOZESLEdSzt9x6pLeDmtwlUYjKkLohROlqct2QruziZlSmK7sE5sVJYF5DWP/6K47LlqGPiiKnWzfSXniB/Pr1Acv8J6LlaqRuSSX5i2S0PA2Xx11wHumMspHu7bezXzIzmXX5Mr6Ojkxxc7tmf2RyJF9HfM230d+iodGnYR/8W/rTvFbzaiit5dXkL1hCVIbUDSFKV5PrRnUH5omJiYwaNQqA+Ph49Hq9eRmv0NBQbGxsbnmZ3n33XbZv3w7A77//Tps2bQB48skn+ec//1muNA4fPszOnTuZPXu2pYpZrSQwrzoSmNckRiOG4GDsP/8cZTSS8dhjZDz6KO4NG1rsPxHjFSNJHyaR8X0GVg2scJ3giqGLwSJ5iarxydWrBCUnM8PdnT4ODqUeE58Rz5ZzW9hxYQeZxkw61enEo60e5f4699eomflr8hcsISpD6oYQpavJdaO6A/OiFi1ahIODAy+88MItzddoNJa6JJjRaKR9+/acPn26QufdDSoTmN+dV0zcHaysyBw5kuy+fXH46CPsP/8c2717Ua++Cq1bWyZLdyvqzKxD5tFMklYmcXn2Zex72VP7+dpY1ZHqdjt6ysWF41lZLE1MpJWtLR6l/EdSx74O49qP4/HWj7P9wna2RGxh1o+zaObSDP+W/vyj4T+w0snnK4QQQtytcqJySAhMwBhrxMrDCrdpbgKOepcAACAASURBVNg0sUyr9ldffcW6devIycmhS5cuvPXWW+Tn59O+fXvGjBnDvn37MBgMrF27Fnd3d4KDg1myZAk6nY5atWqxadMmMjMzefXVVzl58iRWVlbMmTOHHj168MUXX/D999+Tnp5OTk4OGzZsKFeZJkyYQP369Tlx4gSdO3fG29ub//73v2RnZ2Nvb897771H06ZN2b9/P1988QUfffQR8+bNIykpiXPnzhETE8OECRMYO3asRa7ZneDuXBNI3FXy3d1JnTGD5PnzwcoK/Suv4DxnDrrYWIvlaehsoP6K+tR6uhaZhzO5NO4SyV8lo+VKD5XbjZVSTHd3RwMWXLmC8Tq9iBxtHHms1WN8MvAT/v3Av8nNzyXwSCDP7n6WLRFbyDT+P3t3HhhVee9//H3OmTP7ZIfsC4HIoqgIFhQQBKKAIlYQW2/1p7VaFX562/5qq7/+Wnvba+/Vbrbiglet2qvXsIYACYv7gorigktlDWtCgGwnyUxmO78/ohbaQYGZyUwy39dfEjPzPCBfn3znfJ7n8fbexIUQQgiRFPx7/Oz71j6M5QbejV6M5Qb7vrUP/x5/zMf629/+Rl1dHdXV1axfv55QKER1dTUA7e3tjBs3jg0bNjB69Ogvm+rf//73PPfcc2zYsIHHHnsMgMcffxyr1crzzz/Pn/70J2677Tb8/p75vvvuu/zpT3864ab8C3v37qWqqoo777yToUOHsmLFCtatW8f8+fP57W9/G/E1u3bt4rnnnqO6upp7772XVE5zS2MuUkbg7LNpefBBwvPno7//Plk33YTz2WfBH/v/aQIoVoX0b6VT8EgBjnMctD7RSsOtDfje98VlPHHq8iwWbsvK4m/d3fy1re1rv9+qWbmo9CIenvowvxj3C3KduTyy5RGurbuWv3zyF1p8Lb0wayGEEEIkgyP3HiG4O3jM14K7gxy590jMx3r11Vf54IMPmDFjBpWVlWzcuJH6+noA7HY7U6ZMAeDMM89k7969AJx77rncfvvtPPPMM4TDYQDefvtt5syZA8DQoUPJzc398n0mTZpERkbGSc/t0ksvRf38MN3W1lZuuOEGpkyZwj333MNnn30W8TXTpk1D13UGDhyI2+2mpSV1f4aS7KVILbpO+DvfoWX06J54+1NPYduwgY6bbyZw7rlxGdKSZ2HAzwfgfdtL80PNHLzzIK4LXGTclIElW0owWUxyudjs81HV1sbZdjtn2+1f+xpVURmXP45x+eP4tPlTlm5bStVnVSzbtoypJVOZM2QORZ6iXpi9EEIIIRIl2BiM/PWDkb8eDdM0ueqqq7jjjjuOHSsYPOZAOE3TCIVCANx3331s3ryZDRs2UFlZyYYNG77yybTD8ffzke655x5efPFFLBYLtbW1Xzm3o/fk/+Y3v2HatGl85zvfYfv27Xz3u9+N+Bqb7e9X0mqaRjAY+z+zvkKemIuUFB4wAOOuu2j79a9BUUj/+c9J+/WvUZua4jam4xsO8h/OJ/1f0una2EXDjQ20L2vHDKZuZCfZ3JyZSaGuc9/hw7R+vpidqOFZw/nZ2J/xaOWjTCuZxvN7nuemDTfxb2/+G58c+SROMxZCCCFEoh3vmlxLbuwfwEycOJGamhqam5uBntPb9+/f/5Wv2b17N6NHj+aOO+4gIyODxsZGxo0bx7JlywDYtm0bTU1NlJWV/dNr77rrLtavX/+1Tfk/MgyDvLw8oGdPvPh60piLlBYYPZqWBx+k87rrsG7aRNaNN+J47rm4xdtVm0rGdzLIfzgf2xk2Wh5toWFBA74tEm9PBg5V5ac5ORjhML8/cuSU9jkVugu5bdRtPHnxk1w19Cq2HN7Cj175ET96+UdsbNhI2AzHYeZCCCGESJTsO7KxlB7bhFtKew6Ai7Xhw4fzwx/+kKuuuopp06Zx9dVXc+jQoa98zd13383UqVOZOnUqEyZMYNiwYVx//fX4fD6mTp3KggULuP/++2N6BduCBQv4xS9+wezZs7+Mt4uvJtelHUuuS0sBx7vaQz14EPeiRVjfeINQYSEd8+cTGDUqbvMwTRPvm15aHm4h2BTENcVF5vcy0TK1uI0pTsxKw+Ch5mZuyszkm2lpUb2XN+hl3e51LNu+jKauJorcRcypmMOU4ilYtd6/g/Sr9Odrb4SIhtSGEJH159o42evSvjyV/WAQS258T2UXyUvuMY8dacxTwNctIvqmTbgfegitoYHuiRPpvOkmwjk5cZtP2Bem/X/aaV/SjmJXyLg2A/clbhSt/9yP3deYpskvDx3iHZ+PP+blMSQGnyCHwiFeO/Aai7cuZkfbDjJtmcwePJuZg2bisXpiMOvo9ecfsISIhtSGEJH159pIpnvMRd8hjXnsSGOeAk5oEfH7cS5divPZZzE1ja6rr8Z7+eWg63GbV2B/gOaFzfje82Ett5I1PwvbCNvXv1DERXsoxPyGBmyqyp/z8nDEKIZlmibvH3qfJduWsLlpMw6Lg4tLL+abQ77JQOfAmIxxqvrzD1hCRENqQ4jI+nNtSGMuTkU0jbl29913x3d2fcvdhmEkeg4izpxOJ11dXV/9TZpGYORIfBdeiGXfPhyrVmF77TVCxcWEPz/IIta0NA3XFBd6iU7Xxi6MFQahQyFsw22odtmb09tsqkqF1cqK9nYOh0KcH6PFWVEU8l35TC2Zynn552EEDNbtXsfKHSvZ37GffFc+mfbMmIx1sk6oNoRIQVIbQkTWn2sjEAigx/GBjOifvvh7c3RteDwegF9+3WulMT+WNOYp4GQWEdPtpnvyZIIVFdjeegtHdTXa3r0Ehw/HjMOnqIqiYC214p7hhhB0rOmgo7YD1a1iHWxFUSTe3ptyLRbCQLVhUKDrDIrhoSgAWfYsxheMp7KkkrAZ5sW9L7Jy50o+bf6ULHsWec68Xv1v3p9/wBIiGlIbQkTWn2tDGnNxKqQxjx1pzFPAqSwioaIivDNmgKbhWLsW++rVoOsEKyogDidNKrqC4xwHjvEOAtsCGDUG3k1erIOtcvd5LzvDZuMDn4+1nZ1MdDrxaLE/nM+luxiTO4ZLBl2CS3exsWEjq3et5s2GN3HpLordxahK/FMT/fkHLCGiIbUhRGT9uTakMRenIprGXPaYH0v2mKeAaPdDqQcO4H74YaybNhEqKaFjwQICI0fGcIbHMk2Trpe6aHm0hVBrCM8MD+nXpaN55PT23tIUDDK/oYF8i4Xf5eWhx/kptj/k54W9L7B021L2dewj15nLN4d8k4tKL8JhccRt3P68V1CIaEhtCBFZf64N2WMuTkU0e8xl46oQJylcUED7L39J+y9+geLzkX7HHXjuvRe1uTku4ymKgutCFwWPFpA2Ow2jzqDhew10rOvADMsHa71hoMXC7dnZbPP7eaq1Ne7jWTUr08um88i0R/j5uJ+Tbc/m4Q8f5tq6a3nykydp8bXEfQ5CCCGESLz777+fCy+8kGnTplFZWcnmzZsZO3YszSf5c+djjz3GpEmTWLBgAd3d3Vx11VVUVlZSXV3N3Llz+eCDD77y9XPnzmXGjBlf/vqDDz5g7ty5X/mavXv3snz58pOaZyqTTKwQp0JR8I8bR/PZZ+OsqsK5eDHWt96i65pr8M6aBXGIO6sulczvZ+Ka5qL5wWaO/OEIHXUdZM3PwjpY7smMtwlOJzM9Hpa0t3OW3c4YR/yeXH9BVVTOyz+P8/LP45Mjn7Bk2xKe++w5lm5byrSSacypmEOhuzDu8xBCCCFE73vnnXfYsGEDdXV12Gw2mpub8fv9p/ReTz75JH/9618pKSnh3XffJRgMsn79egCefvrpE3qPw4cP88ILLzBlypQT+v4vGvNvfvObpzTnVCNPzIWIht1O17XX0vLwwwSGD8f1yCNkLliA5aOP4jakdbCV3Ptyyf5hNsEDQRpua6D5oWbCneG4jSl63JSRQamu87sjR2gJhXp17BHZI/j5uJ+zaNoippZMZcOeDdy4/kZ+/dav+Vvz33p1LkIIIYQ41h6/nwUNDczdu5cFDQ3sOcUG+mhNTU1kZWVhs/Vcn5uVlUXe57cDPf7441x88cVMnTqV7du3A/C73/2Ohx9++MvXT5kyhb179/KTn/yEPXv2cP3117Nw4UJuu+02Pv74YyorK6mvrz9mzJdffplZs2Zx8cUXc9NNN9HZ2fnlv7vlllu4//77/2meoVCIX/3qV8ycOZNp06Z92ejfc889vP3221RWVrJo0aKo/zz6O2nMhYiBUGEh7b/6Fe0/+xlKZycZP/4xnt/+FqUlPpFjRVVwV7rJfzQfz0wPRo3Bge8doOP5DuTciPixqSp35uTQGQ7z28OHCSfgz7rIU8Tto27nLxf/hXlD5/H+off5wcs/4Mev/Ji3Gt4ibMoHNEIIIURv2uP38619+1huGGz0elluGHxr376om/NJkyZx4MABJkyYwJ133snGjRu//HdZWVmsXbuWa6655phmPJL//M//JDc3l8WLFzN//nzuu+8+vvGNb7B+/XrKysq+/L7m5mbuv/9+nnvuOdauXctZZ511TEM9evRorFYrr7/++jHv/+yzz+LxeFizZg2rV6/mmWeeYc+ePdx1111fjnPTTTdF9WeRCqQxFyJWFAX/+PE0P/IIXVddhe2ll8i68UbsK1dCnJ6uah6NrPlZ5N2fh2WghSO/PULTT5rw10f/Ka2IrNRq5ebMTDb7fCxN4C0OWfYsrhtxHU9Pf5rvj/w+B7sOcvebd3Pz8zezbvc6/CH5OyCEEEL0hnuPHGF3MHjM13YHg9x75EhU7+tyuairq+Pee+8lOzubW265heeeew7gy/3eZ555Jnv37o1qnC+8++67bN26ldmzZ1NZWcnixYvZt2/fMd9z++23/9NT85dffpklS5ZQWVnJpZdeSktLC7t27YrJnFKJ7DEXItYcDrquu47uadNwL1yI+6GHsK9dS8f8+QRHjIjLkLYKG7l/yKVjbQetj7fSML+BtNlppF+TjuqQz99ibYbbzWafjydbWznLZuO0zyNmieCwOLh8yOVcWn4pr+5/lSXblvCHzX/gyU+eZPbg2cwsm4nb6k7Y/IQQQoj+rvEfmvIvHDzO10+Gpmmcf/75nH/++QwbNozFixcDfBlv1zSN0OcPgDRNIxz+e3Kuu7v7pMYyTZMLLriABx988LjfM2HCBO677z42b958zNd//etfM3ny5GO+9sYbb5zU+KlOfmIXIk5CRUW03XMP7XfeidreTsaPfoT7D39AidOp3oqq4JnhoeCxAtwXuWlf3s6BGw/Q+XKnxNtjTFEUbs/KIkvT+M3hw3SFEx8ft6gWLiy+kAcufIB/H//vlHhKeOLjJ7h27bU8uuVRDnv753U2QgghRKLlWSI/68w9ztdP1Pbt29m5c+eXv/74448pKio67vcXFxezZcsWALZs2cKePXtOarzRo0ezadOmL592e71eduzY8U/fd9tttx3TvE+aNImnnnqKQCAAwI4dO+jq6sLtdh+zR118NWnMhYgnRcF/wQW0LFqEd+5c7M8/T9b3vod91SqIUzOnpWlk355N3h/y0DI1Dv/HYZruaiKwNxCX8VKVR9P4SU4OTcEgf25uTpoPPxRF4ZyB5/CbCb/hzxf+mbF5Y1mxYwXXrb2O3777W3a1SbRMCCGEiKU7srMp/YcmvNRi4Y7s7Kjet6uri3/9139l8uTJTJs2jW3btvGjH/3ouN8/c+ZMWltbqays5KmnnqK8vPykxsvOzuYPf/gD8+fPZ9q0acyaNStiYz516lSyj/q9XX311VRUVDB9+nSmTJnCT37yE4LBIMOHD0fTNKZNmyaHv50AJVl+mEwS5oEDBxI9BxFnOTk5HD6cmKeH2p49uBcuRP/wQ4JDhtCxYAHBoUPjNp4ZNulY3UHrk62YPhPPHA/p35J4eyw929bGU62t/DA7m0p3ckbGGzsbWbFjBXX1dXSHuhmTO4a5FXM5M+dMFEX58vsSWRtCJDOpDSEi68+10dXVhdPpPOHv3+P3c++RIxwMBsn9vCkvscp1tqnmi783R9dGQUEBgPKVL0Qa838kjXkKSPgiYprYXnkF16JFqC0t+C6+mM7rrsNMT4/bkKGWEK1PtNKxvgNLjoXM72fiGO84pikTpyZsmvy0qYltfj8P5OVRqOuJntJxGX6D1btWU72jmtbuVoZkDOHKiisZXzAeTdUSXxtCJCmpDSEi68+1cbKNuRAgjXksSWOeApJlEVG8Xpx//SuOFSswnU46r78e3/TpoMbvabbvIx8tD7bg3+XHMcZB5s2Z6IXJ20j2FYeDQW5taGCgxcLv8/KwJvkHHv6Qnw17NrBs+zL2d+wn15nLFUOu4OrRV9PR2pHo6QmRdJJl3RAi2fTn2pDGXJyKaBpz7e67747v7PqWu40EXn8keofT6aSrqyvR0wBdJzB6NN3jx2PZvh1HTQ3WTZsIDh5MOMo9ScdjGWjBPd2N6lHp3NCJsdLADJpYh1lRLMndTCYzp6pSrOssNwx8pskYhyPRU/pKmqpRkVnBpeWXUp5eTn17PbX1tVRvq6bL30VpWil2iz3R0xQiaSTNuiFEkunPteH3+7FKFF2cpC/+3hxdGx6PB+CXX/daacyPJY15Cki2RcTMyKB72jRCBQXYXnsNx4oVqM3NBEaMgDhcw6WoCrZhNtyVbkKHQxirDLpe7MKSZ0Evkqfnp6pI1zHCYaoNg9NstqSOtH9BURRKPCVcXHYxowaOoi3URs32GlbuWMkR3xEK3YWkWdMSPU0hEi7Z1g0hkkV/ro1QKISiKKhxTDKK/iUYDGKaJrqun1JjLlH2Y0mUPQUkc+xK6ezsibevXInpctF5ww34KivjG2//0EfzwmYCewI4xjrIujkLS15013ukKr9p8oPGRg6HQjyYl0d2lNek9LacnBw279zM0u1LeWHvC4TNMOfnn8/cirkMzYrfIYVCJLtkXjeESKT+XBumaeLz+QiHw3Imj/hapmmiqip2ux1FUWSPeQxIY54C+sIiou3cifvBB9E//pjgsGF0zJ9PcMiQuI1nBk2M5QZtz7RhhkzSv5VO2tw0FKssRCdrbyDA/25oYJjNxj0DB6L2ocX86Npo9jVTvaOa1btW0xnoZGTOSOZWzGVM7hhURZ4eiNTSF9YNIRJBakOIyGSPefQkyp4C+kLsyszMpLuyklBeHrZXX8VRXY3a1kZg2LD4xdtPt+Ga5iJ4MIhRY9D5Sid6oY5ekPyR7GSSrmlkaRorDANdUTjD3nf2ah9dGw6Lg1EDRzGrfBZptjQ2HdzEml1reG3/a9g0GyVpJWiKluAZC9E7+sK6IUQiSG0IEZnsMY+eNOYpoM8sIopCqLwc3/TpKD4fjtWrcaxdSzgtjdCgQRCHJ7GqU8U10YVtuA3fOz6MaoNAfQDbMBuqS56SnqhyXWdvMMgqw2CUw8GAPhJpj1QbuqozPGs4l5VfRqG7kE+bP6Wuvo71e9YTCocoSyvDqsnhOKJ/6zPrhhC9TGpDiMhkj3n0JMqeAvpq7ErbsQPPwoVYPv2UwIgRdNx6K6HBg+M2nuk3aV/WTtuzbaBA+rfTSbsiDUXvO9HsROoMh5nf0IAJLMzPx90HDo85kdowTZN3m95lybYlfHDoA5wWJzMHzWT24NnkOHJ6aaZC9K6+um4IEW9SG0JEJlH26MkT8xTQVz/dNbOy8FVWEsrNxf7yyziqq1EMg+Dw4RCH6zwUTcF+hh3XhS6CB4I9p7e/2oVeosvhcCfAqigMs9moNgwOBAJMcDqT/vCYE6kNRVEocBcwrWQa4/LH0epvZe3utVTvrKahs4ECdwEZtoxemrEQvaOvrhtCxJvUhhCRSZQ9etKYp4A+vYgoCqHBg/FNn47a2Ylj1Srs69YRzsyMX7zdreKa5MJ2mg3v216MaoPg3iDW4VZUZ/I/BU6kHIsFC1BtGORYLAxJ8vtQT7Y2suxZTCycyNTiqYTCIV7Y+wLVO6rZ2rKVHEcOAx0Dk/7DCCFORJ9eN4SII6kNISKTKHv0JMqeAvpT7MqybRvuBx7AsnUrgTPO6Im3DxoUt/HC3WHaF7fTXtWOYlFI/046nss8KBZpvo4nbJr836YmPunu5k95eZQmcXMebW20+9tZtXMVK3eupK27jYqMCq487UrGF4yXk9xFn9af1g0hYklqQ4jI5Lq06EljngL63SISDmNftw7X44+jdHbivewyuq65BtPpjNuQgQMBWh5uwbvJi16qkzU/C/vIvnP6eG9rDoW4taGBTE3jj7m52JJ0v3msaqM71M2GPRtYtm0ZBzoPkO/K54ohV1BZWolNi/2tAkLEW79bN4SIEakNISKTPebRkyh7Cuh3sStFIThkCL6LL0bt6MCxejX29esJZ2cTKi2NS7xd82g4JzuxDrbifdOLscIg2BDENsKG6kjOpjORHKpKqa6zvL2dTtPkXIcj0VOKKFa1YVEtnJZ5GrPKZzEobRDb27ZTV1/Hml1r8If9lHpKsVvkgxzRd/S7dUOIGJHaECIy2WMePWnMU0C/XURsNvxjx+IfMwb9o49wrFyJ/uGHBE87DTMj9odxKYqCXqzjnuFGQaGjtoOONR2odhVrhRVFlXj70Qp1nS7TpNowKLdaKdaT7374WNeGoiiUpJUwvXQ6Zw04iyZvE7X1tazcuZIWXwtFniI8Vk/MxhMiXvrtuiFElKQ2hIhM9phHT6LsKSAlYlfhMPa6OlxPPIHi9eK9/HK6/uVfMOP4pDawP0DzwmZ87/mwllvJmp+FbYTElo8WME1+2NhIYzDIg/n5SXe/eW/Uxu723Szbvozn9z6PaZpMKJjAnIo5nJZ5WlzHFSIaKbFuCHEKpDaEiEz2mEdPGvMUkEqLiNLWhuvxx3tObs/JofPGG+meODEu8XbouePa+5qX5kXNhA6HcF/kJuP6DLQMLS7j9UX7AwH+d2MjQ6xW/mPgQNQkOrW8N2vjiPcI1TuqWb1rNV3BLs7MOZO5p81lzMAxcpK7SDqptG4IcTKkNoSITPaYR0+i7CkgpWJXdjv+887DP3o0+ocf9sTbP/6Y4NChmOnpMR9OURT00p54OyHoWNNBR20HqlvFOtgqDReQpmnkaBorDAMFONOePHute7M2nLqTUQNHMat8FmnWNDYd3MTqXat5/cDr2C12ij3FaIp8oCOSQ0qtG0KcBKkNISKTPebRk8Y8BaTiIhIeMADf9OmEMzKwv/ACjupqFJ+PwLBhEIe9zoqu4DjHgWO8g8C2AEaNgXeTF+tgK5bs5IpvJ0K51UpDMMgqw+Asu52BSRJpT0Rt6JrOiOwRzCqfRYG7gE+aP6G2vpb1e9ZjmiZlaWXoWvLtxxepJRXXDSFOhNSGEJHJHvPoSZQ9BaR67EppacH1xBM9J7fn5NDx/e/jHz8+rvH2rpe6aHm0hVBrCPf0z+PtntR+GuoNh1nQ0IAfeDAvD4+W+D+PZKgN0zR5p+kdFm9dzJbDW3DpLmaWzWT24NlkO7ITOjeRupKhNoRIRlIbQkQme8yjJ415CpBFpIfl449xP/gglp07CZxzDh233kqosDBu44W7wrQ93Ub7ynY0t0bGDRm4prlS+vT2bd3d/ODgQb7hcPD/cnISHvVPttrY2rKVJduW8PqB11EUhanFU5kzZA4laSWJnppIMclWG0IkC6kNISKTPebRkyh7CpDYVY/wwIE98fa0NOzPP4+juhr8/p54exyi1Yqu4BjjwHmek+7PujFqjJ4T3IdY0bIS/7Q4EbItFuyKQrVhkKFpnGZL7Cn2yVYb2Y5sJhZO5MKiCwmZIZ7f+zzVO6rZ3rqdHEcOAxwDEv5hhkgNyVYbQiQLqQ0hIpM95tGTxjwFyCJyFFUlOGwYvspKtOZmHKtWYX/hBUK5uYSKiuISb9cyNVyVLix5Frpe6aK9up1wexjbcBuKNfWarKFWK1v9ftZ0dDDO4SAzgZH2ZK0Nj9XDuXnnMrNsJjbNxusHXmfVrlW8c/Ad3LqbIk+RNOgirpK1NoRINKkNISKTPebRkyh7CpDY1fHpW7bgXrgQbfdu/GPG0HHzzYTjGG8PGSHanm7DWG2gpWlkfC8D1xRXyjVZLaEQ8xsacKsqf8rLw66qCZlHX6kNX9DH+j3rWbZ9GY2djRS4Crii4gqmlUzDpiU2dSD6p75SG0L0NqkNISKTKHv05Il5CpBPd48vnJuLb/p0TI8H+4YNOGtqIBiMW7xdtak4znXgHOuk+5OeeHv3h91YK6wpdfe5Q1Up13VWGAZt4TBjnc6EzKOv1IZFtTA0cyiXlV9GaVop21u3U1dfR219Lf6Qn9K0UmnQRUz1ldoQordJbQgRmUTZoyeNeQqQReRrqCrB4cPpnjYN9fBhHDU12F98kVB+fk+8PQ60LA3XRS4sAyx0vtCJUW1gdprYRthQ9NR4ep6v63SbJtWGQYmuU2q19voc+lptKIpCaVop08umc2bOmRzsOkhtfS01O2to8bVQ7CnGbXUnepqiH+hrtSFEb5HaECIyibJHT6LsKUBiVydH//DDnnj7nj34x47tibfn5cVtvFB7iNYnWulY24GWpZF5YybOC5wpEW8PmiY/OniQ/YEAC/Pzye3l+837Q23Ut9ezdNtSXtz3IqZpMqFwAldWXMmQjCGJnprow/pDbQgRD1IbQkQm16VFTxrzFCCLyCkIBnGsWIHzv/8bJRSi66qr6LrySojjU93uv3XTvLAZ/3Y/9rPsZM3PQi/W4zZesmgIBFjQ2EiprnNfbi5aL34g0Z9q47D3MCt2rGDNrjV4g17OHnA2cyrmMHrg6JT4kEfEVn+qDSFiSWpDiMhkj3n0JMqeAiR2dQpUleCIET3x9qYmHDU12F5+mVBBQdwOh7PkWHBPd6Nlal/G28PdYWzD+ne83aNp5FksrDAMQsDZdnuvjd2fasOpOzln4DlcWn4pbt3N241vRS1HYwAAIABJREFUs3rXajY2bMSu2SnxlKAqiTlkT/Q9/ak2hIglqQ0hIpM95tGTxjwFyCJy6kynE//EiQROPx3ru+/iqK7GsnMngaFDMd2x38urKAq202y4K92E28IYNQZdz3dhGWjBUmzpt08+y6xWDoVC1BgGZ9jt5PVSpL0/1oZVs3J69unMGjyLPFceHx/5mNr6WtbvWY+CQllaGbra/5MYIjr9sTaEiAWpDSEikz3m0ZMoewqQ2FWMBAI4li/H+cwzKKZJ57e/jfeKK+Iab/d95KPlwRb8u/w4RjvIvCUTvbB/NlXecJjbGhvxhsMszM8nvRfuN0+F2gibYd45+A5Lti1hy+EtuHQXlw66lMsGX0aWPSvR0xNJKhVqQ4hTIbUhRGQSZY+ePDFPAfLpboxoGsHTT6d76lTUxsaeePurr/bE23v+BxRzloE98XbVo9K5oRNjpYEZNLEOs6JY+tfTc11RON1mo9owqA8EmOyM/wF4qVAbiqJQ6C6ksrSSc3PPpcXXQl19HdU7q2nqaqLQXUi6LT3R0xRJJhVqQ4hTIbUhRGQSZY+eNOYpQBaR2DJdLvwXXEBg+HCs77zTE2+vrycwbBimyxXz8RRVwTasJ94eOhLqibe/2IUlz4Je1L+enmdpGi5Vpdow8Kgqw2zxvZs71Wojx5HDBUUXMLl4MoFwgA17NlC9o5odbTsY4BjAQOfARE9RJIlUqw0hTpTUhhCRSWMePWnMU4AsIvERLijAN306ps2GY+1a7KtWgaIQHDoU4hDDVh0qzvFO7Gfa8W32Yaw08G/3YxtmQ3X3n0O9hlqtbPf7Wd3RwTccDrLiGGlP1dpIs6bxjbxvML1sOjaLjVf3v8qqXavY3LQZj9VDobuw355nIE5MqtaGEF9HakOIyGSPefRkj3kKkP1Q8acePIh70SKsb7xBqKiIjltvJTBqVNzGM4MmxgqDtv9uwwyZpH8rnbS5aSjW/tFMtYVCzG9owK6q/DkvD4canw8epDZ6eINe1u9ez7LtyzjYdZBCdyFzhsxhaslUrFr8zlAQyUtqQ4jIpDaEiEz2mEdPnpinAPl0N/5Mt5vuSZMIDB2K9e23cVRXo+3dS3D4cEynM+bjKaqCbYQN1zQXwaYgRo1B5yud6AV6vzgczq6qDLZaWdHeTks4zHlx+DMEqY0v6KrO0KyhzCqfRWlaKVtbt1JbX0tdfR3BcJDStFJsWny3FYjkIrUhRGRSG0JEJlH26EljngJkEek94cJCfDNmgK7jqKvribdrGsHTTotPvN2p4prowjbChu+dnnh7oD7QE2939e14e57FQhCoNgyKdJ2yOJx+L7VxLFVRKU0rZUbZDEbmjKSxq5Ha+lpqdtbQ2t1KsacYtx77awJF8pHaECIyqQ0hIpMoe/Qkyp4CJHaVGGpDA+5HHsH61luEiovpmD+fwFlnxW0802/SvqydtmfbQIH0b6eTdkUait534+0h0+THBw9SHwiwMC+PfD22aQCpja+3s20nS7ct5eV9L2NickHhBcytmMvgjMGJnpqII6kNISKT2hAislOJsktjfixpzFOALCKJZX3zTdwPP4x68CDdkybReeONhLOz4zZe8GCQlkda6NrYhV6kk3lrJo5RjriNF28Hg0HmNzRQqOv8LjcXSwwPJZPaOHGHug6xfMdy6urr8Aa9jBo4irkVcxk1YJQcFNcPSW0IEZnUhhCRyR7z6EmUPQVI7CqxQkVFeGfMAFXtOb199WqwWglWVEAcDjVT3SquSS5sQ2143/ZiVBsE9waxDreiOvtevN2tqhToOiva2wmYJuc4Yvchg9TGiXPpLkbnjuaSQZfgsrp4q+EtVu9azcaGjTgtTko8JahK3/v7JSKT2hAiMqkNISKTPebRk8Y8BcgikgQsFgJnnYXvgguw7NmDo6YG2xtvECotJZybG5ch9UIdzwwPaNCxtoOO1R0ouoK1woqi9q0nnCW6TnMoxErDYLjNRkGMIu1SGyfPqlk5I/sMZpXPIt+Vz5YjW6itr2XD3g0oKJSmlaKrff8AwlQntSFEZFIbQkQme8yjJ1H2FCCxqyRjmn+Ptzc10T1lCh033ICZlRW3IQMHArQ83IJ3kxe9VCdrfhb2kfa4jRcPvnCY2xsbaQ+HeTA/n8wYHKYntRG9sBnm7ca3WbJtCR8f+Ri37uaS8kuYXT6bTHtmoqcnTpHUhhCRSW0IEZlE2aMnT8xTgHy6m2QUhVBxcU+8HXDU1eFYswbTbo9bvF3zaDgnO7EOtuJ904uxwiDYEMQ23Ibq6BvxY4uiMNJmY6VhsDMQYLLTGfXeZqmN6CmKQpGniItKL2J07miafc3U1dexcudKDnkPUeQpIs2aluhpipMktSFEZFIbQkQmUfboSWOeAmQRSVIWC4Gzz6Z70iQsu3bhqKnBunEjwbIywgMHxnw4RVHQi3XcM9woKHTUddCxpgPVrvaZeHuGppGmqlQbBk5VZYQturu1pTZia4BjABcUXcDk4sl0h7rZsGcD1Tuq2dG2gwGOAQxwDkj0FMUJktoQIjKpDSEik8Y8etKYpwBZRJKbmZZG95QpBMvKsL3xBo4VK9AOHiQwfDjE8KCzLygWBfvZdpyTnPh3+jFWGXjf9GIdZMUywBLz8WKtwmplVyDAqo4OxtjtZFtOfc5SG/GRZk1jbP5YppdNR9d0Xtv/Gqt2reK9pvdIt6VT4C6Qk9yTnNSGEJFJbQgRmewxj57sMU8Bsh+qD/F6cf7P/+BcuhTTbqfz2mvxXXppXOLtAKZp4n3NS/OiZkKHQ7gvcpNxfQZaRvT7t+PJCIW4tbERHXggPx/nKf75SG30Dm/Qy7rd61i2fRlNXU0UeYqYO2QuFxZfiFWzJnp6IgKpDSEik9oQIjLZYx49eWKeAuTT3T5E1wmMGkX3xIlYdu7EsWoV1rfe6om3D4h9DFhRFPTSnng7IehY00FHbQeqS8U6xJq0TzVtqsppVisrDINDoRDjnc5Teh+pjd6hqzrDsoZxWfllFHuK2dqyldr6WtbWryUYDlKaVopNi25bgogtqQ0hIpPaECIyibJHTxrzFCCLSN9jpqfTPXUqwZKSL+Pt6qFDPfF2e+xPU1d0Bcc5DhzjHQS2BXri7Zu8WAdbsWQnZ7x94OcR9mrDIM9iodx68k9epTZ6l6qolKWXMaNsBqdnn05DZwO19bWs2rWK1u5WSjwluHRXoqcpkNoQ4nikNoSITKLs0ZMoewqQ2FXfpni9OJ95Bsfy5ZgOB53XXYdvxoy4xtu7Xuqi5dEWQq0h3NM/j7d7ki/eHjZNftrUxDa/nwfy8ig8yfvNpTYSb0frDpZuX8rL+15GQWFS0STmVMyhPL080VNLaVIbQkQmtSFEZKcSZZfG/FjSmKcAWUT6B233btwPPoj+4YcEhwyhY8ECgkOHxm28cFeYtqfbaF/ZjupSybwhE1elK+lObz8cDHJLQwN5Fgu/y8vDehLxe6mN5NHU1cTy7cupq6/DF/IxeuBo5lTM4ewBZyftlor+TGpDiMikNoSITPaYR0+i7ClAYlf9g5mRQfe0aYSKirC9/npPvP3wYQIjRkCU14ZFougKjjEOnOc58W/1Y9QY+N7zYR1iRctKnqfnTlWlWNdZbhj4TJMxJ3GSvdRG8nDpLsbkjuGSQZfg0l1sbNjI6l2reavxLVy6i2J3MaoSn5SI+GdSG0JEJrUhRGSyxzx60pinAFlE+hFFIVRWhm/GDBS/H8eaNThqazE9HoKDB0McnixqmRquSheWXAtdr3TRXt1OuD2MbbgNxZocTzKLdZ32cJiVhsFQm+2EI+1SG8nHptk4I+cMLiu/jFxnLh8e/pDa+lqe3/s8iqJQmlaKrp7clgVx8qQ2hIhMakOIyGSPefQkyp4CJHbVf2n19T3x9i1bCJ52Wk+8vaIibuOFO8K0PtWKsdpAS9PI+F4GrimupIga+02Tf21spDkU4sH8fLK0r3+qL7WR/MJmmLca32Lx1sV82vwpbt3NrPJZzCqfRaY9M9HT67ekNoSITGpDiMhkj3n0pDFPAbKI9HOmie2FF3D913+htrXhmzmTzv/1vzB7Pq2MC/92P80PNNP9WTe2M2xk3ZqFdVDi76PeEwhwW0MDw202/n3gQNSv+cBAaqNv+eTIJyzZtoQ3G97EolqoLK3kiiFXUOguTPTU+h2pDSEik9oQIjLZYx49ibKnAIld9XOKQqi8vCfe3t2NY/VqHHV1hNPTCQ0aFJ94e5aG6yIXlgEWOl/qxKg2MDtNbCNsKHrinp6naxqZmsYKw8CqKJzxNVfLSW30LQOcA5hUNIlJRZPwhXxs2LOB6h3V7GrfxUDnQHIcOYmeYr8htSFEZFIbQkQme8yjJ415CpBFJEVYrQTGjKF73Dgsn32Go6YG63vvERg8GDMrK+bDKYqCdYgV98Vuwh1hjFUGnRs60bI19FI9YfH2wbrO3kCAGsPgHIeDAZbj38MutdE3pdnSGJc/jovLLsaiWXhl/yvU7Kzhg0MfkG5Np8BdkBTbK/oyqQ0hIpPaECIy2WMePYmypwCJXaWgcBjb88/jfuwxFMPAd8kldF57LabbHbchuz/rpvmBZvzb/djPspN1axZ6SWIO6eoIh1nQ0ADAA/n5uI9z57vURv/gDXqpq69j+fblHPIeothTzNyKuUwumoxVS/wWi75IakOIyKQ2hIhMouzRkyfmKUA+3U1BikJo8GB806ejer3YV6/Gvm5dT7y9vDwu8XZLjgX3dDdapkbnCz3x9rAvjG1Y78fbrYrCaTYbK9rbaQyFmOBwRHyCKrXRP+iqzvCs4cwqn0WRp4jPWj6jtr6WdbvXETJDlHpKpUE/SVIbQkQmtSFEZBJlj5405ilAFpEUZrXiP/dcuseOxfrppzhqatDff5/gkCGYmbE/0VpRFGyn2XBXugm3hTFqDLqe78Iy0IKl2NKr8eIBFgsWRaHaMBhgsTDE+s+NmdRG/6IqKoPSBzGzbCbDs4azv2M/dfV1rNq1inZ/O6VppTh1Z6Kn2SdIbQgRmdSGEJFJlD16EmVPARK7EkBPvH3Dhp54e0cH3lmz6LrmGkyXK25Ddn/cTfPCZvy7/DhGO8i8JRO9sPfi7WHT5P82NfFpdzd/ys+n5B/uN5fa6P+2t25nybYlvLr/VRQUJhdPZs6QOQxKH5ToqSU1qQ0hIpPaECIyuS4tetKYpwBZRMTRFMPA9eST2NesIZyeTuf3vkf3lClxibcDmCETo8ag7ak2zIBJ2tw00q5KQ7VH3vcda0eCQW5tbCRb0/hjXh7Wo36fUhupo7GzkRU7VlBXX0d3qJsxuWOYWzGXM3POlIPiIpDaECIyqQ0hIpPG/Cjz5s2bCPwLYAFGVFVVnX8CL5PGPAXIIiIisWzdinvhQixbtxIYOZKOW28lVFYWt/FCzSFa/quFzhc7seRayLw5E+e43okVb/J6+XlTE7M8Hm496oR6qY3U0+5vZ/XO1azcuZLW7lYqMiqYWzGX8QXj0VQt0dNLGlIbQkQmtSFEZP2+MZ83b97jwKVAU1VV1RlHfX06cD+gAf9VVVX1H0f9u8uB3KqqqkdOYAhpzFOALCLiuMJh7GvX4nr8cZSuLryzZ9P1ne9gOuPXMPs+9NG8sJnAngCObzjIuiULS97xrzSLlUdaWljR3s4vBgxg3Oe/P6mN1OUP+dmwZwPLti9jf8d+8lx5fHPwN7mo9CLsFnuip5dwUhtCRCa1IURkp9KY9052Mnb+Akw/+gvz5s3TgIXADGAE8O158+aNOOpbrgae7a0JCiH6MFXFN2MGzY89hu+ii3CsWEHmjTdie+kliNOHmPYz7eQvzCfzhky6P+zmwE0HaHumDdMf3w9Nr8/IYLDVyu+OHOFwMBjXsUTys2pWZg6ayaJpi/jZ2J+RYcvgoQ8f4tq11/LXT/9Ka3droqcohBBC9Gt9qjGvqqp6BWj+hy9/A9heVVW1s6qqyg/8DzAbYN68eSVAW1VVVXvvzlQI0ZeZaWl03H47rb//PeGsLDz/+Z+k//SnaLt3x2U8xaKQNjeN/EfzcZznoPXpVg7ccgDvJm9cxoOeK9TuzMkhCNx75AjhPpSeEvGjKirjC8bz+wt+z30X3MeIrBH899/+m2vrrmXh+ws50CGpMiGEECIe4p+XjL9CYO9Rv94HjP38n28AnviqF8+bN+8m4CaAqqoqcnJy4jFHkUQsFov8dxYnZsIEOP98lOpqHA8/jOP22wl/61uEv/tdiEe8PQfyfpeH8bbB/t/up/nfmkmfnE7B7QVY82J/73QOcKfNxq/27mVVOMxNUhviKJMHTGby0Mnsat3Fsx89S92OOtbtW8ek0klcM/IahucMT/QUe42sG0JEJrUhRGSnUhv9oTGPlNc3Aaqqqn7xdS+uqqpaBCz64nWyT6b/k/1Q4qRNnIgyciSuJ57A/uSThFevpuPGG/FPnBif09vLIfuP2bQvb6f5mWaaX20m/dvppF2RhqLHdrxzTZOJNhuP7NvHaLebQm/8ntKLvsmDh5uG3cTcsrlU76hm9a7VrN++npE5I7my4krG5I7p9ye5y7ohRGRSG0JEFmGP+dfqU1H249gHFB/16yJAsnZCiJgyMzLo+MEPaP3d7winpZH2m9+QftddaPv2xWU8xaqQflU6BYsKcIx20PqXVhpubcD7XmwbZ0VRWJCVRa7Fws9378YIhWL6/qL/yLJncf3p1/P09Ke5ceSNNHQ28PONP+fm529m/e71BMKBRE9RCCGE6LP6Q2O+CaiYN2/eoHnz5lmBbwErEzwnIUQ/FRwxgtY//5mOW27Bsm0bmTffjPMvf4E4PWm25FoY8P8GMPDfBmKGTJruauLwbw4TPBy7A9ucqspPc3I4Egxyf3Mzfem2DtH7HBYHVwy5gicueoL/M/r/oCoqv9/8e7677rss3rqYzkBnoqcohBBC9Dl97bq0Z4HJ9GyNPAj8oqqq6rF58+bNBP5Iz3Vpj1dVVf37KQ4h16WlAIldiVhRWlpwP/44tg0bCOfk0PH97+MfPz4+8XbA9Ju0VbXRXtWOYlFI/5d0PLM9KJbYjLc2HOaPe/eyICuLSzyemLyn6P9M0+TdpndZsm0JHxz6AKfFycxBM5k9eDY5jv6x91TWDSEik9oQIrJ+f495L5DGPAXIIiJizfLRR7gffBDLrl34R4+m85ZbCBUWxm28QEOAloda8G7yopfoZC3Iwj4y+rums7KzufXTT/nQ5+NPeXmUWWN/4Jzo37a1bGPJ9iW8tv81FEVhStEU5lTMoTStNNFTi4qsG0JEJrUhRGTSmEdPGvMUIIuIiItQCPuqVbieegrF76dr7ly6rroK7NE3zJGYpon3LS8tD7UQbArimuIi84ZMtCztlN8zJyeHbQcPcmtDA2mqyv15edjV/rDjSfS2xs5Glm1fxtrda/GH/Jybdy5XVlzJGdln9MmD4mTdECIyqQ0hIjuVxly7++674zurvuVuwzASPQcRZ06nk66urkRPQ/Q3qkpw2DC6KytRm5tx1NRgf/FFQnl5hIqKYh5vVxQFvUjHPcONgkJHXQcdazpQ7SrWCiuKevLjOZ1OTJ+PQbrOcsOgPRxmbDyuhRP9ntvq5ty8c7lk0CU4LA5eP/A6q3atYtPBTbh1N8We4j7VoMu6IURkUhtCRHZ0bXh6tgf+8uteI435saQxTwGyiIh4Mh0O/OPHEzjrLKybN+NYuRLL1q0Ehg7FjMO+bcWiYD/bjnOSE/9OP8YqA++bXqyDrFgGnNyNmF/URoGu022arDQMyqxWSnQ95vMWqcGm2RiZM5LLBl9GjiOH9w+9T219LS/ufRFN0ShNK8WiJv/NrbJuCBGZ1IYQkZ1KYy5R9mNJlD0FSOxK9JpgEEdNDc6nn0YJBumaN4+uK68Emy0uw5mmifc1L82LmgkdDuG+yE3G9RloGScWbz+6NgKmyY8aGzkQDLIwP59cS/I3TyL5hc0wbxx4g8XbFrO1ZSvptnRmlc9iVvks0qxpiZ7eccm6IURkUhtCRCZ7zKMnjXkKkEVE9Db1yBFcjz6K7eWXCefm0nHLLfjHjo3beGFvmLZn2jCWGygOhYzrMnoi718Tb//H2jgQCLCgsZFBus69ublofSh6LJKbaZp8dOQjlmxbwtuNb2PVrFxcejFXDLmCPFdeoqf3T2TdECIyqQ0hIpM95tGTKHsKkNiV6G2m04l/wgQCI0f+Pd6+fTuBYcMw3e6Yj6foCo5zHDjGOwhsC/TE2zd5sQ62Ysk+/pPvf6wNj6Yx0GJhhWFgAmfF6SA7kXoURSHXmcuFxRcysXAi3qCXdXvWUb2jmj3te8h15pLtyE70NL8k64YQkUltCBGZ7DGPnjTmKUAWEZEo4bw8fNOnYzoc2DdswLlyJZgmgaFDQTv109SPR8vQcE1zoRfpdL3WhbHCIHQkhG24DdX2z6etR6qNQVYrTaEQKw2DkXa7RNpFzGXYMjgv/zwuKr0IVVF5ed/L1OysYcvhLWTYMyhwFST8oDhZN4SITGpDiMhkj3n0JMqeAiR2JZKBevhwT7z9lVcI5efTccstBM49N27jhbvCtD3dRvvKdlSXSuYNmbgqXcfE249XG95wmP/d2IgvHGZhfj7pcfgQQYgvdAW6WFO/huod1Rz2HqYsrYy5FXOZVDQpYQfFybohRGRSG0JEJlH26MkT8xQgn+6KZGA6nfgnTiQwYgTWd97pibfv2hXfePsYB87znPi3+jFqDHzv+bAOtn559/nxakNXFEbYbFQbBrsDASY5nQl/gin6L13TGZE9glnls8h35fPxkY+pra9l/Z71mKZJWVoZuta7NwXIuiFEZFIbQkQmUfboSWOeAmQREckknJ/fE2+327GvW4ezpgZTUQiedlp84u2ZGq5KF5ZcC12vdNFe3U64LYxtuA1Xhuu4tZGlaTgVhWrDwKNpDIvTyfJCfEFTNAZnDObSQZcyNHMoe4w91NXXsXrXajr8HZSmleKwOHplLrJuCBGZ1IYQkUmUPXoSZU8BErsSyUptasK9aBHW118nVFjYE28fPTpu44U7wrQ+1Yqx2kBL0yj5QQmhc0PHfRpumia/OHSI93w+/piXx2CrNW5zEyKSrS1bWbJtCa8feB1VUZlSPIU5Q+ZQklYS13Fl3RAiMqkNISKT69KiJ415CpBFRCQ7fdMm3A8/jHbgAN0TJtB5002EBwyI23j+7X6aH2gmtCOENkwj69YsrIMiN92toRDzGxpwqip/ysvDof7zIXJCxNuBjgOs2LGCtbvX4g/5GZs3lrkVczk9+/S4bLOQdUOIyKQ2hIhM9phHT6LsKUBiVyLZhQsL8c2YgWmz4Vi7FntNDahq/OLtWRqui1ykl6XTsrYFo9rA7DSxDbeh6MeuI3ZVZYjVyvL2dlrCYc5zOmM+HyG+jsfq4dy8c5lZNhObZuO1A6+xatcq3m16F7fupshTFNMGXdYNISKT2hAiMtljHj1pzFOALCKiT9A0gmecge/CC7EcOICjpgbbq68SKi4mnJ8f8+EURSHnnBzUiSrhjjDGKoPO9Z1oORp6qX5Mk5NnsRAAVhoGxbpOmUTaRYLYLXbOHHAms8pnke3I5r1D71FbX8vL+17GolooSSuJyUnusm4IEZnUhhCRyR7z6EmUPQVI7Er0Rda338b10ENojY10X3ABnTfeSDgnJ6ZjHF0b3Z910/xAM/7tfuxn2cm6NQu95O8nYQdNkzsOHmR3IMDC/Hzy5H5zkQTCZpjXDrzGkq1L2Na6jXRbOrPLZ3Np+aV4rJ5Tfl9ZN4SITGpDiMhkj3n0pDFPAbKIiD7L78e5eDHO557DtFjouvpqvJdfDjFqiv+xNsywSceaDlr/0orpM/F800P61emojp595Y3BIAsaGijSdX6bm4tFrlATScI0TbYc3sKSbUvYdHATNs3G9LLpXD74cvJceSf9frJuCBGZ1IYQkcke8+hJlD0FSOxK9FmaRuDMM/FNnoxl714cq1Zhe/11QqWlhHNzo377f6wNRVGwnWbDXekm3NYTb+96vgvLQAuWYgseTSPPYmGFYRAyTUY5eufqKiG+jqIo5LpyubD4QiYUTqAz0Mm63euo3lnNXmMvea48suxZJ/x+sm4IEZnUhhCRyR7z6EljngJkERF9nenx0H3hhQSHDMH21ls4VqxA27+f4IgRmFE0x8erDdWh4jzPiWOUA98HPoyVBv6/+bEOtVKebedIKMRKw2CEzUa+rkd4ZyESJ8OWwfkF53NR6UUoisJL+15i5c6VfHzkYzJtmeS78r/2oDhZN4SITGpDiMhkj/kpmjdv3ixgVlVV1Y0SZe//JHYl+pXubpxVVTgXL+6Jt19zDd7LLjul09tPpDbMkImxyqDtqTZMv0na3DSs89z8a0sTHeEwC/PzyYzDyfFCxEpnoJM1u9ZQvaOaI74jlKeXc8WQK5hUNOm4B8XJuiFEZFIbQkQme8yjJ3vMU4AsIqI/Uvfvx/3ww1jfeYdQWRnG/PkEzzjjpN7jZGoj1Byi5bEWOl/oxJJrof1WDz/Ja+Usu51fDhiAKvvNRZLzh/y8tO8llm5byh5jDzmOHK4YcgXTy6bjsBybPJF1Q4jIpDaEiEz2mEdPouwpQGJXoj8y09J64u3l5dg2buyJtzc0EBg+HE4w3n4ytaE6VJzjndjPsuPb7EOr7iTNrlGb341L1xhus0Xz2xEi7jRVY3DGYC4ZdAlDM4ey19hLbX0tq3atoivQRUlayZcNuqwbQkQmtSFEZLLHPHrSmKcAWUREv6UohIqL8U6fDoCjthbHmjWYdjvBigpQ1a98+anUhiXXgnuGG9WpkrvUyy5LkDq7l294nGRb5Qo1kfwURaHQXUhlaSVjcsfQ7Gumrr6O6p3VNHU1UeQuIi8zT9YNISKQn6mEiEz2mEdPouwpQGJXIlVo+/cdRTXMAAAgAElEQVTjXrgQ/b33CJaX0zF/PsERI477/dHWRvBwkL1PNPPjinasFoUHcvPIOtd1yu8nRKLs79jPsu3LWL97PcFwkMnlk7mk6BJOzz490VMTIqnIz1RCRCZ7zKMnjXkKkEVEpBTTxPr667gfeQT18GF8F11E53XXYWZm/tO3xqo23vmgjTtbDzH2A4Xb29PIvCkTy0B5ei76nhZfCzU7a1i7by3Nnc0MzxrO3Iq5jMsfh6p8dQJFiFQgP1MJEZnsMY+eRNlTgMSuREpRFEIlJfhmzEAJh3GsWYOjthbT4eiJtx91SFusaqMgz47iUanN9JHxboCMv3SCArahNhRNDoUTfYfD4uCsAWdx7TnXYg/b2dy0mTX1a3hl3yvoqk5pWimaKrcQiNQlP1MJEZnsMY+eNOYpQBYRkZJ0ncCoUXRPmIBlxw4cq1ZhffttgoMGER4wAIhtbZzhsPGR4ufVM03O89pgWQddr3ZhKbag58td56JvSfekU2wvZlb5LErSStjaupXa+lrq6usIhoOUppVi0+TAQ5F65GcqISKTPebRkyh7CpDYlUh5pont1VdxLVqEeuQIvosvpvP668kePDimtXEoGOTWhgbyLBb+fV86xkMtBBuCOC9wknljJpYcibeLvuEf1w3TNPng8Acs3baUdw6+g12zM71sOpcPuZxcZ24CZypE75KfqYSITKLs0fv/7N15eFNl9sDx703StE3apmlLadmXgggq7tuoKCIgiIiU6woqylqXcdeZUXHfh3EBFEQB/Tl6KZuCIAgKLuPuKK60gKwtpU3aJk3aNMn9/VGcQSZIW3qbtjmf5+GhZnuPPBzenPue+76yYh4D5OquiHmKQqhr17r29mDwP+3tptRUfJ06/a69/XDYTSY6xcWx1OMhnG1hwMXtwAJVq6rwrvCiWBSsva0oJmlvFy3bgfOGoihk2bMY2Hkgp3c4HW+tl9XbVrNs8zJ2enaSbc8mLSEtihEL0TzkO5UQkUkr++GTwjwGyCQixD5xcdQefzw1f/oTloICrEuXYvnsM4I9exJOT2+SITrHxVERDrPM4+EIWzw9j0/GdraN2u21eJZ78H3sI65bHJb2snouWq4/mjecCU7+1OFPnNflPHR01u9cz1tb3uJH14+kJaSRZctCaaKLXUK0NPKdSojIpJX98EkrewyQtishItB12n3zDaGnn8bkdlM9dGjd7u0pKYf90TXhMH/eswd3KMTM7GzSzGZ0Xcf/mR/3LDfBkiD2gXac1zoxp8lGWqLlaci84Q14WfHrCpYVLsNd46aHowdjeo3hzI5nykZxos2R71RCRCat7IdPVsxjgFzdFSICRcF29NG4BgxAqampa29ftQo9OZlgjx6H1d5uURSOjo/nbY+HgkCAgXY7JkUhrlMcSecnoSgK3pVevO94URIUrL2kvV20LA2ZN6xmK0elH8WIHiPIsmWxsWwjK39dyXs73sOkmOia0pU4k2yAKNoG+U4lRGSGrZirqtoZ6A+kAuXAt5qm7TicYFsoWTGPAXJ1V4jI9s8N89atJM2cSdz33xM84gi8eXl1x6sdhpUeD8+6XFyTmorqcPzuudpdtbhmuqj+uhprDytpeWnE95VdrkXLcDjzRlgP83nx5+QX5PND2Q8kxSUxvMdwRvYYiTPB2cSRCtG85DuVEJE1ZsX8oIW5qqpxwKR9v3oAhYAHSAZygK3AC8BsTdMChx9+iyCFeQyQSUSIyP4nN3Sd+HXrsL/0EqaKCqqHD6dq3Dj0uiu/DabrOo+WlvKJ389T7dvTJz7+f573f+zH9aKLUGmIpMFJpF6TijlV2n9FdDXVvPFj2Y8sKlzEv3b/C4vJwqAugxjdazQdkzo2QZRCND/5TiVEZI0pzP9ot51vgXXUFeafaZoW+u0JVVXNwMnAFcA3QL9GRy2EEKJlUhRqzj2XwCmnYHvtNRLffpv4DRvwXnstNYMGgcnUwI9TuDE9nV+KinistJQZ2dnY9/sMRVGwnWEj4YQEKl6vwLOkbnO41KtTSRqWJO3totXrm96Xvul92eXdxaKCRby3/T1W/bqK0zqcxuic0fRN7xvtEIUQQkTJH62YZ2qaVnKoD1BVtZ2maXubPLLokBXzGCBXd4WI7FC5Yd68meQZM7D89BPBI4/Ek5dHqGfPBo/zY00NtxcXc4bdzl3p6Qfdsbp2ey2uGS6qv6vG2stK2vVpxPeW9nbR/IyaN9zVbt7a8hbLtyzHW+ulX3o/cnvlcnLWyZiUhl34EiIa5DuVEJE1aSv7H1FVNREItaEW9t9IYR4DZBIRIrJ65UY4TPx775H08ssoHg/+Cy7AN3YselJSg8Z6o6KC+eXl3JyezuA/eK+u6/jW+3DPcRNyh0gamkTq1amYU6S9XTQfo+cNf9DP6m2rWVy4mBJfCZ2SO5Gbk8s5nc/BarYaNq4Qh0u+UwkRmWGFuaqqTwGapmmfq6o6HMgHdOASTdPePpygWxgpzGOATCJCRNaQ3FA8HuyvvkrCihWEU1Kouu46agYOrPfu7WFd5+6SEn6pqeG57Gw6x/3xLtVhX5iKVyuofKsSk92E81on9vPs0t4umkVzzRuhcIgPd33IwoKFbKnYgjPeycickQzvNpwka8MufgnRHOQ7lRCRNaYwr2+f1BXA9/t+vhe4ErgQeKTBUQohhGj19ORkvFOnUv7MM4Tbtyf5qadw3H475q1b6/V+k6JwR3o6VkXhsdJSAoe4SGyymXBOcpL9XDZxXeIo+0cZe27dQ6CwrTVuiVhmNpk5u/PZPH/O8zzyp0fo7ujOvB/mMe7dcczeOJu9vrZy56AQQogD1XfFvELTNIeqqunAz5qmtdv3eKWmaSlGB9mMZMU8BsjVXSEia3RuhMMkrFmDfe5clKoq/BdeWNfebrMd8q2f+XxM27uXkcnJTE5Lq9dwuq5TtbaK8rnlhCpDJA9PJnVcKqYkuSdXGCOa88bm8s0sKlzE+p3rUVAY0GkAo3uNpoejR1TiEWJ/8p1KiMiaelf2/W1SVfUK6o5JWwOgqmoG4G9UpEIIIdoOk4nqIUOoOf107PPmkbhsGfHr11M1YQI1Z5/9h+3tp9hsjExOZpnHw7EJCZxaj2JeURSSBiVhO9VG+YJyPCs8+D70kXptKvZz7QfdTE6I1qhnak/uOPEOrup7FUsLl7Lq11Ws27GOEzJPILd3Lv0z+svfeSGEaAPqu7wwFcgDzgHu2ffYEGC1EUEJIYRoffTkZLw33ED5P/5BOCOD5CeewHHnnZi3bfvD9413OulhtfL3sjJKg8F6j2dKMpE2NY3sZ7KxtLdQ9nQZe27fQ2CrtLeLtqe9rT2TjpnEgqELuKrvVWyu2MzdH93NjR/cyPqd6wmFQ4f+ECGEEC3WIVvZ951ZfhXwuqZp1c0SVfRIK3sMkLYrISJr0twIh0lYtQr7K6+g+P34R47Ed+WV6ImJEV++s7aWG4qL6WW18lhmJqYGrgDqYZ2qNVW457oJV4VJuTAFx1gHJpu0t4vD1xLnjUAowNrta1lUuIhd3l20t7VnVM4oBncdTKIlcp4J0dRaYm4I0RIYuSt7uaZpqYcbYCsghXkMkElEiMiMyA2logL7vHkkrFpFOD29rr39rLMitrev9nqZXlbGuNRULnM4GjVeqDJE+bxyvKu8mJ1mnBOc2AbYpNVXHJaWPG+E9TCfFn1KfkE+P7l+IikuiRE9RjCixwicCc5ohyfauJacG0JEk5GF+avUHZfWlo5Gi0QK8xggk4gQkRmZG5affyZpxgwshYXU9u+Pd+pUQl26/O41uq7zRFkZG6qqeCIri37x8Y0er+aXGlzPuwgUBkjon0Da1DTiuvzxkWxCHExrmTd+KPuB/IJ8Pi36lDhTHOd1PY+Lcy6mY1LHaIcm2qjWkhtCNDcjC/OF1B2P9i9gB3VnmAOgadq4xoXbIklhHgNkEhEiMsNzIxwm4Z13sM+bh1JdjX/UKHyXX/679nZfOExeUREhYEZWFslmc6OH08M63ne8lM8rR6/WSR6VjONyB6ZEaW8XDdPa5o0dnh0sKljE2h1rCYVDnN7hdHJ75dInrU+0QxNtTGvLDSGaS2MKc/O0adMO+cELFy7sC3wI/Aq4APdvv8aMGbO+sQG3QNM8Hk+0YxAGs9ls+Hy+aIchRItjeG4oCsHevakePBhTRQWJb79Nwtq1hNq1q1s9VxTiFIUj4+NZ5vGwKxjkTFvj29AVRSG+dzxJg5MIV4TxvO2ham0VlkwLls4WaW8X9dba5g1HvINTs09laLehWMwWNuzawNtb3ua70u9IsabQIamD/P0XTaK15YYQzWX/3EhOTga4/1DvqdeKeVunquoIYISmaRNkxbztk6u7QkTW3Llh+fHHuvb2LVuoPe64uvb2Tp0AWFhZyctuNzekpTGsbkI7bDU/1OCa6SKwJUDC8fva2ztKe7s4tNY+b/iDflb9uorFhYsp9ZfSObkzub1yObvT2VjN1miHJ1qx1p4bQhjFsFZ2AFVVzwMuBTI1TRuhquqJQIqmaesaHXHLI63sMUAmESEii0puhEIkrFiBfcEClOpqfLm5+C65hHBCAveUlLCxpobnsrLoam2a4kEP6XiWe6hYUIEe0EnJTSHlkhRMCdLeLg6urcwbwXCQDbs2kF+Qz9aKraQlpHFRz4sY1n0Y9jh7tMMTrVBbyQ0hmlpjCvN6fRNRVfUGYBZQAJy172E/8FBjAhVCCCEAMJupvvBCXHPmUHP22djefJO0SZNI+OQTbk1Px24y8UhpKTXhcJMMp5gVUkam0GFOB2xn2ah4o4KiyUX4PpVWTNH2WUwWBnYeyIxzZvDQ6Q/RJbkLL//wMmNXjeWl71+i1C8FlhBCREt9lwj+DAzSNO0x4LdvRz8DRxgSlRBCiJiiO514bruN8iefRLfbSXnoIbrdfz+3h8Nsr61lTnl5k45nTjOTcXsG7Z9ojxKvsPf+vZTcV0JtUW2TjiNES6QoCie0P4FHz3iU5855jpOzTmZJ4RKufvdqnv7qaX6t/DXaIQohRMypb2GeTN1u7PDfHdnjgECTRySEECJmBY86Cvfzz1M1cSJxP/zA4Lw8LvvlF1ZUVvKRARsMJRydQPaMbJzXOanZWEPRpCLK/68cPSD7r4jYkJOaw10n3cXc8+ZyQY8L+HDXh0xZO4V7PrmH7/Z+h+xFJIQQzaO+hfkG4K4DHrsReL9pwxFCCBHzzGb8o0bhfuklas48kxueeYajvvqKZ7dupSQYbPLhFItCyugUsmdnk3haIhWvVbB78m78X/ibfCwhWqosexaTj5nMgqELGHfkOArLC7nzozu56YOb2LBzA6FwKNohCiFEm1bfc8yzgbeBDKAjsAWopG4n82JDI2xesvlbDJCNSoSIrKXmRtzGjZTPn8/4gQPpATxy7LEodRupGML/jR/3TDe1O2uxnW7DOcmJJdNi2Hii5WupuWGkmlANa7evZXHhYnZ5d5Flz2JUz1EM7jqYBEtCtMMTLUQs5oYQ9WH0ruwKcBLQlbq29s81TWua3XhaDinMY4BMIkJE1qJzIxjko7VreTwujvGffsoVXbrgGzMG4uMNGU4P6FQuqaTi9QoAHJc7SLk4BSVOzn6ORS06NwwW1sP8q+hf5Bfk87PrZ5KtyVzY40Iu6HEBqfGp0Q5PRFks54YQf8SwwlxV1WWapo2M8PhiTdMubnioLZYU5jFAJhEhImsNufH37dt5f/duZs6dyzHBIFVTphA4+WTDxguWBHG/6Mb3iY+4TnE4pzpJPC7RsPFEy9QacsNouq7zg+sH8jfl81nxZ1jNVgZ3GcyonFF0SDKug0W0bJIbQkRm2HFpwDkHefzser5fCCGEOGxTOnWifZcu/PWWW6iw2Ui57z5S7r8fU7Exd1VZMi20u6cdmQ9kood0Sv5Swt5H9xIsbfp73YVoyRRF4aj0o5h22jRePPdFzu50Nqu2rWLCexN45PNH2OTeFO0QhRCiVfvDFXNVVR/Y9+MdwBMHPN0D6Kdp2nEGxRYNsmIeA+TqrhCRtZbcKAwE+HNxMSdarTz24YfYX38dJRTCd9ll+EaPBqvVkHH1gE7Fwgoq36xEsSg4rnCQPDIZxSLt7W1da8mN5lbmL2PZ5mW88+s7VNVWcXTG0YzpNYYT25+IokhexALJDSEiM2LFvPO+X6b9fu4MdKLuPvMxjQ9XCCGEaLgcq5VrU1P5rKYGbehQ3LNnU3PqqdgWLMA5ZQpxX3xhyLiKVSH1ilSyX8wm/qh43C+5KcoronpjtSHjCdHSpSemM/6o8SwYsoAJR0+gqKqIe/91L1PWTWHNtjXUhmujHaIQQrQa9b3HfIKmaXOaIZ5okxXzGCBXd4WIrDXlhq7r3Ld3L/+urmZ6VhY9rVbivv6apJkzMe/aReBPf8I7cSLhzEzDYvB96sM9y02wJIh9oB3ntU7MaWbDxhPR05pyI5qC4SDrd64nvyCfXyt/JSMxg5E9RzKs2zBscbZohycMILkhRGRG78p+JJALtNc07XpVVY8A4jVN+67REbc8UpjHAJlEhIisteVGeSjE1KIi7CYTz2ZlkWgyQSBA4pIl2F9/HYCqyy/HP2qUYe3t4eowlW9WUplfiWJVcIxzkHxBMopZ2njbktaWG9Gm6zpflnzJooJFfLv3W2wWG8O6D+OinheRnpge7fBEE5LcECIywzZ/U1V1DLCBujPMx+17OBn4e2MCFUIIIQ5XqtnM7enp7Kqt5UW3u+5BqxX/JZfgmjOHwIknYp83D+fUqcR9/bUhMZgSTKRelUr2C9lY+1hxv+Cm+MZian6sMWQ8IVoDRVE4qf1JPHbGYzx79rOcmHUiiwsXc9Xqq/j7V39nW+W2aIcohBAtTn13ZX8AOE/TtMlAaN9j3wL9DYlKCCGEqIfjEhNRHQ7e9XpZX1X1n8fDmZlU3nMPFQ88AOEwjr/+leRHHsFk0MpOXMc4Mh/KpN1f2xGqDFF8azFl08sIlYcO/WYh2rBezl7cfdLdvHTeSwzrNoz1u9Yzee1k7v3XvWws3Uh9OzeFEKKtq29hnkldIQ6g7/e7/GsqhBAiqq50OOgTH8+zLhfFwd8fY1Z70km4X3gB37hxxH/6Kc4JE0hcuBBqm35TKkVRsJ1ho8PsDqSMSaFqbRW7r9uNZ7kHPSzTpYht2fZspvafyoIhC7jyyCv5xfULd3x4B39e/2c+2vURYT0c7RCFECKq6luYfwWMPeCxS4HPmzYcIYQQomEsisKdGRkAPF5aSvDAFTirFd9ll+GaPZva/v2xv/wyzrw84v79b0PiMSWacI53kj0zG2tPK64ZLor/XEzNJmlvF8IR7+CKPlcwf8h88vrn4Ql4ePjzh5mwZgIrtq6gJiR5IoSITfXdlb0PsBrYCpwKfAD0BgZrmlZgZIDNTDZ/iwGyUYkQkbX23FhfVcVjpaVc4nBwdWrqQV9n/ewzkmbNwrRnDzVnnUXVhAmE9xX2TU3XdXzrfbjnuAm5QyQNTSL16lTMKbJ7e2vS2nOjJQvrYT7e/TH5Bflscm/CEe9gRI8RjOgxghRrSrTDE4cguSFEZEbvym4DLgC6UneG+XJN07yNDbaFksI8BsgkIkRkbSE3ppeVscbr5eHMTI5LTDz4C2tqsC1ciE3T0C0WfFdeif/CC8FiMSSusC9MxasVVL5Viclet6JuH2xHMcnu7a1BW8iNlk7Xdb4v+56FBQv5ovgLrGYrQ7oO4eKci8myZ0U7PHEQkhtCRGZoYR4jpDCPATKJCBFZW8gNfzjMjcXF+MJhZmRnk2r+45Vp0+7dJL3wAtYvviDUpQve66+n9uijDYsvsDWAa6aLmu9riO8TT1peGtYcY45yE02nLeRGa7KtchuLChaxbuc6dF3njI5nkJuTSy9nr2iHJg4guSFEZIYV5qqqdgHuA44DkvZ/TtO03o2ItaWSwjwGyCQiRGRtJTc2BwLcXFzMsQkJTGvXDpNyiLlQ1//b3l5SQs0551B13XWE09IMiU/XdarWVlE+t5xQZYjk4cmkjkvFlFTfbV9Ec2srudHalPpLWbZ5Ge9sfQdf0Ef/dv0Z3Ws0J2aeiHKovBbNQnJDiMiMLMw/A34GFgL+/Z/TNG1tI2JtqaQwjwEyiQgRWVvKjbc8Hma5XEx0OhmVUs/7VKursWkatoUL0a1WfGPH4h8xAg6x6t5YYW+Y8gXleFZ4MKeYSb02Ffu5dik4WqC2lButUVVtFSt/XcnSwqWUVZfRLaUbub1yGdBpABaTMbefiPqR3BAiMiML8wrAqWlaWz/LQgrzGCCTiBCRtaXc0HWdB0pL+cLv5x9ZWeRY698ubt61C/usWVi/+opQt2548vIIHnWUYbEGCgO4Zrio+bmG+H772tu7S3t7S9KWcqM1qw3X8sGOD8gvyGe7ZzsZiRmMyhnF+d3OJ9HyB3tKCMNIbggRWWMK8/r2zb0NDGh0ZEIIIUQzUhSFm9PScJpMPFZaij9c/+vKoY4dqXzwQSr/9jeUqipSb7+d5KeeQnG7DYnVmmOl/dPtSf9zOrXbaym6vgj3i27CvrZ+LVyIhokzxXFe1/N44dwXeOC0B8i2ZzNn4xzGrhrLKz+8gqvaFe0QhRCi0eq7Yp4GfAJsBvbs/5ymaeONCS0qZMU8BsjVXSEia4u5sbG6mrv27GGg3c6tjTkSze/H9uab2PLz0RMSqBo3jurhww1rbw9VhiifV453lRez04xzghPbAJu0t0dZW8yNtmKTexP5Bfl8vPtjTIqJgZ0HMjpnNF1SukQ7tJgguSFEZEaumL8ChICfgF0H/BJCCCFapKMTErjU4eC9qirWVVU1/AMSE/FdfTXuF14g2Ls3SbNmkXrjjVh+/LHpgwXMKWbSb0wna3oW5jQzpY+XUnJXCYFtAUPGE6K16+3szV9O/gtzBs1haNehfLDzAyatncS0f03j+7LvkdOHhBCtRX1XzD1AB03TPMaHFFWyYh4D5OquEJG11dwI6Tp37tnDltpansvKomNcXOM+SNexfvQRSbNnYyotpXrwYKquvhrd6WzagH8bLqzjXemlfF45ul8neVQyjssdmBJl9/bm1lZzoy0qryln+ZblvLXlLTwBD33S+jA6ZzSndzgdkyK509QkN4SIzMgV8++A9EZHJoQQQkSJWVG4IyMDM/B4aSm1jV1BUxQCZ56Je/Zs/Lm5JKxdS9qECSQsXw4NuIe93sOZFJKHJ9NhTgfs59qpzK9k98Td+D7yySqgEAeRGp/KlUdeyYIhC5hyzBTKa8p5+POHmfjeRN7Z+g41oZpohyiEEBHVd8X8QeAS6lraD7zH/GVjQosKWTGPAXJ1V4jI2npufOTz8fDevYxOSeG6JljlNm/fTtKMGcR99x3BnBy8eXkE+/Rpgkgjq/mxBtcMF4EtARKOTyBtahpxHRu5+i8apK3nRlsWCof4ePfH5BfkU1BeQGp8Khf2uJALelxAsjU52uG1epIbQkRm5HFp7x/kKV3TtIENiLGlk8I8BsgkIkRksZAbz7lcvOPx8GBmJicmNsHxSrpO/IYN2GfPxuR2Uz1kSF17u8Nx+J8dabiQjme5h4oFFegBnZTRKaRcmoIpQVp0jRQLudHW6brOxtKNLCxYyJd7viTBnMCQbkO4qOdFZNmzoh1eqyW5IURkhhXmbZ2qqiOAEZqmTZDCvO2TSUSIyGIhN2rCYW4qLqYiHGZGdjZpTbS7uuL3Y3vtNRKXLkW32ai65hqqhw4FkzEFc8gVwj3XTdW6KiyZFpxTnNhOtRkyloiN3IglWyu2sqhwER/s+AAdnTM7nklur1xyUnOiHVqrI7khRGTNUpirqqrs/8GaprWlg1ZlxTwGyCQiRGSxkhvbAgFuKC7mqPh4HsrMxNSER5GZf/2VpJkzidu4kWCvXnivv55g795N9vkHqt5Yjet5F7Xba0k8ORHnZCdx2dLe3tRiJTdiTam/lKWbl/LO1nfwB/0c2+5Ycnvlcnzm8XJEYT1JbggRmZGt7B2B54GzgNT9n9M0zZjDXKNDCvMYIJOIEJHFUm684/HwnMvFeKeTMSkpTfvhuk78++9jf+klTOXlVJ9/fl17e7Ix97PqQR3PMg8V/1eBHtRJuSQFxxgHilUKi6YSS7kRi6pqq3hn6zss3bwUV7WLHo4ejO41mrM6noXFZIl2eC2a5IYQkRm5K/sLQAA4F/ACxwNvAZMbE6gQQggRTecnJfEnm4355eX8UtPEuzQrCjUDB+KeMwf/yJEkrFpF2rXXkvDuu8bs3m5RSBmdQvbsbGyn2ah4rYLdk3fj/8Lf5GMJ0RbZ4+yM6T2GVwa/ws3H30wwHOTJL59k/OrxLClcgj8ouSSEMF59C/PTgfGapv2bug3fvgWuBW41LDIhhBDCIIqicFNaGmlmM4+VluIzoGDW7XaqJk3C/dxzBLt0Iekf/yD11luxFBY2+VgAlgwLGXdnkPlIJopZoeTeEvY+sJfgnqAh4wnR1ljNVgZ3Hcysc2cx7dRpZNmzmL1xNmNXjWXej/NwVbuiHaIQog2rb2EeAn6b2ctVVW0HVAEdDYlKCCGEMFiy2cydGRmUBIM863IZdjZ4qEcPKp58Es+tt2IqLib1pptImjkTxeMxZLzE4xLJnplN6tWp+L/2s3vibirerECvlc1ehagPk2LilOxTeOLMJ5g+YDrHtjsW7ReNq969ime+eYadnp3RDlEI0QbVtzD/DBi27+d3gTeBxcCXRgQlhBBCNId+8fFcmZrK+qoq1lRVGTeQolAzaFBde/sFF5CwYgVpEyYQv3q1Me3tcQqOSxx0mN2BxBMTKZ9XTtHUIvzfSEuuEA3RJ60Pfzvlb8w5bw6Duw5m7fa1THxvIvd/ej8/lv0Y7fCEEG1IfQvzscD6fT//GVgHfA9cbkRQQgghRHO5JCWFoxMSmOlysbO21tCx9M7jW4EAACAASURBVKQkqqZMwf3ss4Q6dCB5+nQct9+OefNmQ8azZFpod087Mh/IRA/plPylhL2P7iVYKu3tQjREx6SO3HDsDcwfMp9Lj7iU70u/59YNt3LL+lv4ZPcnhPW2dEiRECIaDrkru6qqZuBlYKKmaU28Q06LI7uyxwDZQVSIyGI5N0qDQaYWFdHOYmF6VhbW5jgqKRwm/r33SJo7F8XrxT9iBL6xY9HtdkOG0wM6lfmVVLxRgWJWcFzhIPmiZBSL7N5+KLGcGyIyf9DP6m2rWVK4hD2+PXRK6sTFORdzbpdzsZqt0Q6v2UhuCBGZkcelFQFdNE0zdikh+qQwjwEyiQgRWaznxqc+H/fv3cvI5GQmp6U127iKx4N9wQISVqwg7HBQdd111AwcCAZdHKgtqsX9ghv/537iusSRdn0aCUcnGDJWWxHruSEOLhQO8dHuj8gvyKewvJDU+FRG9hzJ8O7DSbYac0RiSyK5IURkRhbmd1B3fvl9bbw4l8I8BsgkIkRkkhswy+XiLY+Hae3acYrN1qxjWwoKSHr+eSybNlF71FF4p04l1L27YeP5PvXhnuUmWBLEfo4d53VOzGlmw8ZrzSQ3xKHous63pd+Svymfr0q+IsGcwNBuQxmVM4pMW2a0wzOM5IYQkRlZmO8AsqjbnX0v8J83aZrWpXHhtkhSmMcAmUSEiExyAwK6zs3FxZSGQszMyiLdYmneAMJhElavxv7yyyhVVfgvvLCuvd2giwTh6jCVb1ZSmV+JYlVwjHWQPCIZxSzt7fuT3BANsbl8M4sLF7N+53p0dAZ0GsDonNH0TO0Z7dCanOSGEJEZWZgPONhzmqatP9hzrZAU5jFAJhEhIpPcqLOjtpYbioo4Ij6eRzMzMTXH/eYHUCorsc+bR8KqVYSdTqomTKBmwADj2tt31eKe5cb/lR9rDytpeWnE9403ZKzWSHJDNEaJr4QlhUt4d9u7+IN+js88ntxeuRzb7liUKPy7YgTJDSEiM6wwjyFSmMcAmUSEiExy479We71MLyvjqtRULnU4ohaH5ZdfSJoxA0tBAbVHH403L49Q166GjKXrOv6P/bhedBEqDZE0OInUq1MxO6W9XXJDHA5PwMM7v77DssJluGvc9HT0JLdXLmd2PBOzqXXnl+SGEJEZWpirqnoscCaQsf8Ha5p2byNibamkMI8BMokIEZnkxn/pus5jZWV8VFXFk1lZ9I2P4upxOEzCqlXYX3kFxe/Hf9FF+K64Aj0x0Zjh/GEq/lmBZ7EHJUEh9epUkoYloZjaxgpfY0huiKYQCAV4f8f75Bfms9Ozk0xbJhfnXMzgroNJtBiTz0aT3BAissYU5uZp06Yd8oNVVZ0IaEAYuBqopO5s871jxoxZ1NiAW6BpHo8n2jEIg9lsNnw+X7TDEKLFkdz4L0VROD4hgQ98Pj7y+TgvKal5jlCLHAzBXr2oHjIEU0UFicuXk7B2LeGMDEJdujR5e7sSp5B4XCK2M2wECgN4lnvwf+7H2tOKJaOZ77lvISQ3RFMwm8zkpOZwQfcL6JXai22V21j560pWbF2BL+ija3LXVlegS24IEdn+uZGcnAxw/6HeY6rnZ98BDNU0bRTg3/d7LtCWd2gXQggRw+wmE3dlZFAWCvFsWRnRvvVLdzjw3nwz5X//O2GHg+RHH8Xxl79g3rHDkPHiusSR+VgmGXdlEHKFKL65mLJnywhVhgwZT4hYYVJMnJp9Kk+d9RRPn/U0x7Q7Bu0XjavevYpnv3mWXd5d0Q5RCBEF9S3MMzVN+3Dfz2FVVU2apq0ERhgUlxBCCBF1feLjGedw8KHPxyqvN9rhABA88kjKn30W79SpWAoKcE6Zgv3ll8Hvb/KxFEXBPsBOhzkdSBmZgvddL7uv2413lRc9LHvUCHG4+qb35Z5T7mHOeXMY1GUQ721/jwlrJvDgZw/yk+unaIcnhGhG9S3Md6qq2m3fz5uAkaqqngkEDIlKCCGEaCFyU1I4NiGBF9xutgVayLRnMlE9YgSuOXOoHjiQxIULSZs4EetHH4EBK/smmwnnJCfZz2cT1zWOsmfK2HPLHgKFLeTPQ4hWrmNSR2487kbmD5mPeoTKd3u/45b1t3Dbhtv4tOhTwno42iEKIQxW38L8CeDIfT8/ALwGrKMevfJCCCFEa2ZSFG7PyCDRZOKxsjJqwi3nC7LudOK95RbKn3qKcEoKKQ8/jONvf8O8y5hWWGt3K+2faE/6bekE9wQpuqkI10wXYW/L+TMRojVzJji5uu/VLBi6gElHT6LEV8L9n97PpLWTWL1tNYGQXAwToq1q1HFpqqpaAaumaS2jr6/pyK7sMUB2EBUiMsmNP/aF38+9JSVckJxMXlpatMP5X6EQCcuXY1+wACUQwDd6NL5LL4WEBEOGC3vDlC8ox7PCgznFTOq1qdjPtbeZ85n3J7khoiUYDvLhrg/JL8hnS8UW0hLSuLDnhQzvNpwka1K0w5PcEOIgjD4uLRUYDnQAdgMrNE0rb2ywLZQU5jFAJhEhIpPcOLTZbjdLKiu5p107TrfZoh1ORIrLRdLcucSvW0e4XTu8kycTOO20Jt+9/TeBwgCuGS5qfq4hvl88aXlpWLtbDRkrWiQ3RLTpus6/9/6bhQUL+abkGxItiQztNpRRPUfRztYuanFJbggRmWGFuaqqA4HFwC/ANqAL0AcYrWna2saH3OJIYR4DZBIRIjLJjUOr1XVuKS6mOBhkZnY27Swt9/iwuI0bSZoxA/O2bQROPBHv5MmEO3Y0ZCw9rFO1pgr3XDfhqjApF6bgGOvAZKvvHXMtm+SGaEk2l29mUeEi1u9cj4LCgE4DGN1rND0cPZo9FskNISIzsjD/EZimaZq232NjgAc1TevT2IBbICnMY4BMIkJEJrlRP7tqa7mhuJiecXE81r495pbcuh0Mkvj229hefRWlthbfmDH4LrkE4uMNGS7kCVH+SjneVV7MTjPOCU5sA2ytvr1dckO0RHt8e1hauJRVv66iOlTNie1PZHSv0fTP6N9sOSe5IURkjSnM63spuwOw6IDHlgBZDYhPCCGEaPU6xsWR53TyfU0N/6yoaPD7TznlFFwuV4PeM3fuXAYMGMD1119PTU0Nl1xyCeeddx7Lli0jNzeXb7/9NvIbLRb8o0bhnjOHmjPOwPbPf5I2aRLWTz9tcNz1YU42k35jOln/yMKcbqb08VJK7iohsE02rBKiqbW3tWfSMZNYMHQBV/W9isLyQu7+6G5u/OBG1u9cTygcinaIQogGqG9hvgDIO+CxKfseF0IIIWLKuUlJDLTb+WdFBRurqw0fb/78+bz66qs8//zzfP/99wSDQdasWcPIkSPr9f5wejqeO++k4vHH0ePjSbn/flLuuw9TcbEh8cb3jifrH1mkXZ9GYEuA4rziujZ3v+zeLkRTS7Ymc+kRlzJ/yHxuPPZG/EE/j33xGNeuuZa3Nr+FP+iPdohCiHqobyv7R8ApwB5gF9ARyAQ+A/7zAZqmnWVMmM1GWtljgLRdCRGZ5EbD+MNhri8qIqDrzMjOJsVs/p/X+Hw+Jk2aRFFREeFwmJtuuolHHnmEMWPGsGbNGoLBIC+++CI5OTk8/fTT2O12Jk+eDMDAgQOZP38+zz//PG+++SY9e/bk4osv5vXXX6esrIzOnTszZ84cbrvtNu655x769+/P+vXreeqppwgEAnTt2pXp06djt9t/H1QwSOLSpdj+7/9QQiF8l1yCb8wYsBqzYVuofF97+2ov5gwzaRPTSDwjsVW1t0tuiNYkrIf5tOhT8gvy+cn1E0lxSVzY80JG9BhBanxqk44luSFEZEa2ss8BrgP+Cszc9/sE4CVg7n6/hBBCiJiQaDJxV0YG7nCYf7hcRLrQ/f7775OVlcV7773HunXrOOeccwBIS0vj3XffZezYsbzwwgt/OM7jjz9O+/btWbhwIXl5eTz55JOcfPLJrFmzhm7duv3ndS6Xi2eeeYY333yTd999l/79+zN79uz//UCLBX9ubl17+2mnYXvtNZyTJxP3xReH9edxMOZUM+k3p5P1dBbmFDN7H9lLyd9KqN1Va8h4QsQ6k2Li9A6n8/cBf+eps57iqIyjeP3n1xm3ahzP/fs5dnl3RTtEIUQE9dpOVtO0+UYHIoQQQrQ2veLjGZ+ayhy3m+VeLyOSk3/3fJ8+fXjwwQd5+OGHGTRoEKeccgoA559/PgDHHHMMK1eubJJYvvrqKzZt2vSf9vba2lpOOOGEg74+nJGB5+67qR46lKSZM3Hcey+B007DO3Ei4aym30Imvm88Wc9m4V3upXxBOUWTi0gZnULKpSmYEtrG7u1CtDT90vvRL70fOzw7WFSwiNXbVrNy60pO73A6ub1y6ZPWlvZwFqJ1a7nnvAghhBCtwEXJyXxTXc0ct5t+8fH02K8lvGfPnqxcuZJ169bx6KOPMmDAAADi9+2KbjabCYVC//k5HP7vPdg1NTUNikPXdc466yxmzpzZoPfVHncc7pkzSVyyBNvrr5M2aRJVl12G/+KLm7y9XTErJI9MxnamDfdcNxVvVlD1fhXOyU4ST21d7e1CtCadkzvz5+P/zLi+43hr81ss37qcj3d/zNEZRzM6ZzQnZZ2ESZELZEJEk2SgEEIIcRhMisIt6ekkmUw8VlpK9X7FdXFxMUkeD5cceSSTJ09m48aNB/2czp07/+f5jRs3sn379gbFccIJJ/DFF1+wdetWAPx+P5s3b67fm+Pi8KtqXXv7ySdjnz8f59SpxH35ZYNiqC9zmpmM2zNo/0R7lASFvQ/sZe99e6ktkvZ2IYyUlpDG1f2u5tWhrzLx6IkUVRUx7dNpTFk7hdXbVhMIyQkKQkSLFOZCCCHEYXKazdyens7O2lqeKC3l+qIicnfsYNrKlWw4/3zOv+EGnn32WW666aaDfsawYcMoLy/nvPPOY8GCBfTo0aNBMaSnpzN9+nTy8vIYNGgQI0aMqH9hvk+4XTs8f/0rFQ89BIDjnntIeeghTCUlDfqc+ko4OoHsGdk4r3NS830NRZOKKH+tHD1w6I1phRCNl2hJZFTOKF4Z/Aq3nXAbZpOZ6V9PZ/zq8SzctJCq2qpohyhEzKnXruytmaqqJuBBIAX48hD3y8uu7DFAdhAVIjLJjcP3dGkpz7tcBID2Lhd/e/VVns/LY15ODl0M2vXcMIEAiYsXY//nP9EVBd9v7e1xcYYMFywNUj6nnKoNVViyLaRNSSPxpERDxmooyQ3R1um6ztclX5NfkM+/9/6bREsiw7oP46KeF5GRmHHQ90luCBFZY3ZlP6x7zFVVvUzTtH/W87Wp1O3ifhR1R6yN1zTtX40Y82XgAqBE07SjDnhuKPAMYAZe0jTtMWAkdce7uYCdDR1PCCGEqK/NgQABILOsjLW33sp1t99et4peVsbz2dnRDq9hrFb8l15KzTnnkDR7NvZ580h47z28U6dSe9xxTT6cJcNCxt0Z2Ifacc90U3JvCbbTbDgnObG0ly1xhDCSoiic0P4ETmh/AoXlhSwsWMiSwiUs3byUczqdw+heo+mW0i3aYQrRph1uK/tfG/DaZ4BVmqb1AfoDP+3/pKqqmaqqJh/wWE6Ez5kHDD3wQVVVzcAM4HygL3CZqqp9gSOAf2madgswpQHxCiGEEA1Ssm8jt72pqVx1551kl5UxdelSLpg1i4RVq6IcXeOE27en8p57qHjgAQiFcPzlLyQ/+igmg1bJEo9LJHtmNqlXp+L/2s/uibupeKNC2tuFaCY5qTncfdLdzD1vLhd0v4APd33IlLVTuPeTe/lu73cRj4YUQhy+w7oEfeCK9cGoqpoCnAVcve99AeDA3SUGAFNUVR2maVq1qqoTgFHAsAPG3KCqarcIw5wMFGqatmXfmG9Qt1q+Y7+xQvWJVwghhGiMLEvdtKqbzXx15JF8deSRAIxKTmZoa1sxP0DtSSfh7t8fW34+tjfewPr55/guvxz/RRc1eXu7EqfguMSB/Rw77tluyueXU/VeFc48J4nHtYz2diHauix7FpOPmczlfS5nxZYVLNuyjDs/upNeqb3I7Z3LGR3OiHaIQrQpDVoxV1W1i6qqp6mq2qWB4/QA9gKvqKr6jaqqL6mqat//BZqmLQRWAW+oqnoFMB5QGzBGR+qK8N/s3PfYYmCIqqrPARsivVFV1RGqqs5uwFhCCCHE/7gjPZ2ult9f8+5qsXBHenqUImpiViu+yy/HNXs2tf37Y3/5ZZx5ecR9+60hw1kyLbT7WzsyH8hED+uU/KWEvY/uJVgaNGQ8IcT/SrGmcFmfy5g/ZD43HHsDvqCPRz9/lGvXXMuinxZRHayOdohCtAn1WjFXVTUbeAM4DSgD0lVV/RS4VNO0+uyWZgGOB27QNO0zVVWfAe4C7tn/RZqmPbFvpXsW0FPTNG/9/1ci3lCva5rmA679ozdqmvY28DYwoQHjCSGEEL/TxWrljU6deKKsjD3BIO33FeWtbuO3QwhnZVE5bRrWzz4jadYsHHfdRc2AAVRNmEDYgIsQiScl0qF/ByrzK6l4o4Lqz6txXOEg+aJkFIucfS5Ec4g3xzOs+zCGdhvKJ7s/Ib8gn6c+fQqbycaIHiMY0WMEjnhHtMMUotWq74r5LOBbwKlpWjbgBL4BXqjn+3cCOzVN+2zff+dTV6j/jqqqZ1K3OdwS4L56fvb+Y3Te7787AbLFuhBCiGbVxWrl+exsFnbuzPPZ2W2uKN9f4JRTcL34Ir7LLyf+k09wTphA4uLFEGz6FW3FquC43EH2i9nEHxOPe66borwiqr+T1TohmpNJMXFGxzOYPmA6s86fxZFpR/J/P/8f494dx4x/z2C3V75+C9EY9S3MzwBu1TStCmDf73cAp9fnzZqmFQM7VFU9Yt9D5wI/7v8aVVWPA+ZQd1/4NUCaqqoP1TM+gC+AXqqqdldV1QpcCrzVgPcLIYQQoqHi4/GNHYtr1ixq+/XDPmcOzuuvJ27jRkOGi8uOI/P+TNrd1w69RmfPnXsofaKUkEu2kRGiOSmKwrFZxzLttGm8cO4LnN3pbFZuW8mE9ybwyOePsMm9KdohCtGq1Lcwd1O30/n+jgDKGzDWDcD/qar6HXAs8MgBz9uAMZqmbdY0LQxcBWw78ENUVf0n8C/gCFVVd6qqei2ApmlB4HrgXep2fNc0TfuhAfEJIYQQopHCHTtS+cADVN57L4rfj+OOO0h+8kkUl8uQ8Wyn2sh+IRvHZQ58H/rYPWE3lUsr0UOyY7QQza1rSlduPv5m5g+ez+ic0Xxd8jU3fXATd3x4B1/s+UJ2cheiHpT6JMq+HdIfAeZSVyx3pW5V+x5N09rSpmn67t3SftPWZWRkUGrQMT9CtGaSG6LJVFdje+MNbIsWoVutVI0bR/UFF4DZbMhwtbtqcc9y4//Kj7W7lbS8NOL7xTfZ50tuCBHZwXLDV+tj1bZVLClcQqm/lK4pXRmdM5qzO59NnKlpT3EQoiXaPzc6dOgAkfdD+516FeYAqqoOBC4HOlB37/brmqata2ywLZQU5jFAvmAJEZnkhmhq5l27SJo5k7ivvybYvTvevDyC/foZMpau6/g/9uN60UWoNETSeUmkXpOK2Xn4FwMkN4SI7FC5URuuZcPODSwsWMi2ym1kJGYwsudIhnUbhi3O1oyRCtG8DC3MY4QU5jFAvmAJEZnkhjCErmP9+GOSXnwRU2kpNYMG4R0/Ht3pNGS4sD9MxT8r8Cz2oCQopF6VStLwJBRT43dvl9wQIrL65oau63xZ8iX5m/L5rvQ7bBYbw7oP46KeF5Ge2EaOkxRiP4YV5vs2U7uaunvDk/Z/TtO0cQ0PtcWSwjwGyBcsISKT3BCG8vv/296ekPDf9nZTfbe7aZja7bW4Zrqo/rYaa46VtOvTiD+ice3tkhtCRNaY3Njk3sSigkV8tPsjFEXh3M7ncnHOxXRN6WpQlEI0v8YU5vU6xxyYD/Sn7qzvPY2MTwghhBCxKjER3zXXUDNoEEkzZ5I0axYJq1fjnTqVYN8D95c9fHFd4sh8NBPfBh/u2W6Kby4maci+9vYUY+51F0IcWm9nb+4++W6KqopYUriEd7e9y+ptqzk562Rye+VyVPpRKErjO1yEaK3qu2LuBrprmtaQXdhbI1kxjwGy8iFEZJIbotnoOtYPPyRpzhxMpaVUDx5M1TXXoKemGjJc2Bem4rUKKpdVYrKbcI53Yh9sr3d7u+SGEJE1RW5U1FSwfOty3tr8FpWBSo5wHkFur1xO73A6JsWYjhohjNaYFfP6/m3fDjTd9qZCCCGEiF2KQuCss3DPno0/N5eEtWtJmzCBhBUrIBxu8uFMNhPOiU6yn88mrmscZc+UseeWPQQKA00+lhCiYRzxDq7ocwXzh8wnr38elYFKHv78YSasmcCKrSuoCdVEO0QhmkV9V8xvBcYAz3BAK3sb25ldVsxjgKx8CBGZ5IaIFvO2bXW7t3/3HcGcHLzXX0/wiCMMGUvXdarWVVH+UjmhyhDJw5NxjHVgTj54e7vkhhCRGZEbYT3Mx7s/ZuGmhRSUF+CIdzCixwhG9BhBijWlSccSwihGbv629SBP6Zqm9WhAjC2dFOYxQL5gCRGZ5IaIKl0nfsMG7LNnY3K7qR4ypK69PcWYL+Jhb5jyBeV4VngwJ5tJvTYV+yB7xHtbJTeEiMzI3NB1ne/LvmdhwUK+KP6CeHM8g7sO5uKci8myZxkyphBNRY5LO3xSmMcA+YIlRGSSG6IlUHw+bK+9RuKyZeg2G1Xjx1M9ZIhhu7cHCgO4Zrio+bmG+H7xpE1Nw9rD+rvXSG4IEVlz5ca2ym0sKljEup3r0HWdMzqeQW5OLr2cvQwfW4jGkML88ElhHgPkC5YQkUluiJbE/Ouvde3tGzcS7N0bb14ewd69DRlLD+tUvVdF+dxyQt4QKRem4BjrwGSruxgguSFEZM2dG6X+UpZtXsY7W9/BF/TRv11/cnvlckLmCbKTu2hRmrQwV1X1C+AJYJmmaf+zO8q+s80vAm7VNO2UxofdokhhHgPkC5YQkUluiBZH14lftw77Sy9hqqig+vzzqbr6avTkZEOGC3lClL9SjneVF3OqGecEJ7azbbRr105yQ4gIojVvVNVW8c7Wd1i2eRll1WV0d3RndM5oBnQagMVU39OghTBOUxfmfYEHgLOBr4FfAA+QDPQGjgfWAdM0TfvpsKNvGaQwjwFSfAgRmeSGaKmUqipsr75K4ttvoycl4b32WmoGDTKsvb1mUw2u510ECgIkHJNAz7/2xJviNWQsIVqzaM8bteFa3t/xPosKFrHds52MxAxG5Yzi/G7nk2hJjFpcQhjSyq6qahZwHnA0kAq4ge+ANZqmlRxeyC2OFOYxINqTiBAtleSGaOnMmzfXtbf/+CPBI4/EM3UqoZwcQ8bSwzrelV7K55VjrjWTOCIRx+UOTIlyrrIQv2kp84au63y550sWFixkY+lG7HF2hncfzsieI0lLSIt2eCIGyT3mh08K8xjQUiYRIVoayQ3RKoTDxK9dS9LcuSgeD9XDh1M1bhx6UpIhw4XKQwTeDFCytARzhpm0iWkknpEo97MKQcucNza5N5FfkM/Huz/GpJgY2Hkgub1y6ZzcOdqhiRgihfnhk8I8BrTESUSIlkByQ7QmiteLfcECElasIJySQtX48XXt7QYUzBkZGezasAvXDBeBLQESjk8gbWoacR3jmnwsIVqTljxv7PbuZknhEt7d9i614VpOyTqF3N659EvrJxfWhOGkMD98UpjHgJY8iQgRTZIbojUyFxaSPGMGlp9/prZfP7xTpxLq0aNJx/gtN/SQjne5l/IF5egBnZTRKaRcmoIpQdrbRWxqDfNGeU05y7cs560tb+EJeOiT1ofcXrmcln0aJkVyVxhDCvPDJ4V5DGgNk4gQ0SC5IVqtcJj4996ra2/3evGPGIFv7Fh0u71JPv7A3Ai5QrjnuqlaV4Ul04JzspPEU6W9XcSe1jRvVAerWb1tNYsLF7PHt4eOSR25OOdiBnUZhNVsjXZ4oo2RwvzwSWEeA1rTJCJEc5LcEK2d4vFgnz+fhHfeIexwUHXdddQMHHjY7e0Hy43qjdW4nndRu72WxJMScU5xEpct7e0idrTGeSMUDvHx7o9ZWLCQwvJCUuNTGdlzJMO7DyfZasxRjCL2GFaYq6qqANcBlwEZmqYdo6rqWUCWpmna4QTdwkhhHgNa4yQiRHOQ3BBthWXTJpJmzMCyaRO1Rx9d197erVujP++PckMP6nje8lDxWgV6UCdFTcGhOlCssnou2r7WPG/ous53pd+RX5DPl3u+JMGcwJBuQxiVM4r2tvbRDk+0co0pzOt7Y8UDwLXAbKDLvsd2Anc2OEohhBBCCAMFe/emfPp0vDfeiGXrVpx5edhnz0bx+Zp8LMWikHJxCtmzs7GdZqPi/yrYPWk3/i/8TT6WEKLpKIpC/3b9efD0B5k5cCZ/6vgnlm9ZzvjV43nsi8coLC+MdogixtS3ML8auEDTtDeA35bYtwJNu7uKEEIIIURTMJmoPv98XHPnUj1kCIlLl+KcMIH4Dz4AA27js2RYyLg7g8xHMlEsCiX3lrD3gb0E9wSbfCwhRNPq7ujObSfcxiuDX+GinhfxefHn3PD+Ddz90d18tecr5NZf0RzqW5ibAe++n3/7m5m032NCCCGEEC2OnpKC98YbKZ8+nXBaGsmPP47jrrswb9tmyHiJxyWSPTOb1GtS8X/tZ/fE3VS8UYEekC/2QrR07WztmHD0BBYMWcA1/a5hu2c7f/vkb1z//vWs27GOYFgutAnj1Pce85eAAHAzUASkA9MBq6ZpUw2NsHnJPeYxoDXfDyWEkSQ3RJsXDpOwciX2efNQ/H78o0bhu/xy9MTEP3xbY3MjWBLEPduN72MfcR3jcOY5STzuj8cSojVp6/NGIBTgg50fkF+QUMUKcQAAIABJREFUzw7PDtoltmNUziiGdhtKokVyWRyckfeY3wJ0ACoAB3Ur5V2BuxoTqBBCCCFEszOZqB4+HNecOVSfey6J+fk4J07EumGDMe3tmRba/a0dmQ9kood1Sv5Swt5H9hIslVU3IVoDq9nK4K6DeeHcF5h26jTa29oze+Nsxq0ax7wf5+GqdkU7RNGGNOi4NFVVM6kryHdomlZsWFTRIyvmMaCtX90VorEkN0Sssfz4Y93u7Vu2UHvssXjz8gh16vQ/r2uK3NADOpX5lVS8UYFiVnBc7iB5VDKKRXZvF61XLM4bP7l+YlHBIj7Z/QkWk4Vzu5zL6JzRdEr+3387ROwy8ri0l4E3NU1794DHZ0oru2htYnESEaI+JDdETAqHSVi+HPuCBSjV1fhyc/Fdcgns197elLkRLA7iesGF/zM/cV3iSMtLI+GYhCb5bCGaWyzPG7u8u1hcuJg129YQDAc5NftUcnvl0je9b7RDEy2Aka3sVwJzVVW9LcLjQgghhBCtk8lE9YUX4pozh5pzzsH25pukTZyI9aOPjGlvz7KQOS2Tdvf9f3t3Hl9Fdf9//HWzEpZAAsomoCxqLdXaFuXrxo6goCJxUKuodaNKXSvWpfZn61KxaF2LG1VpKw6gIrgiKFIQrbhTFUFWIQgmQAghkOT+/khMWS6yJQyQ1/PxuI9HZu7cmc+9cjz3PXPm3P2IF8dZdv0yVgxdQWleaZUfS1L1aV63Ob/56W946sSnOPOQM/l0xadc+/a1XDPlGt5Z+g5l8bKoS9ReZnuD+TqgI3BmEAQjgyBIq1jv+CtJkrTXi2dlUXDttay8+27K6tUj8/bbyfz970n+5ptqOV7tjrVpOrwp9c+qz9qpa1ly8RJWv7CaeKmzt0t7k6xaWQw8bCBP93qaQYcPIm9dHn+c8UcufeNSXp3/KutL10ddovYS2xvMCcNwMXA85T+dNi0Igub876fTJEmS9nol7duz8oEHWDNoEKmff07WoEEkPfIIrFtX5cdKqpVEg4ENaDq8Kek/Sif/kXxyf5NL8aziKj+WpOqVkZLBqW1O5YkeT/C7Dr+jVkot7vvwPs577Tye/fJZCtYXRF2i9nDbe495QRiG9TZa/h3wG6BRGIbp1Vjf7uY95jVATb4fSvohtg1pU0l5edR54gnqvP0267OzWTNoEOs7doRY1Q8YjMfjFE0rIv+RfEpWlFC3R10aXNCA5KzkKj+WVFXsN7YuHo/z0fKPGPvVWGZ+O5NaybXodWAv+rXtx/6194+6PFWz6rzH/I8bL4Rh+GfgIuBfO1aiJEnS3qEsO5uC666j9OGHideqReYf/0jmH/5AUjWcxI/FYtQ+rjZNH21K5hmZFE4uZMnFSygYX0C8zAGK0t4mFotx5P5Hctuxt/Fglwc5ptkxvPj1i1zw+gUMfX8oc1fOjbpE7WF26OfSagCvmNcAnt2VErNtSIk1atSIFbm5ZIwfT+2RI4mVlLA2CFh7xhmQXj0DBzcs3EDew3ms+3gdaW3TyL48m/RD96VBitoX2G/smG/Xfsvzc57ntQWvUVRSxM/2/xk57XL46X4/JVYNI3EUnSr9ubQgCF4Nw7BXxd9T2cr95GEYnrCT9e6JDOY1gJ2IlJhtQ0ps47aR9N131HnsMdKnTKGscWPW/PrXrD/66Go5bjweZ+3ba8l/LJ/SvFLqnlgxvD3T4e3aM9hv7JyC9QW8PP9lxs0ZR35xPm3qtyGnXQ7HNz+e5CTb975gZ4J5yg889/RGfz++S5VJkiTtA8oaNqTgd79jXe/e1H3oITL/3/9j/dFHs2bQIMqaNKnSY8ViMep0qkPGURms+scqVr+wmrXT1pL1qyzq9KxDLMkrbNLeqF5aPQYcPIB+bfrx5qI3GfPVGO56/y6e/O+T9Gvbj56tepKRkhF1mdrNHMq+Ka+Y1wCe3ZUSs21IiW21bWzYQMa4cdT+5z+JlZay9swzWZuTA2lpW25bBdbPX0/eQ3kUf1ZM+iHpZA/OJq1t9RxL2h72G1WjLF7Ge7nvMXr2aP6b91/qptalT+s+nNL6FLJqZUVdnnZClQ5lBwiC4OdAcRiGn1Us7wf8FWgPvAP8NgzDNbtc+Z7DYF4D2IlIidk2pMS21TaSVqwoH97+9tuUNm3Kml//mg0dOlRLLfF4nMLJhax8fCWlq0qpd3I96g+sT3I9h79q97PfqHr//e6/jPlqDDOWziAlKYXuLbvTv11/mtdtHnVp2gHVMSv7X4GNx2U9DhwMPEp5OB+6M4XuaYIg6BsEwaNR1yFJkvY+ZY0aUXDDDay64w5ITqb+LbeQ+cc/krRsWZUfKxaLUbdbXZo91ox6fetR8HIBSy9eypqJa3AUpLT3O6zhYdzS8RYe7f4o3Vt2542Fb3DxxIu57d3b+Dzv86jLUzXa1hXzFUDzMAyLgyBoAHwLtA/DcHYQBC2A6WEYtthNte4OXjGvATy7KyVm25AS26G2sX49Gc8/T+1nniEWj1N41lkUnX569Q1vn1sxvP3zYtJ/nE72ZdmktXZ4u3YP+43ql78un3Ffj2PC1xMo3FBI+4bt6d+uP0c1OYqk2Pb+8rV2t+q4Yp4CrK/4uyOQG4bhbIAwDBcBDXa2WEmSpH1OWhpFAwaQ/+ijrO/QgTpPPUXWZZeROnNm9RyuTRqN/9KYhlc3pGRRCUt/s5T8R/IpW1tWLceTtHtl1cri/MPOZ2SvkVz6k0tZtnYZt864lUGTBvH6gtdZX7p+2zvRXmFbwXwWcEbF32cCb3z/RBAEzYFV1VSXJEnSXqts//1ZffPNrPrjHyEep/7NN1Pv9ttJWr68yo8VS4pRt2ddmj7elHq96rF63GqWXLSEwjcLHd4u7SMyUjI4re1pjOg5giG/GEJqUir3fnAvF7x+AeHskDXr96Vpv2qmH/q5NIDrgfFBEAwHSoHjNnpuADCtugqTJEna223o0IH8I44g47nnqPPMM6T95z+sPftsivr1g9TUKj1Wcr1ksn+TTZ0T65D3YB4rhq6g1iu1yLo8i7RWDm+X9gUpSSl0adGFzgd05sPlHzLmqzH8fdbfGfXlKHod2It+bfqxX+39oi5TO2GbP5cWBEE9yid8mx2GYcFG6w8BCsIw3JduyvYe8xrA+6GkxGwbUmJV1TaScnOp++ijpL3zDqUHHMCayy5jw5FHVkGFW4qXxVnz6hpW/n0l8aI49frVo/7Z9UnK8J5UVR37jT3DnJVzGPvVWN7+5m1ixOh0QCdy2uVwUP2Doi6txqryn0urgQzmNYCdiJSYbUNKrKrbRtp771Hnb38jOTeX4hNOoPDiiylr1KjK9r+x0pWlrPz7Sta8vobkRslkXZxF7eNrE4tt8zuitE32G3uWZWuX8fyc53lt/musK13HLxr/gpx2ORze6HDb/G5mMN91BvMawE5ESsy2ISVWLW1j/Xpqjx5N7WefJZ6SUj68/bTTIGVbdxnunOL/FpP3UB7rv15PrSNrkX1ZNqkHVO1QetU89ht7poL1Bbw07yXGzR3HyuKVtG3Qlpx2ORzX7DiSk5KjLq9GMJjvOoN5DWAnIiVm25ASq862kbR0KXWHDyftvfcobdmSNZdfzobDD6+WY8VL46x5aQ0rn15JfF2czJxMMs/MJKmWw9u1c+w39mzrS9fzxsI3eG7Oc3yz5hsa127M6W1Pp0erHmSkZERd3j7NYL7rDOY1gJ2IlJhtQ0psd7SNtBkzqDt8OEnLllHcuXP58Pbs7Go5Vml+KfmP51M4uZCU/VPIGpRFRscMh7pqh9lv7B3K4mXMWDqDMV+N4fO8z6mXVo++rfvSt3VfGqT769fVwWC+6wzmNYCdiJSYbUNKbLe1jeJiaochtUePLh/efu65FJ1yCiRXz9DTdZ+uI+/BPDYs3EBGhwyyBmWR2szh7dp+9ht7n1nfzWLMV2OYsXQGqUmp9GzVk35t+9G8bvOoS9unGMx3ncG8BrATkRKzbUiJ7e62kfTNN+XD299/n9IDD6Tg8sspad++Wo4VL4lT8GIBq/6xinhJnMwgk8wzMklKd3i7ts1+Y++1qGARY78ay6RFkygtK+XYZseS0y6HQ7IPibq0fYLBfNcZzGsAOxEpMduGlFgkbSMeJ+2dd8qHty9fTnHXrqy58ELi1TS8veS7ElY+upLCtwtJaZJC9mXZZHTwHlT9MPuNvV/eujxenPsiE+ZNoHBDIT9p9BNy2uXwi8a/ICnmCbqdZTDfdQbzGsBORErMtiElFmnbWLeO2qNGUXvMGOLp6RQOHMi6Pn2qbXh70YdF5D+cz4bFG6j9f7XJujSLlMbVM1O89n72G/uOopIiXp3/Ks/NeY4VRStoWa8l/dv1p0uLLqQmeYvLjjKY7zqDeQ1gJyIlZtuQEtsT2kbyN99Q96GHSP3wQ0pat2bN5ZdTcthh1XKs+IY4q59fzap/rYI41D+rPpmnZxJLc3I4bWpPaBuqWiVlJUxZPIWxc8Yyb9U8GtZqyKltTuWkg06iTmqdqMvbaxjMd53BvAawE5ESs21Iie0xbSMeJ23aNOo+8ghJK1awrmdPCs8/n3hWVrUcruTbEvIfzWfttLWkNk8l67IsMn7m8Hb9zx7TNlTl4vE4M7+dydivxvLR8o/ISMng5INO5tQ2p9Ioo1HU5e3xDOa7zmBeA9iJSInZNqTE9rS2ESsqovYzz5Dx3HPEa9Wi8LzzWHfyyZBUPfeDFv2niLzheZQsKaH28bXJuiSLlEYOb9ee1zZUPeasnMPor0bz72/+TSwWo8sBXejfrj8HZh4YdWl7LIP5rjOY1wB2IlJitg0psT21bSQvXEjdhx8m9eOPKWnbljWXXUbJj35ULceKr4+zesxqVo1aRSw5Rv2z61OvXz1iKQ5vr8n21Lah6pFbmMvzc57ntQWvUVxaTIfGHchpl8NPGv2EWMz/F2zMYL7rDOY1gJ2IlJhtQ0psj24b8TjpU6dS59FHSfruO9adeCKFF1xAvH79ajlcSW4JecPzKHq3iNSWqWRfnk2tw2tVy7G059uj24aqzer1q5nw9QRe/PpFVhWvol2DduQcnMNxzY5zJvcKBvNdZzCvAexEpMRsG1Jie0PbiBUVUfuf/yTjhReIZ2RQeMEFrOvVq9qGt6+dsZb84fmULCuhTuc6ZF2cRXJ29cwUrz3X3tA2VH2KS4uZtHASY78ay5LCJTSt05R+bfvRo2UPaqXU7BN2BvNdZzCvAexEpMRsG1Jie1PbSF6woHz29k8/paRdO9YMHkzJwQdXy7HKistY/exqVo9eTSwtRv1z61Ovbz1iyQ5prSn2prah6lMWL2P6kumM+WoMX+Z/SWZaJn1b96Vv677UT6+e0Tt7up0J5o41kCSpih199NHk5eXt0GueeOIJOnXqxODBgykuLmbAgAH06NGDcePGkZOTw8cff7zLdU2fPp2BAwfu1GvfffddunTpQo8ePSgqKtrlWlQ9Slu1YtVdd1Fw/fUkffcdDa66irr3309s9eoqP1ZSehINBjag6fCmpB+WTv4j+eT+JpfiWcVVfixJe66kWBLHNT+Oezvdy93H382h2Yfyzy/+ycDXBvLwxw+ztHBp1CXuFQzmkiTtAZ566ilGjhzJgw8+yGeffUZJSQkTJ07k1FNPjbo0AJ577jkGDRrExIkTycjwJ7Oq07Bhwxg+fPjO7yAWo7hzZ7quXcv0Dh2o9dprZF90EbVefRXKyrZ7N1dddRUTJkzY5napzVPZ74/7sd9N+1FWUEbub3NZMWwFpfmlO/8eJO11YrEY7Ru159b/u5Xh3YbT+YDOvDz/ZS6aeBF3vncns/NnR11ilTj33HNZtWpVle/XYC5J0i5Yu3Yt5557Lt27d6dr166MGzcOgBEjRnDiiSfSrVs35syZA2wZuLp27cqiRYu4/vrrWbhwIRdccAEPPfQQV1xxBbNmzaJHjx7Mnz9/k+NNmTKFvn37cuKJJ3LJJZdQWFi4RU1XXXUV119/Pf369eO4445j4sSJW2yztVoSvZ9//etfTJgwgXvvvZfBgwcD8PDDD9OtWze6d+/OHXfcscufo6pBcjJFp59O/oMPUtKqFXXvu48G11xDyldfVfmhYrEYtY+rTdNHm5IZZLL2zbUsuXgJBeMLiJft/G2Tq1at4sknn6y6QnfAZ599xqRJk3b4dbm5uVx88cXVUJG092iV2Yqrf3Y1T/V8iv5t+zPz25lc+daVXD/1ev6z7D/sjbdTx+NxysrKGDlyJPWrYYJNf4RSkqRd8Oabb9KkSRNGjhwJwOrVq7njjjvIzs7mtdde48knn2T48OH85S9/2eo+7rrrLt566y1Gjx5NdnY2Rx55JMOHD+fpp5/eZLu8vDzuu+8+nn32WWrXrs1DDz3Eo48+ytVXX73FPhcvXszYsWOZP38+Z5xxBscff/xOv5/MzEzee+89unfvTp8+fZg8eTKvvvoqEyZMICMjg/z8/O39uPZ5a9eu5dJLL2Xp0qWUlZVx5ZVXctBBB3HrrbdSWFhIdnY29957L40bNyYnJ4fDDjuMjz76iDVr1jBs2DCOPPJIAGbPnk1OTg7ffPMNF110ERdeeCEAv/rVr1iyZAnFxcVceOGFnHPOOZSWlnLttdfyySefEIvFGDBgAJdccgkAEyZM4Mbp01m1ahX3n3023adOpd4VV3B9RgZvFxayvrSU8847j3PPPZd4PM7NN9/MtGnTaNGixU69/6SMJLIuyKJu97rkPZRH3sN5rHl9DdmXZ5N+aPoO72/16tU8/fTTnH/++TtVz84qKSlh1qxZfPLJJ3Tr1i3h8ykpib9GN2nShMcee6y6S5T2Cg0zGvKr9r/izEPO5JX5r/DC3Be4ZfottMpsRU67HDod0InUpNRdOsa9997L888/T7NmzcjOzubwww+nV69e3HTTTXz33XdkZGRw991307ZtW6666irq1avHxx9/zPLly7npppvo06cPAH/7298YP34869evp1evXvz2t79l0aJFnHPOORxzzDHMnDmTESNG0L9/f1555RWys7MZPXo0jzzyCAA/+tGPeOCBB3b6fRjMJUnaBYceeih/+tOfuP322+nevTtHH300AL179wbg8MMP55VXXqmSY82cOZPZs2dXDm/fsGEDP//5zxNu27dvX5KSkmjdujWtWrWqvGq/LVt7PxubOnUqAwYMqBzSnpWVtZPvaN+T6MTGOeecw9///ncaNmzIuHHjuOuuu7jnnnsAKCoq4sUXX2TGjBlce+21TJ48GYA5c+YwevRoCgsLOf744xk4cCCpqakMGzaMrKwsioqKOPnkkznppJNYvHgxubm5la/deIhlSUkJL730EpMmTeKuRx/l5088QXjNNTScOZN327blu4ED6f3AA3Tq1InPPvuMuXPnMmnSJJYvX06XLl0YMGDATn0OqS1S2f/O/Vn79lryH8sn95pc6p5YlwYXNCA5c/tnb7/jjjtYsGABPXr04IQTTqBRo0Zb/eJ81FFH8f7779OkSRNGjBhBRkYGTzzxBCNHjiQlJYV27drxt7/9jfz8fK699loWLlxIrVq1GDp0KIcddhjDhg1j2bJlLFq0iOzsbN577z3WrVvHe++9x+DBg5kzZ84mz//ud7/jiiuuYO3atQDcdtttdOjQgUWLFnHeeecxefJknn32WSZOnEhRURHz58+nd+/e3HzzzTv1mUp7s9qptenfrj+ntDmFKYunMOarMQybOYyn/vsUp7U5jd4H9qZ2au0d3u/HH3/Myy+/zGuvvUZpaSknnngihx9+OEOGDOHPf/4zrVu35oMPPuCGG25g9OjRACxbtowXXniBOXPmcMEFF9CnTx+mTJnCvHnzeOmll4jH45x//vnMmDGD5s2bM3fuXO655x7uvPPOTY795Zdfcv/99zNu3Diys7N3+SS1wVySpF3Qpk0bXnnlFSZPnsydd95Jp06dAEhPL786mJycTGlpaeXfZRvd41tcvGOTZMXjcU444QQefvjhbW4bi8V+cHlrtSR6P5tfkY/H41vsT+U2P7FRv359vvzyS84880wAysrK2H///Su3//4kS8eOHSkoKKgM1d26dSM9PZ309HQaNWrE8uXLadasGSNGjKg80bNkyRLmzZtHmzZtWLhwITfffDPdunWr/DcIcNJJJwHlJ4gWL15MvG5dXo/H+SIlhbGffUbsiitYlZzMgmnTmPH555x22mkkJyfTpEkTjj322F36LGKxGHU61SHjqAxW/WMVq19Yzdp/r6XBrxpQ98S6xJK2/W/oxhtv5Msvv2TixIlMmTKFl156KeEX53nz5vHQQw9x9913c+mll/Lyyy/Tv39/HnroId555x3S09MrP9thw4bRvn17RowYwb///W+uvPLKyts9PvnkE55//nkyMjJ49tln+eSTT7j99tsrX7fx80VFRTzzzDPUqlWLr7/+mssvvzzhSbhZs2bx2muvkZaWxgknnMAFF1xA8+bNd+mzlfZWqUmpdG/ZnW4tuvH+t+8zZvYYHv/scf71xb846aCTOK3NaTTMaLjd+3vvvfc48cQTK08U9+jRg3Xr1jFz5kwuvfTSyu3Wr19f+XevXr1ISkri4IMPZvny5UD5bWJTpkyhZ8+eQPnop3nz5tG8eXMOOOCAhCfBp02bxsknn0x2djaw6yepDeaSJO2C3NxcGjRoQP/+/alTpw5hGG512xYtWvDGG28A8Omnn7Jw4cIdOtbPf/5zbrrpJubNm8dBBx1EUVERS5YsoU2bNltsO2HCBM444wwWLlzIggULaNOmDR988ME2a9me99OpUyfuvfde+vXrVzmU3avm5TY/sXHCCSdw8MEHM378+ITbb+0EyvcnduB/J3emT5/O1KlTGT9+PBkZGeTk5FBcXEyDBg2YOHEib731Fk8++STjx4+vvCKflpZWuY+SkpLKff7prrvofMIJpL/xBnVHjCD2j3/wVloasQT/lnZVUkYSWRdnUadHHfIfzifv/jwKXy0ka3AW6e22f3j7D31xbtGiBe3btwfKT0IsWrQIKB9aOnjwYHr16kWvXr2A8i/y3w81P+6448jPz2d1xaz1PXv2/MHJDTd+fsOGDdx0003897//JSkpia+//jrha4477jgyMzMBOPjgg/nmm28M5qrxYrEYHRp3oEPjDszOn83Yr8by3JzneH7u83Rr0Y3T255Oq8xW29xPonvV4/E4mZmZCedXgf/9f3Hj18fjcQYPHsy55567ybaLFi2idu3EV/Kr+iS1k79JkrQDFq5fz+ClS8lZtIjBS5fy9qef0qdPH/p060bJDTdwY79+W33tSSedxMqVK+nRowdPP/00rVu33qFjN2zYkHvvvZfLL7+c7t2707dvX+bOnQvA3Xffzeuvv165bevWrenfvz/nnHMOf/7zn6lVq9Z21fLFF1/Qp08fevTowf3338+VV165RR1dunShZ8+e9O7dmx49euzaDOL7mNzcXDIyMujfvz+DBg3iww8/JC8vj/fffx8oD3Nffvll5fYvvvgiUB4WMzMzKwNcIgUFBdSvX5+MjAzmzJlTeaIlLy+PsrIyTj75ZK677jo+/fTTH6yxU6dOPP3002woLaW4Z0/+c+ONfNejB12+/ZaX776blNdfZ1luLtOnT9/Vj2MTaQemsf9d+9Pwtw0p+baE3CtzyXsoj9KC7Zu9/fsvzhMnTmTixIlMmzaNs846C0h8IgOovD/9k08+oVevXpSUlCT8Iv/9l+utfQH/3sbPP/bYY+y3335MnDiRV155hQ0bNiR+3xuFgKSkpE1OkEiCg7MO5oajbuDxHo9z0oEn8dbitxg0aRB/eOcPfLbisx+cKO6oo45i4sSJrFu3jsLCQiZNmkRGRgYtWrSoPCEaj8eZNWvWD9bQuXNnnn322coJVZcuXVr5O+Rbc9xxxzF+/PjKn0d1KLskSbvJwvXrOXPxYhZs9MX6gzZteOH++2n3z39ScNlllDVvzrt9+1Y+f8QRRzBmzBgAMjIyeOaZZxLu+9133638+5hjjuGYY46pXP7+9VD+ReDll1/e4vXXXXfdJssdOnTg1ltv3WTdxvvdWi0tWrSgc+fOW6z/61//usny4MGDK2do1/988cUX3HbbbcRiMVJTU7nzzjtJTk7mlltuYfXq1ZSWlnLRRRdxyCGHANCgQQNOOeWUysnffkjnzp0ZOXIk3bt3p3Xr1vzsZz8Dyr9AXnPNNZW3Jtxwww0/uJ+zzz6bRYsW0atXL+LxONnZ2YwYMYJOJ5/MvF/+kr9cfDGfN27M/x1+eBV8IpuKxWLU7VaX2kfXZuXIlRRMKGDt1PLh7XW619lieHudOnVYs2ZN5ft/4dZbOf2UU6hTvz5Lly4lNXXrk0aVlZWxZMkSjj32WI466iheeOEFCgsL6dixI8899xxXX30106dPJzs7m3r16m3x+rp161YeO5HVq1fTtGlTkpKSGD16dOXJAEk7p2mdplx2xGX88tBfMv7r8Yz/ejzXTb2OQ7IOIaddDsc0O4akWBILVy9k6PtDyV2bS5PaTcg5rC3PdOjA6+3bc8QRR1CvXj0efPBBbrjhBu677z5KSko49dRT+fGPf7zVY3fq1ImvvvqKU045BSg/CffAAw+QnLz1OTEOOeQQrrjiCnJyckhKSqJ9+/Zb9JU7IrY3TlVfjeJLliyJugZVs0aNGm3zDJhUE9k2tm3w0qU8X1CwybrfP/UUZ374IQ3GjIFtXG3bXa666qrKGdS166qrbeTk5PD73/+eI444osr3vdPKyqh3zz1kjBlDWXY2RaeeyrrOnan3wAMk5+ZS2qQJBUOGUNqyZZUcbv3c9eQ9lEfx58WkH5ZO9uXZkALfDf2OktwSUpqk8Mc1f+TLBV9wc9OmZNepw7Vz50IstskX5+8nWwMYPnw4hYWFXHHFFZxxxhkUFBQQj8c5/fTTGTx4MPn5+Vx5G0/+AAAZ9ElEQVRzzTUsWrRoi8nf6tSpw6BBg4Dyq1+//OUv2bBhQ+Xkbxs///XXX3PJJZdQq1Ytjj32WEaMGMFXX321xeRvG9+nPnDgQAYNGrTJibe9mf2GqtO6knW8sfANxs4ZS25hLs3qNOOE5icw/NPhLCwov/3q6EVw5rxMOj7wCvulN+b0009n6NCh/OQnP4m09o3bRrNmzQC2OebdYL4pg3kNYCciJWbb2LacRYt4p6hok3Xtv/6aSz7+mPPLyijLyqK4a1dKDj44ogpVHWpUMK+QMmsWDa6/ntiqVSQvWULSunWVz21o1Yq8UaOqLJzHy+IUvlHIyidWUvJdCSW5JZTl/29iwtSWpfy401hK+nZh/S5OSKeqZb+h3aEsXsa0JdMYPXs0kxZNYmXxSgB6zYajv4FbV0D9gvo0Sm3EGWecwW9+85uIK965YO5QdkmStlOTBL9b/Fnr1rx5xBH0b9qUWH4+6dOmUdK2LSQ5jYt+2Ma3KOwR4nGS580jfdo0kpcsofjoo0l/881NQjlA6oIF1Bs6lJUPPlglh40lxajbsy4Z/5fBotMXbRLKAQ5b+FvWfHA8Kdd6wkuqiZJiSRzf/HiOa3YcvV/oXRnML50Jc7Pg1oZQ5yfZDDzrHjb84hcRV7vzDOaSJG2nIQ0b8kFR0Sb3mLdKSWFIw/KfdolnZbHO4ePaSyXl5pL2/vsUd+1KacWs4Wkff5xw2+Rly6r8+Mn1kkmuv+X9nB9zD9kpS2n14oskrVhBaePGrD3//Co/vqQ9WywWo239tny6onyCy35nVTwRh/P3OxR+4H7wvYHBXJKk7dQyLY1RBxzA0O++Y1lJCY0rQnnLjWZdlvZWZU2bUhQEm6wrbdIk4baljRtXSw0pTRJ9NY2xofUhFF7YuVqOKWnvMeQXQ/hg+QcsWL2gcl2r+q24tNstbMismttromIwlyRpB7RMS+PBpk2jLkPaLQqGDCH1gw9IXfC/L8EbWrWiYMiQajlewyENKfqgiJIF/xuVktIqhYZDGlbL8STtXVpmtmRU71EMfX8oy9Yuo3Htxgz5xRBa7uWhHAzmkiRJ2orSli3JGzWKekOHkrxsGaWNG1fprOybS2uZxgGjDiiflX1ZCSmNy0N5WktHpUgq1zKzJQ92rZo5LvYkBnNJkiRtVWnLllU20dv2SGuZRtMHHZUiqWZxylhJkiRJkiJkMJckSZIkKUIGc0mSJEmSImQwlyRJkiQpQgZzSZIkSZIiZDCXJEmSJClCBnNJkiRJkiJkMJckSZIkKUIGc0mSJEmSImQwlyRJkiQpQgZzSZIkSZIilBJ1AdUtCIIk4E9AJvB+GIZPRVySJEmSJEmVdmswD4IgGXgf+CYMwz47uY8RQB/g2zAM22/2XC/gPiAZeDwMwz8DpwLNgTxg8S6UL0mSJElSldvdQ9mvBD5P9EQQBPsHQVBvs3VtE2z6JNArweuTgYeA3sBhwFlBEBwGHAK8E4bhNcCvd6l6SZIkSZKq2G4L5kEQHACcDDy+lU06AeOCIKhVsf3FwP2bbxSG4duUX/3e3FHAnDAMvw7DcD0wivKr5YuB/IptSrdSW98gCB7dgbcjSZIkSVKV2J1XzP8KDAHKEj0ZhuFo4FVgVBAEvwR+BQQ7sP/mwKKNlhdXrHsOODEIggeAt7dy7PFhGF6yA8eSJEmSJKlK7JZ7zIMg+P6e8JlBEHTe2nZhGA4NgmAU8DegTRiGa3bgMLEE6+JhGK4FLtyhgiVJkiRJ2k121xXzY4FTgiCYT/kQ865BEPxj842CIDgeaA88D/xhB4+xGGix0fIBwJKdqlaSJEmSpN1kt1wxD8PwBuAGgIor5r8Nw/CcjbcJguBI4DHK70OfB/wjCILbwjC8eTsP8x+gXRAEBwHfAGcCZ1fNO5AkSZIkqXrs7lnZf0ht4IwwDOeGYVgGnAcs2HyjIAieAd4BDgmCYHEQBBcChGFYAgwGXqN85vcwDMNZu616SZIkSZJ2Qiwej0ddw54kvmSJo9/3dY0aNWLFihVRlyHtcWwbUmK2DSkx24aU2MZto1mzZpB4PrRN7ElXzCVJkiRJqnEM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShFKiLqC6BUGQBPwJyATeD8PwqYhLkiRJkiSp0m4J5kEQ1ALeBtIrjjkmDMM/7OS+RgB9gG/DMGy/2XO9gPuAZODxMAz/DJwKNAfygMU7/SYkSZIkSaoGu2soezHQNQzDI4CfAr2CIOi48QZBEOwfBEG9zda1TbCvJ4Fem68MgiAZeAjoDRwGnBUEwWHAIcA7YRheA/y6Ct6LJEmSJElVZrcE8zAM42EYrqlYTK14xDfbrBMwruLqOkEQXAzcn2Bfb1N+9XtzRwFzwjD8OgzD9cAoyq+WLwbyK7YpTVRfEAR9gyB4dMfelSRJkiRJu2633WNecUV7JtAWeCgMw3c3fj4Mw9FBEBwEjAqCYDTwK6DHDhyiObBoo+XFwNGUD21/IAiC4ykfTr+FMAzHA+OBi3fgeJIkSZIk7bLdFszDMCwFfhoEQQPg+SAI2odh+Nlm2wwNgmAU8DegzUZX2bdHLMG6eBiGa4ELd7pwSZIkSZKq0W7/ubQwDFcCb5H4PvHjgfbA88COTg63GGix0fIBwJKdq1KSJEmSpN1jtwTzIAj2q7hSThAEGUB34IvNtjkSeIzy+8IvALKDILhtBw7zH6BdEAQHBUGQBpwJvFgV9UuSJEmSVF121xXzpsCbQRB8QnmAnhiG4YTNtqkNnBGG4dwwDMuA84AFm+8oCIJngHeAQ4IgWBwEwYUAYRiWAIOB14DPy1eFs6rtHUmSJEmSVAVi8fjmk6PXaPElSxz9vq9r1KgRK1asiLoMaY9j25ASs21Iidk2pMQ2bhvNmjWDxPOhbWK332MuSZIkSZL+x2AuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJElShAzmkiRJkiRFyGAuSZIkSVKEDOaSJEmSJEXIYC5JkiRJUoQM5pIkSZIkRchgLkmSJO0Fhg0bxvDhw3d5Pzk5OXz88cc7/fqrrrqKCRMmbPf206dPZ+DAgTt1rHfffZcuXbrQo0cPioqKdmof0t7AYC5JkiRpj/Tcc88xaNAgJk6cSEZGRtTlSNUmJeoCJEmSpH3d2rVrufTSS1m6dCllZWVceeWVHHTQQdx6660UFhaSnZ3NvffeS+PGjcnJyeGwww7jo48+Ys2aNQwbNowjjzwSgNmzZ5OTk8M333zDRRddxIUXXgjAr371K5YsWUJxcTEXXngh55xzDqWlpVx77bV88sknxGIxBgwYwCWXXALAhAkTuPHGG1m1ahXDhg3j6KOPprS0lDvuuIN33nmH9evXc95553HuuecSj8e5+eabmTZtGi1atNjqe7zqqqtIT09n9uzZLF++nD/84Q/06NFjk22GDRtGnTp1GDRoEABdu3blqaeeomHDhlt8PoWFhUyYMIEpU6YwdepUHnzwQR5++GHGjh1LLBaja9eu3HjjjdXxn0va7QzmkiRJUjV78803adKkCSNHjgRg9erVnHPOOfz973+nYcOGjBs3jrvuuot77rkHgKKiIl588UVmzJjBtddey+TJkwGYM2cOo0ePprCwkOOPP56BAweSmprKsGHDyMrKoqioiJNPPpmTTjqJxYsXk5ubW/naVatWVdZTUlLCSy+9xKRJk7jnnnt49tlneeaZZ6hXrx4vv/wyxcXFnHbaaXTq1InPPvuMuXPnMmnSJJYvX06XLl0YMGBAwve5ePFixo4dy/z58znjjDM4/vjjd/rzyczM5L333qN79+706dOHyZMn8+qrrzJhwgQyMjLIz8/fuf8Y0h7IYC5JkiRVs0MPPZQ//elP3H777XTv3p369evz5ZdfcuaZZwJQVlbG/vvvX7n9qaeeCkDHjh0pKCioDNXdunUjPT2d9PR0GjVqxPLly2nWrBkjRozglVdeAWDJkiXMmzePNm3asHDhQm6++Wa6detGp06dKvd/0kknAXD44YezePFiAKZMmcLnn3/OSy+9BEBBQQHz5s1jxowZnHbaaSQnJ9OkSROOPfbYrb7Pvn37kpSUROvWrWnVqhVz5szZqc/n6KOP3mKbqVOnMmDAgMoh7VlZWdu1b2lvYDCXJEmSqlmbNm145ZVXmDx5MnfeeScnnHACBx98MOPHj0+4fSwWS7icnp5euS45OZnS0lKmT5/O1KlTGT9+PBkZGeTk5FBcXEyDBg2YOHEib731Fk8++STjx4+vvCKflpZWuY+SkpLKfd5222107tx5k2NPmjRpi3q2Zmt1b1xzWVlZ5XJxcTGw5efTqVMnrr766k1eG4/Ht7sOaW/j5G+SJElSNcvNzSUjI4P+/fszaNAgPvzwQ/Ly8nj//fcB2LBhA19++WXl9i+++CIA7733HpmZmWRmZm513wUFBdSvX5+MjAzmzJnDBx98AEBeXh5lZWWcfPLJXHfddXz66ac/WGOnTp14+umn2bBhAwBz585l7dq1dOzYkXHjxlFaWsqyZcuYPn36VvcxYcIEysrKmD9/PgsWLKBNmzabPN+iRYvKOj799FMWLlyY8PNJVGunTp0YNWpU5ezsDmXXvsQr5pIkSVIVSl64kHpDh5Kcm0tpkyYUDBnCF19/zW1/+hOnr1pFLCWF3z7yCMnJydxyyy2sXr2a0tJSLrroIg455BAAGjRowCmnnFI5+dsP6dy5MyNHjqR79+60bt2an/3sZwAsXbqUa665pvIK9Q033PCD+zn77LNZtGgRvXr1Ih6Pk52dzYgRI+jduzfTpk2jW7dutG7dmo4dO1a+5u677+aII46gZ8+eALRu3Zr+/fuzfPly/vznP1OrVq1NjnHSSScxZswYevTowU9/+lNat24NwBdffMFtt91GLBYjNTWVO++8c4v6unTpwqxZs+jduzepqal07dp1m+9J2lvE4vF41DXsSeJLliyJugZVs0aNGrFixYqoy5D2OLYNKTHbhnZE8sKFZJ95JqkLFlSu29CqFSvvv5+MF1+k6JRT2PCLX/zgPnJycvj973/PEUccUd3l7pLN28ZVV11VOVGbVJNt3DaaNWsGsM17MBzKLkmSJFWRekOHbhLKAVIXLKDhWWcRT0sjfepU2OiebkkCh7JLkiRJVSY5Nzfh+pLWrSE9nVhxMWnvvMP6Y46B5OSE244ZM6Y6S6w2f/3rX6MuQdprGcwlSZKkKlLapEnC9SXt2lFw3XVQUkL69OnEVq0inp29m6uTtKdyKLskSZJURQqGDGFDq1abrNvQqhUFQ4aUL6SkUHzCCYZySZvwirkkSZJURUpbtiRv1KjyWdmXLaO0cWMKhgyhtGXLqEuTtAczmEuSJElVqLRlS1Y++GDUZUjaiziUXZIkSZKkCBnMJUmSJEmKkMFckiRJkqQIGcwlSZIkSYqQwVySJEmSpAgZzCVJkiRJipDBXJIkSZKkCBnMJUmSJEmKkMFckiRJkqQIGcwlSZIkSYqQwVySJEmSpAgZzCVJkiRJipDBXJIkSZKkCBnMJUmSJEmKkMFckiRJkqQIGcwlSZIkSYqQwVySJEmSpAgZzCVJkiRJipDBXJIkSZKkCBnMJUmSJEmKkMFckiRJkqQIGcwlSZIkSYqQwVySJEmSpAgZzCVJkiRJipDBXJIkSZKkCBnMJUmSJEmKkMFckiRJkqQIxeLxeNQ17En8MCRJkiRJVSm2rQ28Yr6pmI99/xEEwcyoa/DhY0982DZ8+Ej8sG348JH4Ydvw4SPxI0Hb2CaDuSRJkiRJETKYS5IkSZIUIYO5aqJHoy5A2kPZNqTEbBtSYrYNKbEdbhtO/iZJkiRJUoS8Yi5JkiRJUoQM5pIkSZIkRSgl6gKk6hQEQQvgaaAJUAY8GobhfUEQ/D/gYmB5xaY3hmH4cjRVSrtfEAS1gLeBdMr7gjFhGP4hCIKDgFFANvABcG4Yhuujq1TafX6gXTwJdAJWVWx6fhiGH0VTpRSdIAiSgfeBb8Iw7GOfIZVL0DaeZAf7DYO59nUlwLVhGH4QBEE9YGYQBBMrnrs3DMO/RFibFKVioGsYhmuCIEgF/h0EwSvANZS3jVFBEAwHLgT+FmWh0m60tXYBcF0YhmMirE3aE1wJfA5kVizfhX2GBFu2DdjBfsOh7NqnhWG4NAzDDyr+LqC8wTSPtiopemEYxsMwXFOxmFrxiANdge87kaeA0yIoT4rED7QLqcYLguAA4GTg8YrlGPYZ0hZtY2d5xVw1RhAEBwJHAu8CxwKDgyAYSPmwk2vDMMyPsDxpt6sYdjUTaAs8BMwFVoZhWFKxyWI8kaUaZvN2EYbhu0EQ/Bq4PQiCW4BJwO/CMCyOsk4pAn8FhgD1KpYbYp8hwZZt43s71G94xVw1QhAEdYGxwFVhGK6mfJhVG+CnwFJgWITlSZEIw7A0DMOfAgcARwE/SrCZVwtVo2zeLoIgaA/cABwKdKD8XtrrIyxR2u2CIOgDfBuG4cyNVscSbGqfoRplK20DdqLfMJhrn1dxn+BY4J9hGD4HEIbhsoovX2XAY5SHEqlGCsNwJfAW0BFoEATB96OpDgCWRFWXFKWN2kWvitui4hVXO/6OfYZqnmOBU4IgmE/5ZG9dKb9KaJ+hmm6LthEEwT92pt8wmGufVnH/0xPA52EY3rPR+qYbbdYP+Gx31yZFKQiC/YIgaFDxdwbQnfI5GN4Ecio2Ow8YF02F0u63lXbxxfd9RkWfchr2GaphwjC8IQzDA8IwPBA4E5gchuEvsc9QDbeVtnHOzvQb3mOufd2xwLnAp0EQfP8TBTcCZwVB8FPKh1zNBy6NpjwpMk2Bpyrup00CwjAMJwRB8F9gVBAEtwEfUn5iS6opttYuJgdBsB/lQ3c/AgZFWaS0B7ke+wwpkX/uaL8Ri8e9FUSSJEmSpKg4lF2SJEmSpAgZzCVJkiRJipDBXJIkSZKkCBnMJUmSJEmKkMFckiRJkqQIGcwlSZIkSYqQv2MuSdJeIgiCNRst1gaKgdKK5UvDMPxnFR6rDvA08AugJfB/YRjO+IHtZwA/BUo2Wv1KGIZnVFVNkiTtqwzmkiTtJcIwrPv930EQzAcuCsPwjWo6XByYAtwDjN/O11wUhuE/trVREAQpYRiWbGvdju5DkqS9lcFckqR9RBAEGcBfgNMpv5L+DHBjGIYbgiDoBTwI/BP4DbASuD4Mw9GJ9hWG4Vrg/or9lu1iXd8f+ylgMPBiEARjN18HXBwEweXANUADyk8M/DoMw2VBENQCioDLgN8CG4BDd6UuSZL2FN5jLknSvuNW4HDgJ8DPgc7AkI2ePxBIA5oAlwBPBUFw0G6q7UAgFWgBXJFoXRAEJwG/B/oBzYEVwOZX4PtQ/t6OrPaKJUnaTbxiLknSvuOXwLlhGK4ACILgNuAu4PaK50uAW8MwXA+8EQTBG0AOcHcVHf+RIAge3Gj57jAMvz92MfCnMAw3VNSWaN0vgUfDMPykYnkIkBcEQRPKr/AD3B6G4UokSdqHGMwlSdoHBEEQo/xK+IKNVi+g/Mrz95aHYbhus+ebBUFwMPBBxbp1YRg22skyLv2Be8xzvw/gP7CuGTD5+4UwDFcGQbCa8vfwfRhftJO1SZK0xzKYS5K0DwjDMB4EQS7QCphbsbol8M1GmzUKgqDWRuG8JfDvMAxnA3WpXvHtWLeE8voBCIKgPpDJpu8h0X4kSdqrGcwlSdp3PAP8IQiCj4Fk4CY2vUc7Ffh9EAS3AscBPYCrt7azIAjSgVjFYtpmob46PAM8FgRBCMyhfBj+5DAMcysmf5MkaZ/k5G+SJO07bgH+C8wCPgKmAUM3en4+5feZ5wIjgAvCMPz6B/a3gPKZ0BtSPkN6UcX93lvzeBAEazZ6TN+R4sMwnADcSfkM7UsoH5p/7o7sQ5KkvVEsHndEmCRJ+7rvf7IsDMO2UdciSZI25RVzSZIkSZIiZDCXJEmSJClCDmWXJEmSJClCXjGXJEmSJClCBnNJkiRJkiJkMJckSZIkKUIGc0mSJEmSImQwlyRJkiQpQv8ft3M3WSqmzKgAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1188x684 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def scatter_plot(is_student, is_train, filter_by_error=100):\n", " if is_student:\n", " parsed_scratch = [(s[1:],r) for s,r in parsed if s[0] and r[1] < filter_by_error]\n", " else:\n", " parsed_scratch = [(s[1:],r) for s,r in parsed if not s[0] and r[1] < filter_by_error]\n", " train_or_val = 2 if is_train else 1\n", " n = [s[0] for s,r in parsed_scratch]\n", "\n", " fig, ax = plt.subplots()\n", " fig.set_size_inches(16.5, 9.5)\n", "\n", " for i, method in enumerate(set(n)):\n", " x = [r[train_or_val] for s,r in parsed_scratch if s[0] == method]\n", " y = [r[0] for s,r in parsed_scratch if s[0] == method]\n", " ax.scatter(x, y, c=colours[method], label=naming[method])\n", " #xpoints = np.unique(x)\n", " #ax.plot(xpoints, np.exp(np.poly1d(np.polyfit(x, np.log(y), 1))(xpoints)),\n", " # linestyle='dashed', alpha=0.7, c=colours[i])\n", " x, y = zip(*sorted(zip(x,y), key=lambda x: x[0]))\n", " ax.plot(x, y, alpha=0.8, c=colours[method])\n", " ax.legend()\n", " plt.ylabel('Size (no. parameters)')\n", " plt.xlabel('Top-1 Error')\n", " plt.yscale('log')\n", " title = f'Size vs. {"Train" if is_train else "Validation"}' + \\n", " f' Top-1 Error {"with AT" if is_student else "from Scratch"}'\n", " plt.title(title)\n", "\n", " texts = []\n", " for i, txt in enumerate(n):\n", " x = [r[train_or_val] for s,r in parsed_scratch]\n", " y = [r[0] for s,r in parsed_scratch]\n", " texts.append(ax.annotate(txt, (x[i], y[i])))\n", "\n", " adjust_text(texts, arrowprops=dict(arrowstyle="->", color='r', lw=0.5))\n", "\n", "scatter_plot(True, True)\n", " #fig.savefig('test2png.png', dpi=100)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1188x684 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scatter_plot(True, False)\n", "#fig.savefig('test2png.png', dpi=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the relationship between parameter count and mult-add operations for each method:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1188x684 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def params_vs_multadds():\n", " parsed_scratch = parsed\n", " n = [s[1] for s,r in parsed_scratch]\n", "\n", " fig, ax = plt.subplots()\n", " fig.set_size_inches(16.5, 9.5)\n", "\n", " colours = ['b', 'g', 'r', 'c', 'm', 'y'] # sometimes you have to do what works\n", " for i, method in enumerate(set(n)):\n", " x = [r[-1] for s,r in parsed_scratch if s[1] == method]\n", " y = [r[0] for s,r in parsed_scratch if s[1] == method]\n", " ax.scatter(x, y, c=colours[i], label=method)\n", " #xpoints = np.unique(x)\n", " #ax.plot(xpoints, np.exp(np.poly1d(np.polyfit(x, np.log(y), 1))(xpoints)),\n", " # linestyle='dashed', alpha=0.7, c=colours[i])\n", " x, y = zip(*sorted(zip(x,y), key=lambda x: x[0]))\n", " ax.plot(x, y, alpha=0.8, c=colours[i])\n", " ax.legend()\n", " plt.ylabel('Size (no. parameters)')\n", " plt.xlabel('Operations (Mult-Adds)')\n", " plt.yscale('log')\n", " plt.xscale('log')\n", " title = 'Size vs. Mult-Adds'\n", " plt.title(title)\n", "\n", "params_vs_multadds()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the relationship between Mult-Adds and performance (leaving out ACDC):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1188x684 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def versus_multadds(is_student, is_train, filter_by_error=100):\n", " if is_student:\n", " parsed_scratch = [(s[1:],r) for s,r in parsed \n", " if s[0] and r[1] < filter_by_error \n", " and s[1] not in ['acdc', 'tensortrain', 'tucker']]\n", " else:\n", " parsed_scratch = [(s[1:],r) for s,r in parsed if not s[0] and r[1] < filter_by_error \n", " and s[1] not in ['acdc', 'tensortrain', 'tucker']]\n", " train_or_val = 2 if is_train else 1\n", " n = [s[0] for s,r in parsed_scratch]\n", "\n", " fig, ax = plt.subplots()\n", " fig.set_size_inches(16.5, 9.5)\n", "\n", " colours = ['b', 'g', 'r', 'c', 'm', 'y'] # sometimes you have to do what works\n", " for i, method in enumerate(set(n)):\n", " x = [r[train_or_val] for s,r in parsed_scratch if s[0] == method]\n", " y = [r[-1] for s,r in parsed_scratch if s[0] == method]\n", " ax.scatter(x, y, c=colours[i], label=method)\n", " #xpoints = np.unique(x)\n", " #ax.plot(xpoints, np.exp(np.poly1d(np.polyfit(x, np.log(y), 1))(xpoints)),\n", " # linestyle='dashed', alpha=0.7, c=colours[i])\n", " x, y = zip(*sorted(zip(x,y), key=lambda x: x[0]))\n", " ax.plot(x, y, alpha=0.8, c=colours[i])\n", " ax.legend()\n", " plt.ylabel('Operations (no. of Mult-Adds)')\n", " plt.xlabel('Top-1 Error')\n", " plt.yscale('log')\n", " title = f'Mult-Adds vs. {"Train" if is_train else "Validation"}' + \\n", " f' Top-1 Error {"with AT" if is_student else "from Scratch"}'\n", " plt.title(title)\n", "\n", " texts = []\n", " for i, txt in enumerate(n):\n", " x = [r[train_or_val] for s,r in parsed_scratch]\n", " y = [r[-1] for s,r in parsed_scratch]\n", " texts.append(ax.annotate(txt, (x[i], y[i])))\n", "\n", " adjust_text(texts, arrowprops=dict(arrowstyle="->", color='r', lw=0.5))\n", "\n", "versus_multadds(True, True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1188x684 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "versus_multadds(True, False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plot it in context:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import csv" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "litresults = []\n", "with open("imagenet_top1.csv", "r") as f:\n", " _ = next(f)\n", " for row in csv.reader(f):\n", " litresults.append((row[0], float(row[1]), float(row[3]), float(row[2])))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[([True, 'generic', '0.03'],\n", " [4353832, 39.79800033569336, 44.01705551147461, 86, 527291368.0]),\n", " ([True, 'generic', '0.21'],\n", " [17548264, 25.441999435424805, 26.201345443725586, 89, 2826757096.0]),\n", " ([True, 'sephashed', '0.08'],\n", " [4350027, 33.447998046875, 36.65166091918945, 89, 4860992488.0]),\n", " ([True, 'sephashed', '0.58'],\n", " [17608779, 24.51799964904785, 23.046175003051758, 89, 4860992488.0]),\n", " ([True, 'sephashed.plusfc', 0.08],\n", " [2465870.0, 35.08, 38.6, 89, 4869880000.0]),\n", " ([True, 'shuffle.plusfc', 7], [4375210.0, 30.606, 31.908, 89, 911214000.0]),\n", " ([True, 'shuffle', '7'],\n", " [6041960, 29.731998443603516, 32.096595764160156, 78, 912881384.0]),\n", " ([True, 'shuffle', '1'],\n", " [17717096, 26.93199920654297, 27.498756408691406, 89, 3220174568.0]),\n", " ([True, 'tensortrain', '0.27'],\n", " [4341432, 33.23999786376953, 37.35804748535156, 89, 4860992488.0]),\n", " ([True, 'tensortrain', '0.75'],\n", " [17578648, 24.893999099731445, 23.787843704223633, 89, 4860992488.0])]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parsed" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 972x468 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def scatter_plot(is_student, is_train, filter_by_error=100):\n", " if is_student:\n", " parsed_scratch = [(s[1:],r) for s,r in parsed if s[0] and r[1] < filter_by_error]\n", " else:\n", " parsed_scratch = [(s[1:],r) for s,r in parsed if not s[0] and r[1] < filter_by_error]\n", " train_or_val = 2 if is_train else 1\n", " n = [s[0] for s,r in parsed_scratch]\n", "\n", " fig, ax = plt.subplots()\n", " fig.set_size_inches(13.5, 6.5)\n", "\n", " for i, method in enumerate(set(n)):\n", " x = [r[train_or_val] for s,r in parsed_scratch if s[0] == method]\n", " y = [r[0] for s,r in parsed_scratch if s[0] == method]\n", " ax.scatter(x, y, c=colours[method], label=naming[method])\n", " #xpoints = np.unique(x)\n", " #ax.plot(xpoints, np.exp(np.poly1d(np.polyfit(x, np.log(y), 1))(xpoints)),\n", " # linestyle='dashed', alpha=0.7, c=colours[i])\n", " x, y = zip(*sorted(zip(x,y), key=lambda x: x[0]))\n", " ax.plot(x, y, alpha=0.8, c=colours[method])\n", " ax.legend()\n", " plt.ylabel('Size (no. parameters)')\n", " plt.xlabel('Top-1 Error')\n", " plt.yscale('log')\n", " title = f'Size vs. {"Train" if is_train else "Validation"}' + \\n", " f' Top-1 Error {"with AT" if is_student else "from Scratch"}'\n", " plt.title(title)\n", "\n", " texts = []\n", " for s,r in [(s,r) for s,r in parsed_scratch if 'plusfc' in s[0]]:\n", " texts.append(ax.annotate(naming[s[0]], (r[1], r[0])))\n", " for paper, top1, size, multadds in litresults:\n", " ax.scatter(top1, size, c='black')\n", " texts.append(ax.annotate(paper, (top1, size)))\n", " \n", " adjust_text(texts, arrowprops=dict(arrowstyle="->", color='r', lw=0.5))\n", " return fig\n", "\n", "fig = scatter_plot(True, False)\n", "fig.savefig('imagenet-params-context.pdf')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 972x468 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def versus_multadds(is_student, is_train, filter_by_error=100):\n", " if is_student:\n", " parsed_scratch = [(s[1:],r) for s,r in parsed \n", " if s[0] and r[1] < filter_by_error \n", " and s[1] not in ['acdc', 'tensortrain', 'tucker']]\n", " else:\n", " parsed_scratch = [(s[1:],r) for s,r in parsed if not s[0] and r[1] < filter_by_error \n", " and s[1] not in ['acdc', 'tensortrain', 'tucker']]\n", " train_or_val = 2 if is_train else 1\n", " n = [s[0] for s,r in parsed_scratch]\n", "\n", " fig, ax = plt.subplots()\n", " fig.set_size_inches(13.5, 6.5)\n", "\n", " for i, method in enumerate(set(n)):\n", " x = [r[train_or_val] for s,r in parsed_scratch if s[0] == method]\n", " y = [r[-1] for s,r in parsed_scratch if s[0] == method]\n", " ax.scatter(x, y, c=colours[method], label=naming[method])\n", " #xpoints = np.unique(x)\n", " #ax.plot(xpoints, np.exp(np.poly1d(np.polyfit(x, np.log(y), 1))(xpoints)),\n", " # linestyle='dashed', alpha=0.7, c=colours[i])\n", " x, y = zip(*sorted(zip(x,y), key=lambda x: x[0]))\n", " ax.plot(x, y, alpha=0.8, c=colours[method])\n", " ax.legend()\n", " plt.ylabel('Operations (no. of Mult-Adds)')\n", " plt.xlabel('Top-1 Error')\n", " plt.yscale('log')\n", " title = f'Mult-Adds vs. {"Train" if is_train else "Validation"}' + \\n", " f' Top-1 Error {"with AT" if is_student else "from Scratch"}'\n", " plt.title(title)\n", "\n", " texts = []\n", " for s,r in [(s,r) for s,r in parsed_scratch if 'plusfc' in s[0]]:\n", " texts.append(ax.annotate(naming[s[0]], (r[1], r[-1])))\n", " for paper, top1, size, multadds in litresults:\n", " ax.scatter(top1, multadds, c='black')\n", " texts.append(ax.annotate(paper, (top1, multadds)))\n", " adjust_text(texts, arrowprops=dict(arrowstyle="->", color='r', lw=0.5))\n", " return fig\n", "\n", "fig = versus_multadds(True, False)\n", "fig.savefig('imagenet-multadds-context.pdf')" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }