{ "cell_id" : 8855944566024926689, "cells" : [ { "cell_id" : 2976888846447930228, "cell_origin" : "client", "cell_type" : "latex", "cells" : [ { "cell_id" : 11861417834005874398, "cell_origin" : "client", "cell_type" : "latex_view", "source" : "\\section*{Plotting data and functions}\n\nThis notebook shows how to make plots of data and functions. Cadabra notebooks can display \nplots which are generated by matplotlib, so you have the full machinery of that library\nat your disposal to visualise your maths.\n\n\\subsection*{Basic plotting with matplotlib}\n\nThe first example that we will show is a basic matplotlib plot of a number of data points.\nYou can find examples of this on any matplotlib tutorial. The only difference is how you make\nthe plot appear in your Cadabra notebook.\n\nWe start by generating the plot and storing it in a variable $p$." } ], "hidden" : true, "source" : "\\section*{Plotting data and functions}\n\nThis notebook shows how to make plots of data and functions. Cadabra notebooks can display \nplots which are generated by matplotlib, so you have the full machinery of that library\nat your disposal to visualise your maths.\n\n\\subsection*{Basic plotting with matplotlib}\n\nThe first example that we will show is a basic matplotlib plot of a number of data points.\nYou can find examples of this on any matplotlib tutorial. The only difference is how you make\nthe plot appear in your Cadabra notebook.\n\nWe start by generating the plot and storing it in a variable $p$." }, { "cell_id" : 3524910430355576331, "cell_origin" : "client", "cell_type" : "input", "source" : "import matplotlib.pyplot as plt\nimport numpy as np\np=plt.plot([1,2,3,4,5],[1,2,5,3,2],'-o')" }, { "cell_id" : 4051443736501369881, "cell_origin" : "client", "cell_type" : "latex", "cells" : [ { "cell_id" : 12066997917657158100, "cell_origin" : "client", "cell_type" : "latex_view", "source" : "We then make it appear in the notebook using the \\verb|display| command. This command figures\nout the type of the object which you hand it, and sends the appropriate data to the notebook\ninterface." } ], "hidden" : true, "source" : "We then make it appear in the notebook using the \\verb|display| command. This command figures\nout the type of the object which you hand it, and sends the appropriate data to the notebook\ninterface." }, { "cell_id" : 2311842112467759032, "cell_origin" : "client", "cell_type" : "input", "cells" : [ { "cell_id" : 9223372036854775810, "cell_origin" : "server", "cell_type" : "image_png", "source" : 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" } ], "source" : "display(p[0])" }, { "cell_id" : 83377570136931709, "cell_origin" : "client", "cell_type" : "latex", "cells" : [ { "cell_id" : 5599987191402776889, "cell_origin" : "client", "cell_type" : "latex_view", "source" : "\\subsection*{3D plotting with matplotlib}" } ], "hidden" : true, "source" : "\\subsection*{3D plotting with matplotlib}" }, { "cell_id" : 16771518769536471597, "cell_origin" : "client", "cell_type" : "input", "source" : "from mpl_toolkits.mplot3d import axes3d\nimport matplotlib.pyplot as plt\nfig=plt.figure()\nax=fig.add_subplot(111,projection='3d')\nX,Y,Z = axes3d.get_test_data(0.05)\ncset = ax.contour(X,Y,Z)\nax.clabel(cset,fontsize=9,inline=1)" }, { "cell_id" : 3589770310753153079, "cell_origin" : "client", "cell_type" : "input", "cells" : [ { "cell_id" : 9223372036854775813, "cell_origin" : "server", "cell_type" : "image_png", "source" : 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joCiKfnHWNA2xWEwXEszORFEUOJ1OXRCKokgCMIPdfD8yR95tbm7i2rVruO222/RIod/vRyQSSTuWRmFYTWuaQinpzBSyMYJJXchEPUACkCB2kMzOXqB4axSjAEylUpicnMT8/Dy6u7tx7tw52O32ktdTrRpARVEwNTWFqakpNDc34/Tp03C73QCwreuY4zi4XC64XC497cjGpDFRGAgEEAqFoKoqLl68mHVMWj2y2+lWI5qm6V3F7Fiz7cZjGQwGMT8/n3XkHasrNOM1GX9klEKuaGGhFLIoimnpY0ohE7UOCUCC2CEqmdkL3BBrsixjcnIS09PTaG5uLssWJnOfZkYAWTRvc3MTTqcTJ06cSEsbFotxTBqzM4nFYnjhhRcwMjKij0lbWlrK6nHn8XhMExK1Tq28xlw2MNmOJfD2yDtj5DcajWYdeedwOEoWc2Y2pRSTQk4kEvrfKIVM3AyQACSIKpOvs7dYWDpqbGysImGViZkp4M3NTYyNjSESiaCpqQmnTp0y9WLHLsItLS1pr93ocRcOh7G2trZNSLCbw+HYUxfgWkqJlxqNzDXyLhqN6inkhYUFRCIRAMhaV5hv5J2xBrAalJpCVhQFm5ub6O7uTms6oRQysVuQACSIKmHs7DVOSSh1Zu/6+jp8Ph/i8Ti6urpw5MgR0y4WZqSAY7EYfD6fXofY1NSUVwyYPQkkl8edURTOzc0hEomA5/ltorBc4+NaoVaEgxnp6FzWNLFYTBeFq6urmJqagiRJWesKWTlAtQVgLnJFC+PxOMbHx7eNXaQUMrFbkAAkCJPJ1tlbzi/8UCgEr9eLUCiEAwcOIBAIwOPxmB5VKzcCKEkSpqamMDs7i66uLr0O0efzmT5dBHhb6BQjNHLNzjVGl0rtQK5Fai0CWA3BZawRNT5XKpXSBX4oFMLi4qJeDuB2u5FKpWCz2RCPx00deVfua2DvD2vSKjWFXO4ISILIBQlAgjAJJvz8fj9EUURjY2NZJ2wWKfD7/RgYGMDx48dhsVgQDAZN79gtJwKoqirm5+cxMTEBj8eDu+++Oy1iU6uj4Hie1wUeI1t0KVsHMoswldJhvRPUUhOIWaPgioHjON2aprW1Vd8uy3Ja+jiZTOKFF17Qj70xUuhyuXY0QqgoStqPilJSyMb7GgUhpZCJSqitsxlB3IRkdvYuLS3B5XLlnL6RC2NErbOzE+fOnYPD4dD/bnbDBlBaBFDTNKytrcHr9QIAjh49ira2tm0XnkLrLPdCVUoEsJR9ZosuZXYgz87O6tMw2H0DgQAaGhp2vQO5Vi78tSBGRVHUywFCoRBcLhf6+/uzRn5VVdUjv0ZhWC2Rr6pqUVHlQl3ILLpuLCuhFDJRDiQACaJMjLYQbA4pS9uUItRUVcXc3BwmJyfR0NCwLaLGqIYALDYCGAqFMDY2hnA4jIMHD6Kvry9n9KTaM3urnfbM17XKbExYXeZudyDXguhi7PQouEIwwZUr8huPx3OK/MwuZKvVWvH7XK4tDVC4C5mVnDCY+DOKQkohE5mQACSIMshn6VKsANQ0DX6/Hz6fD4Ig4NixY2htbc15gq6WAMy3z0QigfHxcSwvL2NgYAAnTpwoaN5bjAAsR8Tt9oXLarWipaUFHo8Hs7OzuPvuu7c1mxg7kDNFYTU6kGutBnC3j5GRfClp48i79vZ2fTsT+eyY+v1+xGKxbcfT7XbD6XSW9HqLjQAWS6YPIcMYLUylUmnHJd/Iu1o6dsTOQAKQIEqARfzYr+1sDR7Mry8fGxsb8Hq9SCaTGB4eRk9PT8ETcLVSwNlEhCzLmJmZwfT0NNra2nD27Fk4nc6K9smoVLTUkuiphQ7kWrlw72QNYDGU0wXMRL7RZsh4PCORCObm5hCNRvXyAaMwzNc8lFkDWC2KSSGzCUShUAiKoqCtrY1SyHUICUCCKIJSOnsFQdC9vzIxzsQdGhrC4OBg0ReFYoRlqWSKSk3TsLi4iPHxcdjtdpw6darkWsZabQLZKXayA7mWom61tBbAPBuYXMcz3/jCzBSyxWLZNVsaILco3NzchCRJ2LdvH6WQ6xASgASRh2zCr5iZvawmkJFIJDAxMYGlpSX09fXh6NGjJTcPVLsJZGNjA2NjY5AkCYcPH0ZnZ2dZJ/tqC8BaigAWSyUdyIWaE2rlglyLNYDVWg+L5rrdbnR2dgK48fqTyaR+PIPBIBYWFvQ6USag1tbW4Ha7a8KaRlVVWCyWtM9WMSnk1dVVvPrqq3jggQdq5vNHlA4JQILIQraZvcX++jUKNVmWMT09jZmZGbS1teHMmTNpHaelUM0mkEuXLmFzcxP79+/HwMBARamqaqzTyM0oALNRTgdypiispajbXkgBVwLHcbDb7bDb7WnNQ2xSzfT0NJLJJKamphCLxfS5ycZI4U6bksuynOY0wF5HoRTyK6+8gocffhi//du/vWNrJcyHBCBBGMgm/EotkBYEAbIsY25uDhMTE3C5XLjjjjvQ1NRU0drMFlapVArj4+MAALvdjnvvvdcUS5N6TwFXQq4O5GQyqYtCo+mxIAiwWq1p9YW7NQO5lsQosHuTQDJhdaJra2toaGjAwYMH9ZF37JhmlgQYa0VdLlfVrGmKrUvMPAdGIpGKZpATtQEJQIJ4i3ydvcWiaZpuFZJMJjE6Oor29nZTLoxmCUBVVTE7O4vJyUm9runw4cOmFagXEoCVvhd7JQJYCsz0OHMG8rVr1/R6tNXV1bQOZGNkaSdmINdTCrgcFEXRhVyukXfxeFxPIa+vr2N6elofeWechcysaSpFluWyvvfhcBhut7vi5yd2FxKARN2TTfiVc+EIBoPwer0Ih8OwWq04c+aMqRegSgWg0XZGFEWcOHECDQ0N+OUvf2mqRQVFAHcGi8UCq9UKm82G/fv3A8jfgZwpCs1ON1IEMD+Fom1Ga5qOjg59u7GuMBwOY3l5GfF4HFardZs1TalC3yhKSyEcDmf1KiVuLkgAEnWL0cS52AaPbESjUfh8Pqyvr2NwcBD9/f2YnJw0/eJTiQAMBoMYGxtDPB5Ps51hzSpmCjZqAtk5MkVXsR3I4XAYALZFlSqZgWy2z12l1GJEspz3J9fIO6M1zczMDKLRaFopgNGaJtf7UK41DQnAvQEJQKLuYJ29i4uLenqsHOGXSqUwMTGBhYUFdHd349y5c7Db7djY2KhKE0Q5AjAWi8Hn82FtbQ2Dg4MYGhpK+8XPXrOZ661mCrjaU0ZuRorxjyylAzmzBq3Y8WgUAcxPJZNAMhFFEU1NTWl1xUzoG02sJyYmth1TJvotFktFApBqAG9+SAASdQNr8GAmqBMTExgeHi65K1dRFMzMzGBqagr79u3D6dOn0+phstnAmEEpAtA4V7irq0sXp5nshgCMxWIIhUJlz9ElAfg25b4X+TqQmSg0diAbve2YiMg8drUUcWPf9VpZD1D9CKlR6Hd1dQHIfkzn5uaQTCZht9uRTCaxuroKRVHgdruLbiAKh8Po6+ur2mshdgYSgMSeJ1dnb6kzezNNkk+ePIl9+/Ztu1+1bFCK2a+qqlhYWMD4+Dg8Hk/OucIMlvbeiRSwJEmYnJzE3NwcLBYLkskkbDYbGhoa4Ha70dDQULC4vZYiTLWAmVE3YweycTxarg5kNgOZ3SRJyvojYzdgn79aEoA7NQnESK5jmkqlEIlE8Nprr+kepWzkXTZrmszPGEUA9wYkAIk9TaGZvcVE6jRNw/r6OrxeLxRFKWiSXKqwLJZ8AlDTNKytrcHr9ULTNBw9ehRtbW1FiQOjGXQ11qlpmi5K3W437rzzTtjtdiiKojcrsJRVPB7fJiyYtYlxf8TbVFsU5+pANjabrKysIBaLIRAIYGtrKy1SuBMdyJkYvTtrBTNTwJVitVr19PHhw4dhs9n0BiJ2XBcWFhCJRAC8XSt65coVtLe3IxqNmloDKMsyHn74YfzgBz+A3+9HV1cXfv/3fx9/+Zd/qb9nmqbhy1/+Mh5//HFsbm7irrvuwje/+U2Mjo6ato56gwQgsScpprO3GAG4tbUFn8+HUCiEAwcOoL+/v+BJnKWAza6JyiUAQ6EQvF4vQqEQDh48iL6+vpIuNNWMALLpIrIs65Y4bMKAxWLBvn370qKosiyniUImLFjHo6ZpCAQCEARh1/zuaondEsPZZiBfuXIFdrsdTqcT4XA4rTGh2h3ImdSiAKy1Jhl27jNa02RrIDJa0/z0pz/F888/j3A4jGvXruHChQs4ceIEjh8/jjvuuCPtsaXwyCOP4Dvf+Q6eeOIJjI6O4pVXXsHHP/5xNDY24tOf/jQA4Bvf+AYeffRRfO9738PIyAi++tWv4j3veQ+8Xi9FI8uEBCCxpyilszdfpC4ej2N8fBx+vx8DAwM4fvw4LBZLUWtgJ/lqC8BEIoHx8XEsLy+jv7+/pDUaMTsCyLqLX331Vayvr+PAgQMYHBxM+yWfC1EUtwkLY8djIBDQo4lGvzt22+3xWrtBLb1ep9OJ3t5e/f+NHcjhcBiLi4tpUaXMblWzBJKx1KNWqKUIIAB99m++NfE8n1Yr+pOf/ASqquL06dP4rd/6LdhsNly8eBHf+ta38JWvfAW/93u/V9ZaLl68iN/8zd/E+9//fgDA4OAgfvSjH+GVV14BcOOc8dhjj+FLX/oSHnjgAQDAE088gY6ODvzwhz/EJz/5ybKet94hAUjsCcqZ2ZstAmisU+vs7MS5c+e2jUoqBDuhmn3CZwJQlmXMzMxgenoabW1tOHv2LJxOZ0X7NSuSxCagsAjfvffem5a+LQdjx+P09DSOHDkCp9OZVpe2sbGBaDQKURR1QcFqCveyKKylzttso+AKdSCHw2FTOpCzraWczv5qUosRQEEQSn6POI5DKBTCfffdh3e+85369krOIWfPnsV3vvMd+Hw+jIyM4PXXX8dzzz2Hxx57DAAwPT0Nv9+P9773vfpjbDYb3vGOd+DChQskAMuEBCBxU5PZ2QsUP7PXKADZdIypqSk0NDQUbJ4otF+2TzNhkbpnn30Wdrsdp06dSouUVbrfSjDW+dntdoiiiCNHjlS8tkyM9ZuZ6So2XisUCqWlIAVB2BYp3I26tGpQS/WQxYpRYwdyZ2en/ljWrZo5AzmzA9nj8RSMdNdaBzA7T9WiACyHbE0glXyfvvCFL2Bra0ufSKQoCr72ta/hd3/3dwEAfr8fANIMstn/z87Olv289Q4JQOKmxMyZvUtLSxgfH4coirjtttvSDFfLga3BTCuYjY0NXL9+HQAwMjKC7u5u0wRMpRFAY53frbfeCofDoaduqkGutWYbr6WqasHJGOyWrdvxZqBW1lyJDUy+DmR27PJ1ILPucaOtUa28L8Db54JaEqWyLJcVXdU0DZFIxNQmkJ/85Cf4/ve/jx/+8IcYHR3Fa6+9hoceegjd3d342Mc+pt8v85jWUgT8ZoQEIHFToWlaWp1fuTN7gRsXl7W1NaytrWF4eNg0UVWOxUwuIpEIfD4fNjY2MDg4iEgkgo6ODlNPeuVGAGOxGLxer17nNzAwAEEQEA6HqxaZKvV18zyfVRQa69JYtyPHcdsiTdVuVqiUWooAVkN0ZZuCIUlS2mg01ihkrAll54RaEQjs+7UXIoCxWAyKopTd8JGNP/uzP8Of//mf40Mf+hAA4OjRo5idncXXv/51fOxjH9MjxaxDmLG6urotKkgUDwlA4qbBrJm94XBYF1VOpxP33HOP6SfmSs2gjVNGenp6cO+990IQBExOTpqeWi41AijLMiYnJzE7O4vu7u5tdX7VnNZhxr6z1aWpqppWl5Y5Lo3dv6GhoayoSbWoFYED7NxacnWPG0V9MBhEKpXCs88+m9XXbqdFvaIoJWcoqk0lU0AAmBoBjMViWV0a2LluaGgInZ2d+PnPf44TJ04AuHGOfPrpp/HII4+Yto56o3bOZASRAxbxY11r7ERa6smUGZ4uLS2hr68PTU1NCAaDVflVXq4ZNKtFnJycRHNzc9qUEba/atUWFsJY5+dyuXLWSVbLCNu4DrNhM1TdbnfaFAU2tSQcDmN5eRnj4+P6a/P5fHqjSb55q9WmVkTFbk4CEUUxrSZ0fX0dExMTGB0dLaoD2e12V3XtrCGsVo4VUH4KOBwN9Ln7AAAgAElEQVQOw263lzXFJxf3338/vva1r6G/vx+jo6N49dVX8eijj+ITn/gEgBuf8Yceegjnz5/H8PAwhoeHcf78eTidTnz4wx82bR31BglAomZhwk+SJADlCz9ZljE9PY2ZmZm0rtmFhYWqjGwDSjeD1jQNKysr8Hq9EAQBx48f31aLWI2xbUBxEcBAIIDr16/rdX750tC1HgEs5blYs4JRFG5tbeHy5cvgeR5+v18XhZnpYzNtTXJRSyngWopGsoaLQh3IKysrpncg51tPLVFuBDAUCsHj8Zh6rP/2b/8Wf/VXf4UHH3wQq6ur6O7uxic/+Un89V//tX6fz3/+84jH43jwwQd1I+innnqKPAArgAQgUXMYLV3GxsagaRpuueWWkk84bCzaxMQEXC4X7rjjjrTh6cVOAimHUlLAwWAQY2NjiMfjGB4eRk9PT9bXyqxtqiEAc+0zV51fPtjaqyEIdltgcBynW+4cPHhQF8/MLDebrYlRFLrdblOFQK2JrlpaS7aI3k50IGej1jwAgfIFYCQSSZt9bgYejwePPfaYbvuSDY7j8PDDD+Phhx829bnrGRKARM2QrbNXFEUkEomSLiyapmF1dRVerxccx+HIkSNZx6JVa2RbsfuOxWLw+XxYW1vD4OAghoaGCkYcqiEAs6WAjXV+XV1dOHfuXNFzXqspANl+awkmCp1Op16Qnikq1tfXMT09DVmW4XQ602oKKxWFtSK6ak2MFiu4zO5AzrWeWowAlpsCNjsCSOwOJACJXYd19kqStM3SRRTFkqJ0m5ub8Hq9iMViOHjwIHp7e3NeCHYrAihJEqampjA7O6ubTRcrrqoVAWSiStM0LC4uwufzweVy4a677iq5288oAM3mZrnoZBMVmqaliYpAIICZmRlIkqSnH1lNYbHpx90Qw7xyHYLy7+DVdQBxAEkAHI70J+AR+2FJdULj2qBx7VD5LmhcF8AV9/k2CzN8AMvtQM42laYSz71qIctyySb3wI0UsJkNIMTuQQKQ2FWydfYaL/LMq68Q0WgUPp8P6+vrGBoawuDgYMELaLUFYKZQM6ak3W53WeKqmhHAQCCAsbExSJJUsM6v0BqB6gnAWosAFgvHcbDb7bDb7WhrawMAfS4yazTJTD9miopsn+mdFMWi9I+wpf6/rH/ragaAy4C0/W8q1wGNG4DK74fKj0DlD0HlDwBc6enUYqhWQ0oxHchGA3KWPmbnt1oyqK6kC5jq7vYGJACJXYFF/JgAy9XgUSgCmEwmMTk5qdullBJNq6YANO5b0zSsr6/r9Yyjo6Nob28vW1yZLQBVVcXi4iImJiawf/9+DA4OmpKSrFZ6/WYVgNngOA42mw1tbW26KATS04/BYBDz8/NIJpNwOBxpgnCn6+54dUH/b0l8P1T+NgA2ACqmJl9DX68HNksYnLYOXl0Bpy2DQxS8tgJoKxDUl/THa7C8JQRvgyLcDkW4HeDMiSztZM1dZgcysN1rMhAIIJFI4JlnntnWaFLtDuRcVCIAKQK4NyABSOwo2Wb25uvszSXSFEXBzMwMpqam0NLSkmaXUiw7EQEMh8MYGxtDKBTCgQMH0N/fX9HJ3kwBKMsypqamsL6+DrfbXZJ4zgelgCsnW/oxlUplrUkbGxuD3+/fVpNWDWTxtyHK/wYOUYjyv0ER4pDF/wxFuAvTK41o6TsFzuZ6+wGaBiAIXp0Hr86AVyfAq17wqhccwhDUqxDUq7DIP4AGHip/CxThLBThHFT+MFDm8d5NSxpgu9fk3NwcgsEgDhw4oB9Dv9+PSCSS1ixktKWptt9kJTYwFAHcG5AAJHaEbMKvGF8sURTTUsCsRo3NnD158mRaOqYUWO1btdIyfr8fExMT6O/vx/Hjx8vqHszEDAGYWefX1tam1yyZQTECsBIht5cigKVgtVrR0tKClpYWfduLL76oR5MjkQiWlpa2NSqwukIzRKEqHELc8T9gTf0XiMovICq/gqj8CirXglt6b4UFDkA7CXBvRZY4DkAzVKEZqnDs7R1pGjhtAbz6BgTlNQjKJfDaDAT1TQjqm4D036ByXZDF+yCL74fGD5e2zhpKtQJvN1yU2oFsFIXldiDnW1O5EUAzp4AQuwcJQKKqZOvsLcUQlUXpWBrV6/VCURQcPnwYnZ2dFQkJdvIzM12kKAqmp6exsrICh8Ohew6aRaUCkNX5pVIpvc7v+vXrpqZrixGA7G+lHr96iQCWgsfjydqoYIw0xePxrN2rxgkuxaLx7UjaH0FKnYBF+hlE+Unw2gaGOp8F8Cy0WAMU4c63brdD4wa3R/I4DhrXB4XvgyL+pxub1BUIygsQlGchKBfBa8uwSv8Eq/RPkIUzkCwPQhUOF7XGWhOAubqAS+1Attvt20RhoQ7kXFQiAPv6+kp+HFF7kAAkqkI24VeOibMgCJAkCS+//DLC4bApaVTjvoEbJ8JKf1lrmoalpSX4fD7Y7XZ0dHTAZrOZKv6A8gWg0XIms86v3FnA+ahWs8bN3ARSDbJZr+RqVDCKQta9arVas4rCYr6nGn8QKdufIWV9CLx8ARtL/4ju1nHwCL0VHfzFjfuhCYpwFCp/K1T+Fqj8IWhc2zZRqPEdkPnfhGz5TUCLQ1AuQpSfhKA8DVF5HoJyAZLlQUjWTxRcm6qqNTWyr9QfmaV0IFut1m1ehcYO5HxrKuc9ikQilALeI9TON4TYMxTq7C2WWCymT1lobGzEiRMnTE2BsHVVKn42Njbg9XqRSqVw6NAhdHV1YXx8HKlUyqSVvk2pApDV+c3MzOT086t0bnE2Cgm1SnzRSACmU8x3SxRFNDc3o7m5Wd8my7IuJsLhMNbW1hCNRgtammxfgAWycA6vTipwdd4Nu+iDoLwEQXkFvHoVHIIQlWcB5Vn9IRoaoPJDUPkBaFwfVL4bGtcJjWsG4ILGOaEI90IR3gVevQpb8kvgtUVYpG9DFt8Djc8fgarFCGClKfhcwj4SiejHMVsHMrs5nc60YyjLctmTQKgJZG9AApAwjWzCr5yTcCqVwtTUFObm5vS0yMGDB6vio1VJI0g0GoXX68XGxsa2KRnVMpkuVgAaayUdDkdey5mdjADG43F4vV74/f6shsiFIhIUAUynkvdCFEU0NTWlTcdRFCVNFDJBIYqiLijYsXI4HNs6vjneAlU4DlU4Dgn/N6BJbzV9XIGgXAevXgenzYFDCIL6OgT19RJXzQEobAtVS1NJgOp1JWc7hqqqponChYWFbTOQXS5X2cbd1AW8dyABSFQMm9mrKEpJDR6ZKIqCubk5TE1NoaGhAXfffTfcbjf8fn/Zv1YLUY4ATKVSmJycxPz8PHp6enDvvfduq6WqRlSN7bfQRX9zcxPXr19HKpUqqlaymH1Wuk5j13Z7eztOnTqFZDKJSCSCYDCIubk5vfCdNS2wW60Z6NYSZk/fEARhm6WJoiiIRqO6V6ExysSOUU5DYc4CVTgCVTgCmQXvtSR4dRacNgNenQGnLYJXl8BpK+C0IIAYOKR/HlWuHRo3hJT1/4HGDxV8HbU2eWMnjaB5nkdDQ0OaSFNVNW1c4crKCgDghRdeKGlcoaZpiEajlALeI5AAJMqGdfYuLi7C7XbD6XSWJfw0TcPy8jJ8Ph8sFgtuu+02vfaFXeB2wq+vEKqqYnZ2FpOTk2hqasI999yT80RYDb++QvvNV+eXj2pFAFVV1cfyjY2NwWKx4NSpU2hqakIymYTH48nqfRcKhbZNyWAXJ0VRqvZZuFmpdqRLEISsgsIYKVxcXAQAXLhwYVv6ODP1CM4GVRgBMIKsR1LTACRww1FaBuAAuNImVtRaBHC3BSnP82kdyPF4HBcvXsRdd92lH0c2rlCSpLToPIsasvIb6gLeO5AAJEqGNXhIkgRN0zA9PY3BwcGyBoQb6+eGh4fR3d2dduLmOG7HDJtzoWkaVlZW4PV6IQgCjh8/nlacnWu/OyUAjXV+pY6WY/s0OwLIcZw+nSUcDmNkZAQ9PT16CjfbxTmz8D1zdNrGxoaedl9YWEiLFFY6T/dmZbfS4ZlRpmQyieeffx4nTpzYlnrkOC5rPVrOlCjHAXC8dSuPWqsB3Elj6mJgEUk2w9o4rtDoNxkMBrGwsIBoNIrPfOYzGBgYgNPpxGuvvYahoSF0dXVVvJbFxUV84QtfwJNPPol4PI6RkRF897vfxcmTJ/U1ffnLX8bjjz+Ozc1N3HXXXfjmN7+J0dHRip+73iEBSBRNrs7eTK++YgiHw/B6vQgGg9i/f39a/Vwm5ey/WAqlaoPBILxeL6LRKIaHh9Hb21tUZKGaKWD23hs7jwvV+eXD7AigJEmQZRlvvPFGRR6I2UanXb58GS0tLXA6nQiFQnrUQpbltEghq1OrpYtutaiFSBf7/GSLFMZiMV1QLC0tIRwOA8A2UehyuUw7XrUmAHc7AphJrpQ0m0yT2YGcSCRw/vx5XLp0CW+++SYeffRR/PEf/zHa29tx++234/HHH0dvb2/J69jc3MSZM2fwrne9C08++STa29v1DAvjG9/4Bh599FF873vfw8jICL761a/iPe95D7xeL6WiK4QEIFEU+Tp7SxFoiUQCExMTWFpaQl9fH44dO1awO243IoDxeBw+nw+rq6sYHBzEyZMnS7JMqGYEUFGUkuv8Cu3TjEiSpmlYWFiAz+eDpmk4cuQIenp6Kt6vEZ7nIYpi2ui0TDPdtbU1TE1N6RMWMiOFtSQMKsXsGkCz18HzvD7ujEWLNE1DLBZDKBRCJBLB8vIyxsfHoWmaaaKw1gRgrUUAS50CYrfbcf/99+PMmTN49NFHMTExAVEUceXKFVy+fLlsM/5HHnkEfX19+Id/+Ad92+DgoP7fmqbhsccew5e+9CU88MADAIAnnngCHR0d+OEPf4hPfvKTZT0vcQMSgEReiunsLTSvF3g7TTk7O4u2traSDJJ3UgBmplPPnj2bu8A9D9WKACqKgvX1dSwuLpoytxcwp16RCVJJknD06FFcv37dtMkiRrKJjGxmukwUssaF1dVVTE5OQlGUtG5WsyNPO02tdESXMnqN4zi9Hs34eGOk0O/36xZQ2URhoc98LQrAmyECWIhwOKyn9EVRxOnTp3H69Omy1/HP//zPeN/73off+Z3fwdNPP42enh48+OCD+MM//EMAwPT0NPx+P9773vfqj7HZbHjHO96BCxcukACsEBKARE4kSdKFX76ZvfkigKqqYn5+HpOTk3C5XLjjjjvSwvvFIAhC1VLATACqqoqFhQVMTEzA5XKVnU417tfMCKAsy5iensbCwgLsdrtpc3uBylLAiUQCXq8Xq6uraYLU5/NVJQIKFCd6jKKwo6NDf5yxE5KJjMzIU0NDQ/4atRqjliOAxWIUhcYxacbjZRTxhTpXa00A3iwp4EKEw2FT622npqbw7W9/G5/5zGfwxS9+ES+99BI+9alPwWaz4aMf/Sj8fj8A6N9hRkdHB2ZnZ01ZQz1DApDIiaZpaeIvF6IoIplMbnvsysoKfD4fOI7DkSNH0NbWVtZFopgIY7kIgoBwOIwLFy5AVVWMjo7qs1Urwawu4Mw6v76+PqRSKVOja+WkgI22Lh0dHdsEaTUngVTyWFb0nikKWaQwmyhkkcJaFIW1EgGsRtdtruNlTPcba0CNnauyLNfMewPUXgq43CkgoVDI1Lo7VVVx6tQpnD9/HgBw4sQJvPnmm/j2t7+Nj370o/r9Mj9btVL6cLNDApDIiSAIRZ1ERVFENBrV/39zcxNerxfxeBwHDx5ET09PRSe/aqWAWWdpKpXCyMiIaSPmAHPWnK3Ob3Z2dpvYrpRSIoDZbF2M0yWM+7wZRsEZRYYx8sTSkaFQKK1xgQlB4IYRuNvt3tULUbEXQk3TEFfXEFNWIKlRSFoMipZ4668ceAjgORECZ4eFc0LkXbByblh4Dyycq+Bz7NQFOVe639gtHggEIEkSXn/9dbhcLrjdbl3EF2M2bjasea6WIoDl+qoyE2izjnVXVxduvfXWtG233HILfvrTnwKA/p30+/1pHcerq6vbooJE6ZAAJCqGpWiZ7cf6+jqGhoYwODhoysnW7C7gZDKJ8fFxLC0twe12o6WlJa3w2AwqiQCyaRlra2sYGhrC0NCQfrKuhr9gsRHASCSC69evIxwOF+yIrubEjmpHdnKlI1njQjAYBABcunRJr4cyNpps872rMvmey598GZOxf8ZG6ipkLVbe/sHDyjfCzu+DnW+GXWiFg2+FU2iDQ2iDU2iHrNp2LcKVrVv86aefxtGjR6Gqqu4rOTs7q5uNZ3oVVlMUsu9rLQnASlPAZnHmzBl4vd60bT6fDwMDAwCAoaEhdHZ24uc//zlOnDgB4IYR/9NPP41HHnnEtHXUKyQACVMIhUJ4/vnnc07GqASzIoDGtGVrayvOnDmD5eVlxONxE1aZDhNqpURGWJ3fzMxM1rSqcb9mUigCKEkSJiYmMD8/j76+vqJsXWoxBVzp8zJR2NLSguXlZZw9e1ZPR4ZCoTTfO6O4aGhoSBubZib53uOZ2L/hcui/vv0aIMApdMDKu2HhXBC4G99RDRo0TYEKGYqWhKRFb0QJ1QgUJKFBRVLdRFLdxFaetfD9bjy98VO4xW64hV64xR543vqX58yb4V0MmqbBbrfD6XSm2ZkYI4XBYBDz8/NIJpNwOBzbRKFZc8fZuavWUsDlCkAzU8B/+qd/itOnT+P8+fP44Ac/iJdeegmPP/44Hn/8cQA3vncPPfQQzp8/j+HhYQwPD+P8+fNwOp348Ic/bNo66hUSgEROCl2wZFnWJ2PwPI/Tp0+b+uuQIQgCUqlU2Y9ndXTj4+Ow2Ww4efKkbltQrfQyO7kWk/rJrPPL1yizkxFAo61LQ0NDSce3kACsRCDWSm1XNosT5nvHagoXFhYQDofB83xaPSEbn2aGKMy1j/nErwAAbqEXdzZ9EQ1if8lCTNFSSKlhJNVNJNRNJJQNxNV1xJUNxJU1xNVVxJRVyFocqhjBhnQVG9LV9PWBh0voRoM4cONmGUKjOAS30A2OMz8qxlKu2QRXNo87o/FxKBTC4uIiEokE7Hb7NlFYyLIqG+z7WksCUJblstwNzJ4DfMcdd+BnP/sZ/uIv/gJf+cpXMDQ0hMceewwf+chH9Pt8/vOfRzwex4MPPqgbQT/11FPkAWgCJACJktE0DYuLixgfH4fdbsehQ4cwMzNTFfEH3EgBlxulCwQCGBsb0+v8urq60i6Y1TRsBgr/0t7c3MTY2BiSySQOHTq0bX3Z9lsNAZi5T6Oty5EjR0pujLlZagDNxigKGaqqIhqN6gJjbm4OkUgkbZYuE4Z2u72k9zlfhLlJHMZa6nUk1SAkNVJWFE7grHAILXAILXnX4F+fweTiqxg41IyIsoiIvISIMo+wvABZiyGiLCCiLGAp+bxh3zY0ivvRKB5As2UYTZZhNIiD4CsUhezzUazgslqtaGlpQUvL269RkiRdFIbDYT1TYLPZth2zQqKQNYDUUtNCJRFAMwUgAHzgAx/ABz7wgZx/5zgODz/8MB5++GFTn5cgAUiUgKZpWFtb0y0+brnlFnR0dCAcDmNiYqJqz1tOlM5Yj5jPL28nIoDZMBpNZ9b55aNaKWB20cxl61LJPs2kli6ixcKifx6PB93d3QC2z9KdmZlBNBrVRaExUphPFOZ7jw+7P4wN6RoC0jU8u/l5DDn+E0Y9H4eVN/cCznEcRLhhk/rQ57hj2/oS6gZC8izC8iy25FmE5CmEpFkoWhIB6ToC0nVMv/X7ToANjZYD2Gc5jBbrrdhnuTWv+MyGGRE3i8WCffv2pRkcM1EYiUQQCoWwsrKCWCyWJgrZzVgCU2sNIEDtpICJ3YUEIJET40Vna2sLXq8X4XAYBw8eRF9fn36CZU0a1eoELMUHMJVKYXJyEvPz80XVI1ZLADLrnMx9F1Pnl49qRQAVRcHk5CSmpqbQ3t5esc9gNdbJqOUIYLFkztIFblyUo9Gonj5molAUxW1RJ5vNpn/Xcn3nLLwLZ5u/jivh72Am/iSm4/+K+cR/4KDzt3DQ9QCsvHkR+1w2MBzHwSG0wiG0osN2Ut+uaQoiyiKC0hSC8gSC0jiC0jgkLYrAW6J1IvY/AQBOoROtllG0WI+izXoMLqE773mmWinXbKJQluW0SCEThVarVT9mzDy/lqxLKukCZj9iiJsfEoBEXmKxGMbHx7G6uoqBgQGcOHFiW3G0KIpVtTooxgdQVVXMzc1hcnISjY2NuOeee4r6pVrNKSOZc3uXl5fh9Xpht9vLMsTO3KcZaJqGQCAAWZaxsrKS09alVOo1BVwJgiBkFYXGSOHU1BSi0SgsFov++Q4EAti3b1+aKGSIvB23Nz6EPsev4UroW9iSpzEW/QEmY/8Lg45fxwHXb8ApVG6nUaq44TgBHrEfHrEffXjnW/tQEVEWEZDGEEhdR0Aaw5Y8jZjix5zix1zilwAAB9+KNutxtNtuR7v1BOxC+hgy45zyaiOKIpqbm9O+M7Ispx2zYDCIZDKJ5557bluksNSUv1mU6wNYjRQwsXuQACRykkql8Pzzz6OzszNvRIidSMr9VVmIfCLNaDjN8zyOHTumW0EUu+9qRarYvoPBIK5fv150nV8+zBSAzNZla2sLHMfhnnvuMe1iRClgcxAEAY2NjWlTaZgo3NraQiAQwNzcHMbGxtKiTsZIIQC0WY/h11q+hcXkcxiLfB8heRbjsf+B8dj/RJftbhxw3o8263FwXHlRs1JGweWC43h4xD54xD4MON4DAJDUGALSdayn3sB66g1sSl7E1XXMJX6BucQvAACN4kF02u5Al+0uNFsO6Q0gu/VZEUURTU1N+g+8tbU1TE9P49ChQzlT/uyYud3uqnWMGyk3BRyJREgA7iFIABI5sdlsRaUC2cm2WpG0XD6AW1tbGBsbQzQaxfDwcFmG09WMAHIcB5/Ph2AwaJovohkCMNPWZWRkBBcvXjT1onMz+wDWOkwUejweTExM4Pbbb9cn2hjHprFUpLGesL3hbvS0nIU/+RImY/8Lq6lXsZy8gOXkBTj5DvQ73oMBx31wiV2FF2KgGpNAAMDCO9FhO6mnj2UtgUDqGlZTr2E1eQlBeQJbb9280R/Bxu9DG38KsrsFqiaD53b/EsfEVjYhb2wOmp2d1ZuDMr0lzRaFFAEkABKARAEcDkfR00CqPa+XYWygGBgYwMmTJ8sWVtUQgIqiYGpqCslkEi6XC2fPni3LciEblQhAZusyPj4Oj8ej27okEgn97zsZASzn+eotApgP4/srCEJa1Al4OxXJagozmxZ6PJ9EvyeENeE/sJR6GjF1BWPR72Ms+n20WEbR5/g19NjPwsYXLlXYqfo2kbPfSP3abgc8n0BCCWI19QqWky9iJfkKkmoAC+pTQC/wr6v/G932cxhw3Id9llt37bOTK9pmTPn39PQA2N4cNDc3h2g0us1bslLD8UongRB7AxKAhCnshACUZRlTU1OYnZ1FR0eHKcLKTAHI6vx8Ph9sNhucTicGBgZME39A+QLQaOuSOe+YRU3NrOEsJADLjeLt5RrAUmHvQy4RkJmKBNKbFkKhEML+GOLxo2i23waudRYx16sIC2PYkN7EhvQmXg99E23W29BtP4du2z3b6u2Ma9kNnzu70IR+x33od9wHVZOwlrqC6dCvsJy6gJQQxkz8XzET/1e4hV4MOv8vDDjeU5SgNZNSvlfZmoOMNkLMW5IZjrN51UZRWOg4MIP6Ur/rmqYhHA6nRTGJmxsSgIQpVFMAMtHzzDPPwOVy4c477zTtJMTmHecyji0WVueXSCT0Or8XX3yxaqbNxUZcirF1Yfsxe8Zutv2pqqqbh4uiqKe52L/FRHJJAKZTShQoW9OCJElvRQqHEN48CUdsASHbq5CbvJBty1hNvYrV1Kt4DX+LfZZb0G27B532u+AR+tM+O7sdneU5CzpsJ2ERhqDO3YODtzsxF/8VFpPPIKIs4Gr4v+Na+An0O96NYdfvwCP27si6mA9guRhthBjMcJyJQuO86kxR6HK50p6f/eCthVFwxO5CApDIS7ERl2oJwLW1NYyNjQEADh06hO7u/BYQpcJOguWepBOJBHw+H1ZWVjA4OIihoSFdxFTDZLrYaJ1x7F0hWxfjPs0i2+dmY2MD165dAwCMjo5C0zQ9RbmwsIBkMqnPaWVRELfbnfY6d1tk1BJmCWGLxZIhCo9Akt6NcDiM9fAklqWLCImvQbIv6hYtVyPfhR1t6LCdQpfjTkhqc80cG1VVIfAWPVV8m/ogFhJPYzr2rwjKPszE/w0z8afQZ38nRj0fh1Nor/56TG6OyzaFhs2rZqLQ7/djfHwcmqbB5XLpP7KYi0M5EcBIJEIRwD0ECUDCFMwWgOFwGF6vF1tbW9i/fz+8Xi9aWlpMv8gYJ3aUMvtTURRMT09jenoa7e3tWdPR1egwLiQAmVn39evXIYpi2ti7XLD31My1GlPV8XgcXq8Xa2trGB4eRl9fHxRFgaqqWee0hkIhBAIBzMzMQJZluFwuXRSmUqmKG2n2GlVpvjB43o3ghrlzKLGMmdDTWJVeQpgfQ4Jbw2zyScwmnwRsPKxcDxJrp9DtOok2+1GIfPk+kpWQGc238E4MOX8dQ85fx0bqTXijP4E/+SLmE7/CUvJ5jLp/Hwec/7nsDuhClNtxWyrGedWdnZ0AsotCFil85ZVXtkUK860zHo9DlmUSgHsIOpMSeSn24mJWLV0ymcT4+DiWlpbQ19eHY8eOwWq1YmJioioRxlI7mDPr/PL55lXLtBnILtaYrUsoFMLIyAh6e3uLOn7VSgGrqqqbSxtNrzVNy/p+Z85p1TQNiURCF4Wrq6sIBoN6LZIxdexyuWomArVTFKoBNJsGexeO2T8E4EOQ1QTWUq9hOf4yVpKXEOeWkbLNY1aZx2zoZ8AWD7vch0b+ENpsR9DdcBt25gEAACAASURBVAJua3UjbYx85Rwt1lGctn4Fm9I4roS+jQ3pTVwJ/zcEpQnc3vjZisfQZaPUH5dmkk0UBoNBvPHGG+jv79c7xicnJ6Eoiv5ji92MEXgmHGkSyN6BBCBhCpVGAI0py9bWVpw5cwYul0v/ezXtWoqN1GWr8ys0t9fsNWeL1mXauhw/frykCw6bWmKmWI3H4wgEAnA4HGWbS3McB4fDAYfDgfb2G+JhYmICiUQCra2tabVPrCCepY6rYZ1Ra+xmLaTI29Flvxtd9rsBANcmX0KIuw5h3wrWUq8joa4jYZlFArNYkZ/C1QAgyI1wKANoEofRaj+MDs8oXNbSxrwVQzH1vM2WYdy7728wFf8/uBL6FuYSv4RH7Mch94eqsp5aGgWnqiosFgs6OjrQ0XHDBNz4YyscDmN9fR3T09OQZRnxeBz/+I//iAMHDqCtra1qtd5f//rX8cUvfhGf/vSn8dhjjwG4ERD43Oc+hx/96EeIx+N497vfjW9961vo7d2Z+s29DglAwhTKFYDGiJrVas2ZsixlHFypFNp3vjq/QvutxtxeFlnUNA2Li4vw+XzweDxFTz/JBmsuqZRYLIaxsTGsr6+jsbERd9xxx7aLMROc5cBxHERRRGdnpx7RYAXxzO5kbm5O91Mz1hNmjlDbK9TC67Gozdin3YORppEbaUdlBRvSVWyk3sSGdA0heRaKuIWIeAURXMGCBCAA8LIHDrUHHmEAzfYDaHUdRJN1EBbeVfA5c1FsQxfH8TjgvB+yGsWbkX/AbPypqgjASptAzCabBUy2H1uapiGZTGJqagq9vb24ePEitra20NTUhMOHD+PkyZM4deoUPvWpT1X8GXz55Zfx+OOP49ixY2nbH3roIfzLv/wLfvzjH6OlpQWf/exn8YEPfACXLl2qKVF9s0ICkMhLsV9sURQRj8dL2ncgEMDY2BhSqRRGRkbyRtSKGQdXLrmEWjF1fvmoRgSQ7TcYDOL111/PautS7j4rEavG96qrqwt9fX0Vd1ZnI1tzibEgnsH81JgoZCPU2LQMY/ex1Wo1dY3VICLHsJYKIqLEEZFjSKhJJFJJTNjmkVi7AJ7jIXICRE6AhRNh4UXYeRscghV23gaXYIdTsMPGW6siGI02MBzHwSV2wiV2ot9xHwBAUqMISuPYlHzYlH0IShOIKstQxTCiGEMUY/BLAII39ieobji4DrjFbjTYeuEWu+AU2uAQ2mDn90HkcnvgFWNJw0TqauoyZuL/BgCw8/lrZcul1iKAxdYkchwHu92OW2+9FX/zN3+Dp59+Gn/yJ3+C5557DpcvX8bly5dx/fr1ij9PkUgEH/nIR/D3f//3+OpXv6pv39rawne/+1380z/9E+6778bn6Pvf/z76+vrwi1/8Au973/sqel6CBCBhEqVEAKPRKHw+H9bX13Nak2RS7RSwcd+l1PmVsl8zSCQSUFUVb775Jg4cOFDUe1cM5frrGZtOLBaLPuN4fHwcyWSy4nVlW2cxZPNTUxQlzQPPaIycaUezWzVb+lo1BS8Hr+G5zdcxGV3AphzOfkcn8Pyir+j9CpwAt+CAR3TCI7rQILrQKLrQaHGjSfSg2eJBs6UBzZYGNIhO8EU2RhSygbHwLrTZjqPNdlzfJqlRhOQZbMkzCMkzCMtzCEmzSGqbUPgIIoggokzCH9u+Px5W2PlmWPkGWPkGWHgXLJwbAmdFhItDdqm4HnkdAKBqEhQtBUVLIKluIa6uIyr7kdK29P3Z+CYca/h/i3wXS6PWIoDlNqWEQqEbBuI9Pejp6cH9999vynr+6I/+CO9///tx3333pQnAS5cuQZIkvPe979W3dXd348iRI7hw4QIJQBMgAUiYQjECMJVKYXJyEvPz8+ju7sa9996rzyotRLVTwEyoBYNBjI2NIR6PY2RkpCLbGZ7nkUqlTFmjqqqYmZnB5OQkAODYsWN6CtQMyokARqNRfZZwZtNJNRpgGOWmqrNNy5AkKU0ULi4uIplMwuFwpKWOPR7PjkVxVE3Ff5n6AS6HvGnbG0U3PKITbsEJh2ADpwLBwCY62jugQYOiKZA1BSlVhqTJSCgpJNQkYkoCMSUJFSoUTcGWHMGWHCm4DoET0Cx60GJtRKu1Ca1v/dtu3Yc2axParM2w8DcuIeWMgrPwLrRYR9FiHU3bLqkxRJRFRJVlROQlhFM3bnF1HSkEoPFJqEghpq4gpq5s37F447ZR4CVyENFkOYAe+zkMOt4HK1+dCRc71QVcLLIs18wYuB//+Me4fPkyXn755W1/8/v9sFqt2358d3R0wO/3m7qOeoUEIJGXUrqAcwk0VVUxNzeHyclJNDY2llWrVu0UcCKRwJUrV+D3+zE0NFR0nV8+zBBBLMI2NjYGQRBw8uRJXL161fQIVSlNIGwiy8zMDHp6evRO7cz95RNqldQAmonR7oSRSqX01HEgEMDs7CxSqZTupeZ0OgEUX2tWKhOxBV38/Ub7vTjVdAt67e1wCum2KrFYDC8uvIh3Db2r4D41TUNSlRBRYojIMYSVOMJyFFvSDTEYkqMISmEEpTA2pTCCcgSKpmBdCmJdCsIbnd22Tw4cmi0N6LA1w5YS0IF9WAvG0GVrRaetBVa+vM+ohXeimR9Gs2U4698lNY5Q3I9gZBlbsVVEkuuIp7agcDFYbDw0SOB4oLHJA1EUIPA2CJwFAmeHlW+Eg2+BQ2hDgzgAgat++v9mTQFnwjrvzWJ+fh6f/vSn8dRTTxWcN2+kFkzH9wokAAlTyCbQNE3D6uoqvF4veJ7HsWPH0NbWVtb+q5UCVhRFny3MrErMGt1WaRNIJBLB2NgYtra2dP88YxOImRTTBKJpGlZWVjA2NgabzYa77rorpydYtUbBVfrYYrBarWhtbU2zozF6FG5sbAAAnn32Wb3zmKWPixnFVQgH/3ZU/KCrFyOu/qz3K+VCyHEc7IIVdsGKVmvhUWiypiAohbGR2sKGtIWN1BbWUptYTwWxlgpiNbWJpJpCQNpCQHorlZqYxL9P34jkcODQam1Cj70NPbY29Dja0WNrQ5+jY5uQLRUL70CLawgtriF9m6ZpiMfjehNQKpVCfFGGqqppx8jj8cBld+1oSnavpIDNFoCXLl3C6uoqTp48mba2Z555Bn/3d3+Hf//3f0cqlcLm5mZaFHB1dRWnT582bR31DAlAwhQyU8BbW1sYGxtDNBrF8PAwenp6KjoJmm00rWka/H4/vF4vZFlGb28vRkdHCz+wBMptApEkCZOTk5ibm0Nvb++2CFs1BGChCCDzGAyHwxgZGUFPT09e8VGtmb27MQuYFcPb7Xa0tbUhlUrhueeew5133qk3mhinLjChwVLIpdrR9Nrb8Wstp/CrjVfw6PQP8Vsd78QDne/S062Za6sGIie8lfbNLhY1TUNYjmElFcBKMoAr89cQFhMIiQksJ9cRUxJYS21iLbWJ15Beo7jP0oh+Rwf67B0YcHRiwNGFbnsrhAo8+DiOg9PphNPpRDAYhCiK2L9/P+LxuB7NNR4j47g0s4R7LmoxBVzOj1yzU8Dvfve78cYbb6Rt+/jHP47Dhw/jC1/4Avr6+mCxWPDzn/8cH/zgBwEAy8vLuHr1Kr7xjW+Yto56hgQgkZdSuoCZZ9T4+Dj8fj8GBwdx8uRJUyY3mBkB3NrawvXr1/U6v42Njap0gpYaATTaurjd7pyp8p2MAMqyjImJCczNzZXkMVhNAVgrOBwOuFyuNC+1aDSqRwoXFhYQDod1Oxpjk4ndbs/5WjiOwyd674fICXhq/UX8bOU/cDH4Bj7eez9ua3g7LbqbPoAcx6HB4kKDxYVhVx8aFjg0NzSjr68PmqYhJEexlFzDYoLdVrGQWEVACulRw9dCbwtDCyeiz9GBIUc3hpw3bgP2TohZRG8hWGreKApzTcZYXl5OE4VpkUKTzMX3UgrYTAHo8Xhw5MiRtG0ulwstLS369j/4gz/AZz/7WbS0tGDfvn343Oc+h6NHj+pdwURlkAAkTEOWZTz33HP67FmzUqnADTFVaUMF8/PLrPPb2tqqml1LsftlJtPJZBK33norOjo6cl58diICyDqhvV4vnE5nyXWbmQJQ1TRc96/h1s62ii+quyl88sHMqI3zWVVVRTQaRSgUQigUwszMDKLRKERR3NZ5bGyIEnkRn+j7DdziHsITC/8b/uQGvj75PYy69+ODXffhkHtAf85awJiO5jgOjRY3Gi1u3OIeSrtfVI7j/2fvzaPbvM97z8+LfQcJcN9JkRQlUbtk2Vq8ZHHsNGmcpnGS3vbe9qbt9CbNnEyaO7dze+fMtKf3ZNpOmzRukzY9aTJJm6Vtkma1HceJ5ciyZW3WwhUkCO7EQhD7DrzzB/VCAFcABGTawccHhzYF/N6f8Qrv+8WzfJ/ZmJPZmJOZ6BLT0SVmokvEMgnskXnskXlYzbCjEOR0aJvo1bXRq2unV99Os3r7cZBbNaRsNS5NihRK5uJA3lQMKVJYzHsuTb15s6SAW1tbK7Cjzfn0pz+NQqHgySefzBpBf/nLX95VgvqNTFUAVtmS7S52oigyNzeHzWYD4NixY1it5Xf330kKOHfKSH19/TpxWqn6wkIigLkm05Io3e7iVukIYDAYZHh4mEgkUtDEk41YKwCfH7Pzye88y97GOj5wbJBH+7tRyooXL7tF8BSKTCbLCgjp5plOp/M8Cl0uV9aOZq1x9QO1Bzls6uPfFn/Ks55XGArZ+b9sX+CwsY+3G0/ALnk7Cm2I0Su0DBi6GDB03X2tmMEZ9zIdXWQqusBUZAF7ZJ5QOpoVhT/mEgAGuZY+fQf9+g726jvp1betazYpNuKWKwol4Z4bzQ0Gg8zPzzM2NpY3cUY6r1uJQukzsJsES6kCMBQKVXwM3AsvvJD33xqNhqeeeoqnnnqqosf9RaUqAKuUjMfjYXR0lEwmw759+7hx40be+LZyUopIy63zU6lUm/r5lSO6uBFbRQBzbV3q6+uLMpmulABMJpOMjIwwOztLZ2fnjtL3awWg3bOCSi5nzOnhT55+gc++8ArvOzTAE4cGaDIZtlhp63XfiMjlcsxmc14DTSqVyqaOpShULBZDq9ViNBp52DTI6db9PBe+ys9XXuNG0MaNoI1GrRmtr47j5oGCPfsqwU46M2WCjGZNHc2aOu6vPZhdz5VYYTIyx0R4jsnIXFYUXg+Mcf1Ol7RckLNH18o+Qxf7DT3s1XeUZEmzls2iubmRwrm5OUKhEIIgrEvxS3Wf0ud/N0UAS7WBkXwAq7x5qArAKtuy9qYbDAYZGxvD5/PR29tLR0cHMpmMW7du3ROvvkJYW+e3lZ/fvYwAbmTrstHou60otwCUulzHx8epqanh9OnTeVM1SmHtHv+Xsyf44PFB/v3mKN+4eosFf5AvXnqNL716g3M9HXzo+CDH2poKunG/0QXgRigUCmpra/O+oCQSiawo9Pl8BGYC7E3U0qN/hJuaGW5k7Djlfv5y6p9pUNXyjvr7ecR6YsddtqVQbmsOQRBoVFtoVFs4Xbs6HiyVSTEdXWIsPMN4eJqx0DQrqSDj4RnGwzN81/kicmQ0Ucu+SBcPBBP06zs2bJ4phc0mzuRGCnPHEBoMhuwX4kQigVwu3xUR7J1EADfr+q/yxqQqAKsUTDweZ2Jigvn5edrb29d1p1bSq6/QFHAsFsNms7G4uEhXVxc9PT3bftutlABcK4I2s3XZ6bo7QRLKkUiE5uZmBgcHy3KT2ihSZ9Zq+E+njvAfTh7ix8M2/vX6ENfmljg/Oc35yWn66i08cXAv79zfh0G9cVPObriB3itUKhVWqzWvpCIejxMIBOgLdnGft5eXE8OMqOdxJVb46vzTfHPhOU4bD/JY02m69C33bK+FjF/bKQqZgj36Nvbo23gnp1dtiRJeRkPTjISmGA5N4U6sMM8y8+FlfjJxFbVMyX5DN4eMfRwx9dOsqSvrnnJT/BK5dZ8rKysAXLp0qehmoEpRigAURfGepICr3FuqArDKtmQyGex2O3a7HavVypkzZzZM9ZbbqiWX7UTa2jq/s2fPZg17t6OSM3vT6XReJ+1Gti6lrLtTAZhIJLDZbMzPz9PV1ZWdkVuum9FWqVqFTMY79vXylt5Oplf8fPP6ED8YsmFze/mLn77M3/z8Mu8+0M/7j+yny1pT8Lq/CKjVaurr66mvr8dqtSK/Bb838EF+5rzMz4LXcGV8vBC4zguB67SIFu5X7+dU7SB1ZkvRDQzFUI60a7EIgkCT2kqT2srD1mMAuOJefnDrpywbIkwk5/GnQlwPjHM9MM7/N/9DmtRWjpr2csw8wD5DF4odWM9sRq4oNJlMeL1ezp49SygUykZ0pWYguVyeV09oMplQq9UVfS/T6XTJKeBqBPDNRVUAVtmWK1eukEwmt01Xvh4CcG2dXykp1UpFLiUB+OKLL25p61LKuqUKQFEUmZ2dxWazUVNTkxXzN27cKGtauVCh1m2t5Q/fdpb/cuYEz4xM8q2bI0wt+/iX14b5l9eGOdTSwPsO7+Ot/d2o79y0fpEFYC5S1K1Gb+K9PW/lCfEtDIXsPOe+xBX/CAuCl28nLvCjpUv0zjQxkGylR9+a131crgjUbpnO0KC2cCDdzp66PVitVmZiTm4GbLwWGGc0PM1SfJmn3Rd52n0RnVzDUdNeTpr3c8TUj0ZefisoqSEldzZ1bjOQFCkMBoN5HeJrI4XlEoWZTKZkW5pQKFT2UXBVXl+qArDKtkgRq+0uQJUUgButLZlNRyKRrNl0qSnVcgtAn8/H0NAQAAMDAyV10m5GMWPb1u5peHiYZDLJwYMHqa+/a8lS6ppb7XEroRaPx4nFYlmvNbNWwweOHeDJo/t5dWaBb14b4uLULDcXXNxccPGZFy7xnoN7OdVQw+7pp3x9Wfv+CoLAoHEPg8Y9+JJBfrZ8heeXr+BJ+LitnuW2epZWRR0HY110r9STCSXXiQ0pAlXKXnaDAIR8H8BVo+km3t14jmg6zq3gBNf8Y1wLjBJIhXlp5QYvrdxAJSg5Yu7ndM1BjpkHSh5jt5at0q1S9C9XVEkd4lKk0G63Ew6HUSqVG0YKS9mPdOxiXxcOh6sp4DcZVQFYZVt0Ol1BAmmrecA7RYoASg0LuXV+OzWbLmcNYK6tS0dHB8FgkIaGhrLeHGUyWVHvs9Tgket/uPYGUMgouGLYTABmMhmmpqaYnJxEFMW8m6B0gzvV2cqpzlbcoTDfuz3Ot2+M4gqF+fKrN/gy0Gc28J80Jh7p60Kl+MWVg1uJrhqlkfc2PcJ7Gh/iVnCSny1f5Yp/mPmUh3k8yJVyjnb0c1zTjzlTQzQYyYoNlUq1zqNwu5KFSs1FLoXN9qKVq7mv5gD31RwgI2awhWd51T/MZd8QrsQKr/qGeNU3hEam4r6aA5yzHOWAoXtH3dXFegBu1CG+1jbI7XZnz1PuOVrrJbkR0nWjWAEYCAQAqingNxlVAVilbFQ6BQwwMTGBw+Eous5vu7V3Gv3ayNZFpVIxNTVVcs3NZhSaAs5kMtl0r8Vi4cyZM5u+X/ciAujxeBgeHkYul3Ps2DG0Wm12VFcgEMjzw5ME4a/s7eI/HDvARcc83x8a5+LULDZ/iP/xo59h0Wl4dGAP7zrQz96G8ntPbocoigQScbzxKKFUnEQ6TVLMkMpkEAC5TIZckKEQBJQyOVqFEq1cgUauQKtQopbtvCt0u9fLBBmHTX0cNvURTEV4aeUG55evMRVd4EpghCuBEXRyDadqDnCm/TBHNUcJh+5OM1laWiIajaLRaNaJwty/07sxArgVMkHGXkMnew2d/HrLYziiC7y8cpuXfbdwJ1Z40XudF73XqVPW8LD1GA9bjxc0Q3mjvezUA3Az26DcSKHT6czzksyNFOaKdykiWey5CoVCANUI4JuMqgCsUjYqJQBFUcTj8QDgdDpLqvPbip1GAF0uV9bWJdcIWxJA5fbsK0Swer1eRkZGSKfTHD58mPr6+i2fX+4IYO56sViM0dFRPB5P1jYok8mQTCbXpcBy/fCkcWrxeBydTsfv7G3nfZ0N/GRylle9IdyhCN+4NsQ3rg0x0GDliUMDvGNgz6YdxOVgaMXFt6aGeDk4xX/9wTiJTOl/b+SCgF6hwqhUYVCqMCrV2YdZqaZGrcGs1GBWqalRaahVa6lVaalVa1DK5EWfL6NCx2P1D/BY/QPMRp383PsaF1Zu4E36+dnyVX62fJUahYH7aw9yv2WQ/e37kQmr/pCbnRNJZEjR+d1AsR3JgiDQrWulW9fKh1oeZSw8zQXva1z03cKT9PFvSz/lW0s/47h5gMfqH+CAoadgAVWpKSAKhYKamhpqau6KUumzIz3WikKTyYRMJitpP8FgEKPRuGuivFXKQ1UAVtmWYuYBl7uWLrfOD+Do0aNlN5vOTS8X8804HA4zOjqKz+ejr6+Ptra2vAukIAgVqS/cKgKYm4Les2cPXV1dBV20KxEBTKfTTE1NMTExQUNDA2fPnkWjWfWo2+xYG/nhxePxrABRhUI8aDVw1mpgJiFy1RvkmtPLqGuZ/+cnL/HpF17hwT2dPL6vlwe62lDIy3fD+pep2/zpa+dZK3N0CiUmpRqVTI5CJkMpkyGKq+PvUmKGtJghnk4TS6eIpVNZ0ZgWRQLJOIFkvOi9GJVqahQqNGmRzksrWNU6rGotVo2OOrWOOo2Oeo2eOo0OpWx9BKpd28ivtb6DD7a8ndHQNBdWXuOSbwhfKsQz7pd5xv0ytUojJ837OVUzyEBtZ96Xrtxz4vV6SaVSXL9+HYPBkFdPqNfr77lo2Ek6WhCE7KSS/9j2S1z2DfP88mWGQ1Nc8Y9wxT+yWlPY8CCnaw9umx6+l3OAN/rs5IpCyU8ymUxy8eLFdY0mW834lkygd0uUt0p5qArAKmVDoVAQjxd/M9sIqW4tt87v/PnzFTNsFkWxYAGYSqWYnJxkenqatrY2Dh48uGmNVDnSy2vZSABmMhmmp6eZmJgoerKItGY539tgMEgikWBubm7H4wHVajVqtZq6ujoMBgPT09McOHCAwUCAc8EgCx4v52cWueTx44oleW7MznNjdmq1Gh7f38u7B/vprdt5xPiFRUdW/P2mtpVfPfMQDVoDWkVxDQNpMUM0lSKcShBOJQkm44SSCYJ3xGAgsfrTn4jhT8RZSUTxJ2KsJGL44jEyiASTcYJ3hKNtIbTl8WpVGuo1euq1eho0dx5aPU1aA41aA63aZn6nvYv/3PZubgYneMV3myv+EVaSQX7sucSPPZcwynUcMw9w0ryPQWMvmpxzAnD+/HkGBwdJp9PZdP7ExASiKOaJQqPRmG38qQSiKJatHlElU3LGcpgzlsPMx1w8636F895rTEeX+Jvpf+HbSz/lV5vfyv01g5sKwVJNl8vFWlHocrlwOBz09vZmhaE0dSY3zS89JFEYDAZ3bA5fZfdRFYBVykY5UsDpdJrp6WkmJyepq6vLq/Or5MQO6dhb3ThEUWRhYYGxsbGCbV0qNbYtd83l5WWGh4cRBKFksVWufcbjccbGxlhaWkImk3HmzJmyRoAk4aDT6dDpdDQ1NdHXB+dOZQiFQlyfnuPH41NcnHexEo3xtau3+drV27Sb9Dyyp4N3HRygu740MXq8roWfO6cRgNl0DItKW7T4A5ALMgx30r7FksnWHUawu5YYm5/B0t6KJxZhOR5h+c5PdyyCJxYhJWZYuSMexwPLm66rlSto1Bpo0hpo1lk4rn07Mm0YT2aBqZiDYDrCee81znuvoRQUHDD2cMy0lyOmfhrUFkRRRKPRoNfraWhoAFY/L1KNpyQ0gsHgunm6JpMpOzptp0hp6HJHHVs1Dfzn9l/myea38ZznEj90vcRC3MNnHd/kh7oL/Of2X2aPrm3d6yqVAi4VqR7ZYrHkRXTXpvnn5+ezpvrPPPMMjY2NaDSasnkBfupTn+Lb3/42o6OjaLVaTp8+zZ/92Z+xd+/e7HPi8Tif/OQn+frXv040GuWtb30rn/vc52hrW/8+VymNqgCssi2FXph30gUsiiJOp5OxsTEUCsWGdX6V6jKWLtDpdHrTNIjP52NkZIR4PM7+/ftpbGws6H2pZAo4Go0yNjaG2+2mt7eXzs7OHaW+dlLDJfkLjo+PY7VaOXr0KDdv3tx0Pzu52W+0T8ln7aGD+3no4H5S6Qw/n5zmuzdHuDS7yGwgzFeuj/CV6yN0GLSca2vkrf1ddDTUYzAYCorS/FbfUZaiIb5hv8XziWVuPv91PrLvPn65YwDVPYryyASBGrWGGrUGYzyNeSXMyZ6DGz43I4r4EjHcsfCdRwRXNIwrFsIZDeOKhliKhlhJxIimUzhCPhwh3wYr1WLUJGk0pdFowiRlCV4LjPNaYByARpWVerUOTdjCEc1A1k9PEIQ8oQ7r5+nOzs5mR6flpo5L9b6TvsRUSnQZFDre2/QIj9Wf5mn3Rb7v/DmTkXn+x9jf8a6Gs3yg5e155tL3MgVcCJtFJJVK5TpRmEgkMJlMTE9Pc+nSpax3aF9fHydOnOCd73wnv/7rv17SPs6fP89HP/pRTp48SSqV4o/+6I949NFHGR4ezpb4fPzjH+f73/8+3/jGN7BarfzBH/wB73rXu7h69equek/fyFQFYJWyUWoEMBAIMDIyQjgcpr+/f1M/v0oaNucObs8l10JFGi1XzMWnEilggEgkwoULF2hsbOTcuXPZ2rpS2UkE0O/3MzQ0RCqVyjacBIPBijQFFFyPKpfxSH83j/R3E4zFeWFimmdHJ7k8s8BMKMo/jzr42qiDbqOWA2Yd9zXX09VQlxUgOp1unYiQCQL//dA5Tlma+Z/XfoY7HuGPX3uBz49e5j/2HuH93QfQlRARLJXt3l+ZIGBRa7Gotew1bz4CLZZO4bwjBpciqz8XIgEWIkEWIkEWo0GCMYFgDECDWpnCqI1h0MXRqRM4E8s4wnvAeAAAIABJREFUNcvcnv8mzAmYZRY6NW0cMfdxxroXs+pu5/lm83RzbU5y7WhyU8drO1o3otICUEIrV/MrTY/wiPU4/zz/DBdWbvB918+xR+b5o97fyqaEX+8U8FpSqVTBjgQqlYoTJ05w4sQJnnrqKZqbm/mHf/gHrl69ypUrV/B6vSXv45lnnsn77y996Us0NDRw9epVHnzwQfx+P1/84hf56le/ytve9jYA/umf/on29nZ+8pOf8I53vKPkY1e5S1UAVtmWYppAivWns9lsLCws0NnZua2fX6VSwButvdOaOolyRwDdbjdjY2Mkk0lOnDhRtm7oUiKA0ji5hYWFdf6C261X7gjgVhg1at492M+7B/tZDkd4bszOMyOTDC25sQej2INRvj+3TE+NkUMWI3t1SurUyryIVO7UjAcbO8kYeljssPKViRu4YmH+39sv8fdjV3iiY4AP9Ryk3VB5v7RyWa9o5Ao6DTV0Gja2OcmIIq5YmPnwqiicC/uZu/Nz3r9CRFjBoI1j0MRRKdP4xWVuRpe5Gb3BlxchldSip5ZWdTP7jZ0MmBrpMVqwqrXZRqmNDJFzmxdyO1rX2tHkRu0lAXivmhVqlSZ+v+tJ7qs5wBdmvsPb6+7LqwdMp9M7GvtYbkoVpMFgEJPJRENDA48//jiPP/54Wffl9/sBstezq1evkkwmefTRR7PPaWlpYXBwkIsXL1YFYJmoCsAqZaPQCN1WdX5bca8EoNvtZmRkBJlMtuMGhnJFACORCKOjo3i9Xpqbm1leXi6rFU4xEUBRFJmfn2dsbCw7Tm7t+atE7SPsPFVt1ev44LFBPnhskKVAiBcmHPzU5uC1uSXsviB2XxCArlozx5oy7I+naVxZIXpnRJcUHVQIMj7Qvo8P9RziB7NjfHH8GjNhP1+dvME/Td7gwaYufq3nIPc3tCOroBi5F0JHJgg03akPPL7Bn4fiMf79xZ9i7exhMupiPOLAk3KRlAWQy9OoVFGSRHGIC0z5r/Jtj4JoXAUpLY2qRvr0LfSb6+kzWegzWzEq1cjl8nU2J1KdmiQKpeYFrVabFZBKpRJBEO55t+p9NQc4ZOxbN07ujZIC3g7JBqYSiKLIJz7xCc6ePcvg4CAAS0tLqFSqvI5mgMbGRpaWliqyj19EqgKwStnYLgK4ts6vWHFVaaPpSGR1GoLP56O3t5f29vYdp5J2GgGUrFSmpqZoamri3LlzhEKhrC9iuSjUBiYYDDI0NEQsFmNwcHDTKSeFCLVSbtLlvLE3mQxZMbgcjnB+coafjU9xeXYBx4ofx4qfbwNGtYr7Olo42lyLSasnFosCcPHiRTQaDf0mE3/Tf5aRVIjvOe285Jrl/JKD80sOWnVG3te1n/d27qdOs3PT8lx2i++eRq6gRa7hwdZeHlcMAA8Cq/sbD83zsneU0dA0i4kl4kIEjSqFRpUCIiRY5pY4zGWXkticklhCiVFmolvXwn5zEwPmOvbV1NOkNWxapyaljr1eL4FAAFEUuXTpUl6k0GAwVDwtvNEs4d3YBFLKCLlgMJit4yw3v//7v8/Nmze5cOHCts/dTYbjbwaqArDKthTrA7jRhzS3zk/yzCv2g1ypCGAqlSKVSnH79m3a2to4d+5c2dI2pUbCRFHMRiKVSiUnT57MRkMikUhFOou3EhSpVAqbzcbs7CydnZ3s2bNny3S9dG4rccGuhPCx6nX8yqEBfuXQAIFYnItTs1ywz/KKYw5/LM7zNgfP2xwA7LHW0CoXeeL+E3SZ9STuNDWYg0GejBt4vGGQC0kfPw8sMR8J8tnhS3xu5DJvb93Dr3Tu4776trJEBXfLzVA6H2v3IggCe41t7DXe7dr0JUNMRGYZDU4zHJxmNr5IkiQ69epjFT8eZvlJSM4PvQriSQVyUUubpp4BYxuHa9o4aGmkSWtApVJRV1eXtaPx+/3cuHGDnp4eAoEAbrcbu91OOp1e13m8UZ1nudmNNYCl+KgGg0H6+/vLvp+PfexjfO973+PFF1/M6+5tamoikUiwsrKSFwV0uVycPn267Pv4RaUqAKuUDUkQpFKpbF1OsXV+W1HuLmDJ1mV8fJx0Ok1fXx89PT1lWx9KSwHnGkz39/evE8uVSK9uFgEURZGlpSVGR0fR6/WcPn26ID+wSgnAnaaAC8GkUfPYvl4e29dLOpNheMnDS1OzvOyYY2TJzeSyj0ngxe89j1Iu41BLIyfaWzjW2cPBWjPxSJjBQID3+Vo5vzzPhdgyjnSUp+dsPD1no1Vr5Fe7D/BE576yRwVfD4qpu6tRGjhh3scJ8z7gTlYg4cURWWAqushkeB5HdJFQOoxKkUalSGMkDoQJ4+FqcoRXnQKJOTlCRk2N0kS7tp5+YzNHa9sxpVTI5DLq6+uz028kO5rc8XY2mw1RFPPMkMtpR5P73uwmAViqIA2FQmWdAyyKIh/72Mf4zne+wwsvvEB3d3fenx8/fhylUslzzz3Hk08+CcDi4iK3b9/mz//8z8u2j190qgKwSkEUcuOVLiypVAq5XJ6djVtMnd9WlNNo2u/3Mzw8TDweZ2BggNnZ2YoUaxeTAk6lUtjtdhwOB62trZtGIivlLbj2/IZCIYaHhwmHw+zdu5fm5uaCb465ArCc3OuIl1wm42BLAwdbGvi9M8fxRWJctE/z/cuvMZPI4AqFuTq7yNXZRQBUcjn7m+o41NLIoZZGfntgPx8T4OrCNP8+N8aLvkXmo0H+evgV/mb4EqfMDfxyWz+PdPSh0xTXZLTbI4CFIAgCTWorTWor99fetbMJpaLMxZzMxVzMRJ1MhBZYSiwTyYSRy0S06hSQIkYYW3IRm/cmP5SaUrUC/3jjPBaliXq1GaNCh1GhxyDXYqjVorNqMMgaEBMZktEkSxEv03MLRMIRFDI5BoMBvV6P1qBDrdOAUkY8k2CfoWvbyR9r2Y0p4N1QA/jRj36Ur33ta3z3u9/FaDRm6/rMZjNarRaz2cyHP/xh/uAP/gCr1YrFYuGTn/wkBw8ezHYFV9k5VQFYpWxIHX1Op5Pp6emS6vy2ohwp4M1sXRYXFytmMr2dWJNqI0dHR1Gr1Zw6dWrLb9uVNpfOFaLt7e0cPXp0yzFRG1EpAVipNQulRqfhbf3daFzzPPTQQ8z5Q1ydXeDyzALX5pbwRqK8Nu/ktXln9jWtZiODzQ0cb+rlyZ6TOOJevjMzzFDAw0W/k4t+J7XDL3NGa+Ud9Z10WeoLGs8F914Qb4QkRMu5F4NCmx3Jlksyk8KV8DIb9XDbP4s9tMRi3EswHUIUEigVGRBEIpkIkXiEuXiBDQNywJTz3+E7jxz+T9Ov02iuz3oUFsJujACWkoGRuoDLxec//3kAHn744bzff+lLX+I3f/M3Afj0pz+NQqHgySefzBpBf/nLX95V7+cbnaoArFIQhUQApQLsiYkJ9u7dW1Kd31bsJAUs2bpMTk5itVrXda5WwrC5kHVDoRAjIyPZGpvNPBBzKXZ0XSFIKWCn08nIyAgajYb777+/5Iv+myUCuBWCINBpMdNpMfMrh/etmmH7AtyYd3JjwcnNBSdTyz7m/UHm/UGeHZ0EVrtquyw1vK22l4AsxnDUzYoszg8iTn407eSw28L9SjN9ohqjXp+Xosw1rd4tEcBMJnPP9qGUKWjVNNCqaeD+2v15f+aJRXjBPsLFRRsuVZLpqBuEFApZBrk8g1wmolaImFVKdEo5SrkAZIiLCVKZNGkxg3jnHwCloEAhyFEgR4mCUCxM0O3P2tGsNa7eSKzvtgiglJ0pBlEUyy4AC7kuaDQannrqKZ566qmyHbdKPlUBWGXH5Nb5KRQKDhw4UJGOsVKNoN1uN6OjowiCwNGjRzeMSFbKZFoul5NMJtf9PpVKMTExwczMDO3t7Rw5cqTgKJt0QylndCGRSBCNRrl9+zZ79+4tSIgWssdKCMDd0v26FkEQ6Kg101Fr5t2DqwXzwVicoSU3txfdDC+5GXa6WQ5HsS+vYF9eyb5WgxqlSkZMnuSWys9NlQ+jXsXbdZ28VaYn5fXicDhIpVLZZgapeen1FoKv9/El6jQ6zlpa6Y6u1pAl0mmGfC6ueha4urzA9eVFwqn8z2KtSsN99W3cX9/GAw3ttOq3FzmpVCpbT5g7S1er1eb5ExqNxl0ZAdwNKeAqu4OqAKxSMmujamfPnuXGjRsVO16xKeDcZortbF3uVQRQFEUWFxcZGxtDp9MVNE94ozWhPAJQspmx2+0IglC2DmhJEFTCC3C3CsCNMGrU3N/Vxv1ddzsc3aEwI04PY65lxpzLjLuXWQyESCYyyJHDqssMMbfI9x0OviefwqBTMVBv5WRjE40yFdFIDFkkTCIe48UXX1wXjZJMq+8FoijumihXJpPJ7kUll3PU2sxRazO/zXFSmQxjfg+XPfO86p7nimeelUSMZ+cneHZ+AoBOvZkHGjs43dDOqfpWdIr1nwWFQkFtbW1ed2oikciKQp/Px8zMDIlEAgC73Y7FYsFoNBY8drBSlJICFkWx7E0gVXYHVQFYpSBybyaiKOJyuRgbG0Mul+dF1Srt1VfI2qlUisnJSaanp7dspihl7WLJrQEMBoMMDw8TiUSKbqrIJVcA7gTJZkahULB//35sNlvZG2HezCngUqk36Kk36HlwT2f2d8FYnAnPalTQ7llhcnmFcfcywVgCIS0QDia5Glziqv1uTZtMELBqVHRZa6nzxzHLvejJoBXT1Os0tFhqMZvNWVFYqYkUuyUCCPkCcC0KmYwDtQ0cqG3gN/uOksykueV18op7jpdds9xacTId9jNtv8U37LdQymQct7ZwrqmTh5q6Np2UAqtj06xWa152IRqN8vLLL6PRaPB4PExNTWVtWHLtaPR6/T0R0JlMpqQvjbFYjGQyWRWAb0KqArBKUQSDQUZGRgiFQhv6+VVSAG6Xps21ddHpdEXVsMnl8rJ1GOcik8lIpVKMjIxkPfR2YoUDO4+uRaNRRkdHWV5epr+/n/b2dgKBQFmjdVJTwJutCaRSGDVqjrY1cbQtv3QiGItzZXGB70+Mc3lhnnA0iZAUEJICGRHc0TjuuY0bHVRyGRa1CrNSjkkho16nodlsotVSQ0edla7GekzanUcK72UN4HYUE41UyuQcq2vhWF0LH9l3H8FknFfd87zsmuWCc4b5SIBX3HO84p7jL269RJehhkeau3lLczeHLE3bejlKJR09PT0oFApEUSQWi2VTx06nk4mJCURR3NCjsNzvqXTtLFYABoOr03HKWQNYZXdQFYBVCiIejzM6OsrCwgIdHR2bdoZWKpImrb2ZAFxr69LU1FTUBbRcI9tyEUURv9/P8vIyoigW7KG3Fd9+bZhJzwqupRWc14ewmowY1WpqtBrMWjUmrQajWoVyg4t87nzjxsZGzp07l+1m3M4IuhQ2E4DSKDm3252XtizkxrRbhMa9wqhR80h3N490d5MWM7zsmuVbjmFeWHCQSmUQkgLqtIIeTS11Cj2xWIqlQAh3KEIinWEpEiMrD5eDMOvOW18lk2HRqqjX62k2G2mqMWHV67DqtFj1Wur0OuoMOvQq5abv/W6KAO6k6cKoVPPWlh7e2tKDKIo4Qj4uOGc4v+TgqmcBR8jHl2zX+ZLtOla1loebu3lbSw+n6ttQytb/3ZWuVdJ+BEFAq9Wi1WppbGwEVt+7yB0j8WAwmB2xKAhCXj1h7izqUtmJAFQqlWg0mpKPXWV3UhWAVQpiYWGBRCLBmTNntnSSr1QzhbT2WnG51talu7u7pOhauaeM+P3+7OQTnU7HiRMnynKTfMHm4PyEA4AfL7666fN0KiUmjSQMNWhlAqlIGINSQXdbCzFBhW92kRqtlhqtBkUmRarM520jARgKhRgaGiISidDY2Jitl0omk9nUmPTQ6/UbTpd4M0YAC0EuyDjb2MnZxk48sQhfvfkKz7gcLCSjDOMCoLuulvef2Mdjrb2kEiJLgRCLgRCLgSCLd4Th6iNMMJ4gkcmwFI6xFI5xy7W86bHVCjl1eh21Og01Wg21Wi0WvRaLTotGTBMKRKhzLWPWaqjRqlHvIMK9E8pVjygIAt3GWrqNtfxG72GCyTgvOWf46eIUF5zTLMejfMsxzLccwxiVat7S3M07Wnu5v+GuGEyn01lrrK2Oo9fr0ev1NDc3A6tf1MLhcLamcGZmhlAohEKhWGdcXcxYN6kDuNjrUCAQwGg07hqRX6V8VAVglYLo7u6mo6Nj2+cpFIoNu17LgWR/IkXqtrJ1KWXtcgjARCKBzWZjfn6erq4u2tvbmZ6eLtvF89F9e+i21jBin0JrMhNLZwjE4viiMYKxOMH4auF5JJEkkkiyFAitX2TWteHaMuDPRr9EjU6DRaelVrcqDmt1Wmrv/M6i12G9c+M3azVbpsFyo4rpdJrJyUkcDkc2gizVa0mpsWAwiN/vZ3FxkfHxcQRByBOEUgrqF1UA5lKn0fHehh7ermsg0WThW9MjPDc/wVRohb+8fZG/HnqFh5q6eG/nPh7f34tiAxESS6ZwhcK4Q2GcwTCuYJglXwBXIIgnHGElGsMXTxJLZ4in0lk7m814asiR/Xe9SkmtTotFp8Gs0WDSqjHnfCGx6rSYNWoMGhVG9eqfaZQ7vx1tVQO4E4xKNY+19fFYWx/JTJrLngWeX5jk+QU7y/Eo350Z5bszo9SoNLy9ZQ+Pt/exV20qqeFDJpNlhV5LSwuw+vkJhUJZUWi32wmHw6hUqrwo4Va1njuZAlLtAH5zUhWAVQqi0C5ZhUJBNBqtyB6ki5fL5cJms21p61LK2jsRgKIoMjc3x/j4OGazORspdbvdZU0tv2twLwA/E+IcOXIkrxMRIJXJEIolWIlEmJieZXTKgUyrQ19rIZpO44vGCURjeCNR/LE4vkgUXzRGNJkiA3gjUbyRKHZWNjh6PjJBoEaroc6gw6LTUmfQUafXYb3zczYQoX55BVMgiMM2jlqtztZlZjKZbJdkbmqsoaEBuBsFCQQC6254UipbuuHtpJ7yjY4gCNk6tv/j0DmenrPxnelhbq24eH7RzvOLduo1Ot7dPsATnQN0G+/+fdEoFVnbms3IZDJ4fD6mnW7mvSu4/UGWQ2FiCMQFGZEMrMTieMNRkoKAPxonLYqEE0nCiSRzvkDB/y8ahYJanWZVGKpVGNQqTJp84WhQqzColBg16myEOzc9XSkBmItSJud0QzunG9r574cf5PryEs/OT/Dj+Qm88Sj/6hjiXx1DNKr1HJXr6Qz5tmwgKQS5XI7ZbM5rxJDsaHJH3EWjUTQazTpRKGVmShGA1Qjgm5df3CtnlYpQySaQWCwGwO3bt+nr69vS1qVYdiIAfT4fw8PDJJNJDh48SH19ffZiWUl7mY2EpUImg0SMhbER1Ok0H3r4DHV1dduuFwxHePqnP+XgyfvwR+OsRGOsRKL4Iqs/V6IxvOEo3kiE5XCUQCxORhSzgnEzPjc6C4BGIafBaKDB7qTBoKfBqMeq1dBoMtBg1NNk1FOr02YjirlRkNbWVmD1hufxeBgeHiYQCDA7O0sikcimjqWO141Sx29G1tbeGZQq3t99gPd3H8AWWOY7jhF+MDuGOxbhH23X+EfbNQ5bmnhPxwCPtfViVG6fPpTJZDRYLDRYLJy887tcHzzJ9iSZTKLT6VZrObU60golMWT4YnH8sTjBWDwbqfZGoqxEYgRicULxBIF4nHRGJJZK3UlXbxC13mqPgoBOpcSgUqESRIwqJU2jMxjUKnRKJQa1EoNaTY1WjVmzKhi1KiUGtQrjHaG5XUPHZsgFGSfqWjhR18J/O3iWy555np6z8dz8JM54mGcI88xz/8wxazP/99FH8gT4TtnIjiaZTOadm7m5OeLxODqdLvvlye/3F2VHU24T6Cq7h6oArFJWKiEAc21dBEHg+PHj6yJfO6UUoZZIJBgbG2NpaYnu7m66u7vXXVQrMbZts3UTiQTj4+MsLi7S09NDd3d3wQJZo1JiUiroq7MUFFFLptP4ojGWw1GWQxGWwxE84VVx6AmFmVv24vQHCaUyRNNpYqk0Myt+Zlb8m66plMtoNBpoMhloNhpoNhtoNRtpNhlpNRupM+iyEZCDB1fnxsbjcfx+fzYCYrPZAPLqpKRaqTejKNzs/6nPZOV/P3SW/23wAc4vOvj3mVEuOKe54V3ihneJP7v5c97S0sN7Oga4v6ENeREzbtcKj6WlJWZnZ+nu7r4jPFbPRzqdxmQw0GYyYapv2LS7VbwTMfRFY3nCMBhfFY3+WDz7+0giSTC+Wurgj8aJpVJkRJFQPEHoTvkDwJDHV/D/j0wQMKpVaJVKdColepUSc45Y1CgVGNQq9CoVZo0ak1aNVqFAq1SgvyMgjWoVCpmMBxraeeBOZPD74zf5ztQwQ/EAwz43dZqdzUIvBKVSicViwWKxZH8Xj8ezhtXpdJqbN29m7WhyPyeb2dEEg8EdN69V2Z1UBWCVgij05llOAbjWNPn+++/n6tWrFUnxFBMBzGQyzM7OYrPZsFgsW9YfVqK7GPIFYG76uaampqR6yGKtZZRyedbPjsa7v/f7/QwNDZGyaEilUhw5cgSNwYgnFMEVCuEOrv50BkIs+IK4w6v1Z55QhGQ6w5wvsGnaUCWX02zSo02nuC68THuNmY5aEx21Znr21CO70yCSmzp2OByEQqFsrVTu442eOi6kFlIpk/O21j28rXUP7liYH8yM8e8zo9iDKzw9Z+PpORsNGj2/1N7Pu9r30m8uvpxCFEXkcjl1dXXZaLMoikSj0bxpGWu7W3PFuZTybaspLtIUS6YIxuOrKed4gltjNpIyOUqDgfCdOthwIkEglsAfjeGPxYkmk3een8wKSP8doVkqAquNV2qFAv2d6KJGBqaUhl+yNhPJJPnKKzcxqlWY76St1QoFOpUCvWo11W26Uwe5Ub3mTlCr1ajVamKxGKIocujQoWzNbSAQwOVyMTk5SSaTwWAwZM+PXC7HYrHcswjg5z73Of7iL/6CxcVFDhw4wGc+8xnOnTtX8eP+IvPGvgJW2XWUq5lC6qKNRqN5ti6VNGwuZN8rKysMDw+TTqc5fPgw9fX1Wz6/0ingQCDA0NAQ8XicgwcPZmvoSlkPSm+wSCaT2Gw25ubmstHHl156CVEU0amUdFjMdFju1i9JNYDScVPpDM5QGGcwxKL/bufqQiDEgj+IMxAikU4zvbIqDkevDeUdX62Q01FrpstSQ7elhi5rDT11jRzt60MGeWmx+fl54vH4hl3Hu2WiRSEUa79Sr9HzW/3H+M2+owz5XHx3ZoynZ8dxxcJZe5O9Zivvbt/LY219NGoLi/pstA9BENDpdOh0uuxYyLV1nQ6Hg3A4jFKpzKtZM5lMBY9F1CgVaJQKpE9hxuOkpqaG9vb2gl6fSKWzUcZYKnU3whhL4IvGiCSSRJMpIokEwXji7nOTKaLJFOFEgmgyhQjZusd1JRHu1WjkS8wVtCe5IGQji80mA3/35C8V9LrtyO0CXltzu5Fg/7u/+zu++93v0tHRgVqt5utf/zonT55kz549ZY+mf/Ob3+TjH/84n/vc5zhz5gx///d/z+OPP87w8HBBzYdVSqMqAKuUlZ1GAHPnCktp1dxITbntWnLXzWQym95UY7EY4+PjOJ3OotKr261bKoIgMDc3x8rKCl1dXezZs2dHI6ZKNZcWRZGlpSVGR0cxGAx5NkHbWbZIfy4IAgq5jFbzaqqXtvXPTWUyuIJhptzLvHjtNbQNTcz5gsys+Jn1BYin0tjcXmxub97rFDIZnRYzvXUW+uot9DdYGejuwaCQZ4WIy+XKGvKujU7dy5FqpVDK3gRBYLC2kcHaRv7r4Bl+7pzmezOjvLg0zZh/mTH/Rf7y9kVO1LXyzrY+3t66B7Nqcw+4Qq1XNqrrTKfTeeJcamTQarV5HpGF+kQWa0qtUshXm5cMpadnk+k0/liccDxJPCsiE0wvLuJc8WFpaCSWShGOr4pLfzROJJkknkoTvfPcQCxO4s51LS2KBO7UTFLGjvetxsBtJNj/9m//lt/93d/ls5/9LFNTU3z605/mxo0b6HQ6/vRP/5SPfvSjZdvbX/3VX/HhD3+Y3/7t3wbgM5/5DM8++yyf//zn+dSnPlW241TJpyoAqxREpVPAmUyGmZkZJiYmsnOFN0pjVjICKIriOqGWa55cX1/P2bNn0Wq1Ba9bzrm9cDct7vf70el0ZTGXhtImd4TDYYaHhwkGgwwMDKwbbbfdesWIYoVMRovZSJ1WTXzGzsMP3nc3epjJsOgPMuX1Me31M7XsY8q7wtSyj3AiyaRnhUnPCs+OTmbXqzfo2NtgZV9jHfub6hns34sGMStEcr3XNrKi2Q2Uww5HJZdnzY998Rg/XpjgBzPjXPcuctkzz2XPPP/zxoucbmjnsbY+HmnuxqDMtxnZySQQuVxOTU0NNTV3u2STyWT2PHi9XhwOR94INemh0+nWCc970QW8FqV81SOxbo09aqcSAjV6BgcHC1onlkyRSKfzIo6pMpaPFNsFrFKpOHnyJDqdjieeeII//uM/Jh6Pc/v27bLawiQSCa5evcof/uEf5v3+0Ucf5eLFi2U7TpX1VAVglYIpRCAoFIrszMlCL8Qej4eRkREEQeDIkSNbdq1WymhaujDmThJYXl5meHgYgGPHjpVkNyOtWw4BmDtL2GAw0NraWtbi7EIbVjKZDFNTU9jtdlpbWzly5MiGKbtKTBeRyF1XIZPRXmumvdYMe/Kf4wyGmfCsRgbHXcvY3F5mVvxZQ+QL9tns81vMRgab6jnU0sihjm4OWczE7kxpkPwJY7FY9gvA/Pw8ZrMZg8HwuqSOyx1VrlFreLJ7kCe7B5kPB3hmfoIfzY4zHljmRec0LzqnUcpknGno4O2te3i4qRuTSl32fSiVyry5uqIoEo/H86KENpttw4jtTiaBlJti9yKls00aNbCL8/g6AAAgAElEQVS52f5O9lOMcbREbhOIWq3m+PHjZd2Xx+MhnU5np6NINDY2srS08ZjDKuWhKgCrlBUpxZBKpbYdPh+JRBgdHcXr9dLb20tHR8e2F8xKpoBh9SKZSqUYGxvD7XbT29tLZ2dnyTcV6XXpdLrguqa15HZBd3R0cPz4cW7dunXPRrflIolimUzGyZMn8yI3G61X7gaYYoSGIAg0mVa7is/23K0jiiSS2NxeRpxuRpwehpfcTHv9LPiDLPiD/HjMDoBWqWCwuYGjbU0ca2vm+MAAQiaD1+tleHgYj8fD1NRUtng+V4hotdp7kjqu1DFa9SY+3H+MD/cfYzLg5Zl5G8/MTeAI+XhhycELSw4UgoxT9W0cUZs5oCi/YJEQBAGNRoNGo8mrWZNGqOVGbAFmZmaIRCLZc7HddahSlOq7VymkKGqxBAKBexL53qg7fDeXX7wZqArAKmVFJpMhCMKWAjCVSmG323E4HLS0tPDggw8WfJGuVApYSoE6HA5mZ2ezs3J3Ov9Sej9KEUKiKOJ0OhkdHUWr1fLAAw9kUy+VsJfZas14PM7Y2BhOp5O+vr6CxHolxrZJN4SdrKtTKTnc2sjh1rsRh1A8wdCSm1sLLm4tOrm14CIYT3B5ZoHLMwvAarr0UEsDR1sbUYZjnH3wIEq5PFs8L/muBYPBbOrYaDRm/QlL/QKwGffqBrnHZOGjplN8ZOA+bAEvP1mY5Ln5SSaCXl5yzfDSnecd8k3xUHMXDzV10W+yVnRvG41QS6fTXLp0CZPJRCwWw+VyEYlE0Gg0eZHCe2UeXq6yj3Kxk0kguQbU5aaurg65XL4u2udyudZFBauUl6oArFIwhdzQpU7djaJ0ubYuWq2WU6dOFX1hqVQK2O12I4oiLpeL48eP5/lo7ZRSxFo4HGZkZIRAIMDevXtpaWnJu6FWQgBuJFRzLWYsFktRonirvy87FQflFpYGtYpTna2c6lxtTsiIInbPCq/NL3Ftbolrc4ssh6NcmV3kyuwiAF+d/hr33XnNA11t9Od0u+Y2NjidznWNDSaTqSgz3s24lxESQRDoN1vpN1v5yL77mAqu8PyCnR85RrBF/NxccXJzxclTw5do0Og529jB2cZOTtW3YVIVn3osFqnDtaGhIfv5TaVS2fOQa4y81gOvEmn8rZouXg9KEYCiKBIMBis6Ck6lUnH8+HGee+453vve92Z//9xzz/Ge97ynYsetUhWAVSrARo0gubYue/fuXdcwUCjlTgHnpqEVCgWDg4NlFX9QnBVMOp3GbrczNTVFW1sbhw8f3rS+rhIRwFxhFQwGGRoaIhaLlWQxU0gXcLHcK8EjEwR66y301lv41SP7EUWRaa+fy7MLXHLM8apjjmA8wfPjUzw/PgXAnrpaznS3c7ang4MtDXlfbjZrbFibOt7IKHkzXu+ZyN3GWn5773EeUdTgjISYNyh4ccnBK+45XLEw354e4dvTI8gFgYO1jTzQ0M6p+jYOWRpRyioTGVtbe6xQKDY0RpbOhdvtxm6356XxJWFYzLnYiN2WAi5VkAaDwYpGAAE+8YlP8Bu/8RucOHGCBx54gC984QvMzMzwe7/3exU97i86VQFYpezkCsBcW5euri56enp29K1YoVAQj5du2CqRTqeZmppiamqKpqYmzp07x6VLlypi2lyoGbTL5WJkZASVSrVtdLSSEcBUKsXExAQzMzN0dnbS29tb0o1st6aASz1ul3XVX/A9+3t58ec/p37gAK/OLPDy1BxDS+5st/FXLt/ErFFztqeDh3o7ub+rFe0GjQ2xWAy/308wGGR+fp6xsbGsVYqUNt6qhm231EiJokidWsvp7n7e332AeDrFFc8CF5wzXHBO4wj5eM27xGveJT4/ehmtXMERa/PqCDVrC4O1jajKJJQKaT5Tq9XU19dnPTxzPfAkn8jcc7HWtLqYvewmASj5ABZLKBSqaAQQ4AMf+ADLy8v8yZ/8CYuLiwwODvKjH/2Izs7Oih73F52qAKxSMMVYwSSTSRwOBxMTE1gslk1tXYplpxFAURRxu92MjIygVCrzGhkqObVjqz1Ho1FGRkZYWVnJzjje7r2WyWRlr4WUyWSsrKxw+/btdTWHpVAJASjxeke/ZILAweYGDrc28TsPHMMfjfGKY54LUzNcnJrDH4vzw2EbPxy2oVbIeaCrjUf6unhwTycGtSrPjDfXKDkUCuX5E0o1bLkiJNcTbzcIwLU2MGq5gjONHZxp7OC/cZbFSJCLrllecc3yqnsebyLKy65ZXnatdmCrZHIO1DRwxNrEYUsThyyN1GtKayop1JMwl0JMq+12O+FweN1EGaPRuGlt527qSIbSIpLpdJpQKHRPmkA+8pGP8JGPfKTix6lyl6oArFJ2MpkMY2NjKBSKbW1dimUnTSDhcJjR0VF8Ph/9/f20tbXl3bgq6TG4kbDMtVORopCFNsOUOwIYjUaJxWI4HA727dtHa2vrjsVFJSOAuw2zVsM79u3hHfv2kMpkuLng5PzENC9MTLPgD/LCnX9XymWc6mzlbf09PNS7KgYlZDLZOq/BZDKZrSf0+XxMT09nuzkzmQxarZZwOLzjdOVO2E50NeuMvK9rP+/r2k9GFJkIeLnimeeKZ4Frywssx6Nc9y5y3buYfU2j1sBgTQMHauvZV7P6sKq3/wJZLh/AjUyrU6lUnkBfWFggFouh0+nW1RNKn/ndFAEsRQAGg0GAiqeAq7w+VAVglYLZ7gYj1dMFg0Hq6+s5cuRI2b8Bl9IEktt13NrauqnQupcRwFw7lRMnTlBbW1v0muXYa67RtUwmY2BggLa2DUZxlEAl0tQSr3cEcCsUMhnH2po51tbMxx86xbhrmZ9OOPjZuIMpr48L9lku2GdRyeWc7m7jHQN7ONvTgUa5/nKsVCrzatik1HEwGMRutxMKhbh8+TKCIKwzrC7F860UiklFy3IaSX5tzyFEUWQm7Of68iKveZe46XUyGfDijIZwRkM8v2jPvrZeo6PfXEe/yUqfycoek4VuQw1ahTK7j0oaQSsUinWm1YlEIjs+bW1tZzQaxefzZbuVX88vL5I3a7HlN5K1TqVTwFVeH6oCsMqOWWvr0tjYWLG5qsWkgHNtVNRq9bZ1dZXyGMwVQrFYjNHRUdxud8F2KtutWSrSXONMJsPx48ex2WxlPWdvphrAUhEEgb2NdextrOO/nDmBfXmFn4zZeW7MjsPrz0YG9SolD/d18fi+Xk60NyPf5Dzkpo49Hg86nY6Ojo4N05VqtXpdurISXak7EV2CINBpqKHTUMMTnfsAiKQSDPncDK+4GPK5GfG5mQ75cMciuGMzvOScuft6oEVnpMtYS6feTCLuRb68wJ6aOpq0BhQVTsGqVCrq6uqyWQ5JoAcCAcbGxvD5fFl7EylKKP28l2MGpetaKRHAcnSrV9mdVAVglZLZzNZlZGSkIqlUKFykhUIhRkZGCAaD9Pf3F5TSrKTJdCqVwuFwYLPZaGho2LHH4E4EYCKRYHx8nMXFxby5xuU2bt5KAKbTaZxOJ1qtFqPRWJSA2K1p4ELosdbyu6eP8zsPHMPm9vLjMTvPjkyyFAzxwyEbPxyyUW/Q8fi+Xt65v489dZtHhqX3drN0Za4VzezsLIlEAoPBkNdkUo7IVLmbUXQKFSfrWjlZ15r9XSSVwBbwMub3YAt4sfmXmQx68SVizEeCzEeCWT/Cf3v1aQAUgoxmnYFWnYlWnYlmnZFmnYEGjZ5G7epPvbK8JtG5An1iYoKBgQFMJlOeQN9szKDRaKyYaXWpAjAQCGAwGN7Qn7kqm1MVgFUKJvciEAgEGB4e3tDWpVyduhux3azh3KkZ7e3tm44p24hKCUDJ2kWhUJQ8Um4tpQhAURRZWFhgbGwMk8nEmTNn8hpzyj26bTMB6PF4GBoaAlZr3DKZTDYqIgkTtVq95U3njRIB3AxBEOhvsNLfYOUjZ09wc97JM6MTPDc2hTsU4SuXb/KVyzfZ11jHuw7089i+PXdGhN1lK+GlUCiora3NKy2Ix+P4/f68cWrAhp2uxdzw70U3sk6h4rBltUkkl+V4BEfQhz24gt2/zGuzU0Q0SmYjfpKZDLPhALPhwKbr6hVK6jV6jlmb+eNjbynrnqUmEEEQMBgMGAwGWlpasn+WW0/odDq3bfjZ6V4kn8RiqLQHYJXXl6oArFIUUvRoK1sXhUJBOByuyPELMZnW6XQldbCWWwAmEolsGshqtXLs2LGypViLFYChUIjh4WHC4TD79++nsbFx3c2g0hHARCLB6OhodpqI1HGZa8HhcDgIh8Molco8KxSTybSrOl/LiUwQONLWxJG2Jj7x8ANcmJrhR0MTXJiaYcTpYcTp4a/PX+Kh3k5+ebCf+zpbkd15D4p5L9RqNQ0NDXnj1HIjUw6Hg1AotK7T1WQybZk6LqXztlxY1Tqsah3H61qIxWJc9KZ45JFHEAFXLMxs2M9iJMh8OMBiNMRiJIgrFsYZDRFOJVcfIR+t+vJ3uW7VBCKXyzGbzeu8InMbfmZmZkgkEuj1+rxzUUp5TakWMJIAfLN95qqsUhWAVQrG7/dz8eLFbW1dtovS7QSpCSQ36hAMBhkeHiYSiezIZLpc1iqiKDI7O4vNZqO2tpaGhoayTxooVADmGku3t7dz7NixTW/mlYoAiqKY9VaTpomo1WqSySSiKG440isYDGajVdL0BsmoV5oDe6/m7d5LVAo5b+nr5i193axEojwzOsn3b49jc3t57k7tYLPJwLsH++lXZHZkz7FZZEpqavD7/czPz2cnZ2wmQnaLH6FUiygIAgLQpDXQpDVs+vxwMoEzFmY5HkFdZmNqqSGlGNG1tuEH8k2rXS4XExMTiKJY9OzpUk2p79Uc4CqvD1UBWKVgTCYTR48e3TaFWUkBKF3EJBE4MTHB7OwsHR0dHD9+fEdF7nK5fMepa7/fz/DwMIlEgkOHDlFfX59ttCgnhYg1j8fD8PAwCoWioLF75Y4AymQy4vE4ly9fJhKJMDg4mJ3tudXe5XL5um5LqbA+EAggiiK3b98uyjT5jUitTsuHjg3ywaMHGHMt873b4zwzMsFiIMQXLl5DAI431/OhUyKnu9vL0vAgl8s3TB1vJEKk1HE0GiWVSr3uQrDYZhS9UkWPUkWPsbgO/EKQMgk7/dK3kWl1JBLJinRp9rRcLt/StLrUKSD3wgS6yutHVQBWKRiZTFZQ/Vql/PSktQHm5uaw2+0YjUZOnz6NwbD5N/1i1i41BZxMJrHZbMzNzdHd3U1PT092r8WMgiuUrSKAUqexx+PJdhoXcmMuZwQwk8lkI3gdHR1bRh4LQaPRoNFoaGhoYGFhgSNHjiAIQvYYkmmyNG9XEoWVmPF6rxEEgYHGOgYa6/hfH7yPn9qm+O6tMa7NLXFl0c2Vf3+OBoOOJw4O8J6De2kwlmaivBlbiZBAIEAsFsNutzM7O5sVH2azeUuT5Eqw1pD69UT6bJa7e1YQhHUR87UG4mu7wI1GI6lUqqTPQTAYrEYA38RUBWCVslPJCKBkTDo1NbVpLVuplOIDuFFjhV6ffwOuhCDeSACKosjMzAw2m426ujrOnj1bVKdxuXz7pGkiyWSSxsZG9u3bt+M11yIIQrbzVSJ33q7H48mb8ZobJbyX9hvlRqNU8M79fbxzfx/PXrzEZW+Q8zNLuEIRvvDyNb74ynXO7engfYf35dUKlpO1IiQcDtPU1IRer88K8sXFxaxJcm5UqpKCvJIegMUifeG7F3/PNjIQX9sFvrKyQiqV4pVXXinqfFSbQN7cVAVglYIpZhRcuSNeiUQCm83G/Pw8MpmMI/8/e2ceHld9n/vPbBqNRvu+75JlWbJlS7YsL4BJwbSQlZAQAjfObQg04bltSZt7Q25SaBKa50LS26S3abpBktIEUmhCSABDTLABr3iVRqPRvu/S7Itmu38o53BGGkmz2gLmfR49Bs3ozE9nRuf3nvf7fd9vS0vY4ckbIVwFUOg9dDgc65LReAQirzymyWSiq6sLj8cT8fSVaEvAbrebnp4eJicnqa2txeVyxSUIei13sSrIvF2HwyGSEiF+Q6VSrVKq4pGPF28UapP5bEUpX77lEK/1DvHspW4ujE+J2YJlmel8vGUrt22rX+UgjiWEXreVpgYhJDkYIQ+nfy2cdWwWAiick2t1o7HSBT48PIzJZKK4uDjg/fB6vaveD+lUGYvFIpqGEnjv4d131UvgmiKUcF9BAYxFT5Df72dsbAyDwUBGRgb79+/n7NmzUR1zLYRKAD0eD319fYyMjFBRUbFh72E8S8Aej4fe3l5GR0dXlZ4jOWYkJWC/38/U1BTd3d0B8TIGgyEusTqhfqakM15XGkzMZnOAyUG6CWZkZFzT0WqhQnivkpQKcQxd/9wi/3W5mxe6ehk1mvnb353mH944x+GGGj7R0siWgtiNZZSuI9i5ChaSLHV8j46OBs3DS09Pj6h0vJkI4GabA+zxeNYNrRZG2/X09CCTyXjllVcwmUzMzs6Sm5sbt/7OoaEhvvGNb3Ds2DGmpqYoLi7m7rvv5qtf/WpAP++VK1d44IEHOHPmDNnZ2dx333187Wtf2/R/o5sdCQKYQMyhVCojcsGthNFoRKfT4Xa7aW5uJi8vD5lMFrcS80YEUCA6er2elJSUkHsP4zFiTiaT4fF4OHHiBFqtNiZ9kJEogHa7HZ1Oh9lsZuvWrRQWFooX5XhMAhEQ6XGDGUxW5uMZDIaA0WpC+XizGUyCbco1uVn8xY37+MKB3bzU3cfPL+rom1vk+U4Dz3ca2FFcwCd2NnJjXRVKRWwISqgxMFJCLkQA+Xy+gFLl1NQUDodD7OWU5uFt9BqbjQBupukZwdYjDa0WzFk+nw+73c7o6ChHjx7l4sWLvPTSS/zkJz9hz5497N69m7vuuova2tqYrEuv1+Pz+fjhD39IbW0tnZ2d3HvvvdhsNh5//HFg2Yl80003cejQIc6ePYvBYODIkSNotVq+9KUvxWQd71ckCGACMYeghkWaPSXk501NTVFVVUVVVVXAceI5sWOt40onizQ0NIQVNRNrBdBut9Pd3Y3P54sq9mYlwlmndIZwUVERO3bsWKXaxIsAxvquf2U+ns/nE/PxTCYTfX19YkhvRkaG2OO5GQjHWuciJUnFx3Zs5aPbG7g8Mc0zF3T8tneQSxPTXJqYJld7mo/taOD2HVvJTtFEtYZo1CG5XB40D08ghCvn60pJ+crS8WZ4PwREe/Mba3i93pBmQ8vlclJTU7n77ru5++67OXz4MF//+tdpamri7NmznDlzhpmZmZgRwFtuuYVbbrlF/P/q6mp6enr4wQ9+IBLAp556CqfTyZNPPolaraapqQmDwcB3v/tdHnzwwYQKGAUSBDCBsBDKpi5kcXk8nrAG0vt8PjE/Lzs7e9WkCgHxchkHI4Ber5f+/n6GhobCniwiPW4sFECfz8fg4CADAwMiWYkV+YPQFUCTyURnZyc+n4+2trY1ezFD+axEQh7iqSxC8NFqUlKyuLgIwIkTJ1bF0FxNg0ko50Amk7GjpJAdJYX8mdXGf13W8+wlPXM2O//01nmePH2Jmxuq+eTObTREWB6Otfs2WC+n0+kUVVohU1JqfkhPT2dpaWnTEMDNVgKONAbGYrGQm5vL/v372b9/fxxWthomkykgC/HkyZNcf/31AXvJ4cOH+cpXvsLQ0BBVVVVXZV3vRSQIYAJxQbhl2sXFRXQ6HV6vlx07doiRE2sdOx4K4EoFbGZmBp1Oh1qtZu/evRHHIcRCAVxYWKCrqwuZTEZbWxspKSlMTk7GtDdnox5Aj8eDwWBgbGyM6upqqqur193k4mF+EXC1R8FJScnS0hJvvPEGu3fvxmq1YjKZghpMQpmiEQ3Cfe/zUrV8fl8rn21v4beGQX52vouuqVle6Orlha5edhQXcFdrE9fXVqAIg7zEO/9PWqqUlo6l0SdCDJBcLqezszPmo9TCxWYrAUdSjfH7/Vgslg3zQ2OJ/v5+vv/97/Od73xH/N7U1BSVlZUBzxNK1kKVKIHIkCCACYSFcJzAoRBAp9OJwWBgenqa6upqqqqqNrxzjncJ2GazodfrMRqNbNmyhZKSkqg2uGgUQGk5vLa2loqKCuRyOW63G4ht2Ws9wjY9PY1Op0Or1QaNugmG9ZQ6r8/HxKyZiVkTM4s2ZhdtGC0OTFYnFrsLh8uN0+XBueTB6/Ph8/lFouFxu9FohklOUpGkUqBRq0jRJJGqSSItRU26Vk16ajJZaRqy01PIyUwhJyMFlTK2G3JKSgqpqakiKRHmu0qVKukUDUEp1Gq117RspVIouGVrLbdsreXKxAxPX+jiVcOAWB4uSk/ljpZGPty8JST38LUYBRcs+mRoaIj5+XlSU1MxGo0MDw/j8XjQarUBKu3VMPhsxhJwpKPgIrnxffjhh3nkkUfWfc7Zs2dpa2sT/39iYoJbbrmFO+64g8997nMBz135fgnXlUT5NzokCGACccFGKp20hywvL48DBw6g0YTWixSvErBwMXnzzTcpLi7m4MGDMWn8j0QBlI5Py8rKWnV+hA03nrN7YZmg63Q6FhcXwybD0lFwo9NGLhkm0A1MYxiZZXhykSV35CTeZHeH9XyZDLLTU8jLSqUwJ5Wi3HSK89IpzU+ntCCTzNToS7fBolCEKRomk4mpqSl6e3sBYmIwiYXy1lycT3NxPn92fTs/v6Tj2YvdTJqtfO/4Gf755Hk+1FTPnbuaKM1cmwRspgDm5ORkUS1az+W6UqUNp1UlFLxXSsBWqzUiAvjAAw9w5513rvscqao3MTHBoUOH6Ojo4J/+6Z8CnldYWMjU1FTA92ZmZoB3lMAEIkOCACYQF6ynAM7Pz9Pd3Y3f72fXrl0hTRdZeexYK4DC2DSAXbt2RZSjtxbCVQCl+YLNzc1Bc7jiQQClCqAQKm0wGCgoKAibDPt8froG5zhxYZBv/fQKs4vWVc9JUikoykmjICeNvCwtWWkaMtM0pGnVpKhVJKuVqFVKFAo5crkMuUyG3w+XLl2isLiUFK0W15IXh8uNzbmEzbGExebCbHNhsjpYNDtYMNuZN9lxe3zMm5b/Wz80s2otaSlqKooyqSzKoqokm5rSHKpLsklJju4GYOUUDanBxGw2BxhMpIQwFNcrxE4ByU1N4U/2t/HZPS281N3H0xe66Jtb5OkLOp65oOO6mgo+1bqNXaWre06v9Qg46Tqk52wtl6v0/K+cmiH9ikbB22wKYCQlYKfTydLSUkQlYGnczEYYHx/n0KFDtLa28sQTT6z63Hd0dPDQQw+xtLQkXoOOHj1KcXHxqtJwAuEhQQATCAvRlICFEWWzs7MB5cxwEYuZvSvXNDc3R21tLXq9PiZj5aQItRfO4/HQ39/P8PDwhvmCMpks5rN7BcXObDbT1dWF2+1m586dYZFhk9XJ86938vzrXUwvvEP6VEo526oLaaotpKGygKqSbHIzkpER/rzU+QkttRU5Id84+P1+jFYns4tWpuetTC9YmJi1MD5jYnzWxPSCFYvdRWf/NJ390wE/W5qfQV15Llsq8thamU9deXg3KyuxlsHEYrFgMpkCXK/S2a4ZGRmrDCbxIF7JKiUf2b48Uu7M8DhPvd3JyaExXu8f5vX+YbYW5PLp1mY+UP9OjMy1KAEHQyjtEMHOvzA1w2QyYTKZGB0dZWlpaVVAcjil+82oAIZLAIWpS/GcBDIxMcENN9xAeXk5jz/+OLOzs+JjQmvFXXfdxSOPPMKRI0d46KGH6O3t5dFHH+XrX//6prjxeDcjQQATiAukZVqfz8fQ0BD9/f2imhTOiLKVUCqV2Gy2qNYnLUELa1Kr1XEJLw6lBCwYTpKTk+no6AjpohsPk4XVauXUqVNUVlZSU1MT8qZhdy7xHy9d4OevXMThWn7fU5JVNFdmcvvhdlrqi0lWv+OeFkKBvb/ftAVCG+qmGY4JRCaTkZWmIStNQ335anORa8nD6LSJ4clFBicWGBhf/poz2hibMTE2Y+K1c/0AKBVyakqzyUxyo84eprmuiHRt5J9lWDaYZGdni87HYIHJ3d3dKJXKgF62eBlsYPmctVeW0l5ZytC8kZ9d6OSFrl66p+f43795je8dP80nd27jYzu2bhoFMNJ+2JVTM4CA0rG0dC8l5YLrOxg2mwkkUgKoVCpDbs2JBEePHqWvr4++vj5KS0sDHhP+xjMyMnjllVf44he/KKYOPPjggzz44INxW9f7BQkCmEBcICiAs7OzdHd3o1AoaG1tDbD3R4poTSALCwsB5V6pkhQPg4lCoRB74VZulE6nk+7ubhYWFqivr6e0tDSsfMFYkYDZ2Vl6e3vxer0hE1ABpzuH+T8/+p1Y5q0ry+UTN7ewpTiFmelJ9jRXiM8VzoPQNyaojtLfQyCCaxHCWMfAqJOU1JblUFsWqO4ZLQ4MI3MYRmbpGZqle2gWo8VBz/Dc8u/d+yoyGVSXZNNSX8yuhhK21xahSQ5/ioUUwQKTVxpMJiYmRAPV3NycqBLGw2BSmZPJ//qDA9y3r5VnL+n5+UUdM1Y73z9xln87fZFdGSmUb7VRHSSy6WrC5/PFzHGdnJxMcnKy2H7h9/sDSsdDQ0NYrVaSkpKCjhX0+XybJjjc5/NFdG7MZnPIrQiR4siRIxw5cmTD5zU3N3P8+PG4reP9igQBTCAshLq5+P1+JicnGRkZoa6ujrKysphdSCIlaS6Xi56eHqanp9csQceDAAqvIW3E9vl8jIyM0NvbS0FBAQcOHAi7ET0WBNDlcoll+cLCQvGiHwp8Pj//+ovT/OQ3bwNQlJvOF+7Yx3W7qpHJZGJMjQCB6AlrVqlUYhlb+pjf7w94DwSiKP26GshM07BnWxl7tpWJ65+cs3DJMM5v37rMnF3G2LSJ/rEF+scWePZYJ0qFnG3VBezZVsbubWVUFWfFZER3cmMAACAASURBVL3BDCYnT54UCcr09DR9fX0Aq7IJY2VwyErR8LmOnfy33dt5Wd/PT85dZnDeyIlZE28+9Tw31lXymT07Is4TjBbxDIKWyWSkpqaSmppKcXExsPz3LBDCla5vYcauxWJBq9Ve03Kw8LcUiQIYz/JvAtceCQKYQEzh9XoZHBxkYmICjUYjllZjiXBdwIKhobe3l5ycnHUdx/GY2ytceAXiYzQa6erqwufzRWSCERANAZTOWBbOidADFQq8Ph/ffuIYL5/sAeBjNzZz/+0dAWXeleRO+FdQ96S/B6w+T16vV1QMpQTR4/Hg8Xjwer1hlY2jhUwmozgvndyMZNSuSW644QaMFieXeie50DPBef0YU/NWLvVOcql3kn/+xRnys1PpaC5n345KdtQVxWz8mrCezMzMgMBkm80mqoSCwWGlwSQ1NTWq8mSSUsEHm+q5dVsdbw2M8P9++wZ9FgevGgZ51TBIW1kRn2pt4kB1OfKrWBq+2m5khUKxqnQsuL77+vqw2WycP38ev98ftHR8tdYaLQHcDOX9BOKDBAFMICbw+/1iuVelUlFeXo7T6Yw5+YPwXMDCPGGPx7NhwHS4xw4VAkFxuVz09vYyMTERcubhRseNhABarVa6urpWuYwtFkvIpdXv/fQNXj7Zg0Iu438euZFb9jWseo5QqvV6veLmvJL8rfV7Sf+F5c3dZDLR3d2NTCYjLS1t1fsUSS9htMjOSOFQWw2H2mqWo3tmzZzTjXGma5SLhglmFqz88nUdv3xdR6omib3N5RzcWcXuxlKSVNFffqXnUqpSSQ0Oa41Vk6qEK8eqhQK5TMbeihKWaosobNjGTy/qeEU/wLnRSc6NTlKVk8k9bdu5ZWsNqqvQD7cZnLeC63t8fJy8vDyKi4ux2+3ie7BWYHhaWlrYE4ZChdD/F+77m1AA3/tIEMAEwkKwi4g0OFko946Pj2O1ro7+iAVCKdMuLS1hMBiYnJwMOk94LcRDARRw5swZ0tPT2bdvX0hByhshXALo9XoZGBhgcHCQsrKyVS7jUI939FQP//XaFWQy+Prnb+ZQ2+q5oIJqZ7Va6ezsJDMzk8zMzIgc1sI4vtHRUSorK0XiLCiCgroYrJdQSgbjTQplMhml+RmU5mfwkRu24VzycEE/zltXhjl5eQSjxcGrZ/p49UwfKckq9m2v4IbWGlq3lkQUUh0KWVcqlasMJtKxamNjY2Kz/8pswlB6xoQ11Ofn8I0/OsQXD+zmmQtdPHdZz+C8kb9++Tj/8MY5PrGzkY/v2EpaCMHSkWIz5RFKSZdWq0Wr1VJUVCQ+ZrFYAvIJnU4nKSkpAaQwNTU1Jp/ZSGeyRxoCncC7BwkCmEDE8Hg8DAwMMDQ0RElJSUBWXLij4MLBeseWBihnZmauOU94LcRqbq8Am80mGk6qq6uprKyM6ei2UNc6Pz9PV1cXSqWS9vb2oNleoZgrLDYn3//ZGwAc+eDuVeRPSsQyMzNpbm4WR3VJQ5AzMzPFnrb1muUFw05SUhLt7e0BBFIul69SCaXl5pU9h8LPXC2VMDlJScf2Cjq2V+D9lA/dwDQnLg5x4vwgs0abSAbTtWpuaK3hD9pr2VqZH1afbSRzlFeOVRMMJkJg9eTkJE6nU5xgsp7BRPi8COeyMD2V/3F9O/99706evdTN0xe6mLXa+Yc3zvGjM5f46PYGPrlzG4XpsY1agvj2AIaL9dRIhUIh3hAJWFpaEgnh3NwcAwMD+Hy+VVE0kSi10UwBSSiA720kCGACYUEgCdPT0+j1etRqdVBCEa9pHcKxhf4w6cXQbDaj0+lwOp00NTWRnx/6Zio9dizWLfRCDgwMUFpaisViISsrNoYAAaEQQOkoubq6OsrLy9fcJEM53n/+9jImq5PK4izuubUt4DGh3CuQAqVSSX5+foCTUnCymkwment7sdlsaDSaAEKYmpqK1+sVRwTW1tZSVlYWculYutltFpVQIZfTXFtEc20R939sL92DM7z2dj+vnx9g0ezg+eM6nj+uo6wgg5va67l5bx25mdGrxCGtTWIwKStbNrwsLS2JKuHMzEyAwUSqEgpY+d6kqpP4zJ4d3NXaxCs9A/z47GX65xb593NX+On5Tm7aUs1n21uozskiVthMBDDcHMCkpKSA8GQhCshkMmGxWBgdHcVqtQYotcLXRqXjqz0GLoF3DxIEMIGw4PF4OHfuHBaLhfr6+jVHg8VTAVwZq+J2u+nr6xNLhNXV1RHHQcRCARSmikjVttnZ2Zjntq1H2AQXtl6vJyMjI6RRexspgH6/nxdOdAPw325tCwgClqpta/X5Cb17aWlpYuaX2+0WCaFANASyplarqa+vj4jIC9hIJZQSROnPxFMllMtlbKspYFtNAX9y+14u9Ezw6ple3rg4xOi0iX97/ixP/uoce7aVceuBBvY0laEIso545u8lJSUFTDCRxqCYTCbRYCKot6OjoyJ5l5INlULBHzXWccvWWt4cGOWpt6/w9ugkL3X381J3Pweqy/h0azOtZasnjISLzUYAo+lHlEYBSUvHglIr5BM6HA40Gs2qfkLpefB4PBFdDxME8L2PBAFMICwolUqKiopoaWlZ984zHmYK6bFhmTzMz8/T09ODVqtl3759UU/xiCYGRohUmZmZob6+nvLycnFTi0dv4VoE0G6309XVhdVqpbGxkYKCgpA2140UwIHxBWYXrSQnKTm4qxpYHe0SislDCpVKJSofLpeL7u5uFhcXRdVwZGSE7u5uNBoNGRkZolIYaX9ULFTCWEKhkNPWWEpbYyl25xLHLwzy8kkDV/qmONU5wqnOEfIytdx6oIE/2t9AdkZgO8PV6nkLFoMizfk0Go0MDw+vaTCRy2QcrCnnYE05+uk5/u30RX7XO8QbA6O8MTBKU1EeR/a0cLAmcufwZiKA8TCkBIsCcrvd65p80tLScDgcEZ0Xi8USdAxlAu8dJAhgAmGjrKxsw14xQQGMh0ohXMwuXLiAw+GgoaGBwsLCmOWthUvU/H4/o6OjGAwGcnNzg046iXVvIawmbNKJK8XFxRuS9JXYSAHsH10OQN5SmU+SUhFAnMIlflL4/X4mJibESJr9+/cH9AVKVcLZ2VlRJVzZSxip4zxclXBpaQl4J14jVqQjJTmJWzq2cEvHFkanjfzmDT0vnzIwa7Tx5Atv8+8vXuC6XVV87FATDZX513wCh1COVCgUbN++XTSYCIQkmMEkPT2dmuwM/s+H/oDhBRM/Pd/JC10GOidn+YtfvkJFVgafam3ig9vqSQrTGLOZCODVGgWnUqnIyckJiAKSTpEZHx8XR7pdvHgx4H3YKKg60QP43keCACYQNkIxCwgqnTT8OBYQ5uUCpKSk0NbWFtPjKxQK3G53yM8X5uYuLS2tGzMTbwXQaDTS2dkJII5LiuZ4wbBocQCQm6kNO9plLdjtdrq7u7HZbDQ1NQU9f1KVEALz7kwmk5i5JqiEwlekUwzWUgmFOcl6vR6tVit+D1aHVUe7+ZcVZHLf7Xv57IfaOH5+kOeP69ANznDsbD/HzvazrbqAxmIF25riNw4uFEidt1KDSUFBgfi4dIKJYDARHK/3bK3kU831PN8zyHOX9Qwvmvj2q2/yr6cucFdrEx9pbiBVHdpEjc1CAIWbhmsRSRNsikx/fz82m43s7Gyxp9Nut4v5kEJP58ryfaIE/N5HggAmEBcIF5JI+09WQmo8SU5OFrMGY0n+YHndTqdzw+d5PB56e3vFvsON5ubGSwF0u93odDrGx8ejzhYUiP1aypL899/yeLwxUf2Gh4cZGBigqKiI7du3h6xWBsu7E0phRqORubk5+vv7RZVQWjqOJpdyeHiYwcFBysvLqaysDDAjSdVC6TrXG2kXCpJUSv6gvY4/aK/DMDLLf73WxWvn+ukamKZrAN7ofpE7D+/kpvY6klRXn3BspELK5XKRZAgQHK9C36fZbKbZ76d1z1beXrTx64ExZq12/u71M/zLyQvcvmMrn25rJjtl/R7WzUIApe0QmwFerxeNRhMwa9ftdmOxWDCZTKvK96+++irp6eksLS1dFQXQ5XLR3t7OpUuXuHDhAi0tLeJjV65c4YEHHuDMmTNkZ2dz33338bWvfW3TxP2825EggAnEBXK5PGaOWrvdjk6nw2QysWXLFkpKSjhx4kRcegw3Uur8fj8zMzNiX1qofYexnNsrrMPpdDI1NRVR3E0wCBvWyk1dIIXZ6cvHn5q3REX+LBaLGM69c+fOiNTKlQhWCrPb7RiNRkwmE/39/VitVpKTkwMIYSgqocVioaurC7/fT1tbW0AP1lql41BG2oVLEOrL8/ifn7mBz31kD88f1/Hsby8xOW/lb//jBD/+9dt84qbt3HZgK+qkq3dZj6QMHczxKhhMstPN7MpI5sTIFCdmzcw4l/jx2cv87Hwnt22r59NtzZRnrY4wEo6zGUiX8Hd+rUOpBXi93lU3PiqVKmg+pNlsxmKx8MILL6DX6/n85z/PE088QXt7O3v27OEDH/hA1H3WK/HlL3+Z4uJiLl26FPB9s9nMTTfdxKFDhzh79iwGg4EjR46g1Wr50pe+FNM1vF+RIIAJhI1QL/jROoGlwcUlJSVs3749IGcwHgRwvR5AoVxpNBppaGiguLg45HMRyxKww+FAp9OxuLhIdnY2ra2tMbkjFo4hVVKk0S515cvkqm90HptjidSU8NQ0n8/HwMAAw8PDlJeXU11dHbdNUhrAK52KIZSN5+fnGRgYwOv1iiqh8CX0b/p8PgYHBxkaGqKiooLq6up1CcZGI+1ipRLmZKTw2Q+2UaqxMLuUxvNvGJgz2vjBf57imVcu86nDLfzR/oarogjGQnULZjBpb/Nwr9nMa/p+nunqY9Bs47nLev7rsp724lw+tWMrLZVlAbl4m0UBjHVvaLQIpQ1HWr5/9NFH8fv9bNmyhW9+85t4PB5Onz7NV7/6VZqbm2NKAF988UWOHj3Ks88+y4svvhjw2FNPPYXT6eTJJ59ErVbT1NSEwWDgu9/9Lg8++GBCBYwBEgQwgbghGket4C5cK7g4XjmDwdYsNVcUFRUFBF6Hc9xoFUChbNrb20thYaFY0ollsLTwOsGiXUryM6kszmJoYpFjZ/v40PXbQj62MJJPLpezZ8+ea9JcrlQqg6qEQhlsYGBAVAlTUlKwWq0oFIpVql+oWGuk3XoqofD8UFTCJJWcD3ds5eM37eToaQP/8dJFZhas/P0zb/HMq5f54w/v5lBrDXJ5/DbKeBlRlEolOdnZfHxfNrd3tPH26CQ/PnORk8MTnJqY49TECbakp3BDUTZtpYWkp6evivO5VhAMIJuFoEQ6CcRqtdLa2kpLSwv33XdfzNc1PT3Nvffeyy9+8Yug1YuTJ09y/fXXB6iXhw8f5itf+QpDQ0NUVVXFfE3vNyQIYAJxQyQKoMPhQK/XMz8/T319/ZoBwNGQy/WwkqgtLi7S1dUFRG6ugOgVQLPZTGdnJx6Ph127dpGTk0Nvby8ulyviYwZbIyxvYFKjj3Qzu/XAVv7fM2/x05cvcsu+jVUmj8dDX18f4+Pj1NTUrBtEfbUhVQkF5WlpaUmM8tFoNLjdbs6dO0daWlpA6XilyztUbKQSrhVDE0wlFN6fJJWC2w5s5eb2el462cNTL15gZsHK3zzxGs/+9goPfGIfjdUFEa13I1wNJ7JMJqOtvJi28mIMM/M8eeYSr/YM0GO202O28/qclcPlBRT6/Zw5c0Y0mAhRNFqt9qp+5jbDTGIpIskkFMw78TKB+P1+jhw5wv33309bWxtDQ0OrnjM1NUVlZWXA9wRz0dTUVIIAxgAJAphA2IhHCViqshUWFnLw4MF1G/bjFTQtEEvpLOGamhoqKyuj2kQiVQAFAjUyMkJVVVVA2TTWfYUCbDab6Ahc+V7fdnArP3v5IlPzFn760gU+88G2NY6yrOLq9Xo0Gg0dHR1R9yjGGyaTia6uLuRyOe3t7aSlpQWohCaTicHBQSwWC2q1OoAQpqenR+U43iiGJphKKJBFAUkqBR+6rpGb99bzn7+9zNNHL2MYmeN/PP48f7hvC5/7yB4yUiMjrmvhavfd1efn8OhtN/KFA2389O1OftnZg37eiH7eyJ81lPLRQ9dht9sDJpj4/X6RwAvEMBoz0Ea4WhEwoSISAihEx4SrfD/88MM88sgj6z7n7NmzvPXWW5jNZr7yla+s+9y1Rg9uFnX13Y4EAUwgbgiVpM3Pz6PT6Zbv9ENU2eKlAMrlclwuFydOnIiZuUI4brjrnZmZQafTrWk2iSUBFIhGdnY2586dQ6VSieQmMzOTtLQ0FAoFyUkqvnDHPr7xL6/y49+8za6tJTTXFgUcSxg/Nzc3R11d3ZrTYjYLvF4v/f39jI6OUl1dTUVFhbiBB1MJPR6P6GJdWFhgcHAQj8cTtJcwkt97o7Bqn8/H2NiY+NjS0lJAyThJKefuP9zFrfsb+NdfnuWlkwZefKuHU50jPHjXQTq2V0RzugIgjYG5mijNTOcvP7CPz7a38NTbVxhbNFGkUYrle6nBRCDwZrOZoaEhrFYrarU6QCUUPt+xQLRTQGKNSJIYBAIYrgL4wAMPcOedd677nMrKSr75zW9y6tSpVUS8ra2NT3/60/zoRz+isLCQqampgMdnZmaAd5TABKJDggAmEDdsRACdTic9PT3MzMxsOKd2JeJBAK1WK3q9Hrfbzc6dO6MaQbYScrlcDBDeCE6nE71ez9zcHFu2bKG0tDR4LEsMCODKfrRdu3bh8/nESBWj0ShOFxA2zMayDG5oreZ3bw/wtR+8zN9/+SOUFmTi9/uZmpqip6eHzMxMOjo6Ii6VXi0YjUa6urpQqVS0t7eH1OCuVCpXOSiFua3C+bJarSQlJYlkUEqiI4EQVu1wOOjq6sLhcNDS0kJKSsqqfk0BaSlJ/PldB7h5bx1/97M3GZ408rV/PMptBxr4wh37YmISudZh1LmpKfzp9e04nU7eeuutVWtZi8BbLBaRxI+MjOB2u0lNTQ0ISk5JSYnod3svlICtVispKSlh/5zU3b0evve97/HNb35T/P+JiQkOHz7M008/TXt7OwAdHR089NBDLC0tiT3XR48epbi4eFVpOIHIkCCACYSNaEvAPp+PkZER+vr61pycsRFiaQIRFKChoSEKCwux2Wwxv8MMhbAGmyiyXqkqGgK4kjRI+8wUCgVZWVmiEisQHCFSZXBwkLYyPz2DyUwuOPnTx3/BX/336/A4jFgsFrZu3RpT8hwPeL1e+vr6GBsbo6amhoqKiojXu9bcVqFsLOSsud3uoL2Eobyu3+9nfHwcg8EgjmJcqeqsNdKuoSKXv3vwNn7y4gWee62LF97QMzC+wCP330xW2vrZeqGsazO8z+HkUiqVylWfb5fLJRLCiYkJenp6AjIMBaUwlKzK90IJ2Gw2k5aWFrf3try8POD/hRuvmpoa0dx211138cgjj3DkyBEeeughent7efTRR/n617++KT5z7wUkCGACcUMw0rO4uIhOp8Pn89HS0hLS3WIwKJXKmBggZmdn0el0JCUlsXfvXpRKJRMTEzHf2DYia0LWnMvlWneiSDjHXAvSaBfhOOv9rlKCI1VRGrZO879/eIypBRtf+cGr3LG/iMaqAsxmMzKZjMzMzLDd0lcDgrFHeM+1Wm3MX0OhUKypEppMJlEllJbaBZKxcrN2Op3odDqsVis7duwQXcwrsd5IO4VCwec+vJvttYU89pMT6AZn+NLf/opvP3ALORnaiMOqN0v0SjTrkMlkJCcnk5ycLM6+FUwQAimcnp7G4XCIBhOBFAYzmGwmBVC4IYikBHytx8BlZGTwyiuv8MUvflFsDXrwwQd58MEHr+m63ktIEMAEwkY4CqBA0qSmimgnVkD0JWCn00l3d/cqt7FQpo31RXwtE4hUfayoqKCmpibki3W4BDBYtEukJFepVFKYl8m9t9TwLy8amFx08tTrk9yjyWZXiitgPFtmZqZIclJTU6Mi1n6/n+lJE+PD80yMLjA3Y2Fx3opxwY7d5sLpWMLldOPx+JAByGTIFTJUKgXqZBUyuQ+Z3EtefhZFJblMDnSRnZtKbn46eYXpZOemxSU2ZS2VUCAYwVTCjIwMXC4XAwMDFBQU0NzcHNZs52C9hAd21lBWmMWXv/cbRqZMfONfjvHtBw6j+v3c3ZXxMxv9jW4mBTDWN2wC0RMUKWGCidlsZm5ujoGBAXw+X4DBJD09fVMpgMI1MhITSDwVwJWorKwMOl60ubmZ48ePX5U1vB+RIIAJxA1KpRK32y2WNbOysmJmqojUBSzN0svPz19VZpVGocSSAAYzgczPz4v9Z3v37g274TocAhiu6rceBMf24OAgpaWl/NPX7uT//Ph1Tlwc5IlfX6GvpYo///R1pGqUIrmZnp7GYDAABJRAMzIy1iU1fr+fob4ZLpwZ5Mrbw/Tpp7BaNh7VtxEGe4zA4KrvK1UKCoozKC7LpqQsm7LKXMqrcymrykWtDp18hYJgpXan04nRaGRhYQG9Xi828LvdbsbGxsjMzAyqEoYKuVxOVUku//dLH+b+v3mW7qFZnj/Rwydv2h7gPJb+ba2XS7iZCGC8SVewCSaC41gwmNhsNuRyOUqlkuHhYZEUXitFMFICaDabE3OA3wdIEMAE4ga3283CwgJWq5Xm5maxvBILRKIACjEf0iy9YMcFIu6tWwtSBVDImpuenqa+vp7y8vKI3aIbrTOWqh8sn0OdTgcQEJD88H0388wrl/iXX5zhxMVBLvVOcN/tHdzSsSVgw7RarWIv4eTkJA6HA61WG+A4TklJwWS088rzl3jtpU4mxxYD1qBUKSguy6KkLJv8ogyyclLJzNaiTU0mWaMiWaNC+XtFy+3xMDgwxMzMLHm5hWg16dhtLixmJ2ajncV5K/OzVuZmzMzPWPC4vYwPLzA+vMDZgHMto6Q8m5qGIuq2FlHfWERlbb74OrGAMI3BZDIxOztLTk4OdXV1OJ1OsXQsNSxISbR0IkYoKMnP4IFP7OfbT77Gc8c6ueuWXaLyKQ2oXiuXUPjaLGrXtShFSw0mUlW3p6dHJIajo6O43W60Wm2AShipwSRcCDey4b6W1Wq95iXgBOKPBAFMIGxsdDFxu9309vYyOjqKSqXiwIEDMb8DDscEIqxnbGxMLD+vtR5B5Yh1xqBwzPHxcfR6PVlZWRGZX1Yecz0CGEvVTxqVUlVVtSoXUS6XcefhFtoaS/n2k6/RPzbPYz/+Hb863sX9t3ewo355bF5aWhppaWmUlZUBy2RYIIQTExNcvNDJ2yemuHxmBq9n+XdLUivZ0VbJjrZKGppLKK/OQxWCg3U5XqiHnIIUDh66GY1mfcOD1+NjbsbM5PgiE6OLjA/PMzI0x0j/LGaTg9GheUaH5vndS53iuuobi2ncUUrzrgrqG4tJUkd+SRVuDBYWFti6datoRNJoNKtUQoEQjo6OiiqyNIImIyNjw7+5G3fX8tiPX2fR4mBmwUJh7rLiE+pIO6/Xi91ux+/343a7wx5pF0tsll5EhUKBSqUiPT2d+vp6AHHGrtlsjtpgEi4irWRshh7ABOKPBAFMICJIJ0UI8Pv94gUuLS2NpqYm+vv741L+CGUWsBBLotfrSU1NZf/+/SE1/MdibNtKuN1uHA4HBoOBpqammLiM1yKAK6NdolX95ufn6e7uJikpacOolNqyXP7xoY/x7G+v8ONfv41+aJY/+87z7G4s4zO3tbKtpjDg+UlJSeTn55Ofn8/FM4P85z+fxrhgA6CkIoPm3XmU1WrJzskkIyOFlHQ/brcLpXJtxcvtdmMwGESFNdQcQoVSTkFxJgXFmbTsfmfKgN/vZ2HOyoBhmj79JL3dk/TqJrFanHReGKHzwgjPPPkWSUlKGneU0rKnitaOGkrKs0M+7zMzM3R3d5ORkUFHR8ea7m/pzNbCwuVz6fV6sVgsIpEeHR1laWmJ1NTUgBialSqhxe7C+/vPjzppbfIRrB/Q6XRiMBgwGo00NjaK65CuU/oVb3K2WQggsMp0EcxgYrPZxGzCmZkZ7HY7Go0mgBCmpqZG/TtFOgbOYrEkSsDvAyQIYAIxgcViQafTYbfbaWxspKCgAJPJFJewZti4BGyz2dDpdFgsFhoaGigqKgp5M45lxqDP52NwcJD+/n5kMhkHDx4M25G3FlYSwPWiXSKBlEjV1tauOZZvJZQKBZ+8uYWb2uv50QvneOGNbs7qRjmrG6WlvphP3LSD9qbyALPF0ecv8sPvHMXn81Ncls1//x83squ9GplMJipeRqNxleIlncShUCjEGdKpqal0dHRsqPqFAplMRk5eGjl5aezeXwuAz+dnfHie7itjyyTw/AiLCzYunh3i4tkhnvx/r1FUmsXu/bW0X1fPlm3FKBSrN3O3201PTw+zs7Ns2bIlrM+pAIVCIRptBEjP2djYGDqdDqVS+U6ZXZvK3z59BoCtVflkpYd+ngTnfGZmJvv27SMpKWlNlTCUkXaxwGYigF6vd133u1wuF5VwAW63WzQErTSYSEmhWq0O6/MRjQIYaUJDAu8eJAhgAlFBOqqsvLyc1tZWkeDEa1wbrF0C9vl8DAwMMDg4SHFxMS0tLWGXVmJFAIW4EZlMRmNjIz09PTEjfxBIAFf2bEWr+k1PT6PX60lLS4uYSGVnpPDnn76OT97cwlMvnufoKQMXDRNcNExQnJfOBw82crhjC/rzI/zgsZcB+MCtzXz+z28OKKUKCoqgmq5UvAT3rPB5Ky4upqqqKibkby3I5TLKqpbNITd/qGU5w3FojgunB7lwZpCui6NMji3y/NNnef7ps2Rma9l7XT37b2ygcUcZcrlMNAEJZDWWodkrz5kQ7m0ymegbnuJHR48zOutAIZfxob2lTExMkJGRsW5vmsfjwWAwMDU1teqmaqORdtKyceB59kAbSwAAIABJREFUXNtgEg42GwEMl3SpVCpycnLEvuSVBpPh4WExNkjaS7iRwSSSKSCwTACrq6vD/rkE3l1IEMAEIsbU1BTd3d2kpKTQ0dGxqmdEKNPG4+KsVCrFTUXYhISRcnK5nN27dwcoIuEgWgIoqDqTk5PU1tZSUVGB3W6PeVlZIIDSLyHIOVK4XC70ej2Li4ts2bKFwsLCqJvVi/PS+cv/dgOfua2N5167wgsnupmYNfPD507xr788g9LiRp6m5IMfaOK+B2/e8PVWKl7T09N0d3ejVqvJzc3FbDbz5ptvkpSUtGqcXbxIgkwmo7wqj/KqPD585x4c9iUunh3kzIlezr7Zh3HBxku/uMBLv7hATl4qTa2FlNVpaN+3/aqMypPL5XhQ8atTY/zy9S48Xh8pySr+7BN7qMhTMzY2Rnd3NwqFYlUvoVKpxGg00tnZiVqtDvmGYKNewrUMJpGohJuJAMYiQmotg4l0gsnY2BgulytggslKEh+pAmi1WsOeA5zAuw8JAphARLh06ZI4qqy4uDjoBibcecbDKShc1Lxer+i8m56eDnuk3FrHjoQACj2H3d3dpKenB0TeCDEwsYzNkMlk+Hw+ZmdnxY060mMLkyZ6e3vJzc0VS3uxRH52Kvff3sFnbmvj2Nk+XjjRjX5oBk+KAlK0/GpkjPl/O8bBnVXsbixDk7y+ciudObyyfCqdxCHM6/V6veImKRDD9SatRANNShId12+h4/otuN1erpwf5s1jek6+3sP8rJXXX+qDl+Dt1xe5+YM72HeoISoDyVrw+nxc7JngN2/qOX5+AI93mWy1NZby4Kevoyj3nT4vn8+HxWIRS8fj4+M4nU5UKhVut5v8/HxqamoiVio3UgmFfyNRCQXVezMgXs7oYKV+l8sl9hJOTk5iMBjEEnNGRgZOpzOia4LFYglpLGIC724kCGACEaGiooKtW7euW14VSJrH44m5w0049sjICIODg2RnZ0ftqhUQLLNvI9jtdrq7uzGZTEF7DoX1xoIACsqJUqmkoKAAnU4nNv0LG0RmZmbI58Jut4v9m01NTSFNIYkGGrWKWw9s5dYDW/nsnf/IpNtFcnk6JruLV8/08uqZXlRKBS31xezZVsbubWWUF2YGnDehRJ2RkcG+fftWEblgkzjsdrtIbvr7+7FarWg0mgBCGIvG+5VQqRTsaKtAm+lmy64knOZkLp+d5MLpQbovj9F9eYx/+/tj3HTbDm79+C6yc6NzX7o9Xi73TvLGxUFOXBhk3mQXH2uuLeSeW1tp27p6vrRcLhdVv/Lycmw2G5cuXcLr9ZKbm4vD4eD06dMBzxPOW6StDcHCqtcaaScgWFj1ZomjgdhniK4HtVotmqjgHYOJtJ/Q4/Fw8uTJsAwmCRPI+wMJAphARMjOzt6QJMlksrj1Adpsy07R4eHha5ox6PP5GB4epq+vj6KiIg4cOBBUORMuttGWqlaaPJqbm5HJZOKYMaPRKI4ZE0qgwia9sgQqzGQeGBhYc75sPGG3uTCOm9AAP3nyPoZmjBw/P8Cbl4aYmDWLxhF+DrmZKbTUl7CtOp8UmQ2V30FDQ0PIJWppSU0YZyc03huNRmZnZ+nr68Pv95Oenh6QsRetEmo0GkXjyv4DHWi1Wj50B8zPWjj2myscff4iczMWnnvqFM8/fYaDf9DIR+9qp6wqtCZ8r8/H4PgCF3smOK8f56JhAofLLT6elqLmUFsNtx1spK5842MKM6l7e3spKyujpqYmoIwrqIRCdI/T6QxwHAsj0iK90VlvpJ1ABKX/DcukS1DErzURvJaj4KQGk5KSEgwGA36/X2yNmJ+fFw0mwnsmlI+FudR+vx+LxZIoAb8PkCCACcQV4eT1hQKp6UQul9PS0iJmpMUKoRJAIVja6/XS2toqqk1rHROWN6pISNbKMtlKk8fKaBCPxyOSm7m5Ofr7+/H5fKJqk5SUxPj4OD6fj507d8b8HIYCl3OZpMhkoE1V05RWSFNNIX/y8Q5Gpoyc7hzhrG6US4ZJ5ox2UR0ESE1JYutlOw2VedRX5FFblktBdnhj5oI13ttsNtFcYjAYsNvtpKSkBPQShkpufD4f/f39jIyMUFNTQ0VFRcDP5eSlccdn9vGxu/dy7s0+nn/mLLpLY7z2UievvdTJgRsbuPOPD1JS/s7nyu/3M2e0YRiZo2d4lu6BaboHZ7A5lwJeOzs9hb3N5RzcWcWuhlKSQshNhGX3cFdXF3a7nZ07d676TEvVPwFCGVIghHq9PuB5oUx8WQ8bqYRGo5GpqSkKCwvFa024I+1iic2mRqrV6lWfc+GG0Ww2MzIyIhpMnnjiCYqKilCpVHEnsb/+9a/567/+ay5fvoxWq+W6667jueeeEx8fGRnhi1/8IseOHUOj0XDXXXfx+OOPb8r54u9WJAhgAnFFLBVAodlfo9HQ0dHB+fPng86PjBYb5QB6PB4x6Lq6uprq6uoNL/jS3rRwIbgnw4l2USqVq0qgNpuNhYUFxsfHsVqtAKSkpDA5OYndbhencFyt0V5pGRoUCjler4+ZSRMFxcu9TTKZjIqiLCqKsvjETTswW2y8fPxtrvRPM2+T0T9uxGpfekch/D1SU5KoKs6msjib8sJMyguzKCvIID87FUUIG7JMJiM1NZXU1NSA+a8CuZmamhJDfDcqgZrNZtEBvlF2okIhp/26etqvq8fQNcFz/3GaU8cNHD/ew+tn+6jbWUZhXR4T8xYGxhcw21aPwktJVtFUU8jOLSXs2lpCbWlu2DONhf7VvLw8tm/fHjJhC1aGXGvii/S8RasSAgwNDTE8PExNTQ2lpaWropCkf8exchxvhGupAK5EsHL0WnOpBefvmTNnGB8f56abbmLbtm20t7ezd+9e7r777pj1zD777LPce++9PProo9x44434/X6uXLkSsO5bb72VvLw83njjDebn5/nMZz6D3+/n+9//fkzWkECCACYQIUK9cIcS2LwRHA4H3d3dojNVcE3GMq9PivWOOzMzg06nIyUlhX379oXcKC2sNxwncCyjXWQymTiXWaFQsHfvXtRqdcAUDr1eL7pAhdJxPOeYKpUK6hqL0F8Z59RxAx++c0/A44Kppqenhy1l2Xz4pr0kJSXh8XoZGF9ANzCNYWQOw/Asw5OLWO1LXOmb4krfVODrKOQU5KRSmJNGQXYa+Vmp5GSmkJOpJScjhaw0DRmpmqAqWVJSEnl5eWJf5EpyE6wEarFYGBsbo6qqiqqqqlVkw+v1YbI6WTDbWbQ4mFu0MWe0MWu0MT1vYUrpwr49C/fvJ6Gcn1uAuQXx5+VyGZVFWdSX59FQlU9jVQHVJdlBcwZDgdvtRq/XMz8/L2Z4RgPplAsBUpVQSqRXlttDJZ12u53Ozk48Hg979uwJOrUikl7CWGCzKYChVBwEg8lXv/pVnE4n+fn5nDt3jpGREU6dOsXPf/5zjhw5EpM1eTwe/vRP/5THHnuMP/7jPxa/v2XLFvG/jx49ik6nY3R0VGzZ+M53vsORI0f41re+lehPjBESBDCBuCIaBVDaX1dYWMjBgwcD5P94EkC32x3wPafTSXd3NwsLCwEkNByEMrsXYh/oLCiWExMT1NTUBLikVyo3QtlYOndW6pzNzMyMqXP20C1N6K+M86tnznLzh3agSVk+tnC+zWYzjY2NAT2eSoWC+vI86svfMau4PV5GpowMTiwwNLHAyKSR0Rkj4zNm3B4v4zNmxmfM665Fo1aRlqImVasmNTmJFI0KjVqFOkmJWqVEpVSQpFIgl8lQKGTIkAEa3B4V9hkHVts8ZosVj9eHzy+DC4v4uYjbBy63D5tjCbPNhc2xtO46BCjkcrLTklkyOnHOO5C7vNRV5PLlr9xGSena7QbhYGUWYbxc0WuphAIpDKYSCqYc6efe7/czOTmJXq+nuLiYurq6NW9Q1usllP4rvT5FqxIKx90sCmAkk0AsFgsA9fX1tLa28tGPfjSmazp//jzj4+PI5XJ27tzJ1NQULS0tPP7442zbtg2AkydP0tTUJJI/gMOHD+NyuXj77bc5dOhQTNf0fkWCACYQEcJRACMhgEKIst/vX7O/Ll4GE4VCgdO5XGbz+/2MjIzQ29tLfn7+KhIaDkJxF8dyfi8gTsYQshqFWJq11ieNmZD2ChmNRgYGBrBarSQnJwe4jVdu0uHghsNNPPfvp5ieNPFv3zvGn3z5sKgQ5eXlsW/fvpBUIZVSQU1pDjWlOQHf9/p8zBvtTMyamFqwMj1vYc64rLjNm+wsmu0smB34fH4cLjcOl5uZRWtEv0s4kMtkZKQmk5mmITdTS26WltxMLQXZy0plYW4ahdlpYon85V9c4Cc/PM7I5Un+1+d/wl/89YfZ0VYZ8et7vV76+voYHx+nrq6O0tLVruB4QqoSSudCC5814TMgk8kCyODU1BQmk4nm5uaw3epr9RKuVNqDqYShkkLhGJuFAEbiSLZYLCgUinWvFdFgYGAAgIcffpjvfve7VFZW8p3vfIfrr78eg8FAdnY2U1NTq5TorKwskpKSmJqaCnbYBCJAggAmEFeES9KWlpYwGAxMTk5SXV0dtIQmIN4lYIvFQmdnJ263m5aWlqhHI61XAl6p+kVL/KQZefX19WtmNa6HYL1CHo9H3KRnZmbo7V02ZawsG4dayktSK/nCl2/h4Qef5tVfX8avcLC9PTdmcTQKuZz87FTys9cu1fv9fqz2JUxWB1bHEha7C7tjCatjCdeSB+eSB9eSB7fHi9vjxevzL8/Q9YPb42FxYQHwk5ebQ6o2BaVSQZJSQbJaSXKSkpRkFUo54F3C53HhXbLjdTtQBwmqDrZZKxRy/uj2Vnburea7j/yKvu5JvvmXP+fPv/5B9h1qCPucmM1mOjs7USgUtLe3hzQf+2ogWLldMOXMzs4yNDSE3+9Ho9EwPT2Ny+UKqhKGg43CqsMdaSdcj95tJWApzGZzRKHpDz/8MI888si6zzl79qx4Lr/61a9y++23A/DEE09QWlrKz3/+c+677z4guMgQyxzVBBIEMIE4I1QXsN/vZ2Jigp6enlUhytEeOxKYzWZOnjxJZWVlQAxGNFhLAVwZcREN+ZP2zWVlZQXNyIsGSqVylaNQ6IkzGo1iKU/IJBTIjUajWfN3am6t4MN37eIXT53nt8/3kpOTx8GDV28OqUwmI02rJk0b+nkSolL6+voo2dtMbW1tWJ8Rr9crltuF6B6Px7MqqFqa5VhUksWjf38Xf/etX/PmMT1/+40XyM5Lo6GpJOQ1Dw0NMTAwQGVl5bo3V5sBcrkcrVbL9PQ0i4uL1NfXU1BQIGbcTU9PYzAYAFY5jqNR6aX/wsYj7aQKoXA92iwKYCQlYIEAhosHHniAO++8c93nVFZWiiXmxsZG8ftqtZrq6mpGRkYAKCws5PTp0wE/u7i4iNvtjrpHNYF3kCCACUSEcErAS0vr9zxZrVZ0Oh02m01sQg/l+LEwmKyEMIjd6/UGHW8XDVYqgLFW/QSzjMViYevWrVflQimTycTcMaGU53K5RGIzNjaGTqdDpVIFEML09HTkcjkOhwOdTkdVo5oPfnInv3r6As888RZjQ/N84ct/iDY1Pj1p0cDhcNDV1YXT6Yw4QkehUJCVlSX+rFBuF/ovpeV2KSFMS0vjz7/+QbxeH6deN/D3f/Mb/u5Hf4xCuT6RE0wTbrebtra2d0XGm91u58qVK/h8vgAntVQlFG5ABFV6enpajO5Z6TiOlOyGoxLabDaRCEYy0i7WiKQEbLVaSUtLC/talJubG1KVpLW1FbVaTU9PDwcOHACWjUhDQ0NUVFQA0NHRwbe+9S0mJyfF6sPRo0dRq9W0traGta4E1kaCACYQVyiVSux2e9DHvF4vAwMDDA4OUlZWxq5du8IqV8SyBCzMwJ2dnaWwsBCTyRRT8geBJpBIol3WglSNKigooLm5OeaTV8KBWq2moKBAJKDB1C4hn8zpdJKVlUVrayvXXaeluDSPf/m/r/LWaz0Yuia4/y8P07q35pr9LlII4/IMBkPMg7Ol5Xah8V0otwsTHYQsx/T0dP7wji1cfnuI8ZEFLr89xM726g3XvJFpYrMgHKOH9AYkWHSPtE1hpboaa5VwcnKSnp4e8UYokpF2sYRwYxnuZ9RiscT82idFeno6999/P3/1V39FWVkZFRUVPPbYYwDccccdANx88800NjZyzz338Nhjj7GwsMBf/MVfcO+99yYcwDFEggAmEFespdLNzc2h0+lQKpW0t7dHpEhIzRqRQtgge3p6yM7O5sCBA1gsFoxGY1THDQa5XI7H4xGJX7TRLvCOerq0tMSOHTvE0uxmwkq1y2az0dnZid1uJzs7G6fTyVtvvYVGo6G0NpM//aub+PcfnGRm0sw3//I/2XOgjnvuv57Simv3uzmdTnQ6HVar9aqd52DldpvNJqpdpZVpGDrnef3YWVRau0huhJ44l8uFTqfDbDazffv2qHtYrwbcbrcY+RTpmlf2EkpVQpPJRG9vLzabDY1GExBBE+kYQI/Hg16vZ25uTlzzSpVwLYNJPFVC4bobiQkk3iTrscceQ6lUcs899+BwOGhvb+fYsWPiNUKhUPDrX/+aL3zhC+zfvz8gCDqB2CFBABOICJG6gJ1Op3ixrKuro7y8PGICFG0J2Gq10tXVhcPhCBgnZ7fbY15aFsie3W7H7XajUCiiIn8+n4+hoSFRPY1Vn2I8IVUqi4qKaG1tFdUJt9stlj81aUY+cqSGM7+b4NLpGc680cvZt/o4+IGt3H7PXsqr4jureOWaBWUnPz//mqqr0qDqvNwCTPMnAKhrqCQ5OTlA7dJoNNjtdtLT09m9e3fcHJ2xxMLCQkAkTawmPgRTCd1ud4BK2NfXJ07KkZaON1qD2WzmypUrJCcns3fvXrFnc6NeQuHfeKqEkRLASHsAw4FKpeLxxx9fl9CVl5fzwgsvxHUd73ckCGACEUOYG7keBAIojVPJzc3lwIEDAQ3ukSDSErDP52NgYICBgQHKysoCiEg0x10LQrk3KyuLwcFBhoeHSU9PJysrK+SNRgqTyYROpwN41/Rz2Ww2dDodLpeLlpaWVbE+KpVqlQN0/wEr+s5hnvv3c/RcmeH4KzqOv6Kjbls+H7h1G/sPbUOrjd/kEpfLRXd3NyaTKWau5FjAbnPxt3/9K6YnTaRnpnDj4Z1oUpY/P263m66uLubn50lPT8flcvHmm2+i1WoDejCv5sSXjSD8PQ4PD1NfX39VImlUKlVAz9rKMYB9fX2iSiglhYI7VjovWQj83mjNG420i3VYtRBIHe65vBoKYAKbAwkCmEBcoVAoWFpa4uTJk3g8npjEqQiIJAdQUBmECIxg5ClWBHClyaO8vJzy8nLsdrvYDydsNMK8WeEr2AYtZLcJUyYqKys3tYsT3slR7O/vp7i4mF27doWkSAg5cXv2NbNnXzN9+kmeefJNzr3VT2/XDL1dM/z4H07QsCOPtv2VNG6vEKNUYnFOpqam0Ov1ZGdnx1SNigZej48Tv+3m33/4O+ZnrShVCr708IdE8idkZyYnJ7Nv3z40Gg2w3BO3cuKLkPkoNeXEqp8xHAjtACuNHlcbwcYASlVCaQ9mWloaS0tLeDwetm/fHtWNwXph1QIRjHSkXaRzxwUTSALvfSQIYAJxg8fjYXR0FJfLRWlpKdXV1TEtU4ZD1KT5grW1tVRUVGyYLxhN5tR6gc5arRatVktJSYm4NukG3d3djVKpDCCEbrebnp4e1Go1e/fu3TTZbevBZrPR1dWF2+2O2C0roLahiIe+/XEmxxd5+RcXee3FK5hNDs6/Ocn5NyfJyL5AZV0G5bXpbN1eQm5etnjuwinZLi0todfrWVhYuGpO6o0wPWHk+Cs6XnnhErNTy9NMCooyePCvPkT9tmJ8Ph/9/f2MjIxQW1u7qq0iKSlp1RQOi8Ui9hKOj4/jdDpJS0sLMEmsF90TLaSxTyUlJWHH6FwNBFMJJyYmMBgMKJVKVCoVFy9eFIPRV6qEkSCWKmEkETCwrABWVlZGtP4E3l1IEMAEIsZaJWC/38/09DTd3d1imbeuri7mrx8KAZQ6CjMyMjhw4ICojKx3XIhsqLv0Ai0QyI020ZUbtBBCbTQaWVhYEJUHoWndbreTlJR0TZ2+60EY4SeU2GPZn1hUksWRLx7i05+/jvOnBnjjVR3nTw9gWnBy6bSTS6enefGZfsqqsygsTSG3SE1VbR75hTnrqquwPOe5u7ubjIyMuI5F2whLLg99+kkunh3i/KkB+nvemXyQnqHhQ5/czW2faEOtVmG1Wuns7MTv94esoMnlcpGslJeXA8u9uQIhHB0dpaurC5VKFUAIYzUX2u12o9PpMBqN7xpzis/nE9s3pJNT3G636HBf6dSWlo6jaXcJZaRdMJVQ6DUOF4kS8PsHCQKYQExht9tF52FDQwPZ2dn87ne/E3PuYomNSsB2u52uri6sVmtY+YLCRTPcDK2Vql8o5G+t18/IyMDlcmGxWMjKyqKiogKn04nRaMRgMGC328W+LuErnopNqBCMNV6vl9bWVnGsXKyhUiloP1hH+8E6XC43F88M8fbJfs6fHmB+xsJgzzyDPfPLT5b1kaZVoVb48Dsc4HAhW3Ljc7qR+UCukOOX+ZEpICMnndzCbM4UdpJXlk1+WS5FNQUU1RSgSY2uZzUYXC43Y0PzDA/MMmCYpl8/RV/PFB73Ozc2crmMxpYyPvCHzXQc2oJarcLv94tzssvLy6mpqYnq7ys5OZnk5OSA6B7hJsRkMjE8PIzb7SYtLS2gdBwusVlYWKCzs5O0tLRNU1rfCE6nkytXruB2u9m9e3dAeVSlUq1yagstHsHyHKVTX2KtEkqvP16vl5mZGTGHNZxewgQBfP8gQQATiAmEO+SBgQGKiorYvn07SUlJokLn8XhifrFfSwEUHLJC31lLS0tYaplwcQy1vLxySkC00S6CU9poNLJlyxYKCwvF460sGwcLWxa+YtUPFwqkruTy8vKYl/vXg1qtEsmg3+9nfGSel352mrPHDczO2/CrVFisbpbnDySBIgk04Ff7wLUES25YcuNfcjM9N4+hcxo8HvB4weuF3xP6/IpcKpvKqNlRQV1bNVt215KaFbwU7/f7cTrc2CxOTEY7JqOdxTkrczMW5mbMTE+YmBpfZG7GTBARnaxsLdtaytjZXs2ujmoyJa8jDaLetWtXVKX1taBQKFbNhRZuQEwmE0NDQ1itVpKCjLML9pkTytSjo6PXZPZwpJiZmUGn05GXl0dDQ8OGn2mZTLaqxUOa57iwsMDg4CBer3dVyT1alRCW3zeHw8Hly5eB5WkbQgC93+8PuGFeK4bGYrG8K4xlCUSPBAFMIGIIF3DBWCGTyWhrawvYkIQLzP9n78zDo6rv/f+eTLbJNpkhG4EshKwzkygECAQQqfu93tbeWpdbWWxFi2JFRa1LUapWEa3easG1BbGI5der1g1tq5BEBCQ1ZDKTPWTPZJk9y6zn/P7g+R7PZM/so9/X8+RpG6aTMyeTOe/zWd5vXwpA/qyewWCASqUCy7ITjmW2kA/E2bSX+eLPG4bOPT093KZ0eXn5lOdssrYxaUXpdDq0tbVxthb8C7Qv2sZmsxkqlQoMwwR8K7nhVAtevfcg2s52cN+LjBdhviILUdIEOIRCmEfsMBjH4EQYIIo+/wVgyt8ay4J1MhhkGAy2mfB1ay3wt7MABIgSRSA6LhqRMVEIjwiH3e6A1eLA6KgVjHP6DXlCvFiErJxkZOcmY3F+GvLl6Zi/UDLhfURi/hoaGpCSkuJVI+qZEAgEEIlEEIlEXDKD0+mcVNiMN1x2OBzcoseKFSsCtugxF5xOJ5qbm9HX14eioiKkpaW5/VyT+TmOjo5yLXdSJYyKinKZJSRpOXNhYGAAKpUK8+fPR35+/qStY7434WSRdiaTKSR+RxTPoQKQ4jbEJkOj0Uy5WCEQCNza1p0N4eHhLrMwTU1N6OnpQU5Ojsc5p+Nj28Yz3ZKHO5DW+djYmFuWI5NFixFbC4PBAI1Gw2X0kouzp21jUvUlEU45OTkB3Ur+5PXP8crdb4JlWUTHRmH9/6zB2mvLULBiMcIjvv2o0+l0qFOqYB1jkRCbAr127Hxlrt8EvXYYuqFhGA0jGDFbwTAsIBBAEC4EMLH6YwNgG7EDI/ZJj0koDINYEgOxJAaJkljMS4lHUkoCktMSkL5QgrSFEogTZ7ZkIQbJOp0OcrmcE/6BRCgUQiqVcpY+44UN2XAHgJiYGCxcuNAl9jBYGRkZgVKphEAgQFlZmdc9FPlVQn7qC8k4JmKanw09U8udYRg0Nzejt7eXG3cZz2wi7SoqKtDa2oq+vj6vvmZKcEIFIMVtOjs7YbfbZ1ysEAqFPhGA5INMo9GgqakJcXFxKC8v98qG7FTtZW/n9zIMw9mkLFiwwGtVnclsLabL6J1r29hkMkGlUgEAli9fHvCZobNfqPDy9gMAgItvKMcvnv4fJCS5WlkQG52enh7k5uYiIyNj2t/d+TauDcMmC7RaA7RDeuh1JphMJoyNWgGHAKaeYQy06dCl6oF5yAwwLMAwiIgUYvllxbh800W4YL3cI8EzNDQElUqFhISEgC6nzARf2CQnJ3MJNVlZWWAYBlqtFm1tbWBZFgkJCS7VrmCZBSQ2OQsXLkRubq7fhGp4ePiUYpq03M1mM6KioibMEtpsNpfM5NkKVv48oNPpxPPPP49nn30Wjz32GDZs2OCz10oJHgTsTE6+FMoUkFizmaiqqkJBQYHXjXRHR0dRUVGBiIgIFBYWIj093WtzRZWVlSgqKnLZUPTWkgeB3zqVyWQ+W5iYCn4LjwhDftuYXKD5bWO+aW92drbHlVZvcf8lj6PxVAsu37wOt79484TfCxkNiIiIgFwu9/gmgS+muXPYZUZXtQb1x1sw0K7lHrswfz7B5AwhAAAgAElEQVR+9Ksrsf7G1YiImn0LnrQhe3t7kZ+fjwULFoTE3BxZ9EhISIBMJnMRd+MNlw0GA0ZHRzkfTPLei42N9etr5ce5KRSKoNxM5lcJybkjJvtxcXHIysqCRCJBdHT0nM7d0NAQtmzZgubmZhw+fBgrVqzw4augBBNUAFLcxul0zqqyd/LkSWRlZXGzQ55CNiCbm5vBMAyWL18+IVnCU06cOIHFixcjNTXV61U/p9OJtrY2dHZ2IisrC4sWLQoKD7TxbWODwcC1jUlaSV9fH4RCIRQKRdCYxdqtdlw77xYAwBuNzyNpwbfvBb5H3uLFi5GVleUTYUFmMI1GI/R6PZqqW6H8rAlNx8/BOmIDAEjnJ+L6X1+Dyzavg1A4vWg2Go2oq6tDREQEFApFSES5ubvoYbPZXESN0Wh0saohwtBX844mkwm1tbUQiURQKBRBW2HlQ1q+3d3d3I2vwWDA8PAwV9XnzxJO9fly6tQpbNq0CUuWLMH+/ft9slBECV6oAKS4DcMwsNsnn33ic+bMGaSmpiIjI8Pjn0laj3a7HXK5HLW1tViyZInXq2enTp1CRkYG5s+f7+Kx5WnVT6/XQ61WIzw8HDKZLGhE1FRYrVbodDp0dnbCZDpvQkyG1clXXFxcQKuAdpsD1yXdAoZh8XrD75G88PywPXmvCAQCKBQKvw62kxaepqcf/zxQgYq3TmFYOwoAWFCUho1PXQvFyqIJlS7+XGVOTg6ys7NDoupH5uYAeHyuGYbB8PCwiyAcP78qFos9jrMjKTUtLS0hda4tFgtqa2vhdDpRUlLiUs3mV/XJF7HvEYvF0Gq1SEpKwuLFi7Fv3z789re/xaOPPoodO3YERSWf4l+oAKS4zWwFYE1NDcRiMRYtWuT2z3I4HGhpaUFnZycWLVrE2YxUVFRAJpN5vWXz9ddfIyUlBenp6V6xdnE4HNxW4eLFiyekNQQrpHUaHh4OuVwOkUjk0jI2Go1gWXZC29jfsWL3/+C3aDzdip/c+5+46dFrOREVLG1qu9WOj177Jw4/+R7GzBaECcPwg9tXQnF5PnfuoqKi0N3dDafTCYVCEfC5ytlANtebmpp8OjdntVpdBKHJZOL8MvnVrtlW0m02G+cRWlxc7PfxC3cZHByESqVCSkoKCgoKZny94+179uzZgyNHjiAuLg5WqxWbNm3Cz372MyxbtmxGg3zKdw8qACluM1sBWFdXh6ioKLfTQMiHXnR09ITqAr9V6w3In0NNTQ2MRiOSkpKQmJjIzda4e/z19fWIjY1FUVFRSLTz+LnDRLBOdmFnWRbDw8MubWMSK0YuzJ6cu9ly8oNqPHXjHyAIE+Anu65E7sosyOXyoBNROo0BL28/gFMf/hsAsOmp61D6QwX6+vpgNp93KoyLi4NEInHZ/AzGmwWbzYb6+noYDAYoFArO5sQfkDg7/o2IzWbjxhWmO3dkRlEsFkMmkwVtog4ffnu9qKjI7XGas2fPYtOmTViwYAHWrl2Luro6fPXVVxgaGsKnn36KH/zgB14+ckowQwUgxW1YloXNZpvxcfX19QCAoqKiOT0/sZkZGhpCQUHBpDNFpFVL7BQ8gb/kwc/n1ev1MJvNiI6OhkQi4SpdMw2qk1xZrVaL/Px8ry6p+BK9Xg+VSoXIyEi3FiZIxYF8EY8zclGWSCSIi4vz6rlgGAa7N/8BJ//vG4SFh2HLnptw1S0/CMrzzTAMDj56BP/3/McQRghx2xs3QpQUxZ1rvqgxm82zNlv2J1qtlttMHr/oEQhIpYtfJTSbzS7zcAkJCRgaGkJ3d3dILdWQJBKHwzGh5TtbGIbBgQMH8MADD+Dee+/Fb37zG65KT1rh8+bNo/5/3zOoAKS4zWwFYHNzM6xWKxQKxayft7u7G42NjUhKSkJRUdGUg9nV1dVITk7mMk3dYSpDZz7EzZ8vbMLCwjhBk5iYyBm3kvzhpqYmSCQSFBYWhsRgOX/r1Jtt6vHnzmg0AoDX2sYjIyPnkzHGrDjx2jf46r1qAEDpFRdgy56fYX6Od6rD3oRlWTz8n09BVdGI1Tcuw917fzlpJWqqTW1io0LOnb8EGMMwXGU42EXUeHN0vV7PbcxKpVKvJHD4mqGhIdTV1c06iWQyRkZGsH37dvzjH//AwYMHcfnllwft74ziX6gPIMXnhIeHc4awM0HC7S0WCy644IIZrWOm8uubLbM1dB7v5j++BdXe3g6n04m4uDjY7XbY7XYUFhZ6bfPZ1+h0OqjVakRFRaGsrMwrXoqEyZIQSNtYr9ejt7cXVquVa9+Rr5kuzCzLoqurCy0tLViwYAFKS3Ox9qI1eO8Pn+Ctx/4fqj89i5p/1eHiG8vxk3uuxoI899McvIndbkdjYyNi087fFAidEVO2ISczW+bbqPBzofmC2tMFicngL3p4+z3iC4g5ut1uR3t7O+bPn4/MzEyYzeZJc3qJIAyGCiuxW+rs7OQsrtyhoaEBGzZsgEQiQXV1tVcW8SjfHWgFkOIRVqt1xsd0dXWhv78fy5Ytm/IxxBqFZMnm5ubOqiKkVCoRHR095/lCXxg6t7W1ob29HSKRCCzLulioeDpH6Cv4yymzMUf2FePbxqTlPn7bmBwbPw9XLpdPsK/oburDGw/8Bd/8s44T9yUXy3DJhrVY8R9LEBMfmIF3EpvYUzuA9x7/DGPDFvzyhU246hb3Z6+IjQo5d54uSIyHv+iRkZGBxYsXB1wgzQZ+nNtU6Rj8nF4iqvkVVnIO/dnitlgsqKurg81mQ0lJiVttWZZlceTIEfzqV7/Cli1b8PTTT4fErCPFv1ABSPEIm82Gmd5CfX196OjowMqVKyf9dzJPFB4ePuftx/r6eggEAhQWFs76/8MXfoDn1i7Dw8Nc6oFMJuOqNXyzYCJq+BYqEonE74a3fLRaLdRqNUQiEWQyWVAtp0zWNhYIBBCLxRAIBNDpdEhLS0NBQcG0NwoNp1rw/577AF9/XMN9LzI6AsXrZFh6aTFK1hUho8j3bUyGYdCgbkDV+6fQVtmN+qoWAIBiTSF+++H9EIZ7zwdyfHXaYDBwViD8tvFsbkZsNhvUajVMJhMUCoXX/TZ9xcjICGprayEUClFcXDzrDVdSYeULwpGREYhEIhdB6O0ZVoJWq4VSqeRGX9wR7RaLBb/+9a9x5MgRvPHGG/jxj39MW76USaECkOIRsxGAg4ODaGxsxJo1ayb8fxsaGtDf34+8vDy3THqbmpo4T8CZ4OcGe6vqR+xGSGVkug/sqUQNv8o1nWmrt7Db7WhuboZGo5mTYW8gYRgGOp0OjY2NsFgsXLwgX9QQK5XJ6G8fxL/eqkTl/zuJ3pZ+l3+Lk8QirzQHORdkIkuegQV5aZifk4pYsfuCmGVZ6DQGdDX0Qn2yEdX/qkFHTQ/slvPG6cJwIa7a8gNsevw6REb7trrEtwLhL0iQCitf1PAre1qtFnV1dUhMTERRUVHAFz1mA8uy6O3tRWNjo9eqlXa73UUQ8mdY+VVWTypsLMtyhuUFBQVuL4ydO3cOGzduBAC88847yM3NdfuYKN99qACkeMRsBKBer8fZs2dx8cUXA/j2Q7qhoQESiQRFRUVue1C1trZiZGQEJSUl0z6OzPqRJQ9Pq35Go5EzGZbJZBCLxXN+jqkqNfxZrsTERK+2boaGhqBWqxEbGwuZTBYS3l9kqaaxsREpKSnIz89HeHj4pNvGpFIz1aY2y7LoVPfgzKdncfYLFepPNsM2NvkiU6w4BvPSJUhMESMhKR6x4hiI4qIQHhmB8AghBALAYXfCbnPAOmLFiHEUhkET9BoDBrt1sAxbJjynJC0RF99Qjit+fnFAl1P4NyPkPwFw27IjIyPQarUoKCgI6kUPPg6HA/X19dDpdD61peHPsJJzNzY2htjYWJeW+2yr+1arFUqlElarFSUlJW6Zw7Msi48++gi33XYbrr/+erzwwgtBN25CCT6oAKR4hN1u51qpU2E2m3H69GlccsklGBkZgVqtxvDw8JRzOXOho6MDWq0WS5cunfTf+Use3jB05vvj5eTkICsry2vzUGRukCxHkJzUyZYj5voa7HY7mpqaMDAwgLy8vJC5qBMrIKPRCJlMNu1SEL9SMz5SjPjqjZ+Fs9sc6FB1oflMG9rrutCp7kFvaz8MA0aPj10QJoA4LR55S3MgW1mAC9fLkV2cEZTzc0TU9Pf3o6uri/ub4advJCYmQiQSBeX7xmg0QqlUIiYmBnK53O9b93zbKDKHSVwCyPlLSEiYMK6g0+mgVCohlUpRVFTk1ia83W7Ho48+ij/96U/Yu3cvfvaznwXl74gSfFABSPGI2QjA0dFRVFRUIC8vD21tbViwYAFXxfGU7u5u9PX1Yfny5S7fn8zaxdOqH5mZi46Ohkwm88sWJLmwEEHI94Uj9jMzzSMNDg5CrVYjPj4eMpksZCoD/f39qK+vh1QqRWFh4ZxbkKTCSrwcJ5uFm6ptPGoew1C3DtpeHYxDZpiGzBg1jWFs2AKHzQGn3QmGYREeGY6ISCGiY6MRIxYhXhoHNoKBYUyLvJLFkClkfk9FcQdivdTc3My1Tu12+wRRExER4SII4+PjA5pjTXLBW1tbfZr1PFf47z1yDolBOrkRMZlM6Onp8ajK2tvbi02bNkGv1+PIkSOzGoWhUAhUAFI8wuFwzGjDMjg4iOrqasTFxUGhUHg1dqmvrw/t7e1YtWoV973x1i6eCj9i20GqZ4GcmSO+cETQ8Jcj+H6EQqEQNpsNjY2NnJH2/Pnzg+LiOBNkNlSn06GwsBBpad6xb+HPwun1ehiNxlm1jedy3CQZY6ZqZTAx20UPp9M5YWTB4XBM8CT0V/XNZrOhrq6OGwFxZwzDnxCjaq1WC41GA6fTyRlV882qZyOoWZbFsWPHcPPNN+Pyyy/Hvn37gj5XnBJ8UAFI8YjpBCBpO/b29sLpdGLdunVenznjL5h429qFZVn09/ejsbERCQkJKCoqCrrqGcMwLlFser0edrsdIpEIFosFsbGxkMvlIXNxGBgYQH19PcRi8bQG4N5iqrbxXBdzSJU1lBYmANdFj7nGovFHFsgXf2OWiBpfbMyS4yYzxKFicUJavhKJBAUFBdz5I+9BfoWaH2fHx+l0Yvfu3XjhhRfw3HPPYcuWLUE5VkAJfqgApHjEZAKQCKf6+nrExcVBLpejqqoKq1ev9nrblHygXnTRRV61drFYLGhoaIDBYEBhYSFSU1NDonpmtVqhUqlgMBiQkJAAq9XKGQWP9yMMptdDqqyDg4MBrVZOtZjDr3LxfeEcDgeamprQ398fUlVWhmHQ3NzMtSC9FVM42cYsqVDzN2bdbYvzDZKDPYmED8uyOHfuHM6dO4f8/PxJuwj8CjU5h8PDw4iMjMSZM2cwPDyMCy+8EK+++io6OzvxzjvvoLS0NECviPJdgApAikc4nU44HA7uf4+NjUGtVsNoNHJJGAKBAJ9//jlKS0u93qYxGo04c+YM1q5dC2DqJI/ZQkxvm5ubkZycjPz8/JCo5hDRTTar+fFzZI6QbxRM5gh9lc07F4gPZFxcXNDNKE5V5YqJiUFMTAyMRiOio6NRUlISVD6K0zE8PAylUomwsDAoFAqfzrKOr1CPn4Wby2LT2NiYSyZuqOTWklb16OgoSkpK5uRzSkY+3n77bfz1r3+FWq2GxWLB8uXLsXbtWpSXl+Piiy+eYIROocwGKgApHkEEIMMw6OjoQEtLC+bPnz9BOFVUVEAul3vVmoFlWYyOjuLUqVNwOBzcBYVsfM61yjAyMoL6+nqMjY2hqKgISUlJXjtWX2K1WtHQ0AC9Xj+raiW5qPBFDQCXCpcnyRGzhVTPNBpNSFVzrFYrGhsb0d/fj+joaNhsNgiFwglt42Bry0226BGIYxxf5SKLTeOXS/jH1t/fD7VajbS0NOTn5wd08WQu6PV6KJVKiMXiObfYCQzD4MUXX8QTTzyBXbt24T//8z9x6tQpnDhxAl999RV2796N//iP//DB0VO+61ABSPEIp9PJVXCcTifkcvmkQ+Rffvkl8vLykJKS4vHP5M/5sSwLgUCA0dFRlzk4q9XKzdKQ5YipKnlEvJIN5dnG0AUalmWh0WjQ2Njo9qYseZ7h4WFusYTMEU7V9vQGJHs4Ojoacrk8JPwIgW/zcFmWhUKhQHx8PBiGgclkmrAcwW95+jtObDw2mw0qlQpmsznoEj3IDQn/poTEsYnFYq6CKJfLPbaN8hcsy6K9vR1tbW3Iy8tzO2LRYDDgl7/8Jb755hu8/fbbE8z0KRRPoAKQ4hF9fX04c+YMcnJykJOTM2VF4dSpU8jIyHA71ByYm7WLxWJxETQjIyOTzsGZzWao1WowDAOZTObVDWVfwvfHI1U/b0Fmkcj5I21P/vlz1xOO+Cj29PQENHt4rrAsi66uLpfq2VRVKFKZ5rc9yfnjV7liYmL88tqHhoagUqncWvQIBCSOrb+/H52dndzfe0xMjEuFOpAxitNBxPbIyAiKi4vdHnv55ptvcNNNNyE/Px9vvfVWyGyVU0IHKgApHmG322EymWacx6murkZycjIyMzPd+jmeWrvw5+D0ej3MZjPCwsLgdDoxb9485ObmIj4+PigvKHz4qRhJSUkoKCjwS2VpsjnCiIgIrro6WZTYeAwGA1QqFSIiIiCXy/3io+gNLBYLVCoVRkdHp6xwz8R4o2Cj0Yjw8HCfto35Ytubix6+hszhNjU1ITMzEzk5ORNiFE0mE4RCoUuV1R9jCzNhMBhQW1vrccv3T3/6Ex588EHcf//9eOSRRwL2uvbt24d9+/ahvb0dACCXy7Fz505cddVVAM7fiO7YsQNvv/02xsbGcMkll2Dv3r1YuHBhQI6XMjeoAKR4BMMwsNvtMz7u7NmziI+PR05Ozpye39vWLsC37UeBQACJRMIN+ZMLikQigUQimTCHFGgsFgvq6+thMplQVFTklXa6uzidTq7tSTz1WJaddI6QYRgu5zSYzHpng0ajQX19PZKTk1FQUOC16tlkbWOn0zmh7e7uz+MvehQXF4fMgordbkd9fT30ev20cW5TbWvPZKHiK/iG1J60fIeHh3HXXXfh888/x1tvvYVLL700oH8rH3zwAYRCIZcpfODAAezZswfffPMN5HI5tm7dig8++AD79+/HvHnzcO+990Kn06G6ujrgYpwyM1QAUjyCZVnYbJNnqfIhlZ/8/Pw5Pbe3DZ2bm5uh0WiwePFiZGZmcs9HLij8tqfT6XS5GCcmJgbkQ41kJzc1NXldiHgLfj4qOYc2mw0xMTHckoRCoQiZbUW73Y6GhgZotVoUFRX5fPZsfNuYxADOte3Ob1VnZWVNO5YRbPDj3BQKxZwq25NZqJjNZkRHR7u03WeqUruD3W5HXV0dhoeHPTKkVqvV2LhxI5KSknDo0KGgraJJpVLs2bMH1157LZKTk3Hw4EFcf/31AM4nk2RkZODjjz/GFVdcEeAjpcwEFYAUj5itAGxsbITT6YRMJpvVc5KqH1ny8PQueGBgAA0NDYiNjYVMJptx6YDMIfEFIVks4bc9fd1+HRsbQ319PZedHCqbyU6nE83Nzeju7kZcXBwYhuHsU/iLOcGYLcu3pQlErixhqrY7XxDyq9Rk9mx4eDikxLav4tz4bWOyZMKy7ARPQk9upgwGA5RKJeLj4yGXy916LpZlcfjwYWzfvh1bt27Fk08+GXQ3eMD5v+kjR45g06ZN+Oabb6DRaHDJJZdAp9O5vNcuuOACXHPNNdi1a1cAj5YyG4J/1ZES1Mz2g1ooFMJqtc74OG9X/Yhlh1arnZNRr0AgQFxcHOLi4pCRkQEAXKtYr9ejpaXFZTGCL2i8Ad+yIy0tDcXFxUF5UZiM4eFh1NXVgWVZrFixgvM9I9myBoMBPT09UKvVLoKG+BEGqmLFn5kLdOQfAERGRiIlJYVr9fPb7jqdDufOnYPT6YRYLEZkZCS0Wi0kEglWrlwZMu8VYlw+OjqKZcuWedUnNDw8HPPmzePayKRKTURhQ0MDxsbGXKqsYrF4Vss5LMuis7MTLS0tyM3NdekmzIWxsTHcf//9ePfdd/HWW2/hhz/8YdDdECmVSqxatQoWiwVxcXF49913IZPJUFNTg8jIyAk3GqmpqdBoNAE6WspcoAKQ4hfCw8OnzQweb+3iDUPnvr4+NDU1QSqVory83ONKjkgkgkgkwvz58wF8W6HR6/Xo7OyESqVCVFSUiyB0Z1NxbGwMKpUKY2NjuOCCC7zqnehL+NYXmZmZE3zmIiIikJyczG0zjhc0bW1tXIWGf0H2hyWPyWRCXV0dhEIhysrKgnJBRSgUcvOpwPnzbTab0dTUhIGBAURERGBwcBBnzpxxOYfBWGUFXOPcysrKfC5aBQIB4uPjER8fz7VXrVYrJwi7u7uhVqsnLOfEx8e7jH7Y7XbOUqe0tNRt54DW1lZs3LgR4eHhnJNCMFJQUICamhoYDAb87W9/w6ZNm3D8+PEpH0+6NpTgh7aAKR5js9kw09uou7sbfX19WL58ucv352LtMlv4bdPCwkK/LUuQlhNpGxuNRs4gmAjC6RZLyPwWMdPOy8sLCT9C4Lw/nkqlgt1uh1wud+uiyJ8jHN9251+QvdmS5YvWRYsWITs7O2Rm5sxmMydaFQoFYmJiYLVaXexnZmobBwKyFNTV1RV028lOp3PCconD4eCWcyIiItDV1cW1fN313fzggw+wdetW3HjjjXj++ecDNmbgDpdeeikWL16M66+/nraAQ5zQuLpQQp7w8HCXyDhgYrvXG1W/zs5OtLa2BqRtOr7lxN/0nKzCRRJLhEIhRkdHoVKpYLVaceGFFwaVUe908EUrMdF2d1GGX6EZ33Y3GAxoa2vD8PCwix+cJ356o6OjqKurg91u93r70ZdMt+gRFRWF1NRUbmmFb7JM3oMMw0yosvrr74TEuTmdTqxYsSLo4tz4iS7At1GAer0ePT09MBqNAM5/VjU1NXHncbZRijabDTt37sSBAwewb98+3HjjjUEjfmcLy7KwWq0oLS1FREQE/vGPf+C6664DcN4Xtq6uDs8880yAj5IyG6gApHiMQCCYsQLIF4C+sHYZHh6GWq2GzWYLGgEVFhbGXUyys7MnbMr29PTAZrMhKioKVqsV8+bNg0KhCJlUDNKqtlgsWLJkiU+WDsa33flzhL29vWhoaJi0ZTddhYvvM5eeno68vLyQsawgM3MjIyNYunTpjOdcKBRCKpVyfw9kuYmcQzIHFxcX53IOZ5PNO1dCMc5NIBAgIiICQ0NDXAZvbGws1zYeGBhAc3MzBALBhOWS8dX7np4ebNq0CSaTCSdPnkRRUVGAXtXseeihh3DVVVchIyMDZrMZhw8fxrFjx3D06FGIxWL84he/wL333ot58+ZBKpVix44dKC4uxqWXXhroQ6fMAtoCpniM3W4HwzDTPsZgMOCbb77BxRdf7NUlD4ZhcO7cObS3t3OmsaFwYQG+XZawWCwQi8UYHR3F6Oioy8WYJJYEE3wBFehWNWnZ8be1GYaZ4EdIjs9qtUKtVsNkMkEul4fMVjUADA4OQqVSQSqVoqioyGtVO37bmJ/Nyz+HniznOJ1OLjtZLpcH1L9yrphMJtTW1k5rTcMwDHdjR4ShxWJBbGwsDhw4gAsvvBDx8fF48MEHcfXVV+OPf/xj0FU+p+IXv/gF/vWvf6Gvrw9isRglJSV44IEHcNlllwE4701633334dChQy5G0KSCTwluqACkeMxsBKDZbMbJkyexbt06AJ63e4HzolKtViMsLAwymYzbNg12GIbhWtULFy50aZvyL8YksUQkErkIQn9FiE2GxWKBWq3G8PAw5HJ50C2ojK9wkVzouLg4REVFQa/XQyKRuD2/FQiIpU5vby8KCwtnvcnuyc/jp27w7VPmupwzPDyM2tpaREREhFR1m2zhNzU1IScnB9nZ2XM65xaLBf39/Xj88cdx+vRptLW1ISEhAZdeeinKy8uxevVqLF++PGTmTSnfTagApHiMw+GYccPXarXiyy+/5OaPyDZjQkLCnCt2DoeDs+vIyclBVlZWyHyQDg8PQ6VSweFwzGpZwuFwuIgZk8nk0vL0l3UKP4IuWM2op2J4eBgNDQ0wGAyIioqCxWLhRDVZzgmkqJ4Os9kMpVKJ8PBwbtHD30y2nGOxWFxSN8ZXqieLcwuVv1GHwwG1Wg29Xo+SkhK3RxsGBgbw85//HF1dXdi/fz+cTie+/PJLnDhxAmq1Gs3NzSFzTijfTagApHjMVAJwvLWLQCBwMVfW6/Xchh0RhDNVFoaGhlBfX4/o6GjIZLKgtOuYDIZh0NHRwVmkuNuqJosl/JbnVBFs3sJqtaK+vh5GozHgEXRzxWAwoK6uDtHR0ZDL5RCJRLDb7VyFi4hq/vB/MMQA8hc9srOzsWjRoqASCyR1g3wNDw8jKioKYrEY8fHx0Ol0MJvNKCkpCYp53NliNptx9uxZiEQiFBcXu73l++WXX+Lmm2/GypUr8cYbb0y40aNWKZRggApAiseMF4DkLeV0Oqe1diHxV3xByE/bINWZiIgI2Gw2NDU1YXBwELm5uQE36Z0LZrMZKpUKDMNALpd7dduUVGf459But3Oi2tNM2f7+ftTX10MqlaKwsDBk2qb8/OGZjHqnyuUdv63trzlH/qJHcXGx2z5z/oRYIGk0Gmg0Gs7LMxCeju5AKpaNjY1YtGgRFi1a5NbnC8Mw+N///V/87ne/w5NPPolf/epXARHuTz31FP7v//4PDQ0NEIlEKC8vx+7du1FQUMA9xmq1YseOHXj77bdd5veCNYKO4n2oAKR4jNPpdNnwJUse7hg689M29Ho9RkdHER0dDZvNxsW4hdKsH1lQ8VcuK9+2gpxHsuVJBKFEIpnRd8xms6GhoQE6nQ6FhYVIS0vz6XF7E7JcAwAKhWLOA/fj5wgNBgPGxngA6fQAACAASURBVMYm+BH6YjmHLHrMmzcPhYWFIdNm5/sp5ubmIiMjY8I5JLOYvj6Hc8XhcKC+vh46nQ7FxcVuVyz1ej1uu+021NbW4vDhwygvL/fykc6eK6+8EjfccAOWL18Oh8OBhx9+GEqlEmq1muuabN26FR988AH279+PefPm4d5774VOp0N1dXXILNJRPIMKQIrHOJ1O2O12F/HnDUNni8UClUoFo9GIxMREWK1WzgeOL2aCcbDcZDJBpVIBAORyeUBFK1ksIaKQLJbwK4T8GbiBgQHU19dDLBajqKgoZExq+fFckyWReML4luf45Rx3U18ITqcTTU1N0Gg03KJHqGC1WlFXV4exsTEUFxdPWeGe7BxGR0dP2Db2Z2XfbDajtrYW0dHRUCgUbr/Xq6ursWHDBhQVFeHgwYNBt10+ODiIlJQUHD9+HBdddBGMRiOSk5Nx8OBBXH/99QCA3t5eZGRk4OOPP8YVV1wR4COm+AMqACkeQxIvCJ4KP7KB19LSguTkZOTn53OtR+IDR8SMyWRCVFSUiyAM5EA/wzBoa2tDR0dHUM5uAeBm4PiJJRERERCLxbBarRgZGQm6hIaZ4HsSyuVyn3gS8uHPEY5PfSFfCQkJs/rd8xc9iouLg/KGZipInBuxpplLi5e0jfnnkPjp+WqelcBfUiHVeXdbvq+//joefvhhPPjgg3jwwQeDsnrW0tKCvLw8KJVKKBQKfP755zTFg0IFIMVzlixZAqPRiPLycqxZswZr1qxxO1JrZGQEarUaFosFRUVFM95JTxa/RrZkyRyhv6oKRqMRKpUKYWFhkMvliI+P9/nP9AZOpxNdXV1oa2tDWFgYN7dJtjuJmAnGCxvLstBoNGhoaEBKSgoKCgoCMmfGMMwEP0L+HOFkiRv8imWw3ixMBT/OzVvWNHw/PfJls9m8HgXocDjQ0NAArVYLhULhtpWR2WzGnXfeiYqKChw6dAjr168PyhsmlmXxox/9CHq9HpWVlQCAQ4cO4eabb4bVanV57OWXX45FixbhlVdeCcShUvxMcE7kUkKKL774ApWVlTh+/Dj279+PO++8E6mpqVi9ejVWr16NNWvWID8/f9qLG39LduHChViyZMmsLuSTxa+RqsLQ0BBaWlogEAhcBKG3NzydTifa2trQ2dkZcnmyDoeDaz3m5+djwYIFExJLOjs7XfJQiSgM9EC/3W7nZrcCbTBMFh5I+3P8ghM/cUMikSA2NhYajQYWiwWlpaUhsehBGB0dhVKpBMMwKCsr89omflhYGBISEpCQkIDMzEywLOvSNiZRgJ603okvYWRkJFauXOm2mFSr1bjpppuQmpqKf//730hPT3frefzBtm3bUFtbi6qqqhkfS7eTv1/QCiDFqxDx8NVXX+H48eOorKzE6dOnkZCQ4FIhlMvlXEXp5MmTsNvtEAqFkMlkXr0YksoMv23sdDpdhIwnbSZiRi0UCiGXy0PG4R8AdDod1Gq1i0XKZBAxwz+H/KUIch79OSs4NDQElUqFhIQEyGSykJhTJLOYvb29GBoaAgBER0e7zGJ6MkfoDzQaDerr67kEGH9XhSdrvRPxTba1p/p7JtGBnvgSsiyLQ4cO4Z577sEdd9yBJ554IuA3QtNx55134r333kNFRQUWLVrEfZ+2gCkAFYAUH0Pu4k+dOoWKigocP34cp06dQkREBMrKysCyLI4dO4a9e/fi+uuv98uWLPEiJF92u92l3Tmb6pbT6eRaYKFmRu10OjkjbbKxOVfRwa/M6PV6bjmHLwhFIpHXxQw/FYNULINZMPEZv+iRnJzsImYMBgOXH81vvQfD+ypY49zIDR7f19Fut7u0jRMSEtDa2oqhoSEUFxe73fIdGxvDfffdh/feew8HDhzA1VdfHbTvPZZlceedd+Ldd9/FsWPHkJeX5/LvZAnkrbfewnXXXQcA6Ovrw8KFC+kSyPcIKgApfsdqteLVV1/Frl27IBAIkJCQgMHBQZSVlXEt49LSUkRGRvr8A5Zvm0KqW/yUA3Ih5vvf6fV6qNVqREREQCaThVTVz2AwQKVSISIiAnK53GvtO7KcwzdXjoiIcFnO8XQW02g0oq6ujosVC0QqhruQRY/pItH41WpyHp1OJ9d699TT0RvHXlxcHBTWLVMxvm2s1WoxNjaGsLAwJCUlYd68eW5VWltaWrBhwwZER0fj8OHDLtW0YOT222/HoUOH8P7777t4/4nFYu69t3XrVnz44YfYv38/pFIpduzYAa1WS21gvkdQAUjxOy+99BIefPBBPPHEE9i2bRtYlkVNTQ3XMq6qqsLo6ChWrFjBtY1XrFjhk4rSZFgsFhdBODIygri4OIjFYlgsFuh0OuTm5iIrKytoKwDj4RsjL1682OfHzs+T1ev13IYnP21jttUtvp+iO7msgYRlWXR0dKC1tXXO86H81vt4T0f+efSVICPb+M3NzcjKygqpJRXg25Zveno6pFIpZ/ZNNrb5CzpTLTmxLIv3338ft99+OzZs2IBnn302JMYNpvr7+POf/4zNmzcDOP85d9999+HQoUMuRtAZGRl+PFJKIKECkOJ3Ojs74XQ6p7yLZhgGKpUKx48fR0VFBSorK6HValFaWoo1a9Zg9erVWLlyJeLj4/0iBGw2G7q6utDR0QHgvLghPnrkKzo6OmhFCfEkFAgEbhkje4OpqlszpW2MjIxw2ckKhSJkTMCBb30sx8bGoFAovDLbSuYI+V56UVFRLoLQG3OEdrsdarUaRqMRCoUipOLcnE4nGhoaMDg4CIVCMcFJYPx70WAwcOk5iYmJ6OjogFwuR1JSEh555BEcPHgQr776Kq677rqg/RunUNyBCkBK0MMwDJqbm7kZwqqqKnR3d+OCCy7gWsbl5eWQSCRe/4B2OBxobm5GX18fNy/ncDgmtDsjIyNd4uuCYZifXzkLNpuRqWIA+Yklo6OjOHfuHBYsWIDc3NyQaksNDAxArVYjKSkJhYWFPlsUGO+lx58jnKm6NRUGgwFKpRJxcXGQy+UhE/8HnL9hqK2thVAoRElJyayqo2QMhJy/W2+9FTU1NZBKpWAYBvfccw+uvfZaFBQUBPxvmkLxJlQAUkIOEjtFWsaVlZVoaWmBQqHgWsarV69GSkqKRx/YWq0WarUaIpEIMplsypkz0u4kbWPSYuILQn9VKwkkDo1l2YAnkcwW0nrXarUYGBiA0+lEVFQUkpKSXNqdwXwR5i9LFBUV+T1Cb6rqFr/dOdUcIT/OLS8vz63loEDS19eH+vp6LFy4ELm5uW5v+X722WfYtm0bli5disLCQpw6dQpff/01YmNjcezYMSgUCh8cPYXif6gApIQ8LMuit7eXaxlXVVVBrVYjLy+P8yJcu3btrDdG+d54eXl5WLhw4ZwuhAzDwGQyucwRujv/Nlf4F3Fvx6H5g/7+ftTX12PevHlYvHixizEwqbTyl3P8HR02HSaTCUqlEpGRkVMuevib8dnQBoMBo6OjEzJ5BQIB164uKSkJiRsGAhHdAwMDkMvlSE5Odut5HA4HnnzySezduxcvvPACfv7zn3PvLZvNhn//+9+48MILg3oJhkKZC1QAUr5zsCyLwcFBzpy6qqoKZ8+eRWZmJlcdXL169aQt0YGBATQ2NiImJgYymcwrF3GWZV1SIsj8G18QeiPyiszL2e12yOXykDIXttvtaGxsxODg4JSVM36lNZhsU8YveixatChoROlk2Gy2CXGKwHlPwszMTEil0qAS1tPBb/l6EqOn0Wjw85//HL29vThy5AguuOACLx8phRJ8UAFI+c7DsiyMRiMqKyu5pZLq6mqkpqZyLWOFQoHnn38ekZGReOqpp3zqL8f3IiQXYpvNhoSEBK5tPD42bKbn6+rqQktLS0jOy+l0OqhUKsTExEAul8+6wjJd/Brf5NuXRr38RY/i4mIuCSQUYBgGLS0t6OrqQkZGBoRC4YRM3mCOAtRoNFCr1ViwYAHy8vLcbvlWVVVh8+bNWLt2LV577bWA/g4rKiqwZ88eVFdXo6+vD++++y6uueYal+PdtWsXXn31Vej1epSVleGPf/wj5HJ5wI6ZErpQAUj53jE+reS9995DU1MTsrOzIZfLJ00r8fXxkCF00jYmSRv8OcLJhvHHxsagUqlgsVggl8tdXP2DHb4A8cbMGRHW/OqW1Wqd1tPRE/y16OELSJwby7IoLi528YPkZ/KS80i2ZPnCOlDLIXxDbU9MqZ1OJ1544QU8/fTTeOqpp7Bt27aAj0t88skn+PLLL7F06VL85Cc/mSAAd+/ejSeffBL79+9Hfn4+nnjiCVRUVKCxsTFksscpwQMVgJTvLXq9Hr/61a/wwQcf4JlnnkFeXh5XJTx58iQiIiJQXl7ObRpfcMEFfjPhJWa2RBCOjIwgNjbWJa1Eq9WiqamJi+UKJQFiNptRV1cHgUAwQYB4E76wJp6OsbGxExJL5kKgFz08pa+vj/PHm03lbPyW7Pjz6M8FndHRUdTW1kIgEKCkpMTtlq9Op8Ott94KtVqNw4cPY+XKlV4+Us8RCAQuApBlWaSnp2P79u144IEHAJy3BUpNTcXu3btx2223BfJwKSFI6FwxKBQvwzAMwsLCoFKpsGDBAgDA+vXrAZz/YK2urkZFRQUqKirwzDPPwOl0oqysjJsjXLZsmc/SSqKjo5GWlsaJC/7cVnt7O4aHhwEAUqkUCQkJsNlsEAqFQT+3xZ+Xy8rKcjuTdbaIRCKIRCLMnz8fgOt57OzshEql4nz0ZmPhw1/0WLlyZVAseswWvj/eXCpnAoEAMTExiImJQXp6OoBvz6PBYEB3dzfUajW3oOOt5Jfx9Pf3Q61Wz1q4TsXXX3+NjRs3ori4GNXV1W5Hw/mbc+fOQaPR4PLLL+e+FxUVhXXr1uHEiRNUAFLmDK0AUiizwOFwoKamhhOEVVVVGBkZwYoVK7gKoa/TSliWRV9fHxobGzFv3jykpKRwlh9Go9FlQ9ZbhsDeZGxsDHV1dbBarV4zRvYUvo8e38KHL2SIhQ8RrqGWRgL4Ps6Nn/xCvgC4bBq7u+jEMAyamprQ19cHmUyG1NRUt46RYRi88sor2LlzJx555BE88MADAW/5Tsf4CuCJEyewevVq9PT0cEIcAG699VZ0dHTg008/DdShUkIUWgGkUGZBeHg4li1bhmXLluGee+5xSSuprKzE/v37MTQ0hNLSUk4QejOtxGq1or6+Hkaj0aV6QyqE/A3ZgYEBNDU1cUKGCMK4uLiAXPD4wjU1NRVLliwJmnZ1eHg45s2bx1WBiIUPEYTnzp3jKsUAkJ+fj/T09JARfyTOjcy45uTk+OTYhUIhpFIplxjCnyM0GAzo6upySdsgXzPNEY6NjaG2thYsy6KsrMzt/GeTyYRt27bhyy+/xEcffYR169aFzO9wPOOPm2XZkH0tlMBCK4AUihcgCw38+DqSVsI3p3YnrYR440mlUhQWFs5q+H68kDEYDGBZ1kUQ+sMyxWazob6+HgaDATKZzG2PtkBBNk3j4uIQFRUFo9HIbWzzq4T+mg2dC/w4t+Li4oAuCLEsyxl9TzVHSOYxyd/HwMAAVCoV5s+fj/z8fLffq3V1dbjpppuwYMECvP322yEzszm+AtjW1obFixfj3//+N5YsWcI97kc/+hESExNx4MCBQB0qJUShApBC8QHEkJm0jElaiVwu53wI16xZM21aic1mQ0NDA3Q6HQoLCz26cJHNZ7JUws/i5S+WeHPreXBwEGq1GomJiSgqKgqpSDGHw8GZC/PbjuOFjF6vx+joqMuCDlmICCR6vR51dXVBHefGnyMkfoQRERFITEyE3W6HyWSCTCZz+33PsiwOHjyIHTt24K677sKuXbuCpvI8G6ZaArn77rtx//33Azh/DlNSUugSCMUtqACkUPwASSvhC0KSVkIqhGvWrOFSR95++22IRCJkZ2ejqKgIUVFRXj8eksVLvvhehNNFhs0ESVLp7+9HQUEB5s+fH1ItKqPRiLq6OkRFRUGhUMwo5mw2m4sgNJvNiI6OdhGEMTExfjkHLMvi3LlzOHfuXMjFuTmdTgwODqKpqQkOh4P7vjtzhKOjo7j33nvx0Ucf4c0338RVV10VEudheHgYLS0tAIAlS5bg97//PdavXw+pVIrMzEzs3r0bTz31FP785z8jLy8Pv/vd73Ds2DFqA0NxCyoAKZQAwLIshoaGXATh2bNnsWDBAkilUjQ3N+Ppp5/G5s2b/eZFSCpbRMyMjo66eOhJJJIZK0kGg8FFPIXSliw/Rs+TRQ+yWELOIz8bmgiZ+Ph4r7ffLRYLt2RTXFwcUnFuwLct37S0NK7lO96P0Gazzejr2NTUhI0bNyI2NhaHDx9GVlZWgF7R3Dl27BjnRMBn06ZN2L9/P2cE/corr7gYQdN8Yoo7UAFIoQQBLMvi3XffxW233Yb4+HgsXLgQJ0+eREpKiosXYUFBgd8WOaxWq0tla3h42MVDj9/qZBgGbW1t6OjowOLFi5GVlRUSFRcCXzwpFAqvpkHws6FJu5Nl2QmJJZ4I/cHBQahUqpA0pSbzs93d3SgqKuIse8ZDblLG+zqGh4fjtddew6pVqxAeHo5du3bh5ptvxp49e4Ky9U2hBAtUAFIoQcD777+PDRs24Nlnn8WWLVsAnM85/eqrr3Ds2DFUVVXh9OnTiI+PdxGECoXCbxFd/JktfqszLi4OZrMZYWFhIVl5Iv5yKSkpKCgo8Ll44s9jknM5Pmljtu13hmHQ3NyMnp6eacVTsGKxWFBbWwun04mSkpI5G4Lb7XZ0dHTg97//PU6cOIHW1lbEx8fj0ksv5cYqli5dGtR2LxRKoKACkEIJAqxWKzQazZTtKlL9OHXqFCorK3H8+HGcPHkS4eHhLlvGF154od82Uu12O1paWtDT04PIyEjYbDZERERw1cFg9CLkM9Wih78ZHwVI2u9xcXEugnD8LCJJxQDg0zQVX0GqlkR4u3sj09HRgY0bN8Jut+PgwYMwGo2oqqpCVVUVlEolWltbQ6oiSqH4CyoAKV7lhz/8IWpqajAwMACJRIJLL70Uu3fvdjEuVSqV2LZtG06fPg2pVIrbbrsNv/nNb4JWKAQrNpsNZ86c4eYIT5w4MSGtpLS0FFFRUV4/txaLBSqVCqOjo5DL5ZBKpXA6nVyrk5gqh4WFucxr+WL2zR2MRiOUSiWio6Nntejhb6xWq4sgNJvNEIlE3Lm02+1obW3FwoULPUrFCAQMw6C1tRVdXV0eVS1ZlsXRo0exZcsW/OQnP8Ef/vCHCTOn1COPQpkaKgApXuX555/HqlWrMH/+fPT09GDHjh0AzrvYA+cNWfPz87F+/Xo8/PDDaGpqwubNm/Hoo4/i3nvvDeShhzwOhwNnz57lzKmrqqowPDyMFStWoLy8HGvXrsXy5cs93kjVaDSor69HcnIyCgoKpqw4MgwDs9nssljC9yIks2/+FC/8RY9QmlW02+0wGo3QarXo6+uD3W5HeHg4pFKpi7gO9tdisVigVCrhcDjcavkS7HY7Hn/8cbzyyit48cUXsWnTpqB77Xv37sWePXvQ19cHuVyOF154AWvXrg30YVEoHFQAUnzK3//+d1xzzTWwWq2IiIjAvn378OCDD6K/v5+zNnn66afx4osvoru7O+g+xEMZhmGgVqtx7NgxVFZWorKykksrIW3jVatWzVo42O12NDQ0QKvVoqioaM4t08lm3xwOB8RisYso9NVMI4mis9lsITmraDabUVtbi6ioKMhkMpcqodFo5MQ1OZcJCQl+mw+dDUNDQ6irq0NycjIKCwvdPjaNRoPNmzdjYGAAR44cQXFxsZeP1HPeeecdbNiwAXv37sXq1avxyiuv4PXXX4darUZmZmagD49CAUAFIMWH6HQ6bN26FT09PaiqqgIAbNy4EUajEe+//z73uG+++QZLly5FW1sbFi1aFKjD/c5Dti0rKipw/PhxVFVVoaurCyUlJdxSSXl5OaRS6QRBODQ0xCViyOVyr/gS8r0IiZCxWq1cygYRhN6YaSRVy9TUVI/mzQIBy7Lo6upCc3MzFi1ahEWLFk0aB0Zyocn5tNvtLuJaLBYHJLGEbIh3dnaisLDQZRxkLrAsi8rKSmzevBnr16/HK6+8ErQivqysDEuXLsW+ffu47xUVFeGaa67BU089FcAjo1C+hQpAitd54IEH8NJLL2F0dBQrV67Ehx9+yGWtXn755cjOzsarr77KPb63txcLFizAiRMnsGrVqkAd9vcOlmXR0dHBtYwrKiq4tBJSIVyyZAmeeuopMAyDxx57jDOq9hX8ZQiSskGWIYggnIv4dDgcaGhowNDQEGQyGZehHCrYbDao1WqYTKY5xbkRcc3f2h4bG5vgoedtg/HxkJav3W5HSUkJ4uLi3Hoep9OJ5557Dnv27MHu3btx++23B+3co81mQ0xMDI4cOYIf//jH3Pfvuusu1NTU4Pjx4wE8OgrlW+hqFGVGHnvsMezatWvax3z99ddYtmwZAOC+++7DL37xC3R0dGDXrl3YuHEjPvzwQ044TFa9mOz7FN8iEAiQnZ2N7OxsbNq0CSzLoq+vj8szfuyxx9Dd3Y20tDSsXbsWVVVVLmklvkAkEkEkEnGLAfw2Z1tbG4aHhxETE+MiCKcymyaLHiKRCCtXrgy6RY+Z0Ov1UCqVSEhIwKpVq+ZUvRMIBIiNjUVsbCwWLFgAAJyHnsFg4M6lSCRySSzhZ/F6ilarhVKpRFJSEpYuXep21XVoaAhbtmxBU1MTvvjiC6xYscIrx+crhoaG4HQ6J4xIpKamQqPRBOioKJSJUAFImZFt27bhhhtumPYx2dnZ3H9PSkpCUlIS8vPzUVRUhIyMDJw8eRKrVq1CWlrahA/BgYEBAAiYDQflPAKBAOnp6bjuuuvQ3t6Ovr4+bN++HcuWLUNVVRX27t2LW2+9FZmZmS55xosWLfJZNSYqKgqpqance8Nut3OCsKurCyqVClFRURNETHt7O86dOxdSix4ElmXR1taG9vZ25Ofne01wR0dHIy0tjcvWJefSYDCgp6cH9fX1nI0POZdxcXFz/tksy6K1tRWdnZ0oKChAenq628d/+vRpbNy4ERdeeCGqq6shlUrdep5AMNmNbii9DynffagApMwIEXTuQKp7VqsVALBq1So89NBDsNlsnEv/Z599hvT0dBcRSQkcBoMBn376KY4fP47ly5cDAH7605+CZVnOY+348eN48803cddddyE5OdnFi7CwsNBngjAiIgLJyclITk4G4Bq7ptFo0NDQAAAICwtDRkYGN3oQKvATSVasWOHTfNfx59LpdMJoNMJgMGBoaAgtLS0QCARcYglZLJnud2u1WqFUKmG1WrF8+XK3j59hGOzbtw+PPfYYdu7cifvuuy9oW77jSUpKglAonPRGl97kUoIJOgNI8RqnT5/G6dOnsWbNGkgkErS1tWHnzp3o6+vjKjVGoxEFBQX4wQ9+gIceegjNzc3YvHkzdu7cSW1gQgyWZbm0EjJHePr0acTFxXGC0J9pJRqNBmq1mhMqRMwIBAKX+Lpg8SIcDzFG9nRL1lswDDNha9vpdE5ILCEmyzqdDkqlElKpFEVFRW6bLxuNRtx+++04ffo0Dh06hIsuuijkKmdlZWUoLS3F3r17ue/JZDL86Ec/oksglKCBCkCK11Aqlbjrrrtw9uxZjIyMYP78+bjyyivxyCOPcHNI5HF33HEHTp8+DYlEgl/+8pfYuXOnVz/k29vb8fjjj+Pzzz+HRqNBeno6brrpJjz88MMu+aDUlNp7jE8rqaiowMmTJyEUCl3i67ydVjLdogfxIuRvxzIMM6GqFUixReLcent7UVhYGLRxbpNtbVssFs5GyGw2Izc316OWe21tLW666SZkZ2fjL3/5S8hWzIgNzMsvv4xVq1bh1VdfxWuvvQaVSjVl2g+F4m+oAKR8Jzl69Cjeeecd3HjjjcjNzUVdXR22bNnC5e0C1JTaH9hsNlRXV3MVwhMnTsDhcKCsrIwThJ6klRgMBtTV1UEkEkEul8+46EGqlmTLmOTw8gWhWCz2W3TYyMgIlEolBAIBiouLERMT45ef6y1MJhPXso6IiMDY2BhiYmJcNo1ns1jCsiwOHDiA+++/H/fccw927twZ8vFte/fuxTPPPIO+vj4oFAo8//zzuOiiiwJ9WBQKBxWAlO8Ne/bswb59+9DW1gYA1JQ6AJC0EhJfR9JKli9fzgnCFStWzJhWwjAMzp07h/b2do8WPUgOLz+thFS1+MsQvvDP6+3tRUNDAxYuXIjc3NygbEtPB2n5SiQSyGQyhIeHuyzpGAwGmEwmREZGugjC8YslIyMjuPvuu/Hpp5/izTffxJVXXkn/9igUP0AFIOV7wyOPPIKjR4/izJkzAKgpdTBA0kpIhbCyshKDg4NYunQpJwhXrlyJhIQEThS0tbVhcHAQTqcTxcXFXl+UsFgsLoJwZGSE8yIkQsYT/zx+y1qhULi9YBUoWJbFuXPncO7cuRm3lMliCTmXRqMRAoEAf/vb3yCRSFBYWIjnn38eiYmJOHz4ME3JoFD8CBWAlO8Fra2tWLp0KZ577jnccsstAKgpdTDCMAxaW1s5L8LKykqXtJKwsDC88cYbeOaZZ7Bhwwa/zO7ZbDaXuTez2ezS5pRIJIiOjp5V1cpkMkGpVCI6OnpWLetgw2azoa6uDqOjoygpKZlzEgeZyXz55Zfx8ccfQ6VSwW63Y/Xq1bjooouwdu1alJeXu50RTKFQZk9oD1lQvnfM1ZQaOC/qrrzySvz0pz/lxB+BmlIHF2FhYcjLy0NeXh5uueUWLq3kk08+wXPPPYfOzk5kZ2dj3759OHv2LFclTE1N9dnvLDIyclIvQoPBgO7ubqjVakRFRbkIwvEtbH6cW05ODrKzs0PuPUaMqcViMcrKytxqi4eFhSEqKgoajQYtwkmOxwAAFXNJREFULS148803UVRUhKqqKlRWVuLAgQN46aWX8F//9V8+eAUUCoUPrQBSQoqhoSEMDQ1N+5js7GyustLb24v169ejrKwM+/fvd5mzoi3g0KCmpgY//vGPkZeXh/379wOAS56xSqVCbm6uizl1RkaG3wSW0+l0iVwzGo0QCoWcGIyLi0N7eztGRkZQXFyMxMREvxyXt2BZFu3t7Whra0NeXp5H57a9vR0bNmwAy7L461//itzc3El/XqiJYwolFKECkPKdpaenB+vXr0dpaSneeuutCe3Cffv24aGHHkJ/fz9nDbN792784Q9/oEsgQURXVxfeffddbNu2bcKiBMuy0Gq13FJJZWUlampqkJmZ6WJOnZOT47clC4ZhYDKZoNfrMTAwAJPJBIFAAIlEgnnz5iExMXFGQ+VgwWazQaVSceJVLBa79Twsy+Ljjz/Grbfeiuuuuw4vvPDClBF+geTJJ5/ERx99hJqaGkRGRsJgMEx4TGdnJ+644w58/vnnEIlE+J//+R88++yzLvZSFEooQAUg5TtJb28v1q1bh8zMTLz55psu4o9EYVFT6u8e/LQSIgirq6v9mlYCuG4p5+XlQSwWu2zHOp1OzkiZWM8E2vh5PAaDAbW1tRCLxZDJZG5vQtvtduzatQuvv/46XnrpJWzYsCFob64effRRJCYmoru7G2+88cYEAeh0OnHhhRciOTkZzz33HLRaLTZt2oT//u//xosvvhigo6ZQ3IMKQMp3kv379+Pmm2+e9N/4b3l/mFLTqkLgmCmtZPXq1Vi7dq1X00osFguUSiXsdvukW8rjvQgNBgNsNhvEYrGLXUqgfPDI3GVra6vHLd++vj5s3rwZWq0WR44cgVwu9/LR+ob9+/dj+/btE/5WP/nkE1x99dXo6upCeno6AODw4cPYvHkzBgYG5rwUQ6EEEioAKRQfQ6sKwQNJKzl9+jTXNh6fVrJ69WosWbLErYrXwMAA1Go1UlJSUFBQMCtRyfciJFXCsbExzouQCEJ/3AzY7XbU1dVheHgYJSUlHrV8jx07hptvvhmXXXYZXn75ZZ/mGnubqQTgzp078f777+Ps2bPc9/R6PaRSKT7//HOsX7/e34dKobgN3QKmUHwM2VomCwzj+eyzz6BWq12qCs899xw2b96MJ598klYVvIhAIIBIJMK6deuwbt06AN+mlRBB+Oyzz8LhcGDFihVcy3jZsmXTppU4nU40Nzejr68PRUVF3JjBbI8pJiYGMTExXGQi8SI0GAxoaWnByMgIYmNjXQShty1kDAYDlEol4uPjsXLlSrdbvk6nE8888wx+//vf49lnn8Vtt90WEvOOs0Gj0UyIp5NIJIiMjIRGownQUVEo7kEFIIUSYL766isoFApO/AHAFVdcAavViurqalpV8DGRkZFYtWoVVq1ahQceeABOpxM1NTWcINy7dy+XVlJeXo61a9e6pJWcPXsW7e3tSEtLQ1lZmVfi3KKjozF//nwuF9hms3HVwfb2dpjNZohEIhdBOJvItclgWRadnZ1oaWlBbm4uMjMz3W75Dg4O4pZbbkFbWxuOHTuG5cuXu/U83sQd66jpmOzc0M1lSihCBSCFEmBoVSG4EAqFKC0tRWlpKe6++24wDIP6+nocO3YMlZWVOHjwIAYHB7FkyRKkp6fj6NGj2L59O66++mqfLXJERkYiJSUFKSkpAM63aknCBvEijIyMdEkriY2NnVGU2O12qFQqmM1mlJaWemRRc/LkSWzatAmlpaU4c+YMJBKJ28/lTbZt24Ybbrhh2sdkZ2fP6rnS0tJw6tQpl++RPOnxf8MUSrBDBSCF4ga0qvD9ISwsDHK5HHK5HHfccQcYhsHZs2exdetWHD16FHK5HM888wyOHj3KtYxXr14NqVTqs99fREQEkpKSuBg5fuTawMAAmpqaOC9CIgjj4+NdjsdoNKK2thZxcXEoKytze8aQYRi89NJLePzxx7Fr1y7cc889QdXy5Z8nT1m1ahWefPJJ9PX1cdXZzz77DFFRUSgtLfXKz6BQ/AUVgBSKG9CqwveXgYEBXHfddcjOzkZbWxvS0tLQ0dHBtYwfffRRNDc3QyaTuZhT+zKtRCgUQiqVQiqVAnD1ItTpdGhrawMAiMViSCQS2Gw2dHV1ITc3F1lZWW4fl8FgwNatW1FdXY2jR49i7dq1XntNgaCzsxM6nQ6dnZ3cKAAA5ObmIi4uDpdffjlkMhk2bNiAPXv2QKfTYceOHdiyZQud1aWEHHQLmELxEzNZS3R3d3NVhXfeeQebNm2i1hJBCMuyOHLkCK699tpJK10sy6Kvr8/FnJqklRAvQn+nlbAsC7PZDK1Wi66uLlitVoSFhXGC0B0vwpqaGmzYsAE5OTn4y1/+wrWnQ5nNmzfjwIEDE77/xRdf4OKLLwZwXiTefvvtEyyboqKi/Hy0FIpnUAFIofgYUlX4+9//jj179qCyshLAt1UFYgOTmprKVRU2b96Ma665xic2MHv37sWePXvQ19cHuVyOF154IeQrN8FMsKSVmEwm1NbWIiYmBnK5nMs0Jn6ENpsNCQkJLoJwsk1ghmGwf/9+/PrXv8aOHTvwm9/8JuhMrCkUysxQAUih+Jhgqiq888472LBhA/bu3YvVq1fjlVdeweuvvw61Wo3MzEyv/izK5LAsC5PJhKqqKi7P+MyZM1xaCWkZeyuthGVZdHd3o6mpCTk5OcjOzp5QeST+iEQMjvcirKurw6pVq5CQkIDt27fjn//8J9566y1cdtlldE6VQglRqACkUP5/e/cfU2X5/3H8xRAQwRw/UjyIwsQ5FTQQR8eZSEpoM8XN0jEllrX8ueggWsjQ+YdamtZwULkFrTTL+Zs5Bss6J6clKkyw1BTNIWIwFY0Jx+x8/3Ccfc5XLSPkgPfzsbHhfV/g+55uvLiu+3pfBhIfH6/Y2FgVFBQ4rw0bNkwpKSlau3atGyszrraTQX788UdZrVbZbDbnaSVms9m5ZBwVFfWvTwe5c+eOfvnlF12/fl0jR478VztzW1padOPGDTU0NCg1NVUXLlxw7k5fsWKFUlJSNGDAgH/7uAC6CAIgYBB2u129evXSjh07NGPGDOf1t956S5WVlbJarW6sDm3+97SSH374QVar1XlaSVsgfJTTStqWfH19fRUdHd3uXb4Oh0Nff/21srOz9dxzz2nAgAE6dOiQTpw4ofDwcBUXF2vYsGHtfVwAbsIuYMAgGhsbdffu3ft2Fvfr149+g13I/z+tJCcnR3a7XSdOnHCeZ/zBBx/IbrcrPj7euWTcdlqJw+FQYWGhwsLCFBkZqYiIiHYv07a0tGjZsmXatWuXPvvsM02fPt35vW7evKkjR45o0KBBHfn4ADpJ12nWBKBTPOj9L97j6tq8vb317LPPavny5SouLlZDQ4NsNpumTp2q6upqzZkzR6GhoUpKSlJiYqJWrlwpf3///xT+ampqNGnSJFVWVqq8vFwpKSku3+upp55ScnJyh5x80h4XL17UvHnzFBERIV9fXw0ePFgrV66U3W53GVdVVaWEhAT5+voqNDRUq1evFgtfADOAgGEEBwfL09Pzvtm+33//nX6D3Yynp6diY2MVGxvrPK1kz549WrBggby8vBQYGKgXX3xRMTExzhnCtk0c/xQIHQ6HiouLNX/+fM2ePVubNm3q8HOHO8Lp06f1119/6ZNPPlFkZKSqq6v1xhtvqLm5WRs2bJB0b5ayLRSXl5fr7NmzSk9Pl5+fnzIzM938BIB78Q4gYCDx8fEaPXq08vPzndeGDx+u6dOnswmkGysrK9OMGTOUlZWlnJwceXh46Pz58y6tZ3777TeNHDnSGQjHjh2roKAgl0Bot9u1cuVKFRYWqqCgQKmpqd1qdnj9+vUqKChwNr4uKCjQu+++q6tXrzp31K9bt055eXmqra3tVs8GdDQCIGAgbW1gPv74Y5nNZn366afasmWLTp06xbtc3dj169dVWVmpxMTEB953OBy6dOmS8x1Cm83mPK2krRfh4MGDlZWVpaamJu3YsUPDhw/v5Kf473JyclRSUqJjx45JktLS0tTU1KS9e/c6x1RUVCg2NlY1NTWKiIhwV6mA2/EOIGAgs2bN0ocffqjVq1frmWeekc1m04EDBzol/NlsNr300ksymUzy8PDQnj17XO47HA6tWrVKJpNJvr6+mjBhgk6dOvXY63oSBAQEPDT8Sffe+xw0aJDS0tK0ZcsWnT59WpcvX1ZOTo569Oih9evXa9y4cfL399dPP/3ULcPf+fPnlZeXp/nz5zuv1dfXP3DTU9s9wMgIgIDBLFy4UBcvXlRra6uOHz+u8ePHd8rf29zcrFGjRmnz5s0PvP/+++9r48aN2rx5s8rLyxUSEqKkpCTdunWrU+ozEg8PD/Xv31+zZ89Wfn6+Tp48qaqqKu3bt0/+/v5urW3VqlXy8PD424+2Gb42dXV1mjx5sl5++WW9/vrrLvcetOnpQdcBo2EJGECn8/Dw0O7du5WSkiLp3g9lk8mkjIwMLV++XJLU2tqqfv366b333tObb77pznLRiRobG9XY2Pi3Y8LDw50bU+rq6pSYmKj4+HgVFRW5nJ7CEjDwcOwCBuB2Fy5cUH19vV544QXnNR8fHyUkJOjw4cMEQAMJDg5WcHDwI429fPmyEhMTNXr0aBUWFt53dJ7ZbFZ2drbsdruzEXZpaalMJpPCw8M7unSgW2EJGIDbtb2PRZNqPKq6ujpNmDBBYWFh2rBhgxoaGlRfX+/y/yU1NVU+Pj5KT09XdXW1du/erTVr1shisbAEDMNjBhBAl0GTajyq0tJSnTt3TufOnbvvTOK2N5v69OmjsrIyLVq0SHFxcQoICJDFYpHFYnFHyUCXQgAE4HYhISGS7s0E9u/f33mdJtV4mPT0dKWnp//juOjoaNlstsdfENDNsAQMwO0iIiIUEhKisrIy5zW73S6r1aqxY8e6sTIAeDIxAwigU/zxxx86d+6c888XLlxQZWWlAgMDNXDgQGVkZGjNmjUaMmSIhgwZojVr1qhXr15KTU11Y9UA8GRiBhBApzh27JhiYmIUExMjSbJYLIqJiVFubq4kadmyZcrIyNDChQsVFxeny5cvq7S0VL17934s9axdu1ZjxoxR79691bdvX6WkpOjMmTMuY1pbW7VkyRIFBwfLz89P06ZNU21t7WOpBwA6E30AARjS5MmTNXv2bI0ZM0Z//vmnVqxYoaqqKv3888/y8/OTJC1YsED79+9XUVGRgoKClJmZqWvXrun48ePy9PR08xMAQPsRAAFAUkNDg/r27Sur1arx48erqalJTz/9tL744gvNmjVL0r3WI2FhYTpw4ICSk5PdXDEAtB9LwAAgqampSZIUGBgoSTp+/Lju3Lnj0pzaZDIpKipKhw8fdkuN3d20adM0cOBA9ezZU/3799fcuXNVV1fnMqaqqkoJCQny9fVVaGioVq9eLeYpgI5HAARgeA6HQxaLRePGjVNUVJSkey1pvL29FRAQ4DKW5tTtl5iYqG+++UZnzpzRzp07df78ec2cOdN5/+bNm0pKSpLJZFJ5ebny8vK0YcMGbdy40Y1VA08mdgEDMLzFixfr5MmTOnTo0D+OpTl1+7399tvOzwcNGqR33nlHKSkpunPnjry8vLR161a1tLSoqKhIPj4+ioqK0tmzZ7Vx40ZO7wA6GDOAAAxtyZIl2rdvn7777juXEyVCQkJkt9t1/fp1l/E0p+4Y165d09atWzV27Fh5eXlJko4cOaKEhAT5+Pg4xyUnJ6uurk4XL150U6XAk4kACMCQHA6HFi9erF27dungwYOKiIhwuT969Gh5eXm5NKe+cuWKqquraU79Hyxfvlx+fn4KCgrSpUuXtHfvXue9+vr6B54H3XYPQMchAAIwpEWLFunLL7/Utm3b1Lt3b9XX16u+vl63b9+WdO8c2Xnz5ikzM1PffvutKioqNGfOHEVHR2vSpElurr7rWLVqlTw8PP7249ixY87xWVlZqqioUGlpqTw9PZWWluayyeNB50E/6DqA/4Y2MAAM6WGBorCw0HnGbEtLi7KysrRt2zbdvn1bEydOVH5+vsLCwh5LTQUFBSooKHAud44YMUK5ubmaMmWKpHuNqZcuXaqvvvrKpZ7/XbrubI2NjWpsbPzbMeHh4erZs+d912traxUWFqbDhw/LbDYrLS1NTU1NLrOCFRUVio2NVU1NzX2ztADaj00gAAzpUX737dmzp/Ly8pSXl9cJFUkDBgzQunXrFBkZKUn6/PPPNX36dFVUVGjEiBHKyMjQ/v37tX37dmdj6qlTp7q1MXVwcLCCg4Pb9bVt/watra2SJLPZrOzsbNntdnl7e0uSSktLZTKZFB4e3iH1AriHGUAA6MICAwO1fv16zZw5s1s3pj569KiOHj2qcePGKSAgQDU1NcrNzdWVK1d06tQp+fj4qKmpSUOHDtXzzz+v7Oxs/frrr0pPT1dubq4yMzPd/QjAE4V3AAGgC7p79662b9+u5uZmmc3mbt+Y2tfXV7t27dLEiRM1dOhQvfbaa4qKipLVanXu+u3Tp4/KyspUW1uruLg4LVy4UBaLRRaLxc3VA08eloABoAupqqqS2WxWS0uL/P39tXv3bg0fPlyVlZXdujF1dHS0Dh48+EjjbDZbJ1QEGBsBEAC6kKFDh6qyslI3btzQzp079eqrr8pqtT50PI2pAbQHS8AA0IV4e3srMjJScXFxWrt2rUaNGqWPPvqIxtQAOhQBEAC6MIfDodbWVhpTA+hQLAEDQBeRnZ2tKVOmKCwsTLdu3dL27dv1/fffq6SkxKUxdVBQkAIDA7V06VIaUwNoFwIgAHQRV69e1dy5c3XlyhX16dNHI0eOVElJiZKSkiRJmzZtUo8ePfTKK684G0EXFRW5rQcggO6LPoAAAAAGwzuAAAAABkMABAAAMBgCIAAAgMEQAAEAAAyGAAgAAGAwBEAAAACDIQACAAAYDAEQAADAYAiAAAAABkMABAAAMBgCIAAAgMEQAAEAAAyGAAgAAGAwBEAAAACDIQACAAAYDAEQAADAYAiAAAAABkMABAAAMBgCIAAAgMEQAAEAAAyGAAgAAGAwBEAAAACDIQACAAAYDAEQAADAYAiAAAAABkMABAAAMBgCIAAAgMEQAAEAAAyGAAgAAGAwBEAAAACDIQACAAAYDAEQAADAYAiAAAAABkMABAAAMBgCIAAAgMEQAAEAAAyGAAgAAGAwBEAAAACDIQACAAAYDAEQAADAYAiAAAAABkMABAAAMBgCIAAAgMEQAAEAAAyGAAgAAGAwBEAAAACDIQACAAAYzP8BOD2FEIJjp20AAAAASUVORK5CYII=" } ], "source" : "display(fig)" }, { "cell_id" : 16870455449402682855, "cell_origin" : "client", "cell_type" : "latex", "cells" : [ { "cell_id" : 9868180105062890100, "cell_origin" : "client", "cell_type" : "latex_view", "source" : "\\subsection*{Plotting functions with sympy}\n\nIn order to plot symbolic functions, rather than numerical data, use sympy. This library can\ngenerate both two-dimensional and three-dimensional plots." } ], "hidden" : true, "source" : "\\subsection*{Plotting functions with sympy}\n\nIn order to plot symbolic functions, rather than numerical data, use sympy. This library can\ngenerate both two-dimensional and three-dimensional plots." }, { "cell_id" : 16432830887788007622, "cell_origin" : "client", "cell_type" : "input", "source" : "from sympy.plotting import plot, plot3d\nx,y=symbols('x y')\np1=plot3d(sin(x)*y)\np2=plot(sin(x)*x**2)" }, { "cell_id" : 18220392128932635794, "cell_origin" : "client", "cell_type" : "input", "cells" : [ { "cell_id" : 9223372036854775816, "cell_origin" : "server", "cell_type" : "image_png", "source" : 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" 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" } ], "source" : "display(p1)\ndisplay(p2)" }, { "cell_id" : 9864811625027922680, "cell_origin" : "client", "cell_type" : "input", "cells" : [ { "cell_id" : 9223372036854775819, "cell_origin" : "server", "cell_type" : "output", "source" : "\\begin{verbatim}cartesian surface: y*sin(x) for y over (-10.0, 10.0) and x over (-10.0, 10.0)\n\\end{verbatim}" } ], "source" : "print(p1[0])" }, { "cell_id" : 8575285083676239171, "cell_origin" : "client", "cell_type" : "input", "cells" : [ { "cell_id" : 9223372036854775820, "cell_origin" : "server", "cell_type" : "output", "source" : "\\begin{verbatim}\n\\end{verbatim}" } ], "source" : "print(repr(p1._backend.fig))" }, { "cell_id" : 12533899187916108365, "cell_origin" : "client", "cell_type" : "input", "source" : "" } ], "description" : "Cadabra JSON notebook format", "version" : 1 }