{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Spx had a rather long streak of low volatility. There is no predictive value or signal here, i just wanted to eyeball how long the low vol streak lasted and how it compared to other low vol streaks." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import datetime as dt\n", "\n", "%matplotlib inline\n", "plt.style.use(\"seaborn-whitegrid\")\n", "plt.rcParams.update({\"figure.figsize\":(16, 9), \"grid.alpha\":0.21})\n", "\n", "# Spx since 1950’s\n", "# https://finance.yahoo.com/quote/^GSPC/history?period1=-630986400&period2=1516572000&interval=1d&filter=history&frequency=1d\n", "spx = pd.read_csv(\"../Data/^GSPC.csv\", index_col=\"Date\")\n", "spx.index = pd.to_datetime(spx.index, format=\"%Y-%m-%d\")\n", "spx.index = spx.index.map(lambda x: x.strftime(\"%Y-%m-%d\"))\n", "spx[\"pct\"] = spx[\"Close\"].pct_change()\n", "spx.dropna(inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the streak instances count and index" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "spx_reset = spx.copy().reset_index()\n", "instances = pd.DataFrame(index=spx_reset.index)\n", "\n", "vol_threshold = 0.01\n", "\n", "start_index = None\n", "for index, row in spx_reset.iterrows():\n", " abs_ret = abs(row[\"pct\"])\n", " abs_ret_yest = abs(spx_reset[\"pct\"].iloc[index-1])\n", " \n", " if abs_ret <= vol_threshold and abs_ret_yest > vol_threshold:\n", " start_index = index-1\n", " \n", " if abs_ret > vol_threshold and abs_ret_yest <= vol_threshold:\n", " rets = spx_reset[\"pct\"].loc[start_index:index]\n", " rets.iloc[:1] = 0\n", " col_name = str(\"{} to {}\").format(spx.index[start_index], spx.index[index])\n", " instances[col_name] = rets.reset_index(drop=True)\n", " start_index = None\n", "\n", "instances.dropna(inplace=True, how=\"all\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the latest low vol streak and plotting everything" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 200)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UqVJahyGEEEIIIYQQopzTKaVUWQdREsLDw/H29i7rMMTflJWVJUNUyjFpv/JL\n2q58k/Yrv6Ttyjdpv/JN2q/8epicr9SGRgshhBCiaAaDgWeeeQZvb29atGjBRx99BMCBAwfw8vLC\n29ub559/nry8PK3MgQMHaNq0qfb3iy++yJNPPomPjw9NmjQp8rGh4urr3bs3zZs3x8fHh+3btxcb\n5/bt2/Hx8Sm0/MUXX2TcuHGFlqelpTFp0qT7Pg+vv/46LVq0oEWLFgQFBQGQmppKx44d8fb2pm3b\ntkRFRWnbJycn4+Xlxa+//grcPI++vr7aMd5afru8vDx69OhBy5Yt8fHx4cCBA9q63NxcOnXqxPLl\ny4uMb+3atbRs2RJvb286depEcnIyAFOnTqVFixY0b96coUOH3vfxCiGEKDuSCAshhBBlbPbs2djb\n2xMeHs6XX37J6tWrARg/fjyjR48mPDwcpRSLFi0CYMaMGbz22msYjUatji+//JLffvuNvXv3Ym5u\nzrx58wrtp6j6Fi9eTFxcHOHh4WzdupXg4OAiYxw+fDizZs0iPz9fWxYVFUXbtm05d+5ckWXOnTvH\njz/+eF/n4Pfff2f//v0cPnyYI0eOcPLkSb7//nveeecdatWqRXh4OD179tQS7p07d+Lr64vBYNDq\nWLFiBSaTiaNHj/Lqq68yffr0QvsJCQnBaDRy7NgxJk6cyIQJEwA4dOgQbdu2JTExsdgYQ0JC2LJl\nC+Hh4bi5ufHuu+9y6NAhvv32W3799VfCw8MxGo0FYhJCCPHPJImwEEIIUcbGjh3LqlWrtL91Oh0A\nKSkpDBkyBIBnnnlG6+GsWLEiv/zyS5F1vf322zRq1Ihnn3220Lqi6ouIiMDb2xtzc3M8PDzQ6XSc\nOXOmUNm6deuycuXKAsuSkpIYP348Xl5eRcYybdo0DAYDQ4YM4cqVK7Rr1w5vb2+8vLxYu3ZtgW2b\nNm3Kzp07sbS0xNzcHJPJhK2tLREREbzwwgsAvPLKK1y4cAG4OZRx48aNBV7N6OXlhclkIi8vj5SU\nFO3NE7c7ePAgnTt3BqB///5ar25KSgoLFy6kevXqRR4LwLZt27TJPvPy8rCysmLbtm3UqFGD3r17\n06ZNG5588klsbGyKrUMIIcQ/gyTCQgghRBlzdXWlSpUqxMfH4+fnx4ABA7R1ev3N/6qdnJy0nsYx\nY8ZQsWLFQvUYDAb27t3LwoULi93XnfV5e3sTHh6OwWDg999/Jysri9TU1ELlJk2aRIUKFQosa926\nNX5+fsXua/bs2djY2LBx40ZGjx6Nl5cX4eHhbNy4kYULFxYY6m1jY4OHhwcmk4l+/frh5uZGx44d\nycnJwdXVVTtPt8oEBgbSvHlFkx9ZAAAgAElEQVTzAvtzcXEhLS2N5s2bs27dOkaOHFnkOXJyciqw\nLDs7m+eeew5fX99ijwWgUaNGAHz44YdERkYyffp0kpOTiY6OZuvWrXz++ecsW7aMK1eu3LUeIYQQ\nZU8SYSGEEOIf4M8//6Rbt2506dKFd999t9D61NRUbG1t71rHxo0bqVmzJm5ubgDMmzcPHx8ffHx8\n2LVrV5H1jRw5kkaNGtGxY0dtiLaNjY1W7qWXXnokx3f16lWee+45AJo0aYK5ubnWu3tLWloazzzz\nDAaDQYu3QoUKWq9tQkIC5ubFv/Bi5syZNGjQgJMnT7JlyxaCg4NJSEgocCw2NjbcuHGjQDkrK6si\n6xszZoxWNiIiArj5HHNYWBg7d+7EwcEBZ2dn6tSpQ5UqVXjiiSdwcnLi0KFDf+8kCSGEKDWSCAsh\nhBBl7Ny5cwwaNIjRo0cXeLbX2dmZ9evXA/Dzzz/Ttm3bu9bz66+/8vTTT2t/T548mSNHjnDkyBF6\n9+5dZH379u3D1dWV8PBwZs+eDUCzZs20cuvWrfvbx2VmZsatl1NUq1aNH374AYCIiAiMRiPu7u7a\ntiaTia5du+Lp6cn//d//YWlpCUDjxo3ZuXMncHOyqtvL3MnBwUEbKl2jRg2UUuj1+gLH0rZtW22I\n+datW3F0dCy2vsWLF2tlmzRpwksvvcSJEyf45Zdf8PDwAODZZ5/l4sWLpKWlkZSURGpqapETigkh\nhPhnKbX3CAshhBCPO6UUN3b9guPzndFZ/O+/4AkTJpCXl8eKFStYsWIFAD/99BPz589n7NixLF68\nGFdXV21ip+LEx8fTuHHjYtcXVV92djZTpkyhZcuWmJmZFTnJ1t/l6emJyWTC39+fkJAQAgMD8fb2\nJj8/n1GjRhXoiQ0JCSE1NZXjx49rieSECROYO3cuL774Il5eXpiZmREaGlrs/j788EP8/Py0fQwY\nMKDQEPK3336bPXv24OXlhVJKm6H7Xs6dO8eBAwewsbGhS5cuAHTs2JGPPvqIXbt20bFjRwD69u1L\nrVq1Hug8CSGEKH3yHmHxjyTvcyvfpP3KL2m7kpW55whxfmOp/sMqrLwaPfL6pf3KL2m78k3ar3yT\n9iu/5D3CQgghRDmQfvwUAOY13co4EiGEEOLxJomwEEIIUUqyT0VhcrTD3NW5rEMRQgghHmuSCAsh\nhBClJO/sJXQexb+nVgghhBClQxJhIYQQohQopeDiVSzq1S7rUIQQQojHniTCQgghRCnIv3odnSEb\n68Z1yzoUIYQQ4rEnibAQQghRCrJORQFg26x+GUcihBBCCEmEhRBCiFKQeeIcAFYNPco4EiGEEEJI\nIiyEEEKUguxTUZic7TFzcSzrUIQQQojHniTCQgghRCnIOxeN3rNGWYchhBBCCCQRFkIIIUqcMpng\n4hWZMVoIIYT4h5BEWAghhChhebHx6LJzZcZoIYQQ4h9CEmEhhBCihGWdigTArlmDMo5ECCGEECCJ\nsBBCCFHibs0YbdmwThlHIoQQQgiQRFgIIYQocdmnLmCq6IiZo31ZhyKEEEIIJBEWQgghSlz+uUsy\nY7QQQgjxDyKJsBBCCFGClMkE0dewqC/DooUQQoh/CkmEhRBCiBKUF30NXY4RG5kxWgghhPjHkERY\nCCGEKEG3Zoy2bVa/jCMRQgghxC2SCAshhBAl6NaM0RUayNBoIYQQ4p9CEmEhhBCiBGWfjsJU2Rm9\nvW1ZhyKEEEKI/08SYSGEEKIE5Z+LlhmjhRBCiH8YSYSFEEKIEqLy8yE6DkuZMVoIIYT4R5FEWAgh\nhCghxktX0BnzsGlar6xDEUIIIcRtJBEWQgghSkjWyZszRts0eaKMIxFCCCHE7SQRFkIIIUqINmN0\nvdplG4gQQgghCjAv6wCEEEKI8kYpxbVZyzD8dAirjl44P9cJm7bN0VlaoPLyMPx+guSvfib7y91Q\ntSJ6O5uyDlkIIYQQt5FEWAghhHhA8R9+StayLVDLjez1XxG3ZifKugK6Rh6YzkWjTzegzM3Qezek\n4msBZR2uEP8aJpOJ2NhYbty4QdOmTYvdLi0tjdjYWBo1alSK0QkhyhNJhIUQQogHkLj2CzI/WI/Z\ncx2otX4uypBN+q+HSf1+H8bwU1g85YNTz6dw6Npe3h0sxCMUFxfH+fPnsba2xmAwkJqaipOTU5Hb\nXrx4kWvXruHh4YGVlVUpRyqEKA8kERZCCCHuU+rOn0idshh9u2bUWhOMTq9HZ2eDY8+ncOz5VFmH\nJ8S/UlpaGqdOncJkMtGwYUMqVapEdHQ00dHRRSbC2dnZJCYmUrVqVa5evYqHh0cZRC2E+KeTybKE\nEEKI+5D+62ESX5+NrpEHtT/7EJ2lRVmHJESZSUxM5PTp0yQnJ6OUKtF9nTp1iqpVq9KuXTsqVaoE\nQPXq1UlMTCQ7O7vQ9rGxsbi5ueHu7s61a9dKNDYhRPklPcJCCCHEPZjSM4kfOhVqVKb2jo/R21qX\ndUhClJmcnBxOnDiBm5sbp0+fxmg0UrVqVSpXrkxeXh4GgwGDwUBWVhb29vZ4enpiZmb2t/Z1qy53\nd3d0Op223NzcnGrVqhETE0O9ev97T7fJZOLy5cu0atUKW1tbjEYj6enp2NvbP/RxCyH+XaRHWAgh\nhLiHjP1H0RmycftwImbODmUdjhBl6uTJk1SvXp0GDRrQoUMHfHx8MDc359y5c1y+fBmDwYCNjQ01\na9bEYDBw8OBBbty4UWRdWVlZ5OXlFbuvuLg4qlatil5f+Curu7s7sbGx5OfnF9je3t4eOzs7dDod\n1apVk15hIUSRpEdYCCGEuIcbv/yOMjfDunXxs9QK8TiIjY0lOzubFi1aaMvs7OyoW7cudevWLbR9\n5cqVuXbtGuHh4bi7u+Ph4UFubi5xcXHExcWRlpZGtWrVaNKkSZH7u3btGg0bNixyna2tLY6Ojly7\ndo0aNWoAEB0djaenp7aNm5sb4eHhPPHEEwV6lIUQQnqEhRBCiHvIOfQXNPFEb12hrEMRoswYDAbO\nnTtHs2bNiuyhLY6bmxvt27cnNTWVPXv2cODAATIyMqhbty6dO3cmPj6enJycQuUyMjIwGo04OzsX\nW3etWrWIiYkBIDU1FaPRiKurq7be3t4eCwsLUlJSHuBIhRCPA+kRFkIIIe7ClJ4JZ6OxftWvrEMR\noswopThx4gQeHh7Y2dk9cHkrKyt8fHxIS0vDzs6uQCLt5uZGdHR0gWd94WZvcNWqVe/ak1uxYkXy\n8/NJTk4mNja20LPEt+q/du0aLi4uDxy3EOLfS3qEhRBCiLvIPHAcncmEo2/rsg5FiIeWm5tLfHz8\nA5e7ePEiOp2OWrVqPdT+HRwcCvUm165dm9jY2ELPCl+7dg03N7e71ncrpsjISBISEqhevXqhbdzc\n3IiPj8dkMj1U7EKIfxdJhIUQQoi7uPHrzeeDbVo3K+tQhHho0dHRHDt2jNjY2Psuk5eXx4ULF2ja\ntGmJPGdrY2ODi4tLgZhuTa7l6Oh4z/LVqlUjLS0NNzc3LCwKv9bM2toaOzs7EhISHl3QQohyTxJh\nIYQQ4i6yD/4JDevIK5NEuWcymYiNjaVly5acP3+e69ev31e569ev4+zsjLV1yX0GateuTXR0tNZr\nez+9wbeYm5vTrFkzPDw8it1GZo8WQtxJEmEhhBCiGKYMA5y+hFX75mUdihAPLSEhARsbG6pUqULL\nli2JiIi4r0mkHiQp/bucnJywtrYmPj4epRRxcXEPtM/KlStjZWVV7PoqVaqQmJiI0Wh8FOEKIf4F\nJBEWQgghipF56M+bzwc/1aasQxHioV2+fJmaNWsCNxPPZs2acezYMdLT04stk5ubS0pKCpUrVy7x\n+GrXrs3FixdJSUnBwsLib03KVRwLCwucnZ1JSkp6ZHXej/z8fDIyMrh+/TpZWVmlum8hxN2VWiJs\nMpmYMWMGAwYMICgoiOjo6ELbJCcn061bN20K/fT0dEaOHMngwYMZMGAAx44dA+DHH3+kS5cuBAUF\nERQUxOHDh0vrMIQQQjxGbvz6O0qvx7at9AiL8s1gMJCWlkbVqlW1ZZUqVaJhw4aEh4cX+foigLi4\nOFxdXTE3L/kXjbi6umIymThz5kyJ9EA7OzuTmpr6yOu9k1KKY8eOsXv3bn7++WeOHTtGTEwMv//+\nOwaDocT3L4S4P6X2+qSffvqJ3NxctmzZwvHjx5k3bx4rVqzQ1u/bt4+FCxeSmJioLVu3bh1t27Zl\n2LBhXLhwgbfffpudO3dy8uRJJkyYwLPPPlta4QshhHgMZR/4ExrWRm9nU9ahCPFQYmNjqVatWqEZ\nm93c3EhLS+P8+fM0adKkULlr165Rp06dUolRp9NRu3ZtIiIiaNGixSOv39nZmTNnzjzyeu9048YN\nMjMzadu2LVZWVtoEY5cvX+aPP/6gdevWJfq8tRDi/pRaj3B4eDgdO3YEoEWLFkRERBQMRK9n3bp1\nODk5acuGDRtGQEAAcHNoSYUKFQA4efIkX3zxBYGBgcybN6/QdPtCCCHEwzIZsuH0Raza/b3e4D//\n/JOgoCDt75MnT+Ln50dgYCDBwcHapEAjR44kICCAoKAg/vOf/wAQGRnJwIEDCQgIYObMmeTn5xe7\nn7lz5/LZZ59pf69fvx5/f3/8/f1ZunRpseXuHIWVn5/P7NmzCQgIoG/fvuzevbtQmS1btjzQM5b5\n+fmMHj2avXv3astmz55N3759CQoK4s8//9TOTceOHbWRXt999522fVZWFr179y5Qx+2WLl2Kn58f\nAQEB/PXXXwXWff311wwYMKDIcqdPnyYwMJCgoCBeeeUV7Yf41atX07t3bwYNGlTkOSiPTCYTV65c\n0YZF38nDw4OEhIRCQ6SzsrLIzMykUqVKpREmcHNSq+bNm2Nj8+h/fHJ0dCQjI6PEvzcmJSVRqVIl\nrK2tC8yyXbNmTWrXrs0ff/xBdnZ2icYghLi3UusRzsjIKPCsh5mZGXl5edpQmw4dOhQq4+DgANyc\n3GHChAlMmTJF27ZLly7UqFGDd999l88//5zBgwcXKi/PYpRf8h9E+SbtV35J2/2PYd8RdHn5WLVv\n8cD/n6xbt45vv/0Wa2trrey0adOYOHEiLVq0YOnSpezYsYPnn3+e6OhovvjiC+0Lc1ZWFgsWLOCN\nN97A29ub6dOn8/333/P0008X2EdycjLTp08nOjqaoUOHkpWVRVRUFLt27SI0NBSdTsdLL71Ex44d\nqVevXoGyBw4cYPHixSQmJpKVlYXJZGLXrl1kZ2ezbt064uPj+e9//0vbtm0LlFuxYgXPPvus9sP0\n3Vy+fJnp06cTHx/PCy+8QFZWFnv37iUqKorQ0FBu3LjBG2+8QVhYGMePH2fw4MEMGTJEK3/rvM2Y\nMQOlFLm5uYXa4fTp0xw6dIiNGzcSFxfH22+/TVhYGABnzpxh69at5OfnF9l+wcHBTJgwgQYNGrB9\n+3ZWrFhB7969+frrrwkNDQVg6NChNG/evFR670rysxcfH4+FhQV6vb7Ya7l69er89ddfeHl5acsu\nXryIs7NzscOmS4qTk1OJfYezsrIiPj4eFxeXR1rv7e139epV6tSpU+QxVK5cmaysLPbv34+3t/d9\nfZZEyZP/+x5PpZYI29nZkZmZqf1tMpnu63mTs2fPMm7cOCZOnEjr1q0B6Nevn5YkP/PMM/zwww9F\nlpVhJ+WbtF/5Ju1Xfknb3ZS8/zhKr8flqTboH/CceHp6smzZMiZOnKidz+vXr9OuXTsAWrduzc8/\n/8xTTz1Feno6Y8eOJS0tjREjRuDr68vy5csxMzPTJipyc3Mr1C4mk4kxY8awd+9eLCwssLa2xt3d\nnbVr12o/PJtMJhwcHAqVtbKyYsOGDfTr1w9ra2sqVKjA4cOHqVevHmPGjEEpxfTp0wuU27ZtG0lJ\nSUyZMoXly5czb948wsPDAejZsydDhw4tFN/cuXP55JNPsLS0xNrampiYGDp37oytrS22traYm5uT\nkZHBuXPnuHjxInv37qVWrVpMmTIFOzs71q5dS6tWrTAzM9PquF1ERASdOnXCxsYGDw8PlFJkZWWh\n0+lYunQp06ZNK3QctyxatEibAEqv12Nra0tsbCxt2rTRRqfVqVOHmJiYEhmmW5SS+uwlJCTg6el5\n1/rr1q1LfHw8GRkZuLq6Ajd/bGncuPG/6p5QpUoVsrKySuSYrK2tycvLIycnBzc3N8zMzIrcrkGD\nBlhYWBAREUHz5s2xt7d/5LGIB/dvus7F/Sm1odFeXl7asKbjx48X+nW6KJGRkYwZM4aFCxfSuXNn\n4OYEBC+88AJxcXEAHDx4kMaNG5dc4EIIIR5LWQePQ/1a6O1tH7jss88+W+jH3po1a2qTO+7evZus\nrCyMRiMvv/wyy5YtY+nSpbz//vskJSVhZmbGlStX6NmzJykpKUU+o1mzZk2aNy84bNvCwgIXFxeU\nUsyfP59GjRoVWbZDhw44OzsXWJaSkkJ0dDSrVq1i+PDhvPPOOwXW+/v74+rqykcffcTu3buJjY1l\n69athIWF8c0333D27NkC2zdo0ABPT88Cyxo2bMi+ffswGo1cvnyZyMhIsrKyaNasGRMnTmTz5s3U\nrFmTZcuWcfDgQaKjo+nfv3+x5/nO0Wa2trakpqYydepUpkyZgq1t8W13Kwk+evQomzZtYtiwYdSv\nX58jR46QkZFBSkoKx44dK3ejy5RSBf7OzMwkPT2dKlWq3LWcXq+nfv36nD17FpPJRHp6Ovn5+QUe\nWfs3cHJyKtEJs5KTk3F0dCw2Cb7F09NTGyZ98eLFQu0mhCh5pdYj3LVrV/bv309AQABKKebOncu6\ndetwd3fnmWeeKbLMwoULyc3NZc6cOcDNXuUVK1Ywe/Zs3nzzTaysrPD09Lzrf5JCCCHEgzJl5UBE\nFBWCej6yOufOncucOXNYs2YNTZs2xdLSkkqVKhEQEIC5uTkVK1akYcOGXLx4kYoVK1K9enV+/PFH\ntm3bxrx58/D19WXz5s0ATJo0qciJjQBycnK0JPDdd98FYOrUqcTExODs7MzHH39cZDknJyeeeuop\ndDodrVu35tKlS8UeS1RUFD4+Puh0OiwsLGjevDlRUVHUr1//rufgySef5MSJEwwdOpQGDRrQuHFj\nnJyc6Nq1qzbSq2vXrgQHB3P9+nWuXLlCUFAQFy5c4OTJk7i6urJo0SIMBgP16tWjVq1aBUabZWZm\nkpGRQXR0NDNnziQnJ4fIyEjmzJmDt7d3ofP33XffsWLFClavXo2LiwsuLi4MGjSI4cOHU6tWLZo3\nb17oB4N/spiYGM6cOYOlpSU2NjbY2NiQnZ1N9erVC02SVZTKlSsTHR1NbGws2dnZuLm5FXjG9d/A\n2dmZv/76C5PJdF/n5EElJiZSsWLF+9q2Ro0auLi4EBERQUJCAk2aNCmRZ6OFEEUrtURYr9fz3nvv\nFVh25y/FAL/88ov279tnlb7dk08+yZNPPvloAxRCCCH+v6w/TqDLy8fx6Uf3/uA9e/Ywd+5cqlSp\nQnBwMJ06deLAgQNs3ryZ1atXk5mZyfnz5/Hw8GDkyJFMnjyZ2rVrY2tri16vp3v37nTv3v2u+1BK\n8frrr9OmTRtGjBihLb/1g/LdeHt7s2fPHp599tliX1+j0+kwmUx4enqyY8cOhg0bhtFo5NixY/Tp\n0+ee+7iV5IeFhXHt2jUmTpyIg4MD/v7+TJ8+nWbNmmkjvSZOnKiVmzx5Mj169KBhw4asWrVKWx4R\nEcGCBQt45ZVXiIuLw2Qy0axZM7799lvg5kzJ48aNY+rUqQAFzt+uXbvYsmULoaGhWq9ncnIyKSkp\nfPbZZ6Snp/Pyyy/zxBNP3PO4/gni4uK4cOECHTp0QK/XYzAYMBgMWFpa4u7uft/11K9fn/DwcHQ6\nHd7e3iUYcdmwsLDAysqKjIwM7ceXRykpKanQSI27sbGxoVWrVkRHR3Po0CG8vLz+db3wQvxTlVoi\nLIQQQpQXKT/8htLrsG3fstht0tLSSE9Pp3r16vdVZ61atRgxYgTW1ta0adNGe+Tnt99+o3///uj1\nesaNG4eLiwsjRoxg8uTJ2rO/s2fPvq997N69m8OHD5Obm8u+ffsAGDduHC1bFn8ct/Tv3593332X\n/v37o5Ri1qxZhbbx8fFhxIgRbNy4kcOHDzNgwACMRiPdu3e/r8eUqlWrxr59+9i+fTsVKlRgxowZ\nAMycOZPg4GAsLCyoVKkSwcHB93W8TZo0wcfHhwEDBmAymbT67iU/P585c+bg5ubGqFGjAGjVqhWj\nRo0iNjaWfv36YWFhwcSJE+85xPWfIDk5mVOnTuHj46MNB7e2tr7vnsnbOTg4UKlSJW7cuPGvfXbV\nxcWF5OTkR54I33rc4UHP263XRplMJuLi4iQRFqKU6NS/9KGE8PDwf+UvmY+LkprIQpQOab/yS9ru\n5muTopq9iFnz+nh8sbjY7S5cuIDRaLzncODSJO1Xfv3dtktLS+PIkSO0aNHikc2EfGvCp7s9Y12e\nXb16levXrz/SSdCysrJISkoiOTmZZs2a/a06EhMTuXDhgjY5rCg9cu8svx4m5yu1ybKEEEKI8iBp\n4y70NzKpPHboXbeTL06irBkMBo4ePUqjRo0e6euAzM3N/7VJMNx8TjglJeWR1/sgzwcXxcHBgbS0\nNJk4S4hSIomwEEII8f+p/HxSV25FNaqDbYe7DyfOysqSiW1EmYqIiKB27dpUrVq1rEMpV6ytrdHp\ndBgMhkdWp1KK5OTkh0qELS0tsbCweKRxCSGKJ4mwEEII8f/d+PpX9FeuU3F00D1nyzUYDNIjLMpM\neno6BoPhgSbCEv/zqHuF09LSsLS0xMrK6qHqudUrLIQoeZIICyGEEP9f4uJQTNUq4fTi03fdzmQy\nkZ2dLYmwKDMxMTHUrFmzRF4B9Dh41IlwcnIylSpVeuh6HB0dJREWopTI3VMIIcRjJeP3v7g4aALG\ny3EFlmcePI4uIgrHkf3R3WOm4OzsbCwtLSUJEWXCaDQSFxdHjRo1yjqUcsvJyemRJsJJSUkPNSz6\nFgcHB27cuPEIIhJC3Iv8Dy6EEOKxkvjpF5h+PMQl35fI2BeuLY9fuB6TvQ2Vhrx4zzrk+WBRlq5c\nuYKrqysVKlQo61DKLXt7e3JycsjNzX3ouvLy8khPT8fZ2fmh65Kh0UKUHkmEhRBCPFby/jwH9dzB\nwZY4/3EkrNxCzvloTHuPYjOkF3rbew93lkRYlBWlFDExMfJs8EPS6XSPrFc4MTERR0dHzM3NH7ou\nS0tLzM3NZcIsIUqBJMJCCCEeG6bMLLh4BasubfHYvQ6zds1Im76Uy71HgbkZVV4PvK96ZKIsUVYS\nExOxsLDAycmprEMp91xcXB4qEc7NzeXUqVOcOnWKmjVrPrK45DlhIUqHJMJCCCEeG1nHz6AzKezb\ntcDM0Z7a2xdh9aofuoQULPs8jXnl+3sXq7xDWJSV6Oho6Q1+RCpXrszVq1dJSEh4oHL5+flcuHCB\n3377DZ1Ox5NPPomrq+sji0uGRwtROh5+DIcQQghRTqQfOg6AjXcTAHRmZlSfPYbsgOexrHv/PToy\nNFqUhczMTNLS0vDy8irrUP4V7Ozs8PLy4ujRozRu3JgqVarcV7mDBw9ia2tLmzZtsLW1BW7eEx4V\nBwcHLl269MjqE0IUTRJhIYQQjw3DkZOYqlbE3LXgpDZWTeo+WD0yNFqUgZiYGGrUqCGzlT9CTk5O\n+Pj4EB4ejslkws3N7a7bp6enYzKZaNmyZYnFJEOjhSgdcicVQgjx2Mg/cR7zpk88VB15eXnk5+fL\njL2iVGVnZ3Pt2rVH+iyquMnBwQEfHx/OnDnD1atX77ptYmLiI3lf8N1YWlpiZmYmE2YJUcIkERZC\nCPFYyLuejD4+GetWTR6qHukNFqXtxo0bHDp0CA8PD7n2Soi9vT2tWrXizJkzpKenF7tdUlJSiSfC\nIM8JC1EaJBEWQgjxWDAciQDAoW3zh6pHng8WpSkuLo7w8HAaNmxI7dq1yzqcfzU7Oztq1KjBtWvX\nilyfn59PamoqLi73N6new7ifRPjPP/8kKChI+/vkyZP4+fkRGBhIcHAwJpMJgB07duDv70/fvn1Z\ntmwZAAkJCQwdOpTAwEDGjBlT5DPOycnJvPzyywQGBvLWW29p26xfvx5/f3/8/f1ZunRpkbEVtU16\nejr/+c9/GDRoEMOGDStykrItW7ZgNBrv4wzdlJ+fz+jRo9m7d6+2bPbs2fTt25egoCD+/PNP4OYP\nGK+99hqDBg0iICCAmJgYADZv3ky/fv0YNGgQu3fvLnY/ycnJdOvWjZycHODmCI1Ro0YRGBjI8OHD\nSU5OLrJMUedv9erV9O7d+577FCVPEmEhhBCPhbRDx1F6PVbNGzxUPZIIi9ISGRnJ2bNn8fHxue+J\nnMTDqVKlCnFxcUWuS0lJwcHB4ZG8L/he7vWc8CeffMK0adO0xAxg+vTpTJkyhbCwMOzs7Pj666+J\niYnhs88+IzQ0lO3bt2M0GjEajaxevZo+ffoQFhZG3bp12bJlS6F9LF++nJ49exIWFkajRo3YsmUL\nly9f5quvvuLzzz9ny5Yt/Pbbb5w5c6ZAueK22bFjB/Xq1WPz5s306NGDtWvXFtrnqlWrtAT+XmJi\nYhg8eDAnTpzQlu3evZuLFy+yfft2Fi9ezKxZswBYsGABvXr1YvPmzbz11ltcuHCB5ORkwsLC+Pzz\nz1m9ejUzZ85EKVVoP/v27ePll18mMTFRW/bZZ59Rr149wsLCePHFF1m+fPl9nb+zZ8/yzTffsHXr\nVj799FM+/vjjRzrRmngwkggLIYR4LOQcPQ2e1dHbWD1UPTI0WpSGyMhIEhMTadu2LQ4ODmUdzmPD\n0dERoMgkNDExkYoVK5ZKHPfqEXZ3d2fJkiUFlsXHx2szint5eREeHs6BAwdo0qQJkyZNYvDgwXh5\neWFhYcGUKVN44YUXMEiXZ30AACAASURBVJlMXLt2rcjjCg8Pp2PHjgB06tSJAwcOULVqVdasWYOZ\nmRl6vZ68vLxC8yUUt029evXIzMwEICMjo9APCtu2bSMhIYGxY8cCMG/ePK1XecOGDYXiMxgMzJ49\nmzZt2mjLIiMj6dixI3q9HhcXF8zMzEhISODo0aPEx8czbNgwvv76a1q3bo2Liwu7du3CwsKCxMRE\nHBwc0Ol0hfaj1+tZ9//Yu/foxO7zbvRfEFddkAAhJCQBuqP7ZTQaaTwzjp04bt0kbxrHHU9iN02c\nOKuNk67V+MRp4jhOxnEuTZp1cmmPk7TuW6dOfGnOeRvHfdPanptmRqO7kIQ0gARCCCEECHEXl835\nY17IYEBCEpKQ5vdZa9aagc3mx97A8Ozn93ueF1+M69397mNz/fr1tI7f3Nwcenp6wGazwWazIZPJ\ncPPmzYTHEvuDBMIEQRDEkRehKESm58Bsb9j1vkgPYWI/mM1mNDU1kaJsB6C0tDRpVng/CmVFsdls\n0On0lNnC+++/PyGQrKysxODgIIBbmVGfz4e1tTUMDw/jW9/6Fn784x/jueeeg9PpBI1GQzgcxgc+\n8AHcuHEjaUsut9uNgoICAEBeXh5cLheYTCYEAgEikQi++93voqmpCVVVVXGPS7UNn8/H1atXY9ng\nj370o3GPe+ihhyASifDDH/4QFy5cgNFoxKuvvoqXX34Zb7zxRkLAqFAoUFNTE3dbY2Mjrly5gmAw\niMXFRWi1Wvh8PiwtLYHH4+Ff/uVfUFZWhp///OcAAAaDgV/+8pf48z//c9x///1Jj/Vdd90FPj++\n00CyY5PO8WtoaMDw8DDcbjfW1tYwNjZGMsIHiATCBEEQRFaKVmfejoBhGaZnf4JIIH6NWVBnBM3t\nQ97x1l2Pi0yNJvaaz+dDIBCI/Ygm9leyQNjv9yMQCOxrdp7H42F9fT3t7Z9//nm88MILePzxxyEU\nCsHn81FUVISenh7k5+dDKBSipqYm1qOYyWTizTffxPnz5/HUU09heHgYjz76KB599FFcvHgR+fn5\nsQyux+OJvfaNjQ08+eST8Hg8+PrXvw4A+OpXv4pHH30UX/jCF1Ju85Of/ASf/vSn8eabb+Kf/umf\n8PnPfz7la5mbm0N3dzdoNBqYTCba29sxNze35TE4deoUuru78YlPfAIvvvgimpubUVRUhKKiItx7\n770AgHvvvRdTU1OxxzzyyCN46623MDQ0hIGBgYTXkkyyY5PO8aupqcHHP/5xfOYzn8F3v/tdtLe3\nJwTZxP4hgTBBEASRdSKRCEZGRqDRaLb1uJWf/ht8P30Fqy/Er3dz31ACAAr6OnY9LjI1mthrNpsN\nQqEw6TRNYu9FA77bpyZHp0Xv5znZbuXoS5cu4fnnn8fPfvYzOBwO3HXXXejq6sLg4CA2Njbg9Xox\nNzcHqVSKZ599FgMDAwBuZStpNBq6u7vx0ksv4aWXXsJ73vMedHV14dKlSwCAy5cv49ixY4hEIvir\nv/orNDQ04Jvf/CZycnIAAN/61rfw0ksv4Uc/+lHKbXg8XuzijlAojAWJt6PRaKAoCjU1NRgZGQEA\nBINBjI2NQSaTbXkMdDodhEIhXn75ZXzmM58BjUYDj8fDsWPHYq9laGgItbW1mJ+fxxNPPIFIJAIG\ngwEWiwU6nR73WlJJdmzSOX52ux1ra2v41a9+ha9+9atYXl5GXd3uWvoRO7f3q/0JgiAIYpuWlpbg\n9/uxsbEBhSL94lb+twdBB7D+9y9B+MiHkMO/9YPWfUOJCIcFVv3WP6Q2s7GxASaTGfthRxA7YTQa\nwWKxUFJSkvR+q9UKkUi0z6MibhfNCkeD4ujFif3E4/Fi1Y3TIZPJ8Pjjj4PL5eLEiRO4++67AQAP\nPvggzp07FwtQi4qK8Oijj+LZZ5/FT3/6U9DpdDz77LMJ+/vLv/xLPPXUU3j11VfB5/Pxgx/8AG+9\n9RYGBwcRCARw5coVAMDf/M3foLOzM/a4VNv89V//NZ5++mm8/PLLCIVCOH/+fMJzdnd34/HHH8e/\n/uu/YnBwEGfPnkUwGMQf/dEfobm5ectjIJFIcOXKFbz++utgs9l45plnAABPPfUUnn76afz6179G\nfn4+fvCDH6CwsBAKhQJnz55FJBLB3XffjZ6enrSO9blz5/DUU0/h3LlzYDKZ+MEPfpDW8eNyuTAa\njXjwwQfBZDLxpS99ifx/coBokWTl0Y6AkZERHDt27KCHQewQWYN3uJHzd3hlw7kLBALo7+9Hd3c3\nxsbG0NXVldYU0aBuCYaeh8H5s/vhe/2/wP74A6j8+y8DALR3/znAZqH2v36xq7HZ7Xao1Wr09vbu\naj97JRvOH7E5g8EAtVqN/Pz8uPdR9NxFIhFcuHABJ0+eBIezu8JuxM45nU6Mj4/jzJkzaZ2Tvfjs\nBQIBzM/Pb+tiILEz5Lvz8NpNzEemRhMEQRBZRa1WQyKRgMfjoaSkBBaLJa3Hrb1xEQBQ8uQnwXrw\nfdh4+T/hV+sR2QgAagPYnY27HhtZH0zshslkwvz8PPr6+uDz+eB2uxO2WV9fB4vFIkHwAbt9erTT\n6TyQc8JisUgQTBB7iATCBEEQRNaw2+2wWq2ora0FgG0Fwq7/fQWUrAzMqnJInn0CERYTpi//PfzT\nWtBCYRT0tqd87OrqKoLBYMr7o/Y7azAxMYFHH3009u/p6Wl89KMfxcc+9jGcP38+1m/zueeew0c+\n8hE89thjmJiYiG17+vTpWPGWN998M2H/4+PjeOihh/Dwww/jJz/5CQDgN7/5Tewxf/Znf4bW1taU\n6xT/+7//G1/84hdj/+7v78eHP/xhnDt3LmlfTZPJhHfeeWdPj8Gjjz66rWMAAOFwGF/4whdw+fLl\n2G3f/e53cfbsWTz44IN49dVXkz7uJz/5CT760Y/i4YcfhlKpjLvvt7/9Lc6ePRv7t9lsjvUEzsvL\nQ1lZGUwmU8I+bTbbvlUmJjYXnR69n9WiCYLYP2SNMEEQBJEVKIqCSqVCY2NjrC0In8+Hz+eD3+/f\nNBtDub2IjM6C8+cfAAAwSgQo+Pw5eL73L1j9/osAgPye5BWjvV4vxsbGUF9fD7lcvukYvV7vvq0T\n/PnPf47/+I//iAu8v/a1r+Hpp59GV1cXfvjDH+K3v/0teDwedDodXn/9dZjNZjzxxBP4zW9+A5VK\nhU9+8pP41Kc+lfI5vv71r+PHP/4xKisr8fjjj2N6ehof+chH8JGPfAQA8I1vfAMPPvhg0kq5zz33\nHPr7+9HYeCvTTlEUnn76abz00kuorKzEk08+ieHhYXR3d8ceMzAwgPn5+Vj11r04Bg6HA5/+9KfT\nPgYGgwFPPfUUzGZzrJ3LwMAADAYDXnnlFQQCAfzJn/wJ7r///liPWeBWkD04OIjXXnsNy8vL+Pzn\nP49///d/BwDMzMzg9ddfR3T12erqKlQqFbq7u5Gfnw8AKC8vx8jICOrq6uIKMFmt1oSWMMTBKC0t\nxfj4ONhsNjknBHEEkYwwQRAEkRX0ej24XC7EYnHsNjqdjuLi4i2zws63B0ALhSH44B8CrJLPPwKq\nVIjgfw+AEvCQI0lemEitVqOoqAgrKytbjnE/M8JSqRQ//vGP425bWVmJ9fvs6urCyMgItFotTp8+\nDTqdDj6fj5ycHKyurmJqagoXL17Exz/+cXzlK19JmIbrdrsRCAQglUpBo9Fw6tQpXL9+PXb/5OQk\ntFptXFbzdl1dXXEFdtbW1sDj8VBZWRm7f3R0NHZ/OBzGz372M7zxxht4++23oVKpcO7cOTzyyCN4\n7LHHkmZHd3IMBAJB2scAuHVx47nnnsOJEydit3V2duL555+PG/u7e7aOjIzg1KlToNFokEgkCIfD\nsYqw3//+9/GVr3wFwK22KZOTk+jq6oq7oFBQUAAWiwW73R67LRQKweVykXYqWYLH44FGo2F9fZ2c\nE4I4gkggTBAEQRy4UCgEnU4Xyy7eLp3p0Y43LiKSz0XuibbYbXQOG8XP/tWtv7fWJm174nA44HA4\n0NnZCbfbDb/fv+nzeL3efVsjfP/99ycEX5WVlRgcHAQAXLhwAT6fD42Njbhy5QqCwSCMRiO0Wi18\nPh/a2trwpS99Cf/2b/+GyspK/PSnP43bl9vtjmUngVstVFwuV+zfL7zwAj73uc+lHN8DDzwQd0wF\nAgH8fj/m5uYQDodx+fJleL3e2P05OTl4/PHH8YEPfADvfe978fTTT+OZZ57BL3/5S5w7dw7f+c53\nMnIMFhcX0z4GAKBQKBKyfWw2G4WFhQgGg/jyl7+Ms2fPIi8vb8vj53A48NWvfhVf+cpXYttPT0+j\nuroaRUVFCc8tkUjiLgDYbDYUFRWRKrJZpLS0NHZxhSCIo4VMjSYIgiAOnMPhQEFBQdIgs7i4GFNT\nUwiFQglBEQBEKArBS8Ng3NUBGjP+/qKP3AfPDSUK3teX9HlnZ2dRV1cHJpMJkUgEi8UCqVSadNtw\nOIxgMAg2m72DV5gZzz//PL71rW/hF7/4BVpbW8FisXDq1ClMTk7iE5/4BGpra9Hc3IyioiLcd999\nsQzkfffdh/Pnz+OXv/wlfv/73wMAvvOd78T18fR4PHEFgubn52NVjRcWFvD0008DAD70oQ/hoYce\nShgbjUbD9773PTz77LPg8XioqqraNItmsVhiFz6OHz+etP3ITo6BQqFI+xh8//vfj5uBcLv19XV8\n4QtfQE9PDz772c8CAD772c/C6/Wivr4eMpks4fi53W4sLCzg2WefxcbGBjQazab9SMvKyqDVamPH\n4SBa9BCbq66uTqt+AEEQhw8JhAmCIIgDZ7VaUwYADAYDfD4fq6urKCsrS7jfPzYD+poLhQ+cSbiP\nRqOh4ntPJt2v2WwGRVGQSCQAbmV+9Hp9ykA4Oi06WWZ5v1y6dAnPP/88xGIxzp8/jzNnzkCn00Eo\nFOLll1+GTqfDM888Ax6Ph4ceeghf+9rX0NbWhuvXr6O5uRmPPPIIHnnkkdj+mEwmDAYDKisr0d/f\njyeeeAIAMDQ0hJMnT8a2k8lkeOmll7Yc3+XLl/HCCy+Ay+XiiSeeiK01jqLT6bHiViUlJZidnYVC\nocDQ0NCW67PTPQbLy8v40pe+lPYxSMbv9+Mv/uIv8MlPfhIf+tCHYre/8MILsb9PTU3h7/7u7/DY\nY4/F3kttbW343e9+BwDQarX43Oc+h29/+9sp3zNsNht8Ph8WiwV8Ph9WqzWuHytx8HJyckg2mCCO\nKBIIEwRBEAfObrejqakp5f3R6dHJAmH7by8gQqeh8P5TaT8fRVFQq9Vobm6OBSnFxcVQKpXY2NhI\nmvXdq/XB4XAYNBoNdPrWq5VkMhkef/xxcLlcnDhxAnfffTc2NjZw5coVvP7662AwGPjGN74BAHj2\n2Wdx/vx5MJlMFBcX4/z58wn7+8Y3voEnn3wS4XAYp06dQnv7rcraOp0OFRUV234tpaWlOHfuHDgc\nDj74wQ+irq4u7v76+nr84z/+I5qbm/Hcc8/h/PnziEQiyMnJiVuTu5tjwGaz8cwzz6R9DJL59a9/\njcXFRbz22mt47bXXANzKREfXPwNAS0sLuru7cfbsWVAUFXvOKK1WCzabHTd9OhmJRIKlpSWw2WyE\nw+G0emYTBEEQu0eLREsaHjG7aa5MHDzS2PxwI+fv8DqIcxcIBHD58mXce++9KYPBjY0N9Pf34557\n7knYRnvqEYDNRO3bL6b9nHq9HjabLeH/iYmJCQgEgriAJ2phYQEej2fTgH0n1Go1OBxOykz0dpDP\nXnYwmUzQ6XTo6+vb8gJHOBzGxYsXUVJSgkgkgra2tk23J7IT+ewdbuT8HV67iflIsSyCIAjiQNnt\ndggEgk0DBjabjby8vLgKuwAQMltBu7mAvPtOpnhkomAwiPn5eTQ0NCTcJxaLU1aP9vl8e1Ioy+l0\nkh9gR0ggEMDs7CxaWlrSyvLn5ORALBZjYWGB9KolCILYRyQQJgiCIA6UzWaDQCDYcrtk1aMdv7sE\nABB88J60n29ubg5isTjplFWRSASHw4FAIJBwn9fr3ZOA1el0kumwR8jNmzchkUjieg5vpby8HJFI\nhATC23BEJzQSBLGPSCBMEARBHKh0K+WKxWIsLy9DqVRCp9PBarXC8eYlUCUCsJpqtnw8cCuYNZlM\nqK2tTXp/Tk5O0r7FXq8X6+vrCS10dmtjYwMAwOFwMrpfYvscDgfm5uaS9hpOl9PphNVqTfn+SoXP\n5+P48eNgsVg7fu47yfr6Oi5dugSfz3fQQyEI4hAjgTBBEARxYHw+H0KhUFoZ0by8PPT09MT61c7f\nVIMamESwpzHtSs4ajQZSqXTTFkjvnh7tdDoxODiImpqaLQsfbZfL5cr4PontMxgMGB0dxcbGBoaH\nh9Hf34/5+fm4PsjpmJmZQV1dXdI2X1vZTgb5Tre0tAQWi4XR0VGEQqGDHg5BEIcUqRpNEARBHJjt\n9k0tKCiIBc3ui4NYCYSw2lCRssfw7RwOB9bW1tDc3LzpdiKRCNPT0wgGg3C5XBgfH0dTUxNKS0vT\nHme6XC5XrM8tsf9CoRBUKhXcbjd6e3uRm5uLxsZGrK2twWw2Y2BgADweD1KpFCKRaNMLLmazGeFw\nGOXl5RkbG51OT2ud8Z2EoiiYzWb09fVBq9ViamoKHR0dBz0sgiAOIfLtShAEQRyY7QbCt1v7z8uI\nMHKQd/dxGAyGLbdXq9Wora3dMmBmMBgQCASYmZnB+Pg4Ojo69iQIBkhG+CB5PB4MDAyATqfjxIkT\nsUJoNBoNAoEATU1NeM973gOJRIL5+XlcvnwZ8/PzSdePUxSFmzdvQqFQZKTPtNfrxdWrV6FUKne9\nr6NmdXUV+fn54HK5aG5uht/vx9zc3EEPiyCIQ4gEwgRBEMSBsdvtOw6E/ReGQOtsQG1rM/R6/aZT\nJFdWVhAIBNLO1pWVlcFms6G7uzutQl475Xa7SaGsA0BRFEZGRiCVStHS0oKcnJyk29HpdEgkEvT2\n9qKjowMejwf9/f0wGo1x2+n1evB4vIy8V9xuNwYHByGXy+HxeBKe6063tLQEiUQC4Nb56ezsxOLi\nYspq7wRBEKmQqdEEQRDEgXC73cjJydlRJebQ0groOhPyHv5j5OfnQygUwmAwoLq6OmFbiqKgVqvR\n2Jj+WuKysjKIxeI9nZZKURQ8Hg/JCB+AlZWVbfduLiwsRGtrK5xOJ6anp2EymdDc3AwGgwG9Xo/e\n3t5dj8vpdGJkZAQNDQ2QSCQQCoUYHBxEUVFRxt4nBoMBVqsVLS0th644VyAQgN1uj+u1zGaz0dnZ\niZGREayvr4PNZoPD4YDNZiM/P39H67UJgrgzkIwwQRAEcSCsVuuOM2iO/30FACB44G4AQE1NTcqs\nsMFgAJfL3XZrmr1em+nxeMDlclNmI4m9o9PpIJfLd/RYHo+H3t5elJSU4MaNGxgZGUF5efmue0xH\ng+DGxsZYxjM/Px+1tbVQKpWgKGpX+w8GgxgfH4fRaERubi6uXbuG9fX1Xe1zv5nNZpSUlCQEt4WF\nhejq6gKDwYDH48HS0hJUKhWuXr2KYDB4QKMlCCLbkctkBEEQxIGw2+2xH/zb5fz9VVAlfDAb5ACQ\nNCsczQSbzWZ0d3dnatgZQ9YHHwybzQaKoiASiXa8DxqNBrlcDrFYjIWFhaQzEbbD6/VifHwcnZ2d\nKCkpibtPKpXCZrNBrVZDoVDsaP/r6+uYmJhAcXEx2traQKfTwefzY9nnTBX42mubtT4rKipCUVFR\n3G0qlQo3b95ES0vLfgyPIIhDhmSECYIgiH1HURTsdvuOMsKRYAjUjUmwzhyLm+p8e1Y4WgjJ6/Xi\n5MmTWRlwulwusj54B3abGY1mgzNR1IrL5UKhUIDJZO54H5FIBEqlEnK5PCEIjmpubobZbIbVat32\n/o1GI0ZGRlBfX4+mpqbYTAexWIyenh7Mz89DpVLB4/Hs+tjuJY/HA5/Pt63vjPr6etjtdqyuru7h\nyAiCOKxIIEwQBEHsO6fTidzc3B2tUfTeUILm3UDhH52Ouz0/Px/FxcWYmJjAjRs3UFFRga6urqxd\nB3mnB8Jmsxmjo6PweDxpPyYSiWB4eBiTk5M7ek6XywWXy7XjmQh7QafTIScnB5WVlSm3YbFYaGtr\nw9TU1Lb65lqtVmg0GvT29iatfJ6fn4/e3l6Ew2GMjIzgrbfeQn9/P8bHx7Ou+JTJZEJZWdm2liww\nGAy0tLTE2qERBEHcjgTCBEEQxL4zGAzbXrMbtfa7i4jk0MG790TCfTU1NYhEIujp6dlWIaSDcKcG\nwg6HAwMDA5ifn0dBQQEGBwfhdDrTeuzS0hIoioLL5dpWy5xgMAibzQadTgeZTJY1vXmdTif0ej1a\nW1u3zFALBAIIBALMz8+ntW+fz4fJyUm0t7dvun6ZyWSitbUVZ86cwXvf+160tbXFemknaxV1ECKR\nCEwm044uYAgEApSUlGB2dnYPRkYQxGFG1ggTBEEQ+2pxcRFOpxNNTU07erz/4hBo7fWgF+Ql3JeX\nl5eV64HfLRAIgKKoHVXMPqz8fj9mZ2fhcDhQX1+PsrIy0Gg08Hg8DA8Po6OjY9Npr4FAAGq1GseP\nHweTycTAwAByc3NRVla25XPPzMzAaDSCwWDgnnvuyeTL2jGKoqBUKqFQKMDhcODz+bZ8TH19Pa5d\nu4bKyspN3zsURWF8fBxyuXxbU4lzcnLA4/HA4/HgcDig1+tRX1+f9uMzwe/3Q6lUIjc3F4WFhSgs\nLEQgEACDwQCPx9vRPqPHbXV1dVdrwwmCOFqy45IoQRAEcUdwOBzQaDTo7OzcUVuTkNkKmtaI3Pfu\nvlXNQbrTssEbGxsYHBxEXl4eTp8+DYlEEsuAisVitLe3Y3x8HBaLJeU+ZmdnUV5ejoKCAnA4HHR1\ndWFmZgYOh2PT515ZWcH6+jpCoRCYTOau1vNmklqtRn5+/raynNGWT2q1etPtZmdnweFwUFVVtePx\n1dTUwGg0YmNjY8f72InocYkG40qlMlaZe6fIFGmCIJLZt0CYoig888wzOHv2LB599FEsLCwkbGO3\n2/H+978/9qXr9/vx+c9/Hh/72Mfwmc98Bna7HQDwzjvv4MEHH8TZs2fx6quv7tdLIAiCIHYhEAhg\nfHwcLS0tyMtLzOa+W1C3hOCiOe629f/TNon/f9omHVZ3UsXoUCiEkZERSCQS1NXVJW0XJRQK0dXV\nhenpaej1ekQikbj7bTYb1tbWUFNTE7uNx+OhtbUVY2Nj8Hq9SZ87EAhApVKhsbERdDod4XA4Yd8H\nwWq1wmw272hWhFwux9raWsoLAEtLS7DZbGhtbd3VGDkcDiQSSdpTsTPB4XDAbrejvr4eUqkUra2t\nOHXqFN773vdCJpPtat8CgQDFxcXQ6XQZGi1BEIfdvgXCb731FgKBAF555RV88YtfxHe+8524+69c\nuYJPfepTcRURf/WrX6G+vh4vv/wyPvzhD+Mf/uEfEAwG8e1vfxv//M//jJdeegmvvPIKqQZIEMS+\nU6vVcLlcBz2MQyM6VbO8vDxlZdyoSCAI0zf/AQsnP46Fnoex+MXvIbx2aw3p+u+vghIWgt1cs+k+\nsp3L5drxNM/DJHreeTxeyrY3UUVFRejp6YHFYsH169djPW4piooFs++eRSASiVBdXY3h4eGkPXFV\nKhUkEgkcDgekUiny8vJ29ZshEokgHA7v6vE6nQ5KpRJtbW07KuTGYDBQX1+P2dnZuKA+EolgaWkJ\nN2/e3PGMi3errq7G8vJyWtO2M+HmzZuora1NGDuDwchIle/a2toDyXITBJGd9i0QHhkZwenTtyp8\ndnR0YGpqKn4gdDpefPHFuB5wtz/mzJkzuH79Oubm5iCVSlFYWAgWi4Vjx45heHh4v14GQRAEfD4f\nFhYWMDo6Cr/ff9DDORQ0Gg3odPqWwZB3eBpzpx+F78e/AuP9fWD+j/dg45dvYL7ro1j54f8ENaAE\n83RXRn4UH6Q7JSM8NTUFOp2eduYzLy8PPT09kMvlGB0dhUqlgkajQX5+fsoLKDKZDHV1dRgZGYFG\no4m1ADKbzXC73ZDJZDAYDKipqYn9fac0Gg2uX78eq9wciUTgdrvTemwgEMDY2BhWVlbQ19e3o9Zh\nUWVlZYhEIlheXgZwq+jWjRs3YDAYcOzYsYy9t1gsFioqKrZVmGynzGYzwuHwnvY0PogsN0EQ2Wvf\nAmG32x33xZyTkxPXAuCuu+4Cn89PeEx0DVVeXh5cLlfcbdHb0/1PiCAIIhOWl5chkUhQWVmJ0dHR\nbbUzuRMFg0EsLi6ira0tZQAb2QjA+OW/h+lP/hIRpwfF//Ic5P/z25D9P8+i4q1/Ar2lFu7nfwGa\n24eiPz6ddB+HBUVR8Hg8Rz4QVqvV8Hq9aG9v33aVZolEgrvuugsURcFoNKKxsXHT7cvKynDXXXfB\n6XRiYGAANpsNMzMzaGlpgdFohEgkQl5eHkpLS+F0OrfVsinK6/XCaDQiLy8Pk5OTWFhYQH9/PwYG\nBrYMFB0OB65fv47c3Fz09PTsukgajUaDQqGAWq3G1NQURkZGUFFRgd7eXhQWFu5q3+9WVVUFi8Wy\no2OWLoqioFar0dDQsOcXuaqqqmAymfYty00QRPbat6rR+fn5cV+iFEVtOW3n9sd4PB7weLyE/Xg8\nnpQFR8iX3OFFsmyH21E/fwsLC2hoaACfz4fD4cDQ0BDa2tqypiXLbuzFuVtZWUFeXh7C4XDS7+Ww\nzYHlT3wFdKUW9D+9B+LzXwCdl/eHbWsrIHn1B/C8PQDXf10F657jh/r73e12g06nIxgMZrxwT7Z8\n9nw+H+bn59HX17erFjw1NTWoqqpCJBJJ65w3NTXBZDLhxo0bqKysBJ1Oh1arxfHjf3jPlJSUQK1W\nQ6FQbGssSqUSAoEAFEXh+vXrqKqqQmdnJ7hcLoaGhkCn05P26jWbzVCr1WhsbIRIJEo5LXe7547D\n4aCwsBDhcBjHo+NqxAAAIABJREFUjh0Dk8ncs/NfWlqK6enpXa87TmVhYQEsFgu5ubn78tkuKSnB\nzMzMlhdYtiNbPnvEzpDzd2fat0C4q6sLFy5cwAMPPIDx8fG0yvF3dXXh0qVLaGtrw+XLl3Hs2DHU\n1NRgYWEBDocDubm5GB4exmOPPZb08XdSW4qjiJy/w+2onj+XywUajRZr/dLR0YHR0VEsLCzsuB1Q\ntsn0uXO5XCgvL0+6X/+UBssPPwnamhP8n34Vgj/7o9Tj+sA9KP5AdrS+2Q2HwwGhULhnn5Fs+OwZ\njUbIZLKMZyfTUVNTA6lUCgaDAa1Wi4qKCgiFwtj9tbW1uHr1KphMZtrraG02GzweDwKBAIqLi3Hu\n3DmMj4+Dy+WiqKgIJ06cwPDwMPh8ftwSr4WFBSwsLODkyZNpVQnf7rnr7Ozc1vY7VV9fjytXriAc\nDmd8JkMgEIDJZMKJEyf27b3b0NCA/v5+RCKRTXssb1c2fPaInSPn786zb+mL++67DywWCw8//DC+\n/e1v42//9m/x4osv4u233075mHPnzkGj0eDcuXN45ZVX8MQTT4DJZOLLX/4yHnvsMTz88MN48MEH\nIRaL9+tlEARxh1teXo4FwcCt+gYdHR1YW1vD7Owsac3xLpFIBFarFcXFxQn3Od64iMUH/hIIhVH2\nv36yaRB8GHi9XgwMDKSsYBx11FsnRYs2VVRUHNgYmExmbEp+dXV13H0cDgdCoRBLS0tp7YuiKExO\nTsLv90MikaCpqQkCgQDNzc2YmJhAIBAAj8dDS0sLxsbGYhlNjUYDg8GAEydOHPrzzWAwUFlZuav1\n1ano9XqUlZWlVUk+U1gsFqRSKbRa7b49J0EQ2WffMsJ0Oh3f/OY34267vQ1C1DvvvBP7O5fLxY9+\n9KOEbe69917ce++9mR8kQRBZw+l0Zl1V3WhxmndnYRgMBo4dOwa1Wo3Lly+jvLwccrkcHA7ngEaa\nPVwuFxgMRkLWZfWf/x3rX/6/QWuQQfbKD8CUbF5JOtt5PB4MDQ0hNzcXGo0G7e3tKbd1uVyorKzc\nx9HtL6vVCg6Hc+DBn16vR0lJSdKMn1QqxfT0NKRS6ZZrUnU6HQwGA3p7e+OKvYnF4lif22PHjqGk\npARerxcjIyMoKiqC0+nEiRMndlQZOhtVVlaiv78fdXV1Ge3FbDab0dHRkbH9pUsul+Py5csJNWwI\ngrhzHP4FbQRBHDmhUAiDg4MHPYwEDocDOTk5SQN0DoeDtrY23HXXXQCAq1evYmpqaletVo6C1dVV\niESiuNsikQgcP3wJaK5G9e9/fuiDYLfbjaGhIdTW1qKrqwt2ux1OpzPptpFIBE6n80j/8DYajQea\nDQZuTbc1Go1JL7gDt3rK5uTkwGazbbofr9eLt99+Gy0tLUmXdNXV1SESiWB6ehrAreBKKBTC7/ej\np6fnyATBAMBmsyESiWA0GjO2T7fbDYqiDuSiJ4PBQHV1NYaGhjAwMIDh4WGMj49DpVKRAogEcYcg\ngTBBEFnH6/VmdN1WpkSnRW+Gw+FAoVDgzJkzCAQCd3ybjtXV1YRp0cG5RdDNNhQ+/ADouYc7a+52\nuzE8PIy6ujpUVFSAwWCgpqYGarU66fY6nQ65ublZ+f7OhI2NDdjt9qRFo/aTTqeDWCzedM1fRUVF\nyunRFEVheXkZb7zxBiorK9HV1ZV0Ozqdjs7OTrjdbszOzgIAGhsb0d3dnZE+vtkm2n4q2qJqtywW\ny5Z9xfeSXC7H8ePHoVAoIJfLUVpaCo/HA5PJdGBjIghi/5BAmCCIrOPxeLIuUKAoCmazOWUgbLfb\nMTU1FcskMJlMNDU1YXFxMWWLt1AodKTXFQcCAbjd7oR+qWu/uwQAh74NktfrxdDQEOrr6+N6n1ZU\nVMDr9SZkG+12OxYWFjadNn3YLS0tQSwWH2gQ6HA4sLS0lDIbHFVaWorV1dW4qtaBQABzc3O4fPky\ndDodmEzmlkuxoksj7Hb7kV9zWlhYCDabjdXV1Yzs76ADYeBWh5KioiIUFxejtLQUVVVVaa8fJwji\ncCOBMEEQWScbM8I2m23TTN7S0hLW19dx/fr1WODL4XBQU1MDlUqVsH0kEsHU1BTMZjOUSiUikcie\njv8gWK1WCASChLZS7v++BkpaCqZ08+x6tjOZTCgrK4NEIom7nU6no66uDhqNJnZbIBCAUqlES0vL\nkV47ftDTokOhEJRKJZqamrY8ziwWCyKRCGazGcCt83nlyhX4fL7Ymt/6+nqw2ewtn5fJZKK7uxvL\ny8vQ6XQZeS3ZSiaTYWFhYdf7SXWh7KBFp7anuoBJEMTRQQJhgiCyTjZmhJeXlxMCnqhIJILV1VV0\ndXWhuroag4ODWF5eBnCrwEwoFEqYajc3Nwe/349Tp04hHA4fyUyS1WpNWB9Mef2IjM6CfXf3AY0q\ncxwOR8of8aWlpbFZBJFIBEqlEhKJJOF4HCV2ux10Oj2ufdB+m52dhUAgSHtqdnl5OYxGI6xWK2Zn\nZ3HixAm0tLQgLy8Pi4uLkMlkaT83i8XC8ePHYTAYsLi4uNOXkPXEYjG8Xm/KdfDpii6byLb+6zQa\nDeXl5WR6NEHcAbLr24cgCALZlxEOhUKwWCwpf1yvr6+DxWKBy+WivLwc3d3d0Gg0UKlUMBqNyMvL\nw8WLFzE2NgaTyQSz2Qyj0YjOzk4wGAx0dHRgaWkJKysr+/zK9k6qtkmeK8OgBUPgP3DmgEaWGRRF\nweFwpAz6aDQa6uvrodFoMDc3h3A4HFdx+Hbz8/MYGBjA/Px8QhYq+t67efMm5ubmsjpLZTQaD7Qa\n9srKCux2OxQKRdqPEQqFcDqdGBwcREdHR6yImclkAo/H23ZRMw6Hg+PHj2Nubu7IBlJ0Oh1SqXTX\nWeFsmBadikQigclkOpIzdQiC+IOjV8mBIIhDz+v17mtPya2srKyAz+enrAD77h90PB4PfX190Gq1\ncLvd4HK5KC0txfr6OpaXlxEMBnHPPffEplyyWCx0dnZiZGQEeXl5R6Ki8O0XB2639uZlRNhM5J1K\nXnzosHC73eBwOJtWBS4uLgabzYbBYMDJkyeTZr5CoRD0ej0UCgUcDgeGh4eRk5MDPp8Pp9MJr9eL\nwsJC8Pl8BAIBDA8Pg06no6SkBGVlZSgsLNzLl5m2QCAAi8WyrSA0kzY2NqBSqWIXl9Ll9/uxvr4O\niUQSl93X6/VobGzc0Vhyc3PR3d2NoaEhMBiMrA32dqOiogJXrlxBIBDYUWVsiqJgs9nQ3Ny8B6Pb\nvfz8fLDZbNhstqQ90AmCOBpIIEwQRFYJBoOgKCqtdXn7ZWFhAXV1dSnvX11dTfhBx2Qy435IV1VV\nob+/H5FIBBRFJQRFhYWFaGhowNjYGHp7ezPap/MgJJsWDQAbl4ZB724CnZM953cn7HY7+Hz+ltu1\ntrYiGAymXK9qNBohEAggkUggkUjQ2NgIp9MJh8OB8vJyFBYWxr1XovdbLBaMjY3F1rEedIXipaUl\nlJSUHEi7oEgkgsnJSVRWVm5rWnYwGMTIyAja29thMplin0ur1QoajQahULjjMeXn5+PYsWMYHh5G\nW1vbkQumWCwWxGIxjEYjqqurt/14m82GgoKCrG4vVV5ejqWlpSN37giC+AMyNZogiKySbdOiHQ4H\nQqFQyh9DPp8PGxsbW2bmmEwmWlpa0Nraip6eHoyOjsZVqwVu/fASCoVHonhWsv7BwXkj6EurKLjv\n5AGNKnMcDkdagTCXy03ZI5WiKCwsLEAul8duo9FoKCwshEwmA5/PT5pF5vF4qK2tja0vv3btGtbW\n1nb8WnYrFApBp9PtKCDarWAwiLGxMVAUte3nn5qaglAohEKhQEFBQWxpgl6vjzsnO8Xj8dDR0QGl\nUnmg52evlJWVwWKx7Oixq6urWZ8pj1YVJz2FCeLoIoEwQRBZJdsC4YWFBUilUtBotKT3Rwu+pLr/\ndiKRCFKpFOXl5RCLxRgfH4/14wyFQlhaWoLb7YbRaMTc3FzaY6QoClarNe3t91ogEIDH40nIzq29\neattEv+Buw9iWBm1traWViC8mZWVFXC53B0Xl2IwGGhtbUVDQwPGx8ehVqsz1t91O+bn51FSUrLv\nU/pdLheuX78OLpeL7u7ubRVdCgaDsNlssZke0eyfy+WCy+Xasl94ugQCAdra2jA2NrbpZ5SiqEMX\nLBcVFcHtdu8oULRYLFlfOI7FYkEoFMaqihMEcfSQqdEEQWSVbKoY7ff7YbVaN13HZrFYdtQupr6+\nHmNjY1AqlQD+0GqooqICLpcLk5OT4PF4aWVNokW5Tp8+fSBrqycmJuKKOIXD4aTVYF1vXQdVLgKz\nqvzduzhUvF4vaDRawvrn7dLpdCkLaG2HWCwGn8/H6OgoaDTaptP4M21jYwNGoxF9fX379pzArWJW\ns7OzUCgUKau5b2Z1dRUCgSA2pVwsFmN2dhY3b96EVCrNaCXj4uJidHZ2Ynx8HDKZLCFz7Xa7oVQq\nYbfbwWKxDs1U3JycHPB4PKytrW0rqHU6ncjJyTkUtRDKy8uh0+kOtCUYQRB7h2SECYLImFAohImJ\nCczOzsJisewoU5BNGeHFxUWUlZWlXH8ZCoXgcDh29MOVRqOhra0NTCYTAoEAZ86cQVdXFyQSCU6c\nOAEmk4kbN25sWSVYr9djfX0dcrk8I709tyta1bi1tRVtbW1oa2tDZ2dnwsUDyr+ByLAK7Pcc3/cx\nZlomssE2mw0URWUsK8ZisSCVSmG32zOyv3TNzc1BIpHs+qLAduj1emi1Whw/fnxHQTCQWOAuJycH\npaWlWFtb25PK13w+H319fTCbzZiYmEA4HEYkEoFer8fg4CCkUina2towMzNzIFn9nRIKhbDZbNt6\nzGHIBkcVFxfD4/HA6/Ue9FAIgtgDJBAmCCJjpqamANxaF7mwsICLFy9iaGhoW9N2s6ViNEVRMBqN\nkEqlKbex2WwoKiracaEiBoOB5uZmSKXSuKIx+fn5OHHiBAKBAAYHB1NeULBardDpdOjq6kJVVRWW\nl5cT1h3vNZfLhYKCAvB4PBQUFMT+vLvYl+fKCGgbQfD/+PS+jm8vZCIQ1ul0kMvlaU2pT5dAIMDa\n2tq+rS/3er0wm837vjbYYDCgo6MDBQUFO3p8dCnBu2dbyOVyNDc371kBJw6HgxMnToBGo+HGjRsY\nGhqCxWJBb28vKioqIBKJkJ+fj/n5+T15/r0gFAq3ffElm9smvRudTodEIoHRaDzooRAEsQdIIEwQ\nREZotVr4/X60trZCJpPh+PHjeM973oPy8nJMTk6mnR3Oloyw2WxGQUHBptP3ouuD94JIJMKxY8ew\nurqK0dHRhMywx+OBUqlER0cHuFwu2Gw2SkpK9v0H2/r6espiULdb+88riDAZyDvdvQ+j2lub9Q9O\nR3Qd6k6zmalwOBwwGIx96zWs0Wggk8n2tfKv2+1GJBJJ6z2Xis1mA4/HSxh3bm5uxs/Ju+Xk5KCt\nrQ0VFRUQi8U4fvx43PddY2MjDAYDPB7Pno4jU3g8Hrxeb1oX4DY2NmJ1EXbz+dlvMpkMRqMRDofj\noIdCEESGkUCYIIhdM5vNMBqN6OzsjFtbx2AwYv05N5u2q9FooFQqs6p1kl6vh0wmS3l/JBLZ88qn\ncrkcjY2NWFlZwfDwMPr7+6HRaLC2tobR0VHU19fHZSaj06MpisLq6uq+BEROpzOtoGTj0hBoxxpB\nz01sI+RwOKBUKnHhwoVNf2xGIhG4XK5djXe3AoEA/H7/jrORwK1ssEwmy+g61CiBQLDtqao74XQ6\nYbfbN/2M7IVMZBNXVlYOPCMplUohk8kSZgRwOBxUV1djZmbmgEa2PXQ6HXw+f8tCXyaTCVevXkVu\nbm7KntrZisvlorm5GRMTEwgGgwc9HIIgMujwfBMRBJGVnE4nVCoVurq6UgawtbW1WFhYSPojwul0\nYnFxEW63G7Ozs1mRDd6qZRJwKxPKZDL3fLwtLS3Iz8/H8ePH0dLSAoqiMDU1BbFYnFDAJTot2WQy\nQaVSYWRkZM+nSqcTCG9oFkA3rCD/fX8oqERRFJaXlzEwMICJiQnweLxY9WO/3590PzMzM7h27dqB\nZsui2eCdTGmmKAqzs7Ow2+17sg4VuLUWdT/WCWs0GtTU1Ox7/+Ldri+NRCJZPzVXKpUiEAhgeXn5\noIeSls0uvvj9fgwPD0Ov16O7uxv19fWHKgiOEovFEIlEmJ6ePuihEASRQYfv24ggiKwRCAQwNjaG\npqamTYOhvLw8lJSUQKfTxd0eDeoaGhrQ2dkJjUaDcDi818PeksFg2LRlEpC8T+5eoNPpEIlEWF1d\nRVFRERoaGnDq1CnU19cn3V4ul2N6ehpMJhNisXhPexKHQiH4fL4tq78uf+8XiLAYEJ7949htGo0G\ner0eVVVVOHPmDORyOSQSCeRyOUZHRxOm0s/OzmJ9fR0ymexA11DudH2w0+nEtWvX4Pf7cfLkyYQ1\n1JkSzc7t5TrhcDgMu92O8vL9rf69sbEBj8cDgUCw4304HA6w2eysuOCWCp1OR1NTE2ZnZw9FBnKz\ndcIqlQr5+fno7e3d1XT2bKBQKOD1emEwGA56KARBZAgJhAmC2DG9Xg+RSITS0tItt62pqYHRaMTG\nxkbstoWFBbBYLJSXl4PL5UIqlWJpaSllRnA/RKcVb9VHdGVlZd8qn4pEoriCYxMTE1Cr1Um3LS4u\nht1uR25uLurr60FR1LZ6Em+H0+lEQUHBphmegG4Jof+4DPbZ+8EovZVhD4fDWFpaQnt7O8RicdwF\nB7lcDh6PFxfAq9Vq2O12dHd3o6amBqurqwdWxXW7gXD0+A8PD6OmpgYdHR17uqaWzWaDzWbv6RTy\n9fV15OfnIycnZ8+eI5nomvzdZBQtFgvEYnEGR7U3ioqKIBKJDqQS/HYVFBRgY2Mj7rsduPX94HQ6\nD20W+N3odDra29uh1WrhdDoPejgEQWTA4f9mIgjiQESrKqe7RpDL5aKsrCyWFfZ6vdDpdGhqaopt\nw2KxIJPJYgVVojweDwwGw778+HA6neBwOJuuU45mP3aTmdoOoVAYm65ttVrhdDphNBqTHo9QKAQm\nkwmfzxf74WY0GrG6urrl8xgMBoyMjGBlZSWtjGI606KXv/MzIIeOsi99+g+3LS+jqKgoZVauqakJ\noVAIarUaWq0WFosF3d3dYDKZYDKZqKioSJhdsB/C4TBcLhcKCwvT2n59fR0DAwNYW1vDyZMnt7y4\nkil7vU7Y4XDsumr2TqSaFu33+9OeJZAN64PTJZVKYTQa960K+E7RaLSk7zmtVouqqqojEQRH5eXl\nQaFQYGJi4lC1uSIIIrmj8+1EEMS+WllZQUFBwbZaHVVXV2NpaQk+nw8qlQpyuTwuGPJ6vVAoFGCx\nWJiamoJKpcLly5cxODgIi8WC2dnZvXgpcaxW65aVoPV6/aZtlbZDqVRuuQ2DwUBRUREsFgtmZmbQ\n2NiI+vp6qFSqhB/JFosFUqkUGo0GKpUKbDYb7e3tmJychNfrjQVzKysr0Ov1CAQCoCgK09PTMBgM\nKCsrw9zcHK5evYrl5eVNf4SnCoTdbvetyrfaBQT/10WwHrovlg0G/jD1PBU6nY6Ojg6srKzAbDbj\n+PHjcVlUuVwOs9mc9syBTP1gXV9fR0FBwZaZ0FAohJmZGYyOjkIul6O7uxscTmKRsL0iEAj2dJ2w\nw+FI+2JApkSnY7/7s0lRFMbHx6HX66HX6zfdRyYqTu8nHo8HNpu9L8XPduvd7zmn04n19fWEOgZH\ngUQiAZvN3lZbQIIgshMJhAmC2JHFxcVtF/xhs9morKyMFXGSy+Vx93s8HuTl5aG1tRU0Gg0cDgcd\nHR2455570NXVBY/Hs+eVkG02G4RCYcr7vV4vHA5HRtqs+Hy+tH/klpSUYHJyEnl5eRCJRLH1me9u\nl2QymeD3+8Hn8zE2NoaFhQXw+XzU1NTg6tWrePvttzExMYGlpaXYxYWhoSFsbGygtrY2toa1oaEB\nCwsL6O/vTxlUJQuEI5EIpqamYDabMf1/fQcRADl/8cHYmt9oZnuzYwzcmh1w4sQJ9PT0JGTnWSxW\nWlnhYDAIrVaLd955Jy5IcjgcmJiY2PSxyaytrW3Z9sVisaC/vx/hcBh33XXXnrfjSSbaT3ivMla7\nbR+1E6laHqlUKnA4HPT29mJ+fh7r6+sp93GYssFRFRUVh6KH7bvXCc/NzaGqqmrfp8/vl9LS0kNT\nzIwgiNRIIEwQxLa5XC54vd4d/aiUy+WgKArNzc1xU+YCgQAikQhYLBaYTCZaW1tRXV0dC7TodDoq\nKyv3dM1cKBSCy+XadNqnwWBARUVFRqrlut3utNvwFBQUQKvVoqGhAcCt6YhNTU3QaDSxytB+vx9a\nrRZ0Oh333XcfhEIhbt68icXFRchkMtx999247777cOrUKXR1dUEul+Pq1asoKCiAWCyGSqWKFYIR\niUTo7e1FQ0MDJiYmMD8/H5cdTlUoK/rjsF1cAcF1FcIfOAUzFcDly5fhcDjSKkQWxWazU66nlcvl\nMJlMCesSgT8EwFeuXIHP50N7ezvm5+djx0mtVmN5eXnbFbW3Wh9st9sxPT2NtrY2tLS07Gt/3dux\nWCxwudw9WUrg9XpBp9PB5XK33Har3uHRbG465yFZpefFxUU4HA60tLQgNzcXTU1NmJiYSPm8h2V9\n8O3KyspgtVr3vPr7buXn58e+E5xOJxwOx55VRs8GpaWlWF1d3fI9ThBEdiOBMEHcAaxWa0YzqYuL\ni6ioqNjR2i8Wi4UzZ84kTK30er1bVnKtrKyE2Wzes0qqNpsNRUVFKbMYoVAIJpMpY9OiXS7XlhWX\nowwGA0pLS+NeO4/Hg0QiiU0Zn5iYQDgcjk3Fra2thVAoxNzcHJaWlmKB2erqKoaHh/H222+jpqYG\nVqsVGo0GPT09YDAYce2JSkpK0NfXB4vFgtHR0dgP8mSFsqLrehUKBczf/QVAo6H2G1/AsWPH0Nra\nisHBQSwtLWWk2jCbzYZEIkmYDutyuWIBcG9vL1pbWyESiSCRSKDVamG32+H3+1FSUrKtqY2Li4vw\ner0pM9mBQABKpRItLS37tnZ8M3s1PTrdbLDb7cY777yDkZGRlIW77HY7VlZWtlzykKxn99raGjQa\nDTo7O2MXpUpLSyEUCpO2uLFarfD5fPueyd4tBoMBsViMpaWlgx7KloRCIWw225HPBgO3/h8rKioi\n06MJ4pAjgTBBHHEejwdKpRJDQ0MZCYZDoRCWl5czvvbL6/Vuud6YzWZDJBKl/FGo1Wpx7dq1uD+D\ng4PQarVYX1/fsujMVtOijUYjhEJhxtZ7ulyutNYr2u12OBwONDU1wWKxxN1XW1sLu92Oubk5jI+P\n4+67746NTyqVxjJmGo0GMzMz6O/vh0ajAYPBAJ/Px8bGBlQqFY4dO4b8/HwUFhYmTC/lcDjo6elB\nXl4erl+/jvX19aTToufn5yEQCJDn3kDw/30HzI+8F4zyWxk4kUiE/Pz8jLb2qaqqgtFohN1uh9ls\nhk6nw+9//3twuVy0trbGXViprq6G2WzG5OQkampqUFJSknAsU7FYLNBqteju7k45E2B6ehqlpaX7\nVkl8K+kGwg6HA0NDQ2m3LUsnEI5Oj29oaEBxcTGGhoYwOTkJn88Xt53FYkFNTQ0cDsem58LpdMb1\n7Pb7/ZiYmEBra2vCd4ZCoYDL5YLRaARFUVhaWsK1a9cwMzODpqamQ1m46TBNjzYYDEc+GxxFpkcT\nxOF3+P5HIAgibRRFQalUora2FgqFIiPB8PLyMgQCQcaL/6STEQZuBXcGgyEhmDKZTDCZTGhqakJz\nc3PsT3V1NUKhECYnJ3HhwgUolUo4HI6k+96sUFYkEoHBYEi7SnY60skIRyIRqFQqKBQKlJWVJQQM\nDAYDjY2NmJqaQmVlZdwFChaLhcrKyljV5UgkgpaWFnR1dcFms4HL5cJsNsf+DQCFhYVJjw+dTodC\noYBUKsWVK1ewtrYWFwh7vV4YjUY0NDTA/PcvAgAkf/t47H6KohAIBNDY2IjR0dGM9IvmcDiQy+W4\nefMmlpeXMTc3Bw6HA4/HkzCVlMViQSQSQafToaysDCKRCDabbct1tA6HA1NTU+js7EQgEEg6G2Fx\ncRE+ny9lb+eDIBAI4HA4tnx9ZrMZLpcraRY1mXQC4YWFBdDpdEilUshkMpw5cwYcDgfXr1+PCxws\nFgtKS0vR0tIClUqVcvrvu6dFq1QqVFRUJL3okJOTg46ODqjValy6dAnLy8uoq6vDqVOn0mrzlo34\nfD5oNBrW1tYOeiibEggEcDqdRz4bHCUWi2Gz2cj0aII4xEggTBBH2Pz8PJhMJqRSKcrKyjISDBsM\nhj252h8tlLWVoqIiMBiMuHZALpcLs7Oz6OzsRFFREQoLC2N/iouLoVAocOrUKfT19aGwsBDj4+NQ\nKpVxVYejFZVTrdldXV2NTYfLBIqi4PV6twyE19bWQKPRIBaLUVhYiEAgkJBZE4vFqKqqShqIyeVy\nLC8vg8lkoqmpCXw+H0NDQ1hfX0dhYSEaGxtRUlICvV4PiqLA4/GSBsLRmQU6nQ4ulwsXL16M+7E7\nOzsLuVwOFpMJ/5v9oJ/uBLPiD+sxV1dXweFw0NnZidzc3Lg+wbtRU1ODvr4+1NXVgU6n433vex+K\ni4uTtovy+Xzg8/mwWCzw+XzgcrkpL4pQFAWr1YqxsTG0tLTA4XBgdHQUV65cgUajiQXEbrcbGo0G\nbW1tWZVtjGZQNyseBdy6+NPZ2Qm3271l1eVQKASPx7PpLAaPx4P5+Xm0tLTE1oEzGAzU1dWhpaUF\ni4uLAG5leel0OvLz8yEQCCAWi1NOkb49EHa5XFhfX0d1dXXKMeTn56OrqwvHjx9Hd3c3RCJRWmvS\ns9lhyArn5uairq7ujsgGA7c+YwKBIO2ZJQRBZJ/s+V+bIIiMihYmam1tjd2222DY4XAgHA5vWfF3\nJ9LNCAOHdXtWAAAgAElEQVSATCaLFXUKhUIYHx+HQqHYsvAUl8uFTCbDqVOnwOVyce3aNWi1WoTD\n4S2nRev1+oxmg91uN3Jzc7cMnpaXl2P9Z2k0GkQiUUKQFwwGYbVak1YoZrFYKC8vj1VYHh4exuzs\nLLq7u9HR0QGJRBKblr68vIyCggJ4PJ5YxjYaAN+4cQN5eXk4c+YMPvjBDyIQCGBkZATT09MwmUxw\nu92Qy+Xwj86AbltH0f+4N24ct7dMamlpQTAYzFjhs+jMh/r6etDpdPj9/oQfp9G1wX19fbhx4wYG\nBgaQl5eXco2fRqPBa6+9BrFYDKfTicXFRZw8eRK9vb3Y2NjAlStXoNVqMTExgfr6+rTXeu+nraZH\ne71eBINBFBUVobOzE/Pz85iamsLly5dx7do1TE9Pw2g0xtoOJVsXfrtIJILp6WlUV1cn/SxHM4ah\nUCghy1tXV5cwRdpqtcZmD0RrCuh0Oshksi0/N0VFRVl5TnZKIpHAYrFkffaxpqbmjsgGR5Hp0QRx\nuO2+7ClBEFknFApBqVSiqakpofVMWVkZIpEIxsbGcPr06W3tdzsVf7drO4FwWVkZbt68GcvGCYXC\nbbWpiWaoKioqoFarce3aNbDZ7JTrnu12O7xeb0YrzqZTMZqiKKysrKCvry92m0gkgtFojAWVKysr\nmJmZQXl5ecrjJ5fLY22QJicn8ad/+qexIKS0tBQDAwNoaWmBWq1GV1cX8vPzYTabYbPZYLVaIZPJ\n0NTUFFsfGwgE0NLSgsLCQtDpdExNTaGjowN0Oh22/+8tROh0FD5wd+z5oxnY6NRUOp2Oqqoq6PX6\nhBZaO6HX62MtlbRabWyad1tbW+xH+dzcHKqrq1FSUgKv1wsAsQrbOTk5sdkA0ezh1atXoVAoMD4+\njtLSUpw6dSpWbKylpQVerxfz8/MoLCzM2l6pQqEQOp0ONTU1Se+PLgWg0WhwuVzY2NjAjRs38MAD\nD4DL5WJ9fT22/pzH46GwsHDTGRGLi4ugKCrlBSMGgwEej4e1tTVYLBYoFIq4+1paWjAxMQGfz4fF\nxUXQaDTIZDK0t7eDRqPB6/XCarWiqalpdwfmEGKxWBAKhVheXr5jMq6HQUlJyabT+gmCyG4kECaI\nI+jmzZvg8/kp18RJJBLcvHkz7enIwK1sj9Vq3ZN1kNEfEem2m6HT6aioqMDo6ChYLBba29t39Lxc\nLhft7e1Qq9W4cOFC0h/YDocD4+PjaG1tzejUV5fLtWUgbLPZkJubG9eqpri4GFNTU/B4PNBoNHC5\nXGhra9u0UjGHw4lNR37/+98fl4mL7p9Op4NOp2NxcRE2mw0GgwHd3d1xAXCU0+mEXC6H2+1GXl4e\n7r333tg2vt9fBb1LgRz+remzwWAQKpUqYepwtChXJBLZ1YWV6JTevr4+UBSFxcVFlJaWxl5HSUkJ\n7HY7fD4fJBIJ/H4/CgsLIRaLMTc3B7PZjNraWuTm5sJkMmF6ehrLy8twOp2IRCLg8/mIRCIJa5pz\nc3PR0tKy43HvB4FAECtSlazd0erqKvh8PgYHBxEIBHDs2DEoFArodDr09vbGgl6KonDx4kX4fL6U\nU5J9Ph+0Wi16eno2PZ/FxcUwmUxJKzgLBAJUVFTAbrejqakp4T2t1+sz1rrsMKqoqMDNmzdRXl6e\nVdPw72QMBgPFxcWwWCx7MlOKIIi9Rb5JCeKIMZlMsNlsaGxs3HS7aLGgdHk8HjAYjIwXyQK2lw2O\nkkqlYDAYsUzkbpSUlEAgEGBqaipu6mF0XWi0BU8muVwu5OXlbdoK6vZp0VEMBuP/Z+/M49uoz/z/\n0VjWLVm2ZR2+bdmOHTu24yvODemWsAVKyxFoONsuFLbdUso29KBZloarLEehkC1QQhs2hcCy2y7w\nK91CLsdJ7MTxfR+ybMuSLOu+j9HvD6+mViTZ8hE7IfN+vfJ6xdIc35mRRvN8n+f5fCAWi9HY2Age\nj4fNmzfHZdcjEolQUFCAvLy8iPcUCgW0Wi2USiWGh4chkUhQUFAApVIZNeiwWq1ISkrC2rVrqdJy\nAPAOqUGoJiG8bhu1bF9fH3V+Z8NiscBms5cs3jYwMID8/HxwuVyqtLuoqAh+vx86nQ7ATACVn58P\ngiCg1WqRnZ2N6upqXH/99RAIBGCxWFAqlaiqqoJcLkdfXx/4fD4mJiZQXl6OgoICnD17Nqpn8aVM\nQkICFApF1N7SQCAAlUqFoaEhyOVybNq0CVKpFHl5eeByuRgYGKCWDU08jYyMxMwIDwwMIDs7e95y\nZIlEApVKhbS0tKjf28LCQqxfvz7i8+LxeDA5Obms7QmXG6mpqWCz2RgcHFztodDMQi6XQ6vVrvYw\naGhoFgEdCNPQfIGwWCyUaNR8WZPU1NSogkKxMBqNF80fNR7rpAvhcDjYtGnTsgTmBoMBZWVl4PP5\naG1tBUmSsFgsaGlpQVlZ2bIFwSEBpsHBQXR0dKClpQVHjhyJKtgUCAQwNTUVNatfXFyM+vp6qic2\nHpxOJyorK6Nm62QyGfR6PdLS0rB9+3aUl5fH9H4FQAltCYVCZGRkoK+vDwBg/K/PAADJX/s7ADPn\ndXp6OmYVQSyF6njx+/2Ynp6mfIlHR0eRm5sLoVBIBVx+vx9Go5Eqa9doNNTkAo/Hw9q1a9HS0gK9\nXo8jR47g888/R1VVFe677z7ceOON6OvrQ2pqKhQKBc6dO3fZlUBmZWVhYmIiTD2aJEmcOXMGNpsN\nGzZsQHZ2dtjnqLS0FBqNJuzapKamwmKxRL2v2O12GAyGuMrchUIhpqen562GuJDR0VEoFIqIVo8r\nCQaDgfLycmg0Glqg6RIiLS0NZrP5srs30NDQ0IEwDc0XBo/Hg/Pnz6O0tDSuh8zU1FSYTKZ57VVC\nGI1GJCcnL3WYUdHr9ZQYzmowPT2NtLQ0lJaWIiEhAS0tLTh37hzKysrCyoiXgsfjwenTpzE4OAiP\nx4OkpCTs2LEDZWVl6OnpiVBQnpqagkgkivrgLxAIFhRIkCQJq9UaM5vH5XLB4/EwPT0NBoMBHo8H\nkiTDVLVD+P1+eDweauIi5APb3t4O60dHESzKRmKmDH6/H11dXSgtLY05KSMWi5cUCOt0OqSkpCAx\nMRFGoxEkSVLlibm5ubDZbFCr1RAKhUhMTITdbofH4wmb0KmoqMDExASOHz8Ov9+PrKwsbN68GcBM\nFr24uBgtLS3IycmBRCJBU1NT1PNyqSIQCMDhcChRMKfTiTNnzsBgMGDTpk1RFaBZLBZlyRW6P3g8\nHsjlcmg0mojlh4aGkJubG1fJciAQWHAFh9/vx/j4+LL0k1/uhFpBOjs7I9TjaVaHhIQEpKWl0ZMT\nNDSXIXQgTEPzBYAkSZw/fx5ZWVlxCzqxWCwIBIK4vSlNJtNFCYRtNhtMJhOV1Vtp/H4/bDYbkpOT\nQRAEKioqwGKxljUIttvtOH36NGQyGerr66FQKJCRkQE2mw2FQgEGg4GJiYmwdbRabURZ9GKxWq3g\n8XhzBioXlvfFClKtVisEAgEVzDCZTGzatAk8lw9E9zBcdSXwer3o7+9HampqTF/mufYRL7NLx0dH\nR8OE3NLT0xEMBtHX10dl9EPnNLQMSZLo7++HWCwGSZKUINHs656eno60tDS0t7ejsLAQ6enpaGpq\nogS3LnVIkoRQKMTp06fR2NiIxsZGKBQKiMXiOT9fcrkcAoGAKsM1m81QKpUYHR0Nm7Sx2WwwGo2U\neNt8GI1GyOXyeW2dZqNWqyGRSBbcPvFFJTk5GXl5eWhra4t7IpPm4pKRkYGxsbFlsYSjoaFZOehA\nmIbmC0BXVxc4HE5MddhYSCSSmPYxs3E4HFSmcLkZGhpCXl7eqgjgeL1etLS0QC6XU+rCBEGgvLx8\n2YJgo9GIpqYmFBYWUtdntlAWg8HA2rVrw7xp/X4/DAbDso3BZDLN638sl8uh1+upB+uQmNWFqFSq\niHJtJpMJcecIGEEg4epaNDQ0QK/XY82aNXPuUygUwuPxLKqk0Ov1wmw2Iy0tDU6nEyaTKUw5nMVi\nITs7G319fVQwPrss2u/3o6WlBR6PB9u3b0dWVhY4HA7y8/MjysfXrFmDQCCAwcFB5OfnIzc3F01N\nTUvub15uvF4vpqamMDw8jPb2dpw6dQqff/45LBYLHA4H8vLysGPHDqSlpVEB8lyUlJRgfHwcFosF\nJpMJOTk5SEhICNMWGBwcXND3V6/XIz8/H9PT03EFDYFAAKOjo1F7269k8vLywGKx0N/fv9pDocHM\nbylBEHRWmIbmMoMOhGloLnOGh4dhs9kWpWAbbyBsMpkuSn9wKBu8GvYzDocDp0+fhlgsRmlp6ZK2\nFQwGoVKpcPbsWXR0dGBgYABjY2NQqVRobW1FRUVFWJBms9nCRIVEIhFkMhklUKTX65GSkhK3ivZ8\nmM3mebP5HA6H6t8EZrK1FwbCJpMJNpstavbP8j9HQSpSUXLDNdiwYQOqq6uRmJg45z4ZDEbMgHs+\ntFot0tLSwGQyoVaro6oJZ2RkwGq1gslkUvtISkqCy+VCU1MTuFwu1q9fD4VCAafTCbfbHdWGiyAI\nVFZWQqPRUNZVa9asQVNT05Iy2suJz+fD6dOnMTY2Bq/Xi5SUFJSUlOCqq67Cpk2bUFFRAYfDAYIg\nMDU1NWemPgSbzUZJSQmlPC0SiZCdnU35P1utVpjN5rjtfILBIKamppCZmQk2mx3XdR8YGEBKSsqC\ne4qvBNatWwedTjenVzTNypGbm0v5tdPQ0Fwe0IEwDc0lgsvlglarnVNF+ELGx8cxNjaGqqqqRWVU\nk5KS4PF45u15vFj9wauVDTYajThz5gzy8/NRVFS0ZPueM2fOQK/XIzs7G8nJyWAwGLBYLDCbzair\nq4uw1YhmnVRQUACtVgur1YrJycmY1leLId6ydrlcTiktJyUlwWq1hpVe9vX1obCwMKLHk7Q7ETzT\nCc41m8BgMMDn8+MOXBYrmBUqc/b7/ZiYmIhZmisQCKBWqzE5OYn09HQYDAacPn0aCoUCpaWlIAgC\nAoEATCYTOTk5MftXWSwWqqurMTAwQJVkr1u3Di0tLdQ5W006OzshkUhQVVWF4uJiZGZmQiwWU9+t\nrKwsjI+PU4Jt8QrAKRQK6noSBAGFQkFlmEPZ4FA1xXxYLBYkJiaCx+PFNQlnNpsxOTk5rwL+lUpi\nYiLS09PpQPgSQSqVwufz0deDhuYy4so046OhuQQIBoMwmUwwGAzQ6/Xwer0QiUTo6uqCXC5HTk7O\nnFYkOp0OAwMDqKurW7RyMoPBQEpKCgwGw5xZWZPJFNM/dLGEssEr7cWq0WjQ29uLysrKJWW5bTYb\ndDod1Go1CgoKkJWVFVdAHQwG4XA4IgJFFouFgoICtLS0wOl0Ltob+UIcDgcSEhLi+oykpqZSCtAh\nqyy73Q6RSAS9Xo9AIBC1r9T66Ukw/AGkfP3LCx6fWCyGWq1e0Dputxs2mw0SiQRjY2NITU2NenxG\noxHFxcXo6+ujlKTHx8dRUVERce1ramqieu3ORiAQoKamBmfPngVBEJDJZKipqUFLSwtcLteqiTmp\nVCq43W5UVFTEtHgSCoXgcDjQ6XQwm82orKyMe/tlZWXUdhMSEpCZmYnu7m44HI4FbUev11Pl/hKJ\nBENDQygoKIi6LEmS6OzsRHFx8bJVRnwREYlEEfoCNKsDg8FAXl4ehoeHL5rDAg0NzfJCZ4RpaFaJ\nrq4udHd3gyAIlJWV4eqrr0ZNTQ22bNkCNpuN5uZmNDc3Q6vVRgiiTE9Po6urC9XV1Qu2HbqQ+TIz\nLpcLgUBgXn/QhbIa2WCn04ne3l7U1dUt6UGFJEkcPnwYjY2NKC4uDhNpimcMiYmJEcft9/vhcrnQ\n399P9XnO9jReLAsROePxePD5fFRVQkjMKiQqFSt7bvrjZyCTBOBtWLfg8YX2sRCRGa1WC6lUCoIg\nYmaD/X4/zGYzampqMDo6ivHxcbjdbmzcuDHqtefz+XGpGQuFQlRXV6Orq4tS9q6vr8fExAS6u7tX\nXLzIZDJheHg4Lj/tzMxM9PT0QCQSLeh7l5iYGPb9z8rKgtFopLyZ40Wr1VKVDsnJybDZbDE/40ND\nQ+DxeMsmGPdFRSQSwWq1rvYwaP6P9PR02O12+prQ0Fwm0IEwDc0qMDk5CZPJhPr6ehQUFEAsFlMB\nBpvNRkFBAbZv304pUR45cgSdnZ0wGo0wm81oa2tDZWVlVOuThSKRSGA0GmMGIhejPziUDY63t3C5\n6OrqQl5e3pKD+u7ubjCZTOzcuRP9/f3o7OyMu6TdbrdHZIM1Gg0aGhrg8Xiwa9cufO1rX4PH40FD\nQ0NUu5qFEI9Qls/ng1qtxunTp6FWq9HV1QW/308FqRqNBiwWK2o5bdDnR+B4CxKvqgFjEZMaLBYL\nbDZ7QcJTobJou90Or9cbNdA3Go0QiUSQSqWQyWTIyclBbW3tsvjQikQiVFVVoaOjA1NTU+BwONiw\nYQOcTidaWlpWLBj2er1oa2vDunXr5s1mAzOl7yRJLtkXm8vloqamZkG9/aHAIHTPSkhIgFgsDhPe\nmr3s2NgY1q5du6RxXglwuVwEAgHaw/YSgSAI5ObmYnh4eLWHQkNDEwd0aTQNzQrjdDrR09ODmpqa\nObMyBEEgPT0d6enpcLvdmJycRE9PD1WOuFzBKYfDoYRrogVMs/uDh4aGKKGbpbDQ3sJ4IUkSDAYj\natZyYmICPp8POTk5S9qHx+NBR0cHKioqIJPJkJqaiv7+fjQ0NKC0tHRepefZ/cEkSeLs2bPw+/2o\nrKwMO//r1q2D2WxGd3c3JiYmUFtbu6jxmkymmIq7ZrMZo6OjlHhSQUEBgsEg9Ho9Tpw4gbS0NBgM\nBhiNxpglsK6WbjAcLoiv276o8QF/6xOOp6/Y6XTC6XQiJSUFQ0NDkMvlUa/37D7YG2+8ESwWa0m9\n4BciFouxfv16tLW1ISUlBWvWrEFVVRVOnz4No9EYlxjVUggGg2hvb6fsneKByWSivLx83omReLiw\n730+ovW9SyQSTE9Ph1m+hUqii4qKFt3ycaURygpf7M8cTXxkZmZieHgYDodjyRVbNDQ0Fxc6I0xD\ns4KQJIm2tjYolcoFZXM5HA7y8vKwefNmfOlLX1o2W50Qc5VHzy6tVavVS/ZJXKjSbAiv1wu73R5z\n/16vF42NjWhqaorok/R4POjr60NZWdmCSjmj0dfXh8TERKocl8lkYu3ataisrERXV9e8/XqzFaOH\nh4fBZDKxcePGqMGJWCzGxo0b4XQ64XA4FjxWj8cDn88X9WHMbDajpaUFycnJ2LZtGyorK5GWlgap\nVAqFQoHa2lr4fD709PSAw+HEDJ4sx5oBAIIt1QseX4hoCtWxCJXXEgRBCWBFY2pqigoQORzOkq97\nNJKTk7FlyxZwOBycPHkSarUaUql0RcSz1Go1/H5/zB7bWEil0lXpuY3mi52amgqdTof+/n50d3ej\nvb0dzc3NYLFYq6Ikf7kiFArpUtxLCCaTiezsbFpBmobmMoAOhGloVpCBgQGw2ewlZSWXO4sKxA6E\nQx6vQqEQfr8ffr9/ydng/v5+KJXKBR9HR0cHmpqa8Nlnn6G5uRn9/f1UWaXP58PZs2epDO2pU6fC\nlIh7e3uRmZm55FJyo9EInU6HpKSkiMAwOTkZtbW1GBgYmFP8KZQRttvtUKvVWLt27ZyZSgaDgeTk\nZJhMpgWP12w2h5Xdh3A4HDh//jzWrVuH7OzssMBIKBRSwfr69etRVlY2Z+DkbDwPMlsOZtriVcVD\nJdjxEAqEzWYzGAxG1GsaKrNe7r72aDCZTBQVFaGurg5TU1NQq9XQaDRLnjCaC5fLhaGhIaxbt+6i\nBPjLjdlsBkEQERl/oVCI3NxcMJlMCAQCSCQS5OXlLZtQ3JUC3Sd86ZGdnb1gFwgaGpqV59L/BaWh\n+YJgMBgwOTm54irJ8ZCcnEz1W84mlA1mMBhwOp3g8XhLKi81Go1wOBwLzvbYbDZYrVZcddVV2LZt\nG3Jzc0EQBNra2mA2m3Hu3DmkpKSgsLAQBQUFKCkpQUtLC8bHx6HX62GxWKBUKhc9bmAmm9/d3Q2J\nREIJNV2IQCBAXV0dVCpV1B4xv98Pj8cDLpeLzs5OFBQUxFX+mZKSsihLjmhCWV6vF+fOnUNhYWHU\nklo+nw+73U71uW7YsAEmkymqqFEwEECwtR+suqV9pgUCAdxu97x9jtPT0/D5fEhOTqYsjKIxOxu8\nUggEAtTW1kIul8NgMCzKGzleurq6kJube9mUXc4WybqQvLw85OfnIzs7G+np6ZBKpfP6T9OEQwfC\nlx4sFgspKSmYmppa7aHQ0NDMAR0I09CsAD6fD52dnSgvL78krUAIgoBUKkVbWxucTif1+uz+4OXo\ndxoYGIjqQzsfw8PDVPAbEm0KWRZ9+umnEIlEKC4uppaXyWSoq6vDyMgI2tvbUVZWtuRM+ujoKDgc\nDoLB4JxBFo/HQ11dHTQaDfr7++F0Oqmg0m63g8/nU+XT8ZSHe4bH4frOPlj6Fi6+cqFQViAQQEtL\nCxQKRczJiISEBPB4PCqryuFwkJqaGlW0y9M1BIbDBeHWhZdF63Q6dHd3Uw+KIpFozuCRJEn09PSg\nuLgYwWAwaqltiFDP82pQVFSEhIQE9Pf3L2k7sTJJ4+Pj8Hq9q2bVtFDmu1Y0S4fP58Pr9S6LyjzN\n8iGVSqHX61d7GDQ0NHNAB8I0NCvA4OAg0tLSLmlvwbKyMqSmpuL06dNQqVSUz3FozA6HAzweb97t\n6PX6qA/xU1NT8Pl8C34gdjqdmJ6ejggafT4fpqen4fF4ogaUAoEAGzduRG5uLrhc7pKUfJ1OJ0ZG\nRlBcXByXEBKHw0FNTQ3UajVOnjyJv/71r/j888/R2toKNpuNwcFBlJWVxZVd1792CERTF/j7Pwyb\npJgPi8UCrVaLQCCA6elpTE9Po62tDTweD4WFhXOuKxKJYLPZqL+zs7Ojlntb/68/WLhtYUJeNpsN\nXV1dYLFYGB4expEjRyjLqFioVCpwuVzIZDIYjUZwOJyoEzN+vx9Wq3XVvmtMJhM1NTVoa2tDIBBY\n1DY8Hg+lFD87S+52u9Hf378sve4rhcVioUqfaS4ODAYDAoGAzgpfYoTEBlfaUo2GhiZ+aNVoGpqL\njNVqxeTkJLZs2bLaQ5kTgiCQn58PmUyGrq4uaLVauFwuqq/P6XTOqxRrt9vR1tYGBoOB+vp66uE3\nGAxS2eCFllarVCpkZWWFKWzr9Xp0d3dDJpNh06ZNGBkZQXl5ecS6VqsVKpWKyqIlJiaCzWaDxWKB\nyWRS/wQCQcwMqcfjwdmzZ1FQUAC32w2hUAgWi4WxsTFwuVykpqZGHJPBYEBPTw8EAgGcTieEQiFk\nMhlEIhH6+/uRnZ0dV2AQ9Pvh/tNRMAQ8JHWMQPfeJ8j75i0xl/f7/ZicnMTExASmpqbgcDjCBFt4\nPF5cljShPmHS4cLk068j5c4bAMxUCMwOMO0nW0BKU5CYKYu1qahjbG1tRXFxMdLT01FQUACPx4Pe\n3l5KgfnCQN3lckGlUqG+vh4A5iyLNplMC/bJXW7y8/PR0NCAzs7ORfW7hnq7mUwmGhoaqOqHnp4e\nZGVlLYtt2koxV1k0zfIRKo++lCdbrzTYbDYEAsGKqMjT0NAsDjoQpqG5iASDQfT09KCoqOiSLImO\nBp/PR21tLcbGxuB2u6nMk8PhoJSSYxEKdkmSRFNTE0pLSyGTyaDVasFgMMJsUuLB4/FgcnISW7du\nBTDT39rb2wuz2Yzy8nKkpKTA7/fj+PHjUUu3NRoNlEol8vLyEAwG4fF44Ha7KeGv0L+xsTEYDAas\nW7curITa6/WiubkZmZmZyM7OpnqEu7u7KXEnn8+HzMxMZGRkgCRJ9PX1wWazobi4GFKpFCRJQqfT\nYWxsDAMDA2CxWMjPz4/r+G3/ewqEyYbU3+yF9qnXgaffAnnrV0AIwjPzIVVsvV4PiUQCpVJJPRAX\nFRUt6JwDM4GwYXgUIw8+A3QOYXJgFNnP/QBqtZrabjAYROBcD5ibFxbodXd3Izk5OUztmc1mo6Sk\nBJOTk9RnZbYacm9vL7Kzs8Hj8UCSJPR6fcysttlsjuorvNJUVlaiu7sbSqUyYtKDJMk5M7omkwmp\nqalQKpXIzMxEd3c3VCoVCIK4rISkQmXRNTU1qz2ULzwikWhROgI0FxeZTEbdl2loaC496ECYhuYi\nElKPzcjIWO2hLAgGgxER9M5XGm2xWGCxWFBeXg6v14vU1FS0trbCYrFAp9OhpKRkweMYHR2FQqEA\ni8WCyWRCW1sb5HI5Nm3aRGX8mEwmcnJyMDQ0FJYVDgVMGzdupI6JyWTCYDBAoVCEBc3Z2dno7OzE\nmTNnUFVVBQ6HE6ZEHQpcp6amwOVyEQwGUVdXByaTCYvFgvHxcZw8eRIAkJubi4qKCirQIQgCCoUC\nCoUCTqcTDAYj7rJWw+//G2SSAEnXXwWvWADbbXug+ddXkfncj6hlrFYrWlpakJ6ejm3btlETLqO9\n/ciSL64vk2f3gPPQCwhOW0FUl4A8dg4yFg8D0wNwu90z52d4DITZtqD+4PHxcVitVuqazCYkLiOX\ny6FWq8FgMKBUKjE1NQWbzYaKigqQJIne3l4IhcKYImNz+SavJJmZmVCpVOjs7MSGDRvg8Xig1Wqh\n0+lgsVhw1VVXxZwcM5vN1ARGSIBNq9WCz+dfNiXRwMy1SExMpMuiVwCRSASVSrXaw6C5AKlUiqam\nJpSUlMxbDeVwOKBWq6FQKJbF65uGhmZ+VjQQJkkSjz/+OPr6+sBisbBv374wG5nDhw/j3XffBZPJ\nxIMPPoirr74aTz75JHp7ewHMPISKRCIcPnwY+/btQ0tLC/Uw+9prr0VYM9DQrCY+nw/9/f2oqqpa\nktLypYDX66WEqmIxMDAQZouUlJSEjRs3orW1FRwOZ8Ez4n6/H+Pj41TQNDAwgKKioqi+sTk5ORFZ\nYWu/njQAACAASURBVIPBAIFAAC6XS/3d3d0NkiSpICsEQRAoLy/HyMgITp06hXXr1mFwcDCsTNdm\ns2F8fByFhYWorq6mAvGkpCQkJSVhzZo1IElyznMUT491iIDJCvLoObBv3wkGKxFpV9dDta0cKb//\nCK67vgpu+RpotVp0d3dj7dq1YeWnjrOdENyxF3aXF9a8dCRWlUC4aT1EV29AYtbcZareQTX0t/8I\nLIsd4rd/AWFOJsa33g3zHz6GYmctxsfHUVBQAOvRmf5gUZz9wTabDf39/airq4spXJaVlYWxsTHU\n1taiqakJwWAQGo0Ga9euBUEQ0Gg0aGxsxJe+9KWo65MkCavVekk8RCYnJ1MiRg0NDfD5fEhLS0N+\nfj5GR0dhNBqjlgyTJAmbzRZR/nw5lhfTZdErh0AggMvlQiAQuCgWezSLg8/nIzExERaLJeZ9yWAw\nYHR0FBaLBTweDwkJCZfEPYyG5kpgRQPhv/71r/B6vXjvvffQ2tqKZ555Bvv37wcwE+QePHgQ//mf\n/wmPx4Pdu3dj8+bN+NnPfgZgJqjYvXs3fvGLXwCYsY9488036X4YmkuWgYEByGQyJCUlrfZQlsx8\n2WCj0Qin0xmR+WaxWKitrV2Up6parYZEIgGXy4XL5YLdbo/5UM1kMpGdnR2WFZ6cnIRcLqfKqU0m\nE0pLS+H3+6MqIAMzVi4CgQCtra1QKBSUEnUwGMSpU6fA4XBQVVUVtf90uXtSje/9PzD8AaTd+3UA\n/5fR/v43QLbuw8Q/PQm8/hgmtJOoqakJC5oczR3Q3PIwAlw2RPfdAldzJ/x/boT5Pz+DicEA87ot\nSP+X74KVG36tgj4/LH86gqlHnwfAgOO5f4K4sghsmQzBUiVshz5G5re/jnPnziE/Px+2hhaQYgES\nC+YulwfC+4Lnyg7KZDL09vbC5/OhtrYWzc3NEAqF1CTK0NAQPB5PzAd9u90ODodzSdjvhFoBmEwm\nJBIJUlJSwtoMDAZD1M+z1WoFn89f1R7n5cDv90Or1WLDhg2rPZQrAoIgwOfzYbPZ6CDqEiOkHn3h\ndfF4PDh37hxIkkRubi4qKysxNTWFycnJVRopDc2Vx4rWWJ07d47q9ausrERnZyf1Xnt7O9avXw8W\niwWhUIjs7GwqEwwA77zzDjZv3kxlXUZHR7F3717cfvvt+OCDD1byMGho5iVUAjm7z/FyZj7rpP7+\nfhQUFEQt21xIKXAIr9eL0dFRqiQ5FNTOtZ2cnBwYDAaoVCr09PSgtbUVExMTaGhoAIvFwubNmyGR\nSCAWi6n+3mikpaVh+/btKC0tBTBTpnrq1CkYDAZs3rx5xQIUy7ufIJifAU75Guq1lJxMeB+4CYzu\nEVifO4C6tWXhQXBTOzS3/BCkkAffy48g/ecPQvmnV6Ec/jMyj/8OnG99Df6/nIJ64x1QP/QU/Hoj\nvENjGP/JCxhc+1VMP/AEIOAh+//9O4Q1ZZRytPiu68FQTYLZpwafz4dGo4GvuRPBdQUwGAzQ6XQx\nlVFJkkRraytSU1OjZvNnQxAEMjIyMD4+Dg6Hg40bN1ITGwaDATabDbm5uTFtlqL5Jq8mUqkUVqsV\nEokk7LMrkUgwPT0ddZ2QUNblzvDwMCQSyWXjdfxFgPYTvjSJZqMUDAbR0dEBiUSCLVu2IDMzEwkJ\nCeDz+XA4HKs0UhqaK48VDYTtdntYNiAhIYHyvbPb7WGlzXw+n/Kx9Hq9ePfdd/Htb38bwIx67Z13\n3onnnnsOb775Jg4dOhQWNNPQrBZ6vR6NjY0YHh5GRUXFZSOQNR9OpzPmA61er0cgEFhWn9Curi4o\nFArqfqHRaOYNohITE7F27Vo4HA5YLBbI5XIUFhZi48aNKC4upgJYDocDgiDmtCJKTEyEx+NBR0cH\nWltbkZmZCalUOqd/8HLi6VeB0TUMwW3XhpXVJycnw1i3BuaqQiT9sQETVbsw+o9PwN0xAMeZmSAY\nYiECv96DpKK/CXIxCALsknxkPvND5J49jMSv74D33U+hqrwZY/W74X7rj0ioKELa759CRsPvwS7M\ngVAopB6qU3b9PYJsFqZ++wHy8vIwfOosEnRGWJUKjI6OYmRkBOfOnYvqYxry053t8zwXWVlZ0Gg0\nCAQCYDKZVPZ3ZGQESUlJyM7OjhlEXuibvNpIJBJYrdYwCyRgpoyVJMmon8FLLZgHZio+WlpaIo4j\nFg6HA+Pj41izZs38C9MsG/EEwm1tbbjrrruov7u6unDLLbdQFXehCa0PP/wQt956K2666Sa8+uqr\nAGYq9+655x7s3r0bDz30EFwuV8z9vP322/i3f/u3sNdcLhduv/12DA0NRV3no48+wq233orbb78d\ne/fuBUmS8Hq9eOSRR7Br1y5861vfitoH/d5778X03Y5GIBDA97//fRw/fpx6bd++fbjppptw1113\noa2tDQAwPT2NBx98EHfccQduv/32MAs5kiTxD//wD/jDH/4QdR+HDx/GTTfdhF27dqGlpYWy+9uz\nZw92796NG2+8EX19fRGT5V6vF8899xx2796NH/zgB2HneL590tDQLJwVrb0SCARhM10kSVIPpxe+\n53A4qMD41KlTqK2tpf7mcrm4++67qd6/+vp69Pb2RjxozXWTprm0cbvdqz2EBWE0GjE4OAiSJJGf\nn4+0tDQwGIwvzGcw1M944fEEg0F0dXVBqVSGXbOlXL+JiQlYLBYUFRXB5XLBarXC7XaDzWbPez5D\n/bqtra0oLCykgvcL1+PxeNDpdDFLrTUaDQYGBpCeno7q6moYjUbweLy4A4GlovvtBwgSBAQ3fzls\n7EwmE+qxMeT/yz8gFRxMv/kBfH88gon3/xfBhAQEpclQfPgizk+MoiDW+RILIH3+R/B99xsw/Po/\nwFSkIeWuG5Egn7HGcrvdYLhcSExMxPT09Mw2mAQYf1cH7ycNkDz5faxxAXYAhbdeD1ZpIYLBIPr6\n+nDixAmsX78ebDYbwMy1nJiYQGlpKf73f/8XycnJyMnJmdf+h8vlQqVSUZMfVqsVJpMJLBYLqamp\n0Gq1mJqaiiiz1uv1yMrKuqS+dyKRCCMjIxHic0KhEBMTExG2XXq9Hjk5OYs+hotx7xwbG4PVasWx\nY8dQXl4+7/VrbW2lVNQvpWtxqbPUa5eYmAiDwRDznB84cAAff/wx1W4CAI899hj27NmDyspK/PrX\nv8aHH36I8vJy/Md//AfefPNNsFgs7N+/H1arFa+99hquu+463HDDDdi/fz8OHjwYFlSHjuGJJ55A\nR0cH/u7v/o7aT1dXF5588knodDp4PJ6IMbrdbrz44ot4//33weVy8eMf/xiffvoptFotWCwWfve7\n30GlUuHxxx+nWupC7N+/Hzt37qTuO3MxNjaGn//859DpdPjqV78Kl8uF48ePY2hoCAcPHoTFYsF3\nv/tdHDp0CE8//TR27tyJnTt3orm5GT09PdRk6MsvvwyTyQSfz0cdS+j6GQwG/O53v8OhQ4fg8Xjw\nzW9+E3v37sXLL7+M3NxcPPLII/j4448BzJRHz+aVV15BTU0NHnzwQbz33nth5zjaPmmWj8vtuZNm\neVjRQLiqqgpHjhzBV77yFbS2tobZepSXl+Oll16Cx+OB1+vF0NAQ9X5jYyO2bdtGLatSqfDwww/j\nv/7rv0CSJFpaWvD1r389Yn+hQJnm8uRyuX5+vx99fX0oKSmBXC6/7IWxouH3+5GamhpxTbRaLbhc\nblRbpcVcP7vdDrVajbq6OiqIValUyM3NjXt7Xq+XsnqKVcYslUrhdDqjbtPr9UKlUmHLli1hGWmZ\nTLYin8lgIADfn46B2FQOQc4FfbzBIAKBAKRSKcQFBRBvqkLAZIXh7f+Cs6kdOf+2BwmKNHiG+yGV\nSucs4+aWFkK0//Ho73G54HA4YDAYSEhIAIvFgvy+XdB+3AD3xyfgPt2OII+DEaYfz99/Pw4ePIj1\n69fjL3/5C2677TaIxWIUFBTg6quvRm1tLX7zm9+goaEBJEmipKQEt956K7hcLp599lkEg0EkJSXh\n+eefp86vUqnE8PAwkpOT8c///M+Ynp5GWloabrrpJsjlchw4cAAvvfQSOBwOHnjgAXz5yzMTBkwm\nM8zr2mg04vbbb8f//M//gM1mw2az4Uc/+hHsdjt8Ph9+/OMfY/369WHH/t577+Gmm26Ku884EAjg\n4Ycfxi233EL9Ts0Wc/zOd74DrVaL0dFRvPvuu3C73SBJEo888gjsdjsOHTqEjz/+GAwGA9/85jfB\n5/Ojal8s5FhC5zHWMmfPnsWzzz4LBoOBbdu24Xvf+96cx+hwOFBRUQGv14uuri4UFRXF9N3WarUI\nBoMoLCy8rBSuLxWWco9JTExEZ2cn2Gx21HOvVCrx6quvYs+ePdR+Zivr19XV4bPPPoPf70d5eTke\nf/xxTE1N4YEHHoBIJMLevXspvQeDwYDCwsKI8Xq9Xtx8883YunUrhoeHqfcZDAZee+017NmzB2w2\nO2I9NpuN9957L8yeTSgU4syZM9ixYwe4XC5KSkqgUqnC1n3//fcxPT2Nn/70p3jttdfwzDPP4Ny5\ncwCA66+/Hvfcc0/YfkiSxFNPPYU33ngDLBYLXC4XarUa27dvB5/Pp/rz7XY72tvbUVpaigcffBAZ\nGRn42c9+Bi6Xiz//+c9gsVi46qqrkJiYGDYeLpeL/v5+VFdXU/ogubm5lB/9zTffjAceeABpaWl4\n+umnI85DW1sbvve974EkSXzpS1/CCy+8gPvvv3/OfdIsH/R5vfJY0V+pL3/5y2CxWLj99tvx9NNP\n4yc/+QkOHDiAzz77DGlpabjrrruwe/du3HPPPXj44Yep2b2RkRFkZWVR21Eqlbjhhhuwa9cu3HXX\nXbjxxhtjekrS0FxstFotxGIxFArFFy4IJkkSwWAQTqczqljW8PBw3J648eyrvb0dRUVFVABKkiQm\nJycXVHat0+kgkUjmDALFYnHMPtOxsTHIZLKwbONK9m3ajzaDMJiReudXI96bmppCUlJSWAlyQrII\nsofvQd4fnkdihgxWqxU8Hm/JvcwMBgNCoZBqUeFtqgSZKYX54J/gbe7EB1ks/Pxf/iUso/Hv//7v\neOSRR/Cd73wHDocDOp0Ozc3NOHbsGA4fPow//elPSE9Ph1wux+uvv47CwkL867/+K3JycsK0HtLS\n0uB2u/HSSy/hmmuuwUMPPYTi4mI0NzfDbrfjz3/+M/bu3Yu33noLTz31FIBI/+ATJ07gW9/6FgwG\nA/XagQMHUF9fj3feeQdPP/00nnjiiYjj/s1vfhOz3/lC1Go17rzzTnR0dFCvHTlyBCMjI/jggw/w\nq1/9Ci+88AK2bduGjz/+GOvXr8f999+P2267DSaTCePj4zh48CDeffddvPXWW/jlL38ZtSx6sccS\na5mnnnoKL7zwAg4fPowzZ86gu7s75jH6/X44nU4kJSVBJpOhrq4OIyMj6O7ujiiF9/v96O3tpVS+\naVYWJpMJLpdLfWcvZOfOnRH3haysLDQ1NQGY+ey6XC6YTCacPXsWTz75JF555RXs27cPVqsVDAYD\ngUAA119/PWU1dyFJSUnYsmVLxOvV1dVz3scJgqBE8Q4ePAin04nNmzejpKQER44cQTAYRGtrK3Q6\nHQKBALXerbfeirS0NLz44os4cuQIxsfHcfjwYRw6dAgfffQR+vr6wvZTXFwc5hgAACUlJThx4gR8\nPh/GxsYwODgIl8uFiYkJiEQivP3221AoFHjjjTfQ39+Pjz76CA899FDMY4nW6kcQBCwWCwYHB/GL\nX/wCX/nKV/Dss89GXVcikcBut1PiZ/Hsk4aGZnGsaEaYIIiIH+vZN6Rdu3Zh165dEeu9/vrrEa/d\nd999uO+++5Z/kDRXNC6XCx6PZ0FBz9jY2BdGFGs2BoMBnZ2dlIjdhUq9U1NTCAaDkEqly7K//v5+\n8Hi8sEzT9PQ0eDzeggR3Jicnw2zZohEK8C60GgkEAhgdHUVdXR31WsiSZ6XUvw0H/4iggAvRddsi\n3lOpVFizZg1MJlPM9ZdzrKE+4ZSUlJnA+Bt/D8dzvwMBIPfmetz+4+9iz5491PI6nQ7XXHMNjEYj\nrFYrGhoaIBaLUVNTg0cffZTKLmVnZ2PHjh1QqVTw+/0YHh6G3++HWq1GdnY2GAwG9YC+c+dOpKWl\nwev14p133gGXy0VmZiZ0Oh2ysrKoyacL+4MJgsCBAwdw8803U6/de++9VN9+IBCIKKV8//33MTU1\nhYcffjiu7JLT6cS+ffvwxhtvUK8NDg5i69atIAgCKSkpSEhIgMFgQE9PDyorK/Hmm2+Cw+Fgz549\n0Gg0kEqlcLlccLlcCAaDUe89izmWuZY5fPgwmEwmHA4H7Hb7nPc7s9kMkUhEBbYCgQAbN25ET08P\njh07BoVCgZycHPD5fAwPDyMlJYV2c1hFRCJRVPutWDz11FN48skn8eabb2LdunVgsVgQi8Woq6uD\nQCCAQCCAUqmESqVCeXk5EhMT8cknn6CxsRGPPvoofvCDH+BXv/oVAODb3/42rrrqqrjH+uKLL6Kl\npQXATE8xg8HAc889h5GREbzyyitgMBi4+eabMTQ0hLvvvhtVVVUoLS2NqRo/NDSEmpoaMBgMJCYm\noqKiAkNDQ/P2qm/ZsgUdHR245557UFxcjNLSUojFYojFYuzYsQMAsGPHDrz44ovweDzQ6XS45557\nMDExgcTERGRkZODTTz/FyMgIJBIJbrzxxohWv1DbTklJCYqLi5GVlYXXX38dZ8+eDTt/AoEABEHA\n4XAgMTERIpEI//3f/x11n7MrJWloaBbH5e3PQEOzDPh8Puh0Omg0GtjtdgSDQdTX18cVfIWEcBbq\nkXs5YDAYqCxttHMxMjKCvLy8ZduXVqvFpk2bwl6PRyRrNm63GzabbV5Rq4SEBAgEAlit1rAM3MTE\nBMRicVg22GazLUuGNR6CwSD8pzvA3FoFghMe2FitVjidTlRVVeHo0aPw+/1Rx2Q2m5ctEBGJRDAa\njdTfkru/BvvzB8EgSXz13jthjJFdqqurQ3NzMxWs/vWvf8Uf/vAHeDwefOMb38AHH3wAuVyO559/\nnrLV27NnD4aHhyEWiyESiZCZmQm73Q6r1Yrq6mp0d3dT2ef09HTs27cPBEHggQceoI579mdl8+bN\nUY8HmJnE+dGPfoSf/vSnYe/feuut2L9/f0R2ye/3Y/fu3aivrw97qI4mAFZSUoIDBw7gjjvugFar\njcguvfPOO3jhhRewf/9+3HnnnRCLxbjuuusQCARwzTXXRA1KF3Mscy3DZDLR2tqKH/7wh1AqlXN+\nXoxGY0SWmslkYt26dXC73VCr1Thz5gwl1BRtrDQrR+g6XGhlF4tjx47hqaeegkwmwy9+8Qts27YN\ncrmc6m8NBAIYGhpCdnY2Hn/8cVx77bXU7yODwUBNTQ0OHjy4qLE+/PDDYX8/9thjYLFYeO2116iJ\nl46ODlRXV+OnP/0pOjo6wgSrQjAYDJAkCaVSiQ8//BD33nsvfD4fzp8/H7Vt7kJGRkaQmpqKQ4cO\nYXJyEnv27IFIJEJ1dTWOHTuGr33ta2hubkZBQUHYxN8rr7wCiUSCbdu2Ydu2bXC5XOByuZiamora\n6rdx40YYjUYwmUxqexeevxMnTlAaF+3t7aiursb9998fdZ80NDRLhw6Eaa5ohoaGqB/BnJwcpKWl\nQa1Wo6urKywrGIuxsTFkZmZ+IUqie3t7IZVKqYdio9GI8vJynDhxIiLQN5lMcLvdMcWmFkp/fz9K\nSkrCVLb9fj+mpqZQUlIC4G9CFhwOJ+Z2tFotpFJpXGWZIRul0EN+MBiESqVCWVlZ2HLxlkUHAgF4\nPJ45/Zbnwz+uAzFtAb++IuK9ULaUyWRCJBLBZDJFDfgtFsuyTVCIRCKMjo5SfzPlEhCbK0A2dYK7\nvgSYCrcECWWX3njjDUrhWSqVRs0u/fKXv8TTTz+NrVu34ujRo3j22Wdx/fXX49577wWfz8e3v/1t\n8Pl8iEQiJCQkUNfq+PHj0Ov1OHDgAILBIJ555hmUl5fj9ddfh9/vR0pKCl5++eWYx9TX14cf/vCH\n2LNnz5zf8YuZXbr22mvx5JNPUscS6svctWsXVCoV3n//fajVaiQnJy/oWEZHR/GTn/wECQkJ+OpX\nv4pbb7015vFWVlbi888/x4svvojXX38d3//+96Puw2QyRZSShuBwOCgqKoJSqcTk5CSysrLiEiyi\nuXiIRCJMTU3FvXxOTg7uv/9+cLlcbNiwAdu3bwcA3HzzzfjGN76BYDCIf/zHf4RYLMZdd92Fxx9/\nHK+++ioIgsDjjz++bOPu6urCBx98gJqaGqry4u6770Z1dTV+9atf4a233oJQKMSTTz4ZsW5NTQ3u\nv/9+/P73v0dTUxNuu+02+Hw+XHvttZQN3lykp6fjxIkT+OCDD8Bms7F3714AwKOPPorHHnsM7777\nLgQCAZ5//vm4jmV2q18wGKRa/b73ve/hsccew2233QYmkxm1NPrBBx/Enj17cOjQIeTm5sa9Txoa\nmsVBB8I0VyyzRZFmB1c5OTnQaDSYmJiYc1bd7/dDq9VG7Ye63HA4HFCr1bBarairq4PX64XT6URK\nSgoyMjIwOjoKj8dDPeQODw8jNzd3WfoAQ/6KMpks7HWdToeUlBQqOG5tbYXP50N9fX1UISOSJKFW\nq7Fu3bq49puUlBTm7ajT6cBisSKyY2azOa6Mf3d3NyYnJyESiZCRkQG5XB634FIIx+lWAIBoc7iA\nk9frhU6no3zYMzMz0dHRgdzc3LDr4PV64fF4ItSUF0tIzZ8kSWof2a/+HO7hcTDYkdZgoeySy+XC\nCy+8gBtuuCFmdkkkElF9dCG/3WuuuQZ8Ph/bt28Hk8nEsWPHoNVqYTKZqMA0KSkJHA4Hcrkc/f39\nEAqFmJycxIMPPogNGzbMeTyDg4N46KGH8NJLL8W0c1qp7FJIfTkQCIAgCLjdbqpkP9rDfjzHkpOT\ng9/+9reU4Eu0ZYLBIO644w7s378fSUlJ4PP5MdXQA4EArFbrvBNBCQkJMcWzaFaWlJSUOQV/MjMz\ncfjwYervHTt2UBM0s7n33ntx7733hr2mVCrjzv7edNNNUV+PtX5paWlMG8y33357zn3NDigfffTR\nuMb3zDPPUP9ns9l45ZVXIpbJyMjAgQMHYm7jn/7pn2K+F63VTywW49e//vWc45JIJHjrrbfw+eef\nY/PmzRETS3Ptk4aGZuHQgTDNFcv4+DikUmlEhpHBYKCsrAxnz55FWlpaTC9gjUaD1NTUL0QGZHR0\nFLm5uZicnITZbIbH40FycjIIggBBEMjOzkZXVxeqqqpgs9lgtVqxfv16SrxnKaXhQ0NDERmnYDCI\niYkJSo1ar9dTytXt7e2oqqqKyMLrdDqw2ey4PVjFYjHlcQvM9N9Gy6SazeZ5e8CnpqZgMplw9dVX\nw2w2Y2JiAn19fZBKpSgrK4t7wsDaeB5BNgvs0vD9qdVqyGQy6rOYnp4OsViM3t5enDx5EiUlJZRn\nrUgkWrYKBYIgIBAI4HK5qPJ4piINAkX00vNQdokkSdTW1s6ZXfr5z3+OJ554ghJk27t3LzgcDsRi\nMXQ6HTIyMvDd734Xjz76KH7/+99DLBbjJz/5CXg8HhobG/HAAw/AZrNh+/btKCoqotRs5+L555+H\n1+ulAk2BQBBhxbKS2SUGg4GGhgbccsstAGbKquMtLY7nWGIt861vfQv33XcfWCwW0tLSsG/fvqj7\nsFgsEAqFK9IWQLN80Mq3lz98Ph8Oh+ML8XxBQ3MpwwjG8/RwGXLu3DlUV1ev9jBoFkmo1+ZiQZIk\njh8/jqqqqpiiIr29vfB6vSgvL4/6fmNjI4qKii77/mCv14sTJ05g69at0Gq1MBgM4HA44HK5yMvL\nw7Fjx1BdXY22tjbk5uZCp9NRFjCBQACJiYkRvb3xXr+pqSn09fVRD/8WiwVarZbyjqyvrweDwUBj\nYyMKCwshkUhw9uxZiMXiMPs1ADh58iSKiorm7Q+ezeeff45NmzbB6XSis7MTW7duDQsiPR4PTp48\nGTVjEsLn8+HkyZMoLy8PyyZ7vV60tLRAqVTGPabBbXcDHBYK/vIm9VogEMDx48dRW1sbNdOr1+vR\n29sLDoeD6elpBAIBKjuXl5e3YOGsC69drF7kuTh27BhqamoWJHIWQq/XY3h4GPX19dRrjY2NKCkp\niZjkOHfuHDIyMjA+Pk6VYV9uHDlyBDabDRkZGcjMzIyojFgoy3nvHBoagt/vn7ccnGZ5uNi/ezQX\nl+W8fp2dnRCJRFGtCWkuDvT37/JlKTEf7W9Ac0UyNTUFLpc7p7JmQUEBTCYTpqenI94zm81UhvJi\nYjabw8SKLgazs42ZmZmwWCyYmJhAamoqSJKk+l7Ly8vR3t6OU6dOgcViYe3atdi6dSscDkeEjUq8\nDA0NoaCgANPT0zh27Bg6OzvBZDJRU1ODTZs2gSAIaLVaJCQkUL2/lZWV0Gq1mJycpLaj1+vBYDAW\nFAQDf+sTDnkVX5hJNZvN8waSF/ZWh2CxWJBKpWGWN3NBujxA/yg4NeFZx5CfbqxyZ6lUii1btiAn\nJweJiYnIzc2FXC6HSCRCe3t73FZAsVhoEOx2uxEIBBYVBAMz1QUul4uygPH5fJR9T7RlDQbDitpb\nLTcVFRWYmprC6OjoJXcMJpMp7goLGhqa5UMgEMDpdK72MGhovvDQgTDNFcno6Oi8FjtMJhMlJSXo\n6uqihJpCrIRIFkmS6OjoQGtra8wevuXYx9jYGHJzcwHMlMIqFApoNBoIhUI4nU5wuVwQBAGhUEhl\nf2tqapCSkkK9brVaF7xvg8EAv98PmUyGgYEBrFmzBlu2bEFBQUGYj/DAwECYTziLxcL69evR09ND\n7XexfsZisRjj4+Mwm81R+8HnC7BCJdEXZqdDeDyesD7kuXC39oARICHa/DdvTqfTibGxsZj9wdDi\nnwAAIABJREFUrCEIgoBMJgNBECgoKIBcLkd+fj5labNYvF4vurq6wqxA5sNisSzJvokgCCrLC/zN\nFilaeXlqaio0Gg3YbHbMFoZLHbFYjOTkZNjt9kuqDJIkyct6goGG5nKGz+fH9IOmoaFZPuhAmOaK\nI2RDE08ZpVQqhUwmQ2NjI44ePYrz589jeHgYOp3uoovDTE5Ogs1mIz09PaaIyFLRaDQQiURh2UY+\nnw+SJOFyueBwOMDn8xEMBtHT04OhoSF4vd6wfsxQVjVEW1tbXDPZQ0NDyM/PpyyoZitQ+/1+HD16\nFMePH0dCQkJE5l0oFKK0tBRnz55FU1MTTCbTospiORwO2traUFZWFtWbcq6MsM/nQ1dXF8rKyqJm\nTR0OB0ZHRzE9PR3X+bCePA8A4NX9rRS/p6cHubm5cyplh3A6nSAIImzZtWvXQq1WL+qBymAwoLGx\nEXa7HX19fXGvt9RAGJgR9NFoNCBJEkajMaa9j0AgoHxPL1dCPfgkSS66suJiYLPZwOFwLtsJBhqa\ny5lQjzANDc3FhQ6Eaa441Go1srKy4hYwWrNmDXbs2IG6ujrI5XJ4PB7k5+df1AdEkiQxODgImUwG\nmUwGs9m8IEuMeAjZBYWywSEsFguUSiVGRkbgcDjA5XLR0dEBrVaLNWvWgCCIMJGppKQkWCwWAIDd\nbsfk5GRUr8fZGI1GeL1eKBQKjI2NISsrKyy7rtfrweFwMDk5CaPRiO7u7oisvEwmQ11dHXQ6HRU4\nf/zxx3FPGvj9fgwNDYHH40Xt8yZJEjabLWaQFRLDihWkaTQaalIhnvJoZ1M7yHQJmGkzpah6vR4u\nlyvi+sQiWgDK4XCgVCrR3d0dl5gUMHPc/f396OzsRFlZGWpra2G326O2CERjObKIPB4PQqEQOp1u\nzkAYmBGnWmhJ/KVGQUEB8vPz4y6jXwlMJtOy+VHT0NAsDC6XC4/Hc0lNjtHQfBGhA2GaK4qQDU1W\nVtaC1+XxeFAoFCgpKVlUGe5CGB8fh8vlwsDAAHp6elBaWoqurq5l/VE0GAwgCCIi22o0GlFWVgat\nVguj0YjR0VH4/X7KEqiiogI6nQ4ajQZAeEZYr9dDLpdDq9XOWc49ODgIpVJJWVBdWJas0+lAEATW\nrFmDa665BgkJCTh58iQ6OjpgMpmo5UiShFAoxHXXXYeamhqYTCacOHFi3gxoMBhER0cHkpOTkZ2d\nDZvNFrGMzWYDl8uNmu212+3Q6/UxS6KDwSD0//M5pA+/jJx/Owz9U6/DcbQZpMMVc/lAWz+YlTOi\nRIFAAD09PSgpKYl7wiZWJjaUbZyYmJh3G16vF2fPnoXdbsemTZsgkUhAEASKiorQ19c3bzBNkiSs\nVuuSM8LATFZYpVLB6XTO2ctfVFS0bH7Wq4VYLEZeXh50Ot1qD4XCaDTS/cE0NKsEg8EAn8+n+4Rp\naC4ydCBMc0URsky6lMv9fD4fTpw4AYIgsHHjRgAzgZFEIllQiep8jIyMRGQbXS4X/H4/UlJSoFAo\ncP78eYhEIlRWVsJoNEIikYDFYqGqqgq9vb0wm82UyqLL5YJWq6XUe0M9nhei0+moUuiJiQmkpaWF\n9Ub6/X7odDpYLBYUFBSAzWZjzZo12Lp1KwQCAbq6unDixAkMDw9jYGCA8tE1m80oLS1Feno6jh49\nGnXffr8fjY2NOHXqFHw+H9auXRtR2h1irszm8PAwcnJyogbJQZLEyGMvQfbMOyDIIHi+AMT/eQza\nW3+IYeW1UH8v0qrGP6YFYbSCv6GC2r5YLF6QGFus8TIYDJSWlqK/vx8ej2fObUxNTVHXd/Z3RC6X\ngyAIavIjFna7HRwOZ8H+ydGQyWRwuVwx+4O/aISE1ZYqbrYcBINBmM1mOhCmoVlF6PJoGpqLzxf/\n6YKG5v8gSRJqtXpekazVxOv14tNPPwWLxcKOHTvA5/OhVCoxODiI4uJiTE1NLYuKtN1uh9PpjMik\nzS5DVSqVSE5ORlVVFfx+P+x2O/WeQCBAWVkZWltb4Xa7kZSURNkqicViZGdnY3R0NOKhniRJ9PX1\nobi4GARBYHx8PCI7bzAYYLVakZWVFZYJZLFYyMvLw5YtW7Bu3To4nU643W6qV3tiYgKZmZnYvn07\nNBoNBgcHAYBSILbZbDhz5gy0Wi36+vpQWVkJgiCQlJQUMxCOltl0Op0wGAxRbS0CJitGbvo+gq9/\nCO/V1VCeOIiMz36Lxn+9E9x/fwzMazbC996ncDZ3hl+PU60AAH59BUwmE8bGxhZkWRO6PrEyp0Kh\nEJmZmfNOpFgslpjlsMXFxRgYGJizKmE5+oNDEASBnJycyz7bGy9sNht8Pv+iq8THg8PhAJPJjKs3\nnYaG5uJAB8I0NBcfOhCmuWIwm81gsVhzllmuJsFgECdPnoTNZsPOnTupbGPIV9RoNGLt2rXo7OyE\nz+db0r4MBgNlRzSb6elpKgtJEATEYjHlTxtSiQ4hlUqRnZ2Nzs5OiMViqFQqapsCgQBCoRBarTZs\n+yqVCgKBABKJhHrgvzDw6uzsBJfLjVl2DMyUkpaVlVFCVTabDR6PBxKJBAKBAFu3bsXRo0cxOTmJ\nkydPorW1FZ988gmam5sxOTkJFotFncPQWGbbMQGxM6wjIyPIzMyMyHq6OgcwvO1ukGc6obt7J/Le\nfhoEnwuxWAyeNBWTuRJkv7YXpJAH7dOvA5iZGOju7sbwH/+CQCITJ3VqdHZ2oqioKK4gJBgMQqPR\noKGhAQqFYk6ro9zcXOj1+jnLm81mc8zvR0jdWKVSxVx/OQNhYGYy5mKL0l1KyGSyuFXGLyZ0WTQN\nzepDK0fT0Fx86ECY5orBYDBc0qI6NpuNCnYvDEZCWWGpVAqpVIrz588vqYTSYDBELbudnRF2OBzg\n8XgAZkpmowlK5ebmwm63g8lkYmxsjAraQ+/NDprcbjf6+/vBZDLR0NCA8+fPR2SDbTYbent7KQ/h\nuXA6nWhtncmkTkxMICMjgxLcKi4uRmpqKj755BMUFxcjIyMDbrcb9fX12LVrFxISEjA2NgZgRlCq\npqYGvb29VB9tSKTkQi9ct9sNrVYbUVIe9HgxfvdPAK8PrLceB+sb11Il48CMGNLAwAAIAQ+Cf7gJ\nwRPn4WrthUqlgt1uh0ClA6M0H1++die2bt0aV/BnNBpx6tQpqNVqVFZWorS0dM7lWSwWmEwmXK7o\nfcokScLhcEAoFMbcRmFhIdRqdcwSa9puZ2lIpVLodLq4hc0uFrR/MA3N6vP/2Tvv8Lbqs+9/JMtD\ntrzlvWJ5JPFK4sR2nAl5gTALZWQHArRASllP2oYGKLQh8FIKT1sghQIF6gxGywOFMgoJiZvYjuMY\n2/GK4z1lS5FlSbYka71/+NJ5rchOTEsZD+dzXVwXkXR+53eG5PP93ff9vRUKxXkjwrW1tWzevFn4\nd0NDA9dffz0bNmxg586dwnPC22+/zQ033MC1117Lc889B0z8XhcVFbF582Y2b97Ma6+95jV+V1cX\n69evZ8OGDTz88MM4nU5KS0uFbTZt2sTcuXNpa2vz2M5ms/HTn/6UDRs2cP3113PgwIFpx5uMXq/n\nvffe+0LnqauriyuvvFL4d09PDxs3bmTDhg385Cc/Ef7mHT58mDVr1rBmzRoeeeSRCW8Oh4NHH32U\ndevWsWHDBj777DOv8S0WC3fddRcbNmzghz/8obCI//HHH3Pddddx/fXX89Zbb005t4MHD3Ldddex\ndu1a3nzzTY/3PvnkE7Zt2/aFjlXky0cUwiLfGTQazTdaCGu1WsxmM+np6V7vuVsDDQ0NMXv2bGQy\nGQ0NDf/Sftz9Qc+OxLr/4LrFn8FgICQkBJfLNe0iglQqJSkpicHBQa+aQqVSKTgmDw0N8fe//x2d\nTiekOLe0tGAwGIQ/hE6nk7KyMlJTU2dUGzs2NkZgYCBOp5P+/n4Pwy2JREJxcTGdnZ309PTw8ccf\nM2/ePAoLC4mKiiIuLo7m5mZh38HBwRQUFHD69Gl6enoEQXd2n+jOzk4SEhK8aswHfv0y0p5Bon//\nczTRwcTHx3u8n5mZKbRRiv7xRlxBAfQ9+gc6OzvJTs/Ap70PeUHOjPtSt7a2UldXx6xZsygqKpqx\n+AwJCZm257PBYCAoKGjKNlJuAgMDSUhI4PTp017v2Ww2LBaLRysukS9GUFAQvr6+ggv710Fvby86\nne4b/VspIvJdIDAwkNHR0WkXxl588UUefPBBj4XJhx56iB07drBv3z4UCgXvvfce3d3d7N+/n5KS\nEv7yl79gs9mw2Ww0NjZy5ZVXUlJSQklJCTfddJPXPh5//HHuvfde9u3bh8vl4sCBA6xYsULY5oIL\nLuCHP/whaWlpHtv97W9/IywsjH379vHiiy+yc+fOacebzKlTpzh48OCMz9E777zDfffd52Gi+eST\nT7Ju3Tr27dtHUVERr7zyCiaTiSeffJLnn3+eN998k4SEBIaHh3n33Xex2+28/vrr/Pd//zddXV1e\n+9i/fz+ZmZns27ePa665ht27d+NwOHjqqad49dVXeeONN3jppZe8ylpsNhuPP/44f/rTnygpKeGN\nN94Qun88+uijPPXUU98IT4jvOqIQFvlOYLFYsFgsMxYaXwc9PT1ERER4RSFhQti5o8ISiYS8vDyM\nRqPXKuxMGB4eRqFQeKX2nt2mxi0GDQYDfn5+HhHOySQlJdHZ2UlYWBijo6OcOnWKzz//XHAf/stf\n/sJnn32GVCrluuuuY86cOVgsFoqLi7HZbFRWVmKxWGhvb8doNJKTkzOj43AL4aGhIRQKhRC9nnw8\nixcvprKykpUrVwo1wTARMTYYDB7tahQKBYWFhYIJ19nicnx8nL6+Pq9osPV0F2O738CycgHVfjY0\nGo1XT+PAwECioqJoaWnBJ0RB4C3fR3K4muRxCZLmTiQOJyFL82d03Gazme7uboqLi4mPj/9C9/S5\nhPBMo7kqlYqhoSGvlL2RkRFCQkK+E8ZW/0mio6O/tvTozs5O2traKCws9DCwExER+eqRyWT4+/tP\nm8WTnJzMM8884/Ha4OAg+fkTf0vy8/M5ceIEZWVl5OTksH37djZt2kR+fj6+vr7U19fT0NDApk2b\nuPvuu6f83WloaKCwsBCAFStWUFZWJrynVqt59913+fGPf+y13aWXXso999wj/Nu9wHqu8QCef/55\nKioqeOONN+jt7eWmm25i48aNbNq0acrWiKGhoezZs8fjtdbWVlasWOFxDj7//HMyMzN54okn2LBh\nA0qlkoiICI4cOUJsbCy33XYbv/rVr1i1apXXPk6cOMHy5cuFOZeXl+Pj48MHH3xAcHCw4DFy9rNb\nW1sbycnJhIaG4ufnx8KFC6mqqhLm9cgjj3jtS+SrR3xiEflO4G4VVFFRMa0Q+Dpxt7eZyoDJzeSo\nsEwmY+HChfT29p7Xyfdszpw5M2Was1arnVIIT5cW7cbPzw+pVCr0/R0YGCA5OZlZs2Yxf/58xsbG\nGBwcZNGiRcLDdW9vLyqVigULFhAdHU15eTldXV0oFIoZmyONjo4SFBREb2+vVyrx+Pg4AwMDXHTR\nRdx6663MnTvX4/3o6GhCQkK8zKMCAwMpLCxEIpF4RaU7OzuJi4vzqN11uVz03r0Ll58vmg3/B4lE\nwpkzZ6as4U5PTxcMvCRrL8Hu74v0tb8zcrR6Yt+FeTM67ra2NhITE/8loXK+iPBM6ud9fX1RqVRe\n5+7Lrg/+rvJ11Qm3tbXR3d1NYWHhlItxIiIiXz3nMsya7CXiJikpicrKSgA+++wzzGYzw8PDVFVV\nsWvXLp555hkeffRRDAYDKpWKu+++mz179nDRRRfx6KPeHQ1cLpew2BoUFOTRavCVV15hy5YtU3bh\nCAoKQqFQYDKZuPvuu7n33nvPOx7AHXfcweLFi1m7di2//vWv2bx5M3v37uWBBx5gx44dXvu58MIL\nvRbB586dK0SVDxw4IJyDY8eO8ZOf/IQXX3yR1157jY6ODoaHh+nq6uKFF17g5ptv5uc//7nXPkwm\nk1AyNHnOMpmMf/zjH1x99dUsWrTI61pM3s69rXsB+fLLL/9GB2a+S4hCWOQ7gVarZWxsjJiYGBob\nG7/2GryzMRgM2Gy2c4rAyVFhmHCZdbcx+iJOs1qtluDgYI/0VvcfCneN7/j4OOPj4wQFBaHVas8p\nhG02myDKTp8+TXx8PJGRkSiVSnx8fFCpVMTExOBwOIAJwSSVSgkJCUEikaBSqZg3bx7JyclERETM\nWOCNjo4ilUoxGAwetckwIbTdbZmmStWVSCTk5ubS1tbmVe8ql8tZunSpR3R0fHyc3t5eUlNTPT6r\n2/MeVDVhvOkyUhbk4efnR3Z2NpWVlV79H2fPno1arcZkMnFqoBfZ+ktxHqhk7O0DOOOjkEWdvybT\n3b948jy+SI3Y1q1b+fnPfy7UiO3atUuo9brrrrs8VvDdTFXTlZyczD/+8Q++//3vCzVnU0WUn332\nWa6//nrWrVtHXV0dMLEQs3XrVjZu3Mi6devo7u722MZqtU5bbzUdOp2OSy65RLiWer2eH/7wh6xf\nv56tW7dy5swZAOrq6tiwYQPr16/n7rvvxmq18vbbbwvnYM2aNeTm5notFkxXI/bOO+9w1VVXsWHD\nhnPO+ez5jY2NsXXrVjZs2MCtt97q8f0NCQkRXMC/KlpaWhgYGKCoqGjazA8REZGvni/qHP3YY4/x\nwgsvcNtttxEZGUl4eDhhYWEUFhaiUCiIjIwkLS2Nzs5OFi9eTFFREQAXX3wxjY2NfPTRR8LvYX19\nvUeGz+joqLBY6nQ6OXToEFdccYXwnnu7P/zhDwAMDAxw4403cvXVV3PVVVcBTDveVLS1tVFQUABM\niNuzzTenY/v27Rw8eJBbb70VqVQqnIPc3FyioqIICgpi0aJFNDU1ERYWxgUXXIBEImHRokV0dnbS\n1dUlHMtbb73lUat99pwvueQSSktLsdlsvPPOO/z3f/+3sO3ZNd7n8+AQ+XoQhbDI/3rcbZPkcjl5\neXlIJBLBKOmbgkajwcfH57ypqdHR0YyPjws/rsHBwcybN4+amhrOnDmDTqejo6NDEMtnY7VaBdHb\n1tYmPIC7a1/d6dJuUWOz2TzaJk0394SEBKKjo2lpafGIzvb09LBw4UJWr15NZ2cnTqeToaEhr9Th\niIgILBaLh6CdXPMzFWNjY4yMjBAbG+tR1+q+3menMJ9NSkoKUqmUjo6Oc37O6XRSV1dHfHy8h0hw\n6EbQ/XI3tjkpWC4pJDQ0lPHxcebNm4dKpaKystJDzAQFBaFUKvnss89QKpXMuv828PeF1h5kC2bW\nKsndN9l9nb5ojdjevXvZvn07ZrMZm83GAw88QElJCc8//zz+/v7s2rXLa59T1XT19vZy7Ngx7rnn\nHt566y1sNhs6nc4jItzQ0EBlZSVvvfUWTz/9NL/85S+Bifqtq666ir1793LvvffS3t7usT+NRvOF\nhPA///lPbrnlFo809xdeeIGFCxeyf/9+Nm/ezNNPP43L5eKhhx7i8ccfZ//+/Sxfvpy+vj6uvfZa\nod4tOzubBx980OvhbKoaMZ1Ox+9+9ztKSkrYs2cP77333pS9s6ea35tvvkl2djb79u3jiiuuYPfu\n3cJ7EonkK02P7u/vR6PRiOnQIiLfQL6oc/Thw4d57LHH+OMf/4her2fp0qXk5+dTWVmJ1WplbGxM\nSNl98MEH+fjjjwEoLy8nOzubSy+9VPg9zMnJISsri2PHjgFQWlrKokWLgInFs9TUVCFDKigoSNhu\n69ataLVabrnlFn76059y/fXXC/Obbjw3UqlUWLxNS0sTUombmprOuSA/mbKyMu68805efvllpFIp\nS5YsIScnh5aWFnQ6HXa7ndraWtLT01m4cCGHDx8GJuqT4+LiSElJEY7lhhtuID8/X/hMaWkpCxcu\nxGQysWnTJsbHx5FKpcjlcqRSKffdd5+wbVpaGl1dXej1esbHx6mqqmLBggUzvpYiXw2iEBb5VuJ0\nOmdsMqDX6zEajaSnpyOVSsnOzqa1tXVa59uvg+7ubmJiYs7Z/gYmoq99fX10dnZit9sZGhpiYGAA\ns9nM/v37qa2txWKx0N/f7/Hg7ebMmTOEhobS398vpOqOj4/T39/v0V/ZneY6Vduks1Gr1cTExBAV\nFcXY2JhwDGazGb1eT3x8/EQLocBA1Gr1lELY6XSi0WgEIezu+TvVMbg/b7FY0Gq1XmnRarWawMDA\n86b5ymQysrKyhEjldDQ2NiKRSLzaOfXe/zQSkxn1Tavxl8upqakhMzMTiURCUlISmZmZVFZWUlVV\nRW1tLQ0NDQQEBNDY2Eh6ejo+kWEEbLwcgKCieeecA0zcxyMjIx7X6V+pEfv973/P7NmzPWrEX3nl\nFebPn8+cOXO89jtVTVdZWRkLFizgpZdeYu3atWRnZ+Pr6+uRNn7ixAmWLVuGRCIhPj4eh8OBTqej\nurqawcFBtmzZwnvvvSeM7eb555+ntbWVZ599FoPBwO233y5Ej8vLy73mJ5VKeeWVVzwWkaaqEevo\n6CAsLIzXXnuNTZs2odfrUalUwjYnT56ktbWVtWvXeu1jqhqx3t5e5syZQ1hYGFKplNzcXGpra2c0\nvy1btrB161ZgQoie/YD3VQlhl8tFe3s7s2fPnjK9UURE5OtlJs7Rk0lJSeG2225j3bp1KBQKVq5c\nyezZs7nuuutYv349Gzdu5Ec/+hFhYWFs27ZNWCx8/fXXeeCBB7zG2759O8888wxr167FZrOxevVq\nYKKN4NldHybz/PPPYzAY2L17txAhtVgs047nJjk5mZaWFl599VV+9rOfsWfPHjZu3Mgjjzwy5ULt\nVKSmprJjxw7WrVtHR0cHa9asISIigm3btvGDH/yANWvWcPHFF5OZmcmaNWtwuVysWbOGnTt3Cgu2\nk1m/fj2nT59m/fr1vPHGG/z4xz9GoVBw1VVXsXHjRtavX49EIuF73/uex3a+vr7cf//93Hrrraxb\nt47rrrvOK3tN5Ovn3E/dIiLfUGpra4UH2aSkpHMKtZ6eHqRSqeAqrFAoSExMpLm5mXnzzi9A/tM4\nnU4GBgaEFKDJWCwWj7TJwcFB7HY777//Pt3d3SiVSqKiolixYgXz58+npaWF2NhYAgICaGtr83rA\n1mq1OBwOwsPDUalU9Pf3c/LkSWJiYjxEjF6vZ9asWQwMDJxzFdZut6PT6cjNzUWtVhMREUFXVxeJ\niYn09PQQHx8vRGtTU1M5efIkgFfkW6fTERgYKMyhv7+f4OBgWltbp9y/2WxmfHyc4OBgL8Hb2dk5\npfP2VGRnZ1NVVeXRP3kyra2tGI1GCgoKPO6x8bYe7P9zkDOXFtAbIGG+vz9Lly71iKjFx8cTGhoq\nRF9tNhtpaWmo1Wo0Gg1JSUnE/fRWejV6Iq69+LxzPX36NGlpaR7R79WrV3tFId01YoWFhV41Yvv3\n76exsZHt27ezcuVKQkJCGB8f5+233+app56acr9T1XS5x9u9ezc1NTU8/vjjgiuoG5PJ5HGd3dv2\n9fUREhLCq6++yrPPPsuLL77okZJ9xx130NLSwo9//GOeeOIJlixZwk033cTg4CDr16/n008/9bgW\nS5cu9Zqzu0YsKyuLgwcPYrFYGB4e5vPPP+ehhx4iJSWFO+64g5ycHIqLi4GJKPKdd9455TmYqkYs\nJSWF1tZWtFotQUFBlJeXT5mFMNX8YMI85sYbb6SlpYVXXnnF472IiAgcDgetra0zvpf/FQYHB5HJ\nZDOOtIiIiHy1hISEnLOLQmJiokdbnlWrVk1p+LRlyxa2bNni8VpSUhIlJSXn3H9qaqqXGRXAZZdd\nxmWXXTbtdg8++CAPPvjgjMdzExMTw4cffij8++zfxuk4evSo8P/z5s3j7bff9vrMFVdcIaRyu/Hz\n8+Pxxx8HJp4rpioNkcvl/P73v/d6fe3atVMunE5muusBUFRUJKSmi3x9iBFhkW8dOp0Og8HAggUL\nOHPmDKWlpXR3d08bIW5ubmb27NkeAiItLY2RkZFpI45fJXq9HrvdPuVKodvARqvVotVqhVXYiIgI\n/Pz8mDVrFlKplJ6eHvr7+xkeHmbv3r0cOnSI7u5uwUhreHhYiKCaTCYhLXjWrFnU1NR41Jy6XC7B\nAfh8vZc1Gg1hYWE4HA6Gh4fJzc3l1KlTgvnX5BXjqKgoRkZG8Pf39zCJGBsbo6GhQRARLpeLgYEB\n5s2bh91uF9oNTGZ0dBSj0eglPHQ6HQ6HY8atX+RyObNmzaK6utrrPbcRWX5+vlekXrPnb7gk0Jqv\n4vLLLycnJ2fKtFJ3OnRcXBzJycnk5uaSkZFBbW0tTqcTn8gwUl7eiSzG80Hn7Bp2rVaLxWLxaBE1\nHeerEUtOTiYuLk7o8VxeXk5mZqbQ8umTTz45b42Ye7ykpCQSEhKIjIzEaDRy++23s3nzZnbu3Dlt\nfVRYWJjwYLBq1Srq6+unPZbJNWIxMTEoFIoZ1cPfdttt9PX1sWXLFgYGBoiNjSUsLIyUlBTS09Px\n9fVl+fLlwr4NBgPt7e0sXrwYYEY1YqGhofz85z/nrrvuYseOHWRnZxMeHs4DDzzA5s2bufvuu887\nzz//+c/s3buXu+66y+N1qVRKQUEBarX6X3KGnwkul4u2tjavticiIiLfHGQy2X90MUxE5LuOGBEW\n+VbhcrkEYRsWFkZ+fj56vZ7W1la6urq86tyMRiMajYarr77aYxwfHx+ysrJobGxk6dKl5+yd+p9G\nrVbj5+c3ZSqvTqdj/vz5BAcH43A4UKvVKBQKpFIpLS0taDQacnJyUCgUREdHk5ubS3V1NVVVVYyN\njfHhhx+SmpoquDSbzWbCw8OFml+Hw4Gfnx9Wq1VwijWZTPj7+zM8PHzOtkkwEW1PSkqiv7+fmJgY\nlEolH3zwAeXl5UgkEq9tAwICsFgswr/HxsY4fvw4KpVKMAo7c+YMfn5+KBQKIX37bGGc41//AAAg\nAElEQVQ7ODgI4LF4YLfbOXXqFLNmzfpCbowFBQX89a9/5c9//jNz5swhPDwcmUxGZ2enx/1kt9uR\nyWS4XC5G//oJZ5KVXLj22nPWT0/F3LlzOXToEGq12qvfsMvlora2Vjh2N6dPnyYjI2NGrYncNWIx\nMTHs3LmTFStWEBsby759+7Barfj6+tLT0yM4lJeVlZGRkSHU91588cUeKV7umq6ioiJKS0tZvHgx\naWlpwnhJSUkMDAwwZ84cXnjhBWG7+vp6nnzySW699VbUajVOp5OIiAihJuuaa67h+PHjXg95U9WI\nZWVlMTg4iMFgmFGLp6qqKq6++moWL17Mxx9/TH5+PklJSYyOjtLV1UVKSgpVVVVC7drx48dZsmSJ\nsL27RsyN0Wjk8OHD5OXlCTVi7jqzvXv3Yrfbufnmm7nvvvu46KKLzju/F154gZiYGK655hoCAwOn\n/P3x8/OjoKCAyspKpFKpl1Hbv4tGo0EikYj9gkVEREREvrOIQljkW0VfXx8+Pj4e7sphYWEsWrSI\ntrY2Tpw4QWFhoRDBq6urIzEx0SPt141SqSQsLIzGxkZyc3O/smM4m+7ubhISErxEjsViwWazCa7H\nbudbp9PJ0qVLcTgcGI1GAgIChMiow+HAarWyatUqqqqqCAgIIDw8nJGRESoqKoiIiGD+/PnCON3d\n3RQUFNDa2irUaur1emw2G01NTec0dhgdHcVkMhETE8PRo0fJzc0lMDCQuLg4DAYDgYGBHDp0iOjo\naGJjY1EoFMhkMiQSCQaDAZlMJojgyZHj/v5+QSDGxMTQ3t7uVVfc3t4uRMPdx1JXV0fQb1+HuFhc\nT/0MyQwXNyIjI/nBD35AbW0tvb29+Pr6IpFIWLBggbA40NnZydDQEIWFhZjKavAZOMP4zZd6CdmZ\n4D4XTU1NxMXFeYj2jo4ORkZGMJlMgkAcHh5maGhIiFaeD3eNmFwup6ioiJUrVwIINWIul4tLL71U\naDnR2trKBRdcMOV3BCZqxB566CGefvppVCoVq1evxsfHx2O8H/3oRx61ywA5OTksWrSItWvX4nQ6\n+cUvfiGM9+CDD/L666+jUCi8UrIjIyOx2Ww8+eST3H777ezYsYOPP/4Yi8XCr371q/PW0cNE+t32\n7duBiXrbxx57DD8/P3bt2sW2bdtwuVwsWLCACy64QDjvZ9eaT2b9+vVs376d9evX4+vry1NPPYVM\nJsPX15drr70Wf39/br755hkvilx33XVs376dv/71rzgcDh577LEpP+fv7y+IYYlEcl4DuC9Ca2ur\nGA0WEREREflOI3F90/rIfEmcOHGChQsXft3TEPkXmapWw263889//pP8/Pxp+5WePHkSu93O/Pnz\ncTqd7Nmzh+LiYi+jo8ljVlZWEhcX96VHXGaCw+Fgz549LF++3MO4ByYE4eDgoCBG6+vr6evrIzs7\nm9DQUD7//HOKioqoqKggMjKSsLAwDAYDZrOZhQsX0tjYyIcffkhwcDDXXnstb775JmazmVWrVpGb\nm8vQ0BC9vb0sWrSII0eOkJOTQ0REBB9//DFjY2Nccskl5+wn2tzcjFQqRalU0tjYyLJlywD48MMP\nsdlsXHnllVitVtRqNYODg/T19Qnp2DabDbPZTGpqqkfvZLvdzqFDh1ixYoVg3jM0NERrayvFxcVI\nJBLGxsbYv38/V1xxhbAg0tDQgFmrI2zNA0icLmTfX0Xy8w8jmUEEdTKDg4NCmnZqaioSiQSn00lp\naSkOh4MLL7yQ2g3/RdDhGkKOvkqsatYXGt/NqVOnqK+vZ+nSpcIxaLVaTp48yeLFiykvL6e4uBi5\nXE5VVRWdnZ0ezpv/LpWVlahUKpRKJQMDA6jVauE+m65OSuTrw2w2U1lZyZw5c85rtjKT66fVamlu\nbmbp0qViL8tvEOJ379uNeP2+3YjX79vLv6P5xBphkW8N7e3tREZGTiuCYcL8yGaz0dLSQm9vLw6H\nw0NonY1MJiM/P5+urq6vrF3JZIaHh3E4HFM+3Op0OiHC5HQ66e/vx+l0EhsbS3BwME6nE7vdTmFh\nIcHBwWi1Wo4ePUpXVxfvvvsumZmZzJ07l1OnTmGz2bBarcybNw8/Pz/Ky8tpa2tDpVIhlUqFFGS3\n2F6+fPk5RbB7PomJifT19XlE05qbm7FarUJLgdTUVBYvXkxCQgLx8fGMjY1RUVFBYmKi17UZGhoi\nPDzcw8HWHQl2X5+uri6CgoKEVPL29nZGRkZIH3MhcbrwvWAR9v85SM+dO3HNwFm8v7+fsrIynE4n\nMTExFBcXo9FoOH78OGazmf7+fiEq/3nlcQLL69HPUxGVMr1j5vlISkpCJpPR2tqKy+VibGyMuro6\n5s2bh1wuR6lUCsZm3d3d53Tn/FcICQkReuW6HcJFvrnI5XIyMjKEmv9/F3c0WBTBIiIiIiLfZUQh\nLPKtwGw209vbO21k141UKmX+/Pmo1WqOHDlCUlLStCmfbgICApg/fz719fUYjcYvc9rnpa+vj6Cg\noClF5/DwsCCE9Xo9VquV2NhYNBoNTqcTpVKJRqNBLpeTkpKCUqlkwYIFZGZmCqI4Ojraw6XR39+f\n7Oxs0tLSCA4OFtxiY2NjsVqtmEwmEhISzpviqVarCQkJwc/Pj8HBQSFFeHR0FJvNhl6vF1K5YSLy\nbTKZWLBgAUuXLqW4uHjKY3anRdvtdqqrq4V64oyMDE6fPo3VaqW3t5eQkBACAgLo7++np6eH/Px8\nTKVVuHykJL72OPKta7D95VN6737My3hqMnq9nubmZmQymdDPVi6XU1hYiFKppKysjOrqalQqFSMj\nI4x+Wo5szIrf9y74t+rKAwMDSUhIYGRkBLVaTU1NDSqVSjjv7mv7n3L1DQkJEe51UQh/O1AqlZw5\nc2bGbeMAYVGwu7ubM2fOYDab0Wq12Gw2j/ISERERERGR7yKiEBb5VnDq1CmSk5PPK2phwmRGqVRi\nt9u96hbdOJ1O1Go1VVVVVFRU0N7ejkwm44MPPvjSoi4zwW02dTZn1wcPDQ3hcDgIDAykrq6Ozz//\nnIiICMEFemxsjPb2dmJjYxkaGuJ73/sen3/+Ob29vdx0003Y7XakUilNTU00NTUREhIi1ArDxAJC\nUVERKpWK8PDw85oy9fb2kpCQQFNTE9HR0UIEt7e3F6VSSUxMDHV1dYyNjQET9c1u4QwTD/Vnu/9a\nLBZGRkaIjo6mp6cHvV5PXV0dTqeTqKgoZDIZNTU1hISEEBISwvDwMM3NzSxcuHDChKuiDuamIg0M\nIO6XPybgtusYf+PjCTFsHZ/yHNfU1JCTk0N2djbd3d2CM7BEIkGlUpGSkoJOp+PYsWOYzWYijjVj\nCwkk8vKVM73E05KUlISPjw91dXUoFAqP+k/3+enp6UEulwute74s3BFhp9OJ0WgUhfC3ALeh3uQF\npvPR19cnuOy3tbVx7NgxTpw4IUaDRUREREREEM2yRL4FuHvp5uTkzOjzVquVwcFBLr/8cq8HfIvF\nQm9vLz09PQQFBZGUlIRcLsdqtWK1WrHb7bzzzjsUFBSgUCiQy+UEBAQQEhIimAv9q7h78vr6+gIT\n9bBDQ0MegtSNTqcjPDwch8MBIJg4GY1G5s6di16vp6Ojg4GBAXQ6HVarlaioKNRqNSqViqioKBIS\nEuju7iYwMJCNGzcSEhJCfX09g4ODDA4OIpFIWLp0qWA+5OfnNyNXXpPJhMlkQqvVYjabyc/PF97r\n6elh1qxZWCwWEhMTqampoaioyMvsKiIiQugpPPn8xMTEIJFI6OzsZNGiRbS0tNDa2kpmZiYJCQkc\nPHiQ5cuX09/fT21tLfPnz0ehUOAcNUNTBwG3XANMCNn4R++hz+HE+vL/0PpZJRE/u4WIjVci8fHB\n6XRSU1MjLEJUVFQQHR1NQ0ODYBoGEwsQCxcupL6+nhCJDP+qJs6snI8qPm7G1306oqKi8Pf3Jyoq\nijlz5ni85+fnJ0TbJ6eBf1kEBgZisVjQ6/UEBARMaUBVW1vLb37zG8E9uaGhgYcffhg/Pz/mzp3L\nAw88gFQq5Y477kCv1+Pr64u/vz8vvfQSTU1N7Ny5Ex8fH/z8/HjiiSe8otpdXV3cf//9SCQSMjIy\nePjhh6cdbzJOp5NHHnmEU6dO4efnx6OPPkpKSgrl5eX89re/RSaTERkZyRNPPOFR76XX6/nnP//J\nVVddNePz1NXVxZ133sn7778PTNzf999/Py6Xi/j4eHbu3IlcLufRRx+lurpayHLYvXs3RqORHTt2\n4HA4cLlc/OpXv/LyAdDpdPzkJz/BYrEQHR3N448/jlwu5+WXX+bvf/87EomEO+64g4svnugzHRUV\nxdDQkOD0rNPpWLduHe+99x7+/v4YjUbuuecewR187dq1FBQUeJx7p9M5I/dxERERERGR/+2Ifw1F\nvvEMDQ2hVCpn5BYLE71H4+PjiYqKEiKQBoOBuro6jh49yvj4OAUFBRQWFhIXF0dYWBgxMTEkJyez\natUq8vLykMlkyOVyoUb02LFjHDp0iNraWrq7uzEYDIyPe0cZp0Or1dLQ0EBFRYUQdTxz5gwul2vK\n9iXu+uDGxkb+8Y9/0NXVJbgxJyQkkJeXh9PppKmpicTERAwGAzqdDovFQnJyMhaLRWiTVF5eTnJy\nMmFhYaSmpmI2m5FIJHR1dVFRUeGROqzX688rhHt6ehgfHxdE8OTrMjAwQFJSEqGhoYSFhaFQKDh5\n8qSXEA4ODsZisXicQ3datDv1OSQkhLy8PPr7+9FoNMJChcVioaenh7lz5wqpxGPHTyJxOAld+f9F\nrEQiIeHx+4h+/Ukk4SHot/2GtqL16P/nUxrq6wkICCAtLY3u7m5iYmLQaDSMjIwItdgajQaTyYRG\no+Gyyy5DUdGA1O5EdtUKjxrmfxWpVEpSUhJSqXTKe9vpdCKRSJBIJDPKhPii+w4ODmZgYGDKaPCL\nL77Igw8+iNVqFV576KGH2LFjB/v27UOhUPDee+8BE67n+/fvp6SkRBCtu3bt4qGHHqKkpISLL76Y\nF1980Wsfjz/+OPfeey/79u3D5XJx4MCBacebzKeffsr4+DhvvPEG27Zt4//+3/8LwCOPPMJzzz3H\n3r17SUlJ4a233vLY7tSpUxw8eHDG5+idd97hvvvuY3h4WHjtySefZN26dezbt4+ioiJeeeUVYGKR\n4KWXXqKkpISSkhKCg4P53e9+x6ZNmygpKeH222/n6aef9trH7t27ufLKK9m3bx9ZWVm88cYbGAwG\nSkpKeP311/nTn/7k4SgdHR0t9NX+5z//yS233OLRC/3tt98mPT2dvXv3smrVKt5//30iIz17VIsi\nWEREREREZALxL6LIN57BwcHzOqW6MZlMQlQUJsRmVVUV1dXVKBQKVq5cSVZWlpByPBWZmZlYrVZm\nzZrF3Llzyc/P58ILL6SgoIDIyEhGRkY4efIkpaWlfPrppxw5coTq6moP0TAZt2DNy8sjNTWVY8eO\nodVqaW1tJSIiwqPvsRudTodcLker1RIbGyvUskZERODj4yOYLC1ZsoSqqipSUlLo7+8nNDQUqVRK\nc3MziYmJXHbZZZw8eZKenh7a2tpobGxkYGCA7OxsVq1aRWtrK01NTcBED9uRkZFzCmG73U5VVRVB\nQUFeIthsNmM0GklMTCQ0NJTh4WGys7PRarVCOyU3UqmU8PBwIT3aYDBgt9sJDQ2lo6NDaOvi5+dH\nXl4eR48epb29nZSUFI4dO8asWbOIi/v/UdmRQ5W4pBKClnhG14eHhxlIisD50oNYf3kbNpuNM7f9\nkvGn95CTk8PY2BgGg4GsrCzy8vKwWq0cO3aMgwcPcvjwYUZHR8nJySEsLAxl1WlGIhRELsnnyyIx\nMZGBgQFMJpPH6y6XS0iP/7KjwW5CQkJQq9VTCuHk5GSeeeYZj9cGBweF6H9+fj4nTpwQru0dd9zB\n+vXr+eyzzwB4+umnmTt3LjBRHz7VPT45+r5ixQrKysqmHW8yJ06cYPny5QBCbT9ASUmJEPm02+1e\n+3z++eepqKjgjTfeEEoGNm7cyKZNm2hubvbaT2hoqFBb76a1tZUVK1Z4nAOn00lXVxe/+MUvWLdu\nHX/5y1+AiTZR7tZV052DycfiPgdyuZz4+HjMZrOwaOUmKCgIHx8fDAYDUqmUV155xeP7mpmZKZQj\nuBc5xBRoERERERGRqRFTo0W+0dhsNkZGRryiGtPR0tKCSqXCz8+PlpYWBgcHSU1NJT4+fsaREHc7\nIJPJ5CGY3aZWiYmJ2O12ZDIZdrsds9lMR0cHXV1dU5p5dXZ2EhQUJEREg4KCOH78OK2trcKD8mQs\nFgt2ux2NRkNiYiLd3d3Mnj2bsbEx1Go1lZWV2O12ioqKGB8f59ChQ4SGhjJnzhw0Gg0dHR2UlpaS\nn59PdHQ0SUlJlJSUcOmll1JcXExERAQ2m43ExEQWLFjAiRMnCAsLIyQkBF9f33NGOysqKpDJZBQX\nF3tFMfv7+wkKCkIulxMWFkZ/fz8+Pj6EhISg0+m8UjJDQ0M5ffq00F4pLi6OtrY2wW3a/fnx8XHG\nx8cJDQ3FYDBgs9m8zrO5rAYykpEGB2G1Wunr66Ovrw+JREJMTAw+MhmyS5fiurgY64PPEfpRJc6e\nQbqtRqGHs1KpFKJ80dHRdHV18b3vfY/o6GhsXf0Enu6lukjF//kS62kDAgKYO3cux48fZ+HChYLo\nHR4eJigoiJGRESGV/ssmMDCQvr4+iouLvd5bvXo1vb29Hq8lJSVRWVlJYWEhn332GWazGZvNxi23\n3MKNN97IyMgI69evJy8vT7jXq6ur2bNnD3v37vXah8vlEkRaUFAQRqNx2vEmf//P/l76+Phgt9uF\nfX7yySccO3aMe++912N/d9xxB6+//jpr167l7rvvZvPmzVx00UU0NTWxY8cO3n77bY/PX3jhhV5z\nnjt3LgcPHuT73/8+Bw4cwGw2MzY2xqZNm7j55ptxOBzceOON5OTkCOnu7e3tPPHEEzz33HNe45lM\nJqH+230OAOLi4rjiiitwOBzcfvvtHtu406OXLl3qNV54eDjl5eVcfvnlaDQaXnvtNa/PiIiIiIiI\niEwgRoRFvtFoNBoiIiJmlBat0+kwmUxCSx61Ws38+fNJTEz8QumAUqlUSNGdir6+PkpLSzEYDMhk\nMoKDg0lPT6e3txe73e7xWbPZTGdnp0cNaHh4OLGxsZhMpikdYHU6HQqFArVaTUxMDIODg4SGhpKe\nns7KlSuJjIyksLAQf39/goODCQ4OFvoNz549m7/97W+kp6cTGhrKX//6V4xGIxEREeh0OoxGo/B5\ngNzcXOLj4zl69Cjd3d3njAYPDQ1RV1fH8uXLp7wePT09gnu024xpbGwMo9FIUlISarVa+Gx9fT1N\nTU10dHTgcDiQSCSMjo5y5MgRDAYDR48e5eDBg5w6dYqmpiZWr15NaGgo4eHhSCQSD8dpl3Uc6tuQ\nLJjD8ePHKS0tZWxsjNzcXJYtW0ZGRgYqlQqVSkVaRjqZv90BPhL6HnmG/v5+D7MytzAcGxujsLCQ\n4eFhxsbGGNy9H4DurIQvlBI/E+Lj48nKyqKqqkpIw+3r6yMpKQk/Pz+ve+rLwh1tnGnt+2OPPcYL\nL7zAbbfdRmRkJOHh4SiVStatWyfU5c6dO5eOjg4APvjgAx5++GH++Mc/EhERwUcffcTmzZvZvHkz\n9fX1Ht/J0dFRQkJCph3Pvd0f/vAHFAqFUF4AExkX7vvx1Vdf5eWXX+all16aMgLrpq2tjYKCAmBC\n3E6+N8/F9u3bOXjwILfeequQ1SCXy7nxxhuRy+UoFAoWL14sRJgrKiq48847+fWvf41KpaKqqko4\nlkOHDnkci/sclJaWMjQ0xIEDBzh06BCffvopdXV1PPDAA2zevJnf/va307Z6e/bZZ9myZQt//vOf\n+clPfsL27dtndFwiIiIiIiLfRUQhLPKNwul00tDQwLFjxzh9+jTt7e0etaXT4XK5aG5uJiMjA6lU\nitlsxm63nzMFGiZSE6d6CE5MTBRqRc+mp6eHmJgYTpw4IfRiDQwMJDw83Mtxurm5mZSUFA+x4XA4\naG9vZ8GCBUIrpMm4za9iYmIYGBjAaDQyNjZGSkoKcrmctLQ0DyHqrm8OCgpieHgYX19frFYrw8PD\nXHHFFRQVFaFUKgVzre7ubo4cOUJtbS1SqZTi4mJ8fX05derUlEJ4ZGSEyspKqqqqUKlUHj2DJzNZ\nVPr6+hIQEEBzczPR0dFERkYKAml0dBStVsuSJUuwWq2MjY2xePFiUlNTycrK4oorrmDVqlUkJiZy\n4MABMjMzCQ0NZcGCBSxevFhoqQQT1733kyNIbHY0SREMDQ0RGxsrpDNPhSwuioCbvofjw6OEDv3/\nlO3W1lYsFgtLly5ly5YtXHbZZaSnp1O7920sr7yL+aICQjNV9PX1TTnuv0NMTAx5eXl8/vnnDA4O\nMjQ0RFxcHD4+PpjN5i99fzBRNqBQKGbcjufw4cM89thj/PGPf0Sv17N06VLKysqEyOvo6CinT59G\npVLx7rvvsmfPHkpKSoR74tJLLxVqaHNycsjKyuLYsWMAlJaWsmjRomnHc2+3detW8vPzKS0tBaCm\npkbIDvjDH/5AVVUVr7766pTtv6RSqXCsaWlpVFVVAdDU1DTj9lRlZWXceeedvPzyy0ilUpYsWUJn\nZycbNmzA4XBgs9morq4mOzubiooKdu3axUsvvURubi4AixYtEo7lggsuID8/n8OHDwvnYOHChYSG\nhhIQEICfn5+w2GUwGNi1axclJSXs3r0bi8Xi8T1wExISgkKhoL+/n4yMDI8FAxERERERERFPxNRo\nkW8M4+Pj1NTU4OvrS0ZGBgaDgfr6esxmMwaDgTlz5kwb2e3r60MqlQp1o26zqXPVxxkMBjQaDT4+\nPl49NQMDA1EoFIKwmryNyWQiNTWVyMhITpw4IaS0pqSk0NDQQFJSEhKJBI1Gg9FoZN68eR5jDwwM\nYLVaKSwspLe312sfGo1GMKJ68803hdRrd8pxRESEIJIA5syZg0Qiobu7G71eT3p6OpmZmSQnJwvn\nKyEhgf3792M0Glm2bJnQgzchIQGlUsmSJUuoqKjwEBA2m42Ghgb0ej1paWlC2vN0106v13uI5ODg\nYFpaWoiPj8dms9Hc3CwYP1mtVmpra0lKSiI9PV1wtE5PTwcQTMouueQSTp8+TXh4uOB07G4bJZFI\naGtrI/Cjw4QDs9dcRU1HK0NDQ1it1nNGBON+9gNa97xPUMmHsO4a1Go1vb29FBcXI5VKBXGcGBWD\n6fdvYQtToL/pMtL8ZfT29rJw4cJpx/5XcfeBPnHihFAL7u/vj9lsxuFwfOG+xb29vQQFBREeHu71\nnk6nE4zaTCbTjOqQU1JSuO2225DL5RQVFQlp/UeOHGHNmjVIpVL+67/+i9DQUHbt2kVcXBx33XUX\nAAUFBdx9990e423fvp2HHnqIp59+GpVKxerVq/Hx8fEa72xRe/HFF3P06FHWrVuHy+XiscceQ6vV\n8txzz5GVlcUPf/hDAC677DI2bNggbJecnExLSwuvvvoqP/vZz3jooYf405/+hN1uZ9euXTM6p6mp\nqezYsQM/Pz8yMjL4xS9+ga+vL1dddRVr1qzB19eXq6++moyMDLZt24bNZuP+++8Xtv3Vr37lMd7W\nrVvZvn07b775JuHh4Tz11FMEBgZSVlYmnIP8/HyPNGh3Gv/Q0JCQ/eLmnnvu4f777xfcxnfu3Dmj\n4xIREREREfkuInFNtoydApPJRGlpqUc64DXXXPMfn9i/i1ugiHw7MJlMVFdXExsbS0ZGBhaLBaPR\nSGdnJzk5OTQ2NhIWFiYIpcnYbDaOHDniUWNZV1dHeHj4lD163Zw8eRKZTEZ/fz8XXnihh8h2uVy0\ntbXR0dFBSkqK0MO4sbGR9vZ25HI54eHhREVF0draKuy7rKyMjIwMQkNDqaioICsryyvadOjQIUZG\nRrjyyisZHBykv7+fRYsWARP1we+99x5paWlkZGTw7LPPMnfuXBYsWEBkZCR6vZ6hoSFGRkZITU0l\nMTERmUyGTqejpqaG7OxsWlpaBAOeyTQ1NQnR77CwMIxGI/7+/hQVFQHQ2NiIVCoV0rhPnTqF2Wwm\nJycHmUxGaWkp8+fPn1I0dXZ28tlnn3HzzTcDE0K2traWlpYW0tPTWbx4Ma2trXR0dNDX18fw8DBL\nlizB5XLh6+tLSkoKLS0tLF26FIlEQkNDA76+vmRmZtLd3U1nZyeLFy9Gq9VSVlaG1WolIyOD9PR0\nhm98AJdmGMvLDxIYGIjVakUqlTJ79uxpr73BYKBpx1Mo3zhI6P4nqJNaWLRokdex9Wz7NeN/fg/t\nw7dgzkll9uzZvP/++0Jq7H8Ck8mEVCrFYrHQ0tKCRCIhLS1txlFLmLh/Dx06hFQq9WiR5aampoaI\niAgUCgXBwcEedchms3naBQ+RbwbuhRv378Zk2tvbGR4eFv/+fQsRv3vfbsTr9+1GvH7fXv4dzXfe\niPCPfvQjoqOjhUib6EAp8mWj1Wqpq6tj9uzZJCQkCK+73aIDAwPJycmhrKyM6OhoL7HS2trq9bpO\np5tSNLuxWq0MDQ0JKbtWq5WwsDBkMhlOpxOTyYRMJqOvr4/AwEDsdjuZmZnU19cTGxvLkiVL6Ojo\n4PTp0yiVSqqqqggICGBwcJCGhgZSU1OJjY31Ei86nQ6NRkN2djY+Pj7ExMTQ3Nws/ABrtVosFgsq\nlYq2tjbsdjtyuZyEhARkMhkKhYLExESMRqMg1JOTk+nu7iYvL4/R0dEpI4AwERV27/v48ePo9Xoh\nuqpUKlGpVBw9epTU1FRgIqLoFlGjo6M4nc5pI4c9PT0eLs5Op5MzZ86g1+vJzs5GKpWiUqno6urC\nbrdz1VVXERISQk9PD7W1tVRXV5OWlkZTUxNSqZSWlhaWLVvGmTNn8PPzw8fHh9pyNIwAACAASURB\nVA8++ACbzYbT6UShUEzUeDoc6Gpb8Ln6AgYHB1m+fDlOp5OysjJSU1OnNf7q7u5G+aN1OD89wdDD\nzxL7xwe8js1UWsX4n9/Db8NlzPvBeqGG0+l0CufuP4E7nV+j0RASEkJAQAAajeYLCWG9Xo+fnx+h\noaGcOnWK7Oxs4T2LxcKZM2eEBQ6Rbx9KpZL6+nrBtG8yAwMDguu6iIiIiIiIyPSc9ynI5XLxm9/8\n5quYi8h3jPHxcU6fPs3Q0BDz58/3EBbuPq5uMRsQEMCcOXOor69n8eLFQjTOaDQyMDDAsmXLhG3d\ndXHnMgHq7u4WDKSKi4sZHx8nLS1NMCZyR8kaGxuRSCRCvfDo6CiLFi1CJpORkZFBTEwMJ0+eJCAg\ngNmzZzNv3jwqKiooKiqasj65q6sLqVQqpDS607L7+vpIT0+ntbWVyMhIQkJCqKurIzg4WBDBkwkO\nDmb+/PmYTCba2tqEiKG7fnkq3EJPJpNx4YUX8tFHH6HRaGhsbGTFihUEBAQQHx9PR0cHLpeLhIQE\noX/t+YRYX18fOTk5wr/VajVjY2MolUohRVkmkwmmWGlpacJCQHt7O7GxsWRlZWE2m2loaMDlcnH0\n6FFiY2Px9/cnNDSUlpYWhoeHycvLY3h4mMbGRqI1JiSWcWxZqcTExAjC1+36nJGR4TVXm83G4OAg\ny5Ytw/jTLYzc/zv8attgklh0msYY+NFOSIgi4bH7kAYECOciLCyMnp6e/5gQdmM0GgkNDSU0NJSa\nmhqhHdFMcC8izZo1i6NHjwqLHTBx78fHx4si+FuMTCYjLCxMaK/mxmKxYDAYpuxNLiIiIiIiIuLJ\neXP7Zs+eTW1trdDC5Mt2TBX57uFyuejt7eXIkSNIJBKWLVvmJSr0ej0BAQEeaSrx8fH4+/vT3t4u\nvNbU1ER6ejp+fn7YbDZgwgToXO2WHA4HPT09+Pj4EB8fT1JSklAnGRERQUREhJAqmpiYyNDQEEql\nkk8++YSCggIPgR0SEkJxcTFhYWG0tLTg7+9PSkoKnZ2dXvs1m810dXURFxeHQqHgzJkzDAwMkJiY\nSF9fHy6Xi9bWVrKyslCr1XR1daHX69FqtcKxnY1CoWDevHkkJyfjcrkYHh4+p0CLi4tjYGAAf39/\nlixZglwup6mpiYGBAWCijrGzs5Ouri4hMgwTQni6h2u73Y5OpxPEvcvlor6+nsDAQDIyMtDr9cJn\n3Y7Ybmw2m9BD12g0olAo0Gg0KBQKIcq/YMECpFIpiYmJKBQKoa65r6+P02+9D4A6LtSjXlKlUtHT\n0zOl43JfX58g0APXXIo5KhTLzj/ScfMOuu95jN6Hfk/n5u1INMPE/eEXSIM8U6Xi4+Pp7u6e9hx/\nWRgMBoKDgwkJCcFms03bp3oq1Go1sbGxyGQysrOzaWhowG6343Q66e3t9aotFfn2ER0dzeDgIKOj\no0LJRGtr60S7sC9YTy4iIiIiIvJd5LwhgcrKSg4ePIhEIhH6Ph44cOCrmJvIeXA6nWi12hm5Kn9d\n9PX1eT3Au1t/TFWT6Uaj0UwZ2czOzhZSpEdHR7Hb7SQlJWE2myktLRV6zZ6rPnRgYIDg4GC0Wi1F\nRUUEBQXhcDgYHR31aMsDCL11BwYGGBsb82iD5EYqlZKVlUVjYyNVVVXk5eVRXl5OZmamR2puT08P\nEomEWbNmMT4+Tl1dHS6Xi+XLl+Pr60trayvj4+PIZDI++ugj9Ho91157LZGRkVRXV7No0aJzPuCO\njo4ik8mEyOVUxMXFUVVVxezZs4mKiiIjIwOn08k//vEPNmzYQEBAAC6XSzBqggmhe65ezmq1Gn9/\nf+FaqtVqBgYGuOGGGxgZGUGv1xMbG4vRaESj0TB//nzBqOvIkSOMj4+j0+nQarW0t7eTm5vLBRdc\ngEQioby8nNLSUvz8/Fi5ciWnTp0iKSmJ6OhoTp8+jbylF2tsBAEJMR73UmBgIEqlku7ublQqFTAh\n0Ds7O+no6BBqK4fOaHFuvwnJC+9gr6zHMWqBMQsSl4vAuzegKJ7vdbxRUVEMDg5iMBhmZDL1r+DO\nPnD3mHW3o5pJpE+v1+Pj4yMsOCiVSiIjIwVX8JCQEK/7XOTbR3R0NO3t7VRXV+Pr6yv0ABcXOURE\nRERERGbGeYXwrbfeytVXX/1VzEXkC+BwOKitrUWr1ZKVlTVtS5uvC6fTycmTJxkbG/MSUMnJycTF\nxZ2z3nxyWvRk3CnI9fX1jI+PM2/ePCQSiZAiGB8fzwcffIDD4WB4eJhZs2Z5tdHp7Oz06kerVCrR\naDTTCoT29nby8vLo7++f9kFz7ty5NDQ0UF9fT1RUFD09PUKtnl6vp729HT8/P2JiYqirqyMhIQGr\n1UpXVxeJiYkcPXoUm81GZ2cnVquV8PBwCgsLkclknDx5kpqaGiE6OhVup+xzoVAo8PX1FSLHc+bM\nQavVYjKZOHz4sODWbbfbaWhowN/fH6lUKtRPT0V3d7ewaOF0Ojly5AhpaWlERkYikUhoaWkBJszJ\n4uPjhRT3hoYGBgYGWLJkCceOHaOoqAiz2YyPjw8GgwGlUolcLqempoYbbrgB8+dNJDX0YqxpIrpg\nHiaDgYhTPQzlpJA+xTVRqVRUVlaSnJws3I82m43i4mIh02BoaIhZl60k+qYbhO1cLhcuyzhS+dSu\n0wqFArlcztDQ0H9MCJtMJuRyubDwERoaysjIyIyE8Nku5DDhLH7kyBGGhoY8UthFvr0EBARwwQUX\neL3+n2q3JSIiIiIi8r+N86ZGv/XWW1/FPES+AOPj41RVVSGTySguLqalpeUb1S/SarVSWVkJQGFh\nIZmZmR7/xcfHn7etkVQqnbYHsLt2NTIyUjCG0mq1REVF4e/vj0ql4qKLLiIiIoKamhrq6uqEh0N3\n2x2j0eghaKOjo9FoNFPOpb+/H6lUSkFBAZ2dndP2XZVIJGRnZxMQEIDRaKSjowOTycTIyAjV1dVE\nREQwa9YsBgcHGRsbIz09nbS0NLq7uwkJCaG2tpZZs2YRFxfH8PAwWVlZ+Pr6IpFIyMnJQSKRUF9f\nz3RG7zMRwjARFXa7R/v6+pKdnU14eDgGg4Hq6mpCQ0NRKpWo1Wrsdjvl5eX09PTQ1tY25X02uX/w\n8ePH0Wg05OXlARORTKPRiMlkorOzk7lz5xIZGUlcXJxQZ63T6QQhXVBQQH5+PidPnuTYsWM4HA5W\nr17NyZMnUW/dSc5fjjL2/f+iY9YlxP10Nz5mK0OJEVNmRSgUCiIiImhqaqKsrIzg4GAKCwsFETw+\nPo7BYPBaqJFIJNOKYPe4vr6+QmbDf4Kzo83uiPBMUKvVXtkUMpmMnJwc5HL5FzLdEhERERERERH5\n38p5hfD4+DjXXHMN9913H9u2bWPbtm1fxbxEpsFisVBZWUloaCi5ubkEBweTnp5ObW3ttALtq8Rk\nMlFRUYFSqWTevHn/Uq3a0NDQeSNf8+fPF5xwnU4nOp2OyMhIoT7Y19eX5ORkli1bhlwup7y8nNOn\nT9PR0UFERARWq9VjHxEREYyMjHjUlJrNZqqrq0lMTEQulwvGTYODg9POyy1ag4KCGBkZ4bXXXmPP\nnj2MjIwIqa3Nzc3k5uYK/WojIiL46KOPhDlXV1cjlUo9nH6lUinz5s3DYrFw6tSpKfet0+mmdYye\nTGxsLGq1WrhfoqOj+X/svXd0m/eZ5/tBITpRCfZOipQoFhWK6rZsr+Os49k4cZrt6GZuMvZ6kpzs\nZJKNc5Nx1pNxymRnvBMnc2c3e2J7jzd25ONkkzjrzLrJtmxRhRQlNrGAIEgCJIhOAAQIEOX+wYt3\nBLFKLnEy7+ccnWMBeN/3hybj+3u+z/cpKSlhenqaeDzOLbfcIlSa6urqKCsrY//+/cIGx+nTp7HZ\nbEQiESHUrKqqirGxMcbGxjCZTPT19WGz2QDQarX09/dTUFBAWVkZmUxG2GDI9SpXVVWtVGdra7FY\nLBw6dAiz2UxnZyfV1dWYVRpkznnCt+zF96WPofy//gRJsZloZRHSg23EYrE1n2t9fT3BYJDW1laa\nmpryqum53u9r/YzqdDqy2SwDAwOMj49f07FbJRKJCLZoQLD8b0buMWtVqouKijhw4ICY/C8iIiIi\nIiIiwhas0V/96lffi3WIbIFoNEpvby9VVVVC3yOsWI19Ph82m42mpqbf2/rC4TA9PT1s376d8vLy\n6z6Pz+fbcP4vkCdoFhYWUKvVKJVKAoFA3gimXNUxJ9QWFxdRKBRUVVXlCYKrU1iXl5fp7e2ltrYW\nl8uFwWAgmUxSV1eHzWbLGxW01to6OjooKyvjt7/9LQ0NDRw+fBipVEpfXx81NTWCUFleXiYUChEK\nhSgpKcHlcmG326murl5VqZTJZOzZs4eTJ0/S2NiYZ1XOjXvaygw8jUaDRqMhEAig1+ux2+2Ew2E0\nGg1zc3P4fD7KysqoqKhgcHAQuVxOeXk55eXl7Nixg2AwiMfj4cKFCySTScHKPDExgVarpaqqioaG\nBpxOJ6dOnSIYDApJ1M8++6xQEb/11lvp7OxEIpFQWlqK0WgU+pKVSmVe4nPNEsxnQfvBwwSrLVgP\nHaIom6W7u5s6iwWfz7emg0Cv13PDDTes+TrMz89f1+dULpcTiUTQaDRcvnwZmUyW9318J4hEInlV\nbrVaTSaTYWlpacMe8FxatIiIiIiIiIiIyMZsWhGenZ1d9UfkvSUX8nPu3Dm2bdu25o/u1tZWZmdn\nCQQCv4cVrmC326mvr39bIjiXInx1X+9G5EbDZDKZdVOTVSoV7e3tHDx4EJ/Pt2ZPdc4enclk6Ovr\no6ioCLPZTCqVory8XOjRzM3I3YiFhQWGh4f5wAc+gEQiIRgM4nK5SKVSQhpzTmyXlpZiMBjQaDR4\nPB4WFhZYXl5eU9jJ5XI0Gs2qCuhWbdE59Ho9L774IidOnMDhcFBdXc3NN99Me3s7b731FvPz89TW\n1jI+Pr5KkOd6i2+88UZqamqEkUtqtRqj0Uh5eTlqtZr29naampqYn59HKpUilUrR6/XceeedfO5z\nn0Or1QqbEeXl5RuKyWjPIAC1HzwmjL1Sq9UcO3aMsrIyfD7flp87rASABYPB6xozk0qlCIfD1NTU\nUFdXx+zsrNAH/U6QzWaFxOgr2Yo9ei1btIiIiIiIiIiIyGo2FcITExNMTExgs9l4/vnnOXXq1Hux\nLpH/n1gsxvnz5/F4PBw4cGBdkalQKGhtbaW/v//3MuJqaWkJv9//tkO7/H4/JpNp3UCotcgJ4YWF\nBTQaTV5S89W4XC6Ki4vXfIzVasXj8dDf349CoaC5uZmZmRkqKysxGo0sLCwgkUioq6tjeHhYEF/Z\nbJYLFy4QCATIZDKMj4/T19fHzp07qaqqor29nd7eXi5fvkxb24qNd3h4mDfeeAOTySQkN6fTaQKB\nAB0dHSgUCk6fPo3dbl81Akir1Qojh3JcixD2+Xy4XC7Kyso4cOCAYBn2eDyUl5ej0Wjo7+8nHA6T\nTqeF49LpNKdOneLy5cuCrdrlcpFMJqmoqKCgoIBMJiNUMlOpFBMTExw+fBiDwcAtt9zCJz7xCVpb\nW6mrqyMej2+57zV+YZhMsQlFqRWz2Sy89lKpFLPZTCgUWnNU0np4vV5MJtN1zdLNzT3WarUsLS3R\n1dWFz+djeHh43f7tayEejyOXy1d9RjcTwtFolHQ6fU2bSCIiIiIiIiIi/1rZ9FfglT3B2WyWf//v\n//27uiCRf8HpdDI2NkZ9fT01NTWb9vYVFRUJI2PWSlx+N5menqa8vPy6hMWV+Hy+DWcAX00ymWRx\ncRGj0cjk5OSGx2azWWZmZti9e/ea96vVahYXF8lms9x8882k02ncbjeHDx8mFAoJboiKigpkMhmX\nL19GpVJhMBiIRCKcPXsWjUZDYWEhhw4dEmy+hYWFRKNRdDodw8PDRKNRKisrOXz4MCqVCo/Hg1wu\nF2zG5eXlWK1WKisrGRkZYWlpiZaWFmGdOp1uTSG80cioHE6nk/HxcTo7O1f1ExuNRhwOBzU1NcTj\ncQYHB1GpVEJA1sTEBIWFhSwuLtLX1ydYg++66y5GRkYoLi4mGo3idDpJJpN4PB6MRiPhcBiTycTO\nnTuFz7BUKqW6uhqHwyEEa21EatCGbOdKArfFYsmbJS2Xy9Hr9ddU4fV4PNdVOV1aWsLpdNLc3Ewo\nFGJhYQGFQkFXVxcXLlxgfHz8bbcnrDeWyWAw4HQ61z0uNztYRERERERERERkc7YUlpX7Mzs7u+EP\nMZF3jlgsxtjYGF1dXdTW1m454OZ6bKJvl3Q6jdPppKam5m2fy+/3X1Oqrd/vx2w2I5VKhf9eD5fL\nhVqtXnfkTSaTIR6PC+dzu92YzWZB7C4sLAiPLS0t5fDhwxQXF3Py5ElSqRShUIilpSV2794tiGBY\nGRvU3NyMXq8nnU5jNpsJBoOcOXOG119/ndOnTzM3N0c8Hqe6uppEIsHy8rKQSmyz2fIqjVqtNi+9\nORqNIpPJNuwPzmazjI2NYbfb6erqWjNUy2KxCJbfcDjM9u3b2b17N9FoFL/fj9PppKWlRZgD/NJL\nL9Ha2kosFqOwsJB4PM7CwgJer5epqSnsdjuTk5MMDAxQVVW1apOksrISr9fL0tLSuusGSC9EkDo9\nqHbvEJ5/zm4+PT1NNpsVxl9thVzA1/XYom02G5WVlVgsFhKJBHK5nFgsJqQyO53Ot10VDgaDGAyG\nVbdvFpj1bvQHx2IxBgcH31ep9CIiIiIiIiIi7wSblu8++MEPIpFIyGazqFQq/uzP/uy6L5bJZHj4\n4YcZHR1FoVDwyCOP5ImnZ599lp///OfI5XL+/M//nJtuuolQKMRtt90mVFn+zb/5N3zmM59Z87F/\nTMzMzFBRUbHuCKH1MJlMRKNRUqnU267ObpW5uTmMRiMajeZtnSdXjdXpdFuehZmzRef6NtdLTU6l\nUoyPj7N37951zzU9PU1ZWRmxWEyoHucq62q1mmw2mxdWJJVKkclk7Nq1i4qKCg4cOMDQ0BB2u12Y\nHzw4OIjNZsNkMmE0GtHr9Wg0GtRqNel0mqWlJdxuN6FQiPLyckwmEzabDYPBgEKhQKvVEgwGCYVC\nwnPT6XR5wmQzW3QikWBoaIhkMsmBAwfWtY7LZDJBDDc2NuJ0Ounq6iIWi3H69Gna29vp6+vD6XRS\nW1uLVCrF5/ORSqXYtWsXv/rVr4R05jNnzvCxj30Mu91OY2Pjmg6FgoICysvLmZ6e3rCKunRxJSVb\nv69NuE2j0fD6669jNBpZWlqirKyMvr6+dc9xJX6/H71en7dZsRWi0Sgej4ejR48ikUhYXFzEYrEI\nlnyNRoNKpVq3T30rpFIp5ubmOHjw4Kr7VCrVqs/glWtLJpPXbItOpVJIJJJVydmpVIrJyUlmZmYw\nGAwMDQ3R1dV17U9IREREREREROR9yqZK6R/+4R/yrIu5+bDXw8svv0wymeTEiRNcvHiR73//+/zT\nP/0TsNKz99RTT/GLX/yCRCLBPffcw+HDhxkeHuaOO+7goYceEs6z3mM36g39QyKdTuNyuThw4MA1\nHyuVSjEajfj9/vcsNMfhcLB9+/a3fZ6cqL0W/H4/9fX1eL1ejEbjuuLfbrdTVFS0bjU4lUoJ1dL+\n/n4mJiZIJpN568lVhXMiJJPJYLPZ2LVrlyBA2tvb6e7uRqFQcPnyZex2O0ePHqW+vn5VxfbMmTN4\nvV5hlu3tt9+OXq+noKCAffv2Cde4ePEiMzMzghDWarXEYjEymYwgRq+0xC4uLnL+/HnKy8uRyWRM\nTU1RWVlJY2Pjpr3XxcXFzM/P09HRwczMDA6Hg0AgwMjICGq1mrGxMRobGwmFQsRiMQ4fPkw8Hqe3\nt5fCwkL27NlDd3c3zc3NKJVKPB4PR44cWVd01tTUcObMGerr69d978LnLgGg/v8rwj6fj5mZGcGC\nfubMGXQ6HZlMhlgstumGzNzc3Jpzhzcj16ZQUFAArCRbq9VqFhYWhBTxkpIS5ufnr1sIu91ujEbj\nutX9qz+DOVwuFxUVFdc0GikWi3H27FlSqRSFhYUYjUZMJhOLi4tMT09jNps5dOgQCoWCM2fOMDs7\n+7aC8ERERERERERE3k+s+6u4p6eHn//853zta1/jxIkTnDhxgmeeeYZvf/vb132x3t5ejh49CqzM\ngR0cHBTu6+/vZ/fu3SgUCgoLC6murmZkZITBwUGGhob49Kc/zZe+9CUhzGitx/6xMD8/L1QOr4fc\nPN33gtx1rlXArneua+kPjkQiSKVStFotc3Nz6/5Ij8ViOJ3OvHE8VzM5OYnVakWn09HQ0EBfXx+V\nlZV5wuJqe/T09DR6vT6vCqdSqWhra+OVV17B6/Vy1113sXPnzlXCJldJlclkgugoKyvLq/zCysZG\nbmTTlbepVCpisRipVIpAIJBn83U4HBQWFjI4OMgrr7yCVqulvLx8SwFkVqsVv99PNptl586dTExM\ncPnyZQoLC5mbm6Oqqort27dTWVnJ8vIyU1NTeL1eFhcXOXDgAG63G5VKRWlpKbOzs1gslg0rr7kq\n6oULFwiFQms+Jt53mUypBZllpYd5YGBAGEdVUFDAnj17GBkZQaVSrWoLyGazRKNRwa4cDofx+/3X\nLOiCwSCRSITq6mrhtq6uLqxWa55dOSeEr5epqam8a1zNWoFZmUyG2dnZvLFhm5FIJOjp6aGhoYGb\nb76ZpqYmCgoKcDqduFwudu3aRXt7OyqVCqlUSktLC6OjoywvL1/3cxMREREREREReT+xbkVYr9fj\n8/lIJpNC751EIuE//sf/eN0XywUG5ZDJZIKFNxqN5o0LySXj1tfX09rayqFDh/jNb37DI488wi23\n3LLmY/9YmJ6efltzSS0WC5cuXXoHV7Q+U1NT70hvcCaTIRAI0NrauuVjchXk5eVlAoHAuqFLY2Nj\n1NTUrDt/NZFIMDMzI9hRzWYzfr9/1eMNBgNTU1PAv1hHOzs7V50v992pq6vLE/aRSAStVotUKmV8\nfJzGxkb++Z//GalUitVqRSaTrRK1AHV1dYyOjrKwsCD0jub6hCORCHq9XhC5yWSSmZkZJBIJe/bs\noaysDJfLxfnz5zGZTDQ3N2/YS6xQKNDr9fj9fpaWlpidncVqtaLRaLDZbNx44434fD76+/tpaWkR\nrOTRaBSr1cqZM2fYtWsXsGLvX88pMDs7i8fjIRgMEovFCIVCRCIR9uzZs8renh6aQLazgaGhIRYW\nFjhw4ABqtZrx8XEWFhYwGo20trbS3d1NNpvNE5Lj4+NMT0+jUCioqKhgdnaWbdu2XbN7ZHJykvr6\n+rzNhJxIDIfDZLNZJBIJOp0OmUyW915tlWAwSCaT2XAzyGAwMD09nXeb1+tFq9Wi1Wq3dJ1UKkVv\nby/l5eXCa2U2m4UqdjweX/UZMRqNlJSUMD4+nhfcJiIiIiIiIiLyh8q6QripqYmmpiY+/vGPo9Vq\ncblcVFVVva0+0Kt7GzOZjGCHvPq+xcVFCgsLaW9vF36U3XrrrTz22GN8+MMfXvOxV7PVPtP3E+Fw\nmEgkck19sleTC/DJzVp9t4jFYng8Hpqamt72ax0IBCgoKCCdThOPxzcNUIIVMVVZWcn09DQ6nY7l\n5eVVFatgMIjX66WxsXHdNY6MjAjiIx6P43K5qK6uxm6351lcFQoFXq+XeDzO5OQkWq0WuVy+6ryn\nTp0SekjPnz9Pe3s7mUyGU6dOYTKZKCkpEcZNRaNRNBoNS0tLBINB5ufnqa6uzjtnTuDY7XZBWBYU\nFOD3+4lEIiwsLPDWW2+xe/dupqenkclk6PV6SkpKyGQylJWVUVxczNTUFK+//jrV1dVUV1ev6gvN\nYTAYsNlszM3NYTAYOHbsGA6HA5fLhcViwWg0MjU1RSqVoqenh4KCAuE2lUqFUqlkfn6epaUlNBrN\nqtdnbGyM3t5eDh06REdHB2q1mrNnz2I2mzl37hx79uwRNswyoTDSWR+BY7tZCgbp6OgQ3qfCwkJm\nZ2dRKpUUFhZSX1/PG2+8wY4dO1AqlczOzjI9Pc2+fftYWlqiv7+f8fFxZDIZKpVqy8IxGo3i9Xpp\nbm5e8zOUzWbx+/3C+YxG4zUlt+cs7uPj4xQXF2/42VcoFPh8vrx12O12iouLt/QdzFnt1Wo1FRUV\nax6z3vUrKyvp7u7GbDZfs8gXee/Yyr+dIu9PxPfuDxvx/fvDRnz//nWyaY/wxYsX+ad/+ifS6bQQ\nnPX5z3/+ui62Z88eTp48ye23387FixfzAnLa29v5h3/4BxKJBMlkkomJCZqamnjwwQf5wAc+wO23\n3053dzc7d+5c97FX826KwHeLiYkJGhoa3nbwVGlpKbFY7Lp7FbfC1NQU9fX11xzotRaLi4uUl5fn\nvWcbvX85wVxRUcHFixepra1d9fhsNovD4aC1tXXdNcZiMYLBIEeOHBGqhF6vl7179zI6OsrS0pJQ\noVSr1YJodbvd7N+/f9U1L168yJkzZ7jlllvQarVcvnxZEL8LCwsUFRXx+uuvc+zYMc6ePUtxcTGp\nVIrm5mYuXLiAyWRa8z3btm0bU1NTwugns9mM1+slEokgl8vRaDQMDw8TiUQwGAxYLBYUCkWe2N25\ncyf19fWMjo7S29vLjh071uyVraio4NVXX8VisXDs2DHBjltfX08kEiGdTlNdXY1Op2NhYYGBgQHK\ny8uJRqMcPnwYtVqNz+ejoaFh1eszOjrKW2+9RXNzMxqNRniu9fX1hMNh2tvbGRoaEl7b8FsXAZC1\nNnDw4MG851NWVsbU1JRwjba2NkZGRnjllVdQq9V4PB727t1LNpvFYrEgl8v55Cc/STgcZnBwkK6u\nri19zyYmJmhsbFxXOFut1rx+8pqaGkFsbkYqleKNN95g3759RCIRdu/eLfQgr4VarRas5mq1mqWl\nJWKxGDU1NZuG42WzWfr7+9FoNHR0dGxolV9r7Wq1mra2Nux2OwcOHLimfGUaGwAAIABJREFUWd8i\n7y1/iP/vE1lBfO/+sBHfvz9sxPfvXx+bCuEnnniCZ599ls997nN8/vOf56677rpuIXzrrbfy1ltv\n8alPfYpsNst3v/tdnnjiCaqrq7nllls4fvw499xzD9lsli9/+csolUq+8pWv8I1vfINnnnkGtVrN\nI488gtVqXfOxf+gsLy8zPz8v9FG/HXJ9wpWVldd1fCKRIBAIEI1GhT/ZbJba2loqKytJpVLMzs5y\n6NCht71WWLE5X0vgViAQEMYRhUKhNWcDz8zMIJVKhSCjtbDb7VRXVwsiOBKJkEgkKC4uZnl5mYmJ\niTz7s16vZ3JyErPZnCeMYrEYvb29DA4O0tLSItisczN3y8vLSSaTuN1udDodp06dIpFIYDQaqa+v\nF6qZN95445rrrK+vZ2xsTJgxq9PpGBgYwGg0Eo/H2bNnD6+88grBYFAYvTQxMYFEIkGhUFBQUCDM\nOM7NKb58+bKQEH0lLpeLYDDIDTfcgMViIRAIANDc3Mzs7CyLi4ssLCxQUVHBsWPHSKfTzMzMsLi4\nyPbt24XK+ZVW9Ww2y+DgIG+99Ra33347Go2GyclJwZqr1+txOp20traSTCbp6elh7969jD//Ikag\n9a47VlWwzWYzg4ODeXN3b7rpJs6ePUswGGT//v1IJBL6+vooKyvDarVisViwWCzIZDJ6enro6upa\n1zIPKzvEm30ncxsFub5jvV4v9CZvtkk0Pz9PMplkZGSE0tLSDUVwjtwYJbVazezsLKWlpVtKiJ+f\nn2dxcZH9+/dft4gtLy/H5XIxPT1NbW3tdZ1DREREREREROT9wKa/nqRSKQqFAolEgkQieVu7JVKp\ndFXYVm7MDMAnPvEJPvGJT+TdX1VVxVNPPbXqXGs99g8dl8uF1Wp9R9KvLRYLY2NjQu/itXLhwgUU\nCgUGg4GysjJ0Oh2pVIqJiQkmJyeRSqUUFxdvKCK2SjKZJBaLXdPoF6/XS1FREfPz8xQXF68SSU6n\nk4mJCSF9eS3S6TRutztP5LjdbsrKypBIJJSXl2Oz2fKEVm6UzJ49e4RjlpaW6O7uJhwO09bWJswh\nBti3bx/xeJy33nqLlpYWUqkUBQUFOBwOamtricfj1NTUMD8/T2NjI7Ozs2umOxcVFSGXy3G5XOj1\nerRaLW63m5KSEpRKJRKJBKVSiV6vZ3R0lA9+8IM0NzeTSqVYXl4mFosRj8eFROBcZXd0dJRoNEpb\nWxsymYxQKMSpU6fYvXu3IK5mZmaoqqqiuLiYgYEBxsfH+fCHP0xVVRVjY2NYLBYymQwSiYSpqSkG\nBgbQaDTC8UtLS1y6dImxsTFuueUWamtryWQyDA4OCinPhYWFLC4ukslkqKmpIZlM8uabb1Jqc5Gp\nsFJgXm3FlcvlbN++ncHBQaFCqdfrhc9tPB6ntbUVm83GzMxM3iZDdXW1YO3u6upa9zs3PT1NeXn5\nht9JvV6P3W7Pu62kpAS3272pPXpubg6NRoPdbuf222/f8LFXXm9hYYGSkhKcTue6vfFX43A4aGho\nWNcSv1VaWlo4e/YsJSUl4u65iIiIiIiIyB8sm5YFOjs7+cpXvsL8/Dzf+ta3aGtr2+wQkeskJzje\nCdRqNQUFBUQikWs+Nieadu/eTWNjI6Wlpeh0OoxGI3v37mXHjh2Mj48zNzfHzMwMmUzmba3V7/fn\nicfNyGQyuN1uSktLmZubW1XxdTgcTExM0NXVtWFFzuv1YjAY8twE8/PzwtgpqVRKbW0tExMTwv16\nvR632y30FOd6LtPpNA0NDWSz2bxEYoVCwaFDh4jFYkJok8fjwWAwcMstt2A0GjEYDExMTAhJ6Fcm\nU+eQy+XU1NQwPj4OrATN5UYoGY1GvF4vcrmcpqYmwS4LCMnOfX19jI2Nsby8TF1dHceOHaOzsxOL\nxcLQ0BAvvfQS8Xic3/3ud9TW1nLo0CE8Hg/xeByv10t5eTlyuZzy8nI6OzspLy/n0qVLBAIBoT83\nV5VfXl4mkUjwu9/9jt/+9re8/PLL+P1+2tvbheRuqVQqvH+556PRaITQu23bttHZ2Yna4Ubeur6Y\nLC8vR6lUYrfbSafTXLhwgZqaGqHq/NJLLzE8PExlZeUqMVtfX09xcTE9PT2kUqlV506lUsLM5I3I\nVWhzydTwL2OoNiKZTBIKhQRnw1o5BxtdLxAICOPSNiMYDJJMJq9rbNTVaLVaampqGB4eftvnEhER\nERERERH5fbGp8rjvvvv48Ic/zMc//nGOHTvG17/+9fdiXf+qyGQyTE9PI5VKVyXmvh0sFsuqcTJb\nIVdpXE+YhkIhDhw4wL59+5ifn+fUqVNvSxBf6/zgXAhYLpDqypTdsbExnE4n+/fv3zQMKVf9zbG4\nuEgqlcoLAqqqqiIUCgmvYzabJZ1OC6JqbGyMRCJBQUEB5eXlSCQSjEYjy8vLhEIhlpaWSKfTGI1G\nKisrCYVCuN1uQWAbDAZ8Pp+w0WA2mwkGg2uut76+Hp/Px8TEBBcuXCCVStHX18fExAQvvvgiy8vL\n9PX1UVNTg9/v54UXXqC7uxuJRMKRI0c4ePAgWq2W0dFRXnvtNXw+HwcOHOC2224jFovx+OOPk81m\nuemmmzAYDASDQU6cOEE8HieRSAArIVVlZWWcP38eWOnt93g8NDY2UllZiclkwu/3o9FohARqrVaL\nxWJZtYlWVlYmCGFYPRpIn5Yg9QSF+cHrsXPnTqampuju7kaj0bBt2zakUilFRUWkUimkUum6roim\npiaMRiPnz59flTzvdDqxWCybVj0LCgpQKBR5AX4mk0lwOqzH/Pw8CoWC7u5upFJpnpDeiFxF2Ol0\nbrn1IedAuB53yFrU1dURj8dxu93vyPlERERERERERN5rNrVG33///TzzzDPccMMN78V6/lURj8eZ\nmZnB5XKh1WrZuXPnO3r+oqKiDUcxxeNxIpEIkUgEmUwmVL7m5+fXDB+DlSqW0+nk4MGDqNVqOjs7\nCYVC2Gw27Hb7ugFMG+H3+69pXFSuCux2uykuLhYE+9DQEOFweEOra45UKoXP58sbBZOzWV8pFmQy\nGR0dHVy6dInq6mqy2Swmk4nFxUUWFxdxu91IpVK2b9+O2+2mqKiIkZERXC4XarWaRCIhJCybTCYC\ngQA33ngjmUwGm81GXV0ddrtdqKaaTCacTueq9SaTSaLRKHNzcwwODiKXyyktLRX6cpPJJNXV1fT2\n9lJfX49cLicSiVBfX09zc7Nwnrq6Ourq6lhcXKS3txe9Xk9xcTEf+chHGBsbo6KiQrDO5mzcVVVV\nnD9/nsXFRSQSCbFYjMrKShobG5menqaoqEiwyOv1eurq6mhoaFg1h/lqTCYT6XRasJ5fLYTjF1Yq\njoVdG1t/VSoVcrmcyclJ7r77biQSCV6vl4GBAY4ePSqMvVqvB33Hjh3MzMxw7tw5KisrhTFJDocj\nzwK/Ebm15xwIEolEqArX1dWteYzdbmdkZEQYubS4uLil4DmlUolMJmN+fn5LffW5QLh30s0jlUpp\nbW2lr68Pi8Wypd5mEREREREREZH3E5sKYYPBwP/4H/+Duro6QXAcOXLkXV/YHzuDg4N4PB7KysrY\nt2/fO5K8fDVms5n+/n7S6bQgbpaXl7l8+TJerxepVEphYSGFhYVCcFEikSAej69bmXY4HJSWluZV\nyYxGI52dnczPzzM2NnZNQjhXRdvqKJt0Oo3H42Hbtm1cuHBBEHlzc3OEQiH2798v9KY6HA5UKhWl\npaWrzuPxeDCZTHmC2e12rykszGYzBw8e5NKlS0xMTAiVTKfTSUlJiSBgXnrpJYqLi6mtreXw4cOC\nOHz++ecpLi7GbreTSCQ4fPgwUqmUsbExBgcHqa2tFarQJpOJgYEBobc7kUgwMTHB3NwcJSUldHZ2\nkkwmUalUQliUzWajra0NnU6HWq3mQx/6EAUFBSSTSc6dOyckkV+JVqulpaWFoaEhzGYzcrk8TzDH\nYjEKCgqorKxk165d+Hw+Tp06RXFxMfX19UIlfWFhIe+z4vP5aG1txWAwbKn6WF5ezuzsrCCEr6wQ\nR873A6DetbHYm5iYoKCggObmZhwOB4WFhUIft9FopKqqirfeeovl5eU1BZtEIqG6upqSkhIh1dpq\ntaLVaoXe8M0wGAwsLCzk2eJLSkqEzY6ryY286ujoYP/+/fyf//N/CIVCW/53IDc7eit5Ag6Hg8rK\nyi0Fal0LudnCo6Oj1zT/W0RERERERETk/cCmv4xMJhMjIyOMjIwIt4lC+O0Rj8fxeDzccMMN7/iP\n0yuRy+XodDqCwSBFRUWEQiEuXbqE1Wrl6NGjeT+iA4EAoVCIhYWFvCrrlVxZDV4Lq9XKwMAAyWRy\ny4Fffr8/z9oMK9brcDgsJArDysxgmUxGNBpFq9WSTqdJJBKYzWYymQxjY2O0tbXlvZ4zMzOkUikh\naOpKcrboRCKBXC4nmUyytLS0br+lSqVi9+7d2Gw2vF4voVCI9vZ2pqam2LNnDy+//DJGo5Gbb755\n1XO32+1UVFRQVFQkbDQUFhaybds2zpw5k7c2hUKBUqkUZkm/8cYbFBYWcuTIEZRKJUajkV/+8peU\nlZXhcDhIpVJ0dnZSWFjImTNnKCsrE8SeQqFg3759nDt3DolEsqrqXlRUhMlkYmJiIk8Ew4oteNu2\nbWzfvp1EIsHg4CBHjx5dZWFfWFigpqYGQEjw3rVr16p5zuuRs1k3NzdTWFhIJBIR5urGL46QqS5B\nWrj+JonT6cTlcrF//36y2SynT59GIpHQ2dmZF3CmUqmYnZ0V1roWSqWS9vZ2/H4/o6Oj15RibjAY\n8Hg8ebeZzWZisRgjIyPU1NQIm0epVIpnnnkGi8XCBz/4QaE/+lqszg0NDVuqwiaTSebm5t61f7Ob\nmpp48803CQQC7+qoNhERERERERGRd5pNVdj3vve992Id/6rwer1YrdZ3VQTnKCoqwu/3Ew6HcTgc\n7Ny5UwiDuhKTyUQwGMTr9a6bdOtwODZMis0F94RCoS1XhQOBQN5jM5kM/f39LC4uotFoKCoqIhaL\nCfN4L1++TEFBAdFoVLDeTk5Ootfr836Ix2IxUqkUFouFyclJIaQJVsRBIBCgtbWVs2fPkk6n0el0\n624A5AiFQjQ3N2M0GhkYGCCRSAjzmoPBILfeemueCE6lUpw9e5ZAIMDRo0dJpVJYrVZGR0fp7Oxk\nZmaGHTt2EAgEiEQiQlhS7r2w2+1CWFOuupqrQBsMBqxWKwsLC8Jxdrudjo6OvDUrlUpBDC8tLdHU\n1JT3udu+fTtvvvkmZWVlgnDMZDK4XC727dtHNpvl0qVLgpC/kuXlZZaWloQqpt/vR6/XI5fLtyyE\ndTodSqUSn32KwsgSKsmKRbiwsJDMkB151/rtAgsLC4yNjbF//34h8Cw3h/fKyqpGo0Gr1eJ0OjcU\nwjksFss1jwXT6/VMTU0JaerFxcWo1WoOHjwo9C9bLBYqKip4/fXXicfj3HvvvYJTo76+npGREQ4c\nOLCl613Zx74RMzMzQrL4u4FcLhecBTmng4iIiIiIiIjIHwLir5bfAx6P5x1Jb90KFosFh8OB1+vl\n4MGDa4pgWKleud1uYrHYmpWdXDV4s17enIjbCtlsdlUlyeFwoNPp2LVrF/39/YTDYfx+P1arlfb2\ndkpKSrjzzjs5cuQI27ZtI5FI4HA4VlU0fT4fFouFbdu2MTMzw9LSknCfx+OhqKgIt9uNSqWivb2d\noaEh3G73hinbuXPW1dUhl8uZm5ujsbGRnp4ewuFwXtpzLBaju7sbj8dDdXU10WiUXbt2UVNTIzgC\npqamaG5upqmpiYGBASFszGw2MzExQXd3NzfffLNQ7Z2enmZyclIInkqlUqhUKpLJJJFIhGAwuOb7\no1KpOHDgAJlMhlOnTjE7Oyvcp1AoaGpqYnh4WAhr8nq9aLVadDodNpsNiUSy5ubIwsKCYNHNvT5W\nq3XD93wtSpLgv+0BXLfeR9m9D+O68U+Z/PTXkPpCaPasLYQzmQxDQ0Ns3749z1ZvMplW2YtVKhUF\nBQVCgNm7wczMDAsLCxiNRiKRCN3d3XR3d+Nyuchms2i1WsbHxzlx4gRLS0u0trbmbSw0Njbi9XpJ\nJpPv2JpyIXzv9rzf4uJidDodk5OT7+p1RERERERERETeSd79kqRIHqlUSrCPvhcYjUY6Ojo2rXYa\njUZmZmbYuXPnmo/zeDyYzeZNE3RNJhNjY2Pr3h+Px4nH45jNZqLRKHK5XOilXVpawuFwsH//fqRS\nKTt37uTChQuoVCqqq6uZn5/HbDajUChwOp1kMhnC4TAVFRVoNJq86/h8PqGXubKykvHxcSEsKGeL\nHhsbY+/evSiVSioqKmhsbOT8+fOYTCay2awwgzeVStHQ0IDf76ejowOZTCaITo/Hw+TkJK2trYJl\n2mAwMDAwQEVFhSCE2tracDqdVFdX09zczPnz5zGbzRiNRoxGI263G4fDQX19PSqVilOnTnHHHXcQ\ni8WIRCJMT08jk8koLS2loaGBWCyGWq1GKpUSi8Ww2+1YrdZ13x+FQkFrayuhUIjh4WGcTictLS3o\ndDoqKiqYnZ1lZmaG6upqZmZmqKysJBwO43K5OHTo0Jr9vgsLC3mVSa/Xy969exkbG9twLVeSdLhI\n//n3yKZSGP7+q3j7BkkN25H1DCORSjHcvHaF1OFwoFAo8npy10MqlaJSqbBYLDidzmuaV70VbDYb\nc3Nz7Nq1S0itzmQyBINB/H4/arWaoqIi2traUKlUOBwOlpaW8r5nWq0Wo9GI3W6/Jkv2RszOzlJY\nWPiu5A9czfbt2+nu7qa8vFycLSwiIiIiIiLyB8GmFeEzZ84I/720tMS3vvWtd3VBf+x4vV5MJtN7\nYouGlSCg0tLSTS2LCoUiz+Z6NVut9hkMBqLR6JpzWWHFvnvp0iUymcyq/uCxsTEqKyuFCl9JSQm1\ntbVcvHiRwsLCvJnBU1NT9Pf3MzMzsyoIKpPJEAgEhIrblWOHTp48SSAQIBqNYrFY0Ov1Qlp0bW0t\nR44coaSkRBDGbW1tdHR0MDw8jMfjEdahVCpRqVS8/vrrVFdXU1tby44dOxgcHGRqagpYsaWPjY3R\n0dHB0NAQ09PT2O12iouLCYVCeXbVlpYWHA4H0WiUkydPYjQaaWpqYm5ujoMHD/KhD32I5eVlampq\nKCkpwefzYTKZ0Gq1RCKRNQOx1sJoNHLw4EFhfm4ulKulpQWbzUYwGCQcDlNaWorb7aaiomLdfu+c\n6AeE0UMymQy73Z63GbI852XxrT6y6XTe8ctON1N/8gUkS0li3/8iqQ/sp+ShPyf27fvZNvJbGpyv\noGrbxtXEYjEcDkde4vdmaDQaYcNhvc/m9TA6Osr8/DxdXV1YrVbBDSGVSrFYLDQ1NVFbW4vVakWj\n0SCVSpmbm1szwK2mpga73f6Ore29qAbnUKvVVFdXMzo6+p5cT0RERERERETk7bKpEP7hD3/IwMAA\nFy9e5GMf+9iWw1xE1ua9tEVfC0tLS8jl8jVnmV4tLDdCJpOh0+nybMJXnmd+fh6lUonL5cqzRYdC\nIQKBwCprr9FoxGq10tfXh8PhQK/Xs7i4SDKZRCKR5CVi5wiFQsIcW1jpYywpKeG1114jFosRj8dx\nuVyC3ffK9yRXZSwpKcFsNqPX6zEajdTW1hKPx3E4HIyOjtLW1salS5dIpVKYzWasViulpaXI5XK6\nu7vZsWMHb775JgUFBQQCAWprazl48CBOp1MYsxQMBoVeWo1GQ0NDAy+++CLRaJQjR44wPj4uBD0V\nFRUJwlqpVOL3+zEajeh0OmZnZ0kkElRVVW36/sDK5khtbS1yuVx4n3KV4XPnzlFeXo5UKsXj8aza\n/Liy9zdnBYZ/6XvPJaFHIhFh9vLMF/4G951fwtZ2J66HfkjCNk3K7cNxx+chvEjFc49SenSfUMGM\nRCIrAr1g7c2ioaEh6urqVrkANkKj0QjBaVdaw98Oo6OjBAIB9u3bh1KppKysDL/fv+b4qxzRaJTl\n5eU1U9nr6+uZm5t7R+zR4XCYZDK5Koju3aSuro6FhQX8fv97dk0RERERERERketlUyH8j//4j3zn\nO9/h29/+Nj/84Q+5//7734t1/VGSyWSuu4/y3cbtdlNVVbVmD2U4HEalUm05cMdsNq/ZJ+z3+9Fo\nNOzYsQO73Y7f78dsNpPNZrl8+fKqICf4l3E8KpUKmUzG2bNneeGFFwRbbm5W8tXHXPkax+Nx3G63\nIFRzFmuNRkMymSQUCm0q8mOxGIcOHeLcuXMkEglgZWzPzp07yWQyQtBUNpslm83S29uL3W5HqVRy\n8OBBKisrUSqV1NbWcvr0aZqamigpKcHhcAjXKCsrI51Oc/vtt2O1WrHZbHnitrm5GY/Hw9LSEl6v\nl8XFRSYnJxkYGEClUq078mo9iouL85KOa2pqmJiYwGKxEIvFSCaTedbnZDLJqVOn8Pl8xGIxwXIM\nK0K4qKiI+fl5SktLaWpqYmRkhFQkSubMAJJDHUibaoj/5Bc4D96LY//dEAhTfuLv0OxdCXALBAJk\ns1kUCgWxWGzNNbtcLqEyfi1oNBph/vFGQnWrJJNJZmZm6OzsFDZclEolnZ2djI+P43a7Vx2zuLhI\nf3//uvOVLRYLcrl8zWM34tKlSxw/flz4+9DQEHfffTePPfYYjzzyiNB7/sgjj/DRj36U48ePc+nS\nJWDF1n333XfzqU99iocffpj0VVV7WHFf3H333dxzzz38p//0n8hkMrzxxhscP36c48eP8+lPf5od\nO3bgcDjYvn07ly9fJpPJkMlk+Na3vsUnP/lJjh8/LjglTp8+zUc/+lE+8YlP8F/+y39Zdb1QKMTz\nzz9/Ta/B1NQUd9xxh/D3mZkZ7r33Xu655x6++tWvEo/HAfjJT37Chz/8Ye69915OnjwJrHx2P/OZ\nz3DPPffwH/7DfxAeuxZPPvkkf/d3fyf8/dVXX+Wuu+7ik5/8JM8+++y6xwUCAT7wgQ8I/3bkmJiY\nYO/evatuFxEREREREXn3WVcI//3f/z2PPvooTz75JHV1dXg8Hn7961/z6KOPvpfr+6MiGAyi0WgE\n8fB+wu1209DQQCgUWlUV9vl8W6oG51gvMCtnbTaZTGQyGZaWloTqsEQiEWzPV1/bYrGQyWQ4cuQI\nN998M0VFRdTX19Pe3k5bWxsTExN5P15zx8BKBbO3t5e6ujqqq6uZnp4mmUwyOztLMBhkbm5OECDr\nkbNxm0wmDAYDgUCAF198UZi1W1RUhEQiYXZ2lsXFRVQqFTabjXQ6zeHDh/Nm0ZaUlDA/P49Go6Gy\nspL5+XnhPpvNRktLC1arFYVCQTAYJB6P8/rrr3Pq1CnOnj3L0tISL7/8MtPT08TjcWprawUr91bG\n6VxJbi05cnNw5+fn8Xq9FBcX5wk2m81GJpMRxmzlRHIqlSIcDlNYWEg4HKaoqEjoEbb//LdIllMU\nf+VPafjVj6m99Eu0D34WyY46yp7+AdoDKynXcrmc4uJiYaZwOBxetd5kMinMrL3WdOKcELZYLO9I\naNb8/DxFRUWrXnOtVsvevXsZHh4WKuKw8tk/e/YslZWV66ay52ZDX0vo1H//7/+dv/qrv8oTUg89\n9BB33nknP/vZz9DpdDz//POcPHmSyclJnnvuOX74wx/y13/91wA8+uij/OVf/iU///nPWVpa4tVX\nX111je9973v8xV/8BU8//TTZbJZXXnmFG264gaeeeoqnnnqKY8eOcd9999HQ0EBJSQkqlYrp6Wle\nfvllkskkJ06c4Ctf+Qrf//73AfjBD37AD37wA06cOMG5c+dW2alHR0fXXMd6/OpXv+LLX/5y3r85\n//k//2c+9alP8fTTT7N//36eeOIJRkdH+e1vf8uzzz7L448/zmOPPUY8HucnP/kJH/nIR3j66adp\nbGzkxIkTq66xtLTEV7/6VZ5++mnhtuXlZb73ve/x+OOP89RTT3HixAm8Xu+qY0+dOsVnP/vZvM8D\nrLgD/vZv/3bLo+ZERERERERE3lnW/TVZX19PXV0ddXV1dHV18ZWvfEX4u8j18X62RcdiMcrLy5HL\n5SwuLubdf61C2Gg0srCwIFSiYGXGrMfjEXojDQYDsViMdDrN+Pg4O3bsWFUlS6VSLCwsCMFYFouF\neDxONpultbUVvV6PVqultraWoaEhYEUsxWIxjEYjmUyGCxcukM1mmZmZIR6PU1NTQ0dHB6FQiPPn\nzzM+Pr6mAL+SXEV8cnKSqqoqzGYzBw4cwGg0cvr0aeG6Z8+eJZFIsHfvXqFH9Opzu1wu2tvbmZiY\nQK/XC/OLw+EwbrdbGPMUDAbR6XSMjY3R2trK7t27aW9v5+DBgxiNRqqrq2lvb1+xo7o9GNXrz9pd\nD4PBQDqdFvp7p6am2L17Nx6Ph5mZmbyqejgcZn5+npaWllVC2OfzYTQaCQQCWCwWwaq+Y8cOFp4/\nSUanRntwJRxOXlpE6Vf/bxr++SfojuzJW095efm6QjgajdLT00NlZWXexsJW0Wg0xONxIQF7eHg4\n7/N5rczNza0b1KXX69m9ezf9/f0EAgGGhoYYHx+ns7Mzbzb2WlRUVOD3+1d9B9ejurqaH/3oR3m3\nzc7Osnv3btRqNXv27KG3txebzcbRo0eRSqWYzWZkMhler5cf/ehH7Nu3j2QyidfrXdNKPTQ0RFdX\nFwA33HCD8JmHlQ20X//613zxi18Ubtu+fTt2u51z585x9OhRAHbt2sXg4CCw8rkIhUIsLy+TSCRW\ntTb81//6Xzlz5gwnTpzA6XTymc98hnvvvZdPf/rTefPscxgMBv7n//yfebfZbDZuuOEGAOE1mJiY\noKurC6VSiVKppKamhtHRUb7xjW/w7/7dvyOTyQgbY1eTSCS48847eeCBB4TbJiYmqK6uxmAwoFAo\n2Lt3Lz09PauOlUqlPPHEE3khbdlsloceeoi//Mu/FMPFREREREQx28awAAAgAElEQVREfk+sK4Q/\n8pGP8JGPfIQ/+ZM/oba2lsrKyuuqOon8C+9XIZwbJySVSjGZTAQCAeG+ZDJJNBq9pqTdgoICNBpN\nnpjxer0YjUbBXp2zE4+Pj6NWq9ecizo9Pc38/DxyuVxIks4FW11ZEaytrRWsqpOTk2QyGUZGRnjx\nxRcZGxsTEpNLS0tRKpUcOnSIW265BY1Gw80337xmcNGV+Hw+ZDIZ0WiUaDRKc3MzmUxG6A0NBAL8\n8pe/JJlMcvToURYXF9m3bx9WqzXPrpxOp3E6nezevRuZTMbs7CwWiwWv18vw8DBNTU0oFArhB7nR\naCSbzWKxWNDpdOj1egwGA4WFhULVfvLJ59jz1z9D+uBjwm3xeJw333xzU7tlJpMR7NG56nNVVRUV\nFRXYbDZBEGSzWYaHh9m2bRtFRUWEQiGCweCq/uD5+fm88VxqpRL94CSxXY3r9vteicViIZlMIpVK\nhc9OJpMRRFV1dTVNTU2bnmct1Go1sViMbDYrBIBd77ifeDxONBrdcHPIZDLR1tZGT08PqVSKQ4cO\nbUnA5yz7LpdrS2u57bbbVrkZioqKhMrkyZMnicfj7Nixg1OnTrG8vMzMzAw2m414PI5MJsPlcnHH\nHXcQDAbX3OjMBaoBQjhbjieeeII//dM/zatq6nQ6YVPjyvA9mUxGKpWiubmZBx54gNtvv52ysrJV\nuQAPPPAABw4c4JOf/CQ/+MEPOH78OD/72c/45je/yTe+8Y1V67vppptW9Yvv2LFDqCq/8sorxONx\nmpub6enpIRqNEgwG6evrEzZH0uk0d9xxB2fPnmXPnj2rrmEwGDhy5EjebdFoVJjhnXttcptKV3L4\n8OFVbQs//vGPufHGG9+xhHARERERERGRa2dTf+EXv/hFfvzjH/Ptb3+bhx9+mOeee+69WNcfHZFI\nBIlEkvfD6f1Crn8WVtuac32812pFNRqNeee5Mik3Z6/duXMnZ86cIZFIrErydbvdnD59mubmZlpb\nW4Wq0dViC1YqLq2trYyPj3PhwgVkMhkKhYJUKsWtt97K/v37CQQCOBwO9u3bh0wmo6SkBKVSuapf\ndHp6mtOnTwvVwkwmI9iozWYz6XSawsJC0uk0BoMBtVrN4cOHKSgo4Pbbbxd6POvr64XgsBwulwuj\n0YhGo2H79u2Mj49jMpkYHR0VBFruOer1etLp9JqBUFKplFQ0xtif/RU8+COkCjnyC6NEXu4Wjk8k\nEkKVfC1cLhevvvoqyWQSt9stpE5LpVJ0Op1gXc89FhAEZEFBAT6fD71eTzabFRKsA4FAfm/2uQHk\nkTixvc15myvrIZFIKC8vJxqNEg6HWVxc5Ny5c/j9fqHP+nrJfSZyz6m1tZWpqakN50avx9zc3Kbj\nyACsVis33HADHR0dW06JNxqNKBQKXC7XdVWsY7EY99xzD8899xz3338/FosFk8nEkSNH6Ozs5DOf\n+QxPPPEEO3fuFDYyKioqePHFF7n77rv5/ve/z0svvST0/w4ODuY9z8XFRUHQZzIZXnvtNT70oQ8J\n9+WOe+WVVwDyetAzmQyxWIz/9t/+G//7f/9vXn75ZWpqanj88cfXfT4TExPs27cPWBG3W+2ffvDB\nB3n11Vf53Oc+J2zwNTQ0cO+993Lffffxt3/7t3R0dAgCtaCggBdeeIG/+Zu/4cEHH6Snp0d4Lq+9\n9tqa19DpdHmV+8XFRQoLC/nmN7/J8ePH+dKXvrTu+n7zm9/wi1/8guPHj+P1evnsZz+7peclIiIi\nIiIi8s6xqbqJRqP89Kc/pb29nV/+8pdiqMd18n6tBieTScLhsFD9uzroKheCdK1ceZ5UKoXf76ek\npIRsNovD4SAQCDA6Oir0uo6NjQmp0jkbo9VqzRuRk0gkhLFHbreby5cv4/F4SKVS6PV6brrpJkpK\nSjh06BDLy8vU1dVRUlIijD7av39/nrDcsWMHNptNSOmdnp5mcnKSgoICYYyN0+lkYWEBi8WCz+ej\npaUFr9dLWVkZyWQSmUxGLBajpKSEwsJCbDYb1dXVgj07V0lLJpM4HA5hnE0u6MvlcjEyMsL27duF\nx87MzGAwGCgoKEDqmCP0v14mfqafuG2KoZ4LGP1Rdv/oN8h+/TrS4x/CcvKnpEvMeP76/yWbyeDx\neGhtbSUej6+ZkBwOhxkdHaW9vZ1EIkFvb2+e1dfv97N9+3ZsNhvLy8urrOsFBQVks1khdVoulxOP\nx4U15/D/6hWychm1n/qTLVuRy8vL8Xq9xGIx3njjDcrLy+ns7HxH7KM5ezSs9OM2NTUxMDCwpXX5\nfD4h7GkjW/TVXGseQG6TRa1W5/VvbxWXy8X09DTf/e53+clPfkIoFOLw4cNMTk5isVh4+umnue++\n+5BIJOj1eh544AEhsE2r1SKVSrn11luF/t/W1lZaWlo4e/YsAG+88QadnZ3Ayrizuro64TlqtVrh\nuC984QvceOONvPDCC2QyGS5evEhTUxMqlQqNRiN8D4uLi1fZ4KVSqfCeNDQ0CHbjy5cvb/nfotOn\nT/OFL3yBn/70p0ilUg4dOkQgECAYDPLMM8/wzW9+k7m5ObZt28bDDz8sjAnUarVIJBI6OzvzeqDX\noqGhgampKUKhEMlkkp6eHnbv3s13vvMdnnrqKR577LF11/fSSy8J57darRtuBoiIiIiIiIi8O2xa\npshVMuLxOCqVKm98isjW8Xg8NDc3/76XsYqcLTpXcdVoNGSzWWKxGGq1Gr/fv264z0aYTCaGhoYE\ncWs2mykoKGBwcJDR0VGsVit1dXVkMhm0Wi2XLl3CZrNRWlpKRUUFlZWVDA8P51XQ5+fnsVqtZDIZ\nLl++TEVFBdPT0/T396PT6VAqlUQiEbxeL1NTU9x444309/eTSCTo6upaVZXLWTiHh4cpKirCbrfT\n1dWFRCKhu7sbq9XK2NgYMpkMmUxGUVERRqOR/v5+du3ahcvlQqfTMT8/j9FoJBwO4/f7aWlpYXx8\nXBgNlUqluHDhAsXFxcJtsCLEc6FbuTCuWCxGNBpFmYGaX51G8b9ew39FdpkKqAFiKjnpR79Mw/GP\nAiD7f/6M4F/8AN+zvyNcpBTCqnp6ejCbzYJYSSaT9PX10dLSQnFxMcXFxQwNDeHxeBgbG2Pbtm34\nfD727dtHT08Ply5dori4OM+6nvusZDIZhoeHqampWbNSv/RyN9K9O7DWVjM+69zSXFudTkcqlWJm\nZoabb755057aayEXmJV7DyorK3G73TgcjlX23CuZmprCbreTyWQwmUzrjj96J8i5CEwmEzMzM0KP\neSwW23RcVDabxeVy0dbWxv33349arWb//v3ceOONJBIJTp06xXPPPYdSqRTmwd9///18/etfp6Cg\nALVazSOPPLLqvA8++CAPPfQQjz76KPX19dx2220AQs/8enz84x/ntdde46Mf/ShKpZLvfve7KBQK\nvv71r/PZz34WpVJJYWGhEKKVo7q6mrGxMZ588km+9rWv8dBDD/H444+TSqX4zne+s6XXsa6ujm98\n4xsoFAq2bdvGt771LeRyOU6nk7vuuouCggK+9rWvIZPJOH78OA8//DD/+I//iFQq5eGHH97SNQoK\nCvj617/O5z73ObLZLHfdddeq74CIiIiIiIjI+xdJdq3BsVfws5/9jGAwiEKh4OWXX0aj0fDkk0++\nR8u7fnp7e9m7d+/vexnAShjV6dOnOXbs2DVbjN9tLly4QFlZWV6o06VLlygqKqKwsJBLly4JgTfX\nyhtvvEEymUSpVNLY2CiMMcoFFjmdTqFHNpc8fNNNNyGXyxkfHycej9Pe3i6c7/z581RXVxMOh/Pu\ny1mtBwYGiEQiLCwsoFKp0Ol0FBcX09HRse7rnslkeOGFF0gkEvzbf/tvBbFht9sZGBgQqrq5BOhc\n5aezs5Pe3l50Oh3RaJSGhgZBqFdXV/Pmm2/S1tZGYWEhFy5cQKVS0dramndtn89Hf38/arWa6enp\n/4+99w6P7D7vez/TBzODGUxBG/S6WNRdbMVWcilKFCmJ6rIlW05i2XK5Sew8bje24rhIcuIiOXGu\nEutGypVyJZJWIouySIqmlsslsX3RexkMMAAG03tv9w9ojnYWwO6y7NLUPZ/nwUMCO5j5zTkH85zv\n733f75fu7u7tOcrhMWR/8U3U/igbRztxHtuHWaakSWsg4/IR8niZ667l1PsfF8y1Crkcyyc+RTaR\nJPm1z3Hg8Pa1v7y8TCAQ4PDhw+TzeW7evInBYBBmbYPBIBcvXsRsNqNUKlEqlUSjUU6ePIndbsdm\ns3Hq1KmSGdArV67gcrno6OggnU7T39/Pyy+/zMmTJwXBHZlawP3wL6L+g19i5VArsViMxcVFBgcH\nhdnp3Vru/X4/P/rRj5BIJPT397/hmeDdsNlsZLPZkudMJBJcvnyZo0ePlrSxw0+EfjAYZHBwkMnJ\nSWC7ffl+bmrNzs6iVCqFeCaFQsHly5f3rEwW8Xq9LC4uMjQ09KZeP5FIvGUGTrFYjKtXr3LixIl/\nkm75P428ledP5MEinrt3NuL5e2cjnr93Lm9G8921IvypT31K+P+zZ8++7vxOkZ/E+fxTE8HZbBa/\n318iNuEnc8KpVOoNtUUX0el0TE9PI5PJaGtrY21tjSNHjnD58mXKy8vx+Xz09vYKVb+JiQmhDdfn\n85VUA9PpNKFQiPLycqanp0tu9otOuGVlZVgsFkKhEENDQxQKhTse82w2y/PPP4/X66WqqqpkTtli\nsbC1tYVUKkWlUtHd3Y1SqWR9fZ2qqirBIEqpVLK0tERbWxuxWIyDBw+STCZJp9OUl5czMTGBTCYT\nWrwLhQIej4eVlRVSqRR9fX3IZDJyuRyybJ7o7/0nzNfmSNWaqfrff8LL82MoFAo2AOrqqHnXEXoa\nG/G/+io+n08QwhKZjMrP/Qref/45FK+MwY+FcDH6rOiaXdyEKLK0tER/f78Q3fTCCy9w8OBBYDtX\nuKamBqVSSSqVEt5XIpEgHo+ztbXFmTNn8Pv9aLXaEqET/P4FAJat5TQ3NtLY2IjVaiUUClEoFASz\nprq6Ourq6tBqtQQCAcbGxjh16hRXrlzZNYLrzbBbu3FZWRmdnZ1cv34ds9mMXq9Hr9ejVquZmppC\nLpdz/Phx5HI51dXVDA8P8/73v/8NryGdTpNOp4UW3N2orKxkcXGR+vp61tbWqKqqums1GLbb+Itz\n5rD9uXNrG/LbgVarpaGhgbm5OQ4cOPC2rUNERERERERE5HbuKoQXFxf5wz/8QyKRCO9///vp6Ojg\n4YcffhBr+6khHA7v6or8oMjn87sKQo/Hg9Fo3NEybDQaWV1dJR6Pv+m4rNXVVRQKBS+++CLd3d2s\nrKyg0+nw+XyYzeaSmdKuri4uXbpEZWUlgUBAEGTwkxZuu92O1WrdsWsXDocJBAJEIhEGBweRSCR7\nCg3Y3vl76aWXmJycpKqqilgsxuXLl3nkkUeEinRvby9Xr17l2LFjgsBwu920t7djs9loaWkhlUoR\nDAax2+20t7cjlUoFg7GZmRkymYwQp7S5uYnNZkMqlQrzy8V5yFQqhe4frqK6Nof3yZN0ffG32Qr6\n8V/2YzQaUSgUWK1WQVCbTCZ8Pl/Je9K85ySRlhq0X/0u+V/9FFKNGqlUSl9fH1evXkUulzM0NCRc\nC8FgkFgsxuDgIH6/n0QiQS6XEzYEvF4vc3NzJBIJ5HI5arWadDrN2toa2WyW5uZm5HL5rvPvkecu\nkq0z0/3waWEzZf/+/bz22mtUVVXR2dlJNBplY2ODq1evCpX1/v5+LBYLVqsVh8PBsWPHXtf1dieK\nrdG3U19fL0R+FWOiIpEIjY2NdHR0CNeRWq0mGo3uqBzfC36/H4fDgdfrRaFQkMlkqKiowGg0Yjab\nSz4fTCYTyWQSo9HI2NgYKpVqx2sWr7tkMkkikSCZTOL1eoWug3Q6zdjYGFVVVTs2uh40ra2tDA8P\nv+4YNhERERERERGR+8ldhfCf/umf8sUvfpE/+IM/4KMf/Sif+cxnRCH8OgkGg3fNqr1fbG5uMjc3\nx8MPP7xDGO421wnbldxkMkksFntT7eVF51+9Xs/AwIAQj1NTU4Pdbt/hAqxUKtm/fz/Xr18Xsj5v\nXWtFRQWrq6s7YkyKLcYGgwGNRiPMb+ZyOSQSyY5NgFAoxMWLF3E6nTz88MO0tbXx2muvYbPZyOVy\nHDp0iHg8jlqtRi6XC9W7ollXMee2KHZdLhfvete7SsymMpkM8Xico0ePkslkmJqaIpVK0dXVtUMM\nSKVSzJ4I6a9/j9x7TyD55Q+TJs/ly5exWCx84hOfYHx8nCtXrlBXV4fBYMBkMrG8vEyhUCCRSCCV\nSgkGg+Q++yGkv/cV3P/lW9T89r8QzmdfXx8ajaakxXl+fp7W1lakUinV1dWsrq5SUVGB1+vF6/Uy\nOTlJf38/RqMRmUxGIZ9n7hd+lwV1hpaPPyGIZpvNRk9PD5ubm2SzWSKOTVTza5R95kMl71Uul9PZ\n2cnMzAxDQ0PodDr27dtHR0cHbrcbtVotOBnX1tYyMjIiZLW+FbFtewnh4jHS6XQlFdXb8fv9VFVV\nEQwGqaio4Nq1a8C2cK2oqBAcnzOZjCBQY7GY4Lrd0NBAd3c3CoWCVCpFIBAgGAxy8+ZNDh8+LLgx\nS6VSampqCAaDmM1mVldXhSp+MRN7aWlJcC1Xq9UYDAba29uFTa2lpSWhcyGVSpX8LT1oZDIZ+/fv\nZ2ZmhlOnTv2T64wRERERERER+f8n95Tp0dTUhEQiwWQyodVq7/eafqrI5/MlkSMPEp/Px9zcHBKJ\nhFgsVlJVyufzggvy7UgkEmQyGfl8XjBGeiMsLi4KuaGVlZWC8C1Ws26t+Baprq7eYcgWi8UIBoMU\nCgWam5tLxJzT6WR2dpaenh6mpqZKnnN8fJxgMEhDQwMNDQ3k83lGR0dxOp1IJBJqa2sZGBhAo9Hw\n7ne/m0uXLjE3N8fm5iaPPfYY58+f5/Tp0/j9fuLxOH6/H4vFwubmJiaTCbvdztTUFM3NzSUbCl6v\nl1wux5EjR/B6vczMzNDY2CiIztspZLOov/Rtsroy1p48TqNez8TEBNlslkOHDqHVajl+/DiJRIK/\n//u/5+Mf/zjl5eVIJBIikQhzc3OCuVnto6fIPnuJyH95ClWTlYoPvwuJXF5SsU0u2LH9u79GOTKL\n5R/+K7Ddjjs1NUVTUxNer5eLFy9y9uxZwU0cID1rQ/nCFU6rFWw9fBJb3sbi4iIej4dAIIBcLkcu\nlyO9PImkUKDmY4/teK/FSu/6+rpgtFQUfrdSNFibnJxkaWmJpqYmmpub7zpnOjMzg1KppK2tbcfG\nj0KhQCqVkk6nS66heyGfz7O1tUVnZycul4t4PI5UKqWtrY1AICCYthVRq9WUlZVRVlZGd3d3iUka\ngEqloqamhpqaGtRqNcvLyyXXbm1tLVNTU+zfv5/R0VEOHjxILBYTDOh2m2kuEo1G2dra4tSpU8jl\nctbW1oQW+reLovFcOBx+XZnkIiIiIiIiIiL3i7sKYYPBwFNPPUUikeAHP/jB2yLo3smEw2E0Gs2b\nEpRvhGg0yvj4OAcOHGB9fZ1AIFBy41zMgd1NEIRCIbLZLLlc7g2/vsfjYWtri97eXqqqqnC73YIQ\n3traoqqqatdjEo1GUalUQlVNpVIxPT1NVVUVPp+vRCzY7XbsdjtHjx4lHo9jMBiEylc8HicYDHL4\n8GHW19e5cOECGxsbJJNJMpkM1dXVNDU1CfOTOp2Ohx56CKVSyejoKA6HA5lMRl9fHzabDYfDQSwW\nw2Qysbi4iEajIZvNUl9fj0QiIRQKodPpiEQiRCIRqqqqWFtbIxQKMTg4eMebf9eXvoHCtsnlDxzC\nv+EgJt3efLpVwEilUs6dO8ezzz7L888/T1dXF2q1ms3NTWKxGG1tbXz/+9/fFsl//ls4fua38P/6\n5/H+0VfQ/eKHiL/rMNpoisRXniH3w8vIZFJUUgmOj/0mbee/jtJcQVVVFXq9Hrvdjkql2iHenM9d\nAECWL1D+Z9/k0qfPMnDkMA8//HCJG7Tt33+VnNmA+kDXru93//793LhxA6lUSm1t7Y7NgfX1dTKZ\nDB/+8IdZXl7G4XAQCoUYHh6mpaVlT4fn5eVlQqEQUqmUSCRCX1/fjrb/srIy4vH4PQnh4jVUbLvX\n6XQ0NTVx7do1tra2OHjwIBUVFcJmQT6fJ5fLve7qdUNDAysrK0QiEcElvaKiglwuh1wuJ5lMsry8\nTDgcpq2tjcbGxju2/RdjjZRKJY2NjVy7dk3IiH47MRqNQjVdREREREREROTt5q53Rl/4whdYX1/H\naDQyNTV1z/EVItu8HfPByWSSmzdv0tXVJbRtBoPBksfc3hZdrFxeuHCBiYkJ6uvrhRbON8Lo6ChK\npRKr1Uo6ncbv95PP51lbW+Pq1at7HpOFhQU6OztpampiaWkJh8NBPp8nHo/T3t4uiOdiVfHYsWPo\ndDqCwWBJpM3a2hr19fXo9Xra29spKytDo9EQCoV45JFHkMlkgjlT8T0qlUrOnDlDVVUVL730EkND\nQ8jlcurq6lhfX8fr9eL3+1Gr1ahUKsEYq7a2llAoJBzHRCIhPOfQ0NAdb/xTS2tEv/xNPD2NbO6z\nCqZqbrcbq9VaYnQkkUh4+OGHUalUrK+v43K5mJubo66uDo1GQ2tr63YLdrWR9hvPYP7aH5OtNBD/\n4n8n9/i/IvrB3yD78nWiHzzNi7/6bgKf+2dI3AHsH/9N8skU+/btY2VlhUOHDmEymXC73cJr53I5\nXD98lXi5GvevfhCjM0DXP44Ls7RFklOL5C9PIHvo8J5iTa/X09/fj9Pp5MKFCywsLAj5vsVM6b6+\nPhQKBV1dXRw8eJBEIoHZbGZ9fZ35+fkdz+l0OllfX2dwcJAjR46gUCi4evXqjlboO7VH38rIyAjX\nrl3D5XKhVCrZt28fhw4dQqfTCdnJt59XqVT6hlq4ZTIZTU1NQnZ1kdraWlZXV1GpVMzPzzM0NCR0\n5+yF3+8nGo0KpoY6nQ69Xr9rnvSDZrfPIRERERERERGRt4u7VoT/8A//kL/8y798EGv5qSQUCj3Q\nCkgxs7ahoUEQoUtLSyWVsXw+j8fjEaqNCwsLuFwu6uvrOXLkiND+ns1m2draEm6q9zLdup1wOMzi\n4iJ1dXU0NjYKkUnDw8Nks1ny+TyLi4tEIhHa2toE4yu/308kEuHAgQNEo1EuX77M2toavb29rK2t\nlcxvulwuOjs7S363GIuTzWbZ3NxkaGiIbDbLjRs3UCgURCIRTp06xczMDAcOHKCtrY25uTnm5+cF\nQyGpVIperycejwuVPq1WSy6XI5FIEA6H0TsDlE/ZibS2otPpMJlMzM3NAdtVyXQ6jUajobe3947H\nq1AosPZrf0xOAq6ffzeHmusF06P6+vqStuQier2e6upqKisr2dzcZGRkhK6uLlwuF/v27UOn03Hz\n5s3teCqzCumf/RptaSmx//kPFEwGRjrMZLRqjNksHe9+N/ZAFPNfPcXqZz7H+i89QWtrK1arFZlM\nhs1mEzZL5ufm0C2uE97fyPHf+3W2whnavv49bK+NI33f+8gnU2x94W+J/+13KOjKMP7iR+54jVgs\nFiwWC7FYDIfDweXLl+no6MDpdNLc3FySH22xWDh58iQTExOYTCYCgQDT09N0d3cjkUgIBoPMzs5y\n5MgRoSOgt7cXu93O1atX6enpEVqqC4UCXq+X2traPQVlcX734Ycf3nH+stksyWSyZH1vBY2NjVy8\neJFYLCb8/dXW1vLDH/6QXC6HwWC4q8guFArMzc3R2dlZsu7m5mYWFhZ2zOTvRjKZxOVy3TXv+Y1Q\nUVGx6yaGiIiIiIiIiMjbwV1VTTqdZm5ujlQqJUR/iNw7oVDogVaEFxcXKS8vF9pHg8Eg6XRa+C9A\nIBAQTHZWV1dxuVwcO3aMlpaWkhlwq9WK0+kEtoXnhQsX8Hg8d13D8vIyqVRKaLUtLy9nampKcFE+\nevQoZ8+eRalUcvnyZebm5sjlciU38QqFgnw+T6FQYGtri9bWVkG4FHODixsMuVyOSCQitO0XZ3iV\nSiU3btwgHA4Tj8epr6/n4MGDxONxCoUCcrmcrq4uvF4v0WgU2BYCm5ubdHR0MDIyQjabxePxEIvF\nsNvtdHR0kPvGPyD92/+N55vPUlFRgV6vJxqNks1mmZ6eRqfT7ZpdnFlzEnv5Gv5v/QPOv/gaK7/w\nfyIdncf50bM8/ulPCq7NRdfsvTZQrFYrHo8HjUZDbW0tHo+H0dFRqqurBZfgzc1NWlpaOH78OJVn\njtL8t3+M+l9/El19rbBWvV5P+2d/Fu8nzpH/4WUMT/1IqO5WVVWRy+Xwer2Ew2Fmfvgy6nga7cmD\n2w7S/+bnCTVW0vDNl3B+7X+xfOJTJL7yDIrHT9F69SnUve27rv12tFotXV1ddHV1MTs7Sz6f39Wp\nXKFQsG/fPjweD4cOHSIWizExMUEsFmN0dFTIbL6V5uZm+vr6WF5eZnJyksnJSRwOB+Pj4ywvL++5\npmIe9G6bGHa7nebmZsLh8D29v3tFLpfvqAprtVrW19epr6+nqqrqrnFSm5ubu85bm81mcrkcfr//\nruuYnZ1lZWXljb2Ju1DsbriXiryIiIiIiIiIyP3mrhVhu93Or/3arwnfSyQSfvSjH93XRf20kM1m\nSSQSbyhu5Y2Qz+dxOp0cP35c+Fk4HN52/C0UCIVCVFZWCm3RTqeTlZUVjh07tuvMpMlkEpxvl5eX\naWhoYHp6GqvVKkQF3U48Hmd5eRmdTkcmk2Fubo6xsTFgO6amOIcL0NnZSXNzMyMjI0xMTAgzo7A9\nR6zVaolEIvh8Pg4fPiy8RjQaRa1WC89TzBeWy+XbVda1Nbq7u5mYmGB9fZ2mpiYqKipIpVIsLS1x\n4sQJNjY2sFqt6PV6WltbWVhYYHBwkMnJSQwGA21tbSQSCQTmirEAACAASURBVJ5//nn0ej1ra2v4\n/X6uXL7Mvrk1AApf/n+peOwkMpkMrVbL9evXCYVCfPrTny5x6S3k8zg//99I/KdvlRyrnEKG/1A7\nZ//q3+FyubBYLKTTafr7+/nOd76zZzW5urqa2dlZgsEgTU1NVFZWMj8/TygUQqvVlsysFtub0+m0\n8B7T6TSrq6u43W4aGxtJfOQhnPYNar/zMv6HnsP0iceRSCS0trYKz2u0bz9PzXsfAmDJvoL5r3+X\n7Cf/LfHf/TJUm6j81n9A/+iJ7UX+uNX5XikUCqyurvLJT35yz0qtTqdDrVYTCoU4dOgQ4+PjDA8P\n09nZSWVl5a6/U6w8F/H7/UxOTrK2tkZDQ8Oubsq3dkHcSjE6amhoiGvXrr3hKKW9aGxs5NVXXyUe\nj6PRaFheXkar1aLRaLBYLPh8vj3fZzabZXFxcdesXolEQlNTE6urqzvmvm/F6/USDAbf8DjEvVCc\nE347s41FREREREREROAeKsKf//znOX/+vPD1hS984UGs66eCcDhMeXn5AzOp8fv9wixskVAoREND\nA9lslmAwKLjfKpVKZmdnOXTo0I5M3iJFYTo9PS1kq/b29hIOh7l+/TrJZHLH7ywvLwvzwKurq3g8\nHj760Y8yMDBAeXn5jptspVJJa2sr169fZ9++fcBPRFt/f79QGb71GN5uuHPr9z6fD4lEglqtZmJi\ngvb2dg4dOoTf70er1RIKhejo6KCrq4uJiQny+TwNDQ2Ew2Hcbjfz8/MMDAxgMplwOp0Eg0G0Wi1l\nZWU88cQT1GQllEWTZN5/GlksxdYf/GdBiL/88sscOHCgZFY5F45i/9hvkvhP30L+gbPUPvufabjy\nLRI/+BLX//yXaPvmf0QqlbKyskJraytnzpwR5jpvndG9FZlMhsFgIBqNUltby/r6OocOHWJubo5o\nNMrk5CRzc3Osr68LX263m4GBAcLhMBaLhf7+fux2O/Pz86TSaQKfeT+55lr8/9dTwuvU1taSTCYZ\nHR3F4vCRLi/DMtiL2+0ml8vRduIIrt/9JLFfeBzPX/8G6rOHd13vncjlciwtLTE9PX1PrvS1tbU4\nnU5kMhkHDhxgcHDwdbXxFtvcrVbrrlXhdDotHKPbsdls1NbWUlZWRnV1NVtbW/f8uveCQqGgvr6e\nlZUVAoGAsIkTjUaFWKvdKBQKjI2NoVQq79hFEAgE9qzG5vN5wX09l8u9KaO8OyHOCYuIiIiIiIj8\nU2FPhXbjxg2eeuopfud3foenn36ap59+mm9/+9v8yZ/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3OLe2Jd/LY7VareDMPDY2tmO2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m7S8PCwkE6fCTqdDpvNNuGzB+MznElJSeJ8ZTIZWVlZzJo1i7q6OkJCQujr6/N7zJfpCE8V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\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h5CScvW/05FzRaDQIh8N1OXcqlUI4HOaCLovFsmt5tE6nq/k6YrEYtyeYYRhIpVLEYrGa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\nxcnJiby8PCZNmkRKSgoBAQH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "curr_instance = instances.iloc[:, -4].dropna()\n", "latest_instance_range = instances.columns[-4]\n", "\n", "for col, vals in instances.iteritems():\n", " rets = vals.dropna()\n", " if len(rets) > 42:\n", " plt.plot(rets.cumsum(), color=\"#555555\", alpha=0.42, linewidth=1, label=\"_nolegend_\")\n", " \n", " if len(rets) > 69:\n", " plt.text(rets.index[-1]+1, rets.cumsum().iloc[-1], col)\n", " \n", "plt.plot(curr_instance.cumsum(), color=\"crimson\", label=\"_nolegend_\")\n", "plt.text(curr_instance.index[-1]+1, curr_instance.cumsum().iloc[-1], latest_instance_range)\n", "plt.title(\"Spx low volatility streaks (daily close to close change below +/- {}%) of longer than 42 days, since 1950\".format(vol_threshold*100), fontsize=10)\n", "plt.xlabel(\"# Of trading days in low vol streak\")\n", "plt.ylabel(\"Streak return\")\n", "plt.legend(loc=\"center right\")\n", "plt.xlim(0, 200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks your time" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.5.4" } }, "nbformat": 4, "nbformat_minor": 2 }