Analisis Algoritma Pencarian Rute Terpendek Dengan Algoritma Dijkstra dan Bellman - Ford

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Analisis Algoritma Pencarian Rute Terpendek
Dengan Algoritma Dijkstra dan Bellman - Ford
Abstrak
Permasalan pencarian ruteterpendek merupakan suatu masalah yang sangat terkenal di dunia Informatika. Daridahulu hingga sekarang telah dikembangkan berbagai algoritma untuk memecahkanpermasalahan ini. Persoalan yang terkenal dalam pencarian rute terpendek adalahpersoalan pedagang keliling (traveling salesperson problem - TSP). Seperti yangtelah ditulis di atas, hingga saat ini telah banyak yang menemukan solusi untukpencarian rute terpendek ini. Salah satunya yang terkenal adalah algoritma dijkstra.
Selain itu,sebagai pembanding keefektivan algoritma ini kami membandingkannya dengan algoritmaBellman – Ford yang juga merupakan algoritma yang cukup banyak dipakai dalam peermasalahanini.
Kata kunci: Dijkstra,Bellman – ford, Shortest path, Travellongsalesperson.

1. Pendahuluan
Permasalahan utamapencarian rute terpendek tentu saja mencari rute atau jalur terpendek yangmemungkinkan. Namun untuk implementasinya, persoalan ini dapat dikembangkanlebih luas lagi diantaranya untuk mencari biaya minimum, dll. Intinya adalah mencarisolusi yang palin efektiv yang dapat diterpakan dalam persoalan yang dihadapi.
2. Analisis AlgoritmaDijkstra dan  Bellman-Ford
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BXKiuxtBQjIjA+HktL+Yc5dOjQli1b1NXVR48eLabYigosLcXwcHz8mL9YFou1YsUKExOT/fv3h4WFSST24EFMTBSY2sbEAz0m4sSNuJHfh62rc1mga6n/9H1Rpsn/uJQGEA2W59dujTd6u9W46YTp6G/T7zSik4GBgZiRlpVhaSnu3YupqfyVUF5erqur6+jouHPnzvDwcDHFlpZiaSnu2YNv3/4Uul2OyzVQg1e33ujph27OpYHrS4LUdsVYv9/uXBroj64B6ELq1gd9nIqcpodO19uh175He0UHRb7viK9Yp6JgtZ0xNh+3OZcGBqCLP7qSYn3Rd/2n9X1U+mht0BoQOuBq5FUx81Jail++4M6dmJf3U+j2ZyA5Ofnt27evX78uKyurqan5QbHU1NS8fPny8+fPP0j+f5KG2pVHj/Dvv1FGBseOTTA0jJaRQX19vH6df+DQ0NC4uDhxxN67h927o4wMTpjwSF//powMzp2LN29yB8vJyamoqIiIiNiyRaxPv5gY7NoVZWRQUfGBru4dGRlcsABv3xbn0R/FbJy9ClfxdlZCcN2cC2eadWCDDE5VvTV1xi2QwWErklbF792Ajpyf1RtxYzAGD/YfvCR5iTgxnjqF7dujjAyqqd2YPv2JjAyuXo1PnnwXhsVi5eTkFBcXh4WF7d+/XxyxR46gjAzKyKCGRpS6+jMZGbS0xGfPKKhEaqii6jpcx9XP8EbPEFynGXYdZBBkcKbOlbFTnoIMjrV/ap2yPRidOHUbiqEeVR6qXqqOOY7C+yve6LkRHdQ2x4AMQlvUmxU5UvE5yOB4p8e2qdtIsd7o7c5wd/ro5JzrPCRoiM95H3EyEhSEMjLYti3Onn1+woR3MjLo4oIZGT9afz8vNTU1VlZWPj4+jx8/DgsLk5eXv3pVXAstEfn5+Y6OjuvWrevevfuNGzd+RBT/SRpkVx48QDm5/DlzjkRFqRYUdKythagoVQuL4AEDso8f5w588eJFa2trccTevo2DBuUtWHAwKkq1uLh9VVWLqCjVVatCZWXfnz37LRiDwSgtLUVEExMTCwsLkWJv3MCBAz8tXrw3Kkq1rKxteXmrqCjVZcu2ycrmREaKn2lpEoMxs3E2l1HxRO8N6Gh08UQ/2Uwrs7CYKPXamt9KCzvERKkvnhvRZ1D20hvhAehChg/EwFlhs0b4j7BF2zIsEx7j6dMoK/vexmZjVJQqg9Hsy5cOUVGqs2eHy8nlcdrXqqqqysrKiooKHR2dgIAAkRk5ehRlZbPWrg2MilJlsSAvr1NUlKq29tHBgz/fv99AJVHkBJ6Yg3P80I/LAGxAx1n/XB4wIMPT1ScmSh0RPmb/HROlrj31Wm/59+bPdvmjK6dulV2UZ4fPFjntvwEdZ+y4JjvgrZ+XOyE2+13vmCh1TaXo3kPeWyaFEWK90dul3MWL4eX+yb375O6Why1FrpfcvBkHDEj393eIilJFhPT03lFRqhMmXBkxouTNm0ZR5U8Gg8HQ0NDw8PAg7/j4+Fy5cuVHxPXixYuMjAxEXL16tZ+f34+I4j8JdbuSmIitW6OX11pE4LpOndKSkWFVVHwX3tDQ8DivteHh0SNs2RKDgy14xR4+PLtDBxbZ362srJw8eXJUVNTHjx/NzMyEi71/H5s1w23bVvCK3bNnfpcurLo6inpoCIfxsDZqb8ANnC1UIDovuXEEAE8eMeJN7ZaANb/1q/Wtqx+490ZvH5ZPf7X+FnctdFDnKgr7artyBQHw9OmZvGLd3W3k5NikErKzs8ePH5+QkJCYmGhnZyc8F+fPIwBevqzOK3bdOscRI9jMpth9JgAD5uCcQAzk0q3uoUgAfHBPkTe1Nibbuyh/CWKuJ4fCnEuce0/ubfPGhtM+eaOnCwY4YbDH1x5MIK7X3n0VABMej+EVazr/n780coNYTl7oFYABqx6t6qXYa33W+uVXlrfybZWBwvodW7ciAL54MYRXrJ5emK4usliNptGfhUuXLjVv3vzLly/Ev8QIWAVXc4NYWlp68OBBX1/fgwcPJiUlJSYmxsXFPXjwoLS0lCWh1tLS0oyNjYuLi6WS/v8HqNuVfftQVfVUZWU73hJfU/Pb8OG33L/30b9w4QKvkPfv358+ffrjx4/knR07UEMjoq5OhldsbW3rQYMecH49x8bGWllZeXp6ckpAxMzMzNOnT+fl5ZF3Nm5EHZ0DTGZbXrHV1W369k3YvJmyJqhzHI/roE4QBnGNgE1yjV9pdKCmpjVvaivK2/Xplq1z6Ko/urqivysGOKPfrPNG/rhlCmpdQo6xwpQUPH2aczDe3p69ZMnG2lo+YsvK2nXu/O7kyW9Pnzp1yt7ePiAgoKzsuz7Qq1evTp8+zVmNLS1ZK1f6I/7GK7a0tH3Hjjn83vwPJxRD5+CcAAz4vlfhMGxRkru9X11dS97U5uV2by9Tvuh2hA96uKK/GwbaMzx0Ixd44UYX9Hf9ejlh8D+PTE+fnuvD9HDCYBcM8EcX+bmv/V3cmMwWvGLfZ/du26Zq+aOD3ujhigEeGDx118xRzkrqm3XHsKYkY9a3RN+/j6dPI5tN3tDTrfT2tkJswWTCy5ffiU1L69emTXXTjjQ2Cbt27erVqxf57927d8eNG7eZpwLX1dU9efJk6tSpANCyZUt1dXUXFxc/Pz83N7fcXAk88RgMRnh4eK9evSwtLeua5PPzF4SiXamuxrFjMTp6MlHE798HAwMwNYUHD+oL/YkTmitW1CUnpyd95d27dykpKUnf4+TkBACysrJaWlrm5qavXqWPHMl6+HBcaSn4+oK5OVy8CAkJ4OQES5dCaSmcODFr9WpWcnIa8XhmZmZWVlZGRkZaWhqnWFtbWwCQk5PT0tKytjZ/8SJ9+HD2s2fDi4vBxwfMzODqVXj4EBwdwcQEqqrg0CFDa2tkNPoOgbx2xQ/dHHI3dh3yJeONLKHJixdh4UIwMYHU1HrdhoVaTXSK35u0KizJMizJcmeS5d53dvuS15omKd5N2o1JSfXXwoUIgAoKqKWFbo7vn7wbMqQuK6sbIcTfH+ztYfFiePOmXmxAgIWbGyspKSUpKSk5OTkrKyszMzMjIyM1NZVTt4aGhgAwevRoLS0tb2+Xhw8zhwypKSj44907cHWFlSvhwQO4fh0cHMDSEhDBx8fOz4+zqWwkeO2KP7qavdrdZ0h2VVlbRGCzYd8+WL4cVq6Ez5/rleDiEKi+6cb+pJX1uk2x3PvONizJYmeSJXmFJtm/n9wbAT5M6pWqNej2VlXrm9v7Dc+sq2mJCBUV4OQEDg6wbBl8+fK132YXOiPs331JK8OSLHamWO7LXrM3w/ZgxrqVbya9TYr89srGjkUAnDwZtbRwZ2h8VM5whRxEeP4c5OTAwgJqa2HdOjA3B1dXQAQLi9BDhxpbsU3OyZMnmzVrlp9fv4lRZWVls2bNrl27Jij8gQMHBg8ePH/+/ICAgJCQkPPnz5N9HfF59epVixYtJDJI/89QtCvl5diyJV6+rElUG319uHIF9u2DgwfrK9KXLz0Aaps1G9lKKC1atABuKpKTNd3dwckJzp+Hdetg5kyIjgYbG3j9GoqK+gLUNmsmL1xs8+bNv5fZCqA6PX2KoyN4eMDp0+DgANracPMmWFjAu3fw/n1/AMzMlKpqxYDXrvijq9XbHQCY9HIYItTWgpoaPHgAAQHw77/1un34bGJLYOS3+JPVqjnnxWzVjN2qBbZqVX81b44A5JUEPQBq0zLlvvYkIC0NLC3h3buvYh+qAlS0aPGHhLrtD1BbXNxvwQLYtw/27oV160BTEx4+hGXLgMGAmBiVli2xqqqxdctrVwLReVHs0bbNqwoLOiNCXh4oK0NSEtjbw/PnX7+HIhf8AUXMVi24dPu9npuzmzXj1O1NUGvdqaas/HfCXJWUwNOnYGPzza4cOLWiG+TziG3BbNWM3arlt1f2vdhzMK31n2VMVtt378DEBHx84MED0NGBDx/A1BQQYefOpd26NbZim5zy8vJ+/fqtWbOGvAMAly5dEvJIdna2m5vb8uXLT5w4ERQUtGLFirVr154+fVqklxf76wdRUVGRvr5+SQm9vZtYNMiuEBOJiGBnR/RR4NCh+oqUldV9+HDGvXvZ6ULx8PAgGqdu3brNnj1bS2sBQM3Tp1Py8sDSElauhK1b6z9+1dQgKwtycnoPH86Kj88SLtbR0ZEQ26NHj9mzZ2tqLgJgvHo1/uNHsLQEExPYvRuuXAFHR1BXh9xcSE8foKCAje9JKMSupL6RI1r/tWsBETZv5rArcRO7jc4PebFuR7rVtnQb4tqT7rAsXel2+n5MT6+/li+vb6EGDMDZs5NVzAEYWR/6kgMply59+w5AhJs3FceOZSUlZQjX7cKFCwndDho0SE9vtpKSTbNmNSUlf794AWZmMG8eXLgAhw+DqytoagKTCdevq06ahLWNvpkvX7tiHHu0XcuKstLfEeHtW/DwAERwdf1mV04fn/e3Sk5YutX2dGtSt1zXhnTHd2r9Cd3mKXR/rSf/z9hV7TpUVNe0IZV58CBcufJNt0cOLumt/j4s3ZJT7K50+8Xpk9LT//32ypSU6l/ZqFGop3dulK9Ml4I6ZktE+PABNm6E69fhxAlArO8L7tq1bNasxlZsk1NdXf3+/XtDQ0MPD4/79+/v2bNHW1s7Qwz3uKNHjy5durS0tJTBYNy5c8fDw8PY2HjNmjXnzp0rKOC/Qfj169eXLFkSGxu7Z8+epKQkaWflPwtFu8Jk4urVuHPnPKLaLFgAfn6wfTtcuFBfkSws3K2tRU+OHT9+PDg4ODIyMiUlhbhjYoLh4bqIsGULzJ4N+/fDixcQGAhTpkBpKVhY+Ds4iE5eeHh4aGhoZGRkamr9KnRjYzx5cjoibNoEuroQEQFPn0JAAKioQFUVmJiEujfFjk28dsUHPbwrPeX0U2OvTEOEujrQ1IQ9eyAoCO7dq9ftwpnHVTffDkRnV45Bfz8MVUXty5zzK9u3486dGBmJ798jYjmirh4rJmYkIaSwEHR0oLj4W9unoXFk1y7Rad60adOePXsiIyOJOS02G7W1a588GVJaCiEhoK4ON2/CzZvg5QXTpwMiqKmdapKxGl674oMezgUBgzXepL8cSGhg0iQ4dQo8PL4NBqqOu60fed4P3Th1y3U54obbXqrnjxgci1wYXOjkhMFrqjbLT3udndrn60cV6Op+NxcyeeT9eTdO+34v1gc3KqHGK855ezc3PHYMIyOxpAQRc8txqmpuVlYnREhMBDc3SEiAceMgOhq8vQERRoy4d/duE+i2CYmNjd27dy/xd1pa2tu3b9PS0sR/vKSkhHOlC4PBuH37tq+v78qVK9etW8c1KYuI1dXVqamp6enp9KS9RFCft09Oxp4982JiJiPCx4/g5ATHj9fXopSUgX36FAoe8PwGr2PG8+fYu/fHmJgJgYEQFARsNjx/Di4u8OgRvHwp36lTjjh+6rxiX77EYcOKb90a4+sLISGACE+egIsLJCRAYuLwnj2r7t0TN+NS5Dgen42zgzGYc245CNcvvnukZ8+cl89GIEJKCri4fOusxN+b1LlX3aonh/05XI290CsYg1VQ5RJyjAbwzGncuIE9e6a8eiVHiA0MBCazXmxs7KSOHcsePxadZjaP2Js3ceTIzMeP+3t6wr59gAjXr4OrK2RmQnT0lL59sUm+80IxdAEu4Jq3D0anWccuDZFN/pDdCxEePAB3d4iPr1dC5NnZHWRx7dsdfhyuxoKu9RjkhMHu6OuFXsHoOOPAtZHyz3M//UVMN27d+s2onD46r3X3mrUZm/zQ7XvntMBJOOkVvhKSi/BwHD/+6efPXYqK4MYNQIQjRyAgACoq4OjRBcOG4fcOK/9xWCzWmjVr3r9/L3XJDAYjLi4uKCjIxMTExsbm+PHj5PwNDQWo2xVEXLUKAUpjYpQ5P80iI7W7dElt0+bZ58/p1MQuXowABcnJEzjFRkfPatfurU9IKnEAACAASURBVKoqxaRWVHzq1eshwJf09NGcYq9end2mTU7Xro/KyrIpim4Ah/HwSBwZgAFcO4MFo2MPtU9d2xS8TpYnk1pX1+rkUaM2wGg34LpXpTlni+mLvg7oII/yiZgoPEZFRezQITU9vS8ptqam9eHDRgBFK1dSzEVublrz5i979EgpL/+bQ7cyx48bA1SPHHm7traQougG4Id+k3Eyl5+xD3r4oVvbAVVD+yfn53YjU1ta2vGfnasA8O8pRwKYNn7fWyMOD2NvYnWk5/fvyxfdfeo8Wv9dM2rwsy+fu5JiCws779xqCYCqgbdC0J7zKX/0N0OzMThG+NHFiYmJANkjR94uLe1IimUy/9y2zQKAMXPmDfx/Oi4sOjo6NDT0h0bBZDLv3r3r6em5ePHiNWvWnD17ll5pT4EG2RUGAyMiUEGhUEXlzMyZUbNnx4wefb1ZM1y16i1Aq759/0pPF2haKisreb98CWpq8NAhHD78s4rKmVmzruvp3VBQiAHAsDCkNm325cuXsWNHAMDKlU8nTsxTUTlDXMOHx8rIoKnpKwAYOnRgTk4OFekN4AN+GIWjHJF7LbcvuruV+s3YdU1W/u0MlasGerH6s26OGpzQoiuOWrEDAHpO6OZa6BqIgcRmiL7ouxpXL8flhNjy8nJBMRYX4/btKC+foaJyRk/vxsyZUQMHPmjfHg8fpjgF8ubNmz59ugG0Xr06c/TodFK3/fs/6tMHly27DQBqaipVjT5xn4RJw3AY7yJ5P3Rbnxs0NTB26NAkbZVrhvq39LRvDOr15vfBOGyRNwAM1hvow/The8yXL/q6lLnw3R7UH10dP2xQ8b09YvhLbZVrhga39GbcGPBXukz/SqNzJ33Qg2ujsEAMnIfzfFDYevu4uLg//mjdps3fpqbFI0Ykkrr988+kMWNw/vwjALB48cJGU2mTs3bt2o+N1UGrq6u7d++ev7//ypUr7e3tT548STuDiU+D7ArB48doaop9+z5p2/aamRlGRSFi9datIcTULl/Tcvfu3VmzZgmyKwT376OpKf79d3z79tfNzDA6mmLy8vLyJkyYAADOzo6Ilffuoalp/WVujnfvImKVn58XAIwcOfJHdLGFswf3ECfgcjY6nujti+6haD//2skRpmnQ4UyLHhfHWKSsero/FNcqOU4EgJ6KPV0/15uWAAzQR33iwKhjx44tWSJiQ5cLF9DUFNu1+7dXr0cWFpiQQDHxb968kZWVBYAdOzYj1pw79023FhaYkoKI5ebmqwFATU2ttNG3tfJF35W4kstCeKK3H7puRIeZRy4PM30DzY62GxI1zirJLjMsGG0VFg0HADk9OZ9qH3/0J/cw9kTPYAzWCNaY7DiZa9ySFOuPrhvRQfvAtWGmbwAiOijcGGeVZJe5JQTtOY0KscTSD/1m4sxoFFisHz582KlTJ4BmFy4cR6zbu/ebbq2tMS8PEfP09HQBwNjYWHhV+m8QFRXFu0ilEWAymfHx8cHBwcuXL7eysoqIiPj0SVgXkwalYlcI7O2XTJ06jPPOli1bAGDgwIFZWVmc99lsto2NzcSJE8WpDObmc7S0xvD9KTc3V+RkWkFBwcSJEwHAxcVFeEhfX18AUFBQaORx1TRMG4ADfNCH7/ZTAeiyAz3lZv0xxrR3GHr5o4sP+gZh0GSnyQDQe3Jv1yLXYAx2QicDNKjAiurq6tmzZ+vr64sTtbq6grW1Ed+f3r9/X1lZKfzxjIyM/v37A8D27duFh7SwsAAATU1NriWWP5obeEMWZQWdkxaELlvQtdvwZhobRoahlx+6+aKfP9NfYYkCAMgbyBOmhRy28ij2+Hv83xNt+W8Syil2M7p0loOZOycQYj2/6y352WXaedd5W6P1ShQ48hgfH//7778DwKlTp4RksLa2dvbs2QCwdOnS//aSPSaTuWbNmkbrrPCFxWLdv3/fx8dn6dKldnZ2p06dog2MIKRmVywsLJSUlLhuhoaGAsCAAQPevn1L3Kmurg4NDSU6mOKINTExUVNT471fWFg4cODAZ0JXGxcUFIwfPx4AHB0dxYnLy8sLAIYPH96YxbcMy4zReC7O3YAbOE/4IM4e9kbvYAyWnS6rsFiB3O7FF32DMEjRXhEAek3q5V3kPRNnHsSDVeVVAQEBcXFxgYGB4kStoqJiasrnQLDU1NT+/ftzOcZwkZaW1q9fPwAQc8fPVatWEaalMQfEcjFXG7WX4/IgDOKrW3/07zqkq6qXKqlbP/Tzq/MbtnBYvWlh+fijvw/6OH1yUgtQM7ltorVVi2vfHd45GD/0+0P2D82NmlwhgzBo2a1lfw75M7AuUAVVYjCGb7Lv37/fuXNnADh9+rTIPFZVVenp6RGmRdr6+4loqs4KX1gsVnx8PLEOxs7O7tixY01r8H5CGmpXyGbC3Nyc164g4qZNmwBg8ODBhIP5zZs3ASAgIEBVVfXFixci5QuyKxcuXJCXl3/58qWgB/Pz8xUVFQHAyclJ3Mwg+vj4EIvJxZlrkVYTyUSmDdqYoinR/HmiJ3FkiFu1mz/6b8SNsprf2ZVvpmWdIgD8rfz3pi+bEPHQwUPt2rXz9/dXVVXl6iPyRZBd2b1798iRI4X029LT0wcNGgQA27ZtEz+bq1evBoDp06eLMyAmLd0WY/FSXGqDNgEYQOiW6IK417gHYEAABnDZlXrTgn7DFwwHgMEGg31qfLbgFmVX5Q69Oqh6qQ7QGOBa6Mr3sBzhdsUXff3q/FQ9VWWVZecz5u/EnUzks2/akydPCKNy5swZMfNYU1Mzc+ZMwrSIHANgs9mNP9fVQAg3sJ9weoPNZj9+/HjDhg3E1reHDx+mDQwBdbuSm5u7cOFCa2vrZcuWlZaW2tjY8LUriBgSEkLsqpKdnV1bW/v48ePLly9raGiIM5lhYmIybdo0XoFnzpw5cODA06dP+T5VXFxMwagQEL2WUaNGCdnsISUlRVNTc926dWFhYYWFUnB2eoAP2mP7FbgiGIP90M/unZ28vvw4i3ETbSduqNkwUHsgl13xQq8ADNiEm/qu6wsAOso6ZSVlpaWljx49OnLkyIwZMwSt8+JERUVlJY8TmKura2xs7ObNmwW9nczMTGJOhcL3I2FaZsyYwbtLIMm9e/emTZvm4OBw+PBhIQ4I4nMOz8mgjB3ahWCIP/qverJKbpbc6JWj1fzVglnBfw77k8uukL2W4cbDAWDI3CH+Nf7r89ebxZtpbdEaYjDEu8JbyJ75pF3R2KARgiGE9QrCIN8634nWE82fmvcK6GVTZcM3qQ8fPuzQoQMAiLNDKyfV1dW6uroAYGJiwhS8zefZs2fV1dUdHBwuXLhQ2/hLVakSFRUlZre4qWCz2fHx8f7+/iYmJnZ2dsePH298J6CfCup2ZdOmTQsWLEBEAwODmJgYV1dXQXYFETdu3EhM45Pf0YJMAhcmJiYzZswoKytz+oqDg0PHjh2XLl2qoaHBd+fqwsLCSZMmAYC9vT2lnCGxC4CCgoKg8dOHDx9GRERkZ2cHBQXduXOHWixcXMNrZmg2D+cFYdBU26lTnKaEYEi/qf0sky2HGA5RWKywETcSozdBGBSIgbZoq4mavuhrb2cPAEpKSmQrLHx4kERFRcXGxubjx4+kbq2srNq1a2dpaamkpHSI32rGtLQ0wqhs2rSJWjZXrFgBAFpaWoK+mq9fv37x4sXMzEwPDw9pnS56Ck/Nx/njcNwm3DRmzhi9f/R8a3x7KfZal7vur9F/8dqVetPC8Bs6fygADJkzJAADQjHUtcrV4pUFX1cxXruis1PHLtlOyUlJyUlpmtM0RRNF+B1U16q2H99+R/QO3kTGx8d36dIFAE5ybv8pNhUVFUSvxcTERFCYM2fOxMbGvnv3zsXF5Vdxn2WxWHZ2dj9hZ4UvbDb70aNHGzduNDU1tbW1PXz4cOO7Av0MULcrd+/eVVNT27p1a79+/e7fv+/i4iLEruDXXsuQIUMyJdmHy8TERENDg8lkvuWgsLAwOzvb2tr68uXLXOG/fPmipKQEAA7irMsXjKenJwCMHTuWNC11dXW1XyHubNu2TVFRUYo9XxaynNF5Ds7pf6H/n9P/VA1RlflLxvGd4zDDYaMWjwrBECd0Wo/rZ+EsFVQZgSPiMZ54cO3atQAwZcoUcbopJCoqKqtXr66pqSEVm5GRUVRUlJmZuWzZMl7Dn5GRIScnJ/6ciiBMTU2JXgtpCHl16+TkNGvWLKn0VwgKsGA1rtZH/b92/9Vndp/JfpM79OrgUeLRY3QPvnaFHBAbZjQMAOQN5X1qfAIwwA/9hB90T9iVTrKddDbpbKzYuPbtWvO35gZvDSZmTjQuMk56l2S2yKzgA/drSkxMbIhRIaipqdHR0QGAZcuWkQNiDAaDS7eLFy9euXKlkG7NT8W1a9e2bt3a1KmgQmJiYkhIiImJyerVqw8ePCjcwLBYrEePHl29evXOnTv379+PiopqtHT+CBo0v3L9+vWYmBh9fX2R/RWC4OBgYq5FfBsuaH4FEXNzc7m+eUtLSydPngwA69atI28yGIxr166RjgPiQ/RaxowZQzTW+/bts/7K9OnTifPpTE1NpX5QXSqmxmKsQqTCmBtjYBpMT57ec07PPov7jMSRBmhggAZzce4tvPUBP3A+tWbNGgBQUVER3+dK0PwKIubk5DC+3945Kytr4MCBAMC5MK2kpOTatWuSfkuy2WzCtOjo6BBvMCQkhNStpqZmQkICIs6dO/fVK2Fr0SnwDJ9FsiL7ne2n8q9Kt8ndtHK1Oo7pqO6lvhk3E1YkAAP80d8XfYkrEAMDGYEKCxQAYOj8ob4M3wAMIH8lLx/0CcRAQoI/+gdhUFfZrsM2DFuCS+bgHCM0ckf3O3inCIsQ8f0H7sL/+PHjjh07AsCxY8fIm58+fbp27ZqkztlVVVVEr2XFihUsFovNZnt4eJC61dbW/vDhAyLOmjWLwp6+jU9dXd2aNWuEu5D8/Dx+/DgwMNDExMTW1jYiIoJv68dms1NTU//44w8LC4u0tLS5c+fOmTPnV7H9vDTIrpibm7u5uWlpaX369GnNmjUi7QoibtiwgTAt7969EycKIXaFC3L4a+3ateRNBoOxY8eOw4cPe3p6Jki+TMPd3Z1Y10I0nTVfiY2NHTVqlLOzc0hIyA/p59ag8RLjdc7r9A31d5TukJ8pP37x+DMoYiKXOB1ASUlJzL2MhNgVLt6+fUtM1HMalaKiotDQ0CNHjnh5eYn5NknYbPby5cuJXkt1dTVy6PbkyZNjxoxxdXUNCwuTqPslJuW55QbzDWzX2i4zXbajdofscNmBXgOn43Q1VFNDtYk40RANzdH861oRUwu0MKs16zivIwAMnTvUle1qgRam3xaT1IdRRuVpOE0N1dRRXQM1fpf93Wij0Q7ccQqFOQoj4qNHj/7880+uOZWsrKygoKAjR474+vpKOoFXXl6ura1NmBZEZDKZpG43b96sqKjo7u5+6NAhkX7kPwNXr179RTsrfHny5EloaOiqVausra0PHDjAO9QxatQoX19fRHz9+jUA/LqTNA2yK1++fHnz5g3xySnIH4wXwrQMHTo0O1v01ili2pWCggJlZWWungqBlpbW8ePHfXx8EhNF7HHCF8K0jB8/nss/qrCwMCUl5cctyMjLzUt7k8asYyLiTM2ZKxeLtcuKnZ0dAKiqqhYVFYkMLKZdyczMlJeX551TKSsrU1dXP378uLe3t6R2hYCYa9HR0eFq4z59+pSSksK5P6B0yXmfk55av1x3pPxIOy+7LMwirkiMXIWrrNHaCq3Iyw7trNBq2rxpANB2XtvVtauJO+RljdaWaJmKqaScPrJ9dm/cLTIliYmJXbt25Z2of/PmjYaGxrFjx/z8/Cg4hlRXVxOmZfny5Vw/ZWdnp6SkSHpgYpNAuIH9J/fpev78uY+Pz+HDh7nujx492sbGJjU1denSpQYGBsQn16/Ij12/IoigoCAAkJeXJ3rlQhDHrpSVlRFGheipJCcnR3/F3d193rx5Z8+enThxohCnZOG4ubkRcy0/4vNZHKZPn7548WIxAxO9lqlTp4qcnBDHrmRlZRE9lY0bNyLi06dPSd1aWVmtXr06IiJiypQp1BaIsVgswrTMmjWrqaqQ/BB5Py+xzi2vq62bP38+AJgvNEdRaxAHyg4kNCaEJ0+edOrUCQAiIiIQMS4ujtTtokWLnJ2dd+zYoa2tTc0tuLKykjAtpqamv+hq/CtXrkjkyP4fQFFRUVlZ2dnZWUVFxcXF5Rfy2eNCanZl7dq1qpLsChkYGEhM4wtfaWFmZqalpSUkQFFRETGnQp7zc/ny5Y1f0dTUNDU1LSkp8fLy4p3kFx8XFxdirqVJhnpnzpzJ6xAsBGtra2IaX/iAmLq6upWVlZAAGRkZgwcPBoANGzYQd44dO0bqdvz48Z6ensXFxWvWrKEwxkiybNkyotfSJKZl+PDhwcHBYgaura0ljss0MjIS3ljLycmFhYUJCfDkyZPu3bsDwNGjRxGRzWbv3buX1O3QoUP/+eefoqIiMzMzyoMh5eXlWlpahGmhJqERqK2tPXDgAOfYNQGxwP5Xn1mRlBEjRpA+rq1bt26IE0fTIh27cuvWLQ0NDTk5uUuXLon/cUT0WoYPHy6o1xITE6OiojJs2LArV67wDVBUVKSqqsppVLhgsVjW1tb29vYRERENHFdxdXUFgIkTJzZyx/zq1asKCgrKyso3btwQ/ykbGxsAmDZtmiDTcvnyZXl5+WnTpsXGxvINkJ2dPWTIELKnwktJScmKFSvs7e0vXbrEaNgZzoRpmTVrVmMO+jMYjHPnzvXs2XPOnDkPHjwQ8yk2m02aFr65rqmpOXPmTPfu3Y2NjR8+fMhXyPPnz4nhL8Ko8PLu3bvFixfb29vfvXu3IZO3NTU106dP/5lNC4PB2LVr14QJE7juX7lyReT+QP89Bg0a5O7ujoifP39u1qwZ70DZr4J07AqxCBEA2rZtK9HQrb+/PzHXwvejbPTo0YTYjh078v5aXl5OGBVbW1vqSZcEZ2dnYq5FKmshxaRXr16EEgYOHCjRg1ZWVoRp4dtYE3PFhF3n/fX9+/eES3FQUBDFdEsCk8kkTIuenl6j9f1LS0vJY7A1NDTEf7C6upowLYsWLeJt9D9//gxf0dXV5X08ISGBcCkODw9vUAbEg+y1mJubN0J0FIiLi+Ma666rq7O1tf1PzqwIISEhYfz48U5OTtevX589e7a9vf0v4VvBF+nYFcK1EQDs7OwkHcz18/Pj7LVwfgNqaGgQYnmXzZeWlk6ZMgUArK2tG55+8XFyciJMC+Gm2cDvdHEYNWoUoQSR4/W8WFpaEnMthH8B59aEQ4cOJcTyDmFnZ2cTvzaOUSFgs9mLFy8mei21tbVsNvtHb6RYVlbWo0cPAPjtt984HXzFoaamhtjwceHChWw2m8VikQamoKCA2IilTZs2nHuxEN9bz549IyI9cuSIFPMiHMLDAgBWr16NiEwm86dyYI2NjeWyK5cvX/4/7KyUl5czmczKysovX778uhaFQDp2JT4+nmikYmL4b6UnnICAAMJB1tDQkLPzcefOHULsva+nOdbW1hobG8+YMWPWrFkAYGPDfz+MHwrRa9HU1Jw1a5anp+ePju7cuXOEEsgzlSWCMC16enrTp0/ndOg6fvw4IZZcplpSUjJjxoy5c+cSvU/xZx2kyJIlS4ghpqlTpx44cOCHxsVisbZu3QoArVu3puDXx2Qy9fX1AWDJkiWKiornzp0jxRLrtNq1a0fOGH369GnSpEkmJiaEE0Tjj29UV1cTpsXU1HTcuHHU6ukPgsuuMJlMOzu7X2J5DY0gpGNX3r1LA4Dff//tzh3+g/Uisbe3J5q57t2737p1i7j5+vUrAOjQoXV8fBxxJy4ujhxkWLjwR51oVFFR8fz588ePH79584ZvgJUrVxJp6NWr16NHj35QMgju3IkFgM6d26emplCTMG/ePCK1srKySV/PBI6OvgYAXbp0yMys97glLQ3fDqK0KC4uTkxMfPToEV/X5Lq6OsKLCQBGjBhBYTWrRBw+fAAA+vXrVVREZVOTqqoqFRUVIrWTJk0ilyPs2RMGAIMG9S8rq5/cIqYSCYTP5zeEz58/JyQkPHr0iK97Xmlp6ZgxY4g0qKurN5VzIy/379/nHIe8dOnSjh189rmh+YWQjl3Jzy8YOtR7/Hgbyt3ro0ePkhVvxIgRiGxE/PQpf9AgzylT1n4Vy9bWnkEGo/ZBzWYjk4nnz+PbtygotSdPntTS0nJ2dhbkQhYWFkYmQ1lZiUgtk4lnz2JmpkCxFGCx8O3bzG7d1hsZeVIWS0xiEejo6BBH1Kemvu3c2cHExJ/UrYKCAhmMmiMKk4lMJp48ifn5ApUQEhJiYGDg7u5+9+5dvgHILwwAMDY2RmSzWMhk4okTWFAgTd0ymZiQ8Py332zc3HZSFkus7iSwsbEmUvvo0dPmzS0DA/cTYmtrSwnXLwLxfQS4UltdjcePY0WFQCU4ODgsWbLE29v7+fPnfAMQHSwCT093QmxlJR4/jlVV0tSt+FRUVISFhQ0dOpSYs6yrq7Ozs/tV9i6jEURD7UpKCsrLY/fuOGVKvqrq9a5dcelSFOAFI4zS0tKFCxcSJb5FC7C0PDhqFHbvjqqqH6dMudG1K9rY4MaNUa1bA/nBRaGn/PgxDhiAXbrgmDEvZ85M7NIFzcyQd7nkwYMH586dO2/evOvXr/OVU1xcTGwfCwC//QbW1ueGDsUuXXDcuOc6Oi+6dEFra6S6WuYbsbHYqxf26IFqaq8nTYrr2hXt7TE5WWI5nz9/njp1KpHaNm3AxuaGrCz26IHq6q8mTIjv2hV9fdHZ+Z+vc9iwePFiCmc7RkZi9+7YpQsqK8draKR16YKursh7WKiPj4+JicmcOXMEbY75/v37cePGESmRkQFb28e9e2OXLqiiEqem9q5LF/TyQkqrML/j6FHs1g179sTp0x+OGvWya1f080Mx1ulyk5aWRnjNAUDnzs1sbVP++gt79UItrTgFhdddu+L27bhypStnR5DCepTdu7FbN/zjD9TUvDl5cl6XLhgSgrwuuBYWFjY2NvPnzxfku//y5cu+ffsSKenRo4WNzYdu3bBTJ9TSipk4saBLF9yyBRt5/CkvLy8yMvLcuXPE2MDFixf/Tzor79+/v3btmjghCwsLz549+6PTI10aZFdevsShQ0vU1CIjIgzfv/+7svL3iAhDY+M9/ft/FuAYLIza2trjx4+PHTvwt9/GA8RraZ2PiDD89KlbWVmniAjD+fMPtGqVAKAuK9t33759JZKfdP/wIQ4eXDRz5smICMO8vM75+b9HRBjq6x8eNKiAy9W2rKysoqIiMTFx/vz5gqRVVlaGh4ePHNm3RYspLVo81tc/FhFh+OVLx0+fOkVEGM6adWzw4MKvs0JUiI3FgQO/zJ0bHhFhWFr6e25uj4gIw+nTz8jLF8XHSyytqKho7969w4b1BdBs1SrR2HhfRIRhRYVMTk6viAhDNbWLAA9athw7YoTciRMnKEyYX76M/fvnL1u2KyLCsLLyt/T0vyMiDJWVLw8fXsJ1yE5BQUFtbe3FixeJOWS+5Ofn79ixY8iQvgB6bdq8WLlye0SEYXV1izdv+kREGE6cGKWgUErBvpKcOoV9+uSamW2KiDBksVqkpspFRBiOHXtj5MgyCnNYHz58CAkJkZfvC7BARibJ2npDRIQhYrOkpKEREYajR98FuNW27cDJk8dHRkZSSO3Bg9iz56c1a/wjIgwR4enTIRERhkOH3pswoYLLEObl5bHZ7B07dgiZ9svIyPDz8xs8uC/A8vbtXzs4eB89aogIjx4Nj4gwlJOLV1KqbKozRBgMhp2d3c8zQPfjePXqVdeuXQW5+HPBZDJXrFhhYGAg5v5MPwPU7UpyMv7xBzo4uCIC1xUerv/770jNXzQxkdG+PQYE8BF74MDSLl2wpoaKC1ZCArZti4GBlrxiN29e9tdf30IymcwtW7a8fv36/PnzRkb8j+kluX+f0aoV7tplwSvW3391794UUkqIxebNcc+eRbxi3dxs5eQoio2OZgDg8eMLecW6unoOG8ZiMqm4YF2/jgB46tQsXrHm5p7jxn0LWVZWtnHjxpycnO3btwtfkomIZ88yAPDaNR1escuWBSgrU0gpIuKZMwiA16+r8IqdP3+TujpFsQcP1gFgXJwyl0w2G+bPPzRjRh2bTWXrlAMHEADj40dziWWxmmlo7J8371vInJyckJCQgoKC9evXBwQECBe7dSsTAF+8UOAVq6R0dMkSCimVAhcuXNi5c2fTxN2IHDlypGvXrgoKCuI/8u7dOwAYNGiQoNHjnw3qduXgQRw79mp5+R+89bO6uq2c3H1f32+BGQxGdHQ0cWSkcPbuRSWly5WVHXnFVlbKyMo+E2eP9o8fP0ZHR3P2aTZtwilTTlVVdeAVW17evmfPl5yd70OHDpmZmS1cuJBrnPrDhw/R0dGc+6MEB+P06Sdqatrzii0t/b179zf79olOLS9ubqitfbCysh2v2KKiDl26ZEREfAtcXFwcHR0tzk4qzs44Z86+qioZUlpeHhQWAiIUFnbq0iX3wgXRaUtPT4+Ojubs01hZsebN285iteFN7efPf/z+ex5n53Xjxo22trZLlizhWrGUmpoaHR3NufjJ3ByXLt3CZrfmFfvxY7d27Qqjo0WnlpfFixkrVwYyGL/xis3K6tm2bRlnzc3JyeEqSIJYsIBlY+PLYLTiFZua2r99e4Y4Z+I8f/48+vtczZpVbW/vwmS25BX76tXgNm0Y5HArg8Fwdna2t7c3NTXlcm9LTEzkEqujw3Bzc0JswSv26dMRbduypXTwjQQQbmD/+c7Knj17iIlMSX0C58yZ065du8mTJ//kR5wRULQr+TSYLgAAIABJREFUNTWorIw3bigzGLBhA9jawpUr8OYNODvD6tVQXAxHj+quWsX8+PFzUFCQkZERsdZk2bJlH4SSlpYzcSI7Lm58bS0EBYGNDVy/DsnJ4OwMZmZQUQH798+1tGR/+JArXA7hCjxmzBgjIyM3N+fMzNzx49lPnihUV0NAAFhbQ2wsPH8O69eDpSXU1sLOnYvWrGF/+PCJeLyoqCg3N/fz588FBQWcYoljTsaPH29kZOTt7ZaRkTd2LPvVK7nycvD1BSsruHsXEhJg/XqwtgY2GzZtWrF+PUq6xV9+Po4ejcnJ/RCBxYIXL8DVFVavhoyM+prv42Pp4cH++DHXycnJyMiIWODi7u4uXCcJCbmjRtVlZPxFtiAZGdCvHzx+TPaE7H192R8+5AiXs2jRIgBQUVExMjLaunVDcvLnUaNq8vM75+aCuztYWMCzZ3D7Njg5gYMDIIKzs0twMIsQm5OTU1RU9OnTp4KCgs+fP3OKnTNnDgBMmzbNyMho585NL19+GTWqvKSk/YcP9WJfvYKYGHBygvXrARHWrPGisHfU69c4alRhcXFrRGAw4N69+jJAGFdEsLAI2rOH9fHje3NzcyMjI+JogL179wrXyc2bn8eMya+sbE4IiYwEKytYvx6Ki+vFmppuOXCAKVzIhw8fiKODtLW1jYyMjh7d9+BB4dixOXV1gAhMJpw8Ca6usGULMBhkv23X0aN1xLMfP34sLi7++PFjYWFhXl4ep1hivmrmzJlGRkanTh26c6dowoR3iPDyJbi4gJkZZGfD6dPg6AhBQcBiNTc23n/+vMS6bSAXLlzYtWtXY8faiJSXl5ubm9vb2xsbG0+dOlXStdUPHz4kDnh1cXFZunQptVUHjQZFu1Jeji1a4IMHGgEB4OgIkZGwdi0YGMD162BrC8+eQVXVXy1b1gLIAQfNmzf/TSgtW/4JUJmcrOHpCe7ucPYs2NvD7NkQEwOWlpCSAsXFfQBqW7YcIlwOuY76K50AatLTp6xfD35+cPIk2NuDnh7cugVmZvDuHeTlDQKobdlSVrjY5s2bfy+2G0BtVtYEOzvYuBEiImDdOtDVhbt3wdQUPn6EtLTBrVqhpFsyvn2LAPjq1RBEqK2FadMgMhLWr4eoqPrW5PnzCQBVAL9zJqVFixaiEj8CoDYzcxAh5P170NKCiRMhJaVe7KNHKgAVrVp1llAJwwBqi4v7LVoE4eGwaxfY28PMmfDoESxZAgwGPHgwHaC0VavfJRQ7plWrmtLSHvPmwbFjsH17vdgnT2DxYkCEK1emd+yIks4E3byJzZoVFRb+QfTVFBXry8DLl/VKuHx5AUDu9ykRrVsA7Q4dKioqfieEREfD0aMwahRkZdWLPX16OUCOcCG//fZbs2bNvo9Zu2vX0tratoiQmwsAYGAAjo5QU1Mv9sgRS4BMycUa9u5dWFHRSl0drl4FX19YuxYMDSExEZYtA0TYtGmVrKxkim0gDAbDxsbmP9xZqa2ttbe3P336dGho6NKlS729vSkIcXJyCgkJcXZ2jo2NpbC6qzG3H22QXYmNnfb+PZiYgJkZhIRAZCTY2ICmJqSmQklJ9wEDahUVjceOHUsWZwMDgyccPH369OVXnj59+uTJk5s3EwFYDx8qZWXBsmVgagrbtsHZs2BnB5qakJUFubk9BwxgXbv2klPOs2fPCCHPnj0j7hB7+gJAp06dlJWnjBmjDcBISpr09i0sWwbLl8Pu3XDiBKxdC5qakJsLWVn9ZWXZ0dEvngjFzMyMENu5c2dlZeVRo/QAGOnpo1+/hqVLYdky2L8fjhwBe3vQ1ISiIkhJGTxoEEpaWQi7kpIiR7Qd586BuTloa8O9e/WtyZMn4/v1q1FU1Bo+fDipW2tra766ffGiPlMnT74CqMvM7EsIsbcHAwOws4M9e+rF3r49SV6eFReXyCnn+fPnhJzExPr7c+fOJWLs0aOHsrLy0KFLAGpLSno+eABLl4KREZw7Bzt2wPr1oKUFTCbcvKk6dCgzPj5BuG5J/7pevXopKyvLy69s0aK6qurP27dh+XKYOxcuXYLNm8HZGbS1AREuXdIcPVpi19ibN7F588KSkg5EX3Dv3voykJ5er4QLF+YNHFioqKhIHLdMEBQUxJnUhIQELt1u2ZLauvWXqqq2ZF/w3Tv46y/49Kn+38OHjSZMqOXKMqnbhIR65RAHCAGArKyskpJS//6OnTsXMpmtCIGDBsH167B6Nbi41Ivdu9dk8uQa4Yp98uQJuWxFTk5OSUmpb1/3Hj3yEZudPg1WVqCjA3Fx4OYGTk4wfz4gwpYtq4Tu9Sp9zp8/v3u36GMFfl2YTGZ5eXlkZKSTk5O7uzu1dalnz54NDQ3dunUr5zFIXLBYrLS0NC5PswcPHoSEhIjpfiYVKNqVujpcsgQPH9ZFhH/+ASMj2LIF0tJgyxZQUoL8fHB3X2dlxUJENpsdERERHh4eHh7O61ZfUlKSk5PDOTdgZISnTmkiwt69MHcu7NoFKSmwZQtMngxFRbBunRvPASuIiLm5uZyH5Ozfv9/NzS08PJzcZ3fOHIyMVEGE3btBXx8OHICXL2HzZlBSgooKsLLydXMTnetdu3Z5enqSGWGzUU8Pr1+fgAg7d4KuLhw9Cs+eQWgoKCtDbS2sXLnRT6wt2L+jvBy1tfHmzVFE25GSAtu2gbIyPHxY35rMm7c1JAQRsaKiIvwrvHNXhYWFOTk55CZLDAZqaTHv3x9MCDl1CsLDYfp0CA6uF6unt4d3xR6bzc7JyeHcVjYwMDA4ODg8PDwtLQ0Rq6pQQ6P21asBZWWwcydoaEB0NMTFQXAwTJsGiDBr1qH9+0Xn2sfHJyQkhMxIeTlOnVqRnt6zqAjCwkBNDW7fhtu3ITAQNDQAEaZPPy5gz0Zh5OWhqmpxWtqfRJYfPoTNm2Hy5G8diylT6hfO5+XlkbrlXU5RUFCQk5NDDmUUFeGUKZ+zszsiQnk5mJnBrVvg4QFpafViFRUv//svd2IYDMb79+85hdvb24eFhYWHhxPnyH3+jFOm5ObltUWEzEyYNAmePYP168HCol7s+PHRt2+LzrWtre3u3bvJjHz6hMrKWbW1Ld++ha1bQUkJXr+GyEhwdQUjI0BsMXbsnfv3JdYtZWpqamxtbcU5MeiXJiMjQ09PLyUlxdLSktoeRWVlZT4+Poi4ePHi8wJGKmtqary9vUeOHEneOXbs2JIlS5KTk3/0xkicUJ+3f/YMBw7MvH9fwcMDHBygpgaePQMrK7hyBbKz/+7b99MZEccb4sePHzU1NR0dHTdt2kTuePH4MQ4cmP7w4VBnZ3B2htpaePwYrKzg+nXIyOjduXMWl1g2m00siVi7di2hdETk3br4+XMcOTLryZPBDg7g7g4MBty/D1ZWEBsLqan9e/YsEec8aV6xt27h4MGvEhJk164Fb2+oq4Pbt8HKCu7dg+TkgR075vG2JuIQHY0DBz5LS+uLCK9egYUFHDhADoLJ//13jUgP5sTERDU1NScnpz179pA3L1/GQYOeZGb2Ij+r792D3FxitnZ4hw4lXGJZLJaVlZWtre2qVav27t0rSAnXruGkSc9evPhrzRoIDQUWCyIjwdoaXr6Ehw9H9eyJ4myiz7vd5NGj7LFj77548eeaNbBtG7BYcPYsWFvD69dw7974jh2rqe3Nf+AAe9So2M+f/0CEO3fAwgIuXICv41fKvXujyCnrq1ev6ujoODs7cx7GtXMne/z4qKKiDohw8iSsWwdxcfViL11S79KFxbV1A5PJXLBggYuLi7Gx8aVLlwQpYfdunDbtRllZO0S4cAEcHGDtWigrA0Q4c2amrCwKPWWiHt5d7AIDWdraF54/b2NrC0eOACLs2QM2NpCfD6dP6//1F5WlPJT5z3dWCAwNDYn9qEQejCSS0tJSdXV1QbuBPH36lDyy5OLFi4MGDaKwKqOBULcriLhwIQLkvXkzitOfJDFRsU+fZzIyb8vLRUwsvHv3TlFR0cbGZvv27ZyOQPr6CPAhM3Mop9gnT5S7dHnB6bRK8OXLlwULFtTV1d2+fVvQjq05OTlhYYEtWvzbpUtRTo4cp9j4eNU//kjv1u01g0FxPZiKCsrIpH750o9TbFzctN9+e6upSU0kIuKECdix46usrJ6cYq9e1WjV6tOgQa9YLBEF5d69e0pKSqtWreJaOT9iBHbrlvjp058cYptduqQF8HHBAm4h6enpxsbGiHjgwAHSZvOG8fX1AHg1dOirujpO58AW//6rA1A6duwzRIqb6PXujXJy9xA5nQNbXbmiB1BkaUlNJLJY2L07Dht2s6TkmxdfTU3r48cNAKrU1J4iinCQP3HixIwZMxYtWsS5/qC2Fjt1wjFjosrLv7nbVVXJHD48H6Cctzf88OFD4kwdLy+v/QI6dC9fvrS2Xg9QrKISVVXVmiO17ffvNwao1td/TOz1ICklJdimDWponEXkdGDreOjQUoDq788F/bEQWxf/5zsrgYGB1OZUBJGQkKCtrc13RUtcXBxpV5SUlJSUlM6cOWNjY/P48WMpJkA4DbIrFRW4eTMqKPyPveuMayp72mPdtSu6rr1hRUWxIEVBlF5EQBRFkKIoIIL0UNJDqGJd61qwr2vb1bWwWLGBBQRFQGmK0nsvmffDxRgTCKEE2P/r87sf9JI7dzK59zznzMyZ+WhkdIA4li8/160brlqVCtBv1qzJwlsS1dXVJSYmZmdna2pq8laLKinBoCCUlk4zMjqwYcNpK6uzKioXAJBKbWSPMYfDqaysdHFxmTt3rqDXsqqq6tWrV1995X3U1e8vXpzC1VZJ6eLPP6ORUQJAj0WLZFoXNszLQxYLZ89ONDI6YGl5xsLijKLilW7dkM3Gtrws2dlIp+Ps2W+52srJ/T14MBoYvAQAVVWlsrIyIZeXlZWlpKSkpqaqq6vzzo8+f0YyGaWlY42MDlhZnd2w4dTChf/06YPBwSg4i+JwODk5OZs2bVq4cKHg9viKioq7d+9+rbc/TE/vnYLCS6628+bdGjkSV6yIBAADA93WFdBNTUUPD5SRiTIyOmBtfc7c/KS0dMSQIbh3L7almc779+jigvPnP+FqO3PmvYkTUUfnBgCYmTVTd45wMD579szAwID3/Lt36OSEsrIPjYwObNx4fv36E9OnPxw1Cg8ebCQOxOFwkpOTN27cqKSkJFgqrays7NKlS3369AEAgAkrV+YqKNzjajt58hMpKVRXPwsA9vatrH4fG4tbtqCCQoSR0YFNm/4wNT0+cWKUpCQePdo6ea3En3/++V9crAg+z0Ke8AcPHhgZGbW7DqdPn7awsBC8L5dX6uvrZ82aRTjt9+zZM3Xq1A5zhbWJVwj8+y/q6zccBgZ4/jwiltFo3gAgIyOT2fTm3X/++ScyMrKgoEBLS0vw1bpxA/X1cciQt716RRkaohCvGplMXrlyZaMbOA4dOvT15YTBg/vFx9+8e/ebtoaGeO0aIpa4ujoCwOLFi1tdRfXPP1FfH/v2fdW/f4yREV6/3jox/Dhz5pu2RkZ49y4iFtrYWAGAurq6kCq8Fy5ciIuL+/jxo6ampuC6+9gx1NfHnj2fDh2asGoVCvHRW1lZbdmypdGcSF9f3169ehG2HT162JcvL06f/qbtqlUYFYWI+WvXriZSNlrdDnLfPtTXR4CHo0alGBtje826du78pq2xMVEg54uurjYAmJmZCWkjFBYWlpGR8fz5c0NDQ8G/BgUR2t6ZOPHz6tX4tc4nPzgcjra2NovFatQrYmFhwc0akJIaV1aWFhLyTdvVqzE1FWtr05YuVQIAu1av3RDpdELb29On569ZgyJsMGtP/BcjK9evX1dWVuadgxYXF1tYWDTVLSYvL09TU7Mpn1UbQaFQKBQK38lHjx5xeUVWVpYYWgsKCqZPn96Kut2tQzvwSlOgUCgAMGfOnKaqyN25c0dNTW3Dhg0MBqMptt+8eZWGhoDziwf5+fkrV660s7NzcXG5cuUK318PHTrEfT/Pnj0rRI6LiwsAKCgotMX0xsbL1q5Vb/XlIoLD4RCZaRoaGk0Vmzpz5oyWlpaxsfGhQ4eakrN8+ZytWwWcXzxISUnR1dV1cnJydnZ+KBDSIXozExBSS7G2tnbdunUAYGRk1JaeXQsWTKBQmtmi33ZUVlYSjVUsLCyaopbQ0FBjY2NtbW0hdVmmTpXYt69xzyGBly9f6urqurm5bd++PV6AfFavXk0Y9ueff05Pz2hKSElJybJly6DNDSNGjep97py4qiwLwR9//MGN2/1XkJKSMm3aNN5Mlj179vzyyy9NxTA2btwovnbCdXV1FhYWfN2DIiIi5s2bR/ybSqVaWVlxOJz79+9bW1t3WN8dMfIKIpLJZACQlpYWsmoRPtZYWFjw9fzhA9FVqaampqKigi8+WVpaqqamBgD9+/dfvnx5s8ErJycnAJCXl291O0h9fX1xLHgbxcaNGwFATU2tqRZAhFmESFBSUhLenra+vp7D4VRVVVVUVPCtoD9+/Ejsx+zfv/+aNWuEr69ra2vXrFkDAIaGhq1+sufOnSu+6v28KC8vJ/rUbdiwoanP1NTUCO+LKikpKbwPW11dHeHCraio4LNJbGzsxIkTCdsKNn7nQ2FhIVFUtC0N7kaMGNFUjEd8qKysdHBw6PiQchtRXl6+cOFCImEPEa9evXru3DkVFZVGvehhYWFC6uC1CwoKCrS1tbmJr58/fw4MDLSwsCAc1+Xl5XQ6/cyZM/v3788SjCKIDeLlFfy6apk3b54ohUYEYWFhoaKi0ooLi4uLic7eW7ZsycrKErGxI7FqWbJkSetiLR3JK4i4adMmANDS0mrdGovYvtuKCzMzMwlSYTAYoj+sJiYmALBq1arWOcQ6jFcQsbq6mkstLeqrzYWkpGRAQEArLkxISBg9ejQAHDlyRETblpSUEG1gWk0tHcwrkZGRmZmZV69ePdy6MkedipKSkgULFhC8kp6eTpRjWbRokeD8ODExUUNDQ3gctF3w9u1bVVVVgqG5jyvvVK8jM4wJiJ1XENHHx4eItbQiemFhYaGmplZVVeXi4mJra0smk7kzBSGorKwkSKUVkwVHR0eCWlrxQAjySlVVFYlE2rZtm76+vkujW2/aAA6HQ3QY09LSEkz/bRZKSkq2trbFxcWWlpaOjo5sNluUHyg7O5socCTo2BWOmpoaYtWyevXqVjzogrySm5u7bdu2bdu2qaurt3vRJO6qhXAjtPRySUnJnTt3ZmVlrV692snJac+ePaJMzOPj40eMGAEALQ1lFxUVEasWR0fHlqqKjfHKhw8fHBwcHB0dlZWVm+oW0Wq4uLg8efLEy8uroqKiFc9t54LglZycHOJ5Pnbs2KVLlyZPnnz69Gne7hLV1dWGhob379/vGK0uX74svj6HrUBH8Ap+pZZWrFosLCw0NTVLSkqYTGZKSsr169d37twp/JKysjLC/SXcySMExHZ9RUXFlkYUG12vlJaWFhUVWVhYiKmzLxHj1dTUbGljDyUlJXt7+8zMTD8/v8zMTGIPoPBLPn36NGfOHABoXQPmmpoaog6YsbFxSx1igrzC4XBKSkqKiop0dHR4t5K0F8rKyjQ1NQHA0tKypddKSkru2bMnPj4+JCQkIyMjNDT0enO5HHFxcWPHjgUAISExIcjPzyeq8LWCWgR5pa6urqSkJDc3V0lJ6UXrNgo1gcrKSiqVevr06XPnzlEolIiIiHYU3gGoq6uTlZUtLCzkcDhhYWEHDhwICAgYM2aMv78/r5PDx8cniNi93FGg0WgtneqJDx3EK4hINP1euHBhU4kTjcLCwmLp0qXEv2NiYmbOnMntUtwoSkpKiLGgjW5NIiitrKzcImppyg8WHR3NZrPboo9wODg4AICOjk6L1lhKSkpWVlbEv2/fvj179uymem0R+PLlC1ERpI2Z+Obm5sSqpUVh/Kb8YNevXxerO4UgQktLyxatWiQlJbm/+IkTJ2RlZVNTU4V8PjExkSCVtsSxa2triSb2LaWWpvxgR48eFcyFaSPi4+Pt7Ox27txpb2/v7+/fOjdjZ6GqqurWrVujR49+8n0TpPnz5/POk+7cubNq1aqOrMdFwMzMTHh2Uoehg3ilsrLy8OHDW7ZsAYD58+eL7hCzsLDQ1dVNTU0lJvsnT54U8s5UVVURpLJx48bW/aj19fUvXrx4/PhxUlISMVgrKyuLPljr6+ubmprm5uY6foWHh0d1dbW5ubn4upoXFRXt3bvXzMyMoBbRB2slJaXt27e/ePGCGMsYDIaQUHN2dja3cHLr9Kyuro6Ojn7y5EliYiIRazExMRF91TJ37lwajfb+/XuubVksVlVVlYaGRuv6ZYkCYqlBtO/dtGmT6BdKSkoePHjw5s2bRKc/W1vb8+fPN/XhN2/ejBo1CgBaXdC3tLT02bNnUVFRCQkJBLU0G/DnxYgRI86dO/fs2TOubfft21dcXCwvLx8dHd06lZpCeHi4srKygYFBu7uFOwBVVVWEnd++fcs9WVdXl5CQwHXt5uXlqamppXdkxYKvyM/P19HRefbsWcffmg8dxCsXL17s27cvfg3jz58/X5QwCSJaWFhoaWkVFBQoKiq6u7uzWCzBhFcCZWVlGhoahEO81XqGh4cvXrw4ICCA6BRJZIgtWbJExE5t+vr6q1atqq+vL/iKwsLC+vr6zZs3t714Q1Pw9/cfN24cfu21rq2t3VSGGB+UlJQcHBxSU1PnzJlDo9GYTObz588b/WRmZqaMjAwA+Pr6tlrPEydOaGtrBwcHE/5Jon7l6tWrRaSWuXPnenh41NbWcm1bVFSUl5e3efPmVqvULKytrZcsWVJbW0uE60RPc5CUlPztt9+eP38+a9YsOp3u5+eX0ER9mDdv3hC9gXkr7rQIHA6HyWSuXbuWyWR6eHiUl5cT9fZFp5YRI0b8/vvv1dXVXNuWlJS8ffvW2dm5dSoJwd69e4n9TP+5yIqIEGticbOIjY3V0tIScXQVHzqCV5KTk48dO+bg4ED4lLy8vABAVlZWlFULNx+soqIiKirqTRPtZ8vKyrS1tfne/NjY2LCwsDNnzog+d6DT6Tdu3KioqNDR0SHCFcSqRUVFRZS4a1N+sFYnLjeLqKiow4cPOzo6EuszItaip6cnCrVw88EKCgqePXvWVNe17OxsooEHL6k8evToxIkT586dE33p6ezs/Pr166ysrBUrViBifX094WIyMTERJVuvUT9YXV2d+Gz777//7tu3z8PDAxGrq6uJWYuIS2FuPtjnz5+fPXvWVFgxOTl53LhxfIH627dvnzhx4vz58yIulMvLy7ds2ZKXl/f8+XOi7k5xcTFBLU5OTqJIaNQPVl1dLY7Gt9ra2qNHj26RM/w/hP3794toc/Hhr7/+Wr16dec6GMXCK4WFhc++4saNG4MHDz579qytrS23QA3Rd2vBggXNpvM2u38FEWtqaghSsbS05FqzqKho+fLlhw8f9vHxaVGy0K5du7S0tHhjbvb29gCwdOnSZt/zDsgzzsrK4tr27NmzAwcOvHbtmoWFRVpaGiLW1dUR0Qs9Pb1mB+tm968gYnZ2NrFS8eYpcZWVlSUrK3vmzJnNmze3yJ/r6+u7dOnSsLAw4r+VlZUEtaxbt67Z16AD8owzMjK4tt23b98vv/xy69Ytc3NzYj5UWlpKeFlFWSE1u38FeVKKeZvvJiQkLFiw4OzZs2vWrGlqaS6Iuro6e3t7WVlZbl/I/Pz8xYsXA4Ao7qYOyzP+/Pnz4sWLk5OTO+BeHY+3b99qamqK6C0QK4KCgpycnDpsF6QgxMIriYmJtK8gk8murq40Gk1GRuaPP/7gfoagFllZWeEzFxsbG3V1YTvYy8vLG03a+fLly44dOxDR3t6+2RQyLu7evTt79uyXL1/yDcoEtSgrKwtftaxatcpEsHxjuyIqKoprWx8fHzc3NyqVKi0tHRkZyf0MQS3cJVdTWLZsmfAm858/fyba53h/XzfxzZs3xPza2NiYiB+IgpMnT8rKyiYnJ/NSSE1NjYGBAbFqEU4t8+fPb10SmugIDw/n2pZEInl4eLi7u8+ZM4dbhKO0tFRVVVWUWMuUKVP28La2FkBCQgKx+ZEvpnLv3r0zZ84QT/XTp09FUZvD4TAYDA0NjY8fP/Kez83NlZeXB4Bm3VmjRo0SR0KdIDIyMh51ZAn+DkRNTc2KFSvaPRzVajCZzE6J8RDouHywsLAwvu17BLXIy8s35Ut59uyZmpranDlzHvD2HOdBeXk50Q+K2GTw7t2701/x7NmzhIQEZWXlzZs38+aVC0dwcLCNjQ0RyOFzd2zduhUAVFVVm5L26NEjeXl5RUVFIUVNxISj3xcL5HA4BLXo6+s3RS0PHjyYNWuWpqZmU1VOc3JyFi5cyCWV58+fc20bHx9///59TU1NEokkenKzp6ennZ2dq6srXwoDl1pMTU0bXWPV19ffuXNn0qRJq1atevnypYi3ay/w5V5XVlYSWexNrVpqamrCw8NHjhxpbW0dFxfX6GeSk5OJmAqxUrl37x7XtqmpqefOndPX1w8KChJxl09lZeWWLVscHR1dXFxOfd+UpqioSEFBQciqpaKi4ubNm0OGDHFycmoqAvQDosDHx0dIu63/b+g4XmkUbm5uxKqlUYcYMa4BgISEhOBfa2pqdHV1eTdFx8bGHv6Ky5cvKysrk8nkpKQk0XlFOGxtbYlYS6NL3WnTphHaTpgwoV1u1xbU1tYSGWL6+vqNLoeJBCQA4G0BxEVOTg6RUkwikYgzkZGRXNtevXpVRkbmwIEDSUlJ7bLqr6io4FKLYPSioqJiwICGpsvcAuCdiOLiYoJabG1tBf+am5sLX6Gvry/4gXfv3hExld27dxNnbt68ybXt+fPnZ82adfHixaSkpLaUU+MiLy+PiLU06kVMTU3lamusSU9CAAAgAElEQVRhYdH22/3/xF9//SWKL/f/DzqZV/ArtcjJyQmuWpSVlYknXtBdU1FRQcRUzM3NGxWbk5Pj5eXFYrF8fX2bSnNqBYhU6WXLlgmWTuF2e+WOxZ0OU1NTItYimHszZcoUQls/Pz++PxHhEyFfJCkpydvbm8lk+vj4tJevvLq6esWKFUSshY9aKisrR44cCQDdu3cXX7p2i1BSUqKiotLoqiUvL49gwd69exNFPniRmJhIdG1oykv2+PFjHx8fBoPh4+PTVMHWliI3N5f4QV1dXfn+lJaW1rNnTwDo169fUy0If0A48vLyVFVVhZRA/H+IzucVRHR3dwcADQ0NKysr3rHs5s2bxNjHGzxAxIqKCqLobKvLN7UFxKrF0NBw/fr1vFvoL1y4QGj7+vXrDlapKdTV1a1fvx4A1q9fb2xszJt0dPToUULbtO87Dubn5y9atKhT2LG6upq7U0RfX5/r8edwOKGhoQDQo0eP1tVtEwfKy8uJWsJbt27V0tLibqevq6ujUqkA0L9/f75KaB8+fJgwYQLvSqXDUFhYSFCLi4uLqqoqNyOgpqZm+/btADBixIgOVul/Bubm5pcvX+5sLboWugSv4Nd1AACMGTOGG/tKSHgDAH379nzw4FuHkNraWiKmsn79+nZJeMjMzIyLi2uRP4co/A4AkyZN4hY5f/bsCQD06/fTq1ftWfeijeCaCwCkpKS4ycS3b98EgAED+iQnJ3I/nJubS/ge3dzc2uXuqampcXFxov9MFRUVxGBNeEe5feH++OMcAAwbNuTzZ2Gd4joYhYWFBAcTS1gu5x048BsAjBs3uqjoW7GGxMREIlDfXqXMkpOTm4rfNIrs7OzZs2cT2q5YsYK74GazWQAwY8a0qqqW1QH6AUQ8cOBAi7ag/j9BV+GVsLAwrp93/vz5xMnc3MxJk+yWLt2E2DAwVVRUEKOkqalpu9z36tWr8+bNYzKZgYGBopfm3bVrF1dbbhr0x48pI0faGBg4crXtIqDRaFxtua2okpPfDhliaWVFQmxY8GVnZxPpQ8SOjbZj//79cnJyfn5+e/fuFb3iMlH3kwB3i2tc3Iu+fde7urJa13ZXfCCCWAS4ZPzsWWSPHmv8/XdztU1OTp48eXI7rlR8fHw0NDT8/PyOHTsmOm1zZxgA4OfHIk7euxcOYHTo0LF2UYxAXFzcu3fv4uLiXr9+/fLlyxbx338I0dHRurq6HdYsS3S8evXq9evXr1+/rqysFLGUe/uiq/BKbm4uUT4WAHr1Am/vE0uX4qRJKCdXOH/+/QkT0MUF793LMTDQJGIq7ZWanZSUlJSUFBMTQ6FQEhMTm78AERGzsrK4sZ+ffwZf3yvy8igpiXJyX+bNezJhAvr4oNByUB2KjIwMIl0YAPr160ahRMybh5Mno5xcyty5L8aPx4AAvH8/TV5+HjQR3W0dYmNjP336FB0dTSaTRQ8VJCUlTZ8+ndB24MCeNFr0zJk4ZQrKy7+dMyd+/HjctQu7zqa62NhYIggPAL/+2ptKTZg6FadNQ3n5V7NnJ48fj0eO4IMHLydNGtuOKxVEjIqKys7OfvToEY1GEz28/+TJk2HDhhHajh/fh0LJkJTE6dNRQeHpzJkfx4/HsDBsl7Lu169f792795UrV168eBEeHr5kyZL/vfBDTU2Njo6O8JJ6HY/09PS1a9fu2LHjxYsXe/bskZWV7RTLdxVeQcTS0tJ9+/ZNnjy8R4+pAI8WLYoIDbVOTp6YnT0qNNRaU/PPbt1iACabmhq0sZ1ARkZG4lcQW95CQkIWL17cop3b+fn5oaGhEydKdOs2GyBaWflaaKj1x4+j0tMnhoZaKytfk5Iqj4lpi5rtic+fPwcEBIwdKwEgCxCjpfVHaKh1bu6wxMTpoaHWsrJ3AR4B/Orq2qa2gxwOJyUlhWtbIgXZ2dl5xYoVLZo0paam0un0MWMkAJS6dXtrYHAiNNS6pGRgTMyc0FDrWbMeL1hQ+X1UqDORmJjo7e09erQEgEb37knr1h0MDbWuqurz5Mmi0FDradNiAG4DDA4NbVN129ra2uTkZK5tibDi2rVrW1rG5vXr1y4uLqNHSwCs7NEj1cpqZ2iodX19rzt3lEJDrceMeaOmVt32vsDZ2dk9e/bkujHv3r37n+vfJRx1dXUODg67du3qbEX4IScnZ2Zmxv1vcHDwnTt3Ol6NLsQrBKKiCgcM4Hh5sWpreyIC77F795YhQ6ra7gn57bffPL5i0aJFv//+OyJu2rSpFWljDx4U9O6NQUGu9fXdeVWtq+tOIm2fPLmNmrYzbt4sAMDDhzfyGbampqejo/+MGW2tYFZfXx8QEMC17bx58/755x9EXLduXSsmTX/+WQiAf/xhzKdtZWXvVat2qKq2Udl2xrFjhQB486YGn7bl5X10dc9paLQ1072kpMTX15dr2wULFkRHR1dXVxsbG7ei0NauXUUA+PixPJ+2JSV958272PaKa+np6T/99FN0dHR+fn5ERMT/XtWW/Px83ioJXQRRUVE9evTg9bsUFBSkdcYUrMvxytGjKCNzv6DgF74nHhGKigZOmPCutSVfG0dycrKOjo6bm9v58+ebnVNnZ2dHRUXxfiwkBBUVr5eUDBHUNjdXYujQlK8lS7oEfHxQXf2PysoBgtp+/jx86ND8v/9uz9tFRkZqa2u7u7vfvHmz2Q+np6fz7dC0t0cDg2O1tX0Ftf3wYWzfvsWdMQ9rEqamuGHD7urq3oLaxsTMGDwY23fxeuHCBUNDQw8PD76C7Y0iMTGRz7a6upytW9mIPQS1ffBgYb9+mJTUJvUyMjJ69+597NixW7du2dradvxu1v+fuHLlyoABA7rCNpquxSsVFbh8Od65swgRduwAd3d4+BDevwcKBVxdoaoKdu40d3DgFBWVFLYTqqqqSktLs7OzS0tLS0qaEUtUzFRVVbW3t9+1KyQ7u2TJEnz5ckZtLQQGgpsbPH8Ob94AmQwkEiACjbbV2xs7vAtD48jKQnn5ug8fRpWWAosFrq4QHw8vXoCvL5DJgAjbt/v4+3MKC4vay7bV1dXFxcXZ2dnl5eXFxcXCP0zkQxsYGNjb2586dTQlpWzRotLc3IF5eUCng6srvH8PkZHg4wNMJiDCxo2BLeypKEYkJOCiRVklJQ3D9P37QKNBUBBcvtwwWJuYHDh9ur69DFtYWFhTU1NYWJidnV1RUVFU1MxPRuyLNDMzs7e3v3Hj0qtXFYqKKfX18P49UKng4gLZ2fD33+DjA3v2QH1995UrzzTXhKwZEOuVjIwMRCwtLW2vjcmdiKioqPDw8M7Wohk8ePAAALgZqp2IrsUrBQUIgC9fLqHRgEKB8+dh+3YwNobwcNi8Gd6+hcLCsT/9VN2376y+7Yd+/fr179+/X79+zX6S2EHGxU8/TQKoTktb6OICISFw7Bg4O4OREdy7B5aWkJkJSUlT+/dHkbPMxIv4eASo+/Jloo0NHD4M+/eDszMYGMCjR7B+PZSWwsuXS3r1Kuvbd3g72rZ///79+/cX5ZM9evTgtW2vXot79qwqLh6xbh2cOQM7djRo+/QprFsHiHD9utrw4djhfbsbx7Vr2KNHdmlpf4JF2GxYvhxcXODTpwZeuXBhQ69en9rRsC2ybffu3Xlt27276ZgxeWVlPTU14fp1IJPB2RnWrIHoaDAzA0TYsWOjlFSbDPL58+du3brx1Sv7T0NDQ0NeXr6ztWgGNTU1CxcuXLVqFfdMfHw8we4djK7IK0+eKCYkgIkJbNkCu3bB8eOwbRtoakJaGuTkjBo1qv706cjbnYENGzYQb2bfvn1nz549caISQE1y8rwXL8DEBKyt4fBh+O03cHYGTU0oKIB376aOGYMiF5IXL77yyvh792DtWjA3h9OnITgY3N1BSwuqquDJk0Vjx9b99VdEp9iWqEIPABISEjNnzho1yrhHj8ry8uHXr4OZGaxdC5cuAZ0OJBLo6gIiXLumOn06dl7B1u9A8Ep5eYPLrqoK7t8HMzOgUBp45eTJNVJSlZ1i2Nu3b0tLSxO2HTVqlJTUTAkJp5EjcxC7//472NqCvj7cuQNOTuDpCSYmgAihoRsXL26TQa5fvy4hIXHgwIGWdvLumkhLS7O3tx86dGhThQq7DoqKigwNDR0cHB4+fHjmzJljx46J3smiHdG1eKWqCvX08MqVpYgQFgZr18Lu3fDhA+zfDwoKkJsLFIqTGFoNiYrdu3c7ODgEBwcT25UrKlBNDe/dk0GEY8fA0BBOnIC3b2HfPlBUhIoKcHSk0Gidpi0f8vNRWbnu9etJ1dVw7Bjo6MDly/DqFezeDYsXAyKYm4d0YnqLt7c3iUQKDg6OjY1FxJwcVFAozcgYXlwMv/8OqqoQEQFPn0JoKKioACIYGBz5viBkZyItDeXkcrKy+iJCWRl4e8OHDxAYCOvXN/CKqur5a9c6TT0bGxsmkxkcHEyEcJOTUU4ulcOBtDQ4eBAUFeHtW7h9GxgMMDQExO5KSjfu32/THXNycnJzc1NSUrpC0fi2w9/fPzMzk0QiNVrwrQsiMTHxw4cP/y/qGYuIBw9w1qzY+PjxdnawZQuUlUFkJJiZwblz8OXLsOHD3wuUXOo4CPZ8vHED58598vbtCCsr2L4dKirg1i0wM4O//4a0tFGDB2d2qfoOf/yBcnJ3EhKGWlmBpydUV8Ply2BmBnfuwLt3EwYMyO9EB7KgbQ8f5qioXE9IGGBpCTQa1NbCqVNgZgbPnkFMzIwBA8pFiFh3HIKD65cv/6O8/GdEOHAA7OzA0rLBD3bvnuzAgXWd6PQWtK2vb+26dcdjY3ts2EDEVGDHDjAzg5QUuHVLVUICU1I6RdOuiNLSUhMTk5iYmOPHj/ft27epFm0/wIsuxyuIqKqKvXsnZmVN+D4FaNbYsY/a6PYVB+bPx6FDX5aWDufV9u1bmUGDYhUUOls5AUyciJMmPaiv78+r7cuXi3r2TNbT62zlvgeHgxISOG/eP4g/8Wr7+PESgMwNGzpbv+9RXo69e6OS0oXaWt4kqx5//aUOkNvVKn3k5SEAGhgc/T4Z7KerV/UAiuj0ztavK+HEiROHDx9+8+ZNcnLywoULm2298wPYNXklJwc9PVFG5u3mzX7EYWR0CAC3beuK06iPH9HZGefPf8nVVk/vRPfu6OqKXXCL8fv36OCAsrKRXG3V1c/+/DOSSF0lDsSL+Hi0sUFFxQiutsrKlwYNQhoNu2CGUXQ0Wligisp1rrZyctd//RXZbBS5SU3HITIS165FDY1LXG3nzo0YNw5DQrpKNkRXwOfPn+Xk5Ljt4omM0P/VfpftiK7IKwTOn8fFixsOZWU8dKizFRKKI0e+abt0KZ4+3dkKCUVo6DdtVVTwr786WyGhYLG+abtsGf77b2crJBTe3t+0Xb4cRWv52GnYvv2btmpqKO5K3FlZWS9edKGqrM3i1atXAQEBRH2zmpqaCxcuMBiMW7dudbZezSMyMrITa8x0XV75gR/4gf8xFBQUzJ8/v+tvBPkfgLW1dcc3ruXiB6/8wA/8QMfBzs6ud+/eXM/SD4gDRUVF1tbWovcIb3f84JUf+IEf6Dj8888/ACAvL/+/VzSs6yA+Pt7R0bETFfjBKz/wAz/QccjMzJSRkVFUVDQzM+uUkoiio7y8XMSeTOnp6W0sst6+OH78eEhISCcq8INXfuAHfqDjUF9fb29vb25uHhoaumbNmq5QzKopuLu7i9hg+OrVqyYmJu3VFKrt8Pb2vnfvXvOfExt+8MoP/MAPdCh27tx54MABJyenZ8+e7dmzp7PVaRwRERG2trYckavGOjk5eXt7i1Ul0WFjY9O5xdl+8MoP/MAPdCj++usvPz8/KpX6d/s2Zmg/VFVVaWtrv3v3rkVXOTo6BgQEiEkl0ZGWlmZtbd25OoiLV+qwrgsenC7WHb0VqMf6Tjdjo0dnG6Yd0Ok2/B+2LS+Kiopu3bqVmZmpq6vbNQtT7ty58+DBg624UEtL69SpU+2uT4tw69YtMpncuTq0G6/cxJvEcQNvmKO5ARroo36XOlbiytW4+gpe4epZjaI2Bu9EVGHVDbxB6HwZLxuj8Upc2enG5DsM0GADbuA+Azex+UZeXQF38S7XtkZo1OlmbPQwRENbtOU+tHewK7Uzaxt27Njh7+/f2VrwIyYmZsWKFa3rjpWdnb1ixYqIiIh210p07Nix43hn12RtE688w2dWaOWADptwkyqqqqGaKqqqoqoTOnmhlyd6dqmDhCRXdNVETUJVDdSwQqutuHUf7kvDtHrs/CZrXNRh3W28vRE3bsWtlmipgRqEbTVR0w3dSEjqdGPyHV7o5YROxK9PqGqDNg7ocApPpWHXyvlJw7S/8C8HdLBFWw3UUEd1Qm1d1O10MzZ6eKO3HdoRSqqjugZq2KKtAzpcxatdzbYtRUlJiY6OTk5OTmcr8h2sra0fPXrU6suzs7MVFRX5GnR2JOzt7VvqwWt3tJJX7uCdbbhNBVXUUM0O7ezQjo1sf/RnI5uNbBrSKEihIrVLHYRKhIb+6O+P/sTgYoImGqhhgzZ/Y5fw9l7Fq5twkxIq6aEeMYIQ2hKac79IlzooSKEhjWtbNrJt0dYO7VbhKnVUd0THe9iZ2SkEXuErEpJUUVUf9e3QzgZtmMjkGpawbRc8KEihI51rWxaybNDGDu30UV8VVUlIeon/4S6/Z86c2bZtW2fdPSkpicVi8Z45cuRI28Pv9+/fV1dXb3TvZ3V1taOjo6ysrKamJrGD5+rVqwoKClJSUn+1Rz2lqqoqa2vrqqqqtotqC1rMK4/wkTVaE5N9NrJZyKIhjY50ClL+cwcNaYTyfui3GTdroZYpmj7C1k9V2oi7eHcdrtNCrS24xR/9mcgkNOx0Q7XioCOda1tiybURN0Zh50zi6rDOGZ3VUM0UTZnIZCDjv/vQcm3LQAYTmaZoqo7q23F7LMZ2im3bDmNj47dv33bKrQ0NDdXV1bn/zc3N1dHRaZeQT3h4uK6urmBPrTNnzhw+fDgqKkpKSsrOzi4nJ8fX1/fVq1ceHh6DBg0qKytr432jo6Pt7OzaKKTtaBmvnMbTCqiwBbfQkc5CVqe/YO11kJFMDDfbcfsIHEFCkpjMLQShGLoYFzugAzFekJHc6WZpr4OFLDrS7dBOAiV+w9862LD38J4+6luiJRWpfujX6dZo38MP/WhIs0CLITjkCl7pYNu2C27cuGFpadnx9z179iyLxTI2NuaecXZ2vnmz3UKDe/fuXb16Nd9JblfgI0eOGBoaFhcXV1ZWImJdXd306dPz8vLaeNNjx47t3bu3jULajhbwyg7csRAXBmIgAxmd/jqJ6WAi0xu9h+Ewb/QWn9EF4YZuS3FpMAb/dyfRzR5+6OeMzoNwUEdSSzVW26CNARr4o3+nW0B8hz/626DNYBx8Fa92mG3bETY2Nh2ccxwZGRkREXH//v2VK1cSZ65du2Zubt6+d/H393dychI8z+FwzM3NeTksLCzM0dGx7Zv2fX19u0K5ZVF5pQRLFFFxC25pHakQbgdi/d6OrxMVqYTYdpTJRKY7ui/ABRmYIVbTc3EEjwzBISQkte6LiNW27SvTD/1s0VYZlfMxvwMMW4ql3uhtjuZsZLdOYcKwdKQTcY6ubNsADFiH6/RR/7+Yl/z27VsjI6MOu11CQoK5ufnLly937NihrKyclJRUUVFhamoqjroyW7du9fLy4jv59OlT3jzm0tJSPz+/oqKiNt6rurrawsKCt/BaZWVlZGTkp0+fiP+mp6eHhIScPHmyjTdqFiLxSi3W2qHdVtzqh35N+WeY6EVD36YeepfPLo7pjm65bj5VPiK/KmThYqlIZSDD5YuLU7pTS978ZsSSkcxG9npc74u+HbDfpQALDNHQFV2b8H0R2pKa1LaevP3jdsd0R/d8d5/qltqWRG3i1yS4yjnT2TnTuSUzCTIFKaymxZKRHIiBBmjQMUuWK3hFGZUDMKAphalIbkpbKlJ9a32d0p2c0p08ijx8a5p8tlskloIU4lndnrHdNce1RbM04WIpSAnGYHVUt0XbDrBtu8PV1fXo0aMdc6+EhARvb28qlbp69eqpU6eePHmSTCbv27dPHPeqrKxct24d71BeVFRE5GtxOByiRfTrr31v2pga9+nTp82bN/OeiYuLmzx58pUrVxDx48ePVlZWFhYWffr02bJlS1tu1CxE4pVreG0mzhT0JJCRQkcfFpIC0G1j7KHteSFs9GAhiYHevO8nFalqgWrK7sqT1CZNUJnAQlazHECI9Uc365eHXQqDGhXL4DAUPRSnG0xfSllqctVElMk+A71ZSPJHd6sXR1xLAgXFcoXTka6Kqu/xvVitj4gn8aQu6jbqpSG0ZaOHZdRRzyo/P/RgIYmO38iDhjTvSm9lsrKyh/Jo2dGz188WxdvDFWvx7CipluWHnoJiqRXUORZz5lrOVaYob7i7QZThjxDrh54bnh7zqmdwxZIFbOuN3jqoU4Il4rbtGlzjjM6NLguY6EVoaP7kuC/SBI1AR7pbrpuCq4Kyp/Kw6cOW+CwRwk98YpnoZf74BAUphFga30+W6z11xVQ5JzllivLml5uZyBRRLAO9zR+foCL5q1h+qqMhzQM9JuGk1yjm/lxiQFFRka6uLjHOdhj+/vtvIyOjkpKS1atXi16ypaWorKzU19c/d+4cIsbHxysrK5uampqZma1bty49Pd3BwUFLS8vCwsLAwOCPP/5oy41u3rwpuDZauXLlpUuXEPHRo0cJCQmIGBERMWbMmLbcqFmIxCubcJMmavIF6slI8UNP19zA8dqpg6QLx87IWKgXNVC6WI78xP2Tvx96knnIg4nMQAxcxlymd1BP+ItERgobPbZ/Dhmrnj5IumicVNqCFdEDpYsVGZEen9l+6En+OjxROJT1/6zf/nH7pqhNKgwV4V4FMlLZ6OGYHjp62cdB0kUTZqbO13s+ULpYyf++R5Yfn7aEwuZo7oM+YrU+Ihqj8Tbcxqc8GSn+6G6bsG/E4i8DpYsnSyfL6L0cIF2suifcK4/JQhKvtixksZGt4KKw9sra5mxLDUC3za/3D5fPHihdPHVO4hy9VwOkSzQO3PQqYLCQxLWtd5W36d+mrlmu62+tVw9WF56jQUZKALptfH5omGzOAOmSaTLvpPViB0iXaP1+3aeYwUKSwCjJNEbj3bhbrIbNwixd1PVBH8FJTCC6mt8/PnRhbv/ZpVIL3szUiR8gXbLizBXfchqTR1sizk+vo8+3mb/xycZmyTUQXdf/GzZ0QV6/WaWzFsbN0H47QLrE4MJFciWViV7fhv4ij/V/r/fM8TQ6Y7Ti9xXN+ugC0dXkn9MSC/L6zSybvej1NK2EAdIlRpcuUKopXLHcwx/9FVExGIPFalsxISAgIDAwsCPvmJmZ+eLFC0tLS3GXv0xJSVmyZElcXNy7d++OHTt26NChgwcPPnjwoKqqKiws7MiRIwcPHjx+/Hh1dZt2avv5+f355598J/X09PiqZ96+fdvQ0LAtN2oWzfPKB/ywFteSkMT7fpKR6oeeHl/YY+UypCa9oZIoz5/OT02cQCVRVJXDh0/Ntn+1h/ehZyJz49ON8s7ywRgsfODzQ0+3jwFjFnyUnhpLJVFins95/0aSSqIsVbw7QuqLQ/wu7vKCXE8OwABGLWOCygRlsrKQsY8gFZfUoFFzM+dJvaCSKPExMxNiplNJlMWLHo6c/dkxIZRv1UJDmiM6rsE1YvVWx2CMIRp6ozefbdno4Ziwc/iMLPl5j6kkyvvESa+ezqWSKPPnPB+zIMMlJYhXWz/0W3N5zXL28hAMEW5bf3TfGrf7l6k5SovuU0mUtA/joyMXUEmUOTNjxi1Kd8sI4E7YyRxyMAZ7ZXuNkBmhd1hPSBoVIdb25b6hk3KXKURQSZRPaaMf35WnkiizpsWNV0zzyGTzrgMoSGEgwwqt7NBOrHtRd+LOlbhSUPMAdNv0+NDg0YXay67TSOScL7/c+UeFSqJMnpAsqfLeK4/Juw5gI1v7N239Y/rBGCw8Qy8A3Szv/z5oRNEK9as0Ejk/R+LmFQ0qiTJxbMpktWTvQgav2B24wzHecei0oaY3TIWnqAWg64aIYwN+KTbUuUgjkYvyB137U4dKoowdmTFVJ9G3hMa3amEhi8jqLsK2OuvFDd4N7SUlJUR0QU9PLykpqSPVCAsL8/Dw6IAbxcfHa2pqpqamiu8W27ZtEyRIPl6pqanZtGmTuBO7m+eVcAxfiksDMZD38aWjj/tH/z7TK7aY7y8pGYAI3KO2pufuAIfuI+sY6M31Bfuhn7SZtHqIOt/szBdpXsj0/TpbZ6C3a1pgb8nq7ZtDy8r68YqtruodSHPrNb6GiV5UJNOQRiolSa2Scvvo5lnsKbVKinfKLyjW+UNwz7G1no7sivK+vGIrK36me/r+NKXKDz35XmkmMnVQR6ybJU/hKXVU57MtA70d3u2CYRhAc6+u7s2rbVlpP2ebkEELigLQjfJ1Tk3n0CdrTjb+w5hvhPJBuhcyuSsbJnrZx+2FQbgzwLG2tiev2JLiAXZm+4YuzifEMpDhmOYotVqKVkqzjbeVNpfm/dUExW55+Rv0wwO7N9fX9+AVW1w40HLV0eGq2YHoyucNYyBDEzXFt52lDMtc0MUarfkWGUz0snrwO/TEMyfW8qqKCAV5QwyWXRpnnBaELty5hXe591iFsVaRVnyzFm9kfG8Ekvm/x6EbXjxvyCc2L3eolvw/k82SA9GFGPc3Pts4Z8OcQAxcd22dgosCr3uNTywLSab/nATAa1d0+MTmZg9bNi9i+uY3XG25zwMNafNwXlfeip+cnLxq1ao7dxoK0hw6dMjR0dHNze3Ro0e3bt3qyG2Snz59MjU17TDn2507dxQUFMS0abG0tNTc3FxwxcPHK69evUpOTudYZ+AAACAASURBVBaHArxonlfu4T1VVOXjg0B01Tv51/QxCRkZY/meeOIVnTT2vcruCDZ6+CLNF2k0ZC0NVHUrJVGQQZzxRZo3MvxKSLuTtlLryc4Y7I7+Aeimeeif2RNeZ2aOEhSbmzN03Ih0tUO32OhBRjodWSpBalMMZ8h5LDZ/ZEVD5jexxZ67k7ZSOBSuWNVd4TKTX37JGoEIhYVQX/9NbE7W8BHDPmufuMZGd97v6I/+mqh5Bs+IyfTlWG6N1o7oyOcEC0ZnRUqk4pzIvLyhgkb4lD56yOCCVZcvsJDkizQy0n2QqsxezrUq1wj++e67k7b6IN0ZgzyQHYQush5Ply64W1g4WFBsesq4gQOKTf45y0ISGenUOoasi/zMDXPkvZfYxNnSkMUVG5Drxis2GJ3nbXuhJne7rGwgIuTnfyf2Q/Kkvv3LzSLC+GjbH/1VUOU+3heTbZMwSQmV+B5aMlKD0XmG2ZuV6pfLK/oIGiH2lXTvftUbow4x0NsXaRRkuBZ5qASqMZDtg1SubX2QHvTFZXfSVhKyXDDIE/0C0WXKqsQ1uucqK38WFBv9dEGv/jVbYn+jozcFGd5llFmWc2XsFy6mKG9Nd+La1gfpwZnO34t1naj7Yb3hScReiJCX953YyHuKPQfUbk3YzecN80M/BVSIxEgx2bbtyM/PV1BQIGIJOTk5vXv3fv36dUZGxuDBgwsKCtavX//q1auO0cTS0lLEDivthbCwMFNTU3FQS3R0tJubm+B5FRUV7ne8fPlyWFhYbGzs1atXY2Ji2l0HLlrDKzT0pVaTJ65MuX5Jm3jEMzPB3R2oVHj3ruGh38PeKmP3IqDWjVbr29ThUcu+vleb061bks6Uf32WXz+oRa6kTNBLibi+jBBy/DjQ6UCjwZs3DWKDKS7znaIDa11ptb70WrIf0r0LPTyzXZlI5RV7K1id063bO/1p//osv/a7jk8FfYJW6pN7ioiwdStoaUF9PTx+DN7ewGIBByHA10vW46n/10UA1weihVrn8byYTF+ERctwGQ1pvA4WOvp4FTAnLEt9HT2b+Mpv3wKJBFQqfP7cYAR3u4DFfg8IIzR1uNf6R7opcLp1i103O8Jn2eU/VroVBUxUSUmKm9LwA+0BBgMoFMjMbBDraL1zacjdwFoXWq0vvZ7CQppXvjspz52FNF7bPnWQ5XTrFmM+J8Jn2cXLBs75wZOU339JG1dSAlZWsH49IMK1a+DrCzt2ACLYW/y2fF+4//eczUb2clz+EB+Kybaf8bMaqvFFmxjo7Zi2Y+qSxPwvEsRXfvSo4RkoKWkwwnrDk9qnrgl/bj1r/d6skuJ06xa9Zf4dH5Vz/67e8um36UsSSvIHIEJ5ObDZwGIBk/lN7OoV5/UvXvavdaPW+jI4FCZSPXPcvIs8WEijfhVLqmUl6k7ldOsWZb/wjs/Ss/dNNqUdnLUkrr7qp9RUMDEBFxdAhJMngUyGw4cBEQy1Lxld/5OPs1nI0kANUzQVk23bBQYGBhcuXEDEsLCw4cOH19TU1NfXjxkz5tixY+/evVuzZk0H6BAREeHg4NABN+LD3r17TUxM2l3sqVOndu7cyXfy7t27+vr6e/bsqa6uTklJUVdXV1FRUVJS0tDQaPseTCFoDa/Q0cez1A+64c3rGsRrY2ICDAbQ6XDsWMOL9CVnxMChxa+Gzq2Q6EMclcP6Vgztw/1vhUSfcom+NX16IQD3SP91XA+oi3i4jDukPnwIlpZw9+7XafWncQMGlbwZKtUgZGjfquH9qob345VcLtG3tk9PXrHvf5XsBpyoGIX6eli8GJSVobAQFBTg/HmwsIDUVMjMkOwzrGL7pxDeuIW4eaUcyzVQg89rz0Qv++Q9APg2fgYi1NaCmhocOACOjnDrVoMRol4tHDSw6PPQkd/ZVoLftnU/9eA1wtNfFnUDzvs0SUJITAyEh4OJCcTFNYh98HTJkIEFuUOHcWVWDe9X+Us/frG9vxN7f5hSd+DkFIzNyoL588HUFD5+hHnz4Pp1WLMGamrgwR2V3qOrfKoYfHELsfLKZbwsi7J8jkE2eqyLONUHKgoLBhNLKzm5hmeAa4Tzf68eM+hjpcTPwm1b37M7rxEuDFn184DKsvJ+xE8WHQ1//w0mJt84+/iFDRMGpfDKbNS29T2+E3ty0Pp+EmWIvWNiQFoavL0hJgYWLIDbt2HdOkCEYwesBkiX8DqcCffdVtxqgzZism27QF9fn+CVnTt3jh8/njgpJSVFo9EQcdOmTeHh4WJVoLi4WEdHR8Q2w+0OBwcHNpvdvjJdXFzu3+d3AFRUVCBiTU0Nh8PpyHaW7cMrjo6ACOfPw4kTDS9SVtavAyRKdoY4Xj6t/+dpw0aP06fXvrKYy32LCsYP+ThsDC+vIEJaGtBo39b+HzPG9BtStneXnXCxr01nEzI53bsVjBuSMnRiN+BERikQQjw9IS4OKBRABDIZ3r+HTxmSfYZ2NK9kYIY2agsEdb7jleJi2L4dEGHXLrh586tfJXpBH4nyE4fNL502aNoI65J0phBGqPupR+HYwdGDFvDyCiI8fQqhoTx+lUjFvsPKTx1dJ1Ts2vdqkwixtT/3LBw7OHKgYnfgpH8aiwiVlUAmw5MnEBICiODkBDU18CBCpfeo6g7mFaKbAN96hcsrBQWDEeH9e/D1bXgGYmMbjPDnn0aDRhdePG14sWkjnDm9NnP+KMIIVQN/Khoz6FJfg58HVJaW9+ca8+pVOHnym21PnTKVGJd/6bTBxSZk/nna8MxpkyzpXwmxlYN+Kho96Eyftf0kyqpqfkKE1FQICIBbt+DsWUCEbdsaeKX/7FI+XqEjfSNu7OK7WLi8smfPnokTJxInp02bRqFQEDE+Pl5fX7+8vFx8ClCp1AMHDohPfrOwtbVt3yZg1tbW+fkdsd1YFLTaD+Y7Tjv9+oUGP9jKlXDtGhw//u1d2udvL2P3gopkD2S7o3+jx1bcfeX3FXEmM+94LT13cTW5lkor9R2rlhHxdwOv1NXB1q0QHf3t/QyhOs/fHt2s2Gu/6bxeN/uu19IzV03ItVRqEXnM0o+R4YrEdNLeHtLSQFkZ4uPB2xs+fYIddJKsx1N/Tof6wShIWYfr+MY+wg82RuHj66jZiFBdDcuWwePHEBwMt283GMHTnq3o95CK5KYsQBjhDkPlhbXMPS/l4xHm5FoK6QtrrFxGctxkQkhNDVhbf5tQI8L2jTuUd9xrVux9H6Xnm+bd81I+et+CUkvx+MgeJ5uenjgOEbKywNkZ3rwBZWVISYHt26GqGrZZ71u+998O9oPZoI092vNtaWKgt2PqjkkLPhB+sKwsWLy44Rl4/brBCGZGYZqn/yEjRYgRHDE02nbB022L7nspHXhhQ60lb3u3c/KC5NL8Bl4pLgZLS6is/GZbkxVn9S7/RUaqELFOuOOFtcwTJ7n7Xkq/xWyh1frax++ZtuBdVelPxPqSQoGHD0FbGz5+BGdn4HDASPei4TV+PxgNae7ovgbXJGGHJla1CEZGRoTTPzY2dtiwYaWlpRUVFT179rx+/TrxAQqFIr5xPyoqqlMqkvGiqqpq6dKl//77b7tI+/jxo7W1dUeuSISjNbxCTP3M7x+fLf06M2MU4ac2MIDQ0AaHcllJv6mSqcv33eOLWPAdZKT657v7Io2IUhLb09aFn5KZ8zIr81dEyMgAU1PIymp4OYsLB44bka528BbfINWoWB+k84o1vnVeRv5lTtYviLB/P9TXw5EjYGUFN29CdtaQsWNydE/dEIzb66CO+OL23ugtyCsUpASgm/75y0vkHhQVDEKEK1dg7Vo4dqxhnMr+MvyX4SXGf11ko4dwIwTkuXsh0wUDScjyRZo/uuuG/b1M8U5J8QBinNqwAaqrG2z7+dPIgQOKTa6fFUGsG59YtWO3VNXCy8v6lpbCoUNQWwtsNmzZAtHRkJI8ZuCwavO7p1jfj30BGKCKquKL22/CTZtxMx+vENt3lgbfMdS+WF3dCxEOHwZLS7h0CWprARHexs3oI8HZFH1EcM8N/2+U5+aJfq4YSKQdstF9CfPB2pVn6mp7IEJ4ONjZfSOVV9Fze/ar3RLzG1MEsR7I5or1R3dZ+tP1pic59d0yMuD4caiqAmdnsLeHDx/gVfSin35Bh3d7BHexBGLgclx+ES+KybxtxIcPH2bOnLlz504ifK2joxMUFBQSEqKjo8P9THZ2tq6ubtvr+zaKlStXRkdHi0Nyi5CVlaWjoyPovGoFrly5wlfwv3PRPK80mmdMQUoguv66LGv0gE/pqeO4rxAiZKSNXbboIQwspnA8WU3vgSd2bBCZMN+P5u4S8vkTh6R8yRzJKzYtdbyc1JM+kyqIPGPh76cP0nh3DvogPQDdRk74PHlccl7WsO+1nSQrFdtrVBYD3Rk82hLqTcbJ1/CamEzvi76N8goFKUwk9ZpYs3BqdFnpd8nWCfHTpo9OHTgjhY1ujOZs64N0XiNQkUxHn24jOYulH1ZV/sQrNv71zHGD00erfgoQOg/gGpNHLNkH6awaUq9eNUsV79bXfpdn/DZu9vjhOcPl4gLRjcajLR3pHughiZIv8IWYbNsor1CQQkcfnwo69EIDtcu8qiLCs8cLRwwsGqf5LPh7bUWxLQO9ScUsADTRO8snNvK+4pCeBdKbYwK/Twhuyra8v5cv0sgZVAA0NwnjE/v4wRKJPmXTTO7uQHeqwI5gNrLVUb2L9BMSRGxsbHh4+OPHjwnvf0VFxd27d+/cucO3433fvn0+Pu2/Mfno0aNBQUHtLrZ1yMjIkJGR+fjxYxvlhISEnD8vLs9KK9A8r7zH9yZo4oZufOmwDPR2+RQkbRM7f+Fzpq9XIJsSFEB1tgvu06dm+MJHANMma46ilFEEy16RkSykWCQdvZ3Tg2dbv5Zd9Iwr1nFzaK/uNTNM39rH7REsuyL88EaGF4eRYDYtE0aqyoQvVI1ikb1Yvl4sXy+HTXv6Dqj7Zf5dgPFSqybSamgMZBDa0pC2DbetxJXi2xcphFcY6LU1fs+M9W+WKt1l+noFBVAD2ZSNZof6S9QPm3sLYISM5QyisH9j1zKaKj3ARC+7mL3T175VU7nN8vUKCqAG+FEs1v7+c9/K2RtjXTKC6S2zLZmELGoJ+bP6yLcwQ27hE02dGw22JXuZrwkb+GuthPTfAEMWbZvrh37cX5yBDAu0sEZr8ZVfa4pXCCNsfHhoskHSSp3LLF+v4CBaAItsvOL84NHVQ2adA+i/xEvOH/2bqP7CbKoEERO9rCJ+l9RPXqV/gUX2Cg6i+TPJBtoX+/9SKuv81LOIRUPRq7dRqEj2RD//T+5FCwY9hMWzFsWZGJ7l2naFxl8SEysHzzgC8LNawNIADODTtovziojgcDgrV67kFpZvF7x//15bW5vgsy6C8PBwPT09wU4tLYKNjY24Swa0CM3zCiLao/0G5C8SRUYKA713oJPO8WsDZlZCr3SA94Nml6n432NXOMlYTweAKTpTKOUUgXRPhsN7BwVXBWo9VfAtJcSGoJPGoRsDZlZAjzSAD4Nnly0LiAhCF26tEWLob7bOmDcySPXMVxZzECBNd/xv5VtUDt7pN7OMOAZKF2vuC2dV2M9cLQkAUmuk6NV0glqYyNyAG8Rax0UIr5CRwkSvIHRe4vdgwMwKgA/QPW2IdKn+yX8Y5Zsna48DABlrGRaHJbDvj2n92FqZrNyUWBaSgtBFnvJ4wMwKgPfQM11iTol+2JUQ3M5Ab17bNjv2eSGTUkZJ1pJEgDc2M0Iqty/0fca17aA5hcZXrtJKrcctGQEAixwXsZFNRzph29W4Wqx1XGzQxgZtGuUVov4QG93nOr7qP7McIBH6fRo6t3j9vxd8izeMlBkGAEt8lghSCwtZJldMNHZoNLVDno0ebPSYbRfbIHbA56EyRaa3T+5AJ74SYc3a1gPZ7ByPL3NHIEA0YwGzgiS1KZ5r2yEy+VZPT5NyTSWmDgIANX+1AAzgfRf+N3gFEc+dO7d169Z2FLh169Z27LDSXrh165aqqmqrN7UUFRVZW1u3sQZM+0IkXrmNtzVRs6lixkz02oks2W0zxykNDUE6E0lMpLM4rDkWcwBgsvZkSvW3VQsVqUEYpOCqMHTqUCGzP0JsKDLnbZw2Se3XHcjgq+RKRzqFQxFewZfYvUyknCXqTqGUUb2QyUIS78FEEhMZ9Gr6jFUzAGCm8Uw60pnIJOpOJmOy+EwvhFe4k1YWknYgY4rWyLkWU0KRyUQSC5mUUspkrckAMM96Hgu/UQsVqQEYMH3l9InLJgopQEmIDUH6BJVfFmyZsRNZvA56MpIZyPCt8/WtFVLBl0xCFqWS8l5dEgFeWMsQsRZB27KQ5ZPvM15pPADIOcmxkc1Ahjd6a6N2MRaLybBVWEXUiRFSipSKZD/0CkTKLzP7LmPJhiKTgV5+6Of5xXPkgpEAoExW5qUWOtL96v1GzB0xb9M8QZ8wn9gA9JWY0ltz55JQZAra1qfGh1zfpCOXyElhf/EgcsPu+iq7oz8FKXy2ZaAXG9kuaS5DZwwFALXg76jlf4ZXENHU1PThw/bJ7/jzzz8dHR3bRVS7g8Vi2dvbt+7aV69edbXvJRKv1GCNJVoKab4ShAELbOePVRzj/3UqRzQ9nGsxl6AWajmVoBYmMtf+tXbVuVVLvJc0O3ELRP+5FnMmLpsQ8H3WAA1p5DLytBXTtsRuaWpc9kaGF4cZs2EOAiRpTSFXUry+fpKKZO5BaVghMej1dCkjKQCQWi3FrmGvxtU+6CPWAlZkJK/FZipFUpASgGxJ9UnS62cHoj+lYSnDpJRTJDUkAUDGSoboxkjY3OiskdEZIxWaSrONEf3Rb7zSuHkbZYK+L9PLQIbbZ7fJWpNdvrg0Oi5TkUxCJrWU8l6DIJV5JGRxAwMCtiWzkOVT4DNWYSxBLTtwhzZq78N94nOC3cAbgmVSG/siVBYyhs0YqkxV+mpbMhvZHp89fp3zKwAo+3yjFmo1deXxlSuPr1QPURde2JiKVCbSh0gOVgtSDfye3VnIsntjN1V3qk91I9UwKV/dX+xMj8/zRyLAXbKyGwZwA5CCtmUj2/mD89BpQwFAPVCdSy3/S7zy9OlTU1PTtsspKyvT1tbOzMxsuygxgcFgODs7t+LC/fv3//ZbR7dhFQ6ReAUR/8F/RuAI3jYnVKSyke2Hfn7oF4RBC2wXjFUcy5s2xkAGs54513IuAEzRm0KtoAZhkOVDy+49uhueNpxhOMMx1VF4jdgADJhrMVdw9h2IgeZ3zH8a+JNdvF2j4zLh/nppPRcBknSmUCoopOZGGQYy6NV0qdVSADBz7Uz3GvdMFOMj+Bbf6qGeL/o2Or7QkMa1rT/6S6pLSq+X5h3OWMiilFMkNSUBYJ7NPBaHFYRBhmcMew/qbXTGaIbhDM8cT+G0zUb2eKXx8zbyz74DMVD/hH7fX/q657k3yiskZFHKKcnakxHgxUYZEofl3VyhXxayvIu9xy4eCwDzneczkFGIheKz7VW8qoZqTa3Y6Ejn2paJzGEzhilTvvVoISPZD/08cjxGzB0BAEpkJX/0D8IgFYbK4EmDVx5fOctkFrmULMS2RFugIZJD1ALVeH8yYjW5lLp06JShlHpKo7+7B7LZeR6f541AgHu+Sm7o7yv0R2yglnRniSkSAKAWpEbEWv6XeAURN2/eTFR6bx2I5Q6FQulSke1GYWxsvH//fkQUsXHkv//++/z5cwaD8fTpUzHlzrUOovIKIh7GwytwhR/6NZBBFWUpfam8u7xqgGpwbfBCu4V8vMKlljnmcwBgqu5URjXD/Yu79l5t9WD1kfNH2sU1zgr8vKIyMQAD/NGfOEIwxDzcfNUfq7T3am+JaWS94oN0ErJeWs1FgGTtyZQyYqXSfLt4JjKDqoLGGowFAHMTYR1Jc3Nzt23b5unpeeHChZqamlbY/Rk+U0KlRsc+KlK9yrwU3BTkXeV1D+qGcEIkNfh5hVgHkEvIkzQmAQDhnNn2bpvuPl1livJo2dGuGa7CG9IQvCJjLROMwYRhAzAgCIOMLxivu75ONUDVObORziUkZJErKcmakxHgleVcEofZLKlwB2tWHmvQ4kEAQHImCbFMSkrK5s2bPT09b9++3bp8/L/xb3Xkr3BK+UrYLl9cZLfKym2XW3NxTSAGDpP6jle+UUumx4h5IwBgKXVpCIbYPLPR26cn5yQ3fsl4nwIfoR62Bl5RDVANwRCubQMxUO+QnnmEuQpTxbvaW+Aqsif6+X3xJGIq972WuDdHKtzDH/2dU5z/j73rjmvq7P7HWZW6FXGgDEXBhQgqooDsjSyZCsiWoewRsiBhb7R11jpaax2vVeueVaulDsSJiKAgIHtvOL8/LoQ0ISEg7Wt/L9/P84fe3Htyckju957xnDN10VQAINypGIzplVceP368devWkJCQjIwM9nbCXzg+fvxoaGg4sPzBx48f3dzc7t69OyhOz9+NpqYma2vrc+fOPXjwICGh72EHe/bsOXLkCJVKvX79+o4dO/6+ETL9RT94BREP4kElVPJEzzRMM91nukB/QWhhqKSmpNMdp3Uh67h5hdodECOoZYHhgojWiGRMZiDD8j+WfU7iInhlvvZ8agNVJ01HJ01HL01PN1l3+Ijh8tvkl1gv0UnhDHeQMDIUGQSpvNWWpDbRwvoKNFG7QiJMOtJN0XRL+xZ9E30AsLKy4sUZly5d2r59++vXrxkMxs2bNwdg94f4cAP2Hq2KxVgVisoKxxWB7wJFlUS3v9kubSLNwSs91NJAkdCQAIAVLitiMTYJkyidFOtz1kxk8u/rTvCKgqcCqZRE2FY/TV+doQ4AymRlKQMpi5MWf7UtJQwZ1DrqG735CPDYUTYUmSTBBicTyuijvlOFk9IaJQDg4+8fPnyYTCZnZ2eHhoYOrJs3H16JwZgVTitUKCreWd5zFOcElQWJyIpw8Ao7tUxfMh0AVKgqiZiYhEnBVcGbr2zmH2Nk8Ypuum5AbgBhW4M0A6VAJQDQiNGQ0JTYem8r+/MQi1SK5GciwG2ysuCkQmV5LW/9Js+fDABaCVqpmKqN2ty8kpSUlJiY+ObNm8DAwM8cTfgPg0Qi7d27dwAXHj58OCkpiUqlPnjw4MCBA58/QP4fgLq6+pUrVxwdHVnzg3nhxx9/pFAoiYmJQUFBp059QduV+scriHgH73ighxmarT2xVlpN2uWKi/AS4a2/bVUOVe6VV7qopZ2xzH4ZACw0WkhvpjORKciYPIJXJLUkI5ojrM9Zs5bDbQenS06LTBYZ7Tdiv/eRMCK0k/nIeQUCvNGbT22ghiKThtReZ4mzRpdHYVQ4hhuhkQRK7MJdFViBLWhmZgYAtra2fL6I6enpBgYGff7tewUfXonBGN103UUbF9n/aj9ZfLL3W29p0154peeWXU8hci0r3VYSaXxBbEvwiryHPLWG2mPb89aOvzk6XHCQ1JK0u2THLicUGZQmGtEb5vFW2bAOBgkjicGaPFIFNDrSIzEyCqO24lYN1NBH/RZsaaxuVFJSAgB/f38+9iGRSJs3b66pGUhunw+vRGP0utB1cs5yViesJotPDqwMFFnRC6+wTg4u7c610FRiMIawLX/CZvGKTopOWHEYy7Y2v9psvbPV5lcbMTUx96y/pCpDMCqqIpTIqfxGWkeQCp23bXn9Qf3yu6jFONHYCI14xcFcXFz8/f0H5mf/t1BWVqavrz+A7EhwcLCrqyuDwdDV1SWTyX+HboOItra248eP37t3z9PTk0wm9znl7MSJE66uru7u7h4eHl+Os4ID4BVErMKqFEwJxdCZP86UPSArqSWpd1NPMUxRTEksBVOiMZqoKKV2DyGmdgfEltkuAwApQyl6C524ZxEn8FpxGEfEweIwjhDLWvEY75HlEVwZTPz2aN3hr0dOcoSnQqulhiGTjjQ60rfnbQ+rD4vFWOLaGIyJxmg/9HNDN2d0VkM1QzRMxVT23yExOhQAbGxsiCNHjhwJ6Yabm1tubi4iGhsbX79+fQA25MMrhFmM9huZ7jedozhn26tt0mY8eaXLa6mhiGuIE9TCvlOkT16Rc5JLwAQi2cBasRjr8tCF1ETqvqlRwpBBaaa90VuAAJn2y8M6GSSMjEA6tZPqk+cT3soZFyLozRd9zdFcC7V80Ocm3mR99tLS0rVr1wJAQEAAcWTnzp0s23p6elZWVtbV1WlqamZnZw/Atnx4hYY0UiNJb6ee8R7jWQqz/D75icjx5BXCDwgqDJohOwMAVOmqvPa19MorGrEa3LaNwijnP5zZTqaEYFRUSUjxip7wVzjSIzEivCXcJ8+HKlhdMrX7icQv12+q1FQAEEkSeYAPsB2jo6NZtg0ICOjs7CwsLFRXVyfmaP2LsH///v4SQ0lJiba2tq6urpGREdGO7AtHZ2fn3r17bWxsUlNTzczMNmzYUFlZyef8c+fOrVixQlJS8rfffvvHlBQEA+EVFjYFblLcryizVsb2le0w/2HCSsJ6qKeJmpqo6Y7u4RgeiqHECsGQcAwnI3mh3UIAkDKWojXSaEhjndDrisTIZQ7L5qnNi8AIjpdCMISCFBKSQjAkFEODkRKKzEfOcgjwUnNOaGOIP1JCMYTURjI/aa5GVdvA3KCfr0/opo3aaqi2BJe4o7s3ej/Fp8VYzP3p2tvbWdTS1tZWVFT0ohsJCQlLly7du3cvk8nMyhrILHE+vEJDWnhz+Gqf1UZ7jeYpzyOVkBYaLeTFK6z7OKWeIq4mDgDybvKsCrG+eYUrb88SyHpSDkMGpYGWbbAAAZ7YLw/DLk+FUk8xPmisSdXUTtIOKw2LwAgilkhGsjM6y6KsLuoewkPv8B33xy8vL1+1ahWLWvLz81m2DQwMVFRU3L9/f1RU1Pv37wdgWz68EoERRH5FN1V3ge4Cah11xrIZNm5SowAAIABJREFUvHilh1oKgqbLTAeADfQN3JsQefEKR96+N9tSQjCK+Sn04+pZCPBbd06FjnRSGUk3XVeTqmm4x5BSTxHQa6EgJQZjfN/4ThSfCABxyXGImJOTw7Ltli1bdHV1Dx48GB8f/6/jlebmZiMjI+J5TkBcvXp12LBhCxcuvH///iBqUldXxwpjNDQ0ZGdnD8yx5oW3b9/6+fnJyMgMHz6cf2uAoqIiANDQ0BjEdx8UfBavZP6Refn05ZwXOYho6G4ooyRzAS8Qi9isboiGrGWABiZoot+mT1CLsImwbqsuxzkcyxiNRR1Ep6lNM0ZjPqcZorE+Gp1znYUA2driFk16BmhpiiamaGqFVpMsJ037Y5pMosy+2/tY6l3AC4J05Wtqatq4cSMAbN68meOle/funTp1asAzU/v0VxxuOWw6vWlH/o4kTJLU5Mzb904tdV1ei/w2+T69Fv68wlphyKC00LONpBAg034ZCaMoyIxAOgMZIbUhMptkfDN81Rnqvi986Ui3RmsTNNmIG2lIu4SX6pFfgUplZeWaNWsAgHsK7LVr106dOjXgklD+/gq5jWx3yc7yP5ZB5UGxGDttEWfevldbBX0KEl4qDAAbIvuglj55pXtRQjCKWRlaqDALAe4GK4VgHBUZEUiPxmivN15LbJb4PvRVpakGlnC2uuC/YjBmx7sdwhLCAJCcksxhnPPnz586depfRyoELl++3K9+kV5eXuPGjXv48OEg6nDmzJkVK1YQ2+M/fvxoamoqKysrKir6+PHjQXwXRDxx4sSkSZPGjBnD549VVlY2ZsyYwdrfM4j4LF5hx3aP7cpKyuxHWrG1DdvYVyu2dmBHc3uztbU1AOgb6ze0NiAix2ns529x2LJBbQO3KLbV0YbY5roVAVBDo72msqiuPL8wL68wL68w7/ip48qqylQGVWGNwqd3nwbwuRobGw0NDQHAzs5ucCyFiH3xCsETROldNEZz1xn3+qzKRCa5iiy2QQwAFLYp8KcWAXilK/yVbSCFAE/tlpE6GTsqQ/0KfX0LfYMLgw32GCzUXqhKUp2tMdu6wlof9eMx/hSeakVBA/efPn1avXp1r9TyOeDDK8Qi4lGRGBmJkRx1xrxsG4VRgR8ChZcJA4AaU41jf3t/eYXW7akQifo7weuCMNq3NIhl2w2RG6RNpFd5r1psuZjW2ktbCv4rARMs3ljAfACA1NTUQbTtfx22trYCRp4rKytXrVr1+++/D64CRUVFixcvLi4uRsTvv//+0aNHTU1Nenp61tbWg/tGiJiXl7d+/Xo+v47s7OwtW/hVrv63MGi84uPjo6ys3Pd53bC1sQUAc1Pz1iZ+tyEXZxctTa0+ZLl6IABqamFjIyL+eOTHQL9AYi1dvDQ0JBQRAwMCB1wv0d7ebmRkRFDLYHWi7pNXWCsRExfoLpB1kE3CJP5ndlFLfRe1yHvw81oSMEFsg5i8u3wyJvd6QhgyyI3018ZSCJC5eTkJGRSM0kvXVfRTVPRTVPVTnTFnhvJeZTu0k3SU9Mvwe48DiVmVl5crKCgAQFBQ0KAYFgXgFRYBxGLs9MXT1ZhqiZjYp22jMTqwIHCa9DQAUGOo8fJaaEiLwZgpC6bopOjwEhuCUYyysELF2QhwJ0QpBGPDka7OVCNsu95vvdB0oc1XNydhkoyFzI7CHf3yV6hIjcZoYzROyU5ZIrYEALjHCP57kZGRcfjwYUHOfPv27aD7EIhYX18vLy9P8EpTUxNxMC0tzdnZedDfi8D58+d5jaIpKSkZcMjkb8Xg8MqHDx+srKzk5OTevn0r4CWtra02NjYAYG5uzqs05f379yYmJmvWrOEXVN22DQFQUxNra3tVTFdXd/v27SkpKZ9TWNnY2EhQi4ODw6AU/gvOK0HvgkSVRBcaLgzJDxHkuZWJTHINWUxNDABWea3iRS2BuYGz5GfJmMuEfQjjFhuGDHIL/dXGRQjwdPPSsLZIEkZSkRKBEUSJFwMZGpka8zXmK+xQOLT/UFt124BNUV5eTngtoaH89rUIDgF5hdpB9X3jO1lysoKnQtjHXozQ6/06sDhw+uLpAKAWpdZrGp/STtmRvWOC6IS1AWtJRSSuEyghGMWoDCtcPRsB7gWtDcLo8O52CcSKxVi7K3bi6uLrfddb/GxBa+q3vxKN0ZqoeQ/vFb0rEhcXB4C0tL+xG9v/FGpra1m8QqCurs7c3FzwW9//AgaHV7S1tQEAAGbNmiX4bbe9vd3S0hIATExMeqUWVVVVQqyYmFjvIjw8EADV1JBv3qyqqurzyaCxsVFfXx8ABsXxFIRXiFJd4SXCXbZdOYt/RzXWkzUTmeFV4fNU5gHAKk9OaiHudETVEACIKolyqBGGDHIz/bXRQgTIsl0a9tfNj3SkR2CENVrHYVxdR1171SA4cMXFxUQaf1Co5TSe1kAN/qGtCIwIrQ0Vmi5EGGGRySI+HdXYbRuN0QH5AQS1qEerc3gtERgRWB44ZsIYQuwS6yUcaoRgFKM0tHD1LAS4G6AU3E0qHIuBjPCW8KCqIEGaq/bKK1qodRbPIuLr168lJCQAYOfOnZ9v2yFw88rVq1e/tHKs/zoGh1fWr19P/JCMjIz6VUbd0dFhZWVFeC0sp5IF4l5DvNrLxe7uXaTyT3W9bmtrI6jF3t7+MwNif+Af63F9n52m6EifJDGJMIK8h7wgvEJlC4gR1KLgpUD0gyFaNRP3wfFzxhNiV+9YTfAKBWkhGBWEMeRG+iuTRQiQZbeU1BnJTirEBlIZlPkBfxgsqxIoKytbuXIlAISEhHymqD/xz424kVePHBYBhNSEjBIaBQDDhg9TY6r17d+wU8uHAKIrlzpTnahfJ1o1R2BEQFnA8JHDAWD4iOGaCZqEWDLSQzAqAGMZZWEflOYgwN3AtUEYzWfzIx3pAyMVKld/sNevX4uKig55LYOCjo4OeXl5VvlvVlbWq1evEDE3N5edbP7HMTi8curUKeImdfXq1f5e29LSQlCLg4MDnU5PTExkvXTs2DFCbM/jQHs7xsZiUBAGBiIAqqvz91QGHfX19UQa38vLi0Qi7du3b2ByqrHaEz15zQhhLSYyddN1CSN4vvLss5cix7Xh1eHzNswDAKUQpXUB68yOmRFZeiYytRK0CLE+uT5MZFKQRm6m3w1WuhqpkbllGeGpkFr/QioUpMRj/Fpcq4Eaf0eDr9LSUiLXEhER4ePjc/78wCequaGbC7rw77bCaGMoBSsBwMhxI4Orgvm3quO+cQd8DJgmMw0ANOM0FdwVHG87xmAMDWmRLZFrtq8BgDETxoTWh0ZgBBnpEfXhD11Xnk/Sy9WUQIDf/RWDMTq8n1mTPhfxIEJHOncfl7dv386bN4+gFicnp0eP/q6Jav+/0dTU9Msvv0hISBB3pBs3bkhLS69fv15RUdHIyIj/XpP/KQwOr+Tl5QHA8OEwsHtBe3u7hYUFcZtbsGBBfn4+cTw7O5sQ20NXb94gQNdSUcG/rVyyrq6uoqKitrecTUNDg46ODqHtsmXLBvyQQke6JVry3xsfgzEOdx0BYNhwcM906xevsHoJz103l9B2zpo55Aoycd/ZfG0zIdbz5TYmMoMx+uANe5Ztn1ktIXVEcvT+isRIT/S0Rdta7MUsgqO2traioqLXVGRxcbG8vDyhrZaWVl1d3cDegs9cL9aKx3iTIyYAMHr8KP8S/37xCuG1+L/zJwJiACBjLkNvphNjIAz3GQDA2MljAisCIzAiEGNPHzJh2fZ3P8Vgvp4Kb9qgcI8c/otWHZTg6uCgiqDIpkjuPi4vX76UlJQktN26deu/qD/Yl4OWlpbnz5+/ffv23bt3iFhQUPDy5ctnz55lZWX9u/ri/N0YHF6pry8QE9NRVNRFvlsW+ODgwYPQDXV1deJgdXWeqKjWhg1GiN33oK1be3iFTh+wwm/eYFsbz1fPnz9vbW0dHh5+5MiRXk9ITExkaWtmZsY6/vo1Cv5r7XP+SgSGJ2K4/wf70VPlZayXJ2JYFIbRkc9YlF5WEiatJ69nabvCaUUSRich2Td388iJ8sscZZMwnImkMGTkaoizbHv6iIkfJnCIisRIXdT9FX/l/7n49/Tat2+fo6MjmUw+d673LiOenp4sbVkb8hHxxQtBDYsC8EokkpKR7P7ICr6SUwpbnYxkZj9tS0FKIiYutlrM0lYtSi0Zo5KR7HJ/E4xasYG5NhkpERhOR0qpzHSWbQ/c3RrIN/7JvRgYFoNBURji+nx3JJJiMIjBpW00RqtHqStsU1Alq267u00f9bn7uLCehwCA6JtL4EuaNNg/NDU1ZWVlvXjx4unTp0+fPs3IyCCiUv+f0N7eTlDXixcvHj58+K/wNT+XV+rr0dYWN2zAFSs6Fi68p6aGyclY1f8Yybt37+Tk5Ihv/NixIw8cOOXkhBs24PLlLYsW/b5hA6Z/hzU3buPkcV2/TzExfPasv+9SVobm5qisjIsX15mY1Cgr4+7dvdSR7du3T11dfcuWLbxGe2ZnZy9atIjQdsKErw4evGxnh8rKuGRJralpnbIyHjiAfXat5jsvkhaNwTsKksQMc2eplc+RyZ+95PpM1QrDo2epjVQGhlEEDrszkOHx1GPi3Ildtp06zPRQ4Hzz/FnqFXMWvZu97MZM1Qrd87+eOGGOY7pufB8VZsXn+XM4K3Sk78AdtmjL6+NkZ6O2Nior47JlFebmzcrKeOoUcregDQ8P37hxo7OzM69tj/fv358+vcsJEBGZeORIpqEhKivj8uXlZmYtysp49iy/ZwIC/HklFgNdH++eo/Vhpkb1nPkvZ8vdmalSaXnxWEQ7uV9TrhnIsL9mP3r8aELbyZIjzY7Ei+p8mKlRM0fyxWz5ezNVKsx+P3E9XR2Hddk2W38B41NYr7l6XisWAxzufTdbs2CqUvmClW+kzV5OVy61u3k4Ekns2hItNZdtWbbaa3VEbYQO6nDzypkzZ0aNGkVou3SpyOHDhRoaqKiI8vLFpqaorIx37/Zh2C8NjY2NqampQkJC9+/ff/LkydmzZ9XV1b+oyYn8kZ6e/v333z9//pxPH8L29vaMjIypU6cGBQVdvnzZy8vL0tLyC8/lfBavVFfjhg04fXq2s3Ps1asqL14sd3aOUVC4t2QJ5uT0W1pBQcGOHTvGjx8GMAHg+uzZr5ydY2/dUnr6dKWzc4yc/ANZeJwHMxEA3dwGQCqfPuGaNTh7dpazc8ydOyt/+22ps3PMsmUP5eWRY4T227dvHz16dOjQIT57nXJycjw9PceNA4BpAPfFxTOdnWPu319+48YKZ+eYxYsz16zBoiJ++vDiFYJUAj/ECi8rWSzx3Ns5LevJit9/U/d2TpVe9HLuuvzQEmaEwMPSid4enk895VxWjhgNAHMBslZIZ3q7pL18vvT2DW1v59T5i3LU4VoVTMKx8LvvmriPASEYRftrd0UiFczLWXnzBqWkUEbmjrNzzLNnkmfOqDg7x4iL52hoIEfMOTMz8/nz51FRUT4+Prws8+DBAwcHh9GjAUAcIHv58pvOzjGvXomdOKHu7Bwzd26ejk4faTU+vBKDgV7P0iaI1ijJ3fV2SX2fL3nutIW3c+qc2QVSBtmUemq/vJZYjHW66bTEeumI0QCwFKBAZdVtb5fUjwVip36y8XZOnSFaYg4nWmFUy7TRt8JVGA1hYcigCTC1oYcCM3aPnd6gpnjdxyX14/tZR/fZejunTZ/+ScbyBb2FzBLFRKbT70473uxQ8FIwjDU0RuNe+05evHjR1NT0q68AQBbg07p1Z1xcYgoKpn3zzSZn55gpU8q3bOmbtr8oXL58efz48az/Xrly5V/RtJhARkZGamqqj4+Pi4sLmUw+ffr0hw8fetVfSkqK1dOFRCJJSUl9yemcgfNKSQmuWoVmZt8WFwsjAmvV1gqFh+8QFx+g2Fu3Xk6eXOTsvKe0dDq72Kqq8YEkyqIJpZjbb0ZBxMJClJFBZ+eY8vIp7GIrKiZ6eZGXLes5s6Oj48qVK52dndnZ2Zs2beIv9vLlZ2PHlgUExFZWTmYXW1Y22cmJqaDA71pevBKJJL/8hFFireSAiOrqiexiS0umu9nunqZcFocBrPPJSCdhJJ94PZFoiUW61RkSDK+KjqTU1X3NLrakaIat7VFpqZffvXcIwhhiqwqHs+KJng7o0IC9JEVevcLp05HJ9GpoGMcutrBwhp7eXiOjnjMbGxuvXLmCiFevXnVxceFv2x9/fA7QkJbm2dQ0hl3s+/czN2z43tKS37Wu6OqBHty8wsAw94ffwnjcs9O1pWU0u9gPeaI6ihfn27+JR3+WO0jYlr93GI3RURhusC8KoPXwQce2tpHsYvPeiSmtv6uidmt/4dYAjOPvqRDbg1g1YAwM23p7P4zCY4etOzqGs4t9lyO+dvG9Zb6Z8ehPQSod6YHlgVtubInDOKMDRtrh2sZo/Av+wss+KSkvAPDECVN2mYiQnS02f/61sDD+f5kvC+fPn58wYUJBQUF5eXlcXNyff/5JHH///v2OLx40Gi0tLS0hIcHKymr48OEAICQk5OLiwr3bUUpKKiYmhvh3U1PTiBEjWP/9AjFwXvnhB5wy5WVOznyOryYilJRMFRF5xVkqVVzc69ZFDhw7hvPmvX33Tpxb7MePwtNEPx75T9+6NTQ0cPiJ6ek4a9bj9+/ncot9/37m5Mnvf/6568zOzk5/f//Nmzerq6v/8MMP/MV+8w0uXJhVWDibW+y7d3MmTiw6c4ankuEY3iuvJKDfuog7yySflpTM4Bab+0ZiwsQaq4s/MjE0GKP9MZ6M9Phif0ZjGBnpFKT1ushIS0B/Zeaj1bKZpaXTuMVmv1wwWrjF8sFP0RjK3Vg6EiMd0CEMwxCxtraWwwg7dnQuWXKVnVnr6rr+kZUlNX58Lat9UWNj4+bNm93d3VVUVG7cuMEupKamhkOsvz8qKt6sqZnAre2ffy4ZP77hwQOetrVEyy24hSMVT0FaAvrJbHmhtvo6B7MS68G9VaMmtLo9/iYSSUEY44/xtHZKfLF/REt4X7YNWOKYZ6BxpbFxLLfY326sh1nolrebiSQ+3bvpSA+uDPYv9o/CqDiMY2BUPPqLG74z1DjLToH19V3/uHpBY+Tk1u05yREYTsPIkLKw+YZSq3zXiKqKeT/bboBGV7C730lFBf7VtiYmaGx8nIMCiXX6tNbUqZiXx9O2Xxp+/fVXISGhc+fOXblyRUVFhdVWo6Ojo+6Lx8OHD3ft2uXl5WVra+vt7b1v376srKzq6mrubQzsvIKIa9eudXV1/ees3E8MkFdaW9HWFn/6SYf4Lp48CYmJkJIC2dld387w8G2enh2IiBcvYkoKenujkBD29SDU3I6bNuF//qPa9Qj5AaKjITUVfvwROjsBEQICBJoAvWvXLiEhIXt7+5SUlNOnT3R2opkZXrig2M1PEBsL33wDhYVd2np7c27IKy0t5W73lpSUJCQk5OTklJKS8ssvpzs60NgYr19fQQg5cgSSkiA5GQoKusS6utL51BaQkMTNK3Qkh9dEzNfPeXRvJSHk+++7xBYXd4n13LJzfdxvTAz5+bj5LymGT+2WtQqNOrvHkOCYXhcVqSG1UQv03rx4JEMIefECYmIgPR1++aVLrLPlPrXUG/EYTNSqsi8mMjVRMw/zEDEoKEhISIhoYXDjxuWmJtTWbn72TJQQ8vo1uLkBk9lznzIx+WbPnr988JKSEu5iMB8fHyEhIT8/v5SUlN9+u1Zfj5qadW/eCCNCWxvs3g3JyZCSAlVVXWINDL47dIinbRMxUQEVOLakRGC4X2G8tMbLkvczEKGlBXbtguRkSEuD2tpubbVP6584F43BZ74z/iXFKNtAqlVo1JFLtgEYx8u2NKT4FKYsVn9eWTwZETo74f59iI2FXbvg+vUusfpq50zPnYrFUG7bslYsxspYyIwSGqVMVtZP0Xd7bO9funup2tO6yi4KfPAA7Ozg4MEe22opX7a4epyBYeFIpyGDjBE+xf6kVuo23O6Irj13JkNDFBJCGg1TUjAr400Raqjnsbj/8WPYvRuOHoW2NkCEjo4RSkqXb9/m8/P6snDu3LlJkyYR2+YyMzMLCgq+qEkk/JGYmJienv7777/32RGZnVc6OjqEhIS+5M5vA+SVujocPhwvXFAjvpqPHsGlS+DgABcudPsWJTPmzG7JkTbsKd8CwHHjUFSUz6qctRig8cbdDYQQEgmCg+Gnn2DZMmhsJJhGdMaMlnnz1ovyxYQJE4ANCxcqAbT8+WcXr9y/DzQa6OvDmTPdTkDu/BkzWufOXUNcPm/ePAkJCQkJiblz57KLHT9+PLtYKSlVgNasLDnWz/78ebC0hHv3usQ+fSolKoplZb3bMAdz9FGfO1DjmZMOgK9eLCKE/P47nD0LFhaQkdEl9o9Hq6aKlOdIS7LbtnnCV1Wik6pFJ/S6akTHP5i+ehh05r6XIO597u6QlAT798O6dd1P6/eVhURKJ80VmSA6cYLoBPY1VXTqMNFhs0RniYqKjhs3jt0IkpImAC1FRV28cvUqiIpCeHjPve/WLQ0RkTpR0fkctuX4k40dO5Ylc/hwEBe3HD68qbxcGBE6OuD2bTh1CkxN4c2bLrFnzmhISyOvzanFWKyBGhycHY3BNtePjh3WWF01kaCrW7fg5EkwM4O8vC6xx3/ZNHf2+wrpKey2bZw6lo9ta0XHn5xkPmZ8U33jOMJXs7KCI0eAwYCNG7vEnvjZXmhWzkTR8RyGZV+TRCeNGDWCZYSRY2H8HKcZU+pa27qclUOHYOZM2L+/x7bfHnaXnvWyhqWJ2KQ6icl14pMrRIUqRb9G0Xldv6xRo3o+ztdfHZ7lKyRS2onDEaGoCCZPBlNTYDB6xCYlOfen1d9/GdevX580aRLrvxkZGf8vd79LS0uziCQyMlJFRaXxn9oPPgB8Fq+cP6/B+i5WVgKF0vPVLC6bITSu5cVoWRw3ruc7vWoVpqb2rLQ0TE/vWmlpmJpaGb0boO3azS5/paMDPn0COzugUrvEFhTMHjOmnUI5lMqGtLS09PT09PT0tLQ04gjR3J7ApEmTRo6cDdCckbGO3d8XFoZLl7r+/fat+Jgx7XT6d6l8YWBgwBI7ceKkESPEAVqePlVgyczN/cvvMytLSkgIS0p6t2ETNmmhFsfwQRavvHgmw5Lz8iVER/eI/SNTQWhk/afRwm1jRrJs+0Z/wX9SjS+k6nStNN2L6V3rQqrO5VTNb4LdAfBtriQhpK0NcnNBXx927+4Se/+e0vBxzZpxpnqp2jqpOsTSTdM1Tjdekr5kY9rG9NT01NRUVm+FYcOGTZgwcdgweYCWwsJ5LPUePwY6vUfb69dVhYRaEhN38betoqIiIXbEiBETJkwAUBoxorm0VIQl5949SE/vEXvmjOb06TwzzNmYvR7Xx2AMu3m7eAUaKyt6QnY3b/ZYABF+OmcpMqK4dfSo9lHDWbZ9Yr/8TKoRL9teTVWnutDGjWmoq+9yLFpa4MkTUFbu8QV/Omo3Ymq1Xqq2brdhdVJ1dNN1u1aark6qjmGqIdHUEgBGjB4x9uuvAExnTK1vafmKpd6vv8KuXT3a7t3nOnV6+aVUrYss3VJ1LqXqnUhV/i51Rc8Pbf78rs/y1Vf49fjDYCM0s7y9YyQi5OTA5MmwcyeYmPQwVmKis4zMwG4M/wV4eXmNGjUqPj7+0KFDHh4ecnJy5eXl/22lBhkXL178+uuv7e3tY2NjraysduzY8YXXJgyQV5qbccMG/OUXZeKL2NkJJBLcvt3zjU9P3+Tm1t5eXYv5+ejlhR4e6OGBv/ZSTdSCyKoKbERctx4vX1pFCLl7F1RV4cmTHrHx8Zt5lxH1YOfOnfr6+h4eHocPH66uri4srFmzBm/fliWEfPcd/PknJCXByZNdYhkMJ7adEjyRmJhoaGjo4eFx7Nix6urq9+9rFBTwwYNFLBb09YVnz3q0pVA8SSSeO1pqsEYTNTkadURgeEhZ1MyVRa8ye8Ru394TYEQEehBFiXY3vtp/13OPDA95Yu3NcPHB5ECMJVYQxgVirB8y/TEqEGNDkOndnDpL7mPea7GuB/PjoK8Pubk9YsN8GOtjf0tFaizGxGIsseIxPg7jrNH6MXa1hg0JCbGwsPDw8Dh37lx1dfWrV7Wyss15eT05m7t3ISysR6yHB02Qdrq+vr5WVlYeHh4XL16srq5+9qxu+fK6oqIJLCNs2wafPvWIdXKK+eYbntJKsdQRHXfgXzoBRyLJKydVbHleTfkEFrm6u0NlZY9YN/vdOvsvxFUH7L+7lWXb5Lzt29lsG9xj2+hAjA3DyK0fD0gue9tU21VfkJAAtrY94VBEcLQ6oP/TrylIZxmWsC3RXycO42IxNhmTl21ettx+uYKHguMdR1p1iOP99IUrstubR7DknDgByck9Yu3MjhieOUtGOku3QIwNxUQDdIjD73rMYWWFjo7o4YH372N19cPfGuRWvmtvB0R49gzWroW2NoiPhy1bCFMP37jxh8/odTCEIQyUVxDx6lVctepmWdlERCgqAlNTeP++6+ve3DxSSiozIaEPCaWlpfb29mQyOTIykhVwP38eFRWvVFaOR4SICLC2hsBAiI0FRGhsHD1nThZ3UPHw4cMODg4eHh67du0ijnDvjbhyBTU0rldXj0OEQ4dg40bYtavrhlJfP2bOnNz9+/v+yNxijx1DVdX/1NWNRYQ3b8DMrCcBUFs7burUXD45gHZsT8M0C7Tg2EUfi4H6h87pafza1DAGEV68AHPznmxtTfWEKdMrjE6cYWJoGDJYdxMSRrJKThnI8HzludR26QbKBq0kLSpSaUiLwwCdvRc36pxpaRqNCD4+YG8PAQFdT+tVFZMmja8yP/NzDAaxNInBGJ1EHUk3SSEnoV9PdD0TFBQUcHyQtO/R0PSBXyuKAAAgAElEQVSH1pYR3V5az5Pvp0+TJk+uuXKlb9tyi42Pbzc13dPePgwR7t8HG5uuHBsiFBQIjxtX/dfEPyeSMdkYjdlbalKQFouB6xm3Ha2/6+wchgi3b8PmzT236fzceSMmtDs8+C4SSey2DccI9nJexzuOsg6yalQ1w32GERhBRVosBq4l33W3/xYRmprAzg5cXCAgAI4fB0TIfik1cmyb66M9TAxlVehFYdS6kHWrfVYv37zc4bYD8R3wLfDtTtoz6BgRg2GykY+9PNLZvSvWw1DWk6WjJ+K2F7sY3WJZGq7H9QXIZk8u2+7Y3uTlFUEwK5UKrq5gbAyvXwMi3L+/fNw4HNAA6CEMoQsD5xVEXLMGZ826X1IylfW9R4SKikmamj9PmtSK2Ef2LDc3d9myZZ6enhyjp2Vlce7c2xUVfymxLSubumbNiTlzOIWUl5erqanl5+f/+eef7u7uvb5RR0fH1avnR49+u3JlRnX1XwqBiounr159ac4czpaXgkNMDJcs+bWh4S+1sEVFMxYtutRnMOEoHtVCLY7ukzSkRGD4sJmdavLXW1tHsYv9+H7W0kVZMxcXMTGUT2FxFEY5/OYwY/mM1W6rHW45EGkGOpJpSIHJqLvuAnFX7bmf5s2TmfNixrqSaAxi3UAjMdL3na+MiowGaigcV0ig8nhMaGlp++nkOKjRMDrJLhMR3rwRExd/tnbtAFswNDbiyJFoYLCPQ+zr15LTpj0xNOzj8nRMN0MzjhRLBIaH1jAB0N78e06xzxbOmvVxse6zaAzmY9sYjDH9wXTuurmrnFa5Z7kTJWeRSAoqjwFAV7s9HGKzniydPaFQesuLWPRni3YyXB+6SmhIxGGcZrymwR4Dopsye5FxGDKiGkK+S3QAwG0euzjEPs6QnTO1bJHNH0kYzOHy0pGuhVq5yG9e7/v3CICennQOsffvy40Zk7t9+8D+YkMYQhc+i1dyctDMDNetu5OW5pie7piW5kihBEyaVLZoUQmAtKWlAa/BKgRqa2tPnDhx+/btdevWsbsCr16hiQkqK99IT3fct8/jwIFt4eEhY8dW6Okh95jq1tbW4uLiw4cPr1ix4sCBA9zvUlNTo6urO3LkcID5Cxbk6etfIbRNT3cMDiZNnVq5YEEBgISTk83AjPD4MRoaoobG+bQ0x/37t+3d6+HvT/3660ojI8zM7OPaB/jAFE25e9YyMMz1jz1i+u8MdM7tTnPbk+62O9UtaEfsOOEGRYl7b0Eyc/tyXi3WiW0QfoV+VmesrM9aS6hLkJvIRDiIgWFO9/aJ6eaZGJzek+723QGvA/s8/b0TJk6sljR965Odyr5/m4Y0UgMp6EOQ1G4p0SWiNy/c7OUDFBaioiIC3ITV2tKlxpZHU1Md09Ic09Ic3d3jZs6sERd/CTCDTB7gzK6rV1FTE83Nv09LczxwwHP3bndn5+QpU2qtrfF9X1PEarFWF3XDMZzDvEwM3fzrIVG1D1usDu3ptq2rw56v59Tpzfu1FKbfilUOxFhe1MJAhudLz81XNhvsM5Axl2ExAQPDbP5zdI7qh612B/akux38znv/nm1bNx+YLFy5xOFZ4KdY9q2sNKSFVYf55PjopekJLxV2z3Dn4L8gjEl/5VkqPR0BToPJgiXZro57dqe67U5z25Pmttny8HSx2rFzjg8fPtngW+04jGN9RiYyLdGSjvR25Ndvu7MTjx3DdevQ2Tk5Lc3x4EGv3btdzcy+nzmz0c1tIP0yhjAEdnwWrxBITe0p6Zo3D4ODsbKyxMJCHwCsra355JeISm1EtLKyyuZyvOPiUFQUAeoBKgmxvPDDDz+oqan12jbn5MmTixf3dHC6fv3orl1/0ZbJxIqKAl1dVQBwdXUdcIUimUxoWwNQKyaGDIagFxqggT3ac+9iYWJoLAYoBGWMEm0l1hixJuX0W7vLXT6tF2bridsLtdCQ5vrIldxGjsTIRRsXBVcHs9IMURgSi4Ertj8eLdoGUAJQNk6sRSvtcgL6cfQ0pCAlDuNUYlRcTV1zs3t7+N21C8W7W4qNBHx6yyO4x7bi4njoEJaWvl6xYjEAUKnUgRkWEZ2dCduWjRjRLC6O333X9yUEHNDBG725d0dGYzATQxfZv2TZdqx4o97p80eKbWulxiPA5QRNorCY27AUpLj86RKJkcE1wTIWMsTWE5ZYRmeYlE32aNE2gI/wVZWQRJPpiZOJ6MvRH4GClFiMXeW1SsFLIbQwNBqj2esLQpF5naxWN+PrLttOhPR32+bZ5bG0HSfRYHv1tP/7TeNnjwEAg28NWNTCQIYpmh7B3vvacaClBU1MCNsWjRuHkpJ48eKA/0pDGEIPBoFXekVLS4uJiQkAWFlZ8bpZHzlyRElJyc3NzdbWllfN3Natm9XVVfi8UVVVlaqqqrOzc2xs7KVLlzhe3bVrF4tUmEwmLyF1dXVaWloA8JnDRDduNDA339ivS5IwaQku6XWoFNG/lo5k1mJiaCgyI8tIH9aJIsA9v7W9UgsTmRqxGpJakkuslyj6KbJHV1hiY5E5T2X2StdliRjDwDDuziKRGLnjw455q+cF+wVHR0f/8ccfnKr7+/dU+vFo0ImIhYWFK1asAAAajTYAk7KwYsWSkBABiivYcBWvrsN1vdqWjuTIv9qWgaHBGJ2Q61e+aCoCXErUDsRYjp32xBbRNdvXLLFaIqktqRmvyZEboyOZgeFMpE+eP14rQS0Bo3vtQMxAhsczj5krZyqTlTWiNDyzPVlbOGlI8cf41xsXEoZtHzn8+5tbSBgZiSR2bSMxLAZjvF94T5g7AQAM9xnGYmwkRoZh2Abc0IH961UsIjLt4MG9/bpkCEPgg7+LVxCxs7OToBZra2teAbH8/PwXfBvVOjraq6ur8jmhpaUlNzf39evXWVlZRVwNuZydnQlSERUVLeFV8IuIiE1NTZqamgDQZ38RPti40dDc3KRfl9RgjSzKOqETj9mRFBrbIg6GIDOyklSgOIfVdJ1jkgdx+/N+4+35yjMCI7jjbDSkxGDUPBVRORfZeB69deMwTrdBl5xLfvHyRVZWFmftZksL6ul1kcry5djczOczFhUVLV269DO9FlnZZcHBgf26pAVbEjHRGq17be5J47ItDSlBGJOQ61clMQkBLsVrB2IsmYta6Ej3fOXp/cabg7C7qYXKwIjJkhO14tXjeMygpCM9uDp4+7vt255vc89yD6llTZimhCIzojK8UGF2V59KPakQjKIgjVtbClJjMMb7mff42eMBwHi3cQImLMSFNtjviK6IiPCBA/v6e9UQhsALfyOvIGJTU5OZmRkA2NraDmzAooODg5qa2sDe3c/PDwBUVFSuXbuWJ0Bjirq6OmKgspub28De0djYmL1tvoB4h++s0ZqEJMFHgIRgFKOSREwevBdIzEjvhVp6vfF1B22i5ynPk3OWi8O4aIyOxugojGIP03uj9xbcUoK9kXF7O1pZIQBu2oTXruGnT31+xk+fPi1fvhwA+HUg4AtZWdmgoH7naSqxUh3VQzGU/ywW9hWEMQnv/SrmT0aAy0laARjXq9fCy7bEq5MlJ2vGabJsyz04hyWEXU4oMiPqw/OV5yHAA59Ve685R9WG8m8pFoMx3i+9x88cDwDr967fjtubkR/H9woREZH9ghREDmEIguHv5RVEbG5uNjY2BgAbm4Ekxh0cHNTV1dvb248cOUIikVJSUgTcELRjxw4AWLduXb82SdXW1qqrqxO5lgFoy80rzc3NMTExZDI5ODiYz3DJk3hSGIVDMZT/ZGL2Z+0QjGKUhRFey72Atf0dFUXwykrXlXGtcTppOspkZaMDRrR2Gg1pcRjnhm7GaPyXWlUWOjpw0yYEQFPTXvrg80ZBQcHnUAs3r1RWVlIoFDKZHBAQ8J//8Gwb9yf+aYRGYRgm4KRhGlKCMTrxrW+F1BQEuJikzU0tfC/v4hWtRK2oxig1ppoKWcXihEVEBz96oCElFJn0KvL79XMR4A+vVSEYFYgx7CXOvS4iVRP4LHCY6DAAOLJfoMwKB7h5JT8/n0wmUygUPz+/f8XAjyF8UfjbeQUR29vbiQ3wtra2/d0m6uDgoKurW1VVZW1tffv27dOnTwvSFcfX1xcA1q5dy93jq080NjZqaGgMzGvh5pX29vbMzMzMzEwtLS0+EbYmbPJHfy3UIiZICjLHvotaKsMKV89mUYvggz0IXlnlvSooP2ix5WLPx54Gew0sDlnEYdxG3KiBGnuxt4B7SwtaWyMAmpnxbKLCG4WFhUQZxQCohZtXmpubHz169PTp0+XLl/Pv7XoX72qhljVax2AM/wGdf6GWHN9qsYkIcDFRR3BqYfGK/i59z4eeS+2W+j7x1YjVsLtgx3vcJ0Eq4XkbxAhPJQSjBPxTMpFJRrIpmto8tZk3cx4A7N3b70wJN68QLREzMzNFRUUvX77cX4FD+B/HP8EriNjc3GxnZwcAmzdv7tcAVAcHhw0bNhD/fv78uaam5q1bt/hf4u/vDwDr16+vqKgYmLaNjY3EZD0PD49+XWhsbGxqasp9vKCgIC4urk9OzcZsOZQzRmM7tCMm3bKaEvK6rYRgFLOS9ElLEgHuBvWDWrriYFvlUjAlFVPdb7pLa0lverTJDM0SMKEYe5sa1NHRQyp8Eyp8UFpaSgxwi4yM7NeFsrKygYG95FeysrK+4bPzvhuP8XEIhkiipDM6M5DBJ0LIWkEYk1zgX798BgJcShHUa2HxikaMRjImp2KqxU8WUoZSfjl+vGJxocikN5DzVMUQ4E9P+T5JhShCYyAjGqOd0EkFVTbiRkTMfZ07e/ZsAOhvUEtERKRXZ/rGjRtHjx7tl6ghDAH/MV5BxCtXrigrKwOAnZ2d4FcR/kpxcTFR60UikcLDw/mcT5CKoqJiGa92j32hrq6uurr606dPqqqq/aUWY2NjGxubysrKiG7Exsa2trb6+flFR0cLKOQH/CECI/RRXwM1PNHTG7234/YojCIi9cRiKx+iBiPT/rjFh5UzEeBukFIQxpCRTuvtfhSJkSwJKZgioSyx1Hupc46z3e92Fmgxaesk4296HwaFiNjR0ZVT2bixX+EvdtTU1NTW1hL7YftLLbKyslQq9f379yzb7ty5s7293crKimOcAR+kYuoqXKWMyk7oREw848PZdKTtaI/w2GtYtWgqAlxI1eGuEOPDK3q79LY92ub13CuqI2qR8SKb8zbcpRms8Fe+yjwEyNim0CepMJEZiZGBGGiKphqosQ233cbbiFhXXVffUP/kyRNRUVEA6HUvFy+IiIj8+OOPmZmZLNseOXKkublZQ0Pj/2UPxyH83fiHeOXmzZtTp06tra01NzcnvBYBA2IODg76+vofP36UkpLavXv3nj17fvrpJ14nE6SyZs2aqoHu7Hr16pW2trafn5+Tk1NDQwNRfCw4tRgbG2/atKmpqel+NzIyMtrb201MTLj7lPDHW3x7B+84ouMW3GKLtnqop4/6uqiri7r6qO+JnnSkU5CSgAn6+/VGLpjCrAorXDOLoJYQjAlHOgUp7CsCI1zRVQ/1CCHGaCyiLLLUd+mmp5vEJcXDfgjzSPL47TyPm0hrK9rYdOVUBPvDcePWrVuGhob+/v6BgYGlpaVEQExwapGVlQ0LC6upqWHZNjMzs7y83NDQsK6uTnA1arDmGT7zQz891DNGY1/0ZaXQOe7giZioFLR2opr4rsKQ6nkTEeBCsk5AX9TC4hXDvYb2l+ynLZq2+cfN6tHqLndduENwocik15DfqYshwB9eCsEYFY4RkRjJEQslZBKeqyM6LsbFhmh4BI9kYRbxoX768ScLC4vt27fHx8fn5OQICwv3y2sRERE5dOhQaWkpy7YvX758+fLlpk2bmgfqmA7hfxn/BK/U1dWlp6ebmprW1dU1NTUZGRkBwJYtWwS5lhUHe/Xq1ffff//LLzxH4AUGBgKAkpISK/xVVlZGxIjr+5w1zybk22+/RURTU9OWlhZWGt/T01OQy3nFwZ4/fy6gArxwEk/+hD/9hD8dx+NxGLcG1xihkREaaXzUkGXKTrWZqobGpuXKb9dMR4CfQyS00FAbdbVRm7X0UX8FrtiJOwk5x/CYtLL0dqftiPjoj0c/f//z3es8hpt3dqKdHQKgiQk2dTW8+fjxY0ZGxrNnzwS/79jb21+8eLGtrY1IQbGKj/nsK2JHr3GwlpYW/nXqfJCJmcfw2GbcrI3almjphE4xGEOUZdOQFo3R219tVwpWUnCXJ2FiUp5vpcRkBLiQ1keuhb0eLAmTtlzfYvy9sXOGM1dyhRKKTHoj+Z2aOAI8dF9JeCp0pG3P2+6c4bzt+TZKO4WO9CiMCsdwB3QwRVM91IvEyON4nH1wZ0NDg7Gx8atXrwoKCmxtbRHx+fPnIiIiAPCdYJtIe42D1dTUcO9WHsIQBMHfwiutra1V3cjPz1dSUrp27RqFQiGGazY2Nurr6wtILQLWGROksmrVqtLSUuJIW1vb5s2bg4KCXFxcBM9k1tbWnj9/ftOmTU5OTkRhdHV1NRG+E4RaBlZn3D80Y3tV+8eqj++r3t97dk9aQfpexj3PQM8PVe8rsL6l5APKyyNATei2GmypwboarCFWNVZzTBFWU1Zzcnbq4+06OtDWFgHQ0JCVU2lubtbX16dSqZaWlmfPnhVQ8Zqamh9//FFDQ4NEIhFH8vPzCa9FkCDhwOqM+0QzNpdhGQMZ3uit1KTkXuVOriJHVkU633WetWqWe6a7op8irZUajLHJr7cT+1rO79TjQy3svBKLsUQAk4EM9h31RPiLVkPJUxNDgAx3+VBkhmNEBNKDKoLEVMW0aFoLDRe6PnQNwzBLtDRAg3AMP42nq7GXOpSOjo6amppvv/1WTk6O1Xr1yZMnM2fOBIDvv/++TyMM1RkPYXDxt/DK8+fPvbvh4uKiqKi4bdu25cuXHz58mDihpaWFmGXi4ODAP43v5OSkoaHB/+2CgoIAYPXq1ezxkLdv3zo5OSFiSkqK4IOg37x5s3LlSo4RuQ0NDUSuxcvLi//lpqammzZtEvC9BobffvvNx9vH19vX19vXyd5JRUnFx8tn6eKlt691T/grL0d5BQTAEDJ/Uaqqqn3UvLW14ebNCIDGxuyHHzx44O3tjYj+/v5HeO+058CdO3fk5eU5ilYLCgoWLVokiNciJycX9jcPXqecoVh4W8zynjXOe5y0pfQC1QUrXVcKLxHelrWNiYwgjEnK3lEjOgEBzqfr8QqIEb7OlPlTtJO0EzCBR6KeQauj5GpJIMCfHitJGEvDqEiMjMM4y9OWanS1b/CbJfZLVt1aZYd2sRj7Ft/y1/zYsWPr169/+fIl+8HHjx9PmzYNAA4ePMj/8pkzZx7i03l7CEPoJ/65vH1ERAT7APP6+nrCa9m6dSuvS8rLyzdt2qSkpPSJ9867kJAQIqdCTA7O7EZ+fn5JSYm1tfW6desEd+fpdLqurm54eHhsbCx7+5mqqqoNGzYAwHbevV5LS0u1tbX19fUHXDIwYJDJ5L/Eoz59QgUFBMBuz4Abnz59WrNmjY2NDb/9PVu2IAAaGWFDQ0FJCcu2Hz9+fP36tZWVlZ6eHnePA15wd3c3NTUNDw8nIo0sFBQUyMjIAAAv+u/s7CwpKVm8ePG2bdsqKysFfLsB4zpeN0XT9bg+DMMolRQVqgqrjisIY5LfbieKj8/v4kEtHdTg4uCJ8yYqhyvTqmhcVWeUUGTQGim5GhII8Mh1ZRhGe773c890c890d8t0CysLc7jjMMNiho2NzY0avpMAutHU1GRqampnZxceHv7jjz+yv/Ts2bMZM2YAAOuRjgPt7e1FRUXCwsIJCQl9jsIdwhAExD/HK62trRyNwhobG3V1dQHA3t6+10t0dHRGjhw5fPhwaWnpXk8IDg4GAHl5eYJ47ty5E96No0eP2traBgQE9KvauKqqqry8vKCggJ0CWS8RoxJ5eS3r1q0bMWLEiBEjVq1aJfg7Dgp6aZNTXIxycgiAPJ7xly9fPnz48JEjR6qrq/fyMiunYmBAhL/Onj3Lsu2pU6d0dHRSUlJqa2sFV7KysrKsrKygoIAVq2Th3bt30tLSvAJiTU1NkpKShLa9pq/+DtzBO/NwnjmaM1rZk+2UIIxJftFFLed26XMExCIwIrAicLzI+GHDhg0fOVzWUZZ9o2tX+KuW8k5DHAH+dF0ZilFUjDI5vFE5XFk5XFk1XNX2tK30Ommvn73qmwRNCnZ0dFRUVHz69KmgoID72/7o0SMi19KrZ/nhw4eJEycOGzZs5MiRO3bs+FyrDWEIiPhP8kqvaGpq0tPTAwBWPoMdxEYHANDT0+O+lvBUFBQUen2G/fjxo7m5eWBgoJ+f333u9voDQl1dHZFr6dVrWbBgAaGtpaXloLzd56K8HFeu5OW1EPea3vuhtbejg0OXp9JbWv7Zs2fm5uYhISG+vr6vX78eFGU/fPiwcOHCXqmlsbHx66+/JrQNEGSu5yDhAT6YhbN80Oev/YYpQRiT/MqnZs4EBDi/Uz8A44IwhpirFoER/qX+rDnNqhGq7Jv8Q5FJq6Pk6EgiwEPXlUROhYoUJjKjMToGY5IwSfaqrI6lDj2U7uvry7+jneB49OjRlClTes21vHv3jjX+WZAdx0MYgiD4L/MKItbV1RHU4uPjk5qaumfPHtZL+/fvJ7703HshSSQSkajv87c34Nb3vaKiokJFRQUASCRSfHw8+86J5ORkQtvHjx8P4jt+FoqLiTQ+Rkcjk4ls1XR0Op3QNicnh/Mqe/uuRD3fOrrOzs7BtW1+fj4REEtNTaVSqdeuXSOOt7e3ExXko0aN4vYj/1ZkYqYSKrmhG0c1VxDGpLzxIYqPz+4xvB2mvO+BczBG05AW0Ryx0mUlAIyZOCakNoQVQwtFJrWRkqspgQCPnFd0k0qXQKIdy3JcbozGjdg46LZ9+vTp9OnTiYBYYGDgs2fPiOP19fVWVlYAMGvWrC98ZPoQ/kX47/MKsgXEAEBGRoaVTcnJySEOcnSSIDwVOTm5wXqga2rqx7xIVkCM8JZYe2UePXpEHBws92hwUFTUFRADQFVVFlXcuHGD0PYvdbqdnV2koqc34B31HOiXbd+9e8eal2NsbNzSvQHz9OnTADBy5Ij3fc7zGmzsx/1SKMXRW4zofJz63Kdi/hTCtplblod1MClIi8d4owNGAPDV16MDywMjMILIqVBrqW+1JRHgkZMcB6lQkcpAhhu6bcWtLSjontOOjo5+2TYjI2POnDmEbYmyCwLx8fEAMGPGDNYs8CEM4TPxRfAKIh44cAC6YWBgQBysrn47c6aCqqoGYk9GkfBUVq5cOeA2Lex48OCBurq6n5/fwYMHBd9eR/wUCbDaBxQVZU2dKmdsbIQ4wMm7fxdIpJ5BKd3JoZyc+xMmLNuyxQaxe/JNRwdu3dqVU+nPDYsXzp49q6am5ufnd/r06RaBt+h7eHiwbEsmd5W0PXlydezYxT4+rijwbXewUIu1Cqhgj/ZcGycpOzDxmeVilm0vJWsFY1Qqkrfe2QijJFXoK1OQxEBSGDKoDdQc3fkI8NBFLrSTSeLaUR+JkdqofQ/vCajVvn379PX1/f39r127JnhjJGKfL4GDB7tiYhcuHB42bH5aWiT2c2rLEIbAC18Kr7x69YqoNwUAIaGvTp48HxCApqa4ZEnLggX3zM3xyBGsqKgPDw8ivITBiodcvXr15MmT+fn5VCqVFRzoE0+fPp07dy6h7eTJQqdP3/T2RjMzXLiwVkYmw9wcT50aQFfGvw0PHqCwcNftT3hS8Zk/7FzRzAwlJEqXL880M8NLl7Gzsgodt3R5KgJvI+WPkydPXrlyJS8vLzQ0VPC/1/Xr18ePH0/YVlR0+tmzzx0c0Nwc584tkJd/aWqKt2/3LWRwsRf3rsAV3EXDocg8+otNx+jhhG0bF40JPhuzwOa1hHnR1NkvZq+9KWn60eHhd0mVO95piyPA460rQpFB4trYH4ER7ujuhv3oc3rw4MH79++/ffs2JCRE8K2pP/zwA4tX5OXFfvmlyNISLSxwxowXKiqFJiaYlTUgAw1hCH/Fl8IriPjmzRt7e/uRIwFgFMClSZM+mJjsPXdO9+5dVROTvYsXP//669cAo2VlpT+TVNrb29u6QRwhkUg6Ojr9an789OlTGxubYcMAYBzAXWHhHBOTfdevb7hyRdfEZO+CBTlqavj318QKjN9/RwsLBCiBSSvgycw5z0xM9t2/v+bMGVMTk71i4oX64+/XAaCO+md6Kty2dXR03LJlC6/Bbr3i2rVrRANsAGGAN+LiD01M9mVmyv3wg62Jyd7Zsz99Rt/LgaAKqzbhpgAM4G4mFoixh8/aZestQIB3ID4X3ssufGJrcjT79dLvdm+zMTk6ZVbFponHEeCp07JQZPTa+ysao9VQ7QE+4K8Gt2319PRCQ0P79VmOHz9OtOsGkAAoX7Lkhqnpvry8hYmJ3iYme6dMaRCss8QQhsAPXxCvELh8+f6UKa9tbA7l5c1DBNYqKhL28YkSEnrd2Pi5nkpSUpJXN7S1tR8+fIiIFhYWA8i3nzt3b9y4dx4e6R8/zmLXNj9/lrV1sorKZ2o6yCg8cU9qRKFvMLOsdBq7tm9yxHSND2+UeIKdn7WDoaOjg0qlsmyrp6dHpEP09fUH8Chw6NA9gFImM7iqaiK7ti9ezF+79rij4+do2m98h9+ZoEmvg9eCMDoSSczdoROgJjXNp75eiF3brKdLV8n9oa98PhF3cHsqRARsK27tcx5XTU2Nv78/y7ZmZmbV1dUNDQ06OjqCxxgJtLW1JSbeA2g6cMC+pWU0u7YZGUvnzfuNwfg8Yw3hfx5fHK+cPIkiIp9evVrI/nVn3aznzCk/x6PfruBoaWlp6sbPP/+8cuXK8PDwtLS0Pvcztra2cuRg9vstxqYAACAASURBVO3DuXPzOSiQWK9eiU+Y8OnSpc/VdhARHoezF7wqKhLh1vbJE+nxMzvucM2w7y+am5tZtk1JSVFUVKRQKAcOHOizRVtzczOHbUNCcNmyx5WVk7m1vXNn5cSJTf9k2V0TNqmhGg1plN6mbMViwDzXvFVr/uAgFWJdPq8FYuidm8bAMKL5GPtiIMMczeMxvk8d2G0bHBysra1No9GOHz/eZ36lsbGRw7YWFqimdrm1dSS3tkePGouI4IcPn2WuIfyP48vilZYWtLfHY8e0ia94VRUcPgyHD8OJE11feg+PcH//QX7TmpoaQaYUI+K33347Y8YMf3//w4cP37p1HREtLfHXX9cQulVWwjffwL59UF7epa2dXfyX8+hXXY0bN7bfuydN6Pb+PezeDYcPQ3V1l7aGhnt27hzkNy0rKxPQtiEhITNmzPi/9s4zLsqja+PHEo3GErtiALEXLAiKBUTpKIauoFjAgqIU6Szb+y7FXhNNYmI3xkSNqDH6aOy9967RGHuXdr0f7nVdF6QYBfSd/+98cbn37NkZnIuZM3NGJpMtXLjw0KG9OTkYMODJsWNfcbFdvUqzZtGCBfT0qS5aR8clpXkzSBayIhE5HuPz36EiBT/271RL92M3Lzd+NaOiuXNp6VJ68eJVtD02+2euTAdfAYWRSSHl9haXNKSbN28Ws20DAwMbNWo0derUhQsXXrx46sEDuLpevnPnMy6248dp1ixasoRycgignJxKVlbbdu4scRMxGHrKl67cuwcibNnSi/uN37KFWremqCjKzNRPWcwsLLI6d+5v+Z7o2LGjtbW1jY1Nly5dinyYq7akp0cPH6KsY8e6AJSXR/7+lJBAo0fTunW6aA8ebNOmDd7HtrX3wPHjIMq5dMmMi23dOkpMJEdH2rlTF+2OHfYtWjzr2NH2PbatjY2NjY1N586di3xYn6snopo1P+/adWylSs/u3q0P0NOn1K8fqdU0eDAdOqSLdtUqV2vrUt0c8TN+doSjFlojXVEiYdC6ZTU/e/TsWTUutgULiM8nOzu6dEkX7bKlI+u0OdnYskFDy4aG1sCygYmlSWXLyh0tO5aobTt16sS1badOnYp8uGrVqvq2bdy4Xrt2wsaNbwEVALp2jaytadYs8vGhmzd10WZkjPHwKL2GZXx6lEdd2bTJnvv9fvGC5s6l8HBKTKTcXALo2rWvKlTIHjcuPaUs4KpPclSuXJmoAdHLI0e6A/TsGYWHE0Dz5tFvv71aWz/apnJlFLuA1oeF05Vz5yz0Kx4PHlDt2q9H6h07eleo8DIuTlombdulSxd921asWJGoS+XKL27fbsJNVqKjCSClkvbu1UW7erVrrVrvfBfMu3AWZwdjMB/8AnWlRqXHjx7X1Lft8eNUuzbduqX755KfhlO1h31S7Pqk2NsbmHOKs1mKmV+K3wdtW3Nzc4M/hyoQ+TRtejc39zOAdu8mkYgASkigq1d10aamjmnevPQalvHpUb505ckTWFtj82Yb7vf711/p9m26do06d6bnzwmgWbN8y3C/Smpqqr29fUBAwOzZs69fv37ixM2OHfMOHGgNUFYWeXjQxYs0cyatXq37/6nVhiQklJcNx9evo0OHnPPnG3GxLV5MV64Qj0dbtuii5fGiynDVLjIy0s3NLSAgYOnSpdevX9+583a7do9v364B0D//kKsr/fsviUS0Z48u2qgo4ZQppR2kH/x84GN0PZccvLFH5jRrf+nl0yoAPX9OP/xA//xD48bR6dO6aCeMmu6+cMMUSLXQaF6ZFtpUpA7G4FM49UHD9vX19fLyCggI2LBhw/Xr19euvdu580UusMOHqX9/evKEoqLoyhUCKDe34tCh3/z88weNiPGJU750BcDKlXByWvX8eRWA5s8nNzcaNIhmzuR+4ytYWOzXassstgsXLhjVuvjuOwwYsDArqxJA33xDAwfS5Mn0778E0MuXlRo1Ol3QreFlxtSpeQEBs7iZn1JJ/v40bx7du0cAPXtWtXbtaytWlFls3N08hkil2SNHpnLDn1xOgYH07bf06BEBdPduzerV727cWNpBLsdyK1ilIvXN7L1YjXjbuN2JkWqAXr6kqCgaMYKWLNFlg65d/qpK1Zej9n6jQJLRTrBgBPvhA1/YA+Sv5x0W9pTPj+GWBCIjKSSEli+nly+5SXbrqlXzTn1YpWN84pQ7XQHQpg06dlz79OnnhttUnj+v6ua2oGFDFPtwcWmQl4fGjdG795KcnIqG0T56VMPWdnmLFmUd35tkZaF6dQwYMM9oC9CdO3U6dFhvbV3W8b3Jw4cgwtCh6UbR3rjRqHnzbUVdyvNBeIqnYzF2IiYaZe9l4E36O50I8RO1RtFeutCsjcnplv5n1Yg3WkBLRaoVrDKQUfpf5OxZrh5prFG0J060qlfvaP5KpAxGiSiPurJ/Pxwc4OGxevFi76VLvZcu9Z48OaxBg0u9eqH0/0Qtkm3bYGcHb+9FXLRLlngrlZENG16xt8dfb7nYtwxZvx49e2LIkLn6aEWihEaNrvfti/JTLVPPypWwtUVo6BR9tAkJoiZN/nZzQ1n9Qa2Awg9+SiiNREKel+z7/c+NbG7FTExfuSRg1dKAlUsCYiPTGje92fzrC9GXM2RIMXxeAkkCEvzgdw9lcHo2NxezZ8PKCnFxoiVLvJcu9V682HvMmCmmpncCAvCequ4x/v9SHnWFg89H3bo6q1cPY8eWdUCFEhn5Otr69fHeN0O/X0aOfCNaiaSsA3o7ubkICHgj2owy+Pv+Ncdx3A1uMsjyH2RRI0H8QmjuealC3TzOKjXI7v/t2jTEGImKCCIFFN7wnou5RX7ih+PRIzg5vW7bBg2wbFkZhsP4dCi/ugIgO/u1lX9YtB+OchVtIhKHYIhR9l5/lkUCgSBbojc5eOKCjlKmIMUTnu9wbOW9U67alvFpUK51hcEohxzBkSZokoSk/GckuRL6Egj0lv8BEUQaaDzg8Q3K06YOBuP9wXSFwSgxmcgMQIAc8nzX1xdhQgiVUI7H+BCE/IN/yvp7MBgfBKYrDMa7IIa4DdrIICtw1vI200I7BmOGYAgTFcYnDNMVBuNd+Bf/esPbC15CCOWQF1jq2CDvIuVKgfnCtzd6LwPLjzM+ZZiuMBjvzgZs6Iu+gzF4NEYroFBDrYJKAokYYgkkaqjVUCuhjEa0N7xtYDMZk2/jdllHzWB8WJiuMBj/iTu4o4JqAia4wMUZzq5wjUZ0AhKiENUP/Zzh7ACHrug6CZNWY3VZB8tglAZMVxiM98Mu7NqO7ZuwaSiGDsZgP/hFIGI7tm/H9uu4XtbRMRilx3vTlau4ytkVXBFAEIGIiZhYriwCEXGIO4Mz+jjf13dnMBgMhp7/pCt3cXc6ps/ADDXUTnDS2wiMGIuxozCqXNkYjAlBiAtcuCBd4CKGeAZmbMKm99WaDAaDwXhHXbmKq9MwzR3undBpEAYNxmAZZHqTQlpuTR+kHPJgBAcgwBve/vBXQXUGxmVfGQwGg1FSSqwrd3BHDfVADPSGdwpS5JAroVRAUaLTYeXEuODFECcjeRAGecBDCGGZ1AFkMBiMT4aS6cpu7HaAQwACkpCkhrrMheE9mgoqPvjBCG6BFkux9AM1N4PBYHzylEBXNmCDPewFEMghl0BS5krw3k0MsQqqsRhbEzUPovxVjWcwGIyPgeLqyn7sr4d6IzAi/80Tn5IJIVRBFYYwX/j+iT8/aNMzGAzGJ0mxdCUHOTGI8YOfBpr8105wJgW/wHrg+qmACCIuW16igb5wt3LIpZCKIS5RjabC3Qoh1ELrDncPeLzEyw/dAQwGg/GJUSxdOYqjznBWQVWQYAg1iE9DTOIjlQjCVMQqkGQ4ZIshFkPspHTqGd3TMsjSapSVDLIiq8BKINAgPhUxCQ9VYp3bZCMlkOXJBn4z0DLIsldcr7BDYcWRllduYxMeqCUQFOiWi1kGmTnMM5H5oTuAwWAwPjGKpSsxiBmGYfkr63G34NlLtnUKO2zS40aXEYcsw476/rJSAZ4MKUID8Uh+nCx5IOkZ27P7xO4KKArXFRlShLni3oLtncKOmNjesAo9aBl2LGDNcgWS9W7FEIvyRK5a15BtIRFnI+yS7YrUKjl4/CxpT96OjmFHTLrfsBp9wDLs2ODMJQokS8EXvvl2FVTe8PaF7wdufwaDwfjUKFpX/sW/IQiJQITRhECGFEVuctvAU9UqPHO12/D9vBHrf3F3s8ts2frcVw5X+fekhnevyiGPvhTdh99HDXWRoiLLTmnpe/aLik/c7DYs+m7ImuWebnaZzVteNHe+LHgokYKvf3gqpopfiM37mLtluBW+11kOnvQF38LzQq3KD93sMpcvCli1yMfNLtO8xWUL9wuiJyJDt5xu8cAbjME3cfPD9wKDwWB8OhStKzuwwx72WmiNlr/Ej4XNfC959ltz5HAngPR2+aJ51JgpdbrfVSFRv8SkhNI22taeZ6+B5s1khlgAiX6uIIFA+Ej8ledVP/eVx493MHR74VzzcSNm17e7rUaCGEIJJMmPk/sI+sjz5FEXo1oPbG0oewW4fShp4nojyHvxqVNtDd2ePdUqdPD8Rk63NIg3kiI11F7wmoVZucgthZ5gMBiMT4OidUUDTTCCjfLtGsT7Ll/5RcUn+/dbGw7TnF29ZFqvzr8+v/ysRNKr6YKi24RuUVeijbMgeSJxrpAHeQLUSVBqETfwh19rVX5opFWcXTxnUaf2vYDflymRJIZYkivtNKxT+0EdnDUufkv93vCcz63H3N/rVL138kT7/G7Pnmpds+ajoD8WKZBsJC188D3gkY3sUugJBoPB+DQoWlf6o3/SK3nQT1ZkObwukYd+mDOcG5pzcmjpUlq+nG7f1g3WcWGpnScekoOXCFUiVIlQR+QKE6BMhPrVK6oITFm6avDdlnW38ey/Wzfy2z2hPMg7hh9ZtmAQ52TTJlq0iFaupH/+0bmNGD7NOm4f5zYZmiSoh12IHHJqQhI0Sa88R2DKiiV+d1vW3Spy+G7dyG/2j0qCwnL00V+XegG0YgVFRFBODt2+TYsX0+rVBNC4IfNs+btSEZM/ge8JzyM4Ugo9wWAwGJ8GReuKH/ziEGeYFJGCn/RYSZ/hj0wn3XAfQUOGUHg4/fTTqynLVVMTyxvb+9pdtjO7Ymd22c7smqPFlT7m3D85u2hncd/8SxDprDLtGmBbiXL+t6MP52T9epo/nwICaO1andvz51uYtL+xx6H7ZTuzy3ZmVx2a/e3W4m+3FoaeL9pZPDCtrXebV7XC9v52FSjv0LHuOTlUvz517kzPnpGzM4nF5OtL167RpXNtG3W+lXBbbZRlUUAxCIP44JdCTzAYDManwX/Qlcr4fY0HN9yPGUMArVpFCxfqBODmP40rUu5i36CDYVb7wqwLtF1htlfszV7rCtFz+rwKvdy4zUW/SPX8OQkElJ2t++eVa2YVKG9lgF/hbq/2NDV0+4hqVqKc7XvtAXryhGJj6eRJio4mgGQyOneOrl1tSYSIS1MN9xqIIJJCGonIUIQ+xMMP3xcMBoPxKVCErqzHem94G+0wlkAgeC6p0/nelg0O3HDv50dXrtCyZfTttzoB+G3JwM4hh5KhSIA6DtoCbTxmrpnr+Y9lw7MurbYKHaaciJx8IKpu+7u7tvXQ60paGm3e/DoXsuJ7/y5jD3KJk0Lcrp/ifqtTo7MuLTdL+005EZm+Z1KdNncP7rHinEyaRGfPkpcXPX9OKSl08SL9/OOQrhMOyLN4+c+ypCLVBjYLsbA0eoPBYDA+forQlUVY5AWv/CciVUjwWbHKq//q3OyKAH33HTk6klxOly7pBKB7p33dBHtTEVvI3l8+pNNPTVDdT0yAOhmKZChkSPH86beAgcvzcisAdP06OTnR1auvdaVzq8O9FH8V6XbGyQnKh0mGbj0WrAvyX4w8AkgkohcvKCaGhg+n+fPp6VOybHnaYfJWDeLye1NAEYCAgRhYOv3BYDAYHztF6MoyLPOCV4E1weQ5vM/bPHfpufHF86oAZWW9Hv0jx8ysXB+CXI3s7SVYuPx/CmR8g31cEgik2fzK5tmefdbkZFfidgTo3Y4JmlepTnbKC5kEghK5FUHIh5TM4T3gF+S+dvj4Mb18UWFU0E/VTHOkUEjf4lAAwSAMOo3TpdMlDAaD8VHz7rqiQPKond982fm+n/fKPzf127Hd+a/tzssWDbJse7Jy3StEPr0TO6ugKrDysQSStx1jVCB55NYFX3a8H+i/mHP7v63OixYGtWl+uk77e4NWLs2/G7hwE0AcD81fab23VOxr8cXFoSMXbd3c78+N/bb80W/Jj8Ms25+tWOsSkZujrJsa6gKj1ULrApfFWFw6XcJgMBgfNe+uKyKI5OCpkWATt5eqg+gl0QuqjlaDLiaejfmqVx0i6p3QO7+0SCBJfJDotcBLlCsq8Oy9AskqJFpFHHjtthpa+p+T5aSokFgiURFCHAdNZroriJ61qTbn9Nh20SeoOnRWDR1Gn40/M6FR55pE1E/WTwNNfmmRQhqO8PEYXzpdwmAwGB81/0lXdCtX4EvuT+sS2s+kewfhg8liCDWQ8v5NNuluQkS94nsZSUsa0hzljrXNa8shf1tNFwkEEgjE96daBtmb2XcWPZjCfZDBYpe4yNLIQojjoclMcwPR3VZ108/F8CCXgp94X6WzByoxBBrI4q/FN7BsQET9JP3yz1qEECqgcIUrq5zPYDAYRVKErqzBmv7oX2AlY4MhXpgOVbcJnc3sGmshl0AghEgJJe8Br6ltUyLqldhLDbUUUm6ADj8a7prm2i28mwSSQmqFiSFMg9IqtENz569SoTCqkSx5KXEQOUw4OSF/Ncw3RcUVRHdb1E27HJMAFedWCr7exBBy0SbcTGho2fBtsxYZZJMwyRSm13G9dDqGwWAwPlKK0JVgBMcg5m0l6JVQqqFWQqmF1ma8jWlvU70CCSFUQpn8TzInLXZJdtyT4w+Pr2VWK2R7iM14m8T7iYXfO6mBpsvILhaOFoZ3HgshVEMddiiMiMKPhxc4a+GWv36f4q6bqVyISSj01mQu2vir8Q07NSQiJ4WTBhojzVNAMQRD5JCXTscwGAzGR0oRumIGswxkFHiXlxzywF8D3ae5B2cGT8Zkm3Fv6IqhtDSxbkJEdol26UgPPx7ecWjHnjE9G1o2HLNnTOFFiHW60s9CA40CCs400MRcifH9ybcPv8+4w+Py64oQ4jho12e4gehe8zrpZyclQiUqdGea6NVNkfFX4uu1rUdETnKn/LMWDTTOcI5ABHKxZOGSadOm7dq1q3T6icFgMD4WitCVtmhrVIFYP1MJ+iXIvI/5sF+HmfU2m3hoYu/43ka6on8y+W6ySTcTIrLj2WmhTUOaBBL3Ke5F3pjC6UoLlxbSF9LgzODgzOBhmcOG/z68Wr1qDmKHnjE9fX/0NVImbvlr/RR3EN23+DL94qTCZyoFSMuN+Prt6xORo9LRSFqkkPLAs4Sl41pHfxf/7Zu2C0XCnTt3lk5XMRgMxkfBO+qKGmrPOZ5tvNrw/+Vb9LMYtnmYPc++QF3RzVpu6aTFnmfP5VqKFBW9rrR0ayl8InRJdeHMWevsrHb2TPc072PuonEx1BVOVNZN8+CWvzLOTkqAWoyCd50VIi1xl+O4NL6zyplbEOMyQyqoUpE6GZNDERqN6KTlSbGjY2+fv106XcVgMBgfBe+oK2KIhc+E/aT9+gn6NbFuMnL7yLfpil5akv5JamzV2FBaiqkrFv0stNCqodabBprJmBy8ITjm2uvcD7f8tW5KfxDdb1Y740w0JyrcA1JIC8/l5JeWuq3r6qVFDnnwhmDPOZ6c+cz1Gf9yvP15++a9m2v2aS7iYun0FoPBYJR/3lFXRBDJIHPLcAv5I8Tc3nz83vG9EwpeBzNcEEv6N6mJTRMisufbv+0QYgG68mbeXj/6yyDTe9Al6qd5gOhBsy8zzr8SlVxp6M7QXpN69Z/VX/hQWPyJiwqquBtx9dvVJyIntVMa0kbvHh2wIiBgRcDQFUO7jOzS0rFl3I44Z4lzh+0deqGXEsrd2P0Mz0qn2xgMBqPc8u66IoXU+wdvJ5WT/zL/DGQY7Qd726wl8e9ELo3P3Un8DvvBCvIsjoN27fT+ILrX4svJZ6MTXy1/iSG2HmsdeybWNc11+MbhhW8TyD9rib0Uy+VanDXOGcjgtrSpoZZD3n9Gf2e184g/R6ihTkHKMAxzh3soQpORfBzHH+BB6fQfg8FglDfeXVc4nXjbPuNC3pJ0K6lxl8ZE1CelCGkpjq7oRGVafxA9MKuVcToqERoJxFypmIknJ5rYmPSI7tHCtUXC1YTiLL7ll5a6reoSkYvaRb/5WAwxtyLHCZUYYhlkGmgiEDEcwz3g4QGPOZhzH/dLpxcZDAaj/PDuumJoaUjrNqGbqZ1pcR5WQpl0O0k3axEWJi2pSLUKtWru1FwLbSGism4Gt/xVe/L5qBSk+/zgbRtlaxtlax9lX69NPQeRwyzMsgqxGrx6cOGyV6CpoY69HsttPnbWOhdY6EVvUki51Tk++AMxkCuEvAM7SqcvGQwGozzwfnRFnaO2DrM27WWqyC56oUm3IHYjkUvjO4gc3iYtqhxV5+Gdm/VrpswuoJAMJyprZg3gthRPPhXF5VSSnyQn3ktMvJeYci9l+Mbhpr1MPaQeTiqnSWcmlWi+YjhribkQw0mLa5pr/iOT+U0MsQqqZCR7wasFWkQh6iVelk6PMhgMRtnyHnRFAYXVSKuqtapW/ryyWW8zYa6wyIS8TlpuJTbq1IiIHATG0sKV/+oU1KlKjSqVP69s0deCS5YYi8qMASB61LTmK1ERcu+VQMIViVFCOenapFF7RsXdipNDXuABz+JIixrq2EuxdVrUISJXbbGkRfRquUwAQRCCOqDDZmwunU5lMBiMMqQIXTGF6dvO2+tNCSV3NoWIGnVqJMoVFXNHrwqqxJuJXK6lr6Qvl7FQQimEUAyxAgpOdYjIxMaE0wkxhElQcpdFrp09gMupTDkbWcjhRxlkcsjfYaZiZGqoY67EcLkW1wxXw2gLf6MEEg00QzCkHuqtx/rS6VcGg8EoK4rQlbEYG4GIwgdlBRRu6W6cAASuDix875bRPEAFVcK1hEadG3HzgOBfgwNXB3JZEAUUzipnzm3w+mDuRR7kP2YOXbp00KrvfUD0wLz21OMRCVAXWablv5tuQexsDHeuxXO2Z9DKoOANwYUUezY0LbSBCOyGbjnIKZ2uZTAYjDKhCF1Zi7VF1jOWQz7pWgwnAINXDy5OPsZYWm4mmFibEBFVIJNuJrIXMm43V+SFSM7t0MxgNdQpkKlvJ+R8VglEeZUq3GteZ+qJCP3yV4lMAsHb3iWEUAqpAgoZZEaCykU76cKk+u3qV6hQgYiaOTZT5Cj087NC3Iog0kDjA58FWFA6XctgMBhlwn+9f0UMYTp4KQ9DP69bu4lNXVn2RLXBLSnFtAxkDJw3kF7RJaSLBqoMpCTdGVn1y9pf9aqvyI1Ugx8Pzf8EfUDE2bYU+yhMLtEHiSHUID4VsSkvZXLwtIiTg2f0jAKK0J2hPWN6OsmdvH/wzl+HPwMZzmpnfbQ9JvVIhUrn9sVb3YogkkASj3gf+LD9xwwG4xPmP+mKFHwJ+G7TM3vxdtTteKZms2X24v1D/vxRhQQp+MJiH25XQDF2z9jqDapzI/XntT8bsye0/9wtvZJ31Gl3unbLZfbi/YH7Fs+9MeapaXVOVLKrVf4xMzipeGtQnMmQIoLIKX1Tz5QdTftct47cZ5uya8TO71RIlIAvNJhVDJw30LS3aY/xPSLOFbAGqIAiZGtI1VpVuWhrNPp83L4JrtP/1yNlZ1P7690m7bVN2RW6d74aCRIIjN6rguprfP09vi+VzmUwGIwy4N11RQq+GgkdxxytQLndO+6ZPiVm1Yrh3S13m7a42tzzgviZUFrsiQu34Sp0e6iZvbluFlB5SZWKebYd98yZGbF8SWh3y91N2v7tXmd9LlUE0bXuTRevCowvyYKbDCnKvOTWQac/o6zulnvmzRizYGaIreUek+Y32gw6Jc3i66NVQhmyLcRnoU/vhN7WY63zH9EXQqiBZljmsK96mr6Kdm31ylndLfd8N3fkvCljbS13N7G42X7ocXkOz0haJJCEI3wYhpVO7zIYDEbp8466IoZQ+oLfbtRJpx5/bN9mB5Dejh/pEBK4oLHT3yokGiYbhBAXPoNRQCGDxH+hT4V6azydN+zc0cPQ7ZH9nYYMWmRffduaVQPEucIiZyqG+4DFEIqfC5sHnPdyWb13TzdDtwf2dB3kuczM57IG8dzDgjxB1OWoVKQmP0q2DLQ0XAcTQqT/CkooJRB5z/enLzYP9l55YH9XQ7d7dnT3dv2leeB5LeKMouKD7wvfAzhQOh3MYDAYpcw76ooaCf4/L69M2X9t6204nnJ24axFrVoPBm9cokQSD/JEKJOh4EMqKGr/cSrig9Zn1qqJPbu753d7+kSbz0yyfI+vLDB7YTR8c7l3JZRyKLSIG/Dtmmr07OABq/xujx2yrF7j6Yid38nBE0MsyZZ0Cu7UfWL3lh4t+0r6Kgy+uxBiPqTJUCRCmQx5GuK9F/+vXp3s48cs87s9uMfq8xrPR+39xihaDTQucFmO5aXTwQwGg1HKFKErC7HQC15G+8HEEMpzkm0S9s2ZHMaNobt20W+/0caNdOeOblSdMGxGp4mHJRBMvhQ1Z0fY6gVef3dtsmb2gImYFg9NgZYAdQpkVpMOfD9zBOckJ4cyM2ntWtq3T+d2VMC31vH7ZiBFA83bbBqmDf5lcJOuTdwy3MbtGDfxdHg6FF0mHlr8bSDn5NEjWrmStNrXGhD89Y+2wl1SpMRDk4TUSZD7Hw4bdCI8CakJ0HLhTcC08yLMYQAAFtlJREFUFUv9/+7a5PfpHrN3hE0/F54EZaeww6t+9OGc5OXRn39SZiY9eKBzG+C2ordyeypijVIsbnBbjdWl0r8MBoNR2hShKxdx0Qc+KUgxXFaSgp/0REmfY/PGftwA+uuvNG0aBQTQzz/rhtRLF5qZdbvyW4jnoyY19Tu4Hn5V67hXh1NebQq0016t93h0+4yytu/SLazxeOTlRbNmUa9e9Pw5AXTuVGsT6ysdfOzaeLVt49WmQOvg1aFe63r6/Vqf1/msY7AzUe7Bgza6ta8DVKUKDR78WleOHu1oZnNll0+PU15tT3m1OePX7mJwp4vBnU77tNWHd8yrw90WdfXf5UX9KuuG9q9IuUdPdOScjBxJtrYUF/daVw7s6mrS6zrvgdwwy8J0hcFgfNoUoSsA/OAXi1hjXXmspM/w+xoPw5UfPl83+gN041+TCpR3gZrrB2IQPTCtdczH8qRP2wLtlE+b3QNsK1HOH1ucOCc3b1JuLsXFUXAw5eYSQNeumRPBvF//9j6t2/q0LdAsfSwbdWxEb1CNKHvPHnvObXY2HTpEsbGvIz9zoTURNjq7nPZp87bwjvlY3m7f4I2vQ7UrUc6eI7olO3NzCgigUaNoypRXK2xHLIkQfT2D24rGdIXBYPx/oGhd6Y/+SUh6c1OTgP9MWrPNo/9t6qMfmufNo99+ez1Sb1rj3GnY4Zk7x//4+9BrPb66YWNyw8bktzmehutgCdAKMJWPKXxMSYAmCcpJSK/R8vGebbqR+vJlGjaMNmx47Xbdiv6dQw9roNRCxa16qaHOQMZUTJ2CKdwVKTMww22y25cWXza1adozpueEnWHDN06sYfbwyP4uej/Xr1NMzGu3vyzy7jL2UDLkCVC/bZluPGb+oXK617zONZum2xN7z945dvL66FqmD04eawdQVhbZ29PNm3T5MnXtStnZBNDS7wZbTTggy0ox3L/AdIXBYHzaFK0r0zAtEIFyyN9MEiR4LlwzxG8RNy7fukUODnT27OuR2s5mu1XifgWSk6DkQ8qZYd5eAknSw6S+4r6uWldnjXPyM54YEjXi3b/5fWTgAs5JSgrZ2ZFcTtOm6dx277DHVrzLMGOhgmrk1pG94nr1Tuw9+JfB3Dn5sINhsbdiFVDIIVdCORn8vvP/HBX6rT68K1eIz38dbefWh+0027RvJkKMLAWyOfvHam7HJUPBgzwJSin4/TI2Txw1nXOiUJC/P/n6klqtc9vW/FS/qZuNtoSpofaE5y/4pRR6l8FgMEqfonVlJ3b2QR+j6izcPuPPmmUFDFiel1sBeJ2xB4gXr6AGiHoxmcsrcDuMjfYZSyGNvBjZoH2DHuE9gn4LkuXJuJmQ6LmoYpPcYO8fAXr4kO7coStX6NYtAig+XFupVk7iQ5X+rIkEEuEDYbO+zYasHTJs07Bu4d3UUAsh5ApNiiEWQySAOBHKySeiqlV/NixkYf6NW9Fh078whwhaaaH1YMQQ8iDnQ6r/IhIIUp7IqCbCh8/U6ysXKkBhQ+ZUbfKc/0RqmFzhbgBrh3arsKoUepfBYDBKn6J1ZR/2ecKTKydsOM4qkRS8YeHnzZ6FBC84tN/qxDGrQ/utNqx37dVjR6Pqt+ZT6G519wSo37a3WAJJ7K1YB4HDwLkDLRwtku8mc1W2lEgKWruomtmzsSFzjh2xOnXS+tQp6z82evTouquG2eOB839VGizKSSBJepIUsi0k4nBEW++2jnJHw61rYgiToUiAamtSnycW1X+jgXVr3A2fOPPgPqtD+62OHrL6bbVnz+57qcpNqhDYf4ZdMavfGzWC35KV1c2exkxMP3zA6vhJ6+MnrVev8u7eZU91s6f+y5crjZcQJRGIcIbzXdwthd5lMBiM0qdoXQEwFmOHYIjRUpgIIgWS5eB1HHOkQpU8zqgyGjr/ozkQ/6TTFyDapHCKf4u0iCFOuJMgg2w6pncJ6RJ+KlxfMUWBJGluSvvhxytUAVE2UTZVhonjDeETsQqJhk64o+9j9o4x62Xm+62vUc2VZMjnbR9zLNBSn2lf+31/s4lXXkdbCc39rkfuj6jbsioReUz3eDdpEb8QtvQ9R1VQmbIrUzZVgoXXRUmWwEhUOF0Zi7GRiPzQ/cpgMBhlRbF0ZTImd0THAgvgS8EXQxh9LUNvwmyxABLttbh/29YH0R9yxwKlRQll/5n9Ww1o5ShzbNa3WcqDFMNbW6RIEUOUfG12O3+3pj17JV2bJcwVG+6q0g/T4sfiZg7NrEZZDV01dMy+MYbH42ORmjnZTS8qh0I6y7JTBJC8EW2uKBWy6DNRtc1rE5HHlHeRFhlShHnisGuzt7o4bHbvF3ZttuhVOTIjU0HVD/32Yu+H7VUGg8EoO4qlKy/x0hKWIzGywEJhYghlSNEbl05IhEpzM/52h/og+kPpGA+NkbRwY3fQmiD/5f5xt+Pylw0WQ5AORddR7Zo7m6RBnr+GI6cryU+Sg9YEBf4a6LfUb9zhcfopixDiGKRtFTpwopJbuWLGhUmJUEkgMIpWCJEKqugL0V82+5KbtWihLam0SCBIhuKSb7Pzg5onQ1FgtAooRmLkBEx4gRcful8ZDAajrCiWrgDYj/0+8OGu+C3OOCuGMBEq7eW425YNQLRJ6VSgtCihVEElhbTAWxc10HQZ2cXC0UIFlRxy7n7GfB8kVkHFmQwyzo8Q4lhof1ngBaKHZrUyla4LM4N5+dbxjGYS0aejv2zxJRH1n9H/HaQlHprTXm1O+LUzKoipgkoNtQYaAQT90X8P9nzQHmUwGIyypbi6AmAd1rVCKxFExbzTVyctV+LvtKkHok1K5/zSUrjpdSUNaeOOjPP6zitwdWCRny6EOA7aX771AtHjxl9MPzwhGhlF1qnkaipHn46uZVqLiPpP61/SBbH8uiKGWJAl8Fvi57fAb8iSIZ47PP/Enx+uLxkMBqM8UAJdeYInAQiwg50QQiWUxRxzE6HSXo/7t119EG3UctJS3MGa05WWHi1F90XN+jXz+tZr4LyB3t97F3LPmE5UvvMG0ZNGX0w/NqFE5fTVUEedi6ptVpuI+s8q2aylQF0RZgmHLB/Sd2nfCjYVRnuN/nAdyWAwGOWEEugKx07sdIJTAAJ44Kmh1i89FT5rSb0Y+8CqMYg2aFyKP2vRz1fUUEtzpJMuT7KNtB36+9D8d6IYisqq771B9NikxoxDJRMV/awl8mRkbYvaRDRg1oDiS4tOV3zbJSKVW5dTQCGFNBzhQ18M9VH7PLjx4EN0IYPBYJQrSqwrAC7hkgoqT3h6wWs8xsshl0FWaN5FmIJU3o7QW01rcdISVzxp4XSlhWsLwQNB3PU46RNpW6+2HlM9CtyZphOVBT4getqg+oyD4SUVFRFEEkjkkKciNe5qXE2TmkTkOdOzEGnhnucsGRlnvdqeDuwQ/kjk/ZP3wJ8G9v6p9+fLPtdma2dpZ2VIMt575zEYDEY55F10heMGbqQj3QpWPvAZgRExiNFAw51yNxp8lVCGHxlfpXNj2YkJdzs2ANGGVJd4aIq8qJjTlTYD20y6OKlB+wZhf4UNXjXYLd0tv67oROUHHxA9bVh9xpHweGjEEOst3yxK97oEEm7vgAqqVKTG/xtvM8rGKdbJXeIedzausUVjIhowZ0A60tVQ6zcIcKaBJgUpwzF8KIYOxVBfjD7oZbE10KzXw77m883nzp+7aP6iFQtXIAserh779u97j93GYDAY5ZZ31xWOJ3iyG7t54A3DMHe4hyI0DnFcGRX9X/QKKNymujW1MYnMEWZc1qXxM1Ndi1wQ06+DpSM9YEWAXYqd+xR3QbbASCeEEMVBu3KhL5eon2kwU0l6lMR7yhPryq5IOD2QQhqN6GhET8KkSES6wc0Rjo5wdIWrVYpVs5hmrg9dvxj0hRvcOp3qRGZERL3n9P4aXzvBiXuSM3e4t0brURjFA48HXjJ4+73avPQNfISHWcgybKV169b9x3ZmMBiMj4X/qit67uLuXuxNRnIQgr7G1zGI4f6iV+Qpukd2D9ke4qJ1ib0Rkwxt2qWYey3rgmhDqmvhsxbD/Ao3q8i/X4Cbqaz8wRdEz+pWm3lgfDw0IgjVUDmIHKzDrDuP6Dx4+eA0pCUi0Rve3vD+Gl8HIjAQgUEIGoZhW7F1H/btw7692HvkxJFf9/7qnOLctX/XPVl7DuHQthPbTJqYEFHo7NCTOLkf+7mHuecP4uAbreAVAD+/99WkDAaD8THy3nTFEMkJiVWMlXWMtXmMufUY6y9qf9FtfLem3Zv6LvJVQpEIVdrlWN2sJb0wadFC2yWki4WTheYtmRLunMrPP+qWv2YeDU+AVgyxAorIM5HNnZsrofRf6G+rsB2BEb3QayzGfofv1mLt2yJ/8uiJu6P7onmL8l7m6V88c+ZMs6+aVaJKi+YtKuKbe3vD3/99NSODwWB8jHwQXcEz3Ltyb8WVFU5XnEyvmyY+ThRcF1iFWoWfCJdBxu0QSzsXc7dVXRBlpru9TVpSkWoVatXcqbkW2gJ1JQ7alT/5gehJo+qz9o+PhZL3lMd7ykt5mpL8IDnmeoyDyqG6ZXW3/7ktxuLilHpUKBQ9evSYM2fODz/8YPj60aNHTU1NiWjevHmFvd/bGwEB/7HxGAwG46Pmw+iKARuwwRrWfvDj3+QLcvTVTYQJUKVdnHSvRR0QZaYZz1rEEMsh7zamW7W61arUqNLu63ZG6Xdu+WvFj34gel7n81n7xqVg8vDNw20jbW0jbbtHdh/0wyBXoWvP4T03XduUg5xiRnv06NGdO3du2rTpr7/+MvrR8ePHGzduTERz5swp+M1DhqB2bXz5JYKC/kuLMRgMxkfNB9cVAAdxsAmahCAkHemGh10SoE6/oJu1rJ/iFg9NIlRJUIoh5NayGlo25K4RbtChgWGhfl2ifrEfiJ7Wrz7r0Dhdoj5PJMwVCnIF6lz1iHMjvur9VUJsglQkPbj3YNFRFoNTp041bdqUiObPn1/Aj83MdDUue/Z8Lx/HYDAYHyOloSsA9mFfX/QNRajhkUYxhAlQp5/RzVp+nTPwmy2jftg0LBkKMUQKKBwEDpyuBP0WZHixShy0y5f4c6Iye09Y/npcoQit97ze77d+v3z58oULFx49evS+vsjhw4c5afnpp582bty4ffv21z+Ljtbpytat7+vjGAwG46OjlHQFwGZsNoNZ/gMuCVBnXIi+3a5BbuWKOVUrXe1lmpirEkCigCLyfCSnK0Mzg/VnVuKgXfGTP4he1K6aX1S45TInOK3Dh9rae/ToUXNz86pVq1auXNnd3f31Dw4d0unKrl0f6KMZDAaj/FN6upKDnAEY4AWv/NW9opGxdvYA/UUpuyO6J0KVgZSEWyOr1Khi0q225NlEFQRcTmX5Mn9uS/HsA8aiIoJIBtlQDBVBVMyorl27NmHChOTk5A0bNuTkFDcNo1Ao6BUCgUD36vndqP4F+loj51aJW4fBYDA+FUpPVwD8gT9aoIUMMqMpSxKU3/4v9GXNKpyuvKhbde7JMf1XrnPNWF+73cFarRcMmL119JG5MvBWLvUF0bP61ebsGltgmRYppE5wuoqrxQxp8eLFCQkJp0+f5vF4R48eLea71q9fX7VqVU5XmjZtfPr0ySVLMDUd7s2uirv+MXUWTp9+1zZiMBiMj5xS1RUAozAqAhH5a90nQP3j+uBblg05aQn9Yj4R2pid0aiE82ZHtzY93ajFLcfOf6AS5dasmH/5S59ZGYzBUkhzkVuiqMRi8dChQ+/du1f8t6xYsaJ9+/actHzxRSbRc1Pzw5ppMdK0RFPTQy1aPB8/voRNw2AwGJ8Epa0rm7DJFa4FFrpPhkKSK8ic5Rpc78e+vbZsWO8KkN62b7Hzc1np89mqRScCEwqqOymGOAUp3vA+h3OFxzBnzpzkV0RERNy9e/fx48eurq4nTpwo0Xd5+fLltGlTatT4xcXl5y1bHAyjXb/eoU+fVWPGvHtDMRgMxkdKaevKS7zk7uIt8HouFRLd//idquN//+tjOExzdvSwZQWTvCEnf1IguUBdiUZ0AIo+lnj+/Pmjr0hMTOzRo8f8+fPlcvnFixdL+nV+/hk1auDAAav80W7bZl2jxsNjx96pmRgMBuOjpbR1BYAQwhEYUZCuCBU5Sd0S98xMDeeG5hcvaMcO2r2bnj7VDdZDPBdZJ+ybiRQNNEY2BVP84f8H/ihpPIcOHdqyZcuzZ8+KfPLXX391cnJauHDhsWPH/v77OoCICMyZ42MoJ3fu0OLFtGoVAdSnz1K1+l2aiMFgMD5eykBXLuCCHezy17qXgp94X0XVsGt7D26M3r2b/PwoIIBWr9aN2iePdDC3P28b5tR1dFcj6zm6Z/3R9X1H+44uCWPGjImNjY2Li5s4cWKRD3fs2FG/Dczc/KuoKHmlSjknTrQ31JV584iIJk/mpixWLi54f4dnGAwG4yOgDHTlNm4PxdBEJBpdBSYFP+Gemirhz039uDE6L4+ysqhFC/rlF92offVaMyI0tHKy6GNq3sdcbxZ9LOr3qW/ax9Spj1OfD4aFhQUZ8+LwYVtDXXn0iBYs0OnKkSPtiXD9eum3MYPBYJQZZaArAFKR2gd9jLL3UvCTH8qrmT7b+1c3bow+fpyeP6f4ePrpJ92ovXmto2XwUSWUmleXcXGWhrSRGDkVUz9o2AqFolGjRq1atRo3btz69euXLPmzUaPcy5db/fwzRUZSZCQlJRFAmzdTWhoBtHSp2+jRePHigwbFYDAY5Yuy0ZW/8FdrtDYs+cWZGglO0zdGjJ7GqYhEQgMGUHo6HTum0xV7q23d+HvSECvKV//YHvbFqVj8X9i+ffulS5fy8l6X0FcqMWlScm4u3btHd+/SvXsE0Lp1NH06AdSq1Y4Mdvswg8H4f0bZ6AqAOMSFIcwoey8Fn/9ISvUREaqTljNn6PZtnago+LxKNbJjb6dKwTc6tjIIg5zgZHRLYylw/z6qV0dMDM9oM1hWFkVECBo0eFmSIzEMBoPxKVBmurIBGxzgkP9iFRUSfZesrPhlTnyU9vJFi1t/W9y4ZrFzR093x/Wf13vuMnmDEklGb1FA4QGPD1cQrHDmzkWdOkhJSTp/3pyzrVv7ODuvq1MH335bJhExGAxGWVJmunIO57zglYQkcb4VLQWSBI/FrXzPfvZZFmcVKuR92fV+0j9KJZLEBpX2RRBJIIlC1BAMKekZ+/fIvXtwdYU+WiI4OOD+/bIKh8FgMMqSMtMVAOlID0SgEkrhm1IhgkgOHj9bGnZ0ts6OzU55LivwOKQaamc4r8f6MvwiAF68wNGjOjt2DFmlvSDHYDAY5YWy1JUHeNACLcZhnOGlLAYTEYECyXozyqnoqxeHI3wYhj0COyTCYDAY5YKy1BUAm7DJE55yyI3OshTHxBBLIHGHe1llVhgMBoORnzLWFQCLsbgTOpVUWqSQSiH1h/9yLC/rb8BgMBiM15S9rtzDPSc4OcBBBlmBC2JGcxQxxFpooxDVF32DEFTW4TMYDAbjDcpeVwDkIvd3/O4Ah2EYloxkKaRKKJVQ6mcwcsi5V6SQxiLWEY6BCFyKpY/xuKxjZzAYDMYblAtd4TiCI3zwAxDgDW8/+HnBiwdeKlJTkRqOcC94+cGvNVr7wCcYwS/
2.1 Algoritma Dijkstra
Algoritma Dijkstra,dinamakan sesuai dengan nama penemunya, seorang ilmuwan komputer berkebangsaanBelanda yang bernama Edsger Dijkstra, adalah algoritma yang digunakan untukmencari lintasan terpendek pada sebuah graf berarah. Cara kerja algoritmaDijkstra memakai stategi greedy, dimana pada setiap langkah dipilih sisidengan bobot terkecil yang menghubungkan sebuah simpul yang sudah terpilihdengan simpul lain yang belum terpilih.
2.2 AlgoritmaBellman-Ford
Algoritma Bellman-Ford,seperti halnya algoritma dijkstra,digunakan untuk mencari lintasan terpendekpada sebuah graf berarah. Yang membedakan keduanya adalah pada algoritmaBellman-ford bisa digunakan untuk graf yang memiliki sisi dengan bobot negatif,walaupun menggunakan waktu yang lebih lama. Kompleksitas algoritma ini sebesarO(nm) dimana n adalah jumlah simpul dan m adalah jumlah sisi.
Berikut adalah salah satucontoh
implementasi dari algoritmaBellman-Ford :
/* pendefinisian tipedata untuk sebuah
graf */
record vertex {
list edges
real distance
vertex predecessor
}
record edge {
node source
node destination
real weight
}
function BellmanFord(list vertices, list
edges, vertex source)
/* pengimplementasianterhadap graf yang
direpresentasikan olehlist of simpul dan
sisi, dan mengubahsimpul sehingga jarak
dan predesesornyamenyimpan jarak
terpendek */
// inisialisasi graf
for each vertex v in vertices:
if v is source then
v.distance = 0
else
v.distance := infinity
v.predecessor := null
// periksa setiapsimpul
for i from 1 to size(vertices):
for each edge uv in edges:
u := uv.source
v := uv.destination
// uv is the edge fromu to v
if v.distance>u.distance+uv.weight
v.distance:=u.distance+uv.weight
v.predecessor := u
// mencari loop yangberbobot negatif
for each edge uv in edges:
u := uv.source
v := uv.destination
if v.distance > u.distance + uv.weight
error "Graf mengandung loop negatif"
3.Kesimpulan
Baik algoritma dijkstramaupun bellman-ford sama2 digunakan untuk mencari lintasan terpendek. Namun,tidak seperti algoritma dijkstra, algoritma bellman-ford dapat digunakan padagraf yang mengandung simpul negatif, selama graf tersebut tidak mengandung kalangnegatif yang dapat dicapai dari titik awal. Algoritma dijkstra lebihmenguntungkan dari sisi running time , namun untuk permasalahan khususyang mengandung simpul negatif, algoritma bellman-Ford lah yang lebih menguntungkan.
4. Daftar Pustaka
[1] Munir Rinaldi, DiktatKuliah Strategi Algoritmik, 193, 2005.


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/[ 1 komentar Untuk Artikel Analisis Algoritma Pencarian Rute Terpendek Dengan Algoritma Dijkstra dan Bellman - Ford]\
Dimaz Julio mengatakan...

kami juga mempunyai artikel mengenai algoritmaa djikstra, bisa dibaca di
http://repository.gunadarma.ac.id%2Fbitstream%2F123456789%2F2734%2F1%2FKommit2000_komputasi_008.pdf&ei=452TUN6IC5GHrAfq3ICQBA&usg=AFQjCNFjUuLg5YEIWyE4wM0RKhtEMqWHEw&sig2=ZbmirwkkaJyvPx1woPKTqg
semoga bermanfaat :D

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