{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Sprawozdanie z projektu - sieci neuronowe\n### Temat: Analiza histopatologiczna\n### Skład grupy: Aleksandra Kostkiewicz, Sandra Stelmachowicz, Daria Pawlak"},{"metadata":{},"cell_type":"markdown","source":"### Na czym polega nasze zadanie? \n\nNaszym zadaniem jest stworzenie takiego modelu, który na podstawie skanów histopatlogicznych odcinków węzłów chłonnych wykrywa obecność lub brak tkanek nowotworowych. Korzystamy z mniejszych fragmentów obrazów pobranych z większych cyfrowych skanów patologicznych.\n"},{"metadata":{},"cell_type":"markdown","source":"### Nasze dane \nW pierwszej części naszego projektu zajęłyśmy się przygotowaniem naszych obrazków, aby móc na nich pracować.\nDane posiadamy z platformy Kaggle,które są zmodyfikowaną wersją PatchCamelyon. Zbiór ten nie posiada już dublikatów."},{"metadata":{},"cell_type":"markdown","source":"\nPoniżej pokażemy przykładowe obrazki, z których  nasz model będzie korzystać. Etykieta \"0\" oznacza, że nie występuję tkanka nowotworowa, a przy etykiecie \"1\" występuje.\n\n![ma.png](attachment:ma.png)","attachments":{"ma.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABG0AAAI8CAYAAABLbFavAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsfXeAVdXV/Xp1eu/MDMwMM0MZehcUEFFQsZfYYjSWmMSYRE2i0ahJNDHRaBJbviQaexd7QQFBEBCQNrShTmWY3vu8935/7HPPOgQ+YzTfiPmd9Q/Dfu/de+455+7T1l7bFQqFYGFhYWFhYWFhYWFhYWFhYWFxdMH9VRfAwsLCwsLCwsLCwsLCwsLCwuJw2E0bCwsLCwsLCwsLCwsLCwsLi6MQdtPGwsLCwsLCwsLCwsLCwsLC4iiE3bSxsLCwsLCwsLCwsLCwsLCwOAphN20sLCwsLCwsLCwsLCwsLCwsjkLYTRsLCwsLCwsLCwsLCwsLCwuLoxB208biS8HlcmW7XK6XXS5Xi8vlanW5XAtdLtfgr7pcFhYW/52wPsfCwmKgYf2OhYXFQML6HIt/hisUCn3VZbD4msLlckUC2AygB8CtAEIA7gQQCWBMKBTq+AqLZ2Fh8V8G63MsLCwGGtbvWFhYDCSsz7E4ErxfdQEsvta4CkAegGGhUGgPALhcri0AdgP4DoD7vsKyWVhY/PfB+hwLC4uBhvU7FhYWAwnrcywOg2XaWHxhuFyuJQDCQ6HQjH+yLweAUCg06yspmIWFxX8lrM+xsLAYaFi/Y2FhMZCwPsfiSLCaNhZfBkUAth7Bvg3AyAEui4WFxX8/rM+xsLAYaFi/Y2FhMZCwPsfiMNhNG4svg0QATUewNwJIGOCyWFhY/PfD+hwLC4uBhvU7FhYWAwnrcywOg920sfiyOFJ8nWvAS2FhYfH/C6zPsbCwGGhYv2NhYTGQsD7H4hDYTRuLL4MmyG7wPyMBR94htrCwsPgysD7HwsJioGH9joWFxUDC+hyLw2A3bSy+DLZB4i7/GSMBbB/gslhYWPz3w/ocCwuLgYb1OxYWFgMJ63MsDoPdtLH4MngDwDSXy5XnGFwuVw6AGeozCwsLi/8krM+xsLAYaFi/Y2FhMZCwPsfiMNiU3xZfGC6XKwrAZgBdAG6FxF/+GkAMgDGhUKj9KyyehYXFfxmsz7GwsBhoWL9jYWExkLA+x+JIsEwbiy+MUCjUAWAOgF0AngLwDID9AOZYh2JhYfGfhvU5FhYWAw3rdywsLAYS1udYHAmWaWNhYWFhYWFhYWFhYWFhYWFxFMIybSwsLCwsLCwsLCwsLCwsLCyOQthNGwsLCwsLCwsLCwsLCwsLC4ujEF9q08blcs13uVwlLpdrj8vluuk/VSgLCwuLI8H6HAsLi4GG9TsWFhYDCetzLCws/hlfWNPG5XJ5IAJJJwKoBLAOwIWhUMjmj7ewsPiPw/ocCwuLgYb1OxYWFgMJ63MsLCyOhC/DtJkCYE8oFNoXCoV6ATwP4Iz/TLEsLCwsDoP1ORYWFgMN63csLCwGEtbnWFhYHAbvl/htJoAK4/+VAKZ+1g/CfRGhmLBYAEBbRxsAIDY6Rn/e09MNAPB5PfxNRDgAICzMr21tbZLtrKe7W9ui1XWijesBLgBAU1OjtsRERQIA+vr7eF91HbcvTNu6lS06KkrbIsKlLMFgQNv61XUiIiK0rbOrU67n4XP09PTKs/l82tbY1HzIdQHAYT65XC5ti1Jl6O3t5/eCQQCAP4xN6PPL32YdVFRUHPZbloEsK5/Xp8rZo21eZWvtaNW20aNHy/X6+T23R5W1n9fzhrEuA93y3X6jDGGqvjrbmbmus6tLnimcbe1csb2D32ttbf2n0gNhYVKHQwuHalt3R5+6bqe2xURJHfkiIrWtvakFACCHGwKPW/4ON9oVIWn3xkajP6m67u5mfTSpdvX7WQce1ReiY4z+FCGfNzQ2aFtbi5TZ7GPBgNRbVDTLElTtn5qaom29ffJbp34AoK29Qz0b+5PHLXu1Zl/s7pG6LxhRqG0V+8phorWrDV29XS58dfi3fU5cZEwoLT4JABAKyXN39/bqz/sC0m5RUXwHoyKlb7iN/uD1Sb/p6mI/jIiPkz+M7x0RLtVTDVZjR5v0Sb/hI5w2amps1rboKOlfVVUHWWb1HrmNNo2NjQYAxMVFa1uY8g19ffR1vJfb/A8AwGv4Xcf/+bzsw/2q3np7jPrrl37q9DMA6AsE1OMa/kA9Z2p6qrYdqK6W5/DQh3Ur/+P3sG8OHy19MhRkkesaawEA4X30FW4v68PtkS9HxvI9DwWlPMarhbZmac+YKNYbIL9tbWU7hNxybV8438HGpiYAQEsb3zevOgeJN3zwoJwhAIDNW7doW5hH6jVkPFRiQgIAIG1Qhrb1dUo/6THqvFWNf80tvK9btZ3bw3Z16r+/nw/sV2Oc6Q+SM+X9iIuJ1baaAzUAgK6OLm1zfGJGRrq29fR2qbKwrtrbxOZx+Q77bXcPfXHOkCz5vuHb2zvk8/AItkd1Y2V9KBSioxt4/Ft+JzExMZSdlf2FbnQk3vN/2uGa13P6iPNuKONh33Trvw8vTSAYPMxm9kPnc4/38L5p9kNnTDN9k/Ox6Ut06dyHl8X8Hi/9+WrwX37LceOu/42d/hlX+BeMdv3pEb7nNq/rPJRR50e6tK4j15HKdIS6NL7nUvMDsx2Cyk+Z/sr5zaH9KXjIZ4fexPye4/N5PY/6TVcbxxKfW3xIfx/LXFcvftfto+935t9d7fSJqUmJcg2fMcaqMaIXnIt61bw5YAwMW7dt/Vr5HACIj4oJZSQmAwB61Vjdb3SOpmbx0X19fPbISJmPxsXS9ztrC9NWXlYGAPB5OVYPyhgEAOgy5tf9vTLXMPukV/3GZ6xzutRcv6uT44vz7vqNtV58gsyxenr4Pa/yI15j7uQ8U6/xbL6wCHU93tdZc7UZc+SAml9nGuOu84qb83CnT7cbaxaPX/pnRCzHq3A1fzS94o5t2w65LgBEh8v3oiK5JnDWejW1tcaz9an7s168xlzHpS7q8dA2eLCMPwdrani/aCljVDTv51Jt09zANU1srNR5MMAnaG2W+kpw5rzg2rfXWDMG1TgSCLDeutUcJspYS8fESFka6rn2cdae5porUq3Xu7rZ/mHhMocx11fOfNXsd878PWDMfzx+qaO+Xs6JnfmR201/F6v6/iFzZ1W9gX72Mb9f2qT3kOvJ5xHGGtOpS/M5fGpN4Yx7tc31aOlo+5fD0JfZtPns0cD5kst1NYCrASAqLAZnjPsGAGDlxx8BAE6YNEt/d++e3QCAtBR2jBHDCwAAQ/Nzte2jZcsBALt27dG2446dDQA4dsZs3jsoRXz5pRe07djpkwAAdbVV2rZ71w4AQEw6F6w7tgsLccb0Kdo2cph83mlsYjQ01AEARo8p0rYNmzYCACJj+RylZeJ/U9PpGF56ZSEAYPiwkdrWrzqJ31jITJ0qvrq81OjgvVKGnLw0bRuUKQ57xszjtO26H94AAKiopBPIyMgEAIQC7GgZybKYKt1Xpm2JyTJmLVqzWNvWvfkJAKCqkd/zx0rH9dbx5U3M5+ZJ8/b9AIDGA3XaljdyFABg/apV2rZp22YAwOCCHG3rd0uXWrlqhba9v0TKEwzxJcvJk7ZZuOQVbStZL228YRMXS7OnywIlo2iCtq145R0AgM9Np5IQEw8AGFbEdg2qBcdzzz+jbcfPPB4AsGP7Lm175dW35Tmyh2hbXJz0hRkzOe6OGi19+5lnn9S2D9+WxXlnV4u2dbRL202bPlbburql/a+99nvaVlYpz7t4yVJtW75itTybsUETpRxmurGALlHvwKJlH2jbDy+8FgAH0xdWvYSvGP+2z0mNTcSfr7gFANAXECe6p/KA/m51814AwKSpBdo2ZfxEAECMn+9vUrosqDdvZX8de+rJ8oc/4bBCBY09EbdXvWc9fN/WLv8UADAknr/1euU9euXF17Vt6uTZAIDbb7lb2yrLpD9EeDmIzz9hJgBg3jz2r/wCWVxXV3Pu52xMej2cyLiUr0lKTdK2Xbt2AgBSk9mHGyqk3ir3cDOvukYm0EtXr9e2mmbpu85kCAAS4qXP/fDG67Tt9t/eCQAIj+J9d+8VX5EZx42B1cvkfe/v5uD7yFMPAwAKqlm+6GR2j8hEGcQnzJmobb2d4p+62znZW/y6jCXHTzlW2zxB+e27S9kOfRFSR1kj6A+efuFVAMA7S9/TtnTIcy6YdLy2/eqx/wEApOXR9+fG5gMAgr30mRcuOBsA8ONf3aptVeuln5SVVmrbB0s/BgC8vuh9bYtQGz7hcZwo9AZk4t5UR1+SmSH1Fe7lxOiKuy4CAJwyZ7623XvbvQCAbZ9s07b4aHkfbrn1J9q2r1z8xqtvsq5Wr9wKAIjxcmyKjZDf7t69Qdv+dts9AICPP/lI2z5eJ756+KhjtO1XT93Iwearwb/0O6bPyczMxLvvvHfolz9nGPqRvnfkhfcXhz9oLHacxV0X+2GoT94zT4jf83vE13hcnJe41AZlSxsXMSG1WRNuHE60qY3u2AQubPqDap7j5z3aOmWxHu7lbz1qcdJjTJ5Dbpnk+oyDIWc11Bfg5qYzCTcn40eCS80j3CHTdnidO5/3uo3Ds0Pa63+/z79qf2eiHzIWGM5mTbjH2JhWfSHQzecMGQtVB91qau81NsqcRV0IvIezoeY2Nux9asPUF8ExoqdP7tfV3aZtEeE+VU4+W6BP+pHZT0KqLs1+3BuMU99ju8apzZUtSz/Rtoxw8Zn11Szzw4+/DACISs3UtnFq/l288kNtu/ZbFwIA0jK4+eBJlnJVB7hITRgimzvN3ZzXFw4fetT7HOBQv5OekIQnrr8DALC/QsaLFmOz/8VXxUdX1/HZJxTJ+HjKXPr+frXIPmXuSdr2/e98BwCQpjbCAOCO224HAGzbzPl1bZUcxAR72V4pSbIuSSviOqd4U7H8u3GrtjmHjrn53PA+4zyZY+3ey3ukJIp/SI2P17YDB2ROVFrdpG2Z+dInsvKGa9uLL8uY/eHiJdrWqg71f33zzdrmCUhV97Sxv/vVBsfyNSu1LX6w9M8xx8/QtmFTpE67jXd5QtEYAEB4H9/HqSPHAwCmT+ScbdKkyQCAPz30oLZVHpA1QbhvEO+bSN8X5pc2jo3lHP+BB+8HANx3//3aNm3GdLnvDN7PnyZrvNeeelrbTpp7KgCgs5l95/03FwEAzl6wQNta6qSty0p3a1tHpzxzazPbYfsWWddNm8i52PGzZd3/xKOPadteNfcbOXa0tk1QdbmlhP0kvzAPAJCdw7lfyU7ZC+gz5oiRiiDS1Mj3OiFTfGmVsQZoaJD5UUQ4x525c+cCAKrVwSLAsaipievwbLXGq6rk92pr5fMxo8dpm7PRt20b51PpGfJedKuNnB8+fDs+D77Mpk0lAPM4KQvAgX/+UigU+iuAvwJAUmRSqLNddjqnTpLGCPNzQMrOlstVV9FfOqe2aemcxJ84fx4A4LgTODGepDr+Y397XNuWLBEH7jcGpOQMmdxGhhuL2AR5+U2WyZlnngkAqDnIyfK998pENjqKE95vfetSAMDbxiQtRi3EFi3mRDZc7XK2G4Ptj38kGyovvMBNpfnz5NlKtu/Qtl27ZEPg4AE6kJRUGfSWLF6mbRMniWPoC/B5H3/yWQDAVVderW3lpfsAALExnETNmy+dtK+Hnf7vj/4DAHDHT7mIaG4WB5eVywGzqUU67JpP1mnbyrvvY7lGywbJlPGTte1nP/gRgEN3VQtGK+dqnISPHCmO/pQLz9W2a7aVAACWLuUAfdl3rwEAbFvBejv1tLMAAIMy2U1fflIufrr6DAAWnCxtvXcPF7dbNss97r3nz9oW6JfF3Hnnn61tGzdsUfcic7Vkpzif6pp6bcvNlU1HZwADgPfek0XX+PHcQFr6nmw6xcTTKUfFym96DHZTncPOMTb39u2Tdt24cbO2nbHgNADAk8/QKTu70lMm0YlmDpL36693PqJtxx4jTn7dOmnX//Ti4Qvg3/Y5OSlZoUq1sVBTJ1/95lV8FzZsXQMAWLiQG2drlssAccHp52nb0ndk07D8wE5t21Ys1xs5aaa2rd8mbbB2yxptKyoaDACYMHq8th03T3xX535ugDSrk7CLLr5A22oq5X0bP44TnjrFgpg6mYPCtCnShxyWEADs3SUbUn197DeFhfKOJaZxAtDUIH1p5w5uPBYOk02Fxgb6nORU8Wu52VnaVlwsA3YX6HOi4mUzcN++Um3zemRhUWhsvp93kbwzlXXcUJ5zimw43/KTn2rbzdfcAQB4diH9ZGSy+K5BDWS0/OTm7+i/s9XzbV63UduG5MkzLV2yVtvWrNsEAGiu48B+8Xnyfienc1KwZI1sLDz1xiJtu+ePsnH0w+tY1n1bZVA+sIcHCjfeIJPB717yI23bvFH8RqxxyhanGGE/uZz9MylWPm9t4WmmS224JMRx0lrdKL4mO4Fl9qvFl8tomx61SC8t47jmUptrXg6JmDVbJqG9TbzvzOli84Zz7TCsKAcAcM8p92jbyvdkUvvKs9xU6mmRPjj7+Eu07a23XwNwaLvGqfJv2roQRxH+pd8xfc7YMWO/mFDgQMFgwbjUaZ/bZMsoVpQ7QH8fUIuY/j7OX5xTVXPzxFncB4yTR586Efe6zZNx6Q/GuRG8itkRNI3OwUzQ3ChRxTTXsNp2JHYQcSSSjNthh4TMTZeQ+uyQX6t/THbk4dc7EpPpX42dDhshZP5aNYm5f+Scyh6yp+R16pfl96vFocdl1odzDaN8qg37jUV2oF82z7oNJnuEOp33u40NJHXFUMhkcjo2k/GkmDuGH+qHYuMZJFWn+tMyeJiUHiljTWsDGQNR4TL3Ld/Lg9dpY+UwdvtGzv/6zpE+093E5/B7ZSMqIZ6bD5G9MmaG+g/f/PoK8W/PdSYWjgpNGC1z7PY2aZP8VNZlT79U9pjxk7Rt1gWnyB9GnyhbJmPm4sU8rL3zTjlgqSor1bZVq8TPm2x5j89h+3Nc61H949U339C2rZtljjW2iAv0g9UyD6g8yLZ+810ZQ44/YZq25amNkp4OMrI89dKfTj6Zc7G91XJI/OMbbtS2mlqZT6Unk0TlsEz2l3O+/vzTTwEAjpvK+6YkyCaAy3gH6uvlN1OmcG1T2yK21Awe0lz7nSsAAE/+zxPa9p3vyTifncYx+6knn1P3YP35w2SOU17BzZH6er44M2fJvW+6+Xpt6+qWvjxyFOecTzwp4+xTz76obcccK893+Y95+Pur62S99+6bHL+j1Zzj93fdqW2DB8m6ZMF8bu6F++VdGpzF9WF7i9RvwdAcbXvkz7KZ5DOiW46bKQc1boNBs3efPHNR0Qht6+iSdq812Ei1deqwu/Xwd338OLZNVXMpAGD6cewn7Yr1bkZalFeJbzGZ8OGKKZaczDVccfFmZeN71qGiiJYt5+F5Tk4OACDkoZ8trZB9jsmTZR1mMsw+C19G02YdgAKXy5XrEt7WBQDe+Be/sbCwsPiisD7HwsJioGH9joWFxUDC+hwLC4vD8IWZNqFQqN/lcl0LYBEAD4DHQqHQts/6TXdPN/bslpPqgoJhAID8/Hz9+ZG0F3rVaU91I+lWs+fILlnaUJ74/uCK7wIA3nj7LW0blif36GjlaeG+A8KmGDN6lLb95hbZ9fvQOIF98CFhWIQMiv/sE+YAADYqyjoAZCp2UEISKf4Z2XKy7gvjqfdHH0tYxXHHMhzMYQJdeOGF2rbgAmFG/OZm7mhu2iSnwTFhDKXYXSKn4oMySUFvrJMd71eLWQfFm+V7f3v97/ztSqEm1tVQJyMtRXaeXUEet85zWD8lJdr2oQpVOPu7ZCGUFcs9zJ3K008n82S/Yp488/Rz2paidiaDxmnZxvXynD+79WfaVlEtJ8Ihg0aZO1na7rLMwdrWXCHPcv/vfq9tseoEsN3QoKnukDLefecD2jZlzAkAgPJ9pLi9+47QJ/fu2adtkyfLrvXCF9/Utt//XsJWmht4Uu/o6+zdxZ3xmmrZuU1OYRuOLpJwpw5D02HiNOmzy5Yt07a8HHnOsAjuxKareOL0cdylr35G6iDKiKWsq5PThoI8hqtNmSIhf9fd9UNtu++nUm8hQ3do8XvCKvjBD34AAHh7K1kGXwW+iM9pbG7Bc29Kez30FznlaDHo5D+747cAgIYuntolQ042LljwbW0bN0x26887nYyvAw2y079+C/vIooXCuHNHcD/88SVywvF6HEPPfDf8CQAwYSJ36GfNEt8waRJPwobOkD4yq4yHbDsVmyMzk0yLZcvkvj+89ipti8qSa0fk0MfuWyU+bt0a0oOjE+R5J00j46upVfpN1hAyHJvVSdja9WQR9fSIf55iUG6Tk3MAAMWfkuK7aZP85hsXn6Zts9XpWdEMhv35ouQU9U+/IsPtmReeBwAUFpJZVK+0aPwprOd9NWSPpLXLqVjGIJ74xBeK3/j0XrKq3lGhtq/gbW2brBgli1fwOTftkHe5soHj0J/+9DcAQJLh+8PUwfbm9aT4N3bLuBYZQVbQkCx5b7s6ODbd/Sd55tQYvr9jhos/mDN7trYdqJK2KRpJ2nfXFvGd3Z30JZnp4jdWF/M50mLkvvW91KA5QfW7g6VkfR1znJx6jcodpm07FfszMYUMzQbFnG2qo69Lz5byX/2987UtO9l5Xtbfh8vlfeheSCZYfoaM6W37+T0cPi0YUHwRv3M0o8/N076QCplx+znuu7yKZWJo1DlMjP5+Hsk787UYQ2vNYSv3m0wbFQLlMWJG3VpfyggHUqyQoKE36LAzQoa+giO1YrJmXIoS4zGYKs73TF0K5yeHnFYqiocZNuQOug/5vpRF6TUYWjruI3GqvgDPytG8CxkUmqBLnjlg6vmoZzEZOTr8y9Ab8am2cxlaRW51PZOB5LBgQka79qiQzX7KLyDMJ3Mav3EPzdwxGEohp72MZ3PmhYeUWYV0hIy67FFsqrhkjmsh5R79PoORrXxSVx8Z+a88K8y8kUPJ3Gg4ID5k4yr6v5xRwvRMK+C4cHC/jBvxiaYe5leLL+Jz6uvq8egjMsfpUeyxpEyOB9/7joQme7JZv4+otc9777yrbSfNFhbwyXMZyfDBW7KmcHTIALJqouIYfhamdIZMXUVHGqDbeL/yi0TOYOturi2GDJEx4ttXXaFt0cnSJs+9+JS2tTbK+BdmrDe+c5UwRTZu4fWeXSiRDi0tZOSkJqcdVr6MdFnDubxkX0XEyXOu20L2cVWFMJezBpOl8+Ofyhx67WKyKnKHSx9r7CHrY2iG3Peqyy/VtlnnCkPlqT+QffPoC8KILxjMMOywSCnXU39n+Mwjf31I/z1poqxLMnLytK2+WthKL73Eec1HH8ucJDuLbbh6pVwnI4G2Tz6S77kM4lmCCotLiuU7Urpf1vJtxvrlhBnClP75TVzD/eynwnTasZURAB7li9JSWOeTJshzbNvNuURXh9Shs44BgKR0qf/oWLKRRjshVQZjbOM6uZ8/jD6mS41Ly1YwxO2TNRJJkJxIBs348VKWvNwcbYuMER9YXk6Gz0g1B9u8la9mQOllefz0i129narMnNvlpUmd1zXKurO///NNdL5MeBRCodA7AN75MtewsLCw+LywPsfCwmKgYf2OhYXFQML6HAsLi3/GlwmPsrCwsLCwsLCwsLCwsLCwsLD4P8KXYtr8u/B5vUhPFTpUVYWEzJwwmyK3375SKZQbKUXLD0pYwMtvUphwylIJH3j0ib9pW6qi8buNbARNSg2+u480tYsuE3ralEmk83+wXLJx/PY3zNAyboxQ6R0hXAD4ZLXQLLOGMCynW4WT7NlPEdtX3xKq4TcuvFjbZs8VFfTf3UPBxh07hVLVYChtv6VoiN+8lL+dN+9EAEDp7v3a1qFEuNxuNuG6tZKZo7+PdLCWFqGufe9sinTedrtQ16oPkP+6f79Q//7xd2ZGSkiQEJzYJGbRGT1KQhRqDaHNITlCNa1azzCklStJP0tPkLY55hhmBHnzdQlZ8RhpGwsKJINPwKBl//ZOCV8xNOwwdZqEqhx3HLNkOTTqjYYY8rChEhZihm21NEu9FeYwPK54s2QKizfU6GuqJdQoN4dhRfn5Qul8/32KTlerkJEOQxRtyRIJPWkzUlfW1Qtd8fe/Zfv/9a+SVaa1ke1w8WWnAwC2bF+tbY2t8ltfONt65gwJabj7R7/VNkfUOz2dIrNONrIMQ8jbSXe47X3SFWOjhOK6bi2pxIWF0h4PPygUyjpD+OvrgryCPDz3tITXpA6XfnrynIv05/HZEkLUvo9hKvFxQpNcu4FhkFcrceB1q1k/cYkqRXMcKaPTJ0ioz7Ov0F/FxojP8wRI8fb7hCa5d0eptsVESv8L9/N7+Spt/ewTGVZZuk/eve1bi7Xt+JkS0rN0GcOeTjxB6LdvP0A/uX2HhHINHzlG26obhB4+3giP8qkQu+qDbPM6lYXKF81QivB4+Z4nnLzU634kVOW+VtI9RxbKu/PSi89r2w1/EOG8Hhfr3qcE7zbupIDwtOniq4NdrJeEKOnPvS6GNKYPJeU9V2X6a29jGFDLXin/U69QiC8tSXxEbhL9we33/gEAkBxP2ne9ekeT4nmP7cXSDnUN7BMpyeIrRw1nSFq4ClmqNNK2l1VJnZvhIV4lnBc0BFvXb5Z3tLaWIomjVea9n/+MAshvvi806PYQx7rmLhHEO6aTQnwHleDy0tfZT0K94qcSYlm/xcoP3Hbzr7StU1GV585npq2f3PsL+ayWIYK5Q8X/vPsqKeNDVKa6FSsZIjhnrvTZGxoZpvnnh0U4P+hmyJnFfxY9Rsi3E97jNlLIelXWKJfHFLFV53tGGI1LhRAFgnzPnVAdM5zJ0RDu76WIsVelcg4ZqZePkDmccB0aqCRlMtJea5Fg8yLGpOEzcISM1AiqDFVm+FPICaMybmGmVHZOQA8J21JXN4V5jxhS5YSGHWJSNuOGQR0+ZTy7MhlZseHF4Sm6HeFoM5uW10lkYB7fOhcywoi71VzGCaUFjOyjRmoBssrIAAAgAElEQVRwjxK57g2Yor7qOcyH80pfCBpCyQHl98yUxHu3SsimO8AwirQklbFnGMuyXYV0XXA2w29bq0oBAFmZ9NnpqfJbM1Qvwi/XaS1jVpivI/r6g9q/n3iyrDdGjGdI8dbtMsd/6z6GuT/7rPjbgtwcbXtPhcW31LE+xhZJGMjOEgo9J6vQll17GULkhDiNGEHh2BQlvTA+whAnVqm+j51BQdi1ayV0e1c51zm/+7GMxX0h9qdhap1QX8W5ScnuO8RmZMaKVGFZvV30O11u1Y+NBABpaRK6tH4TJRjKVcYmtxHSFRErY1JbJ/3dIiWj8IsH7tW2g1tl7lJSyuu1q2QYZy5g/2wrl/oNGcLw+Sr0r6yM68kRBbIG3VrMDJ0VRsamx/4hbVIwjNmPO7rlHV7+MddDI/JlfuczMsr1tMuzLF3EDI7jiqTPVJVTMqCtSeYSnjD61FFjZK6bN4yZV595QkK9Jo1jyHuVShdfuo/9JEuFrUcZSX0cqYzibay3BeecI8/TxzWSE1q3dBnnF2NHy3z2XjV3A4AbrpP55UMPMblKep70z4PGvHbeKSLG3dvDPrZ1u5Rh5cfMWnz1VZer33IeF6Ey7KWmMrTKwfQZzCi2o2Sn+j5Fln0qI6mTmdYXZmSC+AxYpo2FhYWFhYWFhYWFhYWFhYXFUYgBZdp4PG7EJ8gO59hxIhz0yzt/qT+PViJHbR3cVQu4ZKfTZ4irrlonQkklxg7vTbfdJPfwc+e+vk52N+/7H+aqhzqIvObiH2hTuGIoDMqkKOiWbZKStaqKO57OCcXYsdxFLCuXE9PnXuDpbXikCDVecTVTtz77nJwwDxtGYUdHPK+8vFTbamrk5HhL8QZte/BBEc095xsLtO3bl4lIalw0RbEGZ4kAVmUldwIrVWrXnHymn3vj9VcBAPPnn6ht99/7RwBAoJ/1V14mDI9U49Bkz27ZNT15IkXKevtEJOrUS5iq2PMMT9RLimWXcVsxd1CnT5d00o0Gy6hXnQTdcgvZV9nZsjOakUHB5fL9UobXDr6qbZdeehkA4MTZc7Tto49kl7S7l0KXzkn+5d9k6tmWJnnOacfwVMLrl36XX8isi86u8OTJPLmOipE+u2/fXm3Lzc0BcChzp61Fdqq9XjKL1q6WNh41iqf8O3fKacMf//gbbXP0zOqrmX756adE3HbXLjKeMtKEfbC/lGU5+2xJZz44k0JjDUpM9f77/6RtQ3NFxGz8OKYBLygUllF4uOwOv1XCU/KvC0LuIIIRSvRQHfmeeOZ0/fnv/yBpm3NG5mhboFXq+fWlTEV87W3CHonaz/ZLzhAmxr7iTdqWN1x23G++jemdf3+PMJUaDbHq6GjxEUl+9s1KlcK04BL6iI1KYDZrKvvIiafJeztlFpkxNQeEkTh0BBmEZXXCzrjjDzx9iPGLj9u2h8LGbd3SH0ZN4enY4KHiVxpbKTI3Zaa88/2d7Idr1snpz8dreSKRlCI+PiyedeVXvq66kqc3cYnik/oijNNWSF8793yyoZYvXAYAiDCYSmnJ8tuZ539f20aP4olPl/Kj5qlI1uQcAIDbawinqoOj2i4yclpVGs8bTucYsXm7jDUN9WzD8RNE0DvCYEZ1tKv06TuZGv7aG2QcOFhNMb2qKjkR3LiRfSdcCd01tdAn5irWaV0DmTYVB6QOwyN4MhMWLmPTrBPmaltmgfiucMMPeaJlyK8sa9G2KKedDD//6N+EnVV9gGXOypTx5a9/paD8NxQDbW85hfiOV2XwGOkyu1SfGTGMzMUwj/SJyy/9hraNHSfvZn0zj+XP/cl8WPzfIOgQVAybzvRtUEJCqq2c9NIA4FKM2O4e+jC/R/pkv5E+uU8xbELtbFOHsRE07tyjhBjdRr9x/nYZ0rYOOSNkMGhDilkSNM4hXerah6THdp7xkO/97wiZ55r6i4enBoe6+/+GI7JrzF8qGorHYMG4FPPETBfu/HUIk0n92WsILnuVwG//EUSMDQIVPIqNZL6rPl1vLIszT4s2hEh1CQxCk9vnCEcHDKPYAgbVxvm8r4+28DAZEyOjyezeVyaM4/wUnmR3dsmYFBnO8o0ZK2Pmx+uXaVtYUNYRPzTSGSNS/F9dHceFlAJhBj5739dvfmPC6/cjeXAOAGDtVmFfLC8mGzd9sMylH32Gor7zFBu3rYGsmohEYZR8sJhszCHZwoxwe8kUOEYlVRk9nvOQUWOE8bBy1cfatrVE5qirtnFMzEqVcW1vI9dwHhUl8fQzZPu7fOJPdldQJL9RpTNPjjIEq/uFrTusgPOkOpUoIsIQWe/ukPF73x6W5YRZ1wIAFhmslIRE1Rcjw7Wtt1v6U4shijs8X9axP7uAa73Ro4SVtK2E6507fifz+bBUg0EaK+V6+C8Pa1Nhvvy2bD+Zq309UmaPMUDHGoK2w0YJE6eiiqzj9RtkPC4q5FrV5ZK+39NNNq7DlhycwXVOmF++t+rDVSyXYjft2UeGz3fOljVoajrXZl3tUkdDsnk9h301fgxFwt9/X9KJz1vAhDUbi6XMg/M5/31PJevpNNicrywSJtgtDzIypniJlPWYmWSkb9guERTdQdbb8NEi8BwVx76zX/Utn5v9pEAlgPAY/rNb1Vt+PucwiWpuVVPDNPXOWrXXYJYWKqZ5XCJ9myP471M+MyyM79ZnwTJtLCwsLCwsLCwsLCwsLCwsLI5C2E0bCwsLCwsLCwsLCwsLCwsLi6MQAxoeFQgG0NSqqN8VEnbUbwjbORSj7Fzmm29TQpyxsRSF7GgQavdHH1E8KSdHwj8uuOB8bcsrEKoZqHOJudPnAQBiwni9FhW6cunF52nbHiW0u2kDBTHvvlvoWIMGUej1Bz8QEcVMgw7W1iE3LBw2XNtuuOEGAMBPDPHIJR8uBkBqLwCkpgkNtLubIWJ7FFVuwjRS/+acICK8q1ZQnGrxEqF3traR/lY0Wqhz27eTDpg9WEIkTKHc9z8QUaeTTzxX23btlNCqkl2kJt75axHcOvkSUtb9fqH8HTSEvI45liFELiVKt98QLx6kBGCH5OdqW52iaO4tJzUwe4jUa2MjBcZCinmbn8dwiMYa+e0NP2RYSrQKUxs/fry2RagQp4mTSBv8aOUyAEBFBUXWvn+tUP82bdqibYs+eAMAMHkKw2taWqVc2Tls/2UrpC7Lykk5DSoqecgQwDt5nghgvfMWheFyxyhqcq8h+BiS59ixrUzb1qwSKqcTZgMA+/ZJvZnijp3tQq1MTWXo3333/RkA0NVJ+l5khNCeX3/zDd6jWEK17r3v9/KsLQyp+LrA5/UiPU2EvoIh6e8/vPFK/fmoCRIS9+xTL2vbu6+8BAAYdgzFeg9WSRjLsMkUmG1skZCa+CFsA3+s0B/HTzpB2046TcTUzj+X4uIHKuWdaq5hqNHVVwrFtswQNT+oQpw2LGX40YTpEpaT1E3KeHiS0GUbatnndqj+EJVA+mpnh/SvziBpn00dSmTOCLdJTBXapy+SfnL3fhEILJjCEKycJqGqv7eUYrypigJcWUJBwV2V0nc/XEOf3dmowiG8pNzfcZuE7C157V1tG5Mp79ac+azTk6+UsJwNnzK86J677tJ/Txsn7drfxdCNQfuFLv3AIw9o27e/d508R04On2mk+CRfLKnRLZ3yHiXGsS4rtJ9iXaYlS1/zemjLyZE6/Ma3jPFlm9TN8y+S5rx2lYQCZE5ivyteK/59yhT60wvOk3CidxZREP3SG1SYWB/7U8Anz97ayVCAuAjxA3WNbJs3n5R3/rtXMRwsMkzapMMQk27wy7jid1EUdPEiKd+4iXwvehrFr3S387flpTKWxEeyj1WWSRhnYirrdNZ08csvvkSfaPGfhc+Ij9ECuYfEEB0eauSIRAYNYU4HASMUxhcm/TlohsKosc+kizshPyEzOMnlCCB7DZP6nlk+1+FhT0EVymOK9npCh9sIM17p8LNLR0w4iMPjmjw4vCwAQ5fMmnQ593Yb39NVboY4udTljO+pv83QJSd8KmQIR/f3ynvW18f3rc99uPivU18hQyk5qNraFTJinFSfcIdYL11qTus2nq5XtbvZDn4VgmHaHKHVoCFOHKXEf9s7OQftUeKpAWNV0tYqn3vSecFwFVYQ9PI5klJk3B02k3PCylIJj3hy4d+1bfIMSYbRYsx9G1tkXIhN4Fj3dURbRzuWrpExpEeFz2Xl5ejPN6sEBsfNorRBQPVPr5+hGZs+lbD9i849S9uiYmVcazbCpZ96TiQhph9LwdVX7pQwoM2bmeRi6nSp844OLsRKS0sBAKPyOW60tsp8KnMQk2bEKJHgIcM5JjY3SdsNTuH3zlcCv/tLuM5Z9N7rAIBQN9u6vVnmRxedc6a2Dc6QUPCiAkpNLF4iaxmfm/eoVaHC55xxjrZ9uFgSrhw0wrd2bpGQrznzjjdsUvdjT+f1HLdzwiwK+0f4ZH1SspFJMGor5HqR0Wdr2/TpFHDepUKW3n77bW174CHp82PGc66WlSbzqJoahsbnZkr9Fg7jmnvHFnn2NENct1UltImO4juSp8KY/qDWBwAwWwlQx6n+AgD1WtCazmjqsbKG2rmb4Va790sdRidxrRIWLdd58IE/a9u0WdLf7vsFxZ8vu0zkLj78iPPk5ASZp5x0GsWfY1XykPOOYZ89qESnW+q5xly9SsKtzjrtVOM5ZH+it5v92JssdRTh51wxN1fCpz5Zy7V5a7vMy0aNY4hYggqVypkskhQuIynPZ8EybSwsLCwsLCwsLCwsLCwsLCyOQgxsym+fD2kZwlIZM1rYD908fEFjq+xgmaI+brWbHpfE02z0yQ7/5d/8pjatWLFcvm8cjHQ3ycngB+9RUKuuUsSaJp5I9sWWTSLWtXAhT9svvlhOxbdvJ3skPFJ2ozsNFsx9fxSRz5NOJPMkO0dOas3dxp27SgAAEyZQtCsvT3Y3S8vIQKmolhPJs0/jLvf514go5xULaJs0UU7br/nud7Vt5QphX7Q0cycwRQl+9QRoGz9BGDv+MJ7yTlQp0E0BwXET5bS6/AAFrtZuEYGx/maDzRGQXdiUdIosdbTwxHdooQhR3fWb27Xt/fdEYCo6ir/ZsFnaIWCcjBVvk9OSSUa9xURJX9i9m4K7rSol3bGnnaxtI5Toc4tRlgPVcuJf30hB1AkTpT5Kdpdo27EzZSf7pMvI3OqrkJ3YFR+RVfDJOmGjXHIJhVO/fcW3AAAPP/Cgtg0eIkJuZjr2MJXiLTmZJ9dDB0ufGTue6dE/XCT3mzR+irZ9vFx2cQ8eZNtkD5Zd8+4enixkZkr7t7WTJZOQIPcIBWlrbZf+kaWE7ADgj3fLTvb04+QkYMsi1s/XBoEQQi3Sn35zr4ie3/onCvOeNEee7YQZPO0I/lnSsvvAfuOclAZqWGdvvS5MuTPOP13bElWa9A0r6Tfuuu0vAIDkVKYeDQ+XnfmsfjrAgBL0NFllU1R6++pWI916vPihXQbLZJhKMZ1TxJPGxStFsD0USTcfo5gzB+rpY4vGyG/HT6UQd1ePfB4yhN1Ts6Qv9dWwfDfeKHV69Xeu1baaKjnJGV9ENtvcWXKy4jZOnCNVqvTx4+ZpW3mpnGaNy+dzbFojfq0gnaeBeR/IyXDJfvZ1l5Ha8/l/PA0AGD2KZWhoEb992gUUvn32uUcBUBgPADLT5KQndxjby6NcZXu/IRKcJfXW0kBhwg51cnzumRSN94epdq2m6GKJEiksyOM9Fr8nJ43HTeXpWIoS5ew1WHFrVsu7P2EqxzCHEFC8hX2iuVvKFZtC0b1c1RXGTyJrs3iR+PQ7biVTyecWMenMtMHaFuyXU8DkeIqapyfK54EutmtluZxc7dzGU7TBKk2vz0fR5mglop8QQ6bVB2/L6WhKDMts8Z+F22RfHIH14XIEfo1xOOQ6nHHisG58fvoXj+dwxohfJXroMhIC9CmGdb9xX7cSDA0Fj8BACfJ6IYdpc0g6bl0o2vSR5L9/Nhlyuf7Xz8yruY7A4nEb7BymEze+d4RLO/rDQdfh1zNNTopuk/ESUkyc/h5jLHEmwiaryu2waWhz2FQuQ9hYq1ObqcsVmSrcS6ZcX7/4036TVaUaImiIIntch6ca97jkOn4PfxtQqcZN4VC/OsHu6uBYnKZYoG299P0lu1VSh5FMRHHyN2W+fGAP/W5tk4zfo8dzXIBi8+/dQpbG1xEhUEQ8NV18a0wMU1u3qjngwUqyQryKoVaUz3TR7Up0+PgTmKjkVcU+PuFE2m7/5R0AgL1VZG5Mny7zqMR0jhtd7dJO3hDXIKs/kvXaAiNxyPBC+fv5117TtnXLhZmbmJmjbT6f9AmTRfbGazJuXHIehW13bBa2RPIYsnkiFJvYZO6FuVWCiplks+4qljlHcirHoVFqvXb8jGna9sgzwgw+fiRZwC0qkcDbixZr2zevvgIA8OBt92hbSpqa9/cwMiJCidH+6JqrtG3zeon2aG7m90IhvocZSkT4uuuv17bmJmG35A3mWN2h2GWF+UO0ra9bGMRPPfW4tj34gDCR4+O5Llm3Vspw5Vks15LF0obVBzg3DRsnc5L0NLJna2ulf3iMVOMOezDaSJIwWqXtXmhEHnhUJMFl36bQ817F0F37CdlI8+fL+jstjUym8WNlPps5iEl4ekIyBi1f/qG2VahkPaOHF2lbltqn+HQd2TLbioU9dtm3uO9QVyNzrOxM9venH38WANBtMB9b1DswKIt1/+KLCwEAc/bKmrS1kckwPguWaWNhYWFhYWFhYWFhYWFhYWFxFMJu2lhYWFhYWFhYWFhYWFhYWFgchRjQ8Civz4cURTt6e5HQ0WNjSMFywkWGppBq1NQiNK9jpzM05LZbhQa2bNEH2lahhI1joxluMyRVwpS8Ae5N5Q0WelJVWam2ZWcIpaqulTT3sjK5XkwMr/fzn98KAOgzhPdGjxZhoSefeVrbHLHhbTsYIjFxotDG2toYXvHTn8r3IiJJ+9+7W6icRaNGaNu0wkkAgGFGyIAjNFW8hRT0Ky+XUCm/j5TIv/39MQBAeRUpka++LrSsq67+lradeZZQSR9+8K/aFh8vNPdDBJJcQvlqMEIC0rJFeNRkAK9ftlT/PSJXwpQO1DIkacECobN1dbMuZ88V6mW7IR5arehnixaRMrdPCVbV15CWt2C+iE099af/0bZVSkyqygwhUtTPHbuKtW3SZKHKnns+w88aG4XiuPst0uhuuPHnAICWFoqxOSKMAYOrfdKJswAAp57BUC2foib39bCSVn4s1y7ZyfC4b10ufez5f7ygbevWC223qGiitl1wvoR4PPYERfZGjxHRabhYf5lZEuqxdw+FR2trpV27jLL010pdjjcEmnfukb71l78/DAB4vZjCp18XtDS04u0n3gEAjB8iz/bxC+/oz2ecJaFNIUa9aKExXybDNlp2iEh1VSVDg8aPl5CfxDxSi1trRTi4+iDfj0YlnB6RzBDPgKKye/1sgylTJASwvLFS25zwzAuuIz20tV6uPcSgudY0i629iTTyb115KQDguWdIN45U4YjefvbXy68QumdfP/u1S1GG+33sSz6vhFb5Uuizb71JQmo+3UgK+oZPpb+2N/A5urqlDhacdYq2HSgTIV+fIbo9Nk8oqr0N9JPxkUKhjTeEItt75DlTfLTVdPI6yTFCD1+jQsQA4LgTxS+2NbJtjp0mfvn44xh+2d0p7d/WzPqYeKz4+RUr12rbz+68Uf7oJw22p0n6R7Qh7JieKv6zwwhRzEiT8i0tXq1tfuUjln5A39nZIrTaqDD69A390ideeZ3tetEesV1yBcWOg16hBT/21KPaNmyIULw7yuiL33tbwi8ba+lPO9ukDobl0x/s2SljotfH8dSlQhkOVNHHBgPSXpddTuHtdR/LPUYUMgyxolz8XrwxB2iuEYpwSxPD9yz+swj1MfzECft0m+FAKn7K5aY4bUiF2wSPECYVFsa+7oRFuYzvOZ/3GO+JI5rbb8RqhUVK6FxfF8MoGPZkxuqocJsAy+zc1wwucorgDh0ej3QE0+eGO8Q5S8iM0VLxRIeYVGxTMHR4yNQhUGK95vUChnCvvrcKMfK4OSdzq6cOGSLRTuiIGZLktLHL0Bx26vBQ8WT1P6My/SrWzAyP6lRFDfTzvk7SiZAR4uSExHoN7QInVCcsimOiE1rnA0U9o2NlDG5QgvwAEKFEjJuNedhQlYgkJZHjQaMS4h+khEEBwOMV39/byjK/9fSr8v2Kr7fP8bg9iI2WOF7nHdq/iyHtcdFSbxMKmSCls0PGl3UrVmrbb399JwBg8SKGDG/bIddZvobSAEOHy3Vq6pj8oErNe5qbGerxsbr2xNEUYZ08VsbdTcb1iobKem3UMM6n5pwi84Vf30shWuf1O1DOxBzRqpsfrCzVNp+775B/ASBOhdtccBFDXPaWyNyl0lifzD1W5BEGDWKCEY9b+mVHM/virVf9BABQsofrsE4lO5CSyHHtL49KyFFaGkV2T1MhPUnRnGe2NUm9BXr4/tz9Bwnnf+Avr2jb/jImFwhAwhRnz56tbS+9JOFswX5Kefh8UnFNhjTEoAwpT+ZghhW99LLIhLz1JtdcE8dJyPbfH/uHtg1WSWKSkijgvLtE+snsYxlC1tYkfSImgj6rpU3CsiL8rI8GJY8ypmiktq1YKyFQZrKCfbtk3uD2GWLsas0YFcbw62Xvy/5Abi6T3XQGJMRs+fLl2vaj70nyGo/hK9tVqFLFfq6bRhbImrzOCAdzpAy21jC0sk3N2XJyuV7PyJCyrlYSJgAQFS5z8T/9QdZXtcZ69rNgmTYWFhYWFhYWFhYWFhYWFhYWRyEGlGnT2tqGxUuWAQDi4kQMtbqaJ3RxSnwwZzDFGX9wuqTn9fq4Sx8bK7vJM2by1G7Dajmx3FrMtM2V+2VHMSuNYkxudWIz1EiFF1IibAFDtG3LZjm5dFLTAUCq2pWsr+dOqyNguX0n73vNNdcAYApmABiUIWXYvn27tlWUC2MkLo47rY4A8t13/0bbXKqZWlpZB0VFIprV3EJxqieeehIAkJ7G+iveLuXKHkz2Upjajb/79/dp2+9++ysAwIOP0PbkE8Ie2lPG3cYHHpL0bmlDKO7U3qZ22tt4gu0InAFMFZ0/mDvozz0t6QJ3lVBMuLJKfh8ezdOS7h7ZJU8zhK2iI6W+cieTabBbpY7LyGC50gbJb3KG5mhbl9Ku681lW3d2yt8OowUAvv9LERK9ZT5FS91KjXTIEPanVJUW77HHn9S2M86UNHFxhshWS7PsyL67iKmMoyLkOXft3qZtP7ruFnVdPsen6yXt+Nat7E9DVIriOSfwHfj2FSKG/PwLLEuWSq1upjT+VAnYhgI8Id21V9qhs5OnV84pYYlijJlp6L8uiIyIxCTFUHrh1ccBAFMSKRD+l1ukv3/jgsu07dG/ibjcqJF8j3IUQ++FF97StgIlnDZu+iRt6+iQHX+/cSKZnaH6bg/rb+hgaZd5kyl+lpQhO++x2Tx99Jap04levue9nXKdniBtg9LleoE4g7kYLbaPl5GR+N6bcsKQbpxcTJ0qJxvtzTyBSciWsnQZ941RqcNL3qMA3F2/eggAsGzrRm0bPVhO1A4awrtdAaEyXXMbxfK2KPHApBjWVb1KnZkUToajV4lWHqw1mC9nSMrvpo95Orp9PX1wX4f4ytwcnip6vVKXkYZwakSsMFi6a8kKilAMg9Japl7/0U9EaHnccWTuTF8g/WrLWrL2CofJ6VOEkS43KlndLypJ29Kq5KSptpKsgordcnpmnrIFeuR0rKeT7dCtBJfDjZTkqz+Scp1yCoUdk1Ll2dLC2Ce6yqUdtm5hXa39RN7vDINB5TBtKg2R/IlKmD4U4sllwVDpE10GdeHlV54BAPzyIbIej48U37l5E33dMSpVbFs1x43izeLHN3zK730dcSgD4/PD9RkCuP/OPZ2/j1QO3yEmxbQx0ko7ZQj0G4LAik1hpvI+RFxXoUeJqfuMtN0dbfLeer28h8/nCIKyLzkpwT0GqybMp1JIG/60t0/ehc52sgqd64WFc0xze+W3Zkrynj65hyOODACdilkXHU02W3e33CMigie3DjvIa5zIdnXRpyclyfvd2UU/1aHe27g4+rNuVX4z4YJT/vYOiuv6lc3v5TN51Dlrfx9Fh51yxRislZBil1cb6X3T1Xyow7hHmEfu4XUZbGpFZegzhI2jlO8s3805SHa++LqGLkNAU80ZoiNZb141r+7soA/zhEv5WttJcY2JlHE5LJz1261Yr8lxPM2v3i8+v7qK41VcspQvaTDnhGgQH4smIyV9r5Trg7fJZuyqEX+bGUVWxdcRXrcb8crP7tkjfjs9g0yGWPX+jcoj86BWJRm59o/3a1txsYxnpXvp+ydNkjnOR2vJDA1XDJEkw3d8otKFx8VwDp+VLW1ykiE6vHmdMGx8Bm9g4zphIYycSIH96g55l8r2kckSFi73DTPcT3mD9InhP/+hto0Z9R0AQEM915gOA+hpgzHSo/r5KCPZyaTxsr4aOoQsrZXLhTF0oIosl1EjZU1z8lkUaC5RY+b4KUzsEKOSfyCWfgAdct+xwzlHWfmRRAeMGsXffrJC2L3Pv0RmbbbBjOntl/VV0GBQVlfKfObSi7h++eMf/wgA6OznnKOjU+ojOZVzEyhB+PQsvg+NrfIudRniujt3yRwiyWC3FeZJW5eV0k/Eq/VtayMZWbHxUg9xhp/YrNbcLR28x6AUKVdteSnL3KCib2ZO17aA8ml1FZzHeZTff+3557WtL1z8RHszx45NG0RgOCud8/0dxbJOLxjKVOhbNkjfTkumL0JA+v7mjUxxP2WyrMnKjX4SqcYWV4jvSo1i7EybKKykjQ2fb85jmTYWFhYWFhYWFhYWFhYWFhYWRyHspo2FhYWFhW5P4QwAACAASURBVIWFhYWFhYWFhYXFUYgBDY8KhoCuHqG+5iUKVbOmhxSi+gahCzU1JmvbwUqhy2/cRAGfX//6DgDAktcZqnDTTSIS29VFilhQ7Uk9/OeHtW3efBG2ev99iqrOnnUcACAhlWEvH30kYQQZGaRMNTQLlTM1ldS0A0rktsoQYnREoGbNPF7bfnf33QCALCOfu0OZdcSMAGDdGnnOoiKGTXR1OeK/pOIWFuQAACrLGNIzvFCoXHv2kvoeHS0UejM8ZnuJUL9iYxm+s+YToeXlDj1X237565sAAL5U0ubLSuR+i5SYMQD0BIQSHWOICqansI7K90iYQZ8R3lVRKrYZ047Tti1bpdzecNKUqw5I/2hpatW2qEh5pupK0mN7VNxTnhEKNVO162uvkVYY7BUqX3YWaW+794p4VnoqaaNQ3Sh3CAWh9+yWPpGSTIpjT688U1sLBVtvuVVCze69905tS1RUYg9I896xXe47ZhzrZfRICbl44w327ahoaadUI0Ss/ECpPM960vxGjc8BAMw5aZa2lSmxz7Zmlu/UU+YBAF54jvXS3SnX8ftI3zvxJAnzcgQCvwRz/ytDMBRAR688W+EoEQaLTyCN/LJvSpjNKkOI7/JvXAgA2F5M0dmybSJ6N6mIoVAViqbZ1832S06Qd6Uwn5U1a7ZQXZsP0EeEe+WdLhhD+m14jlCZ177Dts/KFbrp689SmHrMOKEP546mj2iqkBDGaCM8YNd6oTKnJJLmOm2MhC4tXMi237BaBLETUvnbS38qoubuPr53UPT2995l+TJSpG+OyeZ7Utso4aOZpgCcEjlurmEdBIJC0334foaCvvOyhHKlRNF/FKnnTM4n1XvbJ9Kva4t5vRPnU0h88zah2oa8bIclK8TnJ2fQn8XFSH8/9nSKhm9ftgwAMLggX9tih0vfKZwySttae5Vw3hQKLPbWix/a+BHDqBzx+40bVmlb6R7xa/19PDeZPfMEAMBrL7+kbQeUIL4TEgoA0YqWnj+E9VtVI/3zhSfZT278k9RrZDd9Tlib3O/Td1iWgiEiFF9XW6ptCfFCW770Uo4H69YKPbioiG09SIX09bro+88970wAwN9/d7e2XXnjLwAAo12G6GKzvAMXf/taPke5tGduNkNpYYiEWwiOFPZ0JJsZbqU/97iP+LmDwBGu42gSe72cMjpU784OhgP5VShjeATHcH9AKOn9hoAvnHArw+ZW4RtBQ8S2v1+NPUZolSOu64QPAYBL2cyQnoAKcTqkDhwRY+PZfCq849C6Cqj7G9dTIrud7QwvioriczphW909hni7KmPAkB/uV+FfgUPEleXaHr/xTCrE3LyeU8IwN7/n1+GefAcdAfMkY47nVHWYmVgiKFfs7+VzRqswcFNMOlyJSTuh7gDg98ocKiaGddDaI32hvZN11B+UEIzEBM7ru/rFljGItl07SgEA2fkMP4hXIeZ97QyZmDlTRGIffPhBbbviyh/IH4bI8msvvgkAmDad86GVq9YDADobWae1SoD41LMZSoK38bVDbFwsTjpZxG2vVHII69cwnCk9Weq6t53hMfPnyJizY/MWbetWbTd1MhNffLRe1iUJyQwtb1NzxoM1DG/NU7ITB8pMsVsJ9V/xIUPSpowTgfvkBI4H7a3St543wlnqVCh4ThbXYXv3yFjXaYQIDh0k99iwcb229XZL+aYaSWw2b5EQlJxcju2J8RKC02X4Rcd/LV60RNtcfSpUuY1z7lYle/DBEia36PbIe7hlD0NmnFepq5Hvz0nHSd3HRPIdjVT+JK+QIra/vEvG8fYuhhdWVjHsMQR554YMYWjgO29I3z/xxJP47CqZxt2/+pW2Vav5WOZgzhH7VGh3m5EQZt9+ud9JJ3JNu3WLhMlPmDhG2yarcnd28DkzVVjm9q2UFQn0yrX372YI/YihMheubeJ4svbVNwAA09Q7DwCXXCQyECPHMKysskL6RP7gHG3rUX2nMZP9c7sjd9JHXz+yQOaXb7/+hrZ53eLvmmoZ+hmrZDt8Rrhqn2rrnMGcizmhtRVlFMouGDZCXY9r/RnTJDz8YK20gccQ/v8sWKaNhYWFhYWFhYWFhYWFhYWFxVGIAWXa+Lw+LZK7W6XtGjmCu2XbNiuBVOP0paxcBFLT07gjD7X7fv8fKJrr9ShGSe4gbUtVbI8HHmEa6zlzVCq3IdxZjIiTk/dgE08qrv/hjwEAiz/kTmuz2gnu6OYpQpbaoWxt5Yn02DHj1TNyFzFDiRxNHE+RrV0lIq7V0sjdvH37SgEAZ511Dss8SwS8tpeQlZStxHDj47ljGJ8su9Z795GREx8nJ6YHqinQ5Ajp+YyTqlNPFVZFbCxZCGvXyWnswTqmIps7T3Zu553BU+2Nqz8GAEQYJz2Bbp6WxUbJybYnxPtlpat6a2S9DR0sJzcleyliFemTXc2cAqO9VIr0mmruNncpAd29u5niMD1TdngLh+WwrJ8KcysYJFtm4kQ5UWhq4pHusSPldKZwONkMI0eKYGvJLgq0pap+OW48GRhtKnVdYqEhbHewU/22VJtGjJBT+8HZZFvkZMv7sGcfn61OCXiZooIH1O6sN5L1PPUYScu3ZTNZaf4wecVzcslSOFglz3nvPb/VtrACOUGpWkdh6HvvvwcAsHqVnLyZaTe/LvBHhiFzQg4AYE259NOTT+FpQadKndgDnj79/NabAQA3fJ8MgL4o6ds9QZ5SnnbZtwAAASPFuidO+mamh7vxl1wuzIPWg2y/SEcNNEAx2bZqOZ3Ky2d/cATbXZ0UMP/0Q2EAVe8o17atm4UFUV3F9/yEOXMBALubKeK38GURwh4ylCdNNfVSri0v8ZRq3GhhB+UYzJKdW+Q6E8aQWRIbJmV49UMyd3Jy5VShpYsnHEWKFRJfSIbb+Fbxex8v+0jbstPkeQclkWnjiIauXsvTwEdfFrHbxn0UIh5iME++eellAIDrrr9O2wJB8RHdBnuot036dKCFp2ez5osv7GgzBDbVKVtbK09KetQ4FTuI9y1WJ5Z93RzDnnhcWIm7Skq1rbJc6txrnJiPGSnv/vTpTJe5Q4kNx0XzNK5fCRUfrKZQcnWVtMN3v30Ry6xcw96NZF5GtstpTpqP1ztQJaexuXn0EafOF/+XN5SC6BER4l/aO9jflywW9uHJZ/I0e/5pMsbNmEJxxr/+Rfzj04+/rG2vLZRUu7vLyZbKyZa67HV/DWl9/0f4vKyaI8Fkj/Bvg1Gi/g0crinMvNEGvAYT061+3WUI/fapC3a7OQfp6VGMF+/hv/UaZXEpYV6DfIY+lcbadYQCmumsg2ru0W+UpVed5qakk6HqiBK7POZNutX3eZLd369eHvPwUxU1yRDs1t8DUFsn/s4UL45UwrBNrTx5Dqpnj4vndVqUqHJ4OMcDl2LimMwj3YJm2m7FFOoxTuKDqlxxKZw317c0HHaPYFAxngKGiLXz7gXZNvU18tu2bj5HlzqJb+6hP21XKXVTMsiW6ewWRoTZ/iElNtrTwXE3Q5W1y/AviYnip3p72P77K+UE2x3OsfjOe4TVd/qCudq2Y4/MZVas5XwopNI2nzH/dG1LTxB2Q0UDT8a/jmhtb8f7K1cAoChtbBTnIf2qH00zBHedNcrk6WTV7Fdpjt9ZzLVPKKiYwfkcv91+ufbE8WO1rXyv1OGs447RtkEp8v75jEQMDtPCH8byFa+TcSrg47J0ULasc84+/wLeo1zmOAeMJDExYdIXNm/hHGH0eJm7rPmUjJewGHnn0owxu+GgzAES88nmqdgr105M5pjYpt7vrEGMyMhUCWYqdnBuXHlA5iThMUb66aXCZr7wjLO1LUqxZzs6OffIKcwBADT3ci2y5BNphynHLNC2kp2b9N8pSVJGV5DvjTNX36+eAwDef1XoYxdccIm2vfuesI+feo7spsgoYZQMzSXbddxYGb+3b2NdnnO+rAH//reHtK1yo8xDj5nK/uT2iq8155xOmnWTfee068jR7J/fu0rEpJev+Vjb9u+Veehf/odMu9tvvx0A4PcZAuiRMrfKHWzMp1OkjU1h+BUfyhxmwliu4frVWLB8Gd+BYcOERWSyTZ13JSGBDDS3Enc3Reoff/xxAMDM2Zwn7VRs8MgYtf/wOcd0y7SxsLCwsLCwsLCwsLCwsLCwOAphN20sLCwsLCwsLCwsLCwsLCwsjkIMaHiU3x+GIVkilpSblQMAKCtlqMnQXKHexUYzRKdohISkHD+HQkRr3hWK/8Fa0u/DI4Tu1N5BStKkqULH6jVE1hYqgabKqlJtW7FGREgzYxnOkpIkNLq4aAplVddIKEXx1mJti4kVKtkVV1yhbRdedx4A4Oozvq9t0UrYqr2VIkuxMXLt0eoZAWC/ykf/+qsMNygslOfo7icddPwECVH4ZDWp5QerhaqVMYi0282bJFwoN490+IICoQZeM/db2rZqlYRCPfzQH7Vt3jwRrN1iPG9zs9TvnLknsCyTpssfxhbga4/9g58Pl1CLvdsYpjFjuogEd7axvZ55TkQ0/RGR2tarBAt9XuPiitI7cjjpe/4wod6OGDVM21rahMo7vIiiXqNGSXiDKaj3/mIRP01KIY06L0+E3HLzSIVcvGQZAGDcWIaMVKhwlPAw9pP8ImnPv9/1qLade7aEyHjcfLaqCqEwbtu2TdterpG+nZCQpG0nzZd22LGLYQ4ZQ4QS+dBLj2hbd4X0hfhEUpNTFAX70082aFtclFz7NhUGBADjJkyW54gkvbBViT9v2iRUzDZDgPHrgn5XEC1hQnW86LqrAAB79zDUyBMUF3jyFaTf3nHbLwEAv7yL4Zff+ba8y3f8miJudd+X+jkQ4jt4+VXyTt378D3a1tMl9NeOgCHO2C90Y5fx0pSVSlhgfg6pu2+88joAwAdS2ptqpe/GhWK1beIwab+oCRT2blOCees/ZvjRZZdK+R578jltG6z6ekYG6avZmRLiFJtIenCTV8rf3U2f7Y+Quj1pLsM+a1vExw0fQbrpnb8Q+iqoJ4lNa6VfjS6k/0sKl/66fRMF1iuVGPm6UvqPhgahD/sTKYLZ3M/wgNt+excAICKGY0mYX969tWsZBvbIH6SdDlYwrMyJlItKYzv0qzpPiOX9ECbhA4F2+vSU6AR1D5bVCXWsqWO4VUWlEiLuJaV5xy55R39+/Y+07bSzRFjSDCHLzZN2OtcIod2vxtHWZtK0lz/0GAAgM5Uhw6FeCTPwuzmW3P9H6dPTpjIU9NnnxX/vKaPPWbF8IwCgsZ4+e+RoabsFZ56pbWec9E0AwLp1HDcSE2Tcv/rqH2vbEBXiGxVnhJv4xLeXVrL+/n/HkcSCv8hvHJtJw3bCrIJG+FFQhUW5DKFcHZYTMsZhFUYTEUXf1KXG86Y29uteFbYTEc2xxeMR38XgCIr1hsLYN52yBI1QLV1m8zmcUCkj7MmrQi9aWxl+4AgRezwM1QkqwV+PEb4TER2lvnd4eFltLcPFBw3iu5WUlKTKx990q9Agt1FvEWp+01jboG0+9cweIyQpoNrE72V9eFQZTCa9UzddRvhJTFSM+h7DxRy6vseg97tV/JfbCHtrVf473Ajd7OmU9nRCJwAgLEzaMyGCv+3vkPmVy0i4EAxKHdQcpG/KjJb5ekst2yY5QUJiu1sYMjVhqoic7vx4v7b95W+PAwAa2ulPc4eJL2nzsQ6u/Nk1AID6Boa0hql5+LpPKBTfHlAhttEMmfg6orWjAx+uk+dqU6HHHf2so1SfPF/Jvtna1q6SBkw9liG5734gITOnLDhN25JSZW785vvva1vRKJkHtxvzwi5V1z2tvG+9EvDOy2ao7Y6tMteprKJgcVD182bjes0qvCfFSAiTlS7XcRnhJ6V7ZJ0Tm8CxpFuF/O00QoTCvNJnMzO5dgiLkjH7sae5Zjn3tDMAAOuXMkFFfaXM8y655FJte1Gt0yJTGeZTUyXzwn4X1xgjCyRcaM0qhhclxcg8fcG5HDud5CU33nWHtp12roQZf7yY8664WPrSxnqZSwSM93/UbFmfnTzvFG3bvkPG1AvOvVjbouLFT3hcfF/b1Pv/6rLXte2CMJkfTzmG/eT5F2W9Nn4S536BOnl331JrJQC4+cbrAQBhRkhnjFqjePwcOzIGiW9Z/ckabUtMkbZ25EUAoF3NtyKjuOa6/oafAAD27KG0xvXX3wAAyBzM9V9Sj/StmBj6sVIVZre7hNIaDQ2yt9BjiF0741y3MWdLUvIY9XX05S1KnDotg/19spL5MMWid+6UdcgmJW3Q0U5f+FmwTBsLCwsLCwsLCwsLCwsLCwuLoxADyrSJCA/HSCXsumL5MgBAZBh32hxRt8xM7qo5KbVrjNONaedJetaWq8huGV4kbI4sI1Wo89vVq7irHhcvJ6+DjdRg1QdF0NFkUCxdIjvK/kiWb69KTzb3+NnatnO37H7efPtN2nbOWZImtbGeJwsHVIq2GiNVW7ZKY3fccTwdHztG6qe8kqJo77wlu7llxgnnunWSPi8jjSe/0RHSnNd+jwyfW39+BwBglyGAm1cgdfTaa0zbXbJDnu27V1G40zmZyZpL8bGNn8jpaXcndyDnqROh/GmsvyG5FH/qCcjxepIhJr3ofWGUHGOk/D7nXBG22lnCU9Y2lU7UZ5x4RUbIrqXLSDHuMBf8xnZuY7nsQNc0cDe/sFDEPl9ZuFzbVnwkTJvTzuCOt8cj11vyAdMbp6bLSdCxMymylZAgwswV5bxH8WYRmFr50Qpte+jPwohJjKdg1bx5soPupHQHgPKKUnk2Y1f6+ptlp3rGMdO17fIrLgMA9FSxT7z1lvSJrZvIqtlRLMJs553D1L0Z6bLb+7s//F7bzjtXdtJHFDF9X3OrXDsiQsrs/pwp6Y4meHweRKUKy6xblT9lCPtzsEfqvrmerD2PYsD1u3iacf1NtwGg8BwA9KnT0fhYiuY++7S8qxFRZFT9+tc/lz9SyFpxUjmX7WdfHzta2C19hiBmmDotTk/gPVJi5NQrzxBYc04fnBMCACgcIe/5iQuYzvrBR/4HAFBdz1OgvUqk/KZb6cMS0uSUIDmapyh+yAnSFWfyeqedJcJqF99GBkVQiYu7E8j4qv5ETjFev+8Vli9PmCz7dvB0pDVKTil6DfbKqfPltGj1H5iC3dUhJ3kHjNOJIsXoA4Dag+I/hxgndBkZchK+sZYCvs3qVPfMcyjOd9stwtLp6ueJyrzz5D0/dj5PmjrUiVRnM08GOxrknRmSNljb4uPllHjbVjK8vOp0OscQdty5Q5gsZbX0/ZffJmLY7e1sr+QEaf+Fr7+qbdOmCKtpVw3F6j1KPLKx00zTK/2poZNCh9MKpU9/8ilPFRecJXW+by/92h13ieBgejLH2OY18kw/vfEubYv0ip+P9NDX9XfIqWdLC+vq0l8I6+vHN3F87ghIe55xIU8Idz5BJuL/j/i8TJt/9T39uTm4KJaGychwGDYhg93ipKwNwbyH/B1msDOdn7gMdnNPQN6jfiNRQb/qmwaxRLNfXIfYFAvGKLLDtDEZLY7NFCd2KfZIRwf7nP7cy+f1h6v5hKF17Fyv1Uhn7jC2U1Ppx+ubyOLoaJX7xMWQseHUZYSXdZQYI+9FsNOoc9Umnn4+qMNuiYggH8mtWEE9RjIMsoZYH06SCfPZfUrQ3axzR7A23EgS0a5+k57OU2GXSr3uNpiSVftk3MjIJ0Pdr5irdZWcryclyTiQlEEWRFiL3Dcpm/7ZKX6gk353/3YZHx995jFtG1wk48Yvrr1N22JTpQ585hRFVa+nkUylxByZC+TNNZJEOPNqY46J+7+JrxtCoRC6FTM9R4m+dhhsJIeJsfJTMhlSVCRBhZGoZNRYYfFv+pSM1Og4qTeTGVf8qaR8zssjQ9el7r9j61Zty8mWsTA+hu2QqxISvP3WIm0bO1HYwmXFZGi2K7b3p+s4pz2YLON4ehKjB5x3JKeAZXl7qYjIHmzgWNdcJ3+vWMYx53tXXi3XSyO7fYhKVNM1juzTDyplLKxv5nh6oFbWeBOGkuFfsU+E/SdOnaptLS3SDjU1xjiukrHs2kFW8axZMp/64I2XtG22YkHFuDlXWLqYKcanTRXhXlMQetsWWc/d/POfa9vQPFn7mOvDJSrRzq79TEByzDS5X+xW+rHrrpN5iCn+G6OSZKxYzf40e5JExISMeag/Vq7z/ttvalvZLrlfQjzbsLBAyjd6FJ/j/WXLAAAd/RxPOvqUXzSS5sQlyZzj2gVcw6WkS7/r7KOfbVdM5Igw+rtIRwzbYFFX1zqiyEyUlJMvfqejg3POaJWy/i0l6AwAeUrAOdZIZ++wUvv6DGa1SsFeOEz6rK+B78dnwTJtLCwsLCwsLCwsLCwsLCwsLI5C2E0bCwsLCwsLCwsLCwsLCwsLi6MQAxoe1d7erkNGHPpmjCFs1tkhVLgXXiKF/vY7hN5VvJ3U8iwVhvPqq29o224V/vPpp6Tlle4vB3Co+M/+UqFlxcUyzCF7UI66Bml5TohWehbDEsoqheZeWkY6v0MrHprFUIWnnhBBq0kTGEbTPESoVfv38bd+JXw3NI9U+qBS6oxPIJ124bvPAgBONISDOzuVoG4jw638HqFXLV/KnPbREYqqHsEwrz4lxlRhPMe8uUL/rznAkK7S3RJeNtwQSq6vFvHQpONIJawsEzp//rEMjwp4yTVu65Z2zRvKdijfL/W/ecs6XrtBqIPz5jH8YkuxtGd0NKlrTpROSwtpj8NHiNiUSfMenCv3KxhGymRAheDdeAPDwE44QUS7/vzAw9pWpyiVqSmk+Lc0i2Dd7NlTtC1TiRzv30CRsJXLPgQADMkmBfdgpbRTXBwph4uUoPaMGcdoW3Oj0IrDw/lq5mVJXf0/9t47wKrqahtft8ydudN778PQGYbepCkg2FAj9h419kRjYhJjicZEYzSJJhp77w1sKEVAeoehDDMwjWF67+2W749nn/NsXogx3+fLT3456x+Gdds5u6y9z17P86z92hy4+SZcvyEgLSJSXorr6+3mWezkKbi3pV98bfrefQvzKyOLcMuoWIwTh4sA2J0HAN8bkjVMeU6+M1673S6hIZhLLQ2ANbZ1UegwJhrxp6+bvq/Xoq2q9hDi+e7L74iIiM+vwf4Ff3/w1eemLzQA43Tnpu28CCVC1t1KaGSgEhEeP44iaX1qniSmUtwyVEGKg0II5xw1HPOxsaHd9EUnA7I/YhbFfxsbQAOaOmaO6XMk4nfbO3ktcfGIdfkzhpm+qaPwmfQIwtezUwGbfncxBeryJmDOj68jZPTL5Rj/+UMJcz24CwJ8OUmMp8FqOM04bZbp278TY7y5jxSxsn2g+P3qlp+Yvpt/gfHf36bBcDsoBnf+tGkiIlJUSCHdyn2IJeGa+F2EonA98Mjjpu+TpaBLxsaQ3vX6cgg3b9qwwvSFReF7AjVaRVs3rnvCGMb+rgBAY3fvIdy8pQvXWqlRoZq8iL1jJpGSJkq4flvBLtNl92JM7NzG9aqxFfDryy4lDdKhuAzPP8O4tmsL+uYff6XPMQRrV8pYQoHFjc75WIsbrlCMnY5ej+nr6cX1Lf2CApX3/+YuERGpLiW1qvAA1pqpU2eavqGDsSY+9OA9pm/OWXjdHsBGffRVinr/N5pfV51VplOhjkeLIoXoWNFhnUJkvOoQ8koMsV6dbkMhYv6GQbPRfz0oDLE21MF1zu5C7OrzkFvT4/PI/zSXWvJ8/fwR41qdmhivXVGmdHFij0cJFg9olC61FUhL4DpsfKa7m7QnQwy+X4s5gepibE7SXO0uwPHbtWISdq09opXof6Cda3ebonf0aVTLCBfmUXI0Y2FDA+JYgN6aSjTc5uSPePxow54uXmtYGNYcl5NrxIC6l14Njh8WoWi/Xu6RDKFNj08TcFZjITCAe9DeJsT3sEBSw7prsV9zprJ9kyNAq/WHaf2gYomfTG5pr8F12Zq4bqxeC6rGay+SCuXtwfVNmHKK6bvh51fj+6I5ZstasNd3Odl+IYq+3O1kG/Q0ov30/g9U63hKDOlbJ6MlJybKQzeD4vz2O2/Cpz37HDmM55cgO/d4F16EoikGHUhEZHA6PlNRyrWpvLRcRETC3Zocg6K9LPmU+5/hI0Enyh7E56HcXOxxWlpJ3fWoMeaOID3m8xUQ23eHkVaSno41wq5NtLJDoMxdf9X9vL5y3FtZHYtCbNqB9TYmkfupSTNA31m7bJXp26CEb2fNG2v6Xnv5FRERGdCkC2bOO1VERPaXcB++4Bw8qzQ0cy+WmgD6ct0RPpt1KTH2zi6Oxdtvxzp51y9vM31Tp+Aa6vfwPuZMA21s4jCNXmjnZJo4EXuNjz8mXfqIkoY4ZTolFT5ZAgqP18c9bEgw5kh2OkVz9+zE3jU+ge32+GN/xnU11pm+XXvRviHa3nSbkmYIdWuUWUXpLNDo4Recc46IiOwv4B7GiIG5Q0g1i43BGAvURJa9bUq6YuVy0zdMUao+/2qZ9lnEV7smsrxwDij0SxaTfuZVFNYx47lnGzwMz0YjR/HZt0SdHRjUXhGRIYOxZz5j4Vm8j3o8m48bSyq9IUhfX8v96sWXXSoiIs3NeH9gkU4+/Nd28j2FWWaZZZZZZplllllmmWWWWWaZZZb9F9gJRdp4PB5paUGGMSYKCAaj3JaIyJChQERERDHT2NyC0/yx4yiQ+tbfXhARkQVnnGP6tm5DJve1914zfbMmA2VQVckTz+w0nCLnaGV1GxpwenjeAmYBV65ChjErk6dlK75GltXpJPqiuQbZ0S6t1HhmZqaIiGzZRBRJkhIhTU5kWekdOyGsWVREocU5c2eLiMikScxSf70aiAwtQSJ79+C02dPDE94sVVKvu51vdPjRxcu/YobY6cJZXXgYT81LD+EU0SHMLMVG4loLtvM09NqrIf68fTdFioBCMAAAIABJREFUdseNw8loSQHFwiLjeFruVuUfu3uYVckfjwx9SRFLOcYn4zT6n8/9w/RNnIyT4tAIik4Vq1JpAS6eOcYlIise6GZGzq9E0eobeMK/eyey9rNmsmT5WFUe7x+DiRS665coIefSvu+9vyF7IVFEhxVtRB8++TeW3s7OAXJq/x6KzA5SmYcB7cS4RiEh4uIpujlf9f+GTRRKCwnHeJs4foLpKy2DUNbDDzILnZeHU+Q1K/nZ3i60gcvF9hvwAEW0azf7dfZpQFr18BBe8kdi7O/ai/HZK9qLJ4l5+/qkXZ2QR6UivkRFcf72dADZ1OulQFy9OimvqmZW4fzzUXp56EiithpbMK78Tp68O5UoZ8YgzvMGhRbzdGnZZYWGatPKQkZHY+7t20mUTkQkfMNGEBVVVYUszOCxzAy1G+Jo0RyvsRkGioe/O3EBUGI2x7Gn+odLKB5ZUoc2yw7j/dbWYbyGBBJlt2o15tNTz31g+iZPhACfvYXLS5QqM9ujoeMmnYLrt8Uz21a0H3F85oQZps+pSs+u/oQIn59dgbKbHi8RUslxRCxWFONa9wYznh2qROZw1kLOt5ZmIFTe/mQxrzUEcbSxg9+dGIl14xd33W363v8a19NygIhFQ6z0UAmF/cLC0Sdjx1PU8PBn5SIi0qchIWbPBLpp4eUXmb4VH0MI/Z2PeO/ZyYi3rgDe27rNQOKMmUykVUgo2vzXrzA2GSXX6woKTNdrv4WIcO5Itt+5V0DQ76LLrzZ9Dz/6qoiIRDKUSLLKKmYlETHmcmC83fvLW03fpo0QWXYG8sNLlyDb5XMz+1h5GKjCjEGaQOl/uemIEgNV823oGv0zxyuVfZScvMoy2o4SHbYd9e///G76lIixQ0fuKFSFi591KJHQID9/2RUElFq/Jro+4MNa5Rzg+7yqXLBXQ9AGOI7dtnqV2KRX2yQZbVRYRvS1gdzRkRZGue1+DZUSE4M1wq0hfCOVaGa7j3Eh2M056FGLZ6dWEjbHEGnV9m7b1mN9PlREdO7oMdjzJmllYt0qQ+zQUDB9vT3qt7jm2ELV61ofDfSpUuPaMLGr9jXEh0VEHIbAdB+/L9qN/U1nFbPCUQodlBNP5EZAqMpgd3HsDLRhP9rWwX1pySHs8erruJ7u/AYxs7iCZXaHjUYMufTCi03fDIUUiM1hbJII3G9pB8VznbHGmNVK1/txnx1t3HdGBqK//Joas0uhR6o11ObJaE6xSaQSgs5Lw35z0BDuG5oGo31Xr+KzwLlnYC1ctoSshboKPC/FRnCdN0okNzUQid9Yh33SnNmnmr49RRDVPaQ919mMgg1hRDxU12MsTJ3FffjuZ18RERGX9j6vihmtWlEXA6HbrBWniY7G3IzUmBGnn4l7+3w573fZ10BihAdy/9Pcgu8p28drHp6DtfqIJtC8eh2Kl8ydO9f01asCFkOGsp3f/+g9ERGZMGWa6duzH+M8KZXrmk2hwtav53PiZCXGHBPE/ePaz8CcSNREltOSiXjrU2hXdzDbrWAv1tvoGL4vNxfPvP19FCc//3wgRF55hei2lkaFkNXWhJkz8VzyzPMbTV9wCFAwiam81rYWtIdNC3gNzfBNmUJGwYYNKHrQq83N3EG4P78Wh6dNxV7SGcJ97RvvAfU+fiyfkcsVqmlfCZ8nL1t0jYiIrFnNAgsXnIFnpKuvucT0OZVAe1cPf9fvxCDbW8RnpEVXq1LvLq5PparoTJ+Xz0YRCrH39rvvmD6fF98XoZUaT1NMjOHD8dwZtIropG8zC2ljmWWWWWaZZZZZZplllllmmWWWWfYDNOvQxjLLLLPMMssss8wyyyyzzDLLLLPsB2gnlB5lt9kkSEGR2tsBn9SpCvuUUFFyCgUgR46E+GXOYMKvG5pBsdqxk8KOeXmgT00ZQwjWFkUxGZRFWJlPCdbFRceavnmnAZYe4iRk9tabbxIRkcM1FFN8VtF2Pl7CevPR0YAQXqhBOgflQNCx9gg/++LzoHSNH0fq1+233ox7y8k0fYYYX1kZobO5g/D61+v5fRlK+NjmI6RrWA7gb+GhhOx++AGuddt2CtYOU7XnZ86cbvqWLAYMPzudYpQGTWTwYPoK96GP5s0lJLKpAdC0pAz2kUFXEhEJVjDLbZ9rwlGZgPhHRZHi0VCDfs3WYIAffvCRiIjkDqawWVQsxszgIfw9Q5Q4Jj7T9Pn7gP3957P/NH2JUYAfFxW+yGuNheBW9iB+3xnzzxQRkRmzCHH0KgGqpmKKm77/AQRKh4+geNa2zaAeRGo0qkQl6rVn907TN1uJouXnjzJ9C+bA19REUdXuPsB8Sw+ShtHSBoh24f5i7T5ALRiUQ0HZPbu2qtdIS+hVFI6JU0j9cwUBLnqwjOJzlVWg/9zzmwdFROShlyjefLKYzzMgPUqcLtwN2GK/j9DNlnaM3fYWQm0/eg1zwdnF/ps/A5DYzeuWmj6voh39aOE80zdmFuZFaRGpgnGZgJT3l5Gm19GNOBSuweHtdlAFDJqoiMhHH6L/bJrA4ogRgNB+sYJx6JTTAF995Y3nTN+zr2Pc/+jSH5m+n9/5S9x3WzOvpR3jIX0oocXnXAjqafGq3bzfboz/5GRC1fv7QHPw9HF8bdsIiPS8CaSbxkUAuluxh/Da9au+wrXPp/C4Ef8MMW8Rkehw9NvCOWznFesQSwJ8pBu2dxDin6jogDMuYlz+cAV+r6edlLR33getKyNtsOlr7VTfo/FI2rrQXpExfJ8oSprbTai1QeMclMH3lTaBJvnwM4+YvgVnA7qdkE6xv9zR6PfKA4T4Fh7EOuDXluoE1f5HKihW6FCUpDXrSI0cNgrjrvy5503f7NmzRETk+jtIXXL0IFbvLmRsev9TtMtf/kFq1V///hT+/fOzpm/oCFzz7MmkflWXADK8bMl7pm9QFiDAK1YRqhwSCwptbQ/nRVAk8khDx14jlsF0ipNB7zk+XelY0WGdLmRSprza96mP6DQaQ2zYJhplil/M71NOZwBh+Z3dmI9dmqivIXYbpgmMhkQgtvo6+X3dSgze7eP39avvM4QcRdgGDjvfZ1yX3lbix/tCNEHd0FDMT1skRT2DFKW1tZUxMSQYlBmbJtocqGjesVH8bHsraUAudT3JaYzp0ov2f+nZF0zXzi1YG6677gbT11gFukhSnCbU7gpW18Cv6zG6U+sH4+W+Xsa/MHWtDgc7trsTtIgBD9soRAkt27VmC3Ph3g/t5T4nQ+1fnH383YZGrJ3F674xfZt2YL06coS0ko4O7KunTuJ+44zTzxcRkatT2JbpI9WeXKPMiaJF9HWTVtvcryhiIZrAsPKFaoUUmlWcj47jXrRXUcOcmhi9x4t2s7u+mxDoD9VsPr+4lNBtohvjvLKIFH2noiwOyyaVJzwZ/dpYS+padjpoGw1aUZLNa/H8cPFlV5q+iafg+eHT5V+Zvpwc7NOnzuba39CE73EK+/XIEfjKKg6bvqEj8QxXUlZp+gx5DF8XaTQp6aDj1FRxjHmVWPf6XdyvPPrMEyIikvy4JrrvRRsc0dplqBI7rt5fbvoClVjzvgOcA5dccaGIiNQ2agLDfZj/Da30PfzH34qISGcPaYjbdmLOt3eTmhSpnh2LikilXrUCVKiWKn5fYzX+rvVQPPePjzxk/h0Sjvmaksq4s28v6FhVWhsNHwpRXV1wfeRwrN+P/OF3pm/JEux/+zzcAMUqumhICOmiGaqQQHUdrzXMfPZkQElLwRgL0mJzvtrjfrGYtLyMNDy/VB0pN30u9X35kygSvPAcPJu9/g73F0aYvuDshabPoN7OnUcKns8PX0Mj9069/Zj/fdq6GBmNuDRtOs8Ttm0APc6m0YGjIhFbGpo0aYFDaPNUVeBIRKShFs9zk6ZQGHrtGsTNFjXG+/oYz77NLKSNZZZZZplllllmmWWWWWaZZZZZZtkP0GzHy9j8b1lCTJz/ogXI+oYqIbrbbrzefH2NOrGN0sR6xiqxzdY2nlAaJXvHn0KxykJ1wmpkJ0REVijx3R3bWC51dB6y1AOapurePcgMt3bwtHmIQvaMz6fY0Z4d+J4J4yj2GKZOHvcfOGD6AlV57SkzeKpWUYnsaUwsS2HWKBRPbAwFv7pacW/7d7E8WluLQgAFM2vSb5S2tFGgaUCdIrd1tJq+1V8jYz1/LrPUmek4De/Tyv4mKoHkocMzTd/Xa3EK2trLU8T8iUCF+AN4CputTtdTc/NNn1H6WESkrQZZknJNsHP0YGRmN28kAig+AaeWsRpCZcCDk9FlX/I0PysNmeZMTUy6WWW8UjOIAig5XC4iIuFRFDqNdOL+Pvj4I9NXWYWT/STtpLq5FSejC86i6FhMAq6rp5+Z+q/XrMY9aln+lkb0TUkhkVGRSoAzLoztds58ZJ76u9m++1cj2/3zx/5k+u7/HUobLtu6xfQFqnsKCGLGyMi+xUcxszR6OPrkY3V6LiJy083IspdoqJpqJbiWnUmhtL5O3GeEOsl/4rNnpLKx6lgFzB+whdrc/pEOZJa+WqOQKcGMeQfLkSUo2MmMxDNPvCwiIrmpFF3MzcYc/d0TLE9cXIz+WLqeCLLrbkf5xqAILRvbDpTEEE3UPMiB+XbVFcx6PfTY30VEpGo/+2XPFogSJ2pjeM9WxLorfnyH6XvpeQjp/vHpv5m+1AyI0B2q2GT6rr4GGc6Hnvyz6RMl8rlfzRcRkZwRQIp88BzF1D5+8wsREWkpoxBnViKuv6OTIo47C5FBeOM1CoqnKyH25R9xHudnA32RGk+xvM4OZOCCw4ks2VmAOeHwM7M+ey7QOa+9yWzL+JFE4yWmYQ786omnTN9Xu3B/IcEc42kJaFe7JobbqWrTdjbSl+LE+340j2vOvlKgWhZdSzTPsFwIPdcWM0Z0RiGr47Dxnjob8Rvhbt57eQkQJzGJRIE6gxFXrr+FGc5elW4PtDErn5WIuJw/gutVWAjeFxOno7Rw73/9O/u/vhd97Xfwfj0+xNNbbrva9E2dgmxX6ggiwUSBE86ce6bpKivHXIpK5L01t+ON9kDGP7cSAI0N5/ucgnj2+B//YvqGnhmz3e/3c9H9gVve6Dz/519grrBENvNjNoUAsR9n66WX1DZ0gPU9WpCK9729vfqnRASFHgyLDENmtFsT0zaKJdgdfF90NN5Xr4l6utT+xa4hzWyqjLWO3AlwYD4G+LRy4aocfH8Hr88zgDHsDCKSwcigaqAa6VOiw04NWuJRgrri4e861Z8DGrKkR6F0jhIiDsA1R0QSzU1tZe031DV7tGISfe34e0Dz+RVKw5HCPdzo8dzzKHCL7PmCQvIDzZhTTRWMjwbyZ+oZ3JNt244sbs4Eon19CnXWbWdbupWw+u7NRBSMyFDIWi1R2x+p+t3P++xqxb1EBbE9Ar3YP4b5iYIaaML7KvYS7e3vxpf3aeOuvRd78uWbV5u+YIWcSc/nfcy5AKjCkBi2W68de8Kjy7Yr0WmtD42xrwtvG0grvXS9/pnvw9Iykk+qmCMikhmV6r9n9i0iImJ3KEZBPPch1VV4Bqk+QiTnb+9BifBvviFaat1moGGnzORad/rFKE/cogkCr9+Avbs7gM8gg1X59+ZK7n39Spi7f4DPVyPGAMF+qIbr5MFKzBGjCIyISHYG1rikGD5PDM05tphMfSueeXYXUdg6JRvvmzZDQ/0oce3SQqJb/CrEhAdwL11WirHf08PnTuMZKV4rJtOnnsNqm3gfdQo5UVHHOb9MIYcNhKGISI8qStLZSbTejOlAL7W28hkuSF1XRAAfWl2iIR4H8D0P3n+v6ausxl5ixTfc+320FO0a4NKuQa0P553OWDQ1H4inrRuJio1RzIlHnuF+yh+F+WwLJso6tAl9fOstt5i+wr0Q821rJVpuzqkYW6defIHp278aItFNjVyLgtTYamsmC6ZZlVeffSqfzVavw5jdoRVYGKpYOrEJ3F+IGzEmLJjxrqYG+7N0bb9vFJTwaKj8madiHBVqhYO6Vdu7Q3juUKTG4P49PBNoa8A4Om0G23nLOjCFWpsxXt7Zv1jquhr+7fOVhbSxzDLLLLPMMssss8wyyyyzzDLLLPsBmnVoY5lllllmmWWWWWaZZZZZZplllln2A7QTKkSclpEhTxqisAoENFBN8bfzzr5IREQ62yk6ZcCAOzuI/Vy9BlCotjbCYydMAO2pvZUwtcsuBaT8ysuuM3233Awx1X37Cf20K+hvRibpMRXlEMgK0QTLDJhd8T6KUw0ZAgHaxZ+QfjJ8JGD/nf28voJ9gLM2NBAiaAjbDs4h3PzeX4MKE6bB5jdvAAy/x0d4XIiCyVZVE4LX2oF7T06luGVyEuhCa9dSADTrMlxz4f69pq9eiQDHxBA6e8c9EM709fA32rpV+7o4dKISAbmv6aGoWFA8IYS1Skjr0b8Qkt/VoOBuPqLBujrhS0ggvWeWophdeyXpARvXrRURke4uQnXDlHBgaxPHU6eCKbZovk2H0Q9HqgiPTFV0q6oaCmLWN6KfDpfznmx2QDXzx1N0c8wMUF7uves3ps+j+snpIrSuuQ2Qv44mwq0//gS/sei8003f4DH47vKDhNbdcBughksvJz1qzBjQBru62QadCn7Y1kQIa74SnR6pCSVXKJGzjxa/bfp8CoZcWsa2dyoI5tTJoHx4dZHHk8R84pMeL9r8z3+CMN0Nt11rvp4ci3l2zxsUiTUEMb1+0gi27gbk/f233zR9IVHAw5+94Fz6lDCZaJDhSfmA0MdHck44BBDVN955w/Q99DfQoz79hGLHrz/3koiIvPh30p7ilBD39g2EEVfXgU4ZGUG+waHD8IVq1KpD5YAte1oYT3sVPjg7mXFjoAvw3MuuIfXn0XsfxfviOJbKKzFOk5K0uPHTG0VEZOIpE0zf2i9BIcvISjV99YZ4m5ftHB4KCsWh0nLTFxQMX0sTIcMNtaCQjRidZ/qKihjPyhX1tKaegt4uRZdwazRTUQKGs06bZbrWbF6nXmJbZsQgxgWHUtTUo5SKR42jWJ3Ni/Vi8y5S5i65FfP7UBFFw23huKevvuS6UVeD+OcI4tgZMwFt/dKrL5m+TRsBq+1uZQwuKQTEt7WH0OKsIVhX4uK5hjlCMO4mTZtj+hZ/DTjvoEFppi8yGtDzkDD+RuogtEG3Jlq5fRvgyGXV5aYvKhHjyKGtnTYH/g7RoNTtKl51NWuxOB4x9pNPXpOT2YxIaQj8Hk178h31nqPsOODoABfHYXcfxkhvn7YXUBTtkEBCtHv7EMM6ewgrtyvakbeP61J/D+JAoJNjzqHWZJ1+YqzTTl38V9Gx7Vrub8CDG23X9nBdSog2QotDTjXGvXre0I8WcQSRbmVTW1S7Rse2e/EbAS76XG5eP38E321z8n2G1qRXE50UJ/62u3lvoer3XDG85gB1rRv3kW7fqdEi4iOUoPcOUpcyYjCnEuO5t/T1qL7rY9zz9qNPOjpIx4hLxmd04eABRdGKitbot0rcNMrNGBxs3LtXo9R78Lsd9aQpBIXimkvKuN/wqL32rr28z2FDsI8oKOL76hWVdcR0Fte46IYr8LsJ2phQw625i2PR78R9HE88WzeDFqXTo/S/LaN1dXfJlt1YG664DHSm5hbGansg5tL1N99o+tZswFoXr1FIRo4CrSQtPdP0/fn3vxcRkfVbt5q+Pg+eX06ZzPWvqwVjKzeF67yxnrXWcm0qOIDnr/B40sO//ApU7PBo0nccAVgnvX7OgfGzISy7/H1So3fvw7icMYcFUtavxzNPfRVFZ92BSnS8jnuJYBd8TQ7GiXhFr+7qIKWztQt7iYxw0miWvAdx4Nmnkx4clYTPbt+/x/QlxGG+HqnltRh0wFHqeVFEpLQYa3Gom7G8thl7nRByO2XCGNKgo5R4+euvk8p+/sWXiIjIx4qmKyLSrsJNqLYGh8Qhvj335iumz+9fJCIiWVmMWcZe+Paf3mT6nn/3XRERGTKCRReyA7Efy0yjTMWu7duOul8RkVPnzxcRkboCxsr4WLRbmJv7hpID2DONH8uCNa1NiHdrv15t+iZNBt1u+Ai2ZYD6nvVbSBHLm4CxrQsqBwfh717teTImEnII9gDGsf17sL90BnJPZFDXMrT7tfnwmdwM7pN7u3Dvny6mPECC2usMGYJnvk8Pc8/4bWYhbSyzzDLLLLPMMssss8wyyyyzzDLLfoB2QpE2PZ29sncdTs6iwnDaV36I2ceKEpy+trYwOxodBVHGfzzLUrYOlcV+912t5O1UnLSNGjHc9F1wPkQ3L7t0kXYVOE11h/KkLSkZ2ZDSYmYR/D6cjF128WWmr08hZ2bPpQDSS88jA5o/dqLpKzsMYduWTiJt0rIhzNam+ZoU6mbdep423nTTz0VE5OILLzF9B0uRNT6slVG0O3ECPHgIyzv7vMiu9WjoCwOplJZG8c0DRUAK1dayVFtcDE7ay0pYbu+9517HNXfzVHrqzFNERCQyhifzUTHojzhNoM/vY8Zo2RoITFVpZdZCnMgKRWkilLYAXH9HDzOBm7djfEycQPG0+ET0V2QkT+SNpODOnSxb6wzEdXW1UYyxrx/30tjA++zpx7WGh1EQ2jh9Xf31GtM3zQMhzpQ0ZrkycnEafffdt5m+5ctxwv/Gy0tMX1ImTlVTYiky2lILYeaVWhnc7i6IbHVpZYQv/uUvRETk5TffMn279kIMa+tmom+iEpUotiaAZpSyHjGK82LjFtxTcAhP7gNDMB87eymKNn0KRNHOPg/z6N3ti+VkM5vYJUDQlslxQLrs38UMyLCRyFj0dPC+s7IxvvrtzAx0+DCPbKHMAuRPBJJEL3m7bx1KO9bUEN3V36JK2YZzXCeoDEeLrjumwC+rvmHZ5pgoZKy+/Jyn8PNmYRw2tGglLx2IJTY3s6jBKsMcHsPxOmQ4MhbdTHpKeCKupb+XcdepSqg29xORM2kKEEMluzkXZ8zEGHEGMEt6/sUoF35EEzz02hD3Bnz8PnsA7j0sknGjulrNS62s4qTJQNvt28s46Q7F3I53MxPe3MhxP1mtB7/6O8tdJ6YjG3K4mnPfYUMcuvt+ijpvXgRUVb6WAYtXpXFdYZyX46fMVPfGzNXocWijBZrg3KC1EL3TRehdgbi/7KFa+XRBf3Zq5Y0HFEQjdxjnr1sJ9VeVE1HX0Iy+CwkiEqiyGe1//pXMjm3ahHiRN2mW6avpw/g9UsX+evbPaDe7k/3V1wf0RHUTx930s5D1bOjhtdg8uN8gO7cXbtVPeSOIjCovwXqblcqY2FgHZOOwwYzFJ7MRcXNsKeqjUTXHw93A13OcUqDuECJLnApV4ddEE1taEH98A/RFhKEPAjXBTaMkdZiD48ZI6DocjGtGplv7CfEqxEtnB4NJoEPNDw1B26dEbHtcXIeNLKgjKEDz4bP9Xo5/h0JVaHq65rXYtTrlgeqzOgrDo+aOTRuHxg34BtjePuMzWsyx+x3Kxc8a7TFxDMvP7tvDghEN3UDqJscTsRhow3X5tCxz0QGUG87IppBqVDjGe2cL2zJJFZlw2hlzelUFDWcg+7C1GfMyJZ5IuTpVhnffLgpzjhsFREywtrdorsL+oKKERSIMtHr6SKIgFn8D9OewMYyJN15wlYiIhA/hPqxDITjrqxiLnQrB1NtPlHFI8LHltb8r0ubb3v/fbO7QYLM0cn0n5v/BUpa2DlCo0q+/4Z42fzSQBx4Pn0vyxmGPsE7bWzZ3YIxddtVVpq9erbdxGuprz26MtzPm8RmpQBVw8Qdx/atrwVhwxRDdsqcQKJNTT5tt+rarUtmDUrhGiNpvVVcTGT8uD2O7vJiozXSFbmuu4XNHkmIA9HZyrxOXiD1Wv5Pjaf0W7MljtL2TTSnHN3URMZSUhe+rbuDaKSqWnnraNNP1oSptbdcC6Pw5aKOjSj0rAdw0jS0RomJkVzWfqQp28lk1JBhtmJFNdFOVQjW19XDONSsxd3sk90z7i7CnGj+SqJDIJLzudTJm+dTzcEYKix88+Nu7RURk2VqKWA9NRkzTxYQnTcSz8cGDfNYv2oM9eFAgY26CEs3eo/pcRMSpHuwK95DdEupGvBmXT4RffTWekevbiHwMDMPz0IghvLfuTrRH6SH2V2U59oNObb2LU89pA3rFItX/+eMoPl9Xj7F1qJjMnTH5mIOV9RyfgS7sESu1Uu4BytfUin7V0bPfZhbSxjLLLLPMMssss8wyyyyzzDLLLLPsB2jWoY1llllmmWWWWWaZZZZZZplllllm2Q/QTig9qqWpVd574yMREfl6BeD+Ha2EqcWouu/LvqQQ59+egjinz0voUowSXkpKJsTy0EGINZUcJDxuyhRQeWxO3qZBt2pqpVBeZS2gVTExhGQHKfGsUfkUfPp0ycciIlJcTJjXx18B9paTMdT0udyAPdU0EYbfrATmdKizzQn4VlQs4aX1TaBpLFtBCKNfcC25ubmm76MvQb3p7CJk7vxFoLGIgzCrmHgITu4pIOSsoalcRETSsklNOvd8iGW++QbFaR0KLtjRRerI229BeCs9m+JTNhugune/dIXpGzp0lPn3ZZeBYmbrI6R31VeAH5YfJHTRoaDVcTGEQrb1AFJdWEY42/zTQMnY9M1q09ej2nf1ao3ONBX0hTVrSD+66jpQ5TxCmGJvL6DStTUci1npEBsL1ODbrc2A3oWHhpm+vlKMt9AM0hxmzQYs8sA+Qo4rS0Bf8doJyz77fFyLUzgmapVg8YV3/9T0Fa+FANa+A4TgtbWiXWafQuG1jmb8xvWXk1pntwHWWNNIqN6kiYAVvvEx+zrWDjhmdy9hsu2KQzP2TNCAgh8jpfBksYjwCDnrFNB1Bg0yBL/Z3rFKHDMzlfTBfjWeGztIcWrpR7yYNHuG6QtS9Lt2TYyyuhx98Nlnn5u+eEXjCw0nBWFPEcTRfvORWL6FAAAgAElEQVQ4BaxFvbx5M+lb0/IALdVRmsOnQvjv7ZceN319Hvzui69TsHhXMWKi+Chq99rzEFJ+5h+kqeQo4e8vVnA8BEd4j7pHEZFHHv2diIjEhFOgbsdaCBPGxBFGnDBKwVE1IXaPgn62BhE2W7wV1AKXRkvIygG8trqOMNKlSnAubzhhrnv247OH2gn/HZJGCpEzGLFt2DAK2O2tRdwOCuUcvPb6y0VE5Le/fMj0bVaw8K9XsQ9njcT3LFbrl4jIgA3zIWUUrytbCdJ9uYYCgNdcDqpUdibpEH2CeekIJ7WqVNEapwwl1TY9HZSH8DjG6gy1niUmEEI9Mh802X37SSEbNx597A7hOpmYietrbWbf3Hn3j0VEJFajbtrd+I2///mvpq+nD219+dWEyEsQ+q6hnYKX5yyECGZ/J9v50kVYA6684WzTV7AKFM9XX/i76bvgOrxvyiRCkE8+s8kx+bDjMDmOcn2LtqpPW6ucSiwzQNvTmNSbAX6jXX0kwMb1y6bEd/0eXlubWtMiIrmmOUzBYo6Rlna8r6mZ9EujgINTEzFOTUBsiAqnKG6/Et71+Xh9fYq27daEHoOV6GhLLylCxt7Np1FhPIo+ZVyn+g/er8USQyjV6WDj+lSz2QPYfgGKpunzsJ19qi17/Zpos+qH6AjSPCZMGm/+3duB+dHfzmBdsQ/7lrREUhcqSxGXKyoqTF9KDtafvVUaDaAU60ZAJPdNCUmIA74O/kaTWs96O7kX3PINKJ4LzzzL9LnDEa92rVxv+vbsQrzo0gSrh4+GMKZBkxARufNMUCEiBzPOdylxzeJK7nPtiiYbl8ZY0tWJ/WNwGMdYjxL9PB7t6d9RoSxa1PHN7/dLjxdjfsde0JRyczLN11OVQG6cVmxkg6K2XH/99aZvjSr00aYJs95xJ2Qbapq4R1444gIREQlI5zhZ9zoo9G+8/77pS1eC2iVVXPsrjmCt215Iqm2QG+MjQptf0Yp6lZjCtU46sfdtb+N4n3kp9sGrV5Gq43IjVgZqVE2/ikXjR/K5rrEB1zJhwiTT99RTT4qIyK/v4f5s+sIzRERk5zerTF9gCOJrWDT3xrPPXCgiIgOd+rMermXrFtIVnU581tPPGGOswRs3snCMOxjxNS2Gz38V5XwW8KkY/+uH/mj6ysqw1zlfSYSIiPzp2WfwfdrzS2Iifq++gc8HFUcQl6ZP4N5pyiTsSXq1YiRPPfeCiIiccxbX9JEx6OsPP+I+KScnR0REzvsRr2X11ytFRCQ1hYVPqqsQR3p62G4RbrRrTBTHbICiqmdk5Zi+nQV4Dh/QloT2bsSdwYNZ6Ofz1SjeERzMPXG/WufGT+a+y6HW2SOaJElcPM4HivaTchiv4rHbfWxsS4wnlezp514WEZE+bQ0MjsA9lZRgjRjQCnJ8m/1bpI3NZkuz2WyrbDZboc1m22ez2X6q/NE2m225zWY7qP6N+nffZZlllln278yKOZZZZtmJNivuWGaZZSfSrJhjmWWW/Sf2XZA2HhH5ud/v32Gz2cJEZLvNZlsuIleLyEq/3/+IzWb7lYj8SkTu/rYv6uvtk9IiIBPcSgzPrQnaGgLE777HU7pAddJm10SCjMM+dxBPNwtUxuDXv7rL9AUHInPzvlYa7q9P4gR13SaKfUbFIKNRX1Zl+m699WYREVmzhqeqgwfjpPMLrYza8GFAlNjszDa1dxrlNim8lxWHz/pamakqU8LL8bEawkcJnVbVM9McFYGT7PhwnmhfcDZONxeex3LDRnnP8ZMoFtfRBYHIufN4ijhKnTI/+dhTpu/wEWR4nC6eco5UQpyxWhb9i6VASIWEER2Uno6TzHtuf8D0DR/CrPdDT6DU8sIzeCIb5EffbY/eZ/pWrlotIiJ+O0+ewyMAP0hI5zj5ZjPQNA3NROk0KpRMl4ZIaGrBf0blEx2xswC/d8GiC03fJ0vQn85Aoq/CVFaooZEZ5KwcnJzqpVUPFuP7olqIRiqtUOJ+h9mHSUo8+XApEUMbtiKjf/nFF5i+vDRc6x1XUNj4YCnEORvriegwMq5XX0qh7JJ9uJYVn7OM8J134HvGj2MW4R8v4oT8kgtZRr1OlUZOSmE5w3UKobTybbR3RzPb53/ZvreYExUbJedfifatq0bsiY7mPNqyBRmNn9x4nel7Z8mXIiLiD+OZ9p0PAvmUlkdxxm5Vojk6jlnUtmZkW8eMoUja9TehxOZLb7Fc+LW3Xy0iIuddSsHaskL0QYCLp/YlpTjpT4nhmGssA4Jr/HhmQmYsgCCshDEmXnEtEFfzpv2Iv1GEGDc6h2KaDjuu+bHHiNx5+AVkbbRwIDZjbmnos5F5iH8uLXszIQux5oorWS789l/diT9SOGeDVNKhs4UZs8JSiBFGxbA8elQc0CGVdRx/UaoE93nnsA12rSMC8m/PvYqfy2J2qi0Q8fi+B35h+qbOnSUiIunhRMuEKcRneiLj3ra9mKvbd7IM7tPPf4D3xfE3DE3qiBgiaDqb8bvLl3MtmXsukI25WRxPd03BHK0pI3rosUf/JCIipQ9S8PQXd94iIiLTFjCuFWzYICIicy6kAGTlAZVF1wSmy1SGLimB97tyPbKjl1x9s+m77fKfiIjIV1+sNX25g4ep+9hm+n73yAMiIpI/gcitTz6nYLppahzV7GH88/diLXz8hWdMX08lxrbHyyzvCbTvJ+74RRw+x798+biwG9OOFSQOD2XmuaMd60xvP9snOABrpEdDSQaq37f7NCHdHmScB7y6uDT+dvq1Z0JTYJhrWodC5DTVa2jUbKz7AwP8XZsS8A0MJKrQEPXvG+B+yKYyjgEOXp/LaQg0a22g/vbrbaYEiH1OLecYcKxgsYHs6fOxrYx9pF1D5BhZVb2tRKE57Mfpqo4uzs/waM7zoGB8Z7iGZDDat7VBK7MdiVjeobVvqBsxJCxAK9vehPVlQBOoDIhH3Avo44VFqf4/XMj4N2fW6eo+eE/+LrTlkq+4f73pJszz+BFECosqK96nIVJ7A/DZkiOHTZ9XDfHIFK6n1ZV43dXO6zP6ur2Z4sQhYccKjX9bKe9/h7Q5qjz9yWXf217H7nSaYy8oDGOi/AhRUGPHAr1YWU4EeHM71tRvNvB5yOFUSOMmIo2378RaUttAwfn1G/GZSRO4lziiRH/LKzlOZs+GsPCS5UTBjMwDenv9+u2mL380nks+/ZQFZsaOApoiTENpbd0IlPLoPP7u8qVAUDTU8fqM4isuG5FqBnugX0O3dHUbc5T76wfuBfK26CBRFQPvY189RBPtNQSaMzMzTV+rQgnb7fzd+no8EyQkcF9TUoa9XUw00SYVh9E3tc1s+8AuTLS4OO7NYzUkW6RC0vr6uD/KysR7b7+R5d1FIRPf+4gFUowy22fMofhz2QE8RxQXkrUyeSLQ3S++9KrpO1SKsRW/j3GnoBbPDAcPEQnkVzE+QCtjHqHYFNt2EnkUGoj7NJBZIiJpGej/g0X8vgSFMN6h7cU6FXIzMY2IrOF5QAx+vpTPQ7v3Y3955ZVXm76QYDzLBmrX192NtSoigrE8MgL7wf37uRcz0Ps7tdLl0epZcF8hx87S5XhuHjWKyMzCcuyF2rux//X4jl37j2f/NtL5/f4av9+/Q/3dISKFIpIiIgtFxOjBV0Xk3ON/g2WWWWbZdzcr5lhmmWUn2qy4Y5lllp1Is2KOZZZZ9p/Yf3Q8bbPZMkVkjIhsFpEEv99fI4LAIyLx/+IzN9hstm02m21br+f/k+yZZZZZdpLa/2vMaWlvPd5bLLPMMsv+pf2ncUePOc1altQyyyyz7LvY/+tep1PTJbLMMsv+/2nfWYjYZrOFisiHIvIzv9/f/m1QRt38fv9zIvKciEhEYKS/WQketbUAxhahCTEaCMeaWg3SNxGQ8R8JRYzeevMdXJNGoznzzAUiInL5TyiS+NeHHhGRo6Frt9wCCPicM+abPqcLMLbRucNM35aNEGtbvuwr09fUDIibIT4kIhKmBJI++exL05eQDCpMfwchse2deHisrCE0MTwKv9vezU1efRdgWafOOs30TVOCytVlpBIF9QNKtWX7JtMXpaCRD/z+Q9N35VUXiYhI3ukUrF3x8usiIpKliZT1dwHivPDcM03fy4pGU1ND2tjc+Wjn5mYuEPsVdWBS/izTFxHGfvVXAn4Yn0AayRU3gZpzhXaOt3YVoHUff/Kx6bvpZtBWsjIp6uRRMOs1K782fSlKAPRIDSGOhYcwjkbnkRrmVyLN7lDCc6+/CWNilaJniYg01gPKm6dRq/wKZl11hLSnEVPQrge2bDV9H7wHAdPtW/eavuxM/K5NE5tKy8oUEZHqZlKwXPEYOytWbDB9889AmzfEcZw0KBjqzt0UmLZ50M6nzJ7F7wsF9O+bjYSh+pWAans74dkhwWiPnnZ2SHwk4IC7FI2rWxO9PhH2fcScuPBY/5Mv/kNERF54EYKn77z8rPneZUtXiIjIHXf8zvTde+89IiLyxaoVpu+Mc9HPrz/3rum7/zcPiIhIjJvw8MnjAfu9/iZSz0ZMgEj5E/NIP/KovnLaKRL79h9xnQMadDcsAd9dVkXRylXrMU/O0OgxfgXx7/ORliB1iBHtVYQMx4fh+/o1iH9FPWCcw6dRKFcUjaChhp997Peg6nQ1cu7/4y+IEQtmMj7HRQMy+tfHXzJ9/R0YV3fddQOvJQVxNC2NbXCgCHO2pY2UgKlTZomIyP59nE+1irYY3M4Y+9ATfzL/PnIY1xiVpMGIU0BhzRpEAbueOrRDt0bHiQ4AhNnmJe0jxAF4dlsr771w7wH8YecyWlOJfrrqyjP4fbGA+zZ0UezP6UY/dWoi76FBuNYrriFVb/9OxPzoEEJ3f3HHb0VEZMyrhGnPPxui63njeG/dal3xdBN2O3xQpoiI5GRwrfNWKhi0jeOuuQ7rVUoU6Vt9jUp0MY5w7r/84Z8iIvLquxQT7uzGfYYGaxQhJfZevI8iqAMqnOxdyXb2KUXe19+kKPaJtv+buKPHnNF5+X6b/9vyYcfCoP1G/uw4P+XzaNQQ9XeQi3MmOgTrfuFBitj6VXtHBDM2BQXjM90u/khICNZpr/YbLerQqVmj9ISqdSQmnJTBoZMw/ur2UWDUr/Yl/R5Saww6i05rMWhRgQG6oDLGgc2rCQebtCi2mUlnCiBN04Dg+zVqlV2Jf/q1NrXZ8H0+DYp+PLqN2ecajcoQXg6OIBW+uoZrd4gL62pQOCmqOVMwz7587RPT51U800Anr7+kBHMwLortGxKEmNPYwhh8ZBfg/f09jFfZSpAzUhj7A1R8OVRKisP+IsD6r/sZaZDdgjavqecez+tE2wRFkN7Rrqj+7lDee2sHYkR/N+d5cjxig2+A+5x2JQmQnkSx/+YujXdr2fey10kIi/cXFiIGVFWhPydpYrKr1oDq6tbm3LTp2Nfs3LnT9E0/BWtJRAT3yG++hnicqa2dY8eDnrRWK/Tx46sg7N/bxnVt1y7QWAYNoSDspk34TEpypunz9WMeThjNIiYD/RhjGRlppm/CXDwbHdzIa962Ab/R2kaKUGQkFpjEZK5XA0pMvFsTHY9JwXfv2qLt13NxrY21/D6bHeO4oYX04FFjQcFJTec6GaCKN3yppCRERIqKC9X1ca1TjB45UkPaoMHHTEgnXfFQOehHJXWk26Qk8BnUHYMYX1HJuf7u25AECQ6hjEWGKh5z/ml89vWoYhF7N/I5IlAJt1dXMrYZNLat29hGEUl4nnv9LcqZhCiK1qJFi0zfyFGgveljuloVXVhwNgFk7U1YRyafMtX0VanCQp3a+rTpS+zLm1vYN6efhf1Wczvpu/ZAxNfQKNKLZ87GeHdoc+CbtdiTtLYywTvnVNDMJ04knam+FvuaTE0AeaAfcU6Xn/hSFVmqruZ+b5gqzOPR2iBEXVeNWm9931Fg/TshbWw2W4AgoLzp9/uNHqqz2WxJ6vUkEan/V5+3zDLLLPtPzIo5lllm2Yk2K+5YZpllJ9KsmGOZZZZ9V/u3SBsbjsdeFJFCv9//hPbSJyJylYg8ov5dcpyPH2WBgS7Jzs4UEZFGVYI4NJSn+Y3NOHqsqecJ1akX4GRsuHb6OnU6TuKaNVGs+RdDeK25kEKX7a1AXdx3332m78E/QGAzIYWn/i+9BuTJU08wE97fj2yIcUosItLSgpPW0aNZLu622+8QEZGsHGY99x5ARsPGpIQkpiKD8s8X/2L65szBvYW4mSGJDUPW7IabrjV936yGgFdgELOtAz6ckC5fQXEvhwsni84AZpHuuhNZ2TPP4unqkQoIYN16w+2mb8M3EGTt7GKG5L77HxYRkfo6raSjgkO5Apjp83jwewWHNMHLkiLz7xuVwOUVV7IUtU2JCH6iiY4Z5dXPOet005eVAWEpZyJPS529aNip0yebvt/fhyz7JZdR/PSVFyAU2tjM6xo3Bb/x9LMvm76hw3BKvuCMOaYvWJV8X/EVkVZtSig7ShMfLN0GIa3iAxReW7UMKJngMJ6GG6JkhUXMDiQkIZM2ehzLp+/einLP0WHMuLW1YBxXVpSbvpRkfPf4ySyN61Gih1mZmrjpvQ+IiEhEFK+lQwmvBYfyFL6hBuihyFCOxasvA0orUonahSzXUBz/i/Z9xpx+74BUNSGerFq3WkREzl5EVMjkKcgqZWon6g/eCoTevuIDpu+Pf3hQRI4ujTooC1nU+CiiwLYrZETvM/80fU9PQ1xxCE/yewUIj7/8jO+rq1WpFxtRJmFxyNpGBDOYOILQDzW1/L7wYMSNkDD2Ufl2xKHH1RgQEXn4D7i3rgHehysEmdLHn2e5cK8dceDpv1FUdvd2iMG5NWTJ44/jM7qGWmczsmyZqcysffAu0H8zJlIkfeL5KEfbr5VQPFCCWPP2+xSPu/UeIJ/mTZ9p+v76l0dFRGR/C4Vt6zvYHlHxQMs0tBKdVqoyJX9+jPf5+NN/FhGR+359v+l75hkI4zq1jH9WGuboFi27Z5Sj7Pawvy6/DqVTf3IjM001xcgqZYzkvJQA9KeeBaqvxpjYsInlPhNDgNLxasKjXX0YJzFhHHcL5qqMlZtxecg4xMfib/h9oQHo66bDbLfxYzH2/S0cE+eeCfHqp//0mukLVOtLt5Z9jPAjrh3QMnClZUDmTZkwwvTZlEhubzPXbIcN8ScznePk5tuhtbnnAMfEibLvM+4cI2CrIUCMv/w2/3FePxaFY4giiogEqnET7OJewK7GaVUpy5NmJ2WKiEiQn2iOBpU5Dckl+swdgvHXpWWom2rRRz3t/N3MJGR+G49oz44qERvp5jpiZCt1nIBxzT29/A2PQrEZqBkRIl6cGkrJKIfrs/MbXaoMuOOo4hRoN69fR9DgMw77saLQPq2dzc9qQcyoEqwL3NpUp7a3a/S3EF6X3Y3rqmnh/jU9Atno3Pyhpq+rCuu5p5VomYIC7CPy8rm3DFZo5TAn27fyIPYZoaHs/752zNtAF9eIgn2IU1t3EAF8+jlA7Doi+b7wOKApqhqJHs4eDMRlWQUz99Eqm9+nFdcw4p9LK6ncrdC7odreIjoa462mnogCVzCFZf+n/bsy4McTHT5Zy4B/nzHH6XBIrELHZCRjvsbHch/Z1IT29/s5Hw4WYx3o7eG+/1BJuYiIjBtLhPohVabepa39B/cBPTIomwjdZZ+CcTCglW3uVfN0oJ/ry1WX4Vng5p//1PTNHov9d3cXEX4zZmFtysnKNH1bFQK6VyupfcrsafhsO9HgG5Q4f/IgPut1qLk7YgznWUU1xn59I3933gIUUnn6uddN32Ab1tbSwxTFHRCF+tOQj9t3QKB54mSiL/JHA4H92msfmL6NWyBe63dwPmYPAYqjaa8WYxQiL3tYpunKyaAo8R0/gdjwE3941PS1qmdVj4ZQOfdCPBsVbCJS6LFHsf+p0gTGL78U7xujtdGK1WvUfXBMVNRiAQgPIpozIATjY+se7gfyJ6NvHv7dg3yfWvv05+srL8fzRp2GUDlUCcRYo7YGRqVniojIsCns14wR6C9fGfsmUZUa//LeX5u+U2biObikjMh1r0Jz9nkZ/4tK8T0D2jrR3IC17/zzFpq+LVuw1wkNZzwLC8OaGh3LOVVShXvq7mbML1eI+fNUURxDxPnf2XehR00TkStEZI/NZjNa+DeCYPKezWb7sYgcFpFF/+LzlllmmWX/iVkxxzLLLDvRZsUdyyyz7ESaFXMss8yy72z/9tDG7/evk+MyrUVE5LR/4bfMMsss+78yK+ZYZpllJ9qsuGOZZZadSLNijmWWWfaf2HcWIv4+LDIyUhYuBLSoWcGkdeTqqXMBjzttLmkqw1MAK41LIBR8rIJz93QSCufwAkbb00EI7lolLBuiQYkjogAf9PQR9vT2axA2LthKKGm1gsyNHEk4f7ASmquvI4zucAXe19HBa7nuxxDbzJ5I8azuWrxeVkn41sdL8Lsvv0Cqzo3Xg0oUH8d687feequIiKTGUMi3SVEQhg0fZ/oMhOiefawZH+iCCFdFOeF2d/7sXhEReef190zfwf0Qu+rpIoRx0njA41I0Mc/8MYCh7d1L+NuuXYD27j/Ez44dRzpbcxOu9a23SLVwKIE/DVkrpUp0astGiisHKWh1ahrFxLo6cS+d7RQdTk0GHaJVgybPnIm2cQcQqvvme6AMV9eSHnC4Hn+v27rK9P3+QdDKTplJiOM7b0GMramFbTl96nQREVm+gtccqoQhk1MIYexQ4zI4mPSVkjK0eWoG+zomTIkZOjkxEmIwZnt7KO42fFiuiIicvZDC0b3doFcEBPI3upQgZEIkaRgDdryvtJRtMHIo6B/naRSxIZmAH9ZWKvFs37HQ/R+6hYaFy/TZuKdKBbucfQ7bLCQd0N4nf0Xa4uESQEXzBxMeGhWEftGh2cUHQeVpqOI4DFRjLSmZfV9eBtpCbh7hnKGKfhcRSIj/OddeICIiuwsoKLpjN8bVvFMJSx03GX+7Bgh9ff/txSIisnNrgem79eZbRESkZB8hqIvfhjjwg3+haO81dyG+9PQTzulz4ruLCkgtjAhGPGtvIpS+VMFIPR7OfZ8PdKH+frZVbLSCbacSSr1vMaiHISEUPHz2RcSI9h4KBWZkgHr68VoixKd9PkZERKbMZ1929lJc2W/HXHG5eA0Rgfidt9+iUPvwYaAX3v5b0lEvvQTUoL8/8aTp27sZdIOBfs6BM+ZhXDk0YdfLLj5PRERWf0WR9EhFY0ocRIpit5qrwaGkWt6nBLCjNOpAlEGD6GbfHOkABfjB+x8yfZuU0Hh4NOPG8FNAT+puJX0rPhbjLTIuwfR1KkpDQDAFVBedBwrh4hcpCt/eiPelpSaZvuBwwML3bCbkOncIxnlAP6nPfZ24hrR4CizW1CAmrl/HdXfzdqxdrmDC+k8+84tPK5IA02g7NuNf3zGv6+uhQbFyBHAMBzrQ3l2aKHy3WrM7W7n3GTQZlLOBTgpfbtgGmtzsvLNNX7hajzqEEH1PJCDctmDGl3jVb8uWUFxzZSfm78xTZ/Oi1VALDuEa5HJhm9ncyljSq1Q4jxIJVrvRQCepBv4BJeCv0WMC1J7Argn59iqKotfLazY+49EExY347bSxTR3qe3zaxRgCyHp/GN9s0ylT2meM+BMSwnnU3I05E53MuV9fjnUoNZXrflsz+s7p4JzxKvZHkiZKWqlg9o1aX697G+L4LS1s36RczMErrrnI9A2o5rKHsX3ru7EPD4zmHrlK7aECNEpuTw/uzaWfLwwo6pq2brhd6Pe+Prb5gKKsBYZyD+Lz/s/5wf7SqU6G7yiamvLpY8Lj4TX8t5rD4ZBwFcNjY7BnX7F8mfn67JmzRERk6jTKCnyl6P8DmjBvm6JKtmhiwrnZ2G8ac1lEpFXtg7XlTyoOg3Zy1oIFpm/7NlBILjyXcWdfAfYNF86hEG19DcbvqGGkEuZkZIqIyMeL3zd9F1yAtSlAoxVVloNGU6TRanPzsNeobeN+JSkb+7LSBtKBymqxPxs/c5rpu+1Xv8S9uTmXCw7gmnsGSNVxqvH+5lssUDFlCvYmucOHm773Xse+prmRgt9hwZiQrmDuAQ7sxf6tQ6t6Gq/68sUPSVWWRk3IW8XDWE3oe9ceUPuThHP953f+XEREfv/7R0zfpdf/WEREykr4XDp4OPZbAxp91yhaU9/Mve7XqkjP8OF8Rq5VouOp2RTrfe8j7CFaWjmePIriHanFmI5OxJhPl3LMXveLu0REpP09ih1vUnuErYdY1Ke2A2tgWxspmPNvQuxrbOPzulGUqK2D1xKrRJ1TMxhnQ9W+LDiMcbGpBTGo8GCx6ctVY/WZZ1jc5IILAYpr1Yp93HEHZFQe/hMlWC6+GLSoX/8Bz/yfbWThjm+z/6jkt2WWWWaZZZZZZplllllmmWWWWWaZZSfGTijS5nDlEbn1pzjty1Wl4xzaFRStQemtnNxc0+dWJSmbmnhatmE9ss9O7dQ/PRFZi+xUolHG5AFpsWMHy5nNmw2R20PlFNft70KWxqFlTfJH5okIyzyKiEydDFRFUzNPQT/+ENnfzUqQSERk6Rc4gdxbxN99/e1XRESk7DAFek8/HWXF7nviD6avrRQnhXfdeZfpO1yBzOr0CSzx63IjQ9LRoZXeLlSnzFqWLz4BqI8xY3m6Hq7Eytat32z6+pVQZFYa26+2DiffjU0Ud05JBeJlxgxey5tvvikiIjHpRP3s2EPBzpBI9GHRQZ6CDxuOE8psTTS3r1tlZwbY5suWIGM9dBhPbkNC8Xp6OrPFYYYonoMZl3POQgbwxWdfMH2dfTglj9XKtleqk/Yhg3nvobFot4pCnqr2qazfN+tYjtvjw7nnWWedZfo++RxCaYc0MeaJE4GOsDl4+hquEk9GqXYRkaJdQDDdfTcF2hYvwRhzCk++K8uR0alEMucAACAASURBVHjjtTdNX44qU3jm2byW8ZMhgPb+h0QpZGSgzdPS2QZfrMdJ9pUXslRx8QGc+k9TIr1uN7OAJ4slxCfIHbdjLrkVgKFFK9n++ktviIhI8UFmXsJVRrCnhafxCap0rk0rAdvkRkbKHU4kWpsS+H3l5XdM3xMvQCDumaceM30XKzTHTTdcZfqKSyF0dvttLMl6h8qOBAWx7TNGAEGxX4nDiYh4+jGuLrnwPNMXEoR4NvfUKaZv53aU/Zw+jcLLOSMRb+ub2S42j1GSlwi3GiVgHhasZcJVqezJkyg6u6sAAsh62dezz0CsW/kly6j7lIB5eiYzUrEJmSIi0lhWbvpcKtvRJ0SMnHsxsnbN7cyEnXMOx/3KlStFRKS3Xys97AMKJcjJz7hD0K6dTcxcu4JwXZ2d7P96hRYsqaCAXWM1hONefPFp0/fuGxhPa9ZSIL66FjH92lvZ1zPOOEVERDKSiCANVBnp5Bhm3txKHK+6g31z0yKIHf/0NoonG2UmoxKZGbrgfAjdTx3HTFjkKKClGoqIsovLA8rut7f8wvT1qcz/pLEUCS7cg3jW2EyB0rvvhZBhdx+zjxWH8frOtVwDrr/iChERCfGznUPdGDu3/fJe05eUiGxhp4YiE371SWM2o3y6KaCridyqfvZrasWGIK9fQyD0qxLYbifnviFKnBDO2N3eqbKfepv5kMXdqq1VQ7OQQQ0PIAqmYCOE7xsrOb6mjsFa1aWVVK3fgz5NCeWaW7AZCL7UWCJGVq9dLSIiYyZyLzB0FH43TCs/6wtAbNDLrMYmIdboKA2vX7WHjQgyA/Dp1drKppAzTudxBGv93E8YTW7TkU8+v/Lxs0ZL6llNA3UToleY0BA7Xg/eYKCIRESCXFg3XKG8hgCFQgqOZHtkDkEbHdiz3/RFdmJf8OzrzLBPUMjf5Cxm1eeMwt4oZ4RWirYb++X2biKy+tR4cmhoJLcSLu/xMrb6+tA3Lg3JZDfGrDbEHHatHZQZ2u0+XSxY/enR2jdAjhWH/jbT0TffWqL9v9i8AwPS2oi1pkIhJ6oP8zknRPV1aSkRCq5A+NxaMRRXEPrdKMYiIjJlEmLCOm1di1JC2ZlJRF62qIIWBTuJvIxWIq3efgby5HjsmVoaWFZ66kTsU+ITiLI05uu0aUTBhKpiC3rsSMnEOqpPzdQM7OfXbSEKfsREPNe5tJLZ01XxjcZNRJs4wtEGPQNsg3aFWu/u4ZzathMxcORIzr3ly7EWHyomYvrH11wnIiJ5w8hA+GIp9kLOQK73V115qYiIvPUekTuTp6JdnvwF94+zZxPd+M472Gt+9SURKk5VrKLLT+H4KlVmO/GNV0yfR8WEmmruf3vUghvh5l5i4Zl4LqjU9mWVZeiTTo3xMnwa0MceDZG8ZS3av1VD2vhUXJo1kUVn2tUz/tj8MaZPorD2fbacCM8AtY6s3sgCCx4VY/KGcb/Suh97tfvu+a3pW/olxm9YBGOvsaZefNmlpi9GsRuKi/n819mF699VQCbLeCWKP3Ik97B5eRhjVZqg8ltvQND6/t/+yvTNPHUW/vgPNdQtpI1llllmmWWWWWaZZZZZZplllllm2Q/QrEMbyyyzzDLLLLPMMssss8wyyyyzzLIfoJ1QelRYWLjMHj9PRERqqyHI5PEQSpqeDtrGiuWrTV+oGzAmh50wdwM+63ARvhkVARjqvDlzTd+5ZwFC/8D9rA9/pAIwsMQYwuMOK0GjsfkUHq1Q75s1kzSgugbAt9avYT31wUOHiYjIabMp4FrbAIjg2NH5pu+ff39KREQeeez3pi8mHaJYmz+jaOVtt4LK4fWwayLCACXcuJXQxIx0wMAC3RStDArBGZwOGyxSYqm35lxt+sIzADnLGUI60K7toMI0aFQohwNtmpxE+k6AG9dVU0s43YiRgNfXaDB2dzihdU4HoHKpWRRnnaDoQoX7SCEKdALS195CytfQXED746Ip6lxUDEi3S4ONT5oIusE///E30xemIJ9paaSv2CsAx2xoJSxz6HBc11+f/SdvQAnELl+13nQdOFAuIiIXLbrQ9FUdAWUkIpKUiz8//rCIiHz6OakgfUqsb9KUPNP3o/MhorptK+F2sfGASnZ3ET4cpWDUublDTF/5Yfyur5fnrm+8CpjkN9+sNX2PvQDhqyFDCRt86CEImEaM4rX85lYIZc06bbrpW7PsSxER2bIDIqddGtT6ZLH+vn4pP4i2+sOjgEm6w9lmC+ZBMO+yS643fdu+AeS18gDhsgcK4GtroxBbhpq/6bmkn/zhWdBF4qJII0h2g2714hOvm76F0yHIHj6IIryZPkCVG9sJ9R41AjFkxTLGiNeeAh3nyutJtxlQ17VhLWPT0q8g3nf77beavgQFC+7VoJsHVoNCkTOOYyRA0Q2Tk0nf6WgBbLnsEIVjSw4CBu3WBOWu+zHa8pqrrzZ9BZvxmdrDjBuJ8aBVFGjtPHQ44mlpPa+vsAS0ymG5hBb/4VGM64hg0rLiYtiWA17EkJAgXleIG9df30oh8RF5+L1eL+m3sfH4nut+wuuPjQAd4bWXXzF9114KKtqa1UtN37ZtaI9hQ8aaPvEhxj36e8KbK1X8vDmcUPDf3Q3o7OLsxaZv6eJPRUTkH49TrH7DRsSL595/iveRC/prZU256Xvz3c9ERGTieFJVmuoQ39t6OY5f/51qy0DGsNGzsBbWHiYdLCUVa831t3DcxcWhrc467wbTt2gRBACnjOPa+cwzuP7bf0kK1u6lX4iIiNfHPYBfUSgiI7muCfVVTwrzi198fsR7h0ED0ahQfiX6qYvmGqbTPAwR/p5Otk9qDOZMRz2pS05F+0uN09bI7ftERKSthnuBICUMvXsN15uDhRCszEjgXqDlMKjXQRrXwNuNNXz0IMa6XZsQE7PiuK4Puf02/MZGxgiDEjl0LCHkxt7Nqyn99hmQeo0541DqxLYAbauqXj+KEmPSd47Tpj7SqIzXj4dI94tOtzr2daMLnR5eoM2uU6/wBl1i16N+26+J+A/YsX/t194Zqijk0Yncl2ZnYz88ZcEppq/gAPordwwlBPwufPeKzdwfThqLuOY9itHsUPfGazEkAQI0aQC/opPZvVojqH7Q7817nJSv8TXHE3D22f5DHoBl/7HZVA+NUGKySYmkNxcXYx2aNoN7vLAIxNlejR5nc6JjmxsYeN97H0U4wjSKfF8HOvnAvj2mb2we1uPKinLTZ9TU2LiB43N4LigwhqiwiEhrEx4gPFpcfFrtySdM5trf7wUVPDaW+3qjsIhfwyE4FB3srPP5G42qAMDZ4ykXERGNNnrwzjtM3yXXYI//8iukufudaNvT5p5q+trb0EbdvXw+bVDtNn8O3+dXYuhD5880fYbYbXc35+Mrb0CwOCEy0vTtVHsnfzelFRza86GvH/3QP6CtHYqSFpvK2FxWj33PLhVDRER27VYSHtpzuLcXe6e4MO4Hnn/+7yIisn7latNXXgLqUHcHH/z8qmDMpx99avqq1R5iUh73IR2NoG1lJZNam6T6s7Kc+8GxR7AW7S4g1TptMMaY/jx5WJ0n3HH7jby3nbi3WZMpBeDpx7pTcYS0wWHDECvfeesN03fqHFW8pJLvmz4d82bnTl5LoJoPY8aQ0vXT227H/U6eavoGVLGA3nZSxM5dgPOJn6lx165R9L/NLKSNZZZZZplllllmmWWWWWaZZZZZZtkP0E4o0magf0Cqq5DpO1KFk7GwUJ7cHjwEX4Qm0BafiIx1dxeRETGRQH60NPIk2Dj9ig3nZ6dMgAjr6BHDTN9uJfQWqGW+JiqETbibwpmpKfhdrfKyeHqBNJg3hyJQBfvwfdt3UIh40GCUmvMPUFBvUAay2EnxPFk0Mkb9vfzd3ByckMdqyJLOLpziFh5gtr15D+79gvMvM331TTi59du0cmaByOSecjaznka6JC6BaJjMLIUM0DJVrR045UzP5Im2V2UQ65uZmb7oMmRWb/wpM8lRsSzvWFcP5FFaCk/9r1JZ+Lt++jN+Jgx9FxlBYa7hw4DiMcYL/sZYqNCz9knI+M5dwBKCGTn4bHQsUQ9TLrhSRESyxzKzaOrjsbtk6btAmXy9khlDI/O4aSMzlVOmIqP+6qss13bJlZeLiMhPbrzS9G3dhs9s3szv+/NjQAX99LZbTJ/Djgz4Z59+Zfp27wEKauggnrH2daCfuto4duoqMSYC7By0f7zrdyIi8usHKIA1djTaJT2NYyw6Eu3n7+P3VVajnbdvxTW3tRMBdbJYeVm5XHsFkAGnLsDJ972/p8i3V2VA6yqJvkjMxDgNpTaf2Jw4BddFzY80QZxz3GxmQsMVQiU4WCsVWAMBuLM0FKC3SYn55nDQOVVm6JxLF5m+2y7FKXy/Jn5+v0IMXblwnulLSsDFXnsdS7yu2wSh8Z2FLAOeFJspIiLJ8VpJ8r3IUiXGMrtTshFZseBwZlFqGpEBCdZKxopgzoaGERnx3AtAFJ17Du9jjUInLlzAax5QQofDRmSaPnc84lWPhqx0KLTMwWKKdL75BlAazn4KrSZl8RpefB5opIfve9j0Oe241htvu8n09fVjTDtc7K+BAcTPrEEsAfmrvyJOnTafcTQ9Dn29ayPReEGq5GppJderfoWGy0xlKdMGNd6WvPuJ6bvqVghQX30bs0WLlIBzyBAKHd73wAO433Aii7r7kIULDGHsDFeCxknZnOfBcfC9/xmFDjMTcZ9tzRQtbGvE9X32xef0qYxaai4RE397HkLo9Zpo7Y4CoDymTGWZ+lwlRisp7KOOPvzGwvM4JipU2ddlX1Nk+2QzmxClYAgM66Whlba0+HzagqOgCc4Aooedfnw2KopoLJcfc6+3haVNUyKwlsUHM0YE9GFr19PA7OyXK4AIix/BPcjVl0Mg2hAZFxFpKsM4GKmJZr73Pvp5yjTGutRofM9bLzBDOX/hfBERyUxhfElSJeILSveavuETgdixh/J+jQS7z8E9iF21n9OloVvUpsyrITe8JpKFWWtjtfT6dR/+Ph7oQ8/Sm6/bdbSJ+lcTfNaqDovPgOdo1++xoY/9mmCxU4kSO7WS6j5VstrYc4mIBAQBTePX4C3D8zCPmnr5vgS1rxqqiYa3qoIMtmC2m0Nt93Uwkl2JwQfq49P4V3+jujcdXfNtuBld6Nn45gC9wr2VL/7ezeVySmoakFotLZjDgW4NaRqINa74EAVyW5TYvl5gYVAqnl8atPLUl19xsYiIrF+12vTNnT1LRESCtIekVSuBqkvSELrRCgG7vZDCsQM9GD2dnXwEPXU2UM81tUTZnnveBSIikpxKtL9NjR27jfuQjHTMlc3btOIv96O09fRTue/avAuooP4ePneWH8SzzMoV3HP/5tcQx48I4/Pk7l1AqDTUc6944/VAmL7yMoudHFFr/9hxRPPsVQVNYhv42Z4exIaOTqKcjCIiL75MVHaQ2lM2V7I/ZpxCxE5pGZAskzVkx+YdQEFWawLz/T1A0zRUkU2RFovx4nQyyBji0NO10vBffoJ9yoatLF7T2Iy1OimBfd2i9iENNbzWhBisXzUVLH4wdzr2UQPd3Dckx+J9dbVE90ogxsekcUQu7ygqx/u1IjaGKPb+3dzrRqiAs/hDloufOh3tq7NRPlCiz64gjqdN67Cn04tRHNiLsZOezn1hijqfyErnehfgQMRzaWvH+DE4Yzi4j2vgWfNOExGRjatQNKNLK0P+bWZFTssss8wyyyyzzDLLLLPMMssss8yyH6BZhzaWWWaZZZZZZplllllmmWWWWWaZZT9AO6H0KK/PKx3doH+EhACKFBVF+FlNXbmIiEyeNMH0PfkkKCS/uec+02dQodLTNSHdXYCDTcinuGrJQQhvNTYQDpYUD5idXwN39vfgmlZqMPf581GX3m4jTH/IYMCiBjShrJ4ewKzyRhGamqKuq7aev3vaHAWrd1Pc6YvnIXL11bKVpm/aZMCP29tJUznvPNAMhkx8wvQt/QBCTyOGETYWGQl4WUkphaZS0wFNXP4+BbXGjYMg1JixFBUMDwc1oqedglTNDYDgnnHmOaYvMwP3tubrVaavYDd+b/rEaaavo5P0qewUfGbwkEzTt1KJUF56MUXCursBv9+6iRSiA8Xo67/982nTN2okhKWKDpaYvphY9Otvf/NL03dIwRTv+fXdpq9PCQzHxJNaMGIU2uHJl580fevXAmbZ2MD2qD8CeF/hXrZvqOLQjBtPIaroZEAO58ykEFmCEmv0+wgHrz6M8VFZRjjoiDGglfV0EUs8ZRratXBPuenrbFVCl3bCPEcMxn0EkSEh6ckQUP3sg/dM31mXKiHlXt5bk6IlbNm4zfQdKoMIV0s75oDXexS++aSwmJgoufJKUIYuvRrCseUV7L/swUrQ0UWqwpEG9HNOJmGQk5NB9RgxlWLQBftAF4rPJuVj+mmYWwW7KM7ndCLMuuyc+w/eC+hug5uiZm98AGhxckiW6asowRhOjNQEgaswV5uqCUGNCME49HnZp6ddhLn13B//bvpy0gDTbG8k7WnscFxzYwlF17wdgK3+/DdXmL616z8UEZFduykenhQG6k1NLUWqL1p0qYiIvPji26bv4D6ICXt7SLFrbsX4f1QTgJvqQx4h9GOK++4rBA1yZQkpAdFuxNsBHwV1O9sIL01NASXjiccfNX3ZqaD1+N2EwTrjAe3u8/O7GxUtMCmBdM7OOsB+k7NItfz0Q1BGLlCCciIib74NOlFnL7l1UZGIB9mJmaavqxf0lj3bOU52LQclKH806Uchcejr5a88b/pG5uPedxctN32JEYpCo61XmYNAqcqdyO87vB9xbcZZhFcfXIr5MHYshfjffRvxIjwyxfTVNAG23OfjeK9uRH9OmEho9hEFbw6LYRvkjwHU2l/LsZM1BH00Yy4pZ8tWgO721Qre28lmNrFJgNpa2X3H5sUcPiWuq71mV5RW+4D2fkWxqq4i1c6pure6mHSmiEzsoeyaKH1VMWJDzSHGiJuvAu1uw4FNpm/tUoy5UUNIIa9uxNx/W4Poz54NKPeqNatN36gxEEl/633O8/xqrIOZYaQbxmdj/U/u5p5gQAnz63GtRlE6xKnRmQyqbwDvza/+9Ou8IYOOo4ns+hWlx6/5fGrrprOeDLNpnCmf6dPfYLzG3/XZdHqX8jv5oQHBfdqDuNUOUxTFUK14wRfLQD/IH8z9XL+KlYW7SRfwheK7U4Yl0adifmAgr6tBUZuCHLy+ANVwBiUKF4i/HTaNfqYu36/Rygzql75vJlVKFzbGv3bts0Z36pQ0r83KF3/fNuD1mAU2ctW+Zog2r7t7sIYdKD5o+vKUsHhkDCmYwYHYU3a0c77W14FmMyibe6LD5dgnNdTxOWfYCKw14VGkWhui43n5LMxis2Hs2+383U07sPesqydNNzER3zNm3CTT9+7biEtpqaR+/h/23jNAzuJYG63Z2ZxzzkFhFXYlrXJAQhmEJJBAJGOCwRgHcAIDxiRHDjY2JmOTTA4CRFIECSWUs1YraXPOOc3Mznw/np73aYzM4d7Dpwvndv3RqHbmDR2qq7ueeio6FvOhq4Nz4PJVSF3af5Rp1bu2Iz0lIpApolGKTPbTj7jmLJ+PIiG1pWWWbkoh2sovgOvf669gX7V69buWLi0Na+bWHfTt+gZgU598hjZ1hGqrSZO5dnaolCOX0IY0t6IfQgM5R89bNNf67CVmfmsNU5mzktEeOjH7LNX+cdFs84MHsNca8DBFKz8LfsOhvQct3cxZ2MuMHkdS3xRVDMemzeXEZPTXOUV8p7defVNERII1Yvts5Z/5unnfxlr4nxEhXDvWvYK1pbacqVXDMuEfdw3wt2l56M+eDvqDRZOQ3usepG+6YQP62EvyLiJy/TXXiohIQhLXooMH4SfphUfGjMH1AgLoP9aoQjReUmkRkcULke6tcc9bhMbtnUzL+s6VoG345S9RnKG7y6RHGTFixIgRI0aMGDFixIgRI0aMfGvlrCJt3G6XdHUjwhiuyonVVLO81+TxOAl8+BmWbb7moqtFRGTUWEYBX3kJp5srVl5o6bynYMOGDbN0e7ej9PHJEhJvjVNluPv7GZHs68Lp7PKlyyxdWzsir3pJ8lmzEBH0IkJERFKSQbyXN5wkkwMKweDW0TyKdPPARiJUXnj2eRERCYtgRPezz0Bo3NHJezyrIl5XXb3Q0t35VxBsPvgLtlV8PE4vh+eSQDAqGqfIrU08Na+vQR9sWM8SfIf3o40S4hlZdTmAPujXStK99y5OKluaGP1rUMRhrl4tqqMRPYcGoq+HHDwFr1Yl1dtaefq6QKGR+npIMP3iqyCRys0h0VO/6pOiyTx9L1blDIeE10tIQoS7u5d9napOU7OzeNJ6YDdOVd97nifV27cjGjl+DMk0W2OAKvC4eHK7/wCIr67/Jcsq798O5FRwMFEw3uiVQyOnXrgQ/fnh+0QVXHQFUApOHiLL2JF4z41hJF2tLEXko6KMJ9AB6iTerZUhFTcifZ4hng7/889AXvj6sq3eXo1I3/Xfu8nSXXYFToJ/rVBu7i9jHvyGSlxcnPzgJlXOOxRtP2RjhLOpFpEUt5tRjKIpQOv19zOSk+lF5Ng5hpNHY0zW1vH0/P4/3yEiIv5aVCE6Huipn1/5a0s3qCLIBw6etHQff7BdPQuff/cujMPf3kay6k8F87exglH0gzVAnU1X5IAiIkOqvP1yDQmy7iPYxLws2ojGGkTKGttJWhcVB5REbROJ09ZuWi0iIpcsY8nnynIQ643U0CFzFwOl+Id7iY70c8Oebd1J8vCRI9Sc7mWEwelS5XCdJKjraEXkbewIrgFH9yJaOOjib4fn0gb39qDvGqqIHopSpOyx+Zz7t/3yThERefqZxy2dr3qG+XNIkPvSW0AZ9Wrz0mtfgoM5nhadhzm96xDXNWc3OrSkjCiTdEV2HRdH22/1u0aKXF2C9q+uJbJiokJKTptxnqVb8+FmERFJ00iH7/jzzfhgo81JykJEyuXiffPzQax/aM16S7f0YhBP/vZ3D1m6YEV4u3MvI5cuF+I+dXUcOxdfgvEWn8CI5IAL/emfkWnp5ATWnIgokkxecAHW4KeefoHf4/T6lohNfLw2WPXpkDapfRTpq92PNsJbvlpfIwf6MdhKjtJ/CXJjTUkMZWnougqM8SoNiek3gLU4JznT0m36EGt3pz/Xr2lTgICK1cj6xaVKV2uIYm+J1KkzSUTsUOWsR44eZen27EO0fFgB52J3M+xVlNbP4o9xM6ChPV2KjFd8NSJiC/Whle1WbenW0BxehI3tjLW6v1h/+vMcuzb9T9D929903eevrZEOq7VWtEIAbqXz04hegyMxvwNC2P/5o2E/U2IZ7S05hH7Pyye6c/tB+AANHbSj84YBCd1Xp9lRVczBrsFbbOqldRSMR/3dR/uex8dHfV9/4zOUUleDW2sCsatra2Apsbu/+L0hrcCHka9HfP3sEpsIBHm6WgdaOoha8foz+WM4N7Nz4dfoe5rKSiC7gvzpz7fUwce3af7r6BFA8cREEFXT6S1trJULr27A2lAwjtkISSm479FjXJ/fWoPsAcsOiEhfH/Zh2dlExsxRCPZ332JZ6dAIfC8hNdPSffA+/PAP1m/k++bg3UPDWVyl7KQqF97LNmivge+UHkO7GBUMn6iuQdv71GFdjo3i9yIisA87VsI1+7U3gcpNSef3ij9AtkGPg236/Rvg523dycI2XWovmBPC4i5PPsJ1+ehJ+JDZaUTfHVPZAFdfdY2lGxqEra0spW+ycAr2FmUakqWjFQvuSkUCLSLiG4R3v/oG7nOcCrHXrPV1hA9s0PXfYzGFeeeiv7pbuQc9pcrE+2tk/JMnwu/OiuAetEplewRpiMFWNRaLy2gDBzvgX0ydwLWopQnrTmQw90OhoUClhoTQZ2ttxfO/8TKzUUaOhM2NiyQqyaXWqi4NLVOr1sWuDvq/RUVFn7sudEBQ9vZy7T1RjDZIU37kgT7uBb5MDNLGiBEjRowYMWLEiBEjRowYMWLkGyjm0MaIESNGjBgxYsSIESNGjBgxYuQbKGc1PSomJkq+q0hQX3wO8OdheSTd/PlPfyIiIpcvWG7pWloBt+rq0uB7FYCdHa8hbHiYIk/auIHpRyUKgjVWg5eOGoW0gNAgQtC9xEINrYS9lZcBIpiRqUG1KpFKUV1DYrjWFkC+tmwhmfCoUYDxB/gzPWbClKkiIvL73z1g6S5aBoLUNe+/b+k6upHKEx5JotyMDDzDxnUfW7o5byKVoq6az1xdjs+bPibMfcVKQOgvu4KEv7ExgAbu300SzKwMBRsMJoQ5Jgafl127ytJdu/QqERGJj+PzWUSJTqYhnb+EqWYliswrLY3Q/ehowNSCQnhuWFoKiF50DJ/h9jtA0nTP/Wy3xmbA0zwejQRQQQyfe/aflu6Zp5EGNCKXqVXN3YCI7tlB+GGsIiV2DzH3ITEBsDibRjpYUICx09xASGddgyJ1G9AJqwHRW7aEaSmvvPqOiIjk5pAY7sOPQF42ZizJs5d+F6knOz8gKVpLK9JXJk4l9G/UaIz3I0cITfX1A+a4qIiEb7Gx6OuMDLbBk0+C1PSfTz9v6cJD0B8/uvUnlu4v9/5VREQWLECayJ5XSBD97RG3iADW2FIOWGhsAglSoxMUTDaAcFnpVPBcf47N9k5ALYNCieuOSkSb2TX4ZWIKIKylx0j2FxyIceqmyZEhF66TGM9UnW1bMSaDNKLcgQGM9b7eZkt3zkyQvKVpUPriz5DiV7yTKTi5+ZjT1RUVls5PwVG7ugibzh4BcsGTDSRonjNzPp45k3OsWcGC//SXP1q6g/sA6Tz3XKYS2e14tzmLmUqx/h2M9dHDSX7+gx/9QEREXN2cY8UVuF5yEtN3JhehfUMmUVdXCb06QgAAIABJREFUhPaoauE8ztTsfEsrCOR87UxBqC5HCllJJe33yy+8LSIi2Wkkvw/3xfN/9DFh1WWn0TbZYwktr3sBsG8fD8fJ0iUgMAyOJdnry4qsMGcs4csLF4AIuGAM52pCjkrtdTKPYP9hpCKVaoSy6z7aJiIiF61gmtq1lyKdKSmDaTPSi3Z99HHazu//+HsiItLY0mbpMkMw9t/+8ENL98GHWEez82ibIiIA7fb2r4iIXeVBtLaSjHLF8sUiIuIa4Jp9uhJzL6md8OCPP4E9+cnNv7N0l626WkREXvzXa5YucTbX4G+HeGTIB+3iJYIcsumpPBgvfnamn3gJd51a+oFLpR+lpDI1ICUabRHmpg07tgMpuskpHF8n98I3mj2VJM+DPbCD/SEcX4cP47cjZk2wdFveRgqlY4hpCjkqPdQ3gvctKcGcSMxiQYhPt4HYeOuOrZZu4XKkkAcH8HqeYLxvYzcJwEOU3eu38Xs2+xfjim6VbqOT4vp405i0dCZv238uZcr7UUvV0a6ifTpjMhT+pqUf20RPhfIy7lLnbUO7jb6Fj+p3PVU6NhpzsLmWdj4tEb7x0b30cw/uQ39ddtPlfCB12/SkTEvlUsU1ZEh/UW+7aqlQai47Ppf+hHFn09LKvNlTdp10WJntz3E1f0kKtfs/N6mRr0FiYmPk8muvEBGR3Sq9JjGF6TgdHdhLjTuH6/KuDdhTZGh0Ac5BjNWEWK636Sp9MjmG68tORSGgp5EnpMA+bVJ2QISk02vXcn256x4UCPhw/cfab7E/sGnpkX2dsDdvvPGGpfvLH7BehATToWpW5MXpOfQBqqoqREQkLoY+8unTSDdOSeBeJDUR+43hsSwcMiwDa/Frb75s6QqLYCNHjCFZeFwM9g4t7Uz9iUqAr711535LZw9UvqJWJSQqAHPvuZefsXQ/+RHSo+79DYun/ONJ/D2slT6bTwD9mhhFgtvfxbSdaVNB6zDQRyLdyeNBEr/4XPZ/UxNSjfYfIulwg3qXhYsWWbr/+iv2Up097Ou6BtiquDiOsfQopETXaWnpwQF4vlnTeN/i47Bjpafpc158MfZLNbUVlq6qHJ/HjGD6UXEF/NDJBVyzvGOw9CRTv+bPgE/X3c2+iVHPWlZBH3B4HtL2Fi9ebOlcai/r78927upCW4YFctyNU7QtO3futHS5aq300/qoSqVR+flybfCu1/YAVZjgK0JoDNLGiBEjRowYMWLEiBEjRowYMWLkGyhnFWkTn5QgP7njZyIicsP3ECX01cjOrroMKI7ICKI4WltwOtzXyVKxJ7txmjYxmyWmO1QEr6GGEb+MJHVyq5VlrFakfToR0ZZPNouIyOJlRIfExSK6NXYsI6FDbkSqMvVSwFNwollbo6N0gAQqOcFycQH+OIG84lJGR19bjVJoPd0k4wtRiIdg/RT5BKLPRRN4Gu5l0is7zbLXjkHo8rJ52vzOapB1tTTz+e6883YREYmNYmTO1wdRrs4Oktl5SZNuWkVy2vY2XKe5mZGj5SvRbmNGMvLv1EpbT50DlNGn24jU8EagpuUywr1jB07dW1q0tizHiej3rr7B0u09gOjzx5u3WbqUeESqZhSRrFT6EU2+746fWqrf/w2kzm4t8hUejbGQEMfy85kZiDKcOEoi1uOHD4mIyDnTWc7u5GmMy5eeZdni9GxEG6666mpLd6UiBLvlxz+zdBkZOPVdeQlPeMUX7TaugIgEb7m4wUGieTy+iNJNmsXIv/dkNy6W8ychDs/S2MDIerdCkrgd7KNxU0FIFhTASMCjjwBp89RTT4iIyMPvc858W2RwoF/KitGHDlVmOcKP0aKKPYgwxMbnWbohX0Rm/CJIpNqqIpfxGhItNBxtFRZLsjJRaK2wcJpWpx39duMvfmDpFi0Eydvk4ZmWrkERrM0+lwTbH7yD0stvvPuspXv8XhAal58geVzRcBCK7tJKtuckAI0VpoU4MxPwbt0eEv16AvDMfjHs+4YBjOtojbC2shq21dHHSNjMebB/ERmMIFSeANpnxRXzLd30yUBsxIcQNbFvL/rlvt/+1dK1DyLyPmXWOEu3eAGu4+xgBH7uFfNERMQ3hfeoa2BEpUshFt1+tGe5ybDppzRbnRKLaPZALxEEA4pxOzuKcytMEfGJRkzfrgj7Xn2ZUcBJihx92jQiVOZfDPsXEs3x5OnDc9nCNQJYVYb9zZfftlRlpzH3e7U27+lEf+3dTnt6dNcx3H8Go4CD/Xi33hZG4DyDiNNkamT1W/+1VkRE3l671tIFR8Ce1mro06YO2JBpU2izLy4AwmrieKIA2xUxvRfFISLi64f2e+4fjLZ2qz4aGmK7bPnUW/aV6/23TdzilkFREUlvmegz1Jj22HSkCPrF7acRx/qrcTgyhzpVFCAwnGuVU92rVCu4EB0NOxUWzXH9yqtAN7fZOY9uuAHrqqeL43rqvNkiItLZwyhtlSLCjmXwUKLSMEby84keHTUR69azWon6qDSgDyctYpn5AYealzai7BwKLesfxpvYfb/ootrcXtJhrf3sX/yeawjX9vH5YmzyjIAQjZ14SH3D5vnib+1D7Eu7Vrbdpth17TbN9qv383i+yLzb18f1fOunu0REJC+WZK1vKmLWBYtJOB4WjDb/8H0iyi9URPdxuUSLxrlw7b4BRsYdijjUR4v2esen060RPat28NcRRcom2t1f+KnoJb+97rz2NXGr9td5jb8MkWPk/524XC5pVQVUsnJVBgO7VfLmoEz0s/f/1tINH4a5u+1TIuOiwxThrYZ426ZQNVOL6JskxWM9PVZMdK9HFQJxOjkvelVVjQAfIl4G1bCMTyACvOEEUBe9ffRVYyNxvWHDuPc5fQrfqyjnfSdPnS0iIp2dXK9u+dn3RUSkq48+QLki3O3vIOIzLwdzLqCf7/vJxyjS4i0+IyLiFNin5haiXhtbgLYN0ko+541Emw7ok6AEvrbLw/v2qHLSF2iIFru6R1ga/a4Th7DO3ziXdsBX2x+WnMB+2MeXbd6lUDfhBSO132A+b9zOrJBoRQ6fO5oFfNwKiewXTDvso1BBwWF8z/xo+C5d2t68vg7PkpPD6y29+moREdmkoaXyx8L/yMkiitQvBZ89GtImMx3jo7KWvp2fwppUV7H4gdfOjT9vjqXr7MJzNdWzv2rbQV4cF09bWVUFXa9GMJyUiL3s0QOHLJ3XjfYPZLscO67I4kdwz+1FLWVk8JwgNQNnEb4anGbQgWceOxZr5rrKXfJVxCBtjBgxYsSIESNGjBgxYsSIESNGvoFiDm2MGDFixIgRI0aMGDFixIgRI0a+gXJW06PKT5+WK5aBbGj8GKSxTJs0lQ+jCNoqSplWFBcDOH1NHWueZ+RkioiIW4OfJata511tGpFbGn6bl0WYUoaCYLldxA1OmzpTRD4Pt0pJASzLRa44aWrGtQvHkRSprQ3P5dBSV2KikS5x3nn83ssvgoxyzDjC1+eeu1BERFLTCYl990OQEvcPMn2noBBQslkzCbnPygLcqrOTsDF/O6DQIZGEm0+bjLSJBgVvFhFpbwcsb5EGy/ts5z75d0mKB0TvlEYWteIiEG2mJDPFpK4e1+4f4rO0tROWu+LSy3C9ZKagdHUCjh0UwBSdpES024zpkyyd3Qdkzm++vpq/VbD67199raULU5DqpjoSUVWXI42qp4PwuL8++GcREfEP4dCPHIk0sfIDJA7LzAQ87tA+wuMiowAH3LeP5KfnngvyMi/ETkSkQUEmt2z91NJdfe11IiLy90f+Yun6epCiYvMhVrjtONq6ro79daJEpfcMaWTHIzFmkjTyydBQwFq7ezQiR1/MqY5upsNs3QYYXv5Ipv7V1YHkLDmR6SsDg0iHCgzA2a6P7dvHJOgYGJSK0xgThQWADH+4+h3r7z6KzDo6huP1WCnaYt6FTJeMUKkAehMMDGAMuzo47gPVeA4NI5lwZQ0gucNGce7f88D9uNdHhLn//gEQ7Nm0FIR9e0AqXtdw0tLV1OJ6ni4+c24G4JmpESTYO74b6SlRqYTS9ij48Lpd2y3d/Bu+IyIiyULi2H0lmDvnF5IUvmiSSgvUjvqd/YD7ni7h3MnIwtzpaqaBzkzCnP5s/TFL9/77m0VExOUmYXtMNEhNP3iPaTTLzwesu72P5HbPPY92S8gnCeqMeeyv5DTAqa9fScLOIzvxzv129s2kebBNx46S5C8uEHZ0+coVli46CnNr92b21z+eRgrI1DymC6Wo+Zg1lv3gF4cGG+wndLtvAPMxUmvLqmqMoxOnSWLd3gTI7gGVEioiEqKePz+PKUk97bhebgrXupNH8Zu8DKbX+EXAprt7uLDljAA8t62HMOeQaNWHvUyR6erEWrcqY6Glu+EatG93Kwllw+Px22YN0rx9J0jv6ysJDx9ZgBS4gCCm1dbWVYiISGYW18Rvm3jEI4OC9dsibdbSbLyEtW4tHceuCG1tGsTdNwg6l7CvurvQpmGxTNP0C4bN2X+Ua3hRHmx7VT1TKKfPxvzdcZLr+ZbtSDFeeeullq75pPK1/Gjsqpqxps1cRLLO+EyM9dDRtC8N6/G9O393n6W77Rc/FhGR8gY+y4KLMIYGNLLqrkGMv5QYjmEvifCQR881gOgE4F7iYPfnGIa/mIPjOYPOMmhfvIV4znBfcWo6PZ1NqX196NP4KaWv7YvpUbpv6RiEP7ptCwkt01Ngwzat22zpWhywB/u3kzg0IAH+3pwLmBqQnhqqnol+pMet/ALtWVRGl7g8Wh6NRaisx3RVepTWfGdKcRrypkJpP/Vmkw1pOo2T2sjXJH4BAZKcgzFTcwp7qFOn6A8fPYy1t1Ij4h+WjTQWRz/TI/2j4Nv3d3M9OGcG0oROHacf4vUVdWLujg6sF6npLDAzpOamI4a+5b9eQNp3Yhb3BAsWgibgVCnTaiNDMBZ/+LMfWrpGRYDuLcggIjJrLsb+ll1MMbH7YeyPGs3UqtGjsa87up/zp7QEPv7Ked+xdPsOIE132y6u99f/ED68w8U5FRQG2ze2kLQMDrW3nDOf+6v31yHVccRItsHhWrTl7+++1dL5CSbG6r8xZXzscKyFXfXcA5+u5b5k5QXwe+Lz+J7lTbDDh46xLbfvhv9TVsq0sgRFpbDq8sss3WXXgcKjooJ7kFFjsJfdd4h+iKMPBsw1SHtYNBrtcOutfKdf3XijiIiMKeB+IzURfshd991j6f4cCGMUGkj76V0rR45kmldKFvbBrb3sh63bsde68EL6bMVHMRYOH6XPWVoPP2mkns60C+lnl2r+XnIS9notjQ2WbswY7MNrG0jBkpCINfDQcdJopKTD9ztVyrnnJdRPjGfaW+FE+I1eGpLgTa/KVxGDtDFixIgRI0aMGDFixIgRI0aMGPkGyllF2ojbT2wDOMF6+QWcYNaWEj1wy833iIjIR+8xEu6vCPwWnUPioNMqUuSnlYPs7sCp1phMRl6Dw3DtuARGjBRYQrp6SU513sUg12qo58lijwOneLUtjA7F5uEErd7BEElrJ+5xbB9PNDPjcZOKI9TNHI/nSkzXygh346R1Yj6JTOP8EVWur2bk8qrLQWLb5mZb/emeP+C343nCW6NOAEtKWco7Og7kX45BIi28RF/Ll862dLVlOEFtb2FkNSEKEd3LVpJANSRClYh08nvjJ+L0Omn0TEu3ZOpS63NhId4pOIgkVg4HTpQ7OvlcLoV6KD7JCG28IjsLDeXpa083+qmqgieZKaq0YXAw27JcRXXHT5hr6d54DWWul2goisg+nJYO9PLE+FJVQjc/j5GAw/tw+l6UT8RERQnGx8hhJA6uq0fUvtPDSMWHr6Lk8fzztWhYLt6tsYXjrv4krvf6a+9ZurRUXLu0lGgAT3umiIhsrGdpxckzMRYmT+fzeYkct+4gsqJGlerr6eW8iIkAsWUIu0iu/R7KR0ZE4Hv2LwYLv/Fi9/FIdDDG2tY1m0VEJMhB8tfECET5+2o4DsO6MD+ysyN4IXWNpl72qRdR4BaNxFZFH0NCiB4pOQ5kVkYSx9J3LwORbvU0oiU6+tG/1XsYCVmpSmm/+hxRgGvWIKqw8px5lq6upUJERBr7OJamnoNIz3s7OEb2K7LS2nqidDqrEU1oq6WtmzlTEQ72M5xacghomuHjifjzi4A9Cx5kG1Q1AnUWE0YU2MAABs/67Ywku1SErl9DgXmceK44O9u+ZCeeK8CXulBfRF6amvjMUZmMYt19610iIrLpOG1wrCIc9Oni/Y7uw7x88Z+PWTpvuXGPnQgCexjs6IrzWYozNRFtVKk9/7sfgWxv+HCiHctPYl6+9vpHlm7D++tERGRKIQn7RuUgwjkskyidv3yA3/T5cPKV1KN9Mw5zTt/1I5Ty7m0nqjBHlYSvaeVat+bBV0REZOmVjKwlF6Kfli0m6eKWjaqfImlPozNgr/LGkKB5SDFKhmvE25s2IIoancB5lpWK8XFiD5/F0QHklMNFtMW5sxB9WjSZNuzbJjbxlQAP2s3mRfRqJb9tXvSGDj1QX/PopcEVArNriASJ9igFw9NssSMM92p1kSg+PA3z43AVo4IVJ7DGh4Syr2Ii1Viju2EhlEUj9y1RaNt+F6O99khlGwI499tCYcMGgzIt3c13AHXzhkbYfXQX5q2fxuE+5QJEzhvq+cxeZGNwGO/RP4jxMuAgXMNnCO3ictFeBakyu0Nu+muDg/AJAv3Z9n4KLaOjpe0KLePno91XoRH8orlIdvTSVxFlLgY1kndfRfobF6CRsHbg7/u37bB0Fy2cLSIi/ktZRKCpGnOltZMomANH4TP6hpLA87PVWC+Kkul/DcZgnRrysI08ypce0kiH3Wog+WlbAR/FNmzTyoXbz4CqsUiHz1Cr1lcb275eymINfuPydf77T4z8T2XQIe5TsP81+7DO97XT3o70lqoexzH96N/hDy9cyGIYJ0/D1/DXCKtdHkUwHEw/vMkFuzQQRF/ivPOAqC05RR9m7QaghUeNZ3GB/asx9i8+h/5wbnamiIjEX8JSzrW1eJ+meiIe3tiMdW/STBYhuOLOP4qISH0T9yW+ivzbX5sD9956s4iI2Hs43gOVb/L6669ZOvHg72PHck1sbMQ47hni/G7rg034dN9mS/e3v/9NRESmTyRicFgCrhfWQ0TTS/ehKMrpnUTp/+G2p0RExOXHuRKfirk+fgL9nxFzuAZPvBE+YpuHc2qaD3y0Y/cTnVz5McZEoJ2/ra6DnfjHvz6wdIcrgPS98cdXWbrzooGSmTSFaJ7f3o6y7YtnL7F0c4tw3z/dcz+fPxx796hAPv8H72BMjBvN9m1twvM39HIxyslGG+Zn0Zfo7IX9L6umT5yoLu0nRN94jzdq6jgm/EPhAzZo653HBcN94DgzfLr6sE5ExHOBOlIMX7JfK3ve1oqxMHksbW+7t5hPCP1HlyoA0TPA/cOh4/CxjtcA6TPgJAr5y8QgbYwYMWLEiBEjRowYMWLEiBEjRr6BYg5tjBgxYsSIESNGjBgxYsSIESNGvoFyVtOjfP3sEqfIZrcfQIrGwSMkzyv/HSC4hWOYatLRCvhpYQF148YBbt7aTGJHP0XgFxTEtIRm9feOFsLZIkIBU61vaNPuAVjSjIVMozm2bauIiCxeQSLLhlJAeo8Wk4zL4wRkbuFipgMlRQLiWltZYelOlCBlKTaRBF2ltUi3CYog8+j0OSD6iw0nHOwP9yEV6mAZSaAyMkEu2dlJuPKcOeeIiMik6ZN53xMgSAoJZbuMGweY4l8ffMjSzZgBeFfZKZKUHdyHdIjjR5likKZIRhctIazRreCHPZ/ttXT33fdz6/OPfnILnjmD7+5W0FuPxv63bNkqERHZvp2w/+ITSPdwOQh7y1A175csJaTzRDHaZt8+EpF5n3tJI+F78+cDUtnewnZ78+57RUQkIJyw5/BwQKudg4QzXrj8YhERObaXJGDFxYAchhQR+tfZCTheWnaGpUvOAsTxVAnHTnkVIKSRUbxvbR1we8uWXWLpXn8DpKwuJ+GqVVUVIiJSUc0UsZYuwCwLi5hy09yMMdvTTYj9/Hno68hQkmI11ABGGR7GezQ3AJJaHwuYn9P57YM0u11D0tcMG5KVCth/1QlCbdd/sklEREaMImQ0PR+fP9uy2dIVzsWcik9j+mVLO64bGsxUmO52tLNTgzpmqrkaHMHvnTMNY7e0nOk9ccGwTdesZOpK7nD05fTZtE3hwUhbnLCY6VFvPfoEni+LsHmbmvPdbsKDqxox7gODCdePiMF8emfNny1dUg5grvlRnJ97tmHcb9++x9Jd+1OQzMUGcyy5/XHtQG18vfQwSNbKThI27XDiuUoqSRQ3aTzavmAiCeqHjUKqx4aPmOZVW4N5kp9NqHfrZs7LCYkgmnvbwfHsbMFcTklg+lH5acxfPz8Su65RBMmdfbQ5m3fi2iFhbLeoGNjC9npCXqdPhv12DHBpPXgM1/tsxzpLl5qONaJDs9+dnejXN9+g/WtrAdTWP4TE70sXwU7WHDtg6bapPonQ0kjnLcWatP0Nphs//BjIkx994klLt+4gnu+7lzMNtr4CbdWkEVTmjQQZYfFhwohPqvsWjCbZcUQY3m1YDskDx+Vg/uzeyrWkvQt2sluzscWKAPvgMfblt1H+nbLddiZC28/JF+Nn3lQpPz8tNbgHdqW3l6k8U8/BXN3wOtMRp0xDe/c2sjBDgA3zrUZLg2xthx+0bvW7lm7hEqyX5RX8XlraF8kVi2YDMt+iEZvmeEkze+lz+flhLkydOsXSBQVjXmaPYAqBdOH5grR1uEuNkb5Orl/OIczLwED6NIHB+NzXR+j6oAOffbSmDVHEoW6N1L93AN+zaSzzbuWXDLo5Nm0BeI/eHqac+Gt946tSGlwu9rW/Rz1XG+831IX0pJZ6zQdNAeS/sZrpDKHhsOXbt39m6XJGgAzzsDb3T5fBflbVcl4O84W/bNOIl20WgeqXx2ptKo1JJ933KCJifRR706N07me37T/fwXYmpmcjX5t0dnbJ2rUbRURk1mysQ2++zXndptLx4pLow4SFwSfJH8n91erVKPoRHkZ/pbUV61R9HdNv+/oxDyKi+L2aWuy58keTtiE2HnYpbyFTYWbMQCpkuWZPdnyGcZ6Xw31Cfj7WnCEPB6OPYsB+922mW9ZU4jpBml/jUXbCT0slff9tpEB99xLSI3Q0YF6HxnDPVfoZUtp9gplyumET2nZwiP5URyvs66bVpDNImQKfbf1TL1q6pfPgq5WdqrB0AYF4p788y+IkK5Zgv/nxTqZOtqhiN1v30Fe4+VKmH0kQ1tuGYyTDfezPvxURkYo9pZaupxE2ZtQo+hIDbbCrNidTJrPiYZN3rKfdmbUCBSkSU9kPF1+ENu9vpY184in4FdHxLC6w7CK09b33/c7SjR2ryIR92JZBofB/CsewsIO30M5Lr5GkNzMXvt3w0UzTn6rSx7ds3Wzppk+fLiIiG9YxTelkHfy94GCuHfEx2LvZ7PT3nC6sCSUH6a9OnlQkIiIVZVzvvPsGX3+2yz9feEZEROYsoH9eo9pouD/H9rACpCtmj4Tv9PiaNfJVxCBtjBgxYsSIESNGjBgxYsSIESNGvoFyVpE2vX09smc/ThDHjcUJam01iTOzExAJv2gly8ze+P3rRURkzx6e+n2yASeed97+kqUbrU5kLzifqIq01EwRETl1iiVUi4/i5FEv/RicBFRFtXayuGcHPj//HMmpHngVp33VlYxeOQNwwqdVH5O55wORMX0yI0tjCnH6eqiE5EnhcTjR3LaLUcXRI4BmKDnKE/LoBJykRnXwRHv0GEQxP9nKqOwbb+DkuWgqkTZPPI2Tz442ntI++CBOdk8c5snsvJmI5O/fzSh6bg5IMt0akVdSCqLn9TW8XnIqdAMenkDm5/Pk/plnUL7u7w8/YulOl1co3eOWLkyhoOx+vF9IMKJuDz/8sKXzqcHf12/cYOnefx8n3UmJPEX+0S0/FRGRF198wdJFh+FUNUA7Qd+4HqTYNj8injoUWmbWzOmWzl+RHUYGMbo/pgCkaXoMKVUhgQKCeL0tn3wsIiKz586wdP1OROjdDv46JRWnyOs3sNRgqiohF+DPZ25pAdIgMIhhBLeKAOikbd6y1G4HI5A9Xfh7gEZ62deLCEmgRr7qJQHPSc9W92ep5G+LBPr7y7BkzLPjxzD3u7sYKQ2NxXgITiLRuVORCE+/iHaoRbXZQDcRNAEBaA8fjegyTJX8Dozl9fbuALrgsa3PW7qqKsyfjESWHuxSBNH/9SjH+i++jzFc2cz5Vu1U5Hc7OfennodT/Y83bbZ06WpsnNBsbI83oOJhpOGmH/9aRER2HyQKbN2nsLspGjrowotREjE5nREpUc3RVkmyt6py2NuWOkaSK44gYmF3MeKcnAy7ZrMTpRGbBluSNoK6/FlA3Xz8KVF0JeXoyyV5LEF8YgNtl58auymBRNDYQ/G59ESFpSsaj/n98cdECW7biShbr5PPGhmHtSk2mkSh3aq8qc3FKMu0IkQTa07RttoFfRcUQMJdhwPrT4+Tv21qQgwlNYlIoJ5BP/U9RvS3bUY7TBnFNnKppTw6gWTMvSp69s6Hay2dU617lTUke33oN7DLNm0NO3UKY9EvLNzS7fwEyMv9nzAKuGAaokXDsrVnURFOL/meiEhrDyJ6MUlEgtWocrSdvURReGxo89/++Q/y7RWPnLF+tBIf/WtK3BZqQYujKYJX/wC6aSGqO3r62WYhiZiPbl92YGcP1oegQF5veD7W8/wxREAdUGjUEyeLLd0cJ9Coa9eSOPsHt6Js9wdr37Z0tU2wiRkF7Pv6Wtia/gGuNyE+sCEeDbUSq9B92z7ebOkWXg1kWHsrbYlHRdVDw7n2OYcwF1wu+gl9qly4rgsMxFrWq5WeTJNhAAAgAElEQVQu9rHDZg9ppbB9FEo7MFgjlHdg7gwOMgIdHApfxLebOn+NrNmj5nR0CMkr/ZWv0HKYPuN7r2E+XnP5tZbunl/ejn9/z3G/eR3s+4SJJGZ99l8gL+0aYP+fOx+ohTHj2A9u9U6eIQ0uY5X65sBTXNefq47uRRzZdIJhVXp3SPMZvOAHj34L79epEp8zllk38nWLxyPiVL5kRSl88flzF1h/37gZBQzEzf7IzkTkf9OmTZauW5GwZmfnWrrSUqzpbq1cfGAwjFFkFBG15ZWY/5Ex9H/6+uEf7XuX69DmzZtFROSSS4goL1Flyl985U1Ld/HF2EvpKLibVDnpH15zg6Xz+rJ+Q5zXcXF4hsFO+iFeotqBbvpTHhfs0ic7t1m6gX58z79bI7ENxPzv0spA33nLL0VEJCWP6PanfoBiBR3tZLv19YfN+tMjRDNLIvyRBevet1QfbQFBb0YWCxTUN8F2dPlwPzGoMdE///u/i4jIk89yP+y1uVGaP9/ThzW/vZvP39MD4vi+LrZb40mg/doDeb9HdwIlk55NIuJG5UOcOkY0ylRlqzp76Sfv3IW9dO8A0ZcHDiPDplCVEhcRKa9B/0dE0g4fUcV8UrKIUElVz/D8Sy9busuuulJEREpK+CwHD8JfufAiZsFsOQgfMSSQ95ihEDnZmcyM6GhR/o+dlqy6BmN7lSpSIyKy5j1kQUTF0yf+1V3o/5QM+nEDQxhj/qG0qaXlaOdRBWoPcAZC9zOJQdoYMWLEiBEjRowYMWLEiBEjRox8A8Uc2hgxYsSIESNGjBgxYsSIESNGjHwD5aymR3k8bhlwKoi4Oi6KjiWU9MqrrhARkbvu+42lG6VIiavLKizdp4okWIezhkfiOjt2EkI/LC9PREQOHGD6UeEYkBcdPkxCxLoqwMWyNKK8pCiQZ/mFkmD2sXtB7nTT/SSBevGJZ0VEZN9ekmkWTgHcyuXLdJL1mwG5T0pj+k5DI4hj7/jVLy1dsjetQiOGOnkc0OXLVq20dK++BphyShLh8M1tSG84Ucx0sBeeeUVERN5dQ9KuieNBEqYTHB4+AGI7fz/CEJ396Ct/Lc2npRmwsUQtncTfF9Blh5uQ6IOHmG4QEYE2fPSFf1i6mhOAxntTokREdu8CnM3j4buXlSnIXATTErKyASdrbCJ0cWwBUsLKK0i8tWkz4MVjCpkulpQIgqz0rDw+n0qbiIolxK2/F893/DDbMtiO9/z+dYQ17965E38LYl9vVyRi7V3tlm7uXBA3e+GoIiL79mNMFI4ktLKqAfDu8eM5Frd8AljroIMpDZWVIIlcfP5CSzfnXBAMZ2WR3LGiCmPssktWWLpXX3ldRET87ez/1ETAFCNDSQKZqCB/u3YCUtjbQ8jjt0W6O7tly0dov5h4EPAFaelt67ZhjOyvYXpAxgSkD8wO4HzzJsr4+rDNLMj4ICH57j71TX+N/FfBfgNsTNXp78Lc6vdlqlZaIlJH0jVCvM2fwtZlZBGW2q9SI+79MwnsPlCpkT5RBy3d+q0Yh04Nwj+g4PLhfkw3aGgEbDUinORxjh7MrSEH36OmAqmdk4vGWzpRmWE1R0la2qTs6b5dtAHNinQzSrPZqamwC4lZHHOTZwLqP2ceiZe3bQZs+eW3V1s6+xDm2ztvMY102eXsr/xxsPPfv5Fz9fcPIQ1o6jTagz/c/ycREXnu2actneJrlcRo2rghBbtOjeV64IUFF+QQRt6piMQHO5hatXQZ3ilKS/F4+WVAooNttK3XXv0dERH58IMPLF2VIqp2+fC309T6Mn/aOEuXkwKo+qhCpttVKFj1nhKudYXDJomISGV5laV77eW3RETk0kuu5Psq+LWfhzDsVEXgPDRAuxsZg/XMN4Aw7FnnIAX0w4+YXnPv3X8UEZEebTylZqHdGlsJI6+oh43R03q+zeIlX/U5Y7oU39FH5Zjo2SzeVCkvCaiISJzyDxwaubhX0jQS8pLTKOpg18i0o0IAmc/NJfTeuzYnD3Hu+8ehLwMCaeva69FHEydxXVq3FekO3ykiibtdpYd6fLlWeIZgJEbm875H9sNO2bTUYE810pgy80iU2t0HnVNLQe134NpOjRDU1xcpHzYfpn7YvT6mRpTqGIDddTt4PZtKJerrpf8yoJ7LY+f8dCt7H6alKQdra4ktACmnPVXsr7dfh59WfowEw3GKVHzju0xJ+f51P8JvW5jK5VEpntExTFH8wx/hG//wpz+0dMsvQgpM6mQSUXe6FSG+lpk0pNKibFpqhY+C5Ls1omyVkfY5EuMhKxXKR9OpNtLTo9RPzjTe7V/QGPk6JSAgQHKUTe3pwTgKDObamqT8ucFBjvO+XnwvPIq+SU4O0uwCgunTeosodGmp5adPw9dOyaS/Ga18l+PFJyxddSXWmpEFYyzdzBleklauG488ir1UXBzTrUorHsPfHv4br3cM/tTCuSxEsmMr9mSx0RxlFSdAav+b235h6ToaQKSclszUFbeyMQGlTZZuwIU9SPcAUzq7OmE78rJpxzpUkYueA0yHtiny/rQ4tqktBHaxr4N2IDhYpb9Gsp0zczNF5PMpna0NeK4Rl6yydH95nHupnWqPEuFHG54YjjZ09dMOJ6TBPtiCODdzY9EOcydNs3TODrznhFG09Y89808REYmJ4n7zWpWe1lDH9PsglQZ2ooT7pm41xqbPYnGJstP4e0w8/alMRQNxuoq+pF0VFurT0lTz1B4+5eARS9fRgzEdoBUiWnUJUus2f0w7GxyOd7/i8ossnXf/FxHPdzt9Gvu//LH0sRITMLZv/w3PJw6ofXPRRLZVdCzse9BhrhNJ6VibdWqBlDTcLyQW/eLjq+0tvkT+d3hGRowYMWLEiBEjRowYMWLEiBEj/8vkrCJt3G6PDChSqgHF3HvhUiIA9u8DIqaygid3/jacPmVoRIfeGo6DTkaRGhoQBY7RToy37UCUetQoIhnSFQohOIwnvC++AKJat51lrGfOBYLhr888Yenq+hShFQMf4vZDaKGpk6e0MSpiPTTISEVgCE68nU5Gh4rGoYRYYhzRN32qBKxTI21qa0Z75GZfYOlCg/H8g4OMGMUqQrDGdp6Gr10Lst6sdLZfnSImvfbqqyzduvdA5DvYzxPeggIgDnRUUv4wtOWAVlozXJU8rqniKXKXVqKzoRbv5BpkSCZMEVza3DxdfPVlIEAaGkkclj8SZUU723ni/eoaRK8uW8bIcLiKGA44ibTp7EFb9zsZye3JxnM7HHqUDqeze3azjGaQYnyMCGe0/c230EaTJkyydJWqBGJSEvtwznxEEYJCGYUL9MdUq6sjCdjcJSDIeu1pRvnf34Q54O/PqXnBkvNERGT8eJZRjE/Acx0/zjLwfna8x4a1LI3c3IpxOXs2yy2uXIE5l5bBCElpMZBixw4yYuAlcvTzU4S79m9frMzHx0+CQnC6XVYFGzFnPsn59qmSz/0BHA9zzkVE4Mi+nZYuVpW8dWtz2k8QhXV0cy54+tV1YhihjVAE15esIoHZhvcQpa6tZlRhsBfjdO4skuumZQCZtX0PEYQVlRhzQaG0db/45V0iInK+RsR+dB+QLt7xLSLi4yX0c9FuFE3EeH77A5atzM4CKVtfK21xnSKK87Mz6iGK+DNcixJUtmDuBw6wrVYuWiQiIrOXEhkmcbCJZWUkj4vPzBQREY+GArzvj0AUBYYRbedR165o5/MdaqywPqdHI0KyfCHbfOn3UE7z17+619K99DKie6tWXmjpXnkZ0bPde0j0fM3114mISFoqkXKdrXjPnmbautdeAVn9vXfdZen2lgPxtOqG7/FZzgcqaEhDQrz2/HMiIpKSyOjTTdfjmTOGFVq6yEigEze8T8LGmFjY5eA0EqcnhWDeuoVtOaCGZ1QEo/L9A7ARw0cRzZU+HGiH4uMsydrYgYipDoIZCkA7p+VlUqmQC3/6r4d4X1WS0yeM0afiCoyn8y9gxPQnvwCCIDmV9jQym9Hib4/8Z/JV2xn+5PGWWdZ1Nswzv0CNAF61/aCzT/5d4hKIWramqEYG7aP8ppYmroenS9C/Ky5l5FG6YRuG5RKNeugAfIBx0zgOh+cp/2Af0X1JmfB9XB6O69AoRcZbSjLeAlXydcsWEu4f2Yu1J9WXvsqQKgkbEskx4B+E8d/vok/gUHbIqRHuu30G1b8askRBRuI05K6/P+zzoOYT+EfhfjYNWdmsCJJDookOlhbe78herBd3/eJuS7diMYhWl0w/39J1tSP6PWUS/YiTp2EDI6PZh160SskJorgHXJkiIpKQQBuRnaOQSR206YMh+OwYYlTdrSAxdh+OMi/Bq6828rxFOjz6GPYibaixUDdujZz4jFFgz5f+1cjXJE6HQ2qqKkREJEz5w8eOMMvAo/raP5h7n3RlZ/Uy4C2KYL+zm+uaF6UVoqFFvZ918u+ycrVeaMVLrr8PJNufvcnCIRWl3nWbz9LnVITgIbT9FVXwdX5yy52W7vFHQLw7egT94XvvwJx78/XXLd21P/u5iIi0NrD4S5jy659/nuW4J44HcnjaRCJw//UakMvBBMzKlVcDtfv260T8vnEXyHAvP2+RpRsaRPtVttDO/vaZR0VEpKGJaHmPG3u8Cy6l7/HD628REZHxI2gbXD2Yy2Ud3Judqiear79PzT8NtVjTinabNJlIEYcdfnBaNtt36Tz4mqd20Ya7lM3woohERBbMxx6k34/3mH8+9i9ujfz5d79GP5VXVlg6r3249rpr+CwOrF8DfdznblOo8l6NxLinFzZ+zDiWAX/oERSv6R9k59iOAdk1Qdsj/eFPD4iIyA9/cKOlG34OUFIeF21RSBTWgk/Wf2zp1m7AswT4sDjRiOH47ezZ3D/ExmG907NWgtX8au1g/5cq5OvkaXyPtno1FtS64+znevZlYqyoESNGjBgxYsSIESNGjBgxYsTIN1DMoY0RI0aMGDFixIgRI0aMGDFixMg3UM5qelR2Vo68+gAg3fv2oU776ZMkrEpMQHrP6JFjLV1TPaBtw3MI1S0uVgSQBYRCNTci7aSukXB5EmoRHvvp9s0iIhKtwVAXXQBoW6cGI3/rdZAz1mhpPserkXpzdPseSzd8NJ6rsoapQevXgPgoLZHpJyGKpK78FNMh/ng/oGQH9hKGb3cDajZyGGH440YDlpWmSKpERFZdrOD1PoQX3nUv4GCBoczf8lUpM4cPM+1l5DCkeqSkkLjq/PNU2oLGXLfl480iIpKcyvcYX4i+2bGb6RqrVwMuWHTOTEtXOIbwvnIFgy/QSJ0+/BD17efPJdRs7GgQlfnYTlq64EBAMHOy2B4+PoAz71djSERk8lTc79JLmQ4xeizIdVNSmQow0NQoIiL9Gnns82tA1vzrm5k2UVlZrZ6FYydPETgWjOd7ZGSjLQODmYLy6uu4XlMzU6EWKGLV6ZMJwWxX0M+qCpKCzp2L7/X3Eza4ejWgmhs2fmjp5pwzW0REZsxg2tPfFWzw8CH2tX8ApvjrrxHSOX4C+vDilcssXVQEIN+5WiphkD/eqbIMc8o1dCYyzW+4+PqKLRbwR/cg4Icff8a0p/zRgPiHxmtEr+chXePuX95i6e64HyTkLa3slwCVnuTWILRBdpUS10RoaaEiRG8sYSrb7Tci3eazI4RfLlkACKqrXyP/VTDYvczck+pyzKcJI2gnc9Jxj9gIkvhNGgsoZqeWMuDqwcN2aOSvEYHo18XzSaa2fR9IsiOi2S7hMRgPLjdhug0nAKstOU4YtlMReo7Kps2uPqXmtIs2YqgNMOLswpGW7p//QKpq3wBt8aADsQUfNyH8viody5ZMqG/SWBKi/uFxkA4f/QXXl1OKzH5EGgkRI32R2hmlka7OmY70uNmzJli6qSrlcde2HZZu9QcgQT5xhPfwVWkpF11LKPCiCwG/Hl8w29I1N2J8FB8hmZ6fH348fXKRpRuxCGNizVMvWbo9u7D+fP8Hl/O3/lg3Pt60xtKduwLpo8Py2C4NNeh3PxffNz0La0hbH9ew4QWw+XMXMN0qNRF2tKq2zNL1u5CKW1zNFLfsKRiXPS6OO3s44Pqt3UzrSVQph5lZTIcZWQQ7X1pKGPm3W76azbRSpmx6HA2fg7V0BqcT8zcgQCMtVEtUbT19n6xwtGNyNIkPI4Iw1mtPVVq6mdMxHxtruFZ514IYLf2yXBHaO3qYGpmegn7rENqS4CDYizY/wveLS5CCmhZGouRmVdAgIpj3aK2Dr1X/4VZL51EealImfxufAb8lMllLcQqFbeqwMzXcy0ls11J/3Io5vaeBdry5Ec8y2EdDnpiAdJGICPqJQ52wezs2cs5Wl9Kf27cVPtGCCSRRH5eJuZAQyjTr7kZc59133rF0hUUouPHZLu3d1fMvWEQfqbUVdqNgNNdphyKW7a5nP3hywtQ16M9Zn7V0Jr1l+MUvjlkf9c0zkw5/Uff5357hHiZe/LWLzWaTAJWmEaoI/2OimMp38CjGrUc4h6MjYFvWfsR1IyEZY3/Axc7sUMTG4eHcW1SoYhg2YXrMT358k4iI9HSS4mDjP0BiGx3JFCxnP8ZscxPtTkoS1gPdNx85Bnu8jbtJan/P3feJiMiPbrze0vX1YN7ffx/Tkt9/BzQKRRPor3eolKX4ZJLO5uVj7vWcZCpwmKIGmDaT/sqrKmVqn7bvCA2B/Sqp5dq5bCloNjLzuO/wOgauEG65D52GP1jfRls5ThV5KN5FH37JXKS87z5BP6O3iylEXlvVUM5nyMqELj6F/uCeYjz3G48zrbpVpeiMS8m0dC0N0KVrlCQHTsC/+3gfi0s0qmIacTG8xx//iIIDecNJ1rxyJVJvN29m+tGcOefg+dJp1y8vUP6sts9oLMMe6YmnnrV0J1Vhj6Ol3CfOmYY2zxnGQgzdfbD1r7/9vqVb8X2V0qXx+E+fCd+utZlrwszJs0VEJNCf+7roJswBXzvTlccVwsd+bw33V8uXLxcRkaBK9nW/oizR12OXC/Nm9b9eExGR9lbOmS8TYzmNGDFixIgRI0aMGDFixIgRI0a+gXJWkTaNjY3yl//6s4iI+KsT4V6thJxNlbmeMZXlx7Zs3AjdZJYL+2wnSsDGR+VbutOncAqZrKFH4uIRJckbxlO/F19FxNJbSlxEZMYMlCjdtYNlytZ/hkhzaByjXJ0qUl9SxhO+FdegTPnGtessXXgIzsLCyEMrtVU4xf3ud66wdO4BvHuiVvb80EGcZE6dx+/9S5W7m6bxwJaW4X0zchk1zsjESfWpMp64estZ6kRJbW040aurI0HX1LmzRUTE0cTTvo4ORL4qKhnBKy1HlO7QEZ4Ejy9CZPiTjxkl2rdnv/V51SoQ33pL/4mIpKtyZ/v2EPUwexaiunt2EcXT2YGT+LAQ9kNeNk6wE5N5kj1vMRAnMfFsy1xVivS9l1+zdO+/BgLYfQeJDJgze76IiNx+B0/pf/NrEJvlj9DK+7WDsPPocUbaYuMR7bvrjnssnVMRc6WlsazgS6+BIK27m6e5w7NB/JmckmHpSsrRrxFhLFOalIzTWb1ceK9CM3z4AcfdiDyMhZLiCktXOA5Rhs4eDTFWjLH4pwf/bunOUSipxETOn/zhmCPh8UAz2H3Pqrn4WiQsJkJmX4VIxfEDiGwUDOecefFpRIEmZtEeHH4LUZ2bLme56AAbTtxT4og8aWxE1CZQI+F1KXK0fylSWRGRSaPQB40NjOQMdKH/zj13hqXzKMhOxlg+39atIEKfN4c28bKLQVxXfYKIh6y4ZPUs7KPOFqDK0vIYMQkLQqjUW4JSRKRgNP4en8Wo0tjJGPe+/ozUTZmM54qLp2FrqoFtiIrhvHN2Iozh6GEELkGVS+xqJoIiPBfzt726wtItUeTcDY0k1XzmMUS4PH2MEPZ2AaUTE6iRYGqow85u3Nvm5rNmJQPR01RHG2cPR3vo9qqxDhHE0iquB5/sAiIqPo1kvdsPYzxFRDLS5FJxkE6NVG79GpCtzp5D0v2kLIVC0kpqx0Qq1IGL7fbQzTeLiMiS5Sz3Ga4IIB1ORtsGPYqwbwLHjqi+nqaV2hxsQxvWnay1dNdci78vuozPN0qhWW1OPl/BdIVs5ePJ2k9QnnzRXKILvIBVtw/7pl3Zn5gk2kQ/hWJsqOX60l6Bfm3RIrD/O+SLKAOtOrX1V13nBUa0txC1F6qcitQERor7GhHxHNQQehWKiHJI48xt98faE+LPeZIUhznY3c/1oU2VivfXYBXTJypy9sOM9sYOx7qQM4VILoeo6GsCEXADrYhQ9g5yTmSmYS1753VGQW+6EWWv9+3ebOlqa/Ee3c30E7sUIedIP87toAysl6EBJCx2Kn/ST3uPgGA0iNNBtGCYIh12a6VwK09WiIhISR3RkRERmJ+1pzk2BzTy3xsv/4GIiGSP51py9CP4MnEaYsc3V8VK/YjsySqEPSirIOlwcjJsulMr/3twL/zStCRGqNd9BB955c+JvOscQnt5PLSZDlXG2Fu6XETEo6AxPtr3vK3lJa7GddTftPFpt/6mxX4ViudMiBuDtPm/K0NDQ9LdA/vpcGKu6X3orwiooyI4R1o6ME7GaeW4R46Gv7J9DxElAw6Mcz1DobAQpOThwfQlAtSg8AuljdmyGejUW26ebena2+EHBIbRX4mNwbrWrBVSKa/AXmvhJBZn6FBFX3bv5X4jV5Ud/0StRyIiKy8B+XdCIcnTSxXZ7dRZzATYsRX7ySEXn+XZDUDpPHjb7y3dgQNoj9AIoo1SEuD/J2TSHs85H0htnwDahg7lr0drRWccAp8yI5XokEuWXCYiIrvWcg8UE4o2X3snyZi7WujDNA9g/YzVEJlLl2NP88lnzOIoKYX/OWvWPEv3zjtorwUKvSQiMi4Xz9Pj5vOv2wqf2DeKSJG4ZLR5Zwv3NCEBmOODmv9TXAykZYK2Ny9VCEV7FVGfHW1Y5/r6+NvWNlw7IIC2PkrZ0kmj2YcVKlvh8cdY1CU/H+vSzj2EqZe3YTzNm8PiBz7KYTl/Pot4NNYB/eQXQlTNsJxh6jlJqN/Xg/XuwqUkk96yCYii/n4ija//HopQOBx0nmJisJ6kJ8AnemrL2/JVxFhOI0aMGDFixIgRI0aMGDFixIiRb6CYQxsjRowYMWLEiBEjRowYMWLEiJFvoJzVfAenwyH1dUjdCQkC3ClFg3lWlYHod9woElNeseoSERFJTyH8zD4ZsKiaGqbbTFUEr20aAVaXSkX54CMSuLrtgAg6dRiyHc1gD2FKSnou4KqZwwnnzh6dKyIim9ZvsnQrvnuFemYSw82dhJSHDi3VaLAPUPYYDV645j3AoUaMIrx49ARA+ZprCF8fPg6EmDlF/F5JKeDrQzZCyULDAOUaEsKkIyLwTgOOTktXWgFo2ptvkzzpwH6kZQVrkGN/9blPa6xBN875MrLZR+XVSMNYtvQiS1elpTw8++zzIiIyYzrhbM5BtMfs2edYOlHwvjtu/5mlOnkSKSCnTpPwz8dXkeYOy7R0Jcfx/JcXXcJnbcJY+9ktTHOZPhVExYlaSlJzO2B5V1zFlLRhioSrqZn9UFONZ8gbRmLmnj5AOV0utnnucLTNaTWeRUQC1Rh78613Ld0zTz4mIiL5+Uzzu+W2W0VEZGwB2zc1DbDCAweY0tXfB5hdYQFJS+1+uEfBOMJBWzswBsMjObYragBNLRxPIu90BYm8916SMXcp4sWkBNy/tu7bRw7qE2iXoBEgQZ2QibHmriMsPTAMBJFVFUwP2LoNcPP4dBJdTlmEdhynpTP5BygguY0wUi8uvLuPkNF3VmOe3/bjWy1d9UlAWt/64BNLlxyNNJvYY0yjmjwFc3/T1i28hQ/63h5IqGXBBEA3HRqJX1UrxmtNA9OoFi0GYVuAnz/fbSYIiGvb2b8rr79aREReeZrj9Ve/ARnz4oUkp111JeZTWx3ft+wE0gf8PFxeRmQirSh8GG3YigvQH9fe8lNLd/4qzNX77/61petSaZqJ0STzDLQDohzuZNs3VpCIs3ivSmH153sOqefJyeB8s6tUgdIKppS6bBgftiDCyNduQRqny+egpXMHYVydrieRYEoK0k36NMLOJkWwGh9DIsaP3sMYmz5joqUb7ES66vtvM50zKwNrTmsT23faJLSbfy5JXLsrsB7UdjZaujjFtvfruznuHnsAZOWJWu7uoqu+KyIink7C0g/shj19ViMAzEmDzXz8BUKQ5y0GDNupwX43vPQy7h/H/nIrUsDyCo7tmYWwXT+89ipL52hHW07MZ1rqt1E8NivJRCm+anzsiySxkYrEWUQkMEDBtR1MW9u0Dv6IZ4hjvaoSKQS2buq8MPsRk7k+9PQD3q2THR85BDh5Tib7oKEatiEphvB4t5pPe3YSyl80F6kV3Q76JXEqvTY5num9VbvK1fsw3TQgCOkC3fUc63npWJdGTGDKkW8U3qmxk2ljRz5DGpNmcqz0oqAQtl9jJWzT0c84jwNc6Jv4cKY5Ht2N9G9fLX3x3GuRbtFyiinJURFcVyMUqXnb3grqgmGndu4kgXnm8EwRERnU0htffVqlwc6fbemqy+F77N9DsvrpE+HnHjnJNKpT3vWigX5acBLayKMxbnpUepTTQ53b+pfjzleNXZtWhMGjyIntn0vfQ7tp/PBi8WmfKfVP+56Rr19CgoNlwjjY1GPHMD68pOIiTFEO1vY5Pb2wy4kxTPlpaYINtmlphd5U+VqNcLe3C/7hjIlMq/YZQsdHR3LOrVyOghfFhzgHPGo/cnBfsaW7bBVSo196nfuSU6UV6jn5fLnpWEenTh5v6aoqkMrcpa1/CdlqbznAda2sGr5QVDx9u3PPRyEam4Pv+8QdSBcqO8kUaZ8htFVeGvesbYoyISuDKcjB8fCXXd1Nls7mxJw7vpu0EgFhsMdhCVzHXX08EHkAACAASURBVANYR7ftpr938hieYUohfYXDmk1w+KHNlyyaY+mOHkUaZUkx9wxewvKOFrZHThr8C93OBYVijWnr4p5x7CSQBLfRrMvRfWjLxFi2R4w/bPKoMSySERGNttb3cHHxGIsv//NlS+ctLNTVQfs/oRD+78YPSWLscMGinDOHKXM7FJ1JSzv9+EBFJu1NaxUR+ekN2B9u37bb0k1SRNSnDnFNCFf7gnET2eZVp+FT2n1p3EqOI70rUCsMEBWF9732Wqabb9+ONLVDh9gfmZmZIiKSmqqIvwe0iiZfIl8ZaWOz2ew2m+2AzWZ7X/0/y2az7bLZbKdsNttrNpvN/7+7hhEjRox8VTE2x4gRI2dTjM0xYsTI2RZjd4wYMfJV5P8J0uZmESkWEe+R559E5CGPx/OqzWZ7QkSuE5HHv+wC/v6+kpKGE6zTJTg9zEonmWy6QhQUH+Vp1IwpiCz0aggaP3Ugmq8RDNc3ICoxbSJLKtv88XrHikmeN2Y0okzJ6URajJmLE8rODpLivrEaJ4B+gTxVq6qvEBGR2+74BV9KBRht2knlzu04BT2qkd0GB8DmzpzFSH1MIiJQuw+Q8CtPRaLdvoyEJigCpMN7P7V0i5ajDGRDI48+Y3cgOhpexehVlyIm0xEjhWMQaf7Zr27jM38KMi6dkLOwAKeMu9Zvs3QvvgXiQOcQ22WMKtW26VOSXi1dcp71eVQ+2vzIEZL63fgDEDM11/O5qitwajmugCfop44jipSllR1vU2XY66uJtOpUJf92fEpysqYWRNV00r4AFT0fcPJEfkhFkTIzOSa6uhFtSE7QTvhz0pWOp/QpGZkiInL6NCPIQ4qir6uHkbT+XkQlzj2H/T+kIhknT/G3Dz3ykIiI/P1vj1q6Ne8CKTZxPE99/VQpuuhYniK3qHKGU2ey/TJygXBY8/57lm7pRYhoxMeTFO11hQCyaySVbh+czIfGIFrj06gxYZ8d+R/bnCGPUzqcQLVEBsC+vLaG6JENWxAlnj6a5a5jYxB9yMrSStSqEt7HtZPyfIUcc2hk6v4qOnnJFUQPPPfQkyIiUnycyKtoVSqypZkRzsEO9N+JHhKdzzsPc/nGW260dLfehlLk580loVx9P+ZCWhLnyawlGGu2AJYtbFLkyUlxJIXzVXYoI5kowJ//BAS4b/yLEZ3RY4E+++vDz1m6/l48v88g32PuYkTWupsZ9YiJxrh66ZEnLN2y5Yh65GUTfeMFCYYH0/4F+GOetGlIoCkTYVMOfbrZ0l1/3XeszzVNQK10DhCJ06PQHqWnSX43oOzj7bf9xNJt/XQ9HkUrjeujfObBfhJ2+voguhIXTETOgCJ57+/hevXz69B3Dz/8mKU7dBJj4WgxI2+zFQLiiitYyrRFlaH8ZDvH3UcbFVm9Ns+zRgAlkKyRTne0woZFRNBeBQfj+edo61C3QimcaKZN/PXtIGWfWUQkZFgA7MBtv7zd0v3tJZRWH3KxrbJyMH+85alFRAL8Eb179ilO19kqKrxfFRsQESkoxFpXW0yyv7Ms/2ObI8Lyyl7AjY5G8LXKJ2tKixyWcTSbG9fQOV3tHlXq3k3Xbec2IGMaTzIyOlKRboeEsO8jozDP++1ERTW3YE51lDMqPGYs/IMgG+egAml8bk1zqyIHEalcI/tUaeDAQNqcvl6M4fpSzrsNm4AOKizkGK4sxXrt1Iiuq8oxj/u10tU9Cl3cNki7u69YtUEzSYLtqnx6gJ373dxEoH0Sw4gCy07Auh9uJyph+TyUbd33GUvcPnHnAyIicrKSBRzO1ZDCdhdsf2UFI8pONxpOL8fuUeTpNl/OmXHjQQTb3UX00LgpmB81J4huWP8BCilkDCMh+tQJWLv++TcOy+v+htLLgQNszG6FSrQHcuwMKbJwp1OzdXa0m1MjRPfaus+RZ3sROaLpvPTEmu30AjbccgZIztckOuGudQs1ZvSy5//+t//09/8P5H9sdwYHHVKm5lhSInwXvQBJr0LV9Qntssdb1tuX7XdK+aPHS+iXlldvEBGSD4uI+KntY0Yq/eaqMty/K5wErnUKde9FqoiIhCo0QpSG+hk3GvuI5SuIeN/8yWYRERnQ7E6DIq999mmiQP3tmGfzFxB98fZLr4iISEwcEXS+fniumlraidIy+DjnLaQ/NeSGjVm+ZJGlm6pQFxu19WrKWKA0phQStb7+pVdFRCR/NP2avkG0fXst0cC1DVh3o+O5B542A/YkZzjn9+798FHLthB9ExDIuTR/Afavk4qIbtm7dw++58/vdfXgnWtOEml35fnYC7Q1ce2fNRdI6kMbuG/+ZMtmERGZs5iEu9Hh6LuGqgpLF5ECX6i4hAilRlXKevZc9s1H64AwDw2nHZ4wHmiltkau/adUQYQLFi2wdN496rb1ay1dYCju6zvEsX1CnSPEJdDXdbfCJ52t9VdDSZn6l+Pd34U1Ky6Me57sXOWbaGizcQVAGpdo5eLPnbtQREQef/wpS9ejyJUjorjGdPSqZ1Xv63Rqdci/RL4S0sZms6WKyPki8g/1f5uInCsi3oLvz4vI8q90RyNGjBj5b8TYHCNGjJxNMTbHiBEjZ1uM3TFixMhXla+aHvVXEblVmJ4aIyIdHo+VHFsjIiln+qHNZrvBZrPttdlse/udXy1ny4gRI/+/l6/F5rRopRGNGDFi5Evka7E5bW2tZ/qKESNGjJxJvha709Hfc6avGDFi5H+R/LfpUTabbYmINHk8nn02m222V32Gr54RY+jxeJ4SkadEREJ8gzxHjoHsJzoS8Dgv6ZGIyD13ApL91COEkXtRj20thO+mJALu1NGh1apvBPQrPp5wqx5F7JMYT/K88RMAOf10B8nzHvwVyFejg5ge4OMGHK+7lXA2p6o9P3UOCZ/aTwJe3NJMqG5LK2DKjz5GeFRjA+CxZRVMkQgKRcpAYAudvOMKZhWVRNLK6BBAqjr72F1tvbhf8ljCvPxDAGeeOm2apevuxntkZJNQedUlOLTftnOPpaupBzzOpUGJT5QDBlZcRrhvvEo1cjiZJuAl++xs56Hcm68zHadAkep2aOkNJ2YqCKaWbjJpIvrmrl/fZ+lSkwC99PEhzNNHPWN7O/t/2UUgfWrvYn+lJiBVoGgsidJq2tAeXvInEZEQlYrR2kjY8/ILAIucUDjG0m1chzSllGSOJ2+KVlggU9KC/HG9iBQ9LQF9fauWWrBrF9LO5i4k9E9S8dtbfnOXpbrme4A6/+NJEoD29uI9Gtr4zL6q6w6XcGxPnwcirx/dfJ2lq67Gb3Teq+MlgEJ6U6xERPLyQMZdV4fvOzXS1/+b8nXanAlFoz2Bij3x1Am844ZNhLfGK2jvyVpC90crwvGPPiFJ8M/uRvpMRhEJMUVByisrCC2NDgG6uUmzBzaVcmYPZeqZRxGXJSWSnFMG0KfJ8YTzdnjJ4EI5L++4F2MowI9n7p1tgNX3auTE1U3oy9AAjkOfGNjbHh92vm8/7tHSQ6fvYDGIDJMTci1dbRWu1zfQZ+keeOAR9XhMh3jxORAJzpxKOzRuLAhFi2YxneBUBeDBw2bwe2V70UdF2rwrL4OtqNJIbPceRCrmzbcylajdRjt65U2AWB8tYb+ueQcQ774hPn9mLtLJHnvyEUu39AJAXo8fPWLpvG8X6M/1qq8HbZ0QR9LF6HD06/JlTNWKj4a/vfGp5yydN73x9KkKS5euCAlztFTQo8ewXvztySctnb8fvrdtN8n0fvorpJtGpWtQYFHpED1Mm/nR3UiJPfTuB5Zu9cuAXXdqM2xEIlJkHF1McyiuxbNEpDEl8/Bu9OHYSSR3HqlSXoaGtFQyZb5XXE5b567CejqkbTZOHAL0efy0cXI25eu0OWPHFnhstn/7qUZE7OaPeH/vZW1DX9AF+nFu2d1oyJoy2uneTlyxnxkEUlOLudAXRHuQkAAYvl8c7VB4MHweRzPTrB1+eAa7RlgbHIH1zdXH92h3KRL+Pt4jMg62prqac9Wh/KZQP6ZRJaiUzJEjh1u6VmUzA0L4veR0+BujZtAe7N2DVKj51863dKsGFekjX82S3mI2TKDAjrZWs/066mE7NV5gCYiGzxUVQX/ykhUgXS8+RR9O9zftdkDp0zLpawWGIoUgZyznh0Pl1O8+yLTzRHuMuh59i2O7kTYfFULd4nnwS/YcIWnmuPFIWenR5vkrf3tGREQu+zGLMMQqJuC2QRJ92lRaTL+L/Z+WBr+pspQE9uEB3jQB9r83Vcp9hlnisX3xs/sMv/265H+S4vSFuXoW5eu0O0W5ozwzZiDt1Ut8Gh7OueTNwPTuCUREXCqt1eOm3XEoUnndfl+s/Ovjx0lxUDQevuW+3aR3yFUp5drlJC8Pc7y+nL5qYlymiIhkRNE3SYjCOvn0I/Rz6xswT/u7uEYEqqE4fiypMBzKh/EVrs8JUbB3gYFMwWppUdQK/fQVEqKx3q5dxzVxfCH8vGG5tE9r30fa9AP3skjCLkUIfOwg26BHFaEIDeSzpCk/c8daUlwUTUI6kLuH9rOhEv6K3YcNOFL5ThGZvJ5vEPdD4ycXqffk/vC8JUhR//HPSeVxUlE41FWQVqJfpea0VTJ909mOtiwoYPt+77ofiIjIkeNMe8rPyRQRkWuXMGVqwfK5IiJy0003WbrgSPgL//XgQ5Zu1szZIiJy9CjTTzd/AmqLrZtY6GdEDvzj4BF5lm7VMlBv1NdzP5mr1pEDRzk+Dx6DL3nJZZdZuuNq7RgxgvZ4VhHG8Vitr/0V4b/LQ/+nrRF9ExTElKkGVVgpKZFUE+vXY5zYtdREb9GSTZ8wxW36TMzVVEXL4eP71egnvgqnzXQRWWqz2c4T+K7hgpPhSJvN5qtOg1NFpO5LrmHEiBEjX1WMzTFixMjZFGNzjBgxcrbF2B0jRox8ZflvD208Hs/tInK7iIg6Cf6Fx+O5wmazvSEiK0XkVRH5roi8+x8vomRY3jBZ+zxOoZrqgZzxoldEWNLYezIrItLTg6ho0XgS1u3dBSRBXg4JsGw++E1YqEaep4jU+jRSND91mnX1dy7ng6mTwPK9JN30CwQJ64BLR5SguT54+Q1Ldf51F4uISMmDjL64VERhnXZiuGUzPq9YuUz+Xfy1Ezk/HzxfWyNPgifMADGU05cR2Nh8kE49cOcfLd2rb6C0cGQEIzOxsTgB9NGiZk88hZPsCy5YbOl+/uCd+MAAlGzbinYu1oj1OlT5XZsvURdtiuAqSjs1jwzXSnkqpEFPD/t6397DIiKSmshnPVmC+4QFE/F08AAi/q2tjCL5q8hjdi5RAPt2IirucvO5xhUhWrvyAka9qzoxnny0Q829KmJ9waK5li4nE6f+p4oZbb/sEvR1nVaOfaQip0pOJJlYkSpTd/gYibyiwjHGdmkIrwUXYSz84TaW5N1yFBG0qzQi28u/c6WIiPz8N7+ydG11mD+faaUBBx2IVOZrKK1mVfZ50MFxnJenytPHkhRrQQ3QY8cOE/k0pNIZY6PQH75tZ4eI+Ou0OTaPrwS6EQ1NUSVlF2hoj/Qk9N+0eSxjPdCOdrwyjBEEWxyiNQe2HrB019/wYxERadDI5SaMAfLtN7f+3NL9/G4g+T5+9y1L16vItKPCiKpx22GnIsNolmMVCbRTIzuOTEMkt1QjsU1QpNJ9g4za+Kn+1clpaysRZdmyebOl86Ie87UyjaMLQKJ3qovjprkVz+CjlemNigYBXEcb26BvCPN8404ile565B580CLha+9ShL91JJ575V8viojId65ihPii74As73PJvCro5HQQbdfZwWhc/niM8YeeYdRur4rqDPXSFra3eMlK/w977xkmV3FtDe/unpxzDj1JmpFGEeU4EkJCIITIGQMGbAM2XLg2TjgHjMEYjMEkkQUYkIhCgCQGlDVKMxqNJuecc0/o8P5Y1WeVX/j8+j7Xlw/d5+w/au3pcE6FXXVqr7U2k5s1p1GG9K7b7uDP+eDCH3v0GcPXXIe2zNRKdt58E2JEfQ375v3tiCEBAVybOjqAzoqOZhYwLgb9kJxCtMw99yIu20QrKanEx2saKwzf1nfeFhGRDTddYPhcaiwM9VIQWpSg9vAgs+2pqchm1R5ltnBiGG0UkcSYLhaMy9ERxnF7sl1ERMZ7iV7yV4iyWfMoWhmTiDHrps6qlFcgKxabxCzV6ADGwn/+x13yVdq/M+aIiFi8mf8vyZkbuxHtb1+CwxGLeu2ZZJI9JA5z77MPGKc7W9CXQf4ch1YluDnqchi+hHS0c0Qm19dwwfiztOi1nNHPk2O8lpBgxE5/Xy0j36PEFbVMtjfF7nbzsz4++D7LJG842JuF1jKZwQEY4/GpZIK4FdS6sZLPrHt2Y81rqCMSJC0Dn5k6lcUpwlTRgc5qZpHHh7A/GOxirPBM4N4PlxF5PDaK2DQ6zLiblob9l45eOHiAaJmNmzD3PikkkjNrCvalrT3czy1aBgF7h4N7lam5QBJ9/D6z/YvnQmC4vJR7Sz8//PacmUSiHS5CKeWIEPZDUiL6uquEWfXYbOwL3OOMB1Y/tHlUJBFDJ9QeIC2R/eCZQD+xt2g6BMSLqvH8w4h2/8Pf/ifsv4q0+f8TXaPbvzPu9Pf3yzvv4BlgaEgJqcYzts5bACHd4pMsF9/dp9ZtG9eX0DDE702bNhi+EyewX8/MIIqsvgHjctMGPkfUqFL0Yw7uYerrMYeChIL9p8swdz1+nJuDo4gdJUcZ2wL8cS0VZdxL508F6qK5jp9doAoTBGkC6CNqwI0McK5HRSD2RWgIutNllereON4T44EYOqihrf0sWBMHB7hfcahy4smZdsO37NwbRURk5zvvG77GZjwj/fyXfF7zToi+fu6dInPwPVPHGMeaW9BWC6fzuXjCxvatVsLM7ZoUwNmrCkREpL+Xz00tCqnsGSfSavYs/E6bVvihVKFpiuuJUp5UAuMrlxQYvpL9eF4+vI/PuWVN2Dt5456IyMgI1qAFC1kWvW8A7bZQ833+GdBhs+fwWd/mxDPIWXMZ73bvAItjySIWD2mowH6rv5Nj4qarLxYRkapaFvaI9gcquqqy3vB5zx3SVAluEZHgUIy7yhp+NiNbnTdo61hmBj4zqRUGeEoJZN9x192Gb9duIKwyMnlmMe8sPCu0tGFtczr/NSbDv1zy+0vsXhG522KxVAs4mM/+N77LNNNMM+3/ZWbMMc00075KM2OOaaaZ9lWbGXdMM820L9h/peS3eDyeQhEpVK9rRWTBv/+STDPNNNNgZswxzTTTvkozY45pppn2VZsZd0wzzbT/l/2XDm3+u9bV3SNPKzHGdAXx//MfKU4Ur+DhOWl2w7dwHqBShYUUcMqdClqMVRPi9PEFZCk/nwJDpWWA6g1rCn379wFau/cBwtTS7ICHf//xPxq+jFWAEn740kuG7613AXfzOVVi+M6/EXB4l5XA0auvBx2nsowwxB4lmrt0CWkYtVWA/LU3E5o4RVEUWtvaDd+pTwHBjZ5FqKP4QlDvtTfeNlwRkaBaRAST9tLVBiifW6tfP+wAPPb17VsM30uP4nVFOYWmpuQC4vbsc38zfP5K7OreH5L+sW0bKhOumHk+ryWMUMjhEWDiZ86kiOuRI6AJTb+GNLXJCcCto2Mo7Dk+DvpUciLpRwNKSM2mqdnt2QMRq7kaja6uGtQgp5N0iNe3A348MkrI5Jo1q0VEpLycEMyig/i++EheS1sq4NGDmija6TJAoR2DpAcU7v5U3QepXxYl+NbSRPjejldBs/v4w08M34xVuJYXX3rd8L3wPPrmh/eyzVdtAJXrvGmXGb6OU6BhtLaRzhYYhLHV109IZ08friF0kjSH9RvXiYjIutVrDN+YEpjs6Ub/nX8b4bJnjE3aRFqVEHAP+mitEkETEalpRlvV1FIQLTweEPTBMY4vRxXG/Q+VaLmIyMQgoLgZMRQD76wHLPm9bezTIMUE6B1hH7R01ouISMFCfnbH2xDwdUSQfrRoKSh0NeWkAuRGYIynp03nbSqR6JAgChZHKJH3Tk2wPVBBny+5kfOuqwKwWcc4uSs3Xo9x9UglBcVjo+0iIlJSQhqBjxtzKzqK0PyqOsyjn/yMgn0GLUpDsc+YDUhzeQVjzkWKYpA2O9PwdStqxIHjFN49fBT9NXcNKV3rzjmXX67C8W3f/o7hOrEP4ngp8RR/7lZUR3s6odGtSjCxtJiidl5hv6uuI9XyqacgNH9Uo6nV3497efLJhwxfU88B/NtJap1NLV2+FsYmXyv68MgRrnUuC2JdZBz7dWAM1CpfPzZmjFcMWaNcNCsqXHoK23Lnm0DZZ0SRauujvudYFeOfqJjZ08sx6xOM8TQ0QMrIuILhh2n0CvcQ4mN2HsUD86ahr61Er4s1APdk12DfgT74zAN/eUD+N5nH8iWgZl2cWFG4rToBRVGHejVqTXQ01vinH3/R8NkmQIsa6CPMPjoPPocmOps1G/QYVzj3An5KENt/grxF14hXiJRjM9gP+yubixRZ3yBFe/IhXHygF7EmIoJ7kFEXxrCvi2PYSzWqq+fcd4+DHnG6som/q2hUF81mxePrLofI+JN/+6vhG1aFFHJiSA0+riiK3R2Mf1YPrsHm4bXY07GfdNo5nz7+ZIeIiEybRprCmAvtMtHH/rji2iuN13v2Yd7ap3K+naVEQuPbKVbvq6hrKRqNuaEKc3XmDNIAnKqt/YPYlsdVTJo5m3uplQXYC7z+6vOGL8kH9I6WSdKjQkMRI1KTSXFpGwbNWheXT4jDXsuj8ZncKnBb9QCuKEm6ELH7S8SJPd7P/AOD6etBT/rfZIFBgTJjNvYEvkpyYa8SJBYR6R/Bvj9VK0rSo3yhkaRMtnZgTAQGMz519mDPaM9KMnwrV2NN7O3hGpGRi/kyOsQ1wq20CDKi+Lunq0E7ybBzLU5KwhrinCSlJ0bRcxNWzDN8Tgfi17nrKWfgdmMv29HJ2BEQhNjm48uB19uN9d5Hj7NOrFdVJ0kH8lex2UejTdsVNaxviPHkiv8EjbdF2wMcOoQ2X3Mh98v3/xbPli4t7vz9VezxlytBWhGR6W1ov8Q0Pu9MSUKsdIxwf9Y1ztj86lZQ4ipqKdvQ1Yt7uuZSXkOAH+6p+CTpZxOK6hXmRxp0ivq9vS9vM3yBCVh3HKPcXwSqvWbSVPbrTkVtW7+Oe7FuNZ727dlv+NasQUGC6krG/5AQPDN6qX0iIrlKAqW3n/e+cnWBiIgU7vzI8C1ciOf12Vq8LjuOPWJYOONn9xDaoKKCtKfwSNDRxzUKeqAPYnRyGsdnm4rhsQmUNPBe1+QEx9hyVVijrkoTbZ4CiYKQYIpJT6hn0FAlKm39Fymb/x16lGmmmWaaaaaZZppppplmmmmmmWaaaf9D9pUibSYnJqW9CadVrXU4FUxPtRt/H1BCSpOaaKpHncjHJzETekhlWdeuWWH4MnOQLdn1KUXgilXJ1un5zMZGRCCLfuklFBn1UZmP0u08WcxXiIP11zCTsnYjkCS3fud7hq/wHWRkrriKiIftHwCR851vshzt9CnIvhw/dMDwDQ3ilLu6jKe0K5S4UnQIER49fTjNi7QxM+M9KL7iSmbMNz8BVJC/lpWNUoJKExM8n4uLRhu8+JeXDd+vf/sbERGZ1Gr1xcbgRPHllzYbvpUrUAbuoc1/NnwPPfY7ERGp+Iwn1SdOHDNej47g5LypkYJ6sXE4/UxLJxqlob5eRETyZzBDe5kqT37sKEtc1tbid5qbtBLdFwMpYtHOIY+dQGa7vZ2oJa+wa0oyxT7fe+ddEREJCWW28dw1EObd8dGHhq9Klfpct4alRqfmIuM1Y8Zp3kcLfm9inEiWI0VAJyQlMCOdk4O29GYdRUSaVJY/LJD9HxSM/vzpj39s+BL+jPt4+ZUXDF9kKE7La2uJyji4D3MldzpPoL1Z/r5etotPH063qyqZmRtUQpPecvbDQ0QYnSnmcThlrBRxpUSJ5JW3EkGxaB1QK8k5bO+AWMyP1iZmR9NTvULnPGWfUIKUQVaKuA2rbKxHmJEIjsC4WnEOS8+HR2G8OtqZ8bn3x3eKiIhzmJmGHR8BsTMkmiCwKltfr41/p4qT85YSUW2fjpjoFZEUEZmYUMKkgcysRoYA2RMbxHtLC8Rnv3EzMwMFFyI2bf4N6fXvbgNaLCePYse33gbh7Mu+9Q3D5xUOdnQQDdCnMg39lcysZSuU5dH3KW5XVYf5ft9vfmf4LP7Ioj3zPMe/r8/3jdfHihB/5mhlHENU5nisl1mbKamIy+FaOfbgQFxsyWkK/a6/DH8vbyNSbncx4ktIKNvIK5j+k4eJTjxvVgFeuDgmfD3oz7UrOCaWL0I2MSiQGZcf34tM3icHmR07dALrmj2DQr/XXX2piIjUlFE43Vsu9Yk/Pm74br0CfdLXyLFdUgIE08Ag+8YrOFmvCgaIiMyciusrOIdo0ddfAOLjjvtYWnTYm73V0Felp4FOnaGtxU4fZKei5zDee7PxvlGcj8KQdEaYRUSsFtyIxwAZ6MKs3qwcs3NWoyyyJuCr5nRONmP3iQPI3g32U2DYT4kJh2top9o2zJlbbmXhgyAFzmhsZ6bYX2UXR4TxwFehaV2jjDnDLvzd5sf7iFDorn4HhW1DwhETLTa+r6UK64yzm/MuLhjXOmbjmjIyidf+WunT2TOBRGyq5t6ipxNj9+pNlxq+pgasebUnOWddk8hG52Vqop6q1HdjI9e+0+XYM+oo3cR0jP9ILava2YkSsxdrvzsyyX5IUWKko+Nsy7omJVaezzg02o0YkZ5KUcpx9Zm6ZiIF/JXAc3AoURADNYg/L73ymuFbshjonIhgClEXfYx1f84yIhQClqk5pSFe/BzoJ78QrTS0Df3eq4nLhwThWnQhYgMo5tFzv1+UKrb8m8t7m/bl5h8YIFkzgbQZVc8MgC8pqgAAIABJREFUSRqCtLkDz1yRsYwTsakY34uXEu3RqMbgvgNEtl57wxUiIhIczJg+MYH5tURbw06cwD59QEOC9KvXeTPzDF9LH/YulbVkIyw5G/vhK68kYr9Rlaf2s/GZ5vz1QI9UasjQ/v4edW8cx4mJuDePJoruLQTS0MQ9x6AS5U/U42cV4slKhcIXEQmMwPxpbCeipV4957z6FovTrDoHe7uOXsbZ6CQglD4/yjatULGh7rVX+dkWrK1rzykwfJ+8tV1ERBbNIwrvkyN8vgoIx7wPCmcsfXkb0PmrFvEzZ6+E6G9MOPerzU3o69BgIm0++nQ37jeQiO/Tp4BMGRrl3vRUCdoyP0dDLncjZgT6cU903jqgamZNY/+Hh+D5pbOZ+6m0ZCWUrhXNKVaImDwtfqaqAjSZzVwTBtWeec35Gw3fycOIgSWa8Pa2Qjxrz5vHuDjYq4T8R1nEY2Ycnkv9NMHnJMUemaY9S1WrMuoWbc1qa8P4GHUQ0bpoEdA3ISFs0+QUoKnefRdsmckJ/v4/MxNpY5pppplmmmmmmWaaaaaZZpppppn2NTTz0MY000wzzTTTTDPNNNNMM80000wz7WtoXyk9yt/XV+yKlnLgAKBVDo1y4RV9Ou+88wxf+WnAvVs0KNTsOYAAnigl7Ckr2y4iIjl5FCL2+AFSt3gRoX99igbS2aVB16IAoxsXimftfB1UqcwphP2nZgBK//hf/2L43nsf9KiClQWG78XnnhERkd07txu+IF/ApyyThMiPDADCuGTRQsP3iaLj5EylyKjLBbhq0hQKPvU3A7a+fPl8w7d/F0SWxwdIy5kYAew2PJxw8zvv+q6IiMRplLNJN64rL4sCd04n4Fr93RQa+2AboFyx4YQrzpoB6Nqvf/a80AhJrG4EdSg7xW74EuMBx3vrbVLSbrkdoqH9raR9BARiiHqEULO4REDrWtuJm6+qBuxtZJRw5cgowIrT0s8yfLv2QQyrp0uDl/vjN2xWClH1DuDv02eyfRcuAKQuMpowyvRMjAmnRiuLVvDToiIKtiYpeGRR0SHDN9CHPly/fr3he2UrRIzrmyliNfcsjIV8bSw2N+PeB7oJ83x/O8Zidy+FEi1KILuyot7wrT4b82HOPMLBxQ/0jz2fUizsSUW3s3rwt54ezpkzxaqqa2TD+ZeIiMjP7r9PRERi4ggF7VfibolCGPyYgtomJRO+PjaI+XHnnXcavjtuvltERKxhhAyLL76vvbfacPmF4Gw8ThPd856Xlx35zPAcLoT49XR7ruFrrkM/r1hHQbnmTtAR6ks5/pNSMJf3fbTX8IWp60rP4TwXt4JgDlGc3arQ/I4hwvorakEhKzpOGO57SnA8MYzj/5xVoAqm2tl+QWGgLlWfOmr4MvIQI1ycYpJmR/se/YxiiREKVmuzcGnyKJpDSjxphBNWxJ+pATMMX38fKQ+P/Rb0zasvJ5XhJ/eA1trTxTnjcSMuDw7Tl5IFmO7ZG9YaPv8kXNfjLz1p+ELiAUse6idk2Es9OHyUVNCffeNW+IpIjU1VoouL5lCIet9OzP2VKxcZvvmXYOy6A9jmq9ZiLDjGSEuZsRBryLFC0oM/3f4xfiuOVNC9n2C8Tc/INnwV1Yg14yOEJUcEAQocF0Nug78Sv990LuHr7779ioiIjNRS/DwgCvDr/Bkcx1Y3PpuYSSFLSyDavlGjhKSl4Fp/9dAfDN+2swvkTDOvoLBbCRC73RpHRAkO/gORRIkO22wezaVe+zO3tlv1X0w0hSrLSrBe9gZxHKZmYO6v2six1NuJ+WHTBKw9VqxbFj/CuwNs6D/HCK9wXEHHfbUtY2Aw3tczxPVmfBzrdEOjJgjqD0h4TDrHcJgNNAZHD/dcZSWg0F123TcNX8VRrOvbd2iik3OxDidq9KJoNV77+kjBCgnDnsdqI1T/QBH2V6vWcI959Biohy/9nTSFZSsAZ8+fy/lZfAJrwJ7DjInJKYx7fYO4Fy+dWUSkuRXtYNU4QnXViA3BOiUzDG2k7y2iYhGHSk9xbsUkYg9YUcX1pU/RZZPiOCZSF+N9tS31hu/pXzwqIiKXffsKwxc9FzSALq3wxbgHfR0ZSgHPSbUH1QW1vXfk/ofUL/5j9WijW1H/TJrUV2Cq2T/9rFBERLq0IgTR8Rhbxfv43PTNWyHh4PFh7J/wYA6fv4n7Ui/DKCGVe5gtL2C+bH7pFcNXXYPntNlzuW+OiMA+/LMDXP98/LAR8A/k3BS1V/XXXIsWgt5zuoz74d/e/ysREVm6lDTdECV7ERJFKuEnnyFWbtxwgeHbdB2o27vfft/w5U4Bbaezlc85Xor0geMsOhOgqC3tiiYpIhKiKDPLFiwxfLOn4hnqr08+Y/hsfvjsviIWvPDSmlISKBFxUAn5trfyN5YvxH1Oy+ez2cPP/53fk4I44RdMlf8EF+JSeDALwpw8hljaoV2/j583hnPv512P/bU1Yboq/tPUzc+GRWOt7hjms1lqInyntWI9Q+r3UhK5DzleimsZH2H8P6gKwUyZxmffYUWtG3Zp9GJ/xM3uET7nxqq97psvkzY6NQc0pqZ6nh3EpWP/ceQU5TZmz8QY82gD7+hJnDucs6bA8HW2o112fspCEd7CR35+jPnDDrTl/EWkfderNs3MpEh9UhrWr4AQXLvVxvb+Z2YibUwzzTTTTDPNNNNMM80000wzzTTTvob2lSJtggIDZI4q75kYjSxIklb2sLtbZWz0Mqj+OJENDaPA1KASsAwKZ4Y7NBonrGNjPH2blo8TNKsPxX82P48yrd7sj4jIQD8yFVZ/omCm5uGUbmCYYlcHDiJznDeTaJ5zz1Zl57QM2ZoVQDLUaKVsw/y9GWRmIObOgpDkAe0EOiIGZb09VopRLtoEMd7GGp4OptlxfUtW80T7Zy6IVu75iCeBqfHIso9qJ6mzlSDU0WKKVl59PrIvQ5p4UmkpTksDNaFVlxJLcmmnq8E2nPAO9bH9Zs1mBjw4ACfKkxPM7kdF4LpOn6o3fG+8gNPjhERmr0QJdoqVp5De08q5Z/HehxRyIEgTzxp2YCxs0UT70tOQgWrvoMBmlxImjU/gWJyejwzbZ4WFhu8Pf3wEvxHAaeMtrbiyoMDwlaiM4SotQ+zNAIZrQlRe0a4wzTcjB32zdiWzCMGhOFsdmyAaoLMN2dWSoxRAri6Dr+w0y9mdcx6QEDZ/zou0VJVlt/LMtq0WmbvQCM6pNCUK6++LjNuRXoqonSnmsYhMqpKPR04hQ5o5m8gTLzIvSMtIWNVJfnsHUYAJqvT78tXMdhTXAclQrZWGPnAYGeENGylWHamyU111zOT0dqM/TtVQNHrB0gIREZkab+f7OjBvR/vYf30tyJ511jHrESxeJAOzNjH+at4Oc+73d0DEs7mC2dtqlcmNiOb4z5iCdmnrpBB3uhoPh3cfNHwrFiCTf3gPM0jrr0RMHNYElV1qHgeHsJ296KCwVasM30Az7ikynKKaIUpg0+ZhDBgbxBox2M9707OK81Q58e4uZlmC1FfGpTBDn5OHrE5tY73h81HCwr2TjBGJPogb52+iMOFzTwKJlhpNBORQN+75e9ew1HhIEK717JUUv7OnYR08dZwCw6NKxPivD1LEODgB7X+ilpnwBSrW2GyMt64OfLaxmvdxyQUQoe1qpqBoZw1E8nrbiWYUhTAM9GG2aMyBORMeQIRm5SmsZx+/97HhWzEHCJ+xLiIchlScmj+HQskWX8S4Dk0kXUIxPmO0DNy4Bfc0/SwiHM40s4iHpZHVPy6txLFH1UN2W7+IRtCzaJYvKQHqzXiPa8UasnOAaKqrJ/riJ7/6oYiI2LhtklFVmjfQn+1tUVPKz49rmr8qd+r05z5MxtUPe3SUjvpsADOUQSprGBkVZ/j62xBHDx0jQiXSihjr7+L3rVwJQdOuWqJ0OlXGOUxb12OjgJRsaaQg6OgI5t3Bw0Syzp6H/UFQOLPvI6qUfVEJ9z5OJZqcN4einVd+F4Uqyg8SMZeQhvgYGsr4caKYaNrMLMSzliZ+ZprKUAdoWdzZMxBb+7V45VJjYc8hXv+MueicIa2gQWYa9n0BWqGCShXLZ0yl0Ke7HfuhSBvRMkNuZLX//Ks/Gb6CTQX490aiKkSNifYW9oPFRyHGrOwvlxd149EhNN5xQo/F7S0Xrr3r35wu/rK54jWP54sQny/z/a8wJbbvVA2cnEJ0aqQqgrHtQ6JMeocQq4cd3OtExmK+DGkoiK5OxPeQMKKUy5UI64Am4Dqh9iE7P+deMTgIY7UzkWv6BZuA1nS7+EzgRRGOjRMF757AYOzv4/uSkoE4f++DTw3fguVAujR2En26bDVEabdt5/tKj6J4wF23sZhMkRIn3r57h+E7W5WkLq3g/nqTeg4bbSDCOVwVDThLYygEKIRiRgT3YmUNENxN1NBwdS2IbZXNjGORgYiLx4v53DnhwJqYnMD5HRJMRJ5PAJ6//EZ473POguB/W4MeS/E7Fl9OvvlLsH87oRV6qVbI25ypfM4dUqLT2dlE6L73MVC9vlr8X5qH2GjTxIQtk+Pq3ogEOtKKNpyaSfaA1Qf7kNkaA8BX7cvf21Vo+J58DoUwLjx3jeHLmob9wsFC9rVbLVAd7dz/uBMwnpYXkN3y7jsfiIhIShL3cSvVM7xVExiOTcK6OW0W22VcFfaoqWHMz1eC0YXac/1CJUQckcB18d0P8aww6t0P/IshyUTamGaaaaaZZppppplmmmmmmWaaaaZ9Dc08tDHNNNNMM80000wzzTTTTDPNNNNM+xraV0qP6u7qks1PPyEiImGK7pSZxZrnqxRM/qlnnjV8ixejtnxwMCk6PQpWOu6kkFtDU4v6XsJBFdpK6hsJBW9SAr75eYRuR0XiWmIT+dmONrxvehyFE6OUyFVNOWHIxccBK8vN4X3ExQBCOC2bokMNVYBP5U7l+/oUHSxIEzIdnQCULFWDoX38JmhDa+8qMHztdYDP+U0Q0p6lRB6ty0gbCvEFvOzBBx4yfEeVGNawgxC2qnq00ew5mvDuXEDnwsPZ9sEBwHBNsRNKlj8LQr8XXXiN4SsvJ6wwLQn33NFJGGB8rF1ERCwWQvwvuPByfLaMlIG9e0H1stoIf61vwPesKiBVwdcH0LvtOyjEmZ4OWsq8eYTCnaoELHr5copTn3/hxSIiEqYJrH6iRJ0/0WB5s2eA8jU8SCpAqBIT1MU0L7wIMMpt2yiyHBuLMeGlnImIrFq5Qv5v81E4+b4uQvr2fg4Idmo6oXVzZwCC9/47FLuOi8OYcYzwLLalAd8zZRopQY0NgGVGJxCu2tmJ8d6qiUDHxQIOWLgbvz+qiTyfKebjZ5PYNLR9QgbuJzWLYnqRdsxR1yThwT29mIMJ8Wyzl55+R0REfnnfzw1ffw/6/OUtjxi+s89Dv/iFkD7oVoKxg0Mc653dgBQvWsExHG0DBcA9zHm58dobRURk6wtbDN/JEggJhvpzXoYH4nW0Rj/a9vrr+Fss40t1eYWIiLz7MsfmVZfgN/JzSVO67abvi4jI6RFSv6yjgIrmxDCutTaBbhUdxbmTp2D6thhCS9vaMOb8/Hl9yTmAxg46OV6DnYAWJ0QTWtythNW/dfO3DF+vgiCf+Iyw3t9d/xPjdVoOfqe0nBDV/lGsG+vOpQjpmC9oFRmz7Ybvk0LQf459QCHllctXiojIT3/xfcMXaQUsuPkU50yIqPvrJDXMoyDg/T1835gSkp3QqGtjQxgziTGEtB8/jTE2Msa2/Osjz4mISEws4cZx4biWTd9iG3kpCn9/4FHDtf09jOPVmnDi8Ah+12eY+NxQJXzs8TDuxqfiuk4eYZsXzAI1p6aUlMyzNuC7LQG8vpE2jJP4WMLru534XbcmjPvuWxiXV15CAekz0bwsEreXDq1R+9xGk2qirpZ/kCWGfYlya21dvYiIDGt0Zz8b1qANF1Fwc+4KtHNDC+mB/ioMjI+SamBR8O/JCVIcnIL4o1NObEpoUWOBGyLGE9pne7oxx4KDGXMGrVg3kpI0+nEqRBrff42CmkX7IYJ/1UXf4O8qCs7yZVyv62pxT0H+3PtkZCCmLytYyXtTwtnjbHBp68X1hSdy/7JhI9b/X//6l4avtQrt29xBCuroCKgkHg9j+5x5C4zXb219WUREClZwvxEXhzWbVyoyrK4hWKMLxGWBVrBrH+NVzwDWjag4xsIRJfTs48vPNteDcni6jHMw1YK9rK+LW/wACz6zbgVpBceOYS7vPrjb8H33hxDbT5jKNmpr5d7t/zZ9lH4ZSck7ym3aEP8q6FH/KgXqfwtVyjnplE713NKi1tvs8KnG390qBl117XWGL80rjBqsqf8qyv8Hr75uuJYsxl61tYM03bFx7Gcc46Rqptkxr0c5RWRsAh3f1MQ98oRaz2bNplB6VzfGWJQmhdGqKETdXVxPW1qxp03LICXJ48G6e0oTLG5sfU9ERKIjSSVMTsN6tfn5Nwyfdy994eUU6O7pxx6/uYOU9lIlOxARxOtzO3Bv77zC75uuqOWB3O7JmKI+e9ycBEmpiIcVlbzmjFS7iIh0tXQYPh8VuPOmkjbknNSeh9Tnp83gM2OKKvjz9BOPG764SMhOJKZz/7t+A/a4Af68hnXngtp//Phxw2dTNKVlyyjbUFSKvWSbVgzFru6pp53x4qKNoMKdLuZzXZAaYz1djK9XX32liIjsL+Gz45svQuQ6LJJtXlsDalXdX1kUouBlUNX9A7m/HBvDOnbrrd82fA+9jRjd3kGK26QTsd7Hl3HgjTcw9k+Wcq9z9hrQd6NiOZ5KlOByrFbsIT0A+3iPD+fUkRLce2MnRfttSni4RfkmnBod+Z+YibQxzTTTTDPNNNNMM80000wzzTTTTPsa2leKtLH4h4ivHSe2x0ogVNXv5ulrbdNmERG59toLDV+SOjEc1LL8PgE4UfTXxN1qK3EKGhXOE6/4WGQbXnnlLcM3rLJMNk3oMk+hbpobWS43NhWfjU5iZtBbenuoiad0udk4uR3q6dN8OL1urGTmI1RlwgO0jECgypT3dlPw66ZvQcBSLxdXVQ2hOY+F1+xUp9wtDTzRnFAZ02PHKQL2i18i+7xw1dmG78RJ/H3EQTRHUjqydTX1PF0dHML9BoVqwsBKQHDLBzyBPFiHU9PbvkOhzQD/xcbrPnVafbyI1zUzD6iV4ECeoBYd+ERERBqaKADqE4L2r9AENrNykL16+OmXDN+jLzwmIiJd3cxmL5yLk/jONo6xIBfa3xrITGVeHu4pMoFjp7MLWeWiIra5x4o+johilssziTFYUUqBzYs2QNQvMYJIiEAPcm3pIcw2pijUgcVKAbHH9xTiWrQS7cH++L3OcraLONHvKSn8vgO7kEXXxbOOVAAlU95GxET7EO5jzuoCw1dyTLUbk6aSkwpk2clAXJ9t+F87Cf46WXJKrPz2Dyi5XN+I7EWmhhITN0Lg6ADnZUgAMpv33Ep02ruvA32RHM3sTugw+vf7VxLhcWDPLhER2f0mS3mff4FdRESy4pkxlQ6gOLK00pjjqkxuY0ez4cuORBx65KnNhm/ChTEXHcd52TGJ+PjobdcavmNFiGc+Wp3tuh6MqyBfliP8y3PIEgVmsl3qJoBICw7nnPYEYPz1upgdqe9BjPj9nUQgRQbg9ywBzHrs3AKRv/XnMYv+sxtRlvvAXsaFlQVA6SxZTYG61RciM7w+g3MiRI37jzU0T2wsX3fWq4zgIAVMRSGdyg5ShHnxCmT6BrVMXoeaZz79RHJ2nEKMbgipN3y3q/LvrzzJbFZDI1CY1z5yn+Erfx9jx2nTSnKqvusI528Md6p4qwn7zctHVuyDz/fzPlyI264gInJuuO8X+L7vXc73qcTR2/uZ4SptwPo3ZmMfrrYD9ZM1RysN78F4amniWJySjVg47mZMjIrE9ff5c520JQI10NDCNq2qRpsuXUBR2Chf9Id1mPFvQTLW9refekfOVPOIRcbV1sqq5p5Ngxb4eUt42ygw6xjH+LLauGbEh9tFRKSpiGuVpwHfd5aGxrL5oq9+cNNywzfajjYNCuH3Ke1usQUw2+u9rgAb55ZnHOM0NITIY6cfrqF/gBngsXH07/SZjCVjo/D5WTiGJxX6JiPKbvi6K+tFRGReGkUdy3pxXXWnmGkNVRlZHanip0TNi49S2NgyCV+gJlgcHYu9RaiWaV8+Dahfix/XsmOFGGu33XSJ4UuIx7h+9/0Kw7dmHcRJuwaYQt/2CfeW2bMwVxecy5h++EPM/cgAXpfbhTg1MMZ+8ElVMT3nLMPXPYLFuGIPBVIX5GPfND+fCArfScxpj42tFGpH/Kyo4boflYvv/uRDonNvvgAoo+YGosdfvwvZ7bkbicZbcr0aWxpaZqAB6HF3Cu+t1oIxHRDFeOBWcSDJoon9j+KLPJoYt1MJq09aCdPw+Ku/a9VwLQo55RlnZtzXg3Fu09Y6q+eLOWmv4LNLF3G3Yey4ra4vvP9MMo/VIs5QxJ3kHIzFcG3sD/ciJszIzTV8jUeBsDitlZAPj8XalJfFtf/USaDb3nrnXcN3x+0Q8734Ys6bpFggliMjGDscvViv1m3g3ik9Ex3a2EjkudUXc666js9X7V245m3vcA74B6Cv7z1vg+F7dvPTIiJy9ZVEy5QpdMPuvSycEK/Q41MyuL/o6gLSIUETT48MAWshJ4lt1V2HNsicx5LUvgpta8sgg6JaoXTKGlla3T8G4zK8n2OyqlKJE2sxa7If8TUikHE7PQVzfX9zIX1ZbN+pVlz3jOks/vLZbuw/EzKIvsmdjns5cphovoZ6xIfmWsbc6FCMmSkpZJlEJ+J1kFZMxjWAZ5CFM9lG1hHce662x/YyDuzZXCdmLkM8GdNQkFvehSDw0VJey4hCXkdpz4kWP8SRuFjuJRrb8YyZmkaReEc/xp1XLFpE5PLFQKO6XJz/k/Vo82w79z++eXYRERmc5BodFIS+fvQJMoFEoVzzpzO2hSi0z7Qczp9lC4EUDQnjkUt3L8bT0kXYf31ey6If/8xMpI1ppplmmmmmmWaaaaaZZppppplm2tfQzEMb00wzzTTTTDPNNNNMM80000wzzbSvoX2l9KiJiXFpagLcdFoe4Hu2CUKo3S7AQe3phFH9+c+A0KfYKX4ZGglYVGQkYdqpSaAeRIQSMlVfA8pKUyOpK7k5gBU31hE22tMLeFRGKqGE0eGAdz7zxNOGb+1awGNT4gkbO1lcKiIiyxdTUKuzHVDw0FB+X5uCmds0nGdAEASmgjTxpAN7AV3LshO+Fx6Gezp6jLC2z3ftERGRMU3xa+USQM6cTkK/HnjgfhERufuH3zN8my6BEGfULLbzSHm9iIjs23vE8A30Axr24itvGr76JlC+ktMIz37tJQhCOfsolJWdxf6aGAF8e+7MWYbvb09B6Ckpkd9z+x2gGwx+RDHhrDhAxxpbNEGwUrR5ayv79cB2QH4XX7TO8P3xnu+KiEhqCmGPG1bfIyIiHxXynh55DMKe6VmEPaakAcq5csU5hu/TTwFf87USIjg5hnPPadPzDF9oGODlM+cSrtjRCIj4+rXnG77mOsAAwyMp4mpzo62c44T0xSq6weAAuUvjCl4cGcWxk56MtgoIJdyySQkI9jsJ8zt0EFSLd1542/BddBEgrjqFLVQJJa5YAYHajd+n0PSZYuPjTqmpxXw87xbQpO66nsJk1c2A4mZNI7z1z48i5rQ31hu+4WGMP4cfz7nTUwG1zbZz3JyuRHxLTiVMs6oWMPJ9B0m/XLgEUPXN95OClaQoM7ERHA8P//UvIiLi8iEU3J6N2FnbSJHRjtN4fayUlIGBUVAuAq0cD20q1iWnMobZQrAMWCYZN7KSAG8t1aig8dGAh1onCCNffS6oS1Z/Un+KlSBmWhbn9gIlZPjSy68Zvjfe3Ir3pdgN38c7C0VEZNdezs/MbPy9tIw0x2VLAXMd7yK1dGvhq8brmBi0oWOM68uYa0z9HteImkpAmJOzKc539hpca7EmiJeZAYhynEahvPIiUJFamusNX6pq14Yiwr4PHj4kIiJnzST1ITgCcN9lqyhE/YZaN0a1fohQYyI0mmtd4Ajiz4T2vtBI9HFbCwW1w4MAsR4ZpVDg6CTaKzyCYyIqELSKkR7G2MwsQIWTYzUKXhegz4np7NcRdS0Zdrvh+871t4uIyHuFHO/Bwfi9izcUGL7fP/gLvBjg9b32PKDUgwNnsjioR8QF+o1bCTm7NXqUV3vf42E891KvXcK55VLMkPoGzvMmJfA4K5vrzbgTYzw8g3FjYFwJHvpyvzHswPhPDCfUfEKtI+MOrg9e+onFj1QTXyWaaLXq4sn4t0G7vrQ0zCP/cK5LYYpm5dTiRrkS9Sw/wnliT8SY+0cxSVzXp4WfG76FCyD+u0QTcR/txxjq6+NYamtFrDt6nPTAaXlY123+vLfuIXxm3lmEs9c3op3HHeyj6AjsCY+dJFXRR2uP5Ush0ll9grSI/Hz8nnOQ7Vtfh+8OCuL+MCwM17N161bDd/M3ISqetYFrSXUJaKt6oYJc9Rt+fqRH/ekJ0MVzF84xfL7RaNfZs1mE4+OdoKQvXUhB5dEyjN3aOlIoD34fYvtXXkwR96Ql2D8OaJQ5j6KujbgpFxDth7XBNUyJA/8QjEGnhzQ1Hx+sQ/5WriWOccSzEU142/u+0GCOk8lxL91Kmz/yRbqT+4t6xWJTNCqL68zOYY+OjMqxwxjrmamgxRw5XGT83bsmBodw/SsuwVg+fIxyB2ctBi2u8CD3h2+/h/11oNbmW98GneWeu39k+LyFDk4co8zC5ZddLSIieemMOzU1qoBBLNfTKWpuVteRGjuhguAvfkWR8AAlcP/QQ380fLlTMRbbtYIgs2bi++Kjeb/dSvS1s4fzJycHnw0J5PzZdwjt5qPJWZzk+6kSAAAgAElEQVQ1F3NpaIAyBZEReLaIjmbsLa3A/NflO8LVNcyYwWeuhjqIsEdFkkooShS3rVOT4MhDX36gaNYiIiMO0grnL0Hc2v3RLsOXkIBYatFohT19oJp19zNGdnZ7faQox4TjWhOSSBeaORcxo6Wv1/CdpwSLDxZzzzl1xUYREdmzZ4/hu/mmb+J+tXXCqkTim2vq+VlF6XtjF4tkzJmO5+pKVUBGRCQvD3v12tOMs++8D9retZtImStXlL6U1ETDl5yEMdjdzf6/7BI8+wyNcO80oXigxYWUOegewn6moZFxccmyAhERKSwsNHyuCSzw+RoNMSsL+8LERO7jpubaRUTEMYbf9fHRScD/33ZmRynTTDPNNNNMM80000wzzTTTTDPNtP+lZh7amGaaaaaZZppppplmmmmmmWaaaaZ9De0rpUf52EQiw3FONNCHajXdGpxty2ZUTPrhDwi3W1UA+H1ZVb3h87QCQpZuJ4R6dAAw7YggwvdcTkBbL9xAysxTz70gIiIOJ8+r2jtwDVNTCLcd7AGELD6C8PCuVsDigjRl7MlRQKG80FkRkRalMh4VFmr4pqlqSU0NhL0FBQIe62tlN9QpuFhVHaFkEQo+19Reb/jSVcWPtBTC+u2KZhARyd8dn0RbdXUR+m7PQuWVPa+x8kG6ojut3UT6jih1/gB/Xt8bb+IzvYOE2IUHgaLlnCAcMCKcbRSTgeu/+dvfNXzTldJ5ZV2p4XvvI8Ao7Zqy+63fvkVERIKDCK0sKQGUc9JFuO24UvkuP0zo8k23gw5TdGif4bv0akCOQ6MILxy3AJ62fSeh2tGqOoe/BqM+ay4gxL3dhEd2tgFuma9RzeavLRARkYwcVnba8R5gdp39hBdGKTrTQF+94Zs1HbSy3l6+b7APlXD8fQmfG1H9euftpPoUfgZI4pbXSUGZMR3VOTo1OOCAoiP87Mc/M3zbF+PeLr/kUsMXGIt+G1Y0DNcZyFjo6x+UN97eLSIiZVW4763vfGr8PcZLO/HUG75br8MY+cF37zJ8jScB5/e1shH6+wDxvfyH3zF8n30OGH+NVgHhtjsx7jdcstHwBQQj/rQ2txu+7h6MJXsax1KQgtVGpxFGPKgopaGRrDBQpSp5jGtzIkjFgbgIUqE8RmUn4mZHR0CZ2bT2XMOXEg06y36NIvb2Wy+LiMiy5ayOcs1NqlqVi2Pz2S2IEQUe+rb8HRWqDuzjHAtXFUYGNHrMpKLxhQdoFdrceO2rweYjUqDa313D6nnpEaRBTipaQ95UQlSPnQT109dJSL5VUab6tKpz5RWoqLFqzRrD19aGa7z9zv8wfKfK0eZZmXbD19WLthxhN8gNP/mpiIi8//Rzhu+Vl9Eel2282PBdev31IiKy9R3C0lPzQMtaq1GBjz3+NxER6R8iBcHpxv0ODNLn48G8HXWQIiYCn15lLzoJcOPsLK4l+4+h4saqNWsNX2cHYpIXTi4iUt2F73n5CVbQOrQXMTg5lvDqMQfWiJLDpCXXHQaUPmMGaaQyhPE5K5NU2jPRfHwUNcODeaYVqxBRiHuLBr330o50+pHXAgK5/vYNIUb4aL5LLlK0VQ0KL6qC4JhGiw0MQTxwTpLy46M+5G/j7w72YQz5hdLn64vfC9SqmoxODisfqXZeKtRAYw99ap/zyVuE94914bNRGv0uYyrGeopGLT1xAmt9Zg7pq17a2KEDhwxfkKJnurS5PTGB1zExjAtx0XHq2kkrTw/HNY8OkfZcfRpj0+PmPmHbW6AuTWrr4PIlpBV5qVI2Gzuirxdxo66ixvClJGOeuX1YOW7bVrRNXh5pbxMT6LvxcdJ86hRddXoOq0ctXQU6yyuvvmH4cuZh/iTlcE6HR6Efqmp4LTmqXdu7GTfuuOteERF5fOsLhm9A7XP/+idWMTz7BKgLq7/Laq9ZHoyxQQ/pTK4BxB8fC8dTzwT2o26NweRjxdwP9OU+0s+CNrJpex+XB33idGgfVuuyy8r+93wJFcpiVJTitXgrvH2lD0P/AxYaEiqrlxSIiEhdHSokOsfZHg5FT6vQKkXNmY/xO6m1eW4+xs6Hhdw323wwv+ITODdLihHLw0K41wmwoS2vV2uZCKmXoaoanojI4DDed1KruvrAw3j+i9DoTNNngOJUW8trDg7CtbgnuMjm52JNitHWyZ2ffCQiIklJ3If7+2FuTk4wLrZ3YQ9Wd5x7k+R4PIM01PLeihXly2rlZ+fMxh6mqqrK8HnUwFu5YoXhq2pAf4w7OC9u+eZNIiLy+9+x8mayqla88fz1hs9bkTIwiBSs9lb+3scfF4qISGwUY2lfP/Yhww5SfgJC0G6R2vsiYyEr0tbB+W9x49kzbZzrxMoYXFfvGGPkzBmIQamZ3F86VGXTdRtZxfLdj7D/jgjjM1x4OOJERAR9/iGY69/YdJnhK60oFxERmzBeny7FPs5Pi7M9fXgmq6znOJm/AnTVhjbSmSxjiGMBAVzHnBOIHXVaX9sURTcwgGNRBNd36SVXG556dX6Rk8MqXYWKcpptJy3rg3dAt7v15m/Stw3j0089Yw5r688/MxNpY5pppplmmmmmmWaaaaaZZpppppn2NbSv9HDZ7XbJmBLHzFRihnd+61bj70eOQWxo0aICw9fSjkzF8AjTG7n5U9T3MX117DgQG342ZkZGBnGan5QYb/iuuQqnZI0tREtkqKxFoJvN4VQZlnhNYMqqslcnT1IUaY3KxnZ3EBkxJRPf19rSbPg+/hjiuumpdsNXXYXT1/Z2XsvCpTid3X+AgrC5U4GWuOAqomCyMtAGhZ9QoO/QwaMiItLVxSzXylWoDx+TSOTL7Xf9p4iI1FRXGD6LEpDLzWZGa+WylSIicvE3bjR8qck4pX3+JWZhtn+K321o4Cn8ddddZ7zu7EbbxCYz8zrixO95/DXxJZUZm7SwrweVONTWbRQmzcrA2LnkUp7IRkWij/sGeLI8JQ+n5YHh7IcNl+J9D23+Nd+nRDRnzV1o+BrqcfoeHEzUUnwCTpQXLaCgaPFxZAJbNFFkRw9Odv/yxKOG7+Rx9Xcns2sJMcgKZGQQpZWehPbN1bL369YBKdbbS7GwCoUGOHWKYlwZdrTLXXfcbvgOHUI2sl/YplkpeJ9zjKfXx4ogJma1sD+8p/U/+MEPRETEI1+Suvqam9Ppkd5+3GdREdoqI5FZynGFtLBN8Px6TKHsZi3TxKXVwXxIEPvPo4QLt2yhAO6xE4hD/tq4uf7Gm0VEZOfn7xs+tw2/u/is5YbvdDWyCmFRzAx7cx1t/ZzTw0O4H3sq53Swuq4ly5jdOXQIwuX3//kRw9fZinvLSSUC5Y477hAREZuWpc5Lt4uIyPKLiD788c9uwwtNsM0xhjERGM+MiTUIY/jDXRRBLNyD7IhjhGMuSonTRmnCy15xebeHmZ9zzoa4nJ7hXvMqshQ/2UCkSqOGCkpLRawJDGEGsaEe7ZsQw/mWNgcifoN9bF/HKNohMp2Zklu/hZjZVE9kVEQEsjC1mpjewvkQKzx5kvNyahpijsvD9WXxKqwbT77yuuEr+9F9IiLysBLCFhE5oTJ4m7cQPSdKcDRQyz4HqcxR7jSOCaWlJx1NRG36Cu7N5mJfp4Zh7BTvJ0px3ryZIiJSV8O4FhCA/vIKwYuISDCuoUtb67q660VEJNrDbJbNhvela5nahgpktrqrmQlrr0X7pkdT3PuMM4tHxKoaX62rln9Ij30xjtosPupf7W8eDPjhESLR7BkY11EamvakQp7OPYfxKlyhRwJ8uUdq6gEy0BvzRESCrOj78DAilNtrgJ7SUcsTk8gCBkUSVWMdR4bQL4AxcXgI2W+Li2N9qA9IiyMHKVi5fB5QGuetv8DwlSjxz4NHGTdWrj5bREQqS7jn6uzAfdiTNcSzyqCOjjBbGaRiYkcn91dtrRinPgEasiDTK4BaZ/jiYjC3L8zhnqutE78bFcXsa2QsxYQrTmFe5E5lEYahHsSxiXH2gz0XY/vQARZ98Fp4OL/vc4Xa7GwmKu6Ga7GvCg1g3+xQgt+jGiqoWKFphvwYNBfFINY1t/H7/Ecm1e8SoRCUhL7b9g6FTe++B4UsBhrZRvt3YN+nC5te+B9XiYiIbyjXA59wJXTewtjpm4BxZHEzW+4eVSLGmmCxnwX9FKyhubyomlEn+9pjUULemhCxWLxzUEPVeP/V9vo2JRJuc5/ZWJvBgX756D0Isl50BZAOvT1s85ZO9HtyGp+HisshXOy0cXw2tKOPr7j2CsN3sgKi/CNjFP6P8MNYHXOw/2MTgQjesYNo0WuvulJEROIS7Ybv1Tfx98LP+fySpvb1ASGMJ5/sAgItPY1oGV+FCrz3B/cYvgElLNzSxPHpRVGPDhNpGquQffo8S0nHvj47m/uQfXsRq9JTKbqfOw2otf5erldxqmBD/ky+b+dnQHIHhUYYvjVrgGIeGeEcjYzC/mJPJUWbH7sPqJtAX7bBZ7uBoG8Y5LyYqiEP3Uqs/eyzuVcrLsZ3emyc/41qjX78yacM3/2//Z2IiGzYxH3U6WLE2tYO7ol6FIL4yBHGrKFJFet9uWb5BSD23f8gn68SVCydHOd8Xbl8sYiI1Nezv6YogeGMVPb17x9BoY7S42wjb/ytrybaaMuLL6j75Rz+6FP0Q0I0kUX5mRifgwNsS7cLMUgXKe9Wz9DrzqWw8avbgLT005CKqYp188xTRBovWwT0Wl8Xx0m2Hfuezlb6YsP+cSz6mULEpplmmmmmmWaaaaaZZppppplmmmlnrpmHNqaZZppppplmmmmmmWaaaaaZZpppX0P7SvGATqdLeroBpQsPxr8pqYSSViu4dFklIdmNrYCkTmiox3ZFFUhIJEw1PhoQo9wZhFWnxgN+dOwYYbnvfwCRoIRk/m5YNMSheuooYhQaDnhnRBQhc41KRHjOnDmGr0+J9rW3UhAzKhLXUnTooOFLUTXvB4cI1etUwqPTpk0zfEVFoLNERRGuesmlF+GaZlPw6d3nIfb59ze38lq68d3paby3B/4M2FayVqt+0g04XWQc4cWRoYCftmpUreJiwH1HHnvM8OVMgeDSH//we8O3eCvoQnv2E8L2yU5SQW7/Eeg1lzdeZPh+94cHREQkJYWwwsAQwOm7ByhOXXAuYHTn76IoqE1hzdtbCN979pmX8MKHwsErVgMuuPFC/u45G/EbnaOEuL2x7RV8VKO+tCuhzgs2UpzV4QBEsKyM9ID+AcAyZ8+dafhefAXX8tEuwotTkzAuA31Jzej0CrC2EsK4aQPg4scV7UpE5IE/PCwipGOIiFiV4FtvL6kqTiWuOG/ePMN3912AkP7tb4TvjSiV1DiN+ucVdxx1kL4yPAo447MvvigiIt3dbO8zxaxWET8/jJfgYPS9LujsqyiPp0tJZ9n6Jvqv4yTHyH0/hTjjX/7yV8N3wy0QLH7woYcNX04uRPw+3bvX8EWEY249v5lCtNfegDFZXUaoeqOCre85TAjqg2ruTZ821/B1duC6Fi9ebPh+fC8Ecr1QTxGRPz0Cwdp2jbpZ34J46nKzDeb2qfjjIUS6vxOw6oOvkaa5+lzMp9BYwqsDgwEBvvXaew1f4S7A5gODSEEYHcUA23gB4aadbaCvzp5BumG44qG9+z5pQ1OngL7Q2kqo99EjiK1+V19i+NKyGR+7uxDHfMe5xF19O2iD1eWcv84ezIVjxYTa7vgQffeL37CvbRaI+IWFaGJ6imIRG8a4kZqAOXXFFYQbVyk6UYAmpv7kUxgLtfWkFXn1YZ/ZQkHRklJAld1W9qtDzfPoJM7fT/cDbt7XQFpZWx3GyZ233MLfffBJERFJ0daXCF/cW0I44dwDSkC1WhPK9lK6yjVY8tRZgDQ/tPXvhs/32m+IiMihEq7j4Upc0j3KeDUtB/TV4/spKBuvKKNNteVypppHPDKh5pJViVI6PYTFi9rLWIU+lxNrgFNTZp1UQpAL5nK/8bIV46azud7wdbeC6va335BWlzULUP4VG88xfNmJgJ33DXcYvtFe7H2CdBFjdYHh4aSkNHcgNvlbOact/vhQdDzpnK4hXEtYEukHxz5GPIgO45jLzlRi1hGcnxOK9mL10ejR/ZjHHk1gdnAQNOHxOMLew9T+RY9hXqrl5KQmzq6oF4OjhOrXVWGsWbTdcKh63/gI6SAhSsQ9NpLzuL2DcHeXmsA69aLsBMRN55zFNbmrGXPe4+F9ulxo8wBtbRrsx1zOnkKRy+n5oMA98ADXnNh47O10sebt+xC3cwMp6L11K/aKsVosSc2wi4jIiutI0/3dfRCEnTGL19xYj1i9MIvrUE0RhGhdvfy+R36O9eriWxmXs2dgj2cJoLBp2wDiSoCN4vL+SnQ4IJjx1KoopRMezgv3JMaCW5tTXmaDnoV2f4nPy7zX6gmI1aBPnXn07380t1gF83n3x1gP9mmFOW64FTTto6e4ps+aj6ICqZkUl2/pQF9brByLb2zFHnnLSy8bPtcE5lrpCe779+2DDMTFG0krjI8HlfM/fnCn4RsYwryKjONcGhrDvE5M47q2cCnGYFMd15LLLoYswvAg9zVeiuhAL9e/xEQ8c8WlMT5V1+J7rr6aYrINTfUiIvLsy68YvmVLsdalpXLuHTmOfVlgCMf72CmshS4P1/FqJWi7Y89Ow7dyFWjrO7Z/ZvjKT2N91mouyMOPgK5UU0HaUHsP7jPJTmrxxDjX0WA/xKXPCin07qV3Xnb1lYbvL6pYQE8Pi9KEKXHgLa9RfmLVEkhqODSK1idK7NiqyVnERoCi6aX1i4iUN6AdJl2cS8npWOeHe1kM5dhxxI7lSylJMaaKyezfy+fm4lKM2XXn8jlsKAH3vuR8PhMe2IM9W1ISJThGB9WztkY7KqkEzW/GDD6vjY8hGMyYy+fwHUp2ZNvblD4QJTGx6+N3Dc+CBZg/V15Cmu/72/BsvnLJEsOXHI89c28H9/tzZmPfm6woeAEaZfefmYm0Mc0000wzzTTTTDPNNNNMM80000z7GtpXirSxWKziq8ocnizB6Vx9IzMVgwoBcKqKArkZWTgBbmrnCZUXEdEzQFRIs0JdLFnCTEBREQTtHEMU3vMLANKhpY0ZlENH3hMRkQtWs/SotwzcnAX8voQUiBidKj9t+NLU6WdELLNIJcXIriRqgkrJKUC11GgiRuFKKKurnyeQTjeyqJddxUxFaDJOnj0OZpue34ITb18bxR5zVenUSg2pZPFDW014iEBJTbOLiMj4GE9rG5qAFArSSv8tWY6TzNITRCpFxagSllp5tCk5OKH082eG6VART/O3PIsykTd8h+XOYlNw+v3ZZyy/7BhG9mvj+ecZvpYGjJPERH53Zzv62jHKPly2FKLJH+/aY/ieexEZ64wsZirFivF29U0sUykBuKe33txuuOaqUoh3fPdbhm/f5zg572zlvc89a7aIiOTk8kTe1x9noW9u+9DweRFjs6bbDV9dQ72IiETFMcM96sAJdUUVkVtTp+L6h7XsoLc0bMlJjsVpqjzw8DDLCj70wB9FRGT6dCLQLApdEhTCTGrtdlxrQz3HTpISfxsYQHu7NPHSM8XiYmPke7fdICIiFg/mws6PmX2qrEQp7+u/8UPD51FpuN/eTzSZvx/a6vs/+pHhy88HAuQnP6Po2mQNxkZ2OsWOU1Jxyv6Na1gGM0YJosXHMc0yTyU2Vs8p4PvCMfe7OhgjgtWcXrFoqeFbthTCntnZHIdWVQbX6s+MydRsZBhaWhlPN7/0rIiIxEVqJYgnMScCA5gJazxZj3v0ZVZp9iLEiNZGZm+Sk+wiIjKhlYd0+GAM7d7JOXbtNRCtvPennGOqirC8uIVC5170jV1lbEREqirQb04tU//ck0Qy5U9FRtqmpc97PsBvr1jLMtZjk5hHA4PM0H/6OZABSclEATqUwOrkKLPF3vnT2lxp+O584kEREelvpO+UWg9coiGPxjCXfPwYv2OUyHtLLzOIDjfGYqA/43d6IjLrXV1EwYhqt8gErkO/u/MvIiJy+XmbDN+mVRB2DbZRyNbfH9cVHU80ZpsqiTpPidGLiGx+CVmnpGS+LyIGY6v54T8ZvitV/F48n6jSth68vuRSZqSaG9BG677DeTHYC9HsvZ9/UaT1zDGLuBQa1FvW22P9osCwWJixtahyxxYPfR4l1u+jlTa94zuYK6X7uSZXKjRWidZm8Qpl8t4zzKAuXI54kXo2x/VYL8b1+DgRluERGBuhEVwf/IYwjxwevs+jEpiVtRzrs2djrXr198xaz1Ao09xMIkEO7kM2dUhDHg8rEeFkrXBEcTEy6FOziQSYng8R9SgNGdbTgb3gkaPcdyyYhyxoXDzRrWMTuP7YGM4Tr0DrnIXzDZ9TQTI6u4lK8lPZ40EtYxzoy/gSr8oONzczPnoVqB1jjBuDA7jPkBCKCU824TNe8VQRkZ5uzO/v3Eqk3JGj6PeQcMblNeuQhX7hNWaFly0rEJF/jH/pSrg+YJT74WGFfCv5iPsIhxPXungpM8UdjWiHwT7uLcaH0EZdTdyH9Xjwfb/6wYOG79LLMOc3XkHUV64qP9+jlRofHsVY9PdjLtmmXnv7TUTEqdBUvj58n4G0cTFOfrG4t4go5I5FqwduCJBqBTDORPO43TKuxF43rlZxVkve+4dhrRnRyt2n5mJO7tpVaPha2jCXVq5cZfiS4rEXPHft2Yavphzz/u67iaApVeyCpgYiRbzdee993zN89z8ApL2OSlu+HGivN98ianPhQiAxrv3R9w1fyQnEu8928ppnTkOMGR3R1mdVtlkXzj9fIYB8/dj/k6p0+PR8Pif4+2N+HTjEODttptpfO1gQJDwBc2rLFgovjzvRvhHRjE87PwUSZGSciLGUVKAh+wa4jldW14uISLlWln1QFQyJnOQ8a2zkZ5JjsUfMy+b+yKGusaG6zPDlZdtFRCQ7nQyLlmbsV5uayG44UYL2mqYVpYlXhWwOHGAZ+MxsXL+TIUHG1Z4vMpL96i0QMTbM/eByFVv2quI5IiKB6rk+REf8DuDLn372RcN33XXXiIjIYk2395KLIZpdfop9PaHQq6sLlhk+H3VZaXlE1dSrUu6TGp3nVw/8REREtrzCAhCp6lm/ujbf8JWWQMg7Oohr6i/VWM1OzzB8NVV4rrJoa36P2r91KsHiUe357p+ZibQxzTTTTDPNNNNMM80000wzzTTTTPsamnloY5pppplmmmmmmWaaaaaZZpppppn2NbSvlB7ldrtkdARwWC8k260J75Ur2pF/AC+ruw8QIquN8PV0O6gFlRWEfnnpIu+8SwHcpQsAwSorI1SvvgHQP7cQRjnpwmePl1H8NS3Djt8fJHxz6zuAwOVNJ7SqugEwtl4N0p5gB5Rw+RLSF04UA2YXEE6qglfE2CuYJSJy9Q3XiYhIraLOiIiIBW1kCSAe7OrrITD11OObDZ/HDehVQDApF0EO/F6oBjnzV7DB5mZSJLy0tcgIwm6LT0CcdWyYcNoF89GmR44QhryrUAnuOonFbGglRLizB5DZEyUUe113PiC9yQm890Ql4lmrCV0eP3RARER+8OD9hu+dx0DnaGri9e8qBGwvIorXkJ4DGNvLW542fC++/BtcXwvHxK8ehvjXpk0UD527DH3XV01I4oMPPITbnCAeMDMTkLmFSyiodcHFoCOcv4EUtx0fQtjqUBEh7EmJoENERlFg2C8Y+L3aRtKjHJNu9Vt2w9eoxNOCwwhh7+nziiJfaviSUzFXejUYcs4UwMvXricNLUHR96pr2fZLlkPoNixCCWv/irSiM8VCwkJk+VrAI3e+9ZGIiJxzNgV8/+Oe20RExC+Ycyt3BmCwCdq87GjH/N75GUVTf/vrn4uIyFXXUNRu90eg+/X1MB4kzcL3FX1O6t60HrR3YhIpmaMOwHSzMwmrrN29W0REIkMZE4cd+O6VBYsM3yN/ABUmKpzinNZAwKFbugjn9+kHbDY6jjD8ZEVxueCmKwzfrjeUsLcmMpmTAvj/kEaTqy4DldWqiWoO9IIqlaropCIiwwpRHBrCuHvuesCvH37wEcO3dx+gqssL1hm+N18D1cLp4VxcOR/3fvdvf2X4fDWt1+Ze0LGWzmNfJ0eDJuEXS6HD0X7EpsRUu+HrH8PvhA5qdESvgKUmHutWkP1f/+LnvAaFuh6fJEx7lqIthsewPe68DwLh8ZGks3nFUSNjGQ8cDsSa+Bhes3MM8bhgEftfRrA+7tDgvNdshNh1bz3j5Ew7xlawD6kZNgWbd4/w3rxU21fe/8jwlTfgezJzuf65J3HDoSFccwbbQaWYmp5r+Hq7QBE7vJ8xZPYsjKdPnn7C8J04ifiYm0+ot1Dn8owxi6h5Y/siHcOi+BhWG33Gn530OT2YZ811XKvEhnF13Q2MOaOquMNH2z8wfCX70d7dQ4z7QW70efAMQtcjFf1yop9ivV7aTncf40Z0AubOkIdrn1sNlyB/jqXeRsy75ARS6PIXgULcVcVxOG0h5uXnBxgT82ZiXOWsmG34ajdjPTp+nINgzSoIovd3URi/pQXr5bmaYGV3J+LQ8KBGwRrF66xcQv+7B/C+hjpS18ecmE/ePhARcSshyqwMzlmXjXEvKBTtcKKE+8ili7FfKjlaYvi8wuvHSrh/DQ9VNPYJ7rUuPH+9iIhkpDJubH0VAu3LC0g1OnoCv+fnxzmYlQi4fkioRslUNOcDO3cYvuVX4FqOn+T1TcnF3PNS00REgqzYZ5R185oz7GjDy6/guvHn1yB03qfRb19/DjHk5F6270+e+LaIiMQH895CbYjF3aMcsz3jWDgsGmUqUIlO+9m4ljhH0U8UFRaxqXlm0XzeeabppIpbiVx7znAdYj//AMnIwlrT3ol2a2knlcenEnvyK75xu+G743ZQlmobSY/xiqI/+8wWwxcVjOeCn4yd+OwAACAASURBVP6Q9PAgP1Dctv/9HcM32Ie9SYA/x11QINaz2mZS8OYvBE07IZ7FA6Ki8Ixy882UUVg4DzIFOz9mUY99+/BMEB6pFfXowZodEMTY1qyKqoSE8dlnaAixsuI0Y5vLiTk3Mcn1b0Ct/W7tEdmpYnqd9tzkVjSq9v4Bw9er5C5mxzDG+AZifg81cmxHqdjrpXGJiBw4gP1lUEj4Fz7b2kTpgueefsp43VQDf20Z52aPE/E8J5Xtm65ozaVHuYedqSidOWncc07PBdWsoY4yEMeOIhZ4i5iIiIwMY/+TmkBqUO48yIm89dZbhm9MxdzeAd77oAPtO67t2fq6MVazo7iHLa/BmLFo1MWefnz27mvvMXxuRXGL1J6Hlqhr6ewidT8yEvdZW8Pn08xZoMV1tbB9JQdx6bJrKKi9by/2Ljd+k2vvp9vRh2MD3CsOq2et0i7OPa/ofP8gx4lvEOL1bFXYKDBQU6T+J2YibUwzzTTTTDPNNNNMM80000wzzTTTvob2lSJt/Hx9JD0Fp6PXXw/xwYF+ChGPjuGU9py1FD/8bA8yMXp5t3qFxAjy1zIL6XYREZmVz8z1mDoV9GjiP25BBiU4nEKMTpVBqW/jafOoyrBEJVEU76Zv34r70EpzJSXhJNOqlbj02kgV7y0yDt9TsIYZksAotEWPEmoSETlYBCEvmyZw98pmIEU23XqV4bv0RmQ3ZmhZz/t+/EtcU4Ld8LlUNnhQy5p1qizIYD/b1KMyS/HhFFnKnYJT+wAty1FThWxJXx9PDCsq0B+5OSwROWcWs8DeDNWhY0WGb3AAqKUIHdlzWJXHnM0+LC2G2NlLv2M502XLgJxIS+MJ76FjOD3OyGGG9nMlmtXcwpPxLlXK2OPkyW1FEVBQCbEsDfi2Kqn+8x9RZHbBPKBp6moolD2hxKsqKpkNnd+Kk9Z5cymA1daMLNLEKBFKwwrFtf5cCqN+vg/CXFNyKbzoFfXad5DlAqMiMX4TEnkqPajmSP56llC+/myUR6yv49i2ZyFT2FBP3+5PIbLsdDLTt2s3Sgg++RjKi3Z3UpTxTLHezg557RGMnQwlwrvvILO7cSoT8dFWlme0KHFYjw9RcUHhyOo5Jph53b4D7XPphesN3203odxxVTkRS1UVQJglxzAzFBeKcX+yihnkQweBMli2bIHh8wrsFR87SZ8SQB4bJPKkpR1ZAodWCjJcZR2CtRN8q4p/4dq8u+17ELocG2ZGwhWI+VF7ivfhnTE9k/yNhQUQJjyngCKez2+GIObkMONGeBBef/jhVsMXnIa2v/Gmbxu+wGD4LEKk2ebNyPgN9tLXWIes0sPP/M3wzc1n7GpRaI8TZczu3XwPMjOdrRz3tW3IuGRP52ftyYjVoyPMlLiVcPC6DSxZ/ot7IV5dcoJxbe3ajSIictnlRO0tnIm5bNHqzP7ku7iWZ14iMqZHZZqefuYxw7drJ8bYpztYzjNRlVxfuZjovkFVethPQ67OVgifLZ+x/PyCXGSffCaZpe4ZR787NITrcRWrR/yIQCvYCATh0BDHXYUSpM/PZTnSQCXaffwwM/XRscjynX/1NwxfQwnWusLPKW64YBGQCdvfp0D9mWYej4h7UpWvVhk2DbBhlCr2WNneLpVxdGmljR2qKEG8nXuQslbEkmdfJsJ28UyMg+mzWDRhyQqgUR76EwWi21XZ5hqtFPv8FYg1AU5mKMf6sG9q1DKtZ63Cb7i4PEjfGDKoAUGMLyE2hdgN0/ZD3fi+k8eI5ghQBRRuuIVz/29PAC2YGK2hBZUwc18f9ypFB7GGZtqZHR4ZQqZz/14iubyi7L6+HOuisuX62udU6V6nJkQZE4NraOtmsQuPghbVaYicTA2xU1GFvcpZC7j+Hj6CeRShZc7rGtH+AZoYapoSqw8MZtY9VH3m1AnOo5wM3HOU1r5bXkdMjdaQoR4l4NnZxTW7pBjry+L5jBs9qnx6oCY6fVghhZIyuAcZ7UP7DvVy35edh5jZ0894IG70a4ivVo7dF9c61sV9+PfOx176upspQj7/ErWvi2AbNPViDDpt7BuLD173DzG7HWzFZyxuTdzbi7Dx6Llp9KFbKyHv/W6XVUv7n4HmcrmlT6EQhisbRERk44Us+SxB2DNWlHBe11VjXtn8iLz19VFIQF+iKgZ7seb/5mdEvP/2l78QEZGOcY7jw2UQZp2cJDPi0EGsweuu4nPdd74NtE+Xhpb7aDvWOD8fPl+1NGL+jQwTuRoZibUkNZVrzuAgrq++lvvwObOwd0pL4r7e4kEACw/j81+XEiLv6+W1nDiGPf6CRdzDl5VB5Ha6Vhr69bdQ/rl/kHuFESUG7RfIsXjOauwR7z9Cge4QhYwb1dbTlGTEjsrKesOXlZEpIiIz8ygMvmd3IX9PlTkP8uF6EhagCv4UUUg5IQXxYUgTnS/aDwZA/kyWwC4qwv44O4vFNNweoJU82rzp7kHf+GjFa771oxtFRCQwkHPpwYew/778qssN39S8WSIi0q6Juner/azO0rD4Yv8RHMLf2KmeVVK0fg1VDJaMTD4TrlmPIhnHj1Ls+I4f/FZERMK170uOR+y4646bDF/534FozNWeJ7Oy0Q9jA+zrVVcjftVqSLCJEbRvZxvFoqNi0H6JyUQ++QbhGg4X4dl1ZMQUIjbNNNNMM80000wzzTTTTDPNNNNMO2PNPLQxzTTTTDPNNNNMM80000wzzTTTTPsa2ldKj8rMTJdXXoGAkluJPu3bQ2j09GmAIlVVUrA2J8suIiKJw4RCRUdD/Oe89YSq9yvYZrcmOlRTCRjrzJmEvkfGghbQOUgonGMcUNL0aYT49ykI1OwFpPlkLlACeZp60o/+EzD3AH9SKXwVTO3O737P8C1aC4G8wvcpFhgarIRCWwj7XzAP17Djow8Nn1fk+G+P/cXw3fNrCHBOnU547ssvPCMiIqdKSAnY+tZ7IiLS3EqYrxcumjJ/luEa7AHErqOV1xITAQihlSg/qasDtLdKEwv2iixVVPN3g9oJt3Wqvl61ssDwtbUBzt/exOvKmwI4484PCecfHwNEc9cuCvgeOw7o4nXXUxDq5m+C4vHoE48avtFhtNt56wjL9IwDKj3azz7c/jaoWsnJqYZvx4eAuyVpQslR4YCQBuRNN3x1dWiHVeesMXw2G2Bvv/4VqVUpKYDtrVpJcWrHMMbgW39/xfCV16Fd8vMJwcyZis/ecivv9/13AYkODeW4W7tOXYN2FFusxLXnaoKsPgrCPncex/viRbiuw8Wkb1mcgPkF+WAAWM9AoT6P2yMTitrSUAPIsE49bFPwca/Ym4jIhOBGezVIrp8Ff58/n7Gk6ACg+H/4+d18nxXj9dRxxrUVy5eLiEhSbiYvzIH4ctYaQlCz8xD/elsJQS89AlpUTjrHZkISRNKcQoHNtCnwzRzIM3zJaaAHXHcdIeiJCYDheyYpKBqbizE+0U5o8dJVmDOR/eWGr661XkREotMoiutwIN5ecwUpYhecWyAiIsePEtYfG424G5xI4cnnH8ZcDdTa3jGKNq/S4ME/+iGEfnfteN3wrVkNalJQcIrh6+gg7DfEht9zuzgZCrdDpN6eQwjtgvmYy5NajHv3PYgwP/Knxw1fuBI4vOX6Wwzfnv3o40cfZszJzsWc2n+o0vB9+2qI2e3XKG7TckBz+N53SQ/xD0W8nbWCMX3Wcry+/UbSiqxuxFtdOLWiHGvmgoWkqLa2YLzn5vH7QkK8osOEOXcMYyxEZtgNX9lJwNyL6wjxHXegLedPZ/zLSMOYrdfWl6PHQYNpbCfse3Ac11yqYPsiImvWIibl55EOWFOF3wsKIJXwTDOrWMVfVKEFNf58tOBpscHn0X2qkIJLK7jgUFTV+Gi2RUAMIPWzls8xfFXlaNN1Kyne7WvB7/sFkGri74fX0b6cvx3HsN6EafsX6zgmw8yppCm7xzFeBjR6TLoSr7dOMp5O9GL+hoeQflBaDFrB2CjnZ2oy5m1FCSlTF18MAf2Du0gDttsRM30l0PCNj2EsHS/ifPLzxX4j6v+w955RclVXt+iqDtU556ROaoVWjiijDJIQEjlnDDY2xhiDDTY2xmCScSYHiZxBCIQEAuWcY0utVuecc6zuqvdjrjpzf+/zsPnu5eqh+84aw4P2UlWdc3ZYe5+95pwrljSP7i7QXpp7CDuPigFMvaPLgKIrfd4rrCsikleAvUxoGJ8jIyMDz3PysOWrq+O471XaQVs743JaBtrI6SBFyyuQ62Os09Gx2N+2tBB6H6TNmptNGthXq7AvjItmHL3wfBQUqDUo66eUFjF7Afc+AR7sX710axGRpnbQSpoMsWaPKvIeO0BqRVw4xuDUsaTgjczF+Fj9FfeqDm3LEF9eY1B0Bu6vhHvLIemIG2/+ZaXlO6Zx46ZfMMamJSBWt/UYQq8qrh3oZwh3eumFwrjmqzQbH2MD2+XCnBow+YpKB/I4SME6Gy08OloWalGEugLs09euI+3bR9ewwye4brS3Yr76BTAWNdRiTxQZzpiQEIl5FeBvfK4B++uNGzlfT5zAfjg8gmL6XvHaTd+Qujg8G+8e9/3s15YvUGnpaUmkPRWdAnXJP4A03aZmjNX8ItLcCwvxTFOncp87TCk/bY2UqQjVYi5HjnJse99zRo4gHTDQH7GyyxBy7+3DepaaxPhZoeK1A26OxcwsUGCWL6co+sILsAd49R+kc6eptEF/NylCc2eAAjUolW0QHYUYEhXGtl/7GQvuTNbnPLhzl+WbpOK2Qwx6T0c35nqXm2vM449ibxUSQbr88TzsXcoNWYn558wWEZESo0BKbw/mS1FRieXbtRu05ksvp4DvVdeAFlV4mrQ81wCC28hRD1q+n//iXhERiYmlcHRsHMZsXh7XiaeeggzIJIOG+uoLoJRnZGZYvqJK3NeqL1ZZvrpajB1/H9Kjquvgu/sejsX77gZ9L+8k9ytxUeivwwfYzrFhKEQ0Zhj3RCtewBnH+NFcPzvascfKO0Cq1s133yUiIoMvRPx+bPOH8m3MRtrYZpttttlmm2222WabbbbZZptttn0P7YwibVyufqmrRyZt7y4ItPUbZdbC9LTP0A0Wfyf+T0wMMyg//zky21XlFFl79833RUTExxT309P0eYOZ4U4dhgxPYRkzyBExOFWdMZGng96Mh7fcsYhI3m5kjJYsXWr5vGK4ra3MBPT34iRzz26KjK7aBsGqNV+st3xdHcj2GJU/JSEeWe+0VN7zqJHIbjT1E0X0+SsQ50xPZtY4wB+nvUEGkuCgihz5OZmpio7GSXFxAbPBHVqKzMcQstyxE4iXigoKQ0VqWb7qWmaYhqkgXWUdT2FTU4mMuvXWW0VEJM4o5Xb0KNry8IFjlm/PHpx+Zxjl5+rqcArd52IjlVegb44e4ynozFlARL22gqXmQmPQd22GmOCubRh3X3+9wfLlK2oo61Jm2m64+loREfnr0xQF3bcXKJT4eGYRUvQ5o6J5Un3NNdeIiIifH31+Psi0tTcxcz1YBSYz04gW+GQzynGaSIhKRfP4C5Ef/iqal51JJFDaFGQvvnyNyJ0p09Eu7Z08Xa+sRj85/Zi98JaxP7aHSJsxKuxaXgJk0/oS/tvZYoGBwTJ0KDIR/Zp9Pm4In9Y3Au204DyKQT/5V5SgDgtmltWj2efGSvbflAnIZhw1Tt7joxBLhg3hGN6hZY4vMEq75xcg/uTEMUMToqV2I87hd4McOqcD2VeeAMS1b3axdOtPHvgR/hvGMWdVp2bXS8k+ZJBPneC8y+1Ehil1NFE/AzXIskw4l6KVaU3I/gRGMgP31Qbcw4kCZp9HjwLawz3AmDgiF76C3RTtXbIIor0ffsK56NOKee5rCHK2NyPuFRUTyRcZjb4MdBCBVHSaCM3Jimq6YDFjdZ9m1+trmPHJGAs0kqudyMskzfQ8+cLTlu/kRoz9hhrGuMoSxMVeQ5y1SZEGvQNcxPbuwngbPoLoiLIGZL2mTKQvORv33FvFrPfrK1eKiMhnH35i+SaOB5rn5pspnJeehYxadSPHZ2U5nnP2EqKgvlZRZ7eBIhumwopf7WEp0DdUMDoijtnHQl27lywlwtUTgn54+XmikgbnoNR3aBzjmq/W2M0/TQHYmgaMsfkziT5srEVM9yIiz1bz0a2VQ8Vr+x1G6WjVo3YbSBtvueF+D/dDPoK1uLad61dAJNpl1GwiHhpqIeDZ0k3h0IO7EHPiE4z1QYU7s6IZX4q0iMD6LV9YvomK1mozkBtrd6Js82W3GsKminhpruO+xN2Ie44yhHc/XIu92TCjaIJ3D1JxkmVqcxTBNWYUn62mBmPObewTB2djrJcaGV6nH9olMoKoJO8eLi6WQs5euKivIagZrsK3mzcQ4Zur5ccbW5hpLy3GfM/NJdqyo4/rtCMY91Bby31pjMb8ASO7HakoBM8An6mtyVuenCLv1UWYC+lJ3OOlJyGL79fP7x7YhRLIw0ez3TInIa7UlXGPtGgx1riPPuUeKUbFPFPTOSZculfpO86CC1MnYEwkG3u4NetQ6tnty1g3Wa9baMzzTs1uD0vhnjY5DH2z6Bquu+98jnFy4/nXWb7r7rxRRETmXU3UQngsxlZNDdu5y4WxH2CUmu5UwXxD21t89X2ip4eor742RYdFMcN/NlpTfa289U8I3U48BwK6fkZJeqe+FxSdYr+OVgH+dgMd5utGe/R1ESlZUQEkyw9vv9Xy7dgJhE11AxEZUYl4T2toZOwYptfYsJ6IrPPnYu1vaSTibdxI7L+rKriGtXXgvuJTiCwbq2vm/qNE2jUoIubwCe4BDj6I94m0BO67Hv0dELq7tm+yfFMnYWwfP8Exm5aCeVFVw33BuLGICd98zefobAfaaMxEigQvugBjtbiE75jNFdhbPfrIby3fPxXJ+8Tjj/L3FFF2Op/f3bYT8yIuknvF3/36N9bfkYqSdBp7jsYaoIs2lBEFlT0E8b+kgjHB+7ocGU/0UF0j+nPEaKK2t+0GqskZwLi+YSN8DgNFGJ2OuDr74sss3259521s4BiLjFChdwOhu1BZCH999W+WLz4Y8XxwFpFHG75A3MkZxFh0821aJj6Ke9OPngXiZd03fOf2eLB2eEWgRURiwhD/m3oYo4uLMZ7mzp1j+Z5/5jkREXH38XPJsYhj5vu6X7AyaBo4jlubMY6ijGIkz/0JBV5CIhB3GiuJCPt3ZiNtbLPNNttss80222yzzTbbbLPNNtu+h2Yf2thmm2222WabbbbZZpttttlmm222fQ/tjNKjqqqq5cEHHxMRkaLCEhERiYwkJHHKFFA5FpqQ9j5gzy+6aJnlyz8BWs9NtxIenpKcISIURxIRSUhOEhGRR54kzP2yqwHLu+UBiodKNyCuL/3pXcvlFbYabdSvHzsWQm6B/hTZdSskrb+XMMTYGEBYp02ZbfnOHQqR2NJain2mReFz/ga89LVX3xERkV/+6l7Ld8stgH7lnkNho7oqQK/iYwlr+/vzgINVnjpt+VpaALfzcxLSFaKCZA5DCS82HhDiJedTzLC1CZCu9m7i/wcPAfR98nTCvJ557gUREQmM5HPUNRMyfd0NEEf75T2/sHzRKmx24YUU8B09GvDIF19ayesNxfWqqglTLM4DdHDrDtJ13nj7AzynL58pJwfQ/jlzCHE7tBew8ZJCUr6iQgGfrCgjbaKnC1C+n999h+VbsvwSERGpLKUIc0Aw+v2lFbznhAS0TV8fIXinizBmxw4fbPkcipP3EKkrw5MBwWxvIby0sRpt+UEL4aoL5s8WEREDdS1Fm/Bsww2h5JlNgJ8+/iQhh7NmA75ZZYiK9fUBEjsonZSG+iqIrI0eCZhk8BpD+O8sMV8/PwmLQn+kZmI8bN5PKo9XhDxrDGk26YPQBrVl7IPcLMy9yACOr6ggwELTkwi/P50PuP+UqRxzpwoANz2ezzF34DDm6OqjmyzfAz9XUbY60hwSVUxYnIwv7gFAcpddc7Hlq20GtDJMOJiCnYitbz+3wvKJ0uSGZRPOuXcL6F3frCGMdMH5oNQ4+glfjhuENupx8f4SUgFbTkwkVDX/FETj2jsoqlmlY3jLtp2Wb9klEB5dvJAx57kXIQIcGUH4/9AhiJPVdRRQfPD3iN+XXcvYnmpAfOPjcT9xcbyv6Egsd3n5FLVrKcccCDHojQ4X1pDDa7/i/atA+LAMzq1upcRGh/C7LgGNrbaO4oIBQYDfetwcO8nJGGM1rWxfPw/i5w3XUnS4tAjPPHI4KRleWPLMOQss35wFGG/vfUoxu0R9pvoaA3YbAvjw7j0UxJuxFPHgk7W/t3xhYWg3dwC3CP6C727cQ0HJay/CWt1iCHs2aCzp6iMcur0TvvhYwqudPWgPb+wREXH343dSE5N4z5yuZ4k5xCHoS49yFD0GR8M7kz0egwfuAG3Hz8Ex4vDDd/08nPsxCZjTx3ZR5Pv8y0Ax+fR5ilOmRIEWtbuWEO20BF1rDapxVw3GX9AA6dMxAYiXTc0cw8PTsAb0t3DBiU9BHzXkE+Ie1K8CzEaxBq8Iv7+TFM/9B0Adr23hNeKKsTdydXBORCt0PNIQNh5QeHqEIZ7Zp3QXh7H+97owrlwDHJuBAXhOMy54fNC+w4aQHl1yukREREaO5nw/dAQD0c+f/dFu0JjTh4NiFG7saZuUmh0XR7q4l9Y1wlin9yotOcyghUoQ1ltXF+PtKN3TNDSTRjVuOPYMpwu5L3FpO5iUn0N7EHtdvZxv3d1oy65e/l6Mig4vXbjY8rUpjbjHoMxkZiCG9RtvEa31iDUxQaRMREaj7+KCeS/hQbi/xnLSzy6ZB0rFiSLSYPd9hAIUu9aSunnrPRAqThyfbPkGXHiOylbGum43xpEziJQph9KFgo0CDsED+Lu309iInYXmdPpLRibW6BadV40GHd9XY3BnB/c1rSpg72fMzXGjMC5HDqeIrbc4zMFD7IdupWOeM43UoE1bsZfwD2b/1zZhDqQmsr/KSjHXB6Vwv+ktuFJYyPeXyGisF3HxXDcaW/BM9/6KhV4mLcQ9jE4n3Vg0vrYYlMPVq0HnnjZzruWrrMF1Kyr5bpaciH1XmDGXe3vwO7NnzbB8190Culi3QU0qLse+uTeEcaepFfOn1dgTDdL91NcbuO/q1Hl4/CQpbN73tF4X38PWfEE6a7bGV3cXY1Gjvj/ERDJuRkdhf9Tcznvwyk8cPE6qWapSrZ3BfM/1UXmNl159zbgvzJucHNLqv/gMwtdjRlAQ+g2lZLc2cT8wcxoE0svLSUlbrHvOuc/zGn26Pz9+gnu2OXPx3RajaM6uzaCBjRlPceLlSxFPjh1hXMw7irET5sc1sL0OfXMyj+OuqOAlERF5/z1KELiVw1xTzeuK7oW7+9g32RkY52GBDIwLl8zDbwzwusf0ert2I8b19387IXQbaWObbbbZZpttttlmm2222WabbbbZ9j20M4q06e3tl5ISnGoOysRp7sAAT5fyi5CJbuziyejDD6EMl8sQYd11CMKOYXHMSnSp6Jivv3GCHo5MTEQ/s0Nffo3v3nLPjyzfdVffJiIixYd4St+vGb+NX2+xfMOHI9u06RuWmpup5XzDjNKQEWEqmmxkVvv68JyTcllC3E9LEXa28+S7owMndgUniyxfewtOG6sreFI50I+T8Y+NcovL1+CUMz2dok0dmkmJCSNKol1LUzY1MctxwWJkVZraeVq76rM1/+3Ztu6CuNfCxRRtfvgxZLsvv/oSy5edQWG73OE4/XxlBQVyeztx2jtzBk9kl18EFNSESTy5Xf81Sm8HhfDE+9x5EOLcu88ooTsSIrxlxTy5LSvFiejf//ac5bvuamSnnUYG2Vuic8o5FPJLSAT6JtQQo80/ihPRwGDjlLYJz5GcSqFsl9ubsWGbpyejT+qNkvQLZ88SEZHy4hLLd+FitOFX6760fCkjcHIbYGQR73oQWfH3XnzJ8j3y6J0iInLeEiIXfnbf/SIicu4cZs3q6zDeEuKIEPFR8TkTfVXhPcn2YAy5jYzv2WL+TqckZyAT0aXl43t7mbl0aCb80GaWlP/9/feJiMhv7nvY8mWr4LS7m7HJR0vydrYy++gtWV1SwgxX5mCgdJ54+hnLd6IAp/8poxjD9kxF9ry9nqf2u3dAuLeojJmXpGyMtT++TJSJU+dTsJEZ+uoDZN57ujmnJ44AcjAjgRmufdsxp2s04yQi4joHsamhn5nw5m48W0wcES0h4WiXoRoHRUTaOnE9p5P3Eq+C6ZlZzPIcPQpU0h0/ZtnrWbMwJ9577wPLN2Mm5ruPP9t+wlTM9z7h77V1ci0prcYcHTGK4qePPgwkU3EZM2r5Kib8iycpBuhSYdX2Bl4vIQzZ5+ITFAj00SzQyCFELeUXY86MGMIY7AxAf3X2MG50aBnUfM3oi4g0tyFulBYyho1TUdYWA2UXohnrm28nCvCq6yGcfs+9d1k+Xw/G0a71zOQNHgXETmAo+yY4BmMhJIz92lUN1GGIEXN8nbj/GXPZ150DaIOBICPT2ID7T8smkqC9A9msbCPmLF0CdFDVKQrih0cgQ5uaQiTE2WhuxdN4BYYdDsZOh6JqfI0KBA7xt77pNR/9Dd8B7l+cKqQaEEdxzdP7MSYrS4gU9e/Eb8+bxvU1Ute86qMc/50NGFcNlVyXju1HVr29n/uNXj+MzeQFFDaWetyrq4XxND0R/755EwUwMzORuc1MYebem1WfMJP7oZ27geCaN54l4D/77DMREQkJYdZ3jK716elERx4+DBSMw4ftV69CkKlpRG2FKzrnlDHm0jIwV1tbuR9y9yPWtRl7pBGaUXb7Ms60tHHv1tmCeNHWzXbr68HvBBnlqdsaEbMKTzKzO2QwfvvYEe5pMpLwfK4OIkC8RSZCndy/hAVij5KYOMny+fbgvsefDEJ12QAAIABJREFUw/7//FO05ewZFP4+XoixUFVPJLO/L/aWKZFEB8WGIV70G+XTw4PxOb8QojSS/YFqqS7lXnpA40ZmEtHZxeX497Z2jp2yYvRXQADbanI6xkJLD+P8b2+CCOuiaymwvvweZNVjAom+cirazeXg/OlRlFaQH9vPz4H77+0xFOXPSnOIR7xCyyom3M33pqRYtE1vB/cDKVp63UQ85B8D0uncaSxCsEnFgWvrKDrsVDHX4hJ+t01RLXGJnJuNukduruB4r6/Gd2bM4Jg9dhRx7IYbr7F8m3dsEhGR9i6OzzFTsYa5hWPn2mUoK719G4tCdLehP8edS9RzTQN+x4u+FhGpqYOgdVYO1/GacsSn5KQMy+evKDjznTUrG+i8ZZdeZfmOnEKRh34XY8fhvdjHtTYQfdOoiMKwaK7Fhw8AyWR0m/iq0LDbw98rq+L7YYrOq7JyxvVYjXMxSZzD1Yr6azJQ/OGxWEcSk7lfmTgZSKKNRlsePob9alAo2y1UEXltnXwmn3600dDssZavrx3zf1gW0cLtuu6E+BooOGV01BvixE5FxGQZSEWH7i/zThFBU92govNRRHM9+/dXRUSkp5f3lzsY/+40hIj37AXqeJSySEREonX8vr/+U353EPbOwWFcexvqSkREpMlAUOUE4V7nXn+55as/DKTQgf0Uyt6zF7H+l7+COPXbJ4js/nf2rZA2Docj0uFwfOhwOE46HI4TDodjqsPhiHY4HOsdDkeB/jfqP/+SbbbZZtt/Njvm2GabbWfa7Lhjm222nUmzY45tttn2be3b0qP+JiLrPB7PMBEZIyInRORXIvKNx+PJEZFv9P/bZptttn0XZscc22yz7UybHXdss822M2l2zLHNNtu+lf1HepTD4QgXkVkicqOIiMfj6RORPofDsUxEZuvHXhORTSLyy//wa+JxAwYc4ASks7yC4pzFlYB8nbeEIlHOKMCt2hoNukE2oFwXLDvf8u3YCnqDZ4CwpzwVrA0Jp4jVNIXj1hYRwnr0EKgHzl5Sq/wUPhlpCDl1Kyxr62ZSpu65G4KYppjiDTfcKCIi8+ZRKDI2CpCq7m5D7EyFaB0ewqT9/QDVjDHgYG5F/La18rvxCo8el0Mo8ZtvQcT41VWvWD6PH87lBgwodk0TKA89Pfy92BQIitZX11q+inr8nR7EdplwDtpv0+btli9E4WLnTr+Az2YILw70A8ZYX0tIcphCaydPJnzXCxs/f9E8y/eTu5S6VkoIpiic1eUhzLNKRcQCg3kO2d0FWFxsHPuwpQ3wzoxswgHFg+8EhxCq196mMEpDGLBcxdOCwjhtsoah3bIHD7J8EZGAcrc3s817dHykpxE2umnrNhERSYkjVeX4CUBTb/3B7XxcFVQ7coiKnHffAgqPl3YgIpIzBDScjRvYNzt2A6L3qwcetHy/e+gRERFxGbDBMH324UNIa3votxDD3rlLx7uDz/N/0r7LmOPj6yOh4eiP00cQD7o6SHtZ+TLmSlw8IapTp2JMbt5Iitqn73wiIiJ7NhP2v3wZKIIZWYT99/RjTlc3Ei5Z34y+P36acM7AUMyp3GyKX5aeBr3hjRWrLJ9qaUpkDOfghm8gKLnxE4qkTZ+NedlVSTrTxi9ALbz56ustX3o8qAJOg24YovDbziZCnwuOY6y3hxJK6+rFPNm5/R3Ll5YOSs3EKYxDXqpiXy8pM2tXY0xWV/H+ensQgyvKKDB86WUXiYjI0BzCXLOzQbkoqsizfP4JoNmMHENh7542xvSUDHznr8/+0/K9tx70gEGxnPsr3oRw7/CxpGksuRz34O/DtWRoOubFyfZjli8uUgWGDdpg3wBoPc0GzfRIfqmIiFx5HUXXFy8DnN/loGBjby/gwWHBXK8K8jBmvMLFIiIVFeibhEQ+x1cqTlxtiMeueOPvIiKSlMnxmZqEdqmuIH3hmWcBI45N5DWilAZRWEpIe5LSNX56/42W7+BGwL4H5xrC1ocABQ7rZmyatwS0t5FDec8upbZFJ3Js334rRPe3fk2R+TNl32XccXsFhTVm+pgCww7vus/54R7QMeQ2BMeV1h1siHo2K3Tcr5tjMz4WcyHeENdtb0XbRhk0qtBAXK+8nEKKGUodNSH/H36M+PPTeyn0uesgYk7ZMc7VQecgdgUY87zgMPZS+cdII8xOxefGjqJI5KdfYC6e48M1yE/3KvsPUOx0xkwIjJaUlFi+8mrMp5AIiieHqrBsaTk/FxWDGBcUwrY6fAQCyNHRbJf6WswFr7CqiEhirFIOivi8I0aA7ldWxjgZn0K6n18/+rq+gnuo7EyM9/wjjF1jRyA+7jcE8fOOY280czqpS2UF2A9np2VYvkYXaBtDshItX7sKC5dVk1bgdmON27uT61WIv45Bg+Lr6cY8T4phe7S3w1dVQrpFjK6h4QbNvn8A7ZUSw73q4YOY+001nPvzz8U+uMZol+BorBuF+VwTx+WiXbyFF0REIgR7t/gYAk2CdJ9ZfJAUkff/sFJERC6/6zo+byz6v7aW471X5QL6fLhfd2k1h7hIUj/OlH2XMcff3ykJCRhvJ0+hbcaOJ8XpmK4lKSmkODYoFXiEIXR/6BDo0ocOkMrR3Y74EOjLtcmlgv0jh3Nef7YaEg2tzWzfnl6075A00m9HjMK67efLOdyghU/8DKrt+Mn47bkLZ1m+nFyIcQdEc0zccgPowV+t4Z4tPRVr9idff2T5rl6M4gclVXzvHDMFFK39m0hPyc0FrbqmiuN4qdKRT+/h/vqSCyFnUFHL/V5iAtbJU+UGtVz3AzEJ3Nck67zONGhZa7/B/Sekcc0+cBD9FubD+TPdoK7ljgStZ5ZBezyklJ+KSsaqKbpHM5hXUlhaIiIiDoMu1NSEe12z5hvLV98IOtOgQTmWr64BdK0+Q4T3t/eh2MwbK96zfAP96M/C03yHmzUDcb2mkpTeFC0+UF9l+FTUt7WF/bBlw0Y892hSsDo7sI588u4nls/tg7GVO3SM5SvIxzlBZhrnwISxGPvVdZQH2PA1hJ6HJ3F/6XQifvo7SdX1dSD2xcUxdmQPRn9++DxlOc5bgLOKAENQv1UpjD/5BaZ1mbEu/zv7NkibLBGpF5EVDofjoMPheNnhcISISILH46kWEdH/xv+rLzscjtscDsc+h8Oxz+Xu+1cfsc0222wz7TuLOQ3Njf/qI7bZZptt/2/7X447ZsxpbLJjjm222fat7Dvb6zS1t/2rj9hmm23/F9m3ESL2E5HxInKnx+PZ7XA4/ib/A6iex+N5UUReFBFJi031LDoPp4ErX0Np18nTeDoYGQuhn6uuoqiT91gpPJqntFOmIBMeE0FfRjJOxNwuiqJFhCHO7T/I8pgRetL1/uuvW77sJGQY66qYgUhORibjyOGDlm/USGRaSoqIGPGiQwYNyrB836xHBjx3mHEqWYsT7e5uo4RuDO6/o5PB9od3QJSztJRZDtGSlF3G50634NR1ymSWuCssQnarpYwZl8uvWi4iIv945XnLN2I4vhPQx+6fPhOnsKs/5Unl2Al43sgwnmgfOYoT3GCjfOPxPGRXli+70PI99sdHrL97tRRdfByzQ7nDcJK8ZzczUJemoQ8/+YgipF5B4MBgomACFf0yexZROo/84QkREclI58lot2bycydQ7GzKTDx7J5PyEqTidXv2MLt7ugBZhqgwrpVJmtmeMo0ntzGKoHL4c9zV1aH9w0IyLJ+/P7KltfVEjEUEB+mzMdsggrY6Ucyylx+9t1pERNLTeSLf3IhTYWcAsxKpaci0Rscy+9fSgs8lxholTjXz4fQxxAy1bHHBKWavHn4UbXrZZSgt7evLjO//YfvOYk56fLLnxRcw9verCFh3F8Uq07VPe3qJKPFoidWP3mKp7FlTkelZtmi25SsvRwakpoHzLS0L469w6wHLd8nVENbzjzQyvsfx7xcvOtfy1dai78MNobP6esSL9lbec0o0xsH2dSyfPWfRUv0CERSjMpCB6WtjBrlBEIeS4nlen52Nufjaq5x3i89D3OjvYwZ+9SfIAnV30Nfagon05sp3Ld+1t+J5v3yfJYg//gyC6QPdRGtlpCL+9XWy/fKPI5aMzqUo3OBhiEODpzCz4tVt/WYTr3HHLT+z/r5sCdrjvZUUP48LR5x3mcueP+aevyF02t2MrJnDqMhc34x7TDTENHOHQzx01Rpm6LpUPDYsnp+Lz8CYuPPeByxfr6IsOjrYN8lJmKMpcYy3A4p4qTUy111aZtjp4ueaO7F2HTxKJFBtBeZ+zlDGxNZyZBjfefcNyxcSgnWqtp5Ch7cp4iUqmXFjxgwIFNadZCYsNgoIh/fXfGz5OpqxToXG8v4qy7BeVRmC2hNGZIiIiE8g0YyV+zCnjhUwy3sG7X857pgxZ8zosf9Nsd1EY4miarzlzUVEPC7MRxP96NYkV6eB2otUYfy4GIrr1p5Ge/sFcA1yhmF8BUVwXFdr+d+ckczi+jgwF6ZlzrZ8PQrtraxkLPHXUvZxodxzbXsDc3rGBRSEXfkUkG19BorXqaK5rgEm7Wadi0yrt9y2iMiQociMu+rMwgx4Nq/QsIjIdEWj1NRwLR3Q9q2pYyxJSkIbNTdzXLdr0QGnH9eyrCzE00MHuNcbMRRFJ3paiZgrPYU9mcNAnBbnE4kz7bw5/+2+OrXMbWgAM6yVJWjXieOITvQoEuvEce6HejuRwW4x+r+xHs/n62AMa9DnmzB+tOUrqsI8CuhnnA/X9TvcKO+crkKkbUa52e429FOSIWLa2QjUQFgCn8NbOvzANiIPorRE++LLL7N8az5HfAwJpUhwiwpu9xrIsppGrE09BhI2PgL3V3yce+7xUyDOHhnKsX3kBOLFA1f+wvItuQaInOnXELmdoOGszxB39o7LOmPsnEH7zvY6uek5ng5Fv8xfjMz+iZNEMmWrYH5Keobl+1ILfVRWlVi+61XUvrSY7yApWpq7uJD7w8gQjIWCPMb0O36A95dDh/jOlToIe6xLLuT6nZmJtfP+B/9g+ZpaMd4bt1IA97wLFuL+DATxLbeizHZIKBGazz+LPd7Lzz5r+QoKMDdHjvyN5ZukxUZWfcq9zuD5QK30NxKVkpmCPcdrB4gqvmU+CnyMmcR3rjpFrIaEcp30FhkYnjnK8p0uADowIoB7u3sfBMLi9RdftXzed5sjR7n+nTsXfbl/A/dYqalE9u/aA7TrvDmzLd/oCXhHCTDem3bvw7tbpyG47UWNBBlslP370HdzziXjZf/ho3pfFEqP1nfycGMeHtB37SNHWKLbV9kjwWG8l7UbNoiIyMzpRAztOYbfnmygiNavgxCwWYQldzTa1VtARkSkRYuB9HRTdLxFEYNHjxC5Pn02+v/Nd9+3fNdeh/3qA7/j/uxn94DJUFjEvY5D3828a6GIyOzpiOFOA//y4Xsf67MRvf35OiDQ1qzbaPkaWhCDissx7tqFZwP/zr4N0qZCRCo8Ho8Xs/qhIMjUOhyOJBER/e//JxHPNtts+7/O7Jhjm222nWmz445tttl2Js2OObbZZtu3tv94aOPxeGpEpNzhcHjrMM8TkTwRWS0iN6jvBhH59F983TbbbLPtf2R2zLHNNtvOtNlxxzbbbDuTZscc22yz7X9i34YeJSJyp4i85XA4nCJSJCI3CQ583nc4HLeISJmIXPZvvi8iIvHxUXLXHRCCmjYFMaqknAfIw0dPFBGR9g5CUl97FjSmcWNyLV9MlNJZtu+zfB1NgKQ5fQm1LmyFiGKwAX0P07rvMwwoWWM54H07Gii62FAHOPdoFZ8TEZk1C5DejRsp0BQYCMrD/n2E9NUqFSozi7D0+QsAnQ01IKJHFWoW2cf7e/3tlSIics2VV1i+kaMB1T1xijDE2XNmiojIgYO87pNPPYrfiycN45rrQHNYsIQ0jIoa3N/48eMtnxfO/Ms/3mf5nn7gYRER+ebLry1fTBQgs74GdaC2ugS/N4n0p4f/8GPr7w3fQCTTx0N4XEYaoNCbN27jvV4LaOX82XMsX6OKBO47SCpIVha+++M777B8O7YhUfHQ7x+2fG0KbU5Pp/hltwsQtInn8Bq+DrT/BoXsiYiMGQ3YW2MNoboH9oCyFBDA50jJBA0icSTH59RpGCcnTxLSGR2Bfj90kLSn4IwMERFxhhCqvXwZ4KBvvkH4pn8kzlYLKzg+Q0MAZ2wzxFdHxoJS0lzEORXgjyneami7pCSgDz2GEGa39n9vD+HK27YDLp6hUNbOLlI5zoB9JzFHPB5xDACKHa4Cr6OHD7f+ecIECN2VG207YybodAmGuNjWrYCAT57MOROTCHjo0TxCRgfqQUkZcJDOJIqc9fHnWHrwDxD5rD/OOR3iD2h5r9HO7gHEq+4Owj7jo/C5KF/ST976zV9ERGTsGFL3KvMAyU0KNwQAF2Ocns4nDD9ChbonTOJ3A4IwJiP8DXF2N8ZhRDBjWFgg5sJXXzEmJmcgDqQZArjpmUoVNSiZZQVot5xZjLEtCsPf8yXnYqM++5ylhLn/+ekXRUTkmadfsHxBBkUxVDCnhw0nRPnQYUCO/YIN0b0GiONlDqMAt9sf10vOIs0wNQpt3WaIfbZ1gcaRNYxxPq4fz7dlJ9emle8DiltQQKhtYjKuFxPHuV+lor/LzyMsuUaFAsePYt+E70e7FRo0jHCl/ba1UkwvIRtQ7PxNFHbNjMKYvuyipZbvm22A50YYwo7OADzHHAO+HB6Kdjt8glQVXwfoPC4X45CX+jUsirTUlBy0pcNDiu+AB9/tqqEo5PECzIexU0kdETK5zoT978cdj4go28Stz+hxc/6KxiNPvyE6rLRuj4vUG7fOt/BwQurd+t2uAcYXv1DsedoHSK2qqcK4Do3mnBirYtA1h0k1KVWqzsgRhPwnZoIKcXA/KZ5XKEXWL4jjdcYMrKElO0krylHB7lFLGCe72wHHP3CEcyJGhWX9DNh7fQPupeJ4qeVbfAmEPrNLKdLY0Ei6k9cCAkBzHDBYaF7hbLebbRUTjXEYYMSKwlMlIiLi9GVcOKJzLCeHMay4EHSLtBQKdvuF8XdWvQX6wmgjjna2Yb/hdvHGklXwu6nWeA6la0UalH9nFBaOnlbSxbw0664uriWJug5VV1Hos6UD83FiDvcleTtAo0iN5ro2KA5rSZFB8U1NwngbPoT7ph1blN5hiDqX1iFuLJzFvWVNJWLS9k0s1jFkCISoG9sI/2+qQV9nGWtxge6HM+O5j6xVcfyYWNLxq0vwnGFGHJ8+GHEqu5OxeNWzOOd4bwWFaG/9OWifoxdTPNepMTs5hZTDM2zfyV7Hz99PYlPQt6fLMMejErhWB0Ri7GzZvMPyZQ9FW//6Nz+3fF1doIu9blD0h2qBiskGBa+0FGPCpAvWVmCOPPoQNZNvuAFnT44+0q1u++FdIiISHsaxGKjFMBKSOac+WwMh7YFPWXQhTCma0eF81/vNL38tIiJPPPak5WtTbbE+F8fd6rUoPLBwGces+GHvGx9FilCh0u0GuvkuumAGvhOfxnGyNwH7qJMV3OsPVqFktz+/e/9994uIiP8A91P3/gxt9M+/P2P5Ro7DfPB1koZ4Oh99ueojUsELi0h7W3cU/nff5zuDat3LRcuWWz4vA3LdOtK5q2vRRldeQwHvfKXAXXTZ5ZavrgHvjOlpFFIePx50t+PHSeXavAP9FRrO+y+qwHy91KBMdh3CWvXnlRTrvflayKJcMvMW+ibg3eO5x/5o+fxVFD0hiuvirkO4h/ETOa9XKGU/I5MyJY2tGNvTZ7NI0KGjoHL1ruA4+fvboNu9/8yLlu/DDyEdMmk8aX61KvTsaua+tlFj6bjR3Dt9tQm0qOZWUtOq6hHXw6IxB31buQ/6d/atDm08Hs8hEZn4L/5p3r/w2Wabbbb9b5kdc2yzzbYzbXbcsc02286k2THHNtts+7b2bZE234n1dHfIiTwgK3KH4gTN14+ntKs/QUYywCh5euoUThm/XsdSbrfeiBK2440Skp9/jBJdngFmIHpUyG3XFpY9zBkKAaerr2J56huuQBbJJ2Cr5QsKQuZm6BCKv3oRNiFBPOEP1SyXWZIyVsXdevuYMfcKwk6cyAzUunU4IY2MZBahXYUpX3iZGeTfP/J7ERFJMMoSt7aoaFsvRZt9/HGU+sSjv7Z8fpoJX345T00nz0aW1WOIjO7ZASTLpk+ZhZs0GafqaYYg3ZEDELp0DTBDNn8+0CGpk3gC3dTMk+CISBz71lYT7dHRgdPy2BhmsyePnS0iItOnspT7m2+tFBGRjBSe8Jecxknwffc8ZPlWvg7R2K2bKCacOgiZtiPHmDH4/KtNIiJy1eU88Vy6CG2TmMgycA4V+nP6c3w6BP1eW8NsdmUF+qFPmM275x6Uyt6xg2VPP/4YY/vKq6+0fHNV2DMsiP1aJ8hevPnZ25bvJzchK7HqE56Qe/s1JJLZhk1bcJr7h4coqNWq4n5xMcxozJ2DjMGzz7xs+SZp6fXWYGP+VOM0PHcUMuZBnxIRdraYw+EQfxVgXDgHp+v79nA8jB6GU/MZC4luKD6KMbRzpyGwGIXMQWkF0RLlKt636EZmKdYqQiotm6XdX3jiKRERmbuQwmTigLjkfqN8pDMI35lyDhEKO3bhXvtdHF+RWq47xMH+SI3CfEqJYJYyRj83OJ0oEi/C5pNPP7R8jXVAPwwfyQxCWzvGeGiyIZ6sQp2+DsZnhz/uKymbYtpBgcgmTZrN5/jgHYzNBiO77BXTa2shSmPhFZgfTiczhH1aanzFijWW76k/oVR7kiGM2t/LOX1wH7K2T25bbfm8oosV9cxozJuPfs8ZyWxMwQk8Z2Iss0VVlZiXx/YTVbDwIsTehCEsl3r3vQ+JiMj6TezXAQcyeUHGPM/XdS1T0XbmvcQY5W3nz8C8zDdK4yZqf249QLHH3cfx9/UqBGna8WNExnRqBmzGDCJZqtqA8Nn5Nu/5mX+gXPigdMbnqBD0q7uX65pXy/wdQ9h/mgo2pncy0xis33UYwrPVtUCzfv4BhQK3b8ZzDMnkOnm2mUdE3JrWHHDjv54BIm08uuw63Nx+OdxYZ0yBWR9fxHhfHyIiW9uRnQt0sh07FGEzdCwRHk7dowTHccx50T+RCRxfXtHhbXuYfR+m4zkohFnhjz6CuOKgNMaXOM1Mr1zxiuWbdg5QpkY3S0QEPjdjJotOPPcssssTJzHmhIbjejExFPWUbswdU3iztxc+fz8iXr1iw5kZRMZEaiY2/wTX4dRkZIpbmhiHQjRemeWnM1U89Zt1RBB6BduPHSGyMiCccS8rDd8pLybixV9FfyeM4161rBjZ2WYDedLSgb/HjWcf+mjftBkCuV5kd7SBijtwBHNm2qyZli+/Bnuk6hoilGIj0Q8uA6UTrEUQso0MujNcixIUGHs47Zv8fK6d2WlYrwrzuWfs1NLGwUZZXO/a1dNH8d+0TOyrWxpY3jtjMOJa0QmiQM+dhDhVcZoojYRI9GtXC/evnnbMkfAgxuzrFmNdLutgvH/vFezD3v2EJYnnXYyzkelzp8nZbD29XXK8AGPBO07aerjnnj4T4yMv3xAJTgU6OyKG6JbqmjL9PGOwN1Zt/JpCqpE6r8OMONHvQiwqOU1B/OuvBtojNoFrtZ/GtiFDua9/9XXsSabN5l6sqBRzJcB4T7xgEf69rJDz2vvvhw0x8Wh9XwoN5rO19SIwBSfzXjZ9jjExpJ176Y/fx/iYM/08y5d/GijQknzOn8UL8e/nB3I+Pvsa4qEznEEwNhoxra6M/fHF59jP+Bq0hS5FyPkYpdDj4nCv5nvHF2vWW383NmJNyM4kMq6qEjFoj4oUi4hER2vRFKOgSJ/21969/Nw4nXOfrmJxgZZmzNMEow/7+9EOn3zCYg+BEXhOlw/XO7evImoHuD/rdCuy33hvqlaU8OoPODdPK6r39ttv5u/1Yt6HGQVy1imb4+UVfKe54QbshT7+6DPLd82PfiIiIl8YhRM82v5bdxAdOPErIJ5GjeJ6kpp8u4iI7NxM5PK1+l6dZaw74emIi6tWsJDJ9Jk6pp18D/vFww+JiEioP2Kl2yxW8G/s2wgR22abbbbZZpttttlmm2222WabbbbZdobNPrSxzTbbbLPNNttss80222yzzTbbbPsemsPzLSE534UNT8vwrLwL1J0mhcS3dRIe1d2j0GBfwu18tc58Y1ut5Rs1EVD2YaOGWL4bb/iBiIhkZxJu16mQyR5DxNMh+Psvf/295SsuBeQzIYIQvOPHAA318+O9uFyAlf39by9ZvkFpgEW1tBEKHh8HSHlbOwXk4uMBK/N38hrVKrIbGk4qQEExhLzGTiA0cdZM0Fkuvom0ob88DPh6VADhoK31gPw2NRD6O2SY0tACCBHsdUOMqbGZ4lnz5uMaXR2E/u1TyHT6INKG4hMAsXMGEsbt70Q7dzfwDPCtd9+x/nYodHHYSAqO1tQBbud0EuLc1AiaRlIiqSXvvA3oYpIh/tepFLK+XsJtZ88A9Lq6lDDa6GDAzhrrOHZ6HIBA+gWwv/7xHMZCTS2/+9JLgDi6+wnz9aiQ8u23/4C/N4A+9nPyXjKyMkREpFsF3UREjhxFvyYm8dlGTAd9ZOvnhO/FDIGQXu44CvR57fmnnrb+/uc//oFnNOghI4ZBTPLeu39j+Z77ByB6JYVVlm/SJAhkNTZVW75jxyESGcLhJPfefyc+vwTw4YkzJ8q+A/s4gM8CczpCPbECuP+gZIzj9g5CVHOyFMr4OdVOD20H/P3eu39i+Z75O9o+bRBh5PV1mD/HjhIefvw4ILt33/kjy/fKC/ju5AmkWqaloKEPF5N+JG7EYlPoOmMQxv26tRSh81K1klNIXckdgWc8eJjw9QGNVwmJGZZv7z7Ah03oe28PoPn9BrV0cA6g6rUNhKB/vQ3Qs8ToAAAgAElEQVRwXj+yo6SjF98NCeQ82b5FaTZuQ7g6BHG+uJCwaZeqhuZkkZrkUEFOMeiXb74C2PSBw4T6v/U2hAnDItmX4ZFsj3wVUSwvo0heVBza1eEkDFpU7NXdxXjQ3YLrHNtLWtGLT+MeqkoI8Y2JBxT4zQ1cD+66BeKCH6z6wvKFRKINE+Mpkpl3CuPkt/f9lN+9D+PtjSf+Yfn6Wx36HCWWb+llWAfGXTLf8k0fDZh2WQNj+tKLITz756cpLr/1a1Asz51GCPruLaADvv8mIcMDLWiXICP+3XQl6AZFxRTPjhqEfy9rJwVhzLmIayNnzbJ8q55HHA8Z4FrXXo09QGtzi+V75wOsGykZjPcrj72x3+Px/CvNh++ljRoxyvPpe0rL0zlt0p78ffz/y7+JiLj7ASE3RT19ffF33wDXER8fH/0NQuqrK0Gf8eFUlVDdF0SHE47d1or5HRXDPU1DGdZh/07+XsVJ9KWbQ118VNA+JoVUaWcUfqeph+LSZWWgVvgb+cDB6dl6z2yDr78E3f2mW2+yfCVlWH+P7iu0fKN0/9JYQ8qRW0Wdp86lmOj2baDd+/lxnzN5DChJ+7eS+jV8kFJwChn/3NrO/qFc/HpUEDovr8jyDVII/ICL/dHZSWqnly7iZ/TNwAA6pbGee5BAJ/rf6cfPjR2Lfespg36Uo+KvtfVcpxMT0f6dXbxuTAz2ZE1NnPvlleiTrBzGnJJStGGHIXQfHwe6W0U5xZ/Tdc0xmOHiUEFt6ed+3TtWW/8LzUv3Qf6kd5RX4dlDIzkW+wMw9uMjSHEI174rP8H4EqFtFOHkOpmgz1tczHEyfDTWv0N5XF+8w3f0JO6lDyi1zRnA36tXYetjx/jdJ4qePqtijohIUkSc5+apkHqYMBG0w/RU7t2DleJWZ1ADY3U/GhBq0HteWCkiIqfy2L5e8fTZU6daLi+NLSOZlMmaSsz/+Uahl+oqxJO4RG4cmjsxTj5cTcp/lO5TkgeRzp2Xh2t0tXOdz0zFHOjvZdzxXq+lhWvJgGB8phu/19yM/Xru0GGWL/8k1uLmRu4B6lshqN3UxWuUaAGXpjYG2uAwpep183MhIRizlWWMWXGxKXoNtv31KpWwfTNFlpNVWqO9nr83JAvvAs44xu39B7k36dK9y7gRLLpwUmlik4ZRiPwHN90oIiIPPfao5QtQKnbiELbH0VOIjfv3HbF8Y0YhPpnrk1t5vl09nP+OblCcGlr47hujshNTVA5CRCQhCWPmgd/9yvJdtBCSJdGGiHGbirD39vAdvqYWcS4nZ6jlu+oqUNX//PRTli8tCXId9bUs2FDdUCIiIqNH8JzAqXvAYD/GhOTkBH0Ofteh/3zXL++yfEeO7BcRkZQk7ld2bsF6MziNlKnjhxFbxo3kdU+qVIF3zXzsq7ektKnmP75f2Ugb22yzzTbbbLPNNttss80222yzzbbvoZ1RIWKPR6RvAJccNgKn37v38cTQLwiZ0I5unqqt/XgtvuvHcpZLL1siIiIpo4jcmKonwGu/2GT5hmbhVKvZyEB4PDjh3bqZJWWnTsOp9Mn9+y3f8osgMLRpPYW3en1x2vzk40TpfLoa2ecMH2bg96tYpZ8fmzc6AkJ6ZqnGLBXKLSmjuGmfIl1aDPG5Pv3OxQuutXxFehqaY5SzTtByrjFRRF90dyOrsnY1BTkbW3EaHWAIKr/80qsiIvLHR/lsqcm4v+RkCgw7NUuUlMLnjUvFKeP9P/qt5Rs9kuXOdu+HyPHWTcx4Zaro3ENP/MHyHdDStKdOMtMy4MJJq6uX2XFvpi3VEEX08UW/Dh/J082IIGSBi4MM0cYe3P/EyRTibNLSgB5DFOtPf/qTiIgUFXLsZGXi1LrM6K/1a5Ax7OrmCfr8hciA+/oY5VbHIPvc3U1Ezi9vR5a9VMv6ioj4aDZqyfkUQJs7DxnrH95zj+X74Y/w9yt/Z8m8JecvExGRL1azRPsnq1GmLiuVqLQVK4EiCjb6/4qrL8L99TJTkRiPPnriF4pEqiBa52wxf18fSYrA2Gmsh+Bqh4vihwHBWjaQSQwZOwMZi2uuu8byRcViDjzwAEvKb9sGRElbDzM04QEQvxtpnOT/4Icop7lnJ2NOeSXGcEg4s60JCTjdrzXKSrd2YvxddvXFls+b7DhdSITP5u2bROS/IgNffAHooVkzWN7QK2bX1sY45EXaJCUzE5qoAuH79uyyfK5eZJgLT7M8epKKlIcY4vHiRRMGEKXxzj//JiIiZdVEy8w6F2N83cevWb5AzaxevPxCy3ftDyBCt3Y5S0HGRSOT29vHvENrLYX6xg3B+tLdynXj888Qq/9pCHCHB+P+77yD6Llli5HBryrdZvmOHUK8jQnPsHxFBWiHVa8ytl64DCiYmgZm1vflI/5VNpZYvsFDsB7ccfftls87Bj0BvOegaIxdXwPF2NiGWPPaX4jwKVfUZlAEhWdfehPiwBMnM4t283UqXO/DcTIqB1nq5tnM7r3yHMbOLdfcZvlGTkeb+oQQafDlFrTp0MlEBnoRNse2UxT+7888KyIigb2MOTMnQhjzhms5z44VIrvnF8x5IUyAnxXmcDjEzwdzYEDRZAMuQ4hY1xlfI2vpRTybopTerKb/v0Bu9Lv5Xe8+I8LIUAYFYNwMGMiIWhV+TktlRra0HeiWCAcRUEOGYbxsWr/J8rWr+PQls4hayCvFOj15GQEJ45rw2yUFRG7sUlHuKy+/2vKl52NvUWTEkiGzMA4d7Vw366uw5oQawraFp3R/0MVn62tH+54qI1o22IExPjiTGdkgf4y/EG/cF5EDR7AHzR7O/WRxuZZy7eXeoVkF20Oi2M6HDJSlt7z7+Qu5dgcoiifcQJR0dSP2+oghyl2PPUj3ALP47Zpdbung+tKnqBWPx4BVKTqxrZN7i9g4PF99Pde6zk7E+YhI3ktcPGJ+Zhb3kafzgTwIMcZTfQ3WoRijzG5PD7AsMXHcbzYp4i48lPu19nb0cXAI1wjfUMTvz75Ya/kmavsPiidi0lfF5f2M/HKBFqLo6maGf89uIIUzhhJZVFWPe967g3EoScWTvagzERG/AfTRtZexqMcTTxDVfLbYwIBISwfG1MlTihY9QaSYgvTkN08+ZvlaFD2y9GIWKulTlFmygQpvaMKeZM0aFgO46mLsGYdlUyR843rs1xsbiYyZNBkFGIpKiHptVQTFovMXWr4cfScMCeMY627HfrQgj2v7QA/Wn0ULyDxISADq9cABokOGKzqko4frVYii4U4be+6805jD3a2cU2U1QBnll/JdxCsmW11FAWSXlgSPj+c9dyoqKNCXv9eo4s6TxhOpJCrMOziL7dfXiXaZP48oQl834uHnWyg+vPQCFtLZuHmTiIgcPEQx4XPG4NlHDue6vHPXFr0/tqUzCvN06sRxlu+LtUD+jB7JuOnRd65DRyliPXIM3ofaew3kViBiUXAw1/nuHqACp0ylGPurr+J9s184D+u1QEROpvFupijDo8coTj5WRd1PF7JvPvoY5b2nTec1KpV1ERDEdWLMGIyx9lbudSaNwbMHGutshiLqW/fz/c8bI7sNZGGkIlmPH+HYHpyJGNTdTqjqtKnYEz2j+yARkWUXYv509aHN/PyJsP93ZiNtbLPNNttss80222yzzTbbbLPNNtu+h2Yf2thmm2222WabbbbZZpttttlmm222fQ/tjNKj2jt7ZMtuYJ3Pi4Q4Ue4owm0fU6FV/0BCdQNCAIsNjyTc8qHfPy4iIitff8HyPfwPfDcggBSd1UqtigknfDPAH1Ck0BBCcGsrAcvqbSeMatuXqPveZ9BZYhRy6u9LuN2PfwTKUmAA4eY9XVeIiEhRIWk0ZWW4xldffmP5glX4LtMQCwtTykpQMH+vWOHAfg5ChAelQNTU15fnbidOAKJ16SUXWT6vUF5DPSFxYUqfCjcEkKOVlvPBux9ZvknjAVdOTiANqagc4lqPP/43yxefCCjZjPGLLN/BI6SaJSbiXo8dP2j5vJDVj1560/KNV0jf2BGE5Q0fDOhgazvhbKHBGLYFBaTW/ezuW0VEZMrs2ZbvJ9fdICIiqQa9KyMSlJ/2DtKAmpUuVlJKqPPJk4CVLr/4Bsv35COgTG3cvN3yeQQQyIZGigUePw5o+E03UWQxKwP9ee2tpHg0NaFPkpLYvu1K5Xvqkb9avscfwnh/4AGKdl31I4iYXX8Vr+FwYCyUGAJ98dGAQgcGEfqnU0ACgv0t36ZNgE5ecdWllm/5csDZAxTy2NJM8cOzxYKDAmTcCPT5ZVeBjvbWhy9a//6b3/1MREQGOtl/vj5oM48hFPnp56Cc7d1PaGyQikCnphP23aLjdO9hjvUuF2LIxLFjLZ9XzPJUNelH5wwBTDNz8hg+gIpu11VQ6NXhxpjLHkIqYHIa5mBJGZ/D4wBcv6KaVAW3ihO7+0nXiFdaZXUJ49XQjAwREXn6yScs368eRltlDsRZvn4fQEBfW/G65atWkd2kdAoAXrhguYiI7D1AGOnrz0L4NsiI95UVuFevAK+IyJILQO/qaiLU39GrcyeC99LWQTjqFUsvExGRpQtIK+voQVuGGYLFB/Mw52+4maLTV5y/WEREwo3+T0nEs2Slk2bY1ol7OJHHvl50EaiR761fafn6Vfh9xzbGxFlzAJN2tRNqK/0YJ1fdSKj6ge2AI9c1U9RwyEjcQ9EW0rfqexE34ga4RkSGI67c+ytSXq+7UuOZi9Dtw9sRR3MGkVpw188hthcWxrF96XWgrF1+Calrd//mF/jDENj3skx//lMKIDc2IMYG+3Idf3kVINLnLyN9LysXEOQv1hOGf9aZx4P/CbNiDl+DzqRx2uHh2u1S+pSrn3uLvj40pL+/GbsxfwMCKPTa04Vx4/HhNVwqbCyc5tLnhq+hmvOoSfcFWSPY9211iPMXXs59xKGT2Lc99BTH0n0P63pk7CLruvDbIfGEx19wCejsqz/90PKlKfX66GHSGQZnQpDc6eFNT1aKw+k8xt1wjRdd9aQNnTNumoiIxMcw1rUp7bminW0aoG1ecNIQIu5Du0WHM5b4pGG9rnSQ5pgcj33Emj2keSekZVh/Ozzor3c+XGX5Zs2E+GZdNanFgUFosMgIxr3eLsQBU9DUoUUaQoL5uahYrDneNVmEY6e9i5QUhwvxYOx47q/7dUx0dVOI+LTS08LDOS+9e8/2DoqJOgMD9b+E8LtVSNtlxBIvVc/t5l7aRwWonU7uufuVOj7MoKS5VOy2yKCfTxuNNbHoODmSKSow6jaoZLUq9HzoIMfTJJVM6DOoZP1KV2w2aOBBPnim6hJSd89G6+5xyZGTSuvzoA+bmymkmp0JGYMl53KfPigzQ0REYqM59juUZtfZwbGYnYG43NbI2FFbi/ZqqWe79ekalmS805wqxBiLjiV1d5QKYKdkMO4cOoa1+Ku1FPHPzcK7w6hMUrVKi7C/PWxIa0yYDPmBZRdy/1pUifuqa2RfT5kOqtbJk6TbnCjB72UlcG1vVwpMThb3WO4+7C+CDcX3nCy0aUYmnzc0FLShCRNJG509D3uKD979xPJ1dyPOjhsxx/IdPwiK0/EjpDplpqKNhqWzkEXRSb6rBKpI/IxplKQI1TXD7eH7q58TY3/ECBZ+yB2nNPIWxo563S+GhzEmVFZj/xkcyjVmyizsZ4+e5Nzc+yXejSKi2NfzzsX6nme8/63bjPfMUOE6MW4MaLknjM/ln8DYyRhE+mZICNa+oFDGojvvRuGPUOOdpkLf54aOID38mb+9LSIip9q4D/XVtho9hqLNBw9gr5adwzbvVFpryakSy7dnD95juwxB+nNuxDtZdQXXjt170J+3/pAixvf8AgVjGpoxz+p6+I7+78xG2thmm2222WabbbbZZpttttlmm222fQ/tjCJtfH39JDQCwo/vffypiIgMN07BHJqtCwjmbXW14aRw/wGeqqZm4FRzxYq3LN9FFyGb8+tHKBSaqyXB3L089ffVLFe2UQbOVy/XEUwByM0qnrds+RLL19BSq5+ngJyPL7Ic1dXMcE+fDoHFyAie+jn1RDb3LpYC/uPjKE82ZtRIy9fTiezR3LnzLF+tihL3dTCLFKAlFV29zIaEhCJ7UVhCgaYbtBT6p2so+BYXjWxNVxcz060qbplmiJHe/gN8t9k4hX3hBYh4RoQzW93agkzW5m1b6Wvn6fbs2WgPj5sZr89X46T1nTfetnwHdkCw8+ormWm+8mKcnM87j4Jl5XU4QU/NMMTzNGO0/nNmua64FoinEENwt7wI7TVu/GzLN+DBCWqGogtERHw1O7R/3z7Lt249yhOGhrCNEjT7FhNNtExdDdor/0SJ5WvQ7GVFCTNuM7QEXpdRbjjAH2OroYLjKUGF+Q7sPGD5WrTcdL9R9tylWY4F81la78RJZJ5KSngy7wzGHHAGMqM5aw4yED5GRrijG+MjyFsK1RDOPFusvaNdtmwFiighHhnLW28kemrIMGQxOjqZfdy2GYLYX28koqpX9dISkzMsX2cXTsYLDLG6yGi01Yz5zHrs24d+8zXEVZO0DOLQERSKa1NhxdLjzAK3t2Fs5OfzGpMmQ2wtJIRovCwtM59oZGPOnY9swaTx0y3f6g9ROrzHY4h4qpDyiKG8l/yjyEQMH3bU8j31OETDIw1kkSMObepuImKkWcvN1uSVWL6jhzAOe3qYJ/DTctJ5+ykeGhGO7MlXn1F0r68Tv/ejW4gq++AjoHQKTxGBct2ll1l/uzRL2GeIwYWGIPvTUMGMRlIM4rKfMHu2eT3i2LWXMWuXlYn79vHw99xuDIrYGKIehgxXgXY3xfm6tUTotKkU+/NqkDbUMR4EaNPk7WWmacZUzGWnH+eeV8Txtl/+2PI9/ewKEREpb2Rm1YvgqzaQFas/gcjgssWL+bkQfO6Lzylgfu4SZMeuvvk6y5ehgom//RPF4yfPhWjgl1rCWURk7vkQSTx+gtms9GSs830djDlhQeiPDdsp0H3PL4Hm+scKlj0/G83hLeftwH8d/yI/NjDAtnArCsZb0luE5auDjHnuRTKYRQ684sUO8f1vPn8ns5FRUZi3PT1cM5JSkcEeMOJBqArt7j7MbG98Jta5Pz3/J8v3ydcQ4A6vJRJk3uLZIiJScoBozz5FGl5wKRFa11+KGDxpNLPRjz8GtPSli1jKvqMTa/eAgaqYds50fUbur1o1fnuFdUVERkxWMfg+Ptvm97HvmD6D8bm1Hd/1Ma5RoMiOEUZp4COaBc/OZIxta+M+xyscPXwYkcItLYg1ETGMmWHBiBedRlGKHhf630QLHtQyscEG6johEYiIrPQMyxeiaPTgYCLKnYJnchnlyUND8TspaSxP6xVI3rvX6Os4tKHLaA9v1r2nr8/4Lp4pv4DxO1bF9KtruGcMVVFiL9JHROTEcZQ2nzKewqF7tyDuZiUSGV2le9+kQRRr9ejvBIcQCRCr+5YwQxQ5T4t1xBu/l6HIjdp6xucELddbYaBZz0Zz+PqJU9+vVJdb+tycI1096E+Ph3EiLBhzfUMe9+5JiYgJppiwR+dwp/EuMOEGCDdnpLJ9Dx/CXud0EfcroWEYnx5fokDDtThEShIRPt6S634OjrHCfOwbwoP43dAgxMXGBu6bB/rxTC+9/Ibl81VERksHURDPrcA6OWRYBu8lEvGrx8U1Nk3FZFvbuZ4WFWAPnWowD+qrgAob6KJg7ZVXXSIiIk213MNfdyWQ8YWF3K+43Jjrt95MgfYLlkJc+YM337N8iUlgeLQaa2dXL/erLi1e01DF8eujMdwRx7jTpULkyYmcI9U65pdfMcvyTRwFpHd9K98tr7oae6uULBaguexW9P/H7/M9PNaJ2JFgsAd89b3+h7+5w/Jdfx3e8Z5+4o+Wb/4c7HX2hxosk8IS3LvxjtTcjLl7i7EfzFO0T0oKRdZT0vGcBaf4DheoKM0Qo2BDnMbU/Yf5uezBmAOd7byu04l+aKjh/nH8SCCVensYy9d8AjRVRxf7yDu2eo19po/GxSB9l/ep5lz9d2YjbWyzzTbbbLPNNttss80222yzzTbbvodmH9rYZpttttlmm2222WabbbbZZptttn0P7YzSo/pcLqmsAtysthZUo8gYQqEWLQYs9rd/fMTyLVsE6FhNLSHeHjfOmjZtoBDjjTcAxn1yH8UezzkHENhDe1lbfvPXoEpsWr/Z8gUHAZ4UHRpv+SZNBQQ3KIwwqtkLZouIyKndFKILj8D9u40a7+u+AlQ80BALHD4UFKisYaRCvfTS8yIisvZLUgGCQgED3LqF1IzFFywVEZGJYwmP+/yLD0REJCSIvuo6QJJzhhLCNmox4KcT3qQI6p49KhxF1LDkDofg1kUXnWf5duxEW02aNMnybdq7SUREBsVRtClJRZE9/RRe8lJ1RET8A3ChsjLCaEeNGiUiItkZpKnVKlRv7ReEyw8fAaG636sYrwhFx/761+ctn1fT8ZQhivX7h1SUmog0GZSG6z37zCuWr1jpZFHRhNtOmoJrXHbpFZYvJgbQuw5D2LCxCTSM9nZCMLMHoy3LSgiFPHQQ43LGdMKyiwrRX8lJhCt3d2CcDzaE17IU0ltcQIpTXRV+OziE8HdnIMbg0WOE+T1w/50iIhKbwLH9xhuAkN79cwqF1tYC3pkxmNDu3XswBouLQMvzbTj7znj9fZySGAga3ckjEJceN2m09e+digD9fM0my/fu2xBB9fRx/nr60LZDh3C8bt+OcTNbRWVFSDNzCaGlP7kH4tNbDeFYvzCMoeoqQyA8BNDy/n7CJI8eLRERkU9XM0a8tOJ9ERHp6iY0/8mnHsP9DaXI3M+f+p2IiPSUUFBwm9I+S0xIexaeKdIQJj9nAmCf4WGkgjY2gJYYNYZQ9YvmIzZ5XByHg+IwdpfOIcVzwUJQI77+4ivL19KAeOGlRImI9KjYW3g41wVRqslC4/fqqzBexw0mLeuOB35m/T1rIuJeaIBBtVUBzsR4Qoa9guQRsYTV+g4Afh1nfO6KS0D5+eTDDyxfYDi+M3/ebMsXHAo6R18zxRmbqgGNTR/G35NWxIu9m7iWpMQBZh7iQzrnnx9Fvy5eRGrJsFyM36ZjhG7feyeElNdtYOzcuh3jbe5E0iXTlWp5aDfXl55SUBCGZ1GI0aPrWYsRxxuUztElhJG/+AqE5AcbtLycKRg7qVEcJ401uIbHw+86/TDOZ86dbflEBWx9/Dj3hLdwdpjDIQ4/FRtW4VOT3uMVju3vJV1EWVQW1UWEtJI+QzS8rQ1zub+PvlYdSxGhHMMBfphTbjev672HiPhoyxcYgDhUUsq1yteNvh8/lSK2rf2YZwcMkcjlV2FM7jzAMbxKaYvLL6EAePEurHM+ERSiffxPfxYRkbwDXNMaagB7f3c1xTpjwnSOTSdl6ptt2LvVN5Pi4tIGDAzj3Jk0AXsM6TUoPTFoU5cxqIKCMSbb2vh76cm4blw448cF8xHbd1cYQs6V/50GFB/PtbazC30TYggHBwXg77pKXs8r3JuZxjnjpRM1tzDO1+r1gp2M1UFBiGv19byvxCi0hyn+GxmJvWxJKWN/YhLaZoRB0+1UGoVJ/XLpOPLS90VEwvX3jCktUVFot4Ym7ocCA3EP3T2M1ZHBGOc7tmw1fIj5vQbl20s5Cw0Ls3xtStvw9rmIiL/Om+oqxt127+8YVP1YFSUOiGIs3nIA+6Uw4xpno/W6eqWoHJSwljaMxZmTOIcL8vAeFGUIYF99Ffa3N954o+X7y99RZCQpgVRDj9I3b7qOlOHQCMSY8lrKNjg1bF92DUXMvXtjfyfnpmgBlbIqfvfQEdDSR43kOlSQD9mD+jpSf3p7cC+DMrjXGTUB1OM/v/CS5fOOibAoPm92DmhPpWVFlm/SRHzXGHYychz2D65+jp2mOuxXEmMoDdHZgnj8s59R9qK4FPHu2ElSxIqKS/CHH9tgjL7brFr9qeXLHYq9mJc+JiKSqqLOp0t4L0nRHL9trYgJA0bRnFFTQDvNTCF1reAkKIm5+u4lIrJzH+hnqz/93PLNmYdYmzmU7wITpuH3Koy+ztuLd5rOZmN+JWGv3dDCfe2uHZtEROSUXl9E5Ee3gdo0bTLfhzz9mJvnzaUUxk4t3hARRbrVIH1HeePNdy3fgAMxcMEC7sWXLcN+MdKgiP35bw+IiMhtt1IiYc2X2O/Hx3L+X63Uv4fv/43l++mP7xERkT3b91i+NJXHKDhOGYERozB+128k3fzmO0Bl7/Zwr1vSUCIiIjm5GH9+jd/uOObsewuzzTbbbLPNNttss80222yzzTbbbPv/gZ1RpI2PwyFBTpwThWlGcnAWMwvDR+CE6shOnmQ98eQzIiKSksjTzfTMDBERcbkp9OMV1T1yhOKHp7Ss46ljFPYMDcCpa00VsxJdHcgAzFtIUaziSmSeFl66zPJt/QLlut997x3Ld1ARFEOGMtN43nycVIYH8+TOLxjZhvLS05bvgw8+1nvmiWxSItpjwDhPW/OFli6PJoJm1Yc4ZTxwmIihg4eRPb3pJp4ifvEqhH7HjiMyZuhQ/N3ewmxIvwsZlM9Ws+T3bbfjd8ITmZkbmwORKreDmfAqzW74+tbxGsN4vZyhKnS5lmJNQ1UkOtDJ3wmPxeeOG+Kiu7TEcq+Rbdx/GNk5B8FNMmw4Tt1nzzzf8h3ei7HwA6PM9rvvoZzg4UMs+ReoGZ4oIzP8igqapaTSd/4SnAC/8zZLl1YV4ZlTUoiMadDyk9XVHHdLL8R9nc5n/48egTZ66mmWT1+5Auihqkpm0Vs00zZuHEX7vKKChYW8Rmc7MlDTpjGzvu5LPO+ll15i+R74K8o41+cxy3n8GIS+H3uEiKZwRRJMVWTToXqKFZ4t1u/ul8Yu9NHd1wB5EmpkYz0utOOSRVdavqefQN/HR3K+dTzshLMAACAASURBVLUhm+HnS/HrHYUQzhYmcuW5P0FY7fIf30anZiLPu4qxRFqAFNn5FVGAsVr+MjSA13jhGczHggLOrbQM3FdDC+fTz+9FRuCjj5l9UC1Kae8i0qZb53liKrPBfooKyM1lZqVeS9Su38R48OCTFI3zWt5JzNXEOH63SbNntcW8l08+wpz5wW03W76EFMTH4lJmR8Nj0Te9XcxC3/lTCNhtNlAkOZlAswUMJrqgNp/ip90Kocoayjh0qhDZutG5zOT1KoKgvJwZpHHjgYYcPYHoxKY2FYM31hxv+dgjhzmPMmdCmLchj/eSHo1MyqpnVlq+ozrfbriG7dFSi3s+eYwZqbt/gDL1+/YR4fDY20Ci1rQy6z1hJuboj29m7P/wcy3DzoS0VQL6+T/82nLNjAeqNNCfHxyqWTYfX2bqQyIxZiK6mVqPT0Q/jBnFjNmbj0Os/sH7H7B8X60HUmzsOKLcXH3IrO3ZybiyUterzHQiUk/kcX08W8xbfttHy8YHGugpj6IqejopOtutCIbmDmYtu7REvcfDfulVcXinkbX2U9F8j4HmaVdETkggkTtBWq65ppl7H3cvftvfKJ+aoJnkzn7en1c0MzKGWeu6OqxRGZlcI8PCkWp/57U3Ld9Vl16L5y0ntHfDFuzxDuxkiebMNKzhjQMGOq4V1z1VxfjX548x2WQgaAa0OERfA2Nio6KVYwxhy6wkxM59RmZ0/BjM892HOA4Xz8Na39HAjLGPog2GJBF9He3PbH+ECvM2NxNl6fJD+zc0UKg00B/7nGwD/eqrpdyzsvl79VqyPN/IoLu1kEa8UaI5QAst1Bto9Lg4/Ht3J9EtJ09hHqUa5XO9yK1WQ6zV7cFzRkYztvqrsHW/McZaFUERZpT3bdPf8Qomi4j0agZ9wM1xHNCBZ8o02qBZ0ffDs1lmuU3bLTiE4z3vBNDUgwYRoRyi6JFAo3R5SjyESI/mMZ5uUsHlc6Zzj+SnQrT5Z7kQ8ZAhWfLxS0DhXnsVhF43b/vM+vepY7EO/eG3D1q+GC1Z/7WBtIiNxDgeM5Ll2PsGMNfijX6t0pLfg9L4bhYcijbPO8157RVXL6/imu5FcwUHs18XLporIowrIiIz5iq6bTffCSvKEQtu+entlu/jVXhHcgTwpcDHib/N0vVRkZiPIf5c15Yuwt7c19jbvfTy30VEpK2N9xKq9zrqUjIPxo3HGDzvAiILf/1brHtrldUhItKsIsIxcUQv1TSgPVo7uKeYeRX2occOMj4NzQUK7lgRUX3lJXyPiI9Bm+cMYtnxhEi8s508QuaBd65HTOJ8bVSUTFQIfbXVaN8eQ8T+14+iwI/DEIl+8H4gT5oN5OHKt4Cc8zPezfp7EBOaGxlfR+Qgzo0x9mJedGhpMfdif/kz+uGuu7mX2KAFiAYPY7n4kkrEttzRjJ/HTmBfNno0r3H99ViLKg2El5dVEeRkfLrjNoytnHR+d8dW7PfTErne5es1ggI4jru1oEh6FvtD/LXQgD8RlzWtuIe2PKz93pLi/8lspI1tttlmm2222WabbbbZZpttttlm2/fQ7EMb22yzzTbbbLPNNttss80222yzzbbvoZ1RelR4WJgsmD1HRERSUgGzyztJ2Pf6NYC4xcURGnb+fIgJzenn+VKlwufOWzzX8rUqlDQlhZCkglMQXOvqIaTT0w941/z5iy3fl+vWiYjIqVJSq156CxSoLWu/sXxfb4SwY1sHYb4xcRCOam0nZPzhR58WEZGbb77a8qUOAn2mtraavgzca4VSEUREBqsQVUsroclVVYCNlpaetHwffQT48Y9/eqvlmzIN0POvvlpn+U4XAsLo6mNXtzUBvpUYT5Gqpkbc1/SphP45VLRt7YekSPxRRaJfePktyxfeBHhXcgrFoh7/09PW36Kilhu2Uuxu317QAwL8KTjp9AGMOWsYIW6lSp3o62ebd9bgXhsaCctznISwWEsM4eUpcYDe9raw/zdt3SgiIhVVbPMRI0D56uwg9C8jE9C7jg5SS664crmIiCxYsMDyBQcCQrx1yy7L53KhfU/mH7Z8e1W8uq6O9zxh3CwREbn1BlJpjuaDbjdpEukGiQmAdE+eRJGtboXJHzRoXpv3AL5XWsZnu+ZaCM3lTOV3ByoA+W6oIfT79VdWwlfP5/VxAMoXpgKXXYYI4dli8XHRcucVgJwOH4P5lpROKlvoIMBCP36JYnChKhbXVGvApTVu/PAWzunN74B6du4ixpIFs0FDu20pKXluD/oqPpHUgjt/+gMREQnw5bz8+l1AmQ8fokhebxfGbnw045qrDzDOuHjStzp7MK527KEo6LDJoJi4hNTCc6ZCUG7v9t2Wb0DhuXknCGnOygRUOCaK1EivWKYpDJuWMUxERP4f9t4zvK7q2hqeR6foqPfebcuS5S4X3As2NsYFmwAxJZQQQkJJgkMKIdyQUJMQSnJDDYTQTW/GNrjh3rtly7LVe69H0qnfj7HOHos33Fze5+b6we+35x/E9Dn77L3KXGuvOcaYZaUUIY+zg/YUGkK4p92OGLB1z2bD98NVGPcvv/K64TujIPzf0qhkViV4GBVL6LurGzdhcXBdOHiYVLNp0zDe9+zhHLQogeHFFy0yfMuvgZDy7UooTkTk+DFQDldcz75eMQd0iR/dSsHBxx97SkREHnuE4oduJS57xbWkafqbAQ+2uhhfrluOeelwE6ZdfQrr2pA0TRBYCWAf2UeYc8kxjI+hGgX1+AGso2PHFRq+njKsiVG5hGRLM+Z8r0aROdODdW/C3FmGLyIe88KqcVDbmhEb7FaO46OH0VbbNnDczZgGGmdKMukVV6xAe/h8HIteD9bMt99ba/iOHMOanTOMz3G+WcAi4lXdalNrnw6LDtKZQuyc+z5FgerTBO27FKw/NYnrahCGHRfDeelW9JkBFydmt4K9W7RiCEGR2PIm0o+zlAh+Rz2h9x2KWuiw8f68Voxrj0ZJCvhwLx4ffzcxDlD95ZeSLrBzM6gNdjfp4vuOYDx3dvF6JSeVUHs8f3e2KibRa+FzhAQpEOGkPU2ZjvneqO0JXnrx7yIiMnE0KXk2J+aCq4+/26RiYXQyY+yRCrRRex3jWoQdcWjBHK7NZ44x5jRWgLIwb54mmrwR+8eUBNKAQtRa4tBi/+Ag5oWrQ6NjqbYekkkaULKSCbA52R5B2kO/i2Mn1I7vZGo02M5u/HtqqjaeItEn/R5SNIJ0lkOHDhq+4mII2voC3If1KlmB6FjGg5oa7M3yNJpXWAQmg07p6+/B2jo0l7ICIVlYz/o0gekiRZ9oa2I/+P0e9VvVhi/DCspCWjqpOl/swp5s8tQpvJ4SrF2/ibICiapNhxRqMYfdet5YaLhd8idiT//4Y6BLN1awjTw92L89+1fS8YN7yvmXc63bsAm0nrQ07pPcPuxhzpRXGr4hefitpjZS/1asWCwiIkeOcOxER2OM9XkYA8dNwPgsvIDvGxKF+fWnO39suK655hrcu5Wi7RktiG2NPZzrFS2KauImFSopGuPNoWETUhIQN++6g9Sq/LxcERF5+EnSuZtbsBbHJ5BeevZspYiIdPbw3exvL0BqIFqTruhX76rt2jtconrXSkziO5dHUbOvuuZawydNmP8LFnKP4vbg2RMyEw2fxcb2CN6hQ5OQCAxi39ilUTXtoWpR0tb0SCUm3tjOuPPmJ1iPw+O5xnR0YH0YlsMY+cZLq0VEZOr4sYYvVY2Z3h7O4VQlpNzZQhr8w38B1X7nB6S8l57Eu0yUtrbtUBTXTk2MvaAA75GBENKZLIKx1aVJBuRkg2bZ3c1+KBiJfW1MFPdOPjf6weLjmjDlgmkiIlI8mpIUm9ZvERGRtMSMf/pcbT3p8N4Q/N6YiRN5f0p8Pi6Je6L/uB+Ur95+9Ntjf3tcvo6ZSBvTTDPNNNNMM80000wzzTTTTDPNtG+gnVOkjcfjkSZV8rv0JNA0FRUUVCo5hYxfVDQzgxs/Q/alZ4CniFNmItORksNTywO78Tmvn5mAd9/5QEREwkO1Uph2nDY/98LfDN+cWRAlm3ERM5x1Z3Dq9+laCnlVVuFk9/TpSsOXmZkrIiLxmhhbbAyyG8c0geEVK4DSiIhghiQ7C/e/c7teQhrtk5rCU26lEyrdbcw2pKfh1LW2RisrfRTZ1vIKfq6jHSeP06fNMXwfv/+RiIh4tBKMY0fj5HHkSIqP7dgBUakKrRzo5i+QvVi8eLnhq6rBPS+Yx9PLxlqiPRyqvOOqu35q+E6WQsCpspKZgOLxEPE8coQZ/5JKiMh192vlIlNwct89wNPhjFyc3Du08t5Wlcmq1IStJk6GwGZnF4UNbXaMmboGIisqq9F3l1/9D8NXdhLpl48/Wm/4jh/F+I0K5+nwdSpDn5GuCX6143eXrWAJ8RtWAmnQ2qyV0YzCdZpbeFLd0zOo7pOZxbAwtOmpkzzhXbkMZe+PnyC64L13Uc7u0mUUIo7LQ2bpTCmft7EWJ+mjR403fG43TvODJcl3NxNNdL5YXGK0XPldZD7jU3BCHhhkpuHUVmSEZmrZuJ/X3iUiInkpzHAuvhQln5/+T2ap7EpE2+9lNmbvXsS16lKe+KdlYBzUlnG8JjiR7Xzm/f80fNdd9wMREdES15KXh4zlJ+tZ8rumEfPRb2e2ZUgBsoTTZ0zml1VJ1IhIZrjGFKPcY1IMyyAOKkHycA0N0NOFzEZ2FjOmjlxkKV5+9u+G78wZjP/IaGZ0vYPINLi8vD9XANcuHMts5lBVev3WeE2Msh1ZO/8gs8a7v0C22hFCVMrxEojanSxjFiUzk/Pjyb+gpPB3r7/d8EkAcWP+bGbCd24EQqTsNOeCx4sM3fhCIk+OnarEf0tZLrepARnu/FzGzA1rkMGNC2c+ZKANWewRo9iWLlWGNlbLegdLQAczayIiVTXITvlDuFQHy3H7LPQlpqjSk2e5nt7yA4gYd7YRPbfkktkiIrJoEdECIVWIPyfLGHeb/Ri/m9ezRPvV30G88ruJKt26A+03ZTzjxq69QC58++rFhq+lCXE+IYbZwiceexq/paE8bDb08eFDRBCeb2YJsYhNif663VjbB/u5fwmib0KtnG/OGIzdoKisiIjFh3UpUito0NOJzGl/vyaIrVAaXi/3EQMDmBedwnUkWD45MYN90KnKXDtjuC9xqrkarokYW6y4l0OlhCBk52OP0u7iePWoMdyiZcGnXYiY9PKTHxm+XlU4IncYBcxbW7FuDfg5j3ftBbp4xh3TDV9/N2JEVCIRHgGF5OvxcAOQlI351qGhjHeXYP5mpFNQNSwcz1ujlcz2VQExkqln0BUS+IvtLFMdoZVPtqj9xmEN8RejxPyjIxlvm5RgcGcH5+XkKZiPuiBwTyf6JkwT1w0oxEOVhnhwRuC+RhTmGr7GRuwBu7r4G8OGAT3s0dqoTz1zRS2vF6sQWcOGM155fOjXQT/7OkS1uTOSYzaIyPAGuIj5lIh1/wDH54SJQIEeP0ZU/WiFHOzwcT/UrgoA5A6j+Ge/EtaPiOC8cCuR4+hwttXUSVjTN23dbviiU7D3mTaFyOOS04iZISGaeur5aAG/iNrTTyoGGuGMnbH6id8/ISIiMydzXTtyCDG/rp5IhsWXAOVaUc29+Wcbsf84XUbEpyUE/fn8c382fO3t6JsQK0VsfX7cQ8BO3+oPEAvmaCidqdMQJy5azHVDHJhTXi79cv2dKEzg6uQ7wW/H3yciXxZP37AW95wYzfe/G7/zc+XjvP38E+znS44RHVQwFIyH8moWGZg7D8yOzds4nlIyMC6jwjTBfhWvV17Jvf72bVgTjxzlupaTh7V/zqzZhm/fHnxu/RqyJdITsQ+NyGYs2ryN5aQT1D40M5bvIIN92FNZNMHlcZPQvvZIzpHwONxrbBzj4YgqjJ0mLXZEBhC/rCFcszoUUj8zgftkrxexLyyUv9umSqXbtNgxKgW/0aH1f1tLs/ou16KA4DsN9XwHdXkqcU9xjKlhSjRZR6UGkVFFIyhYvPzGy4IXNuyqixaKiMjCOWRQdCvEztky7vfy1Vr1699QyPuBB8A8OXqcLJ1UdS5Ro7Wf9wzuf/kNNxi+m39yB/5QofK1j4k4/1dmIm1MM80000wzzTTTTDPNNNNMM800076BZh7amGaaaaaZZppppplmmmmmmWaaaaZ9A+2c0qNcfS45dBAQ2G4FDx+uQTADfkCq2toJ6Y1NBGzL20j4epmiLtVXUph3whxAIe9Zdbfhi1aUpeFDCF/fsxOw+gkTKZ50rASQrrvvvcHwPf886FMnTxAOmKAEiKZfQArCASUAOdhHKNSgEol98HcPGL70NEDXPP2EfsbGAJr2wP2/5fX2o31OlmiwvNmgb3kGCJ0NCCCHmzYSqtvYBKjZ1i2E+Q1Rgrrbv6BQZEEBYF6NGh1o1ixAJiMiCU07UQLYqE7VCY9Gm65evZrPkQC49Ufvkkr0mwd+Z/ztEdzXgYO8r1t/+RMREckvYP9HZqGNUjMI85s4Df30s1/83PCJEkjev4HP/vbf3xIRkYM79xu+yeMA2e8PYZt//zZAFtOzCBE/cQz0qaRE0u1WXqVoKxrd7rPPQBXYuZPwyPwhoJt0dxGufu11EBa75XvXGb5p0zA+33r1DcPX3QV4Z6iDcHC/AHLaowlSzpyBvtm0iaJdiYm4/ynTORbrGkFJC0LjRUQuWQwB1cOHSZmaGAJxrbFjxhm+ZcsBG/QO8nmbGgGd7lMCxH6tLc4X8/rc0tyOdonPBHTSrwmTZ2UCchoqhFpfdhHgubmaqHlPL6CgMRHsq8MnMEftTo6Hjz+C0G5+PkW3W5sA+1xyyUzD5wgBRPWWW64yfDY7MJsLl/Bzkoz5dtmtFDsWdfsVZaTC5I3MxR8aZUoUzLymptJwuXtApRiuzbtYJXT96UsvGb60VMBrh2Vr4ox1GJM+jb6TnIx2q6ujyFxqPMZmRydF10cUgQq18PIreT2FoPUE2KY79wCuPWMSY7ZL0a3KawgtTkgCJL8wgnN2xjS2+aOPPSgiIosWzjF8oTZA4z96+z3DN2Uu5qVVCPtta0V/ORyEEQ8okb9aDaZbNBJ02s4mQsvHFSG2ZqcwvrRZAbXNyqZIZruiPjjDCSNOSActuLWT1M30oej/0ATG5ZwiiHe2uygyOLkYgv1vvU8xxTY1byNjeS+vrgEsfcZF0wxfbgZ+NzqBn6tRsOXiS+cZvngn2uhsPdeNonzQHAZ0MVpF3S3TqM+zL8ecKl1H2HeaaqPKGkKkWxU9Li4lx/BJo5x3FlCsBJsDbWbh8JKQAHJlfg2iHWJT1AzN51d0pnZNmDVeUVc8mqh1VS3GpMdDClaRoktGRTGuBeeo1UbKhD0aFCibl9QQfz8CTP8g181kReOrrWLfzw4DXcDTzvEaGYM54wkwxna3Ym0cNnyo4fP0Yty7OvjAM2ZgTG47Xmb4UpNxf+vWUyh+xHDMo6u/w1hSpijcZ5vYLiPGI4Y0N7H9EpMwn8ZNpDhxtwv/3niEe7ieAK7TP8i5naUopfHCtrKGs2NbuzAHwt3MhebnYv+VolFAB/349yAtR0SkXgntFhUxhh1Te8/UAKkLKalBuhXjRn0jaCzFEymaWVuhhNq1ey0tRbtGamMiUwnOB/eJIiK+AOK7w0nak0uNhbhEUk2Sk/FMp05xH144GuOuvp6xf3gRrt2i0c/q2xX9bCgpH8cVPXPGVMam8pOgqbe0cYx1dGEtzs3NNXwn1edysxg31m8HPWb6JFKfO5To/olSiv07FeXj1BE+x/loLU3N8uzjoCpNU4UsRk8mrfCi+Xi+91ZzLi255HIREdm1l9TYPYfQlm2dXF/cav2bNn2u4du1E/vRI4fZbjlZuSIiEhdDmkpzM/ruwUdYnGSUGucbNnEP39eH/XBjE/cSAx6s/emZXOdPHcO9hoaRvhmqqJx/feoxw/fMkygUkJ/NuJOYgPFbe4aSCW+8hjUzcwj3OuHhmDeDLsbAIGXcrYmxR8ciJjTVkUrW0YD7z83k2O4cmisiIhNHcV+TmKqkEGoZUz9Zg76ZMJb7+rfegMxH+ki2QWw8qUHxYZjPkVGUY4hLQ/snpIwyfGebsQ/OGst7yMoDvWvMZNIFf/cniCuHxzFmpaXjepUnGZsXTcV7aUsj57XVgv5yaLS8sARQ0WpPs1/7PGjXzDSOk7dfx/ujzcrv5g7FHuuSS+YYvp178A7v0IToU1URHLf2fj1rDmjw761+1fAtV6LYL73Id9XjSo7jisWXGz6HOotobNBkNJRA+4KLuSeqasC6k6TFnVETIED82wcfMnw1qgBRSxefLVKtvR9+gj1Z+RlSsf6VmUgb00wzzTTTTDPNNNNMM80000wzzbRvoJ1TpI3NbpeEFGQNMlTZXf30PTwKp4cen1ZqUqWjrHZmDDJzcKqWPkbLAqt/nj6dJ8vvvwuBqYQ4TWRLiVz1djG7N/dCZLbLTzOLWluBk7Eh2XmGz6LEIF19PIFetAgiUjk5/FzBsKHqd4kYue8/kPmtqeRp2oyZyAAMG8aT4JmzcP8WLVNlV+XdajS0kSMUGa3BAaIfYqJwsrt82TWGr7xciawJs+OhSpzqBzez1HScQiX9TkMHicpADLqZDetuQLu5NBHjCFU++we33GH43l5N0UG/Fd/fuXuH4du1B6WtOzrZ/z/7GYSKR41mtikhEWPitY+ZQQ72dVM5T7evuA1Zt+IL+N0vNmwRERFfN1EwvoNoj0uWUowtNxftWjxuhuHbvh3oiZRU9uFAH/rEYeUJ70b1G9Om8nrRYThZXr+O5eIXLoTY1etvPGr4kpXYtN3KjH7JGbTl7NkUJ8tWwlZTpjKT1qoyT7v3EeURUOU4r7/+O4Zv3lxkRoJlPEVEHn8SpeX27z9g+B564GEREXn33fcN3xmVKY+LQybeqwnLni/mcIRLdjbKle7fBqRGEG0nIpKVnCsiIp99xFLU5UqssqaU2Zix4zCu+gaJKMhQ2Z816941fEOLlMDi8V2Gb/kSoGQmTRpt+I4fxj2MnMgsaklJpYiIhNg4HqydGLt33kUE4aWXQyhw8aXMepWXAEmVkcXsSNVZzI9BTbS0uhzZDoeHMbZCIYb27t1r+C6aO0dEREIT+bkdG4A0iwnXStV2Y/4mxTHrFRmGbEJLLeNk7hCVyQ1jpuFbF6Ms+vrtLL9amIw4emgCkUD334sSoLEzmDHdtQOxZFg61wC/n3E+LBJBYvZcZqw2fgoh7ekzOLdyRiP2LltKEbr3PsFzdnRT0D00EnPrwgXMSNWXoX2rTzBr+61LgT5Y+8nLhq8/gP48U06B0uWXrcAfVqIjUjPVPLMztta0ITaNmcKx47IhszlCy94HUQW9bxFlF6HKmzZpIpN2GzKNW3bxXmakY924fC4zSCUfIrv30ZMU7B+Tn4vragK6tU2YIy5NBHfahYg/BaOJZpUWZMed4RSADIvEmBkzjs9miUVcu0ATBdzzKGPS+WIBVcI7+F8dQSMSXLMZk32Gjx8MqL9jE7gG9XSrbLSGZCgchdhUoxUlGFTrfVMdY1i8KuE6MEiR9J4O/B3i0TKjNqxvDiuRFkEUT0SUJqhbj76KjGCf9vYBjWe3asqhNjxbiJV7mqlTMTZO7CPaJCiO3m1lu9gDQL8U5jC+LLgICNoBN59t0I+5WjyFJaQ7e/FMzjDeX3wS2iApnfvJlh4gd6KH8Z77ujGe3WwqsaiSxXNHEwkZGk9x1Y5y7I2CAqgiIiUtmL+VWinytHjE/Ft++QvDt+7dd0REpHztWsOXPxxZ5lAn77WhWu0BNc3cWJVxdmprvNur9ipaafDCAiX028V40KFQXL0DXCOCFYEjY4jI8StYZEVlpeFzhiuxbS/XxHCF1E5KYTGRZLWHGtAa06eErbNzmKF2RmG81bWyiEVEAu7B5+M+d5ISrG2pZxY8R12nooL764QE3INVa6wahRQL1YRyg5ErOzvX8Al1Rc8bS0xMkZu+u0pERDauB6IxLpwxISsXcaK+9RXDt04hXZpbOCY8Cgmo982EIuyh9uwmMmbaBdgvO+2cm0cPYW3q0NCBz6uiLzNnsQBAlyohXVvDPuwpwDj67o238aHi1bU7KFYvSvS3uprzv12V6K44zeIv49W6smEN5+OrqnBHSizXzgjFHthxaIvhy1ZFK1Zp5cfXfoY9osXPOHb8MJgWI/PZVkf3YZ+RGs19hrcHscGuIVDWf4jf63Cxre74MX7vhReIyG9SgsvtitUhInLLjTcbf/v7Eev7eogyCU3BO/Jt/8F9o0eN9MMaAra/C/E6NZ2o8hf/EyyDZ17mHiZVIaimjWPBgdkTgObasoaFWX5+J94pj2vFZLaoYgY/09pyygTE/9ZGom/iYjHXM9KI+LXb0Na/ffIRw1euxLOHjCZTYO272IOPHU8E5Z4NQIKlaCXEQ/xYx5obCN+dOmm6+n3uxbcdRNn7LA0tlZWNNm1o4nt4VRP2fqmZfIdfr+bU2h1kt4zIxXvBnx99wfB1DGLNuvka7IO3nuA++F+ZibQxzTTTTDPNNNNMM80000wzzTTTTPsGmnloY5pppplmmmmmmWaaaaaZZpppppn2DbRzSo+KiYuWhSsuFhFCeXe+vNv49/kKEl2cTHGiQSWA5RVCMCfPBlSvZAepIcOLAA+/ZNkyw7dhI+D+B3dTTPhoL/62+Hm9aVMniYjI9k0Ua02IASwqKpYQ0bYOQFzTMwn9nDEdlJUTJwnL6x/A/f90FeGvdTWAfEZEEEq4ZRMoEhXlhIhNVSJsY8YQ5lVSAjhYZJQmWOtH1x0/RnHOvj5A7+ISCP1bMB9CtAf2k5pkU6KHdXWETvqUuqnLTZi7MwxQ19T0bMNXWQk42KAmdhsfpwT6NJE6lyZiWF2rBBCFcOvK04CYzZtHSP4fn10SDwAAIABJREFUH/yLiIi0tZOWMFyJfeYMyzJ8v/rtr0REJCWbkL6OZvzG0GLCo5NzAIuOSiTsrf4I2mH/YY67pBhA25qaCcv99FPAS7Mz+RtxsejXWTN5zwEPoHB93aQ0ZGaivaZNn2j43IOAMF60gJSWgB/90KkJvi1aBsHl+gaOie5uwIqDwqciIo1NGEdLlvJeZq8E9e/Y54TlrV79moiIfPzxGsMXEY7+mqQJ9N37HxCO1ml+MbEY55aQIB2C0M7zxvx2sbgxH+KjMGZLDlNE+9mNgCsuv3iF4XvkTYhan9DmVnUtoLgbd1BItdMNWGtcKufl2Ino+7vvvcXwBdzo+/7OdsMXhGkXFF9o+JxhgOlu+WIP7+URzIn0LPbLk489getaOMcGvRhDQ4Zyrvb14Hkzkzkn8rJB1RkxrMjwHVU0uUsWLTV8p06APrNrJ+HQt/8C8FZnIUUrA0o07uOPt/B3u/G7y354p+H76e9/JiIih744Zvi+2A4I6pRRFxg+yyBg+ts28XqWe+4SEZH2Zs6x1EQ8kz+Oc3toMefb2HmAJp/5jNcZNQZt6PUQCi5uwIN/8OMbDVfRBMyzQ8conD5hPNpr3Dg++6g8xCTb0osN32BVqbo/rhGllaB4jNXgvE4HYqE9kuvL2XLEptYuQsbnLsB6kKgJMcYo8b6YeAobJwzDv48ezX79bNsWfM7Kz8WpOb1tq0aFu1mNVY2WXH66UkREfrTqJ4avUwnSjyokBfWzL7AGL7jsW4aveCr6YdnlV/M3ZoJWdu9Pf2b45i8ERWH7PrazVcG63/74dTlvLSBiUUxSi4qZFovGj/qKMBqkUfkDpIEEFCXEq8Hx+93Yt0TFU3Sy348fi09jP7t9WMcd0aTH9PowfyLtpAH1qt+zWtn3YWHoF6+X99LTj+/GJxK6XnIaopSTZnDedQ0gDtks/K7Pj3gQGU2aSqKi0eQP515voBvPUdVFGk1rA+Judy99Ccn4br+blIlxk0GnrGqgz+fA9QIhjBvJ2YgXoWSgSqyiPo5J4x7DZsVvWHxsq542PIdPo+q3dnHttmag3SYvJ33K1Yr7PnGAcW/X1k9FRORY+UnDt2ThItz/GVItu1uxXlRWkQq3bDmosV3tpFsd2Ie53N/O58zIwLM0NXEvFSwkYLeT3hikrtu09G1tA37Pq1H0gxQoi0bLCgpkD2iU4fYu3JdOj+ntRxulp5Nq4FFi2GdrKw1fpvr3vk4KQuep5zi4iwUmggKk3R7uQQcUzSMvl/H5wEnQftO1/urx4F6b2tlv0SnYHwwdwnXyfLTqqjq57bZ7RERkxxasrd0uykD88DugrowrJsW3rgHjIz6V7wwWRX8tryaNpkvRoIfmZhq+1iZQTBwhjB1d7ei7XTu4v46Lxpw7XUrqWr8qtFGsrVeuDqz9Wz9lwY2Nm0BtatbG+3e+C/rttCtYnMHbiOestZO6kjtExQS1lomI7N2JtSYslPFzzGSssRlDSckePxnvXxMncW/i9mGSvPnKO4YvRMXPmVNJw3YqMd42TZw4IQLr/Y4vthi+qGSsxUu/danhe+tdCBFvOkgK/4SRiCdd9aQ0RztJUy05A0ranAULDN/1d/xAREQyh3Pf6AjgXXrtZt7DheMQu0MGSNPOVgLE37uKMgsWJV6+Tisk8OyLfxcRkWsuu8Lw7dq6QURErl3JAhvfv3qliIjs38n3Eu8A5mFMDN8Zx6j9Ud4QUs3auzFPX32cshIJihb+xUaOk161PpQeJy1rxiyM87wcUpc+/wTjKVR7F104D+Nox1buu2MUpapG60Oxol9vvPUGw/XgI6BtTZ7N/r94EQSNJ4yhr/Qk4nq2FgPHxIHa7+tX8fNrFnoxkTammWaaaaaZZppppplmmmmmmWaaad9AO7dCxA67pOQhsxIWi5Oub1293Pj3ScU4mWps4OmwL5ixcjA9tXcfMsNxKRSYyxyCk8ImTWSprRWn/Tq6xabQDaEOnr5/8iEyH5NHU4jW68YJX3QURYxOlkKdLCOPKJiuXmRtJ0xiFjUzHaebNk0ELkWhVXq0LJJVlQM9cYon0MfViVxiEjOwPf3ImoXZ2V3PP49Tzosu4imt24MzuB3beWK4bu0nIiJSfpaogYhwfC5UK0N64hSyPpdf8W3D99QzEBCL0QSV7aHIPM2ZQ+HdiROBfJo+jyf4f3riD8bfQY3KoKCtiEiPEljtbmWWprUGyIH0TCJK/C604e5tPEG9diWy4m9+wGxsaDg+Fyx/KSKSqErN9fQSQZOWin6wh/BeOtsxyB54gCLM4eokvq6WJ/wOG9o/JYUZzY4OjJOICPaXU5XKXLqEfbN1G0SJly5fYviyp6hyuRVEPP30x0BW9Pay5Hd7BzLvwwt4at6kkEWVmjDg4KDnS78vIrJvH8TLJhQTVbNnN+aPNYTjMyMdWaYDBzlOCoYjo97Sguyl1/clNc3zwjrbu+T91zG/33gDc2ZkEdEob6gyg95+iiw/8eQfRUSkpoqIh6wh+M4yDVFwwYVA2bX2MJuZlIK5Eq+E20RE9n4CoTY9+1hcDHSfPYr3EqmEGI8c3mD4xo2BSFp9I4XTAl6MQ+8AY+JV19yg/o3z6YdKGLzsJMeX3YdscKpWzvG2W74nIiIpmhjd1m0Q3Zu3iMLuITZc29NAAcDsZCA8Xlr9kuH72/1o0/ZuxvH3n4GYbPYIZjMtShivuUnLwCk00lStLGWVKs9ZWqKVaXVifr69423DV3KUce/bl0L0cFgWM/nePsSc9CxmC3P6kdXp62O7WayYe3PmFhs+q0XlN8KYeT+2Fdnf8RNZonb/XiA5Z0wj+qahAeKiF0ylEOO+bciEBmO7iIhflc0O1TLDGcFSkpog+umtEKy7eBnXzupjWJt+9+jvDF+EAzHpo/c/NXy9vYixTk1k1mJF1q6miv01bwFQVw3VHHdREYAnJKUR9fPKzcjoSSKFPTNSkUEaXlBg+HbsQbtcfxPF6v/23LMiIvLdeYxNuekq9mvtfD6axf/lWGnRRGKDqBuLaKiaINLGryNU8Hd3D9cCq1qDYrWyzUFh2YhobZ+j1unICPZzo4ohkSEcX2FKTDZMExMNd2Bd6Ojg7waRsyla32/bC5TVjHmMEY4w/F7Ap6M08N3YRP5GzVmgILI1BGGjireJ8cy+xkdhPFz3bc6dulqMpexpLGdbcxrrVoeL8zg2Cet0VTWz724v4kZ/N1Ea/QKEijWUfeTxoI2inMzIh0Vife0NYdwd8BHd4ldT2ZrCf3erzc+iaxkPCscio7/h488M35+eQznkzETG4BkTsZ9KTiWacO8uZOD9Hq5X06cAVbh7J8XvHSlow45OogptTmz4snK45jSrggY+rb/CwtGHmVnMCtsdSoi4ijG4rhGInBEjOM+DQsCJKbzn4LVb2hlfElLVtUM04W01LHV02J6j2KuMHM/1oKYCe7wUDX3tV0LaFdVEJeUWoZ237GO7jJ6Idwz/WT5HSyfG+ZHy03I+W19fv+zdjXUgJRXrxlAn0SMHDwPtFRfD9yZRY7lBQ5kXT8C7TEc7583kCZhrbS1cD2ZPBwpl3CiiZfpUSfV9ViKjctVe6H1VtENEJNKpUJatRPI6Z+GdoquRaLnGaozP4kkswvHUk8+JiEhdHe/lElXsYbOGrN2w4dciIrJsCdfJiVOw1mzfRqRpzwDmUqe2P6tvxbX3HORzfO8mrHX788nIyJ0JpLTFwjnfrdB3g32ce3GxiEWTJxN90eLCu+DLr/E9pqEN3x2ZT8Hf7n7EnZR4xt5jR4jSG6/emzd8QTaFPxRotOp2ortFIW3svURojxmJd9muBj57rSqGsmE/2ygsHfvFiiruJRta0Tdvffie4VuwEPtahwYnffwPeBds1Prr6iuBzgnRIH5FYzDuTpVxHkYpMfToaCKLEpSgfsVZvuuNGYExWNfAMdvehHe3/m6+cxcNhTi108I15r7foAhLXALbd9YsnAWkZjEeZ+Xj7+MlfBddehne58qrec9xybjXQQ/XhrgE7J0sFiKali4Cs+jhh38rIiKdwj74V2YibUwzzTTTTDPNNNNMM80000wzzTTTvoFmHtqYZppppplmmmmmmWaaaaaZZppppn0D7ZzSo6prquW2H90mIiJPP4Va8Mtvv44f6ABk1aHRO5584ikREdm0hTXMkzMA1QqNJr8nMQVQyUyNllBbVykiIp0NFDYrKgCMKjqUcO5KRakqLaWY8Lz5c0REJD2X8PqAFTDPg0cpEvX6GxA17R8k7OnYcVynsIiQzi2bAQO02gj7HjEa0LTtO7YYvtAIRenp5/WCgpOZiaQ05OcDkmrR4KUdnYCrJaVQZS/cCZhaiJVw2oIC3FdTK6k/LUr07vu3/djw/efzEGndfoiCz0NSckVEZORIPtvsmRDKqtXgpbNnkipVdhaQtR3bDvCZIiBoWFQ42vDVVOL+w8Mp7NraoqgnVrZbkLq0bs3nhm/JVYBH+n2kG1RXglYxNE8TZ20CFDapkBQ3y0lAetPT2ddZ6RCv2qVRzaKVaGh1P+kcd/7kdhEROXb0hOHzKRrR3Xffa/hsCnodsBOGfG0a4OJl5RTKDoo7Zmj30t2LeXGmnNDEliZAGAc0esW6NaDV7NQEv1ZeAYjmH//wJ8M3fTpgqI11hCuXnQZcWBftCg/FWIwOV2KVGqz+fLHBAZecPQmK2J13gAY0YiTHg1PRLu+95zeGb9aMhSIictcvKZrqTACdruQ4x3BCMuZjfSuhxT432shVS4jvyeNo2wlFHOuvvQSx4/0aFLS7E9B+h51Q0BAL4pS7n+Mm2OcpCaTpHdiF+2rTBSr3AA7tCOH1ouLxHPVNhO6+thrCevf+isLBC5eCHjN8FGPOMy8Clnz99TcbPo8LceX5e58xfKdPYZx29BLu2dCONrq6kNSkoIj2mo8/Mnyj8jD+li29yPAFaR3hURRBfeN10D6rBtkuSYkUyH3jTVAPfvbjGwxfkI4al8Jn6lRizRHxjJljxgIKXqeJgRcpUbmOM6TCNdShDQ9ve87w+VXcjgwjtWDcCPT7kS2EG5efAYy/9CzXnFRF5SoYTbpB1Rncw1klLCkism0r/r742ysNX2JQ0I+sD/nF3Ri/ly5YaPhuVqLDsVF83t89BJG/6GjGXY8S6l+ymP1w9GBQxJHr87rPcS9pQ0lpTVY02OZG0gujFZ2nRoO+u9zouygtrLiVQOHwfNLoqjoYW88Hs4hISCAoQAyfTpYKahIHKVEiZIl4NV/w3+02u/ZdrCPd3dzTJCSg71u72LaRMejfvn4Nop2EddPVSBHWgB036AshLcurVJR9wj1IpBNrVVQ8Y0lwXtrDCIW3KRrhgK/f8DmU6LYjQssR2nFtv40DNiwO29HicRrtqQIimx++TyqR34+4kjGEorNpqfjb18H5mZiCeOFy816cYWjLXq1dgmwnv1sTfO4HpN7ioc/qx/13+Nj20TFsj/gI9IPVw+cMcaJdB7WJOepboAFEaxT4pnLEA0sf+2H/YcR0m4cTJDAQUP9l34xQ1IDZi0kD2bQdlNz4BNK7uhRtI0frhk5FRw3XqHUJig6vywp4lBj2kHy2+ZFjoAn4tdGdOwR0N6tGe2hpwZqkF6oIChp7/XyO8Bj8Xl0d426QKtXjZ/tZYxGnfA7Oi65WPFsggm0Vm4jnyNL6f9dh7N3DotkurS60QWcD6YDno1lDrBKtKKzBGD3g4jjvcSuaotbXvUreYegQ0kBOHEGcd2p9OFrRmlui+d40dwaoRpEalbWyHHtjvWjK4SPYh8yeThpxixK7njeTot0FQ/Ebn378ieELd2KONGoC45Fqnq39mDTy4fmYA33dpEfGROFzTdqaM18VZtm8hfv6rj60S2oq99zlFViXF1xCWiapq2yXnj7EiY1rNxq+xFiMyyUXkxLZ2oLxefw0aU3bj0Kseew40rDzhmHM7jtwyvClpKJdBrR51t3DMZ2YACri9q2kmoWqNcOh0WgbG7Avy08gdTFCxXV3L+dXuAN95+ohjaqjDmt5/wDfN4JrkFuTvdi3C880d/psw1c8DtQ230jGtoZmjLsdu/huOX0OKElbtm42fNdfj/OBgCYc7FG3kKTtfw8qyZSjJyj4PmEy4mx+Pt9ptq5DG40tJk3t53ehYNCHayiynF8EindOHueFz4K5tHEL3zvvWPUjEREJ0eLJi/94U0RE9u0ljSomHP8+cToL0cyfD1rxB+/kiohITTXfI/6VmUgb00wzzTTTTDPNNNNMM80000wzzbRvoJ1TpE1fn0v2HUDZsnWfIRNwVRZLre7dgtPKd1cz87rlCwhBjR3Hk7GsvFwREdm0nSdeL74A8csn//Fnw3fjDchE/udjTxk+9yCyNO0uZofSVLm7whE8VZMQnGROWayJ6z4OQaWkVJ7wjR2N0+bGFqIWblaCVT9dxUz9pi1bRERk+nQKFq9fjzYICvmKiCQk4aT19ttv5z27VclMG0/Ir1wZFHLic9hDkWUYPYbZkExVHna1m1mEsrKzIiLS18/TVZs6md978JDh++Gtt4rIlxFIJ0sg+Pf5ZzwNTYjGPX+4lqKglZUUhBo3HmXlbrrpJsO3cQMytOGRPLmfPgMnsmvWsjx1czuyeSFaNu+hPwHBkpDCLNepXTjVzNVORocNV+X6+vjsAZXZ8TRSoKusDOiWS5ezhOCfH8eYGVHArF9XB06Hi8cTpTN5Ev5OT2P2/q9/fUH5WLquXAn4ffoJT+SXXYYMuF5W/tIrcTq/ezdLJoZF42zVYmXWz6kEJqOjKSr37W+jzN76T9cavsUX4zf272Jmoa0NmYexYyl25nahjQryiUI5psRN6+uRFQmOw/PJYqMjZdnFyPA0tyGDt20Lsx25qrxgUjqzD0suQx+4BolGWf3Sq+pz7Oc9LyJLsPBiikvHhmO+rfmAYzguAvHilRcoODdh3FgREZk4jyW/4+Pwua2b2fdlp4EWGzmSKJKEJGRCMtOY4cjOBbKjsYW+tDTMhchwZpBKjmKsR4QxE3a2BnP1F/f9h+GLikGmZsIMlrycvwgi5Z9vorDjvOloq00f8Z6ry4FczCngWBIHsixHT7C889/feVFERGpOlBm+CEEMix9KpMWJtYgVWzZTANChMnk+F+dxqJOZXGcY5sXpcqLiLrlkjoiI1LfwO0UzkfnYsI5zZsY8iOkVjWGcb1LImLMniHbbtBmItkg7s0AnlUDg5xuJqvnOFUC2JSayPWKjcW1nKLMr776Pde+6+O8Zvm374Tt+hhmkn94NtGqbFmMtAbSHvYUZOKsqxx4TQ2HP559DXLvxOpakz8sDsmdAE7HucCEzuGkXkWX+Acz/pBhNxFgQv9vqKTIYq5CSfdr1mhsx92bPpIB9slp33/4r143cdCCxnL7zO58UFKYM5hb1Kt+BQPD//hlVowtaWtXfoQ5msgdUH+hi8/396HO7Vra7V615EVrGO4jKtcXQJwpJMqBlVR0W/J5NK9YQrtabUAfHkl/Luho+N57Y4yGCwhaJfUv/ANePgjGIZ3VnKRwbp8S23bVEB0SouBGXxLibnAJUlzWGaLF9+7CvjMtiDKishVBlUgp9gx48p8erIWiUaKdNq8xgs8Ln0ESHFShJEp1E/LlcWjZaCa8HtGZJSsNnV7/KMsHLF6FAQfZsZoCzR+Hvs3u5NhXHI/YOSWMs7KxH7Dp5hOiz9du2iIjIaA3Znar2I2laGfjyqkpco4vxr38A95+slXweUILora3c0zoj0B6NmhBtsIS3TxvdvT3Ivvf3s12CCIaubiIvQ9xB1WZN1FntL0JCOY6H5CI2nSphu2QoEeOWBqJK45Kw7iVqz1uvkMR2rYjJKCVO3D3ITgpX4+h4CYswnI9msfjFoYROuxRyfmhervHvu5VIfloC95sjhmNs9XQRPdbdhnbNK6LA8GmFJL9kAZEnrfWI6cebOU78qvx3cjL3Uzlqj7V3H9fve371SxERSU/i544dUkhOTTw9Pgrjctse7l/DlShtEJkhIvK3v2NvVXqS6+TsWUDx5GRyH/7yS3hPtGjl7ONio7/0PCIiPiW8PmIIhdLPlmJ87NpJdMiwXMSiCRcQReQdxNrptTPO1rQiFnUNkPGQrhA0bh9jpUWJF1+6iIgM8WONrW/kXmb4GKJxs7IxH3RklLcP/dlbzzmXqNaCCK3QQZFibBzeQfbIkEK88+gonZp2IG0KCgu138Aa49QK5MxT+9lXXnnF8A32Ya75vLy/XIWSXHoF0cKHjyOG+zVR/Agl4LxPQ1XFKsbDqttZ1OBsGeLDmPFjDV+P2hseOMxny4tCm/d3EW0aH4fxdPW1LMLz+Rdg9uw9yrZKUzG1tp7vk6tXo8jDZd9igZLX3gKK/sWnXjR8H72HQhz33PNLw/eDm74rIixsY2/QKgP9Czu/d0ammWaaaaaZZppppplmmmmmmWaaaf+PmnloY5pppplmmmmmmWaaaaaZZpppppn2DbRzSo9KSkyW718GSNOUSQom3U8IdZCGo0NOE+MALw0KfIqIfPwBROmmzSV0v71VQds0Ibdrb75GRESqKyjq1N0C2FgQAiwiMm4UKEsXziRNaf9B0G3O7CQ83KHEnbrbCd+1KSGnlgZSKbIyc0VEJFqDIf/4R4C879hJQeWsHMCBV911m+F78w1Aq3Tai9cD+GaUnbDcz9bhOvHJ/A2rDdC7MaMJa+ztA7Tu0uWLDd9zzwIi6Gpl/frRhYDJPfPsC4avQsFpIyMJQ55cDKpTTythd39+8mkREZk2jRDB+irCLctKAQ08earS8EUqyPQXO9cbvoULIUwqmwk/y8jF832ynuJkQRG7fjfHTnUFfu/XPyHFIz8bULgJip4lIlKixsIYTexz6iKIkx3fSrHPe3+9SkREaqspbHhgH6h6tXVnDZ8zHM/8wotPG77WVtxLeBjH7LixgHIePLbD8PkDGINuD2HyP7kXdMEj+0nBCoqF2TUx5vYmQP+2b+X1ZlwAKl9NVRV/w48+/sMfKYr8oYLqjR9PetQtN18uIiJ79xJKODQPMMT8fECKr73/VjnfLBDwSWAAc/OC8ZjnXgvbe/sePO+ECaRB1iiY7Asv/c3wrbgcFKj6BlJSbrwTFMaaw+WG7/f3Q/B5sJvw67hIwH1XLFlk+M6eBlS4vJxxY/73ERszUggZ/smPfyoiInt3k5Zzz6/vEhGRocOzDN/RIxibw/JJo7rnnrtFROTWH95t+BIVtDxIqRARSVCi1+m5pFZt3Y4Yu243n22wHzDowqGkII4ajpj57ZXLDF9mBuhTTT0Uom3qx9/Di0gJKD0KuHHBcEJuRUF8G/cz7gZCAB+OTiRs2q5CUl4UqQ/V5Rz3HX2AeN/1a4or9/eDFpiYSMjzXx9/VkRE9h3eb/i27kFs/d3jjxi+stMYJ0cPkSo6XsXCXTs2Gb6RxSOU77Dh+/vrgMn+5t4/Gr46FXtbuhiDXR6sXeU1hP1v2gnIeFQiY/BmRRmeNIsiwbu2wvfOm6QCFynxyDGj2eaTlMC+1UFa6oAb9+DyEbotipLTOUAYeaQN9+C3kiLjsOI68RqUur0B8T42jeN43Fj08Z2rGEPeXP2aiIj88l7SiMcMQ9ybOoFr+/oSUtfOD7OIhGAcB7NifvH/06cCGj3Kb/mnfzaoUl4v+8WvaD3RcYSQB9fppJR4wzfYh/kdGc6+auvA/A2P5jy3eHFfrkFN6NWp6LjaXkrU2LBoYyQ7BXFgoEET+rWFqusxHxgU5vdpz+tUlBSPjT6LEgn2e6oNn6cPsbitnfMkNhLC3ls/ouB+SDzW2t5+wt5HjMO6NeDlfrKnB3sLWxjbxRvAd7WtqNhUwQiXm98VP2K6p5edFaZdJ0T1ea+H3wlVwrCFY7kn86uiBE31nOfRdsyf9gD3TbZwbM/3nOKaHCbYD42exrV7z3ZQU2u6uFcJc+A3QsM5zyMicK86dSkoNvylGgNqysdoIstu1e9+bUgEn72ystLwDRuOWBPtZTwI0rH9AY4duwPPNmIM2yUobBwayTh/WgnCDiui0LlD3azPw+u1KnpmUgxpXhGqnWO1OVDTgDbK0Cgzu/ehfS/VqMrPkAF83lhcbIxcsQJ72Y2fY1+9Yy/FVWdPxB708ssvN3zvv4O9YFcb9/PzZ8wREZFpEycZPp+KD2XH+S6VqChp3R3cw+QVYv1zRDGexCqqVEMtqZDtzfjb5+Jev6Ia++rJ0ymFkT0Mc/iV9983fCOTleTDe5TRSIjD+1KEth/YvQv9atHG7NPvP49ny5li+GrPYo8zPJ3vV7/+xX0iItLj4nw8uA/zbN6cOYavrxcxYeMXfK+Lisb4nXkRCwDUbMaAqtGo2fPmq3eCg/zuimWQaMhJ5/hsVpTIyo4zhi+4RxERmTkJe7AP17KN7vkV9oj2OI79C6aiXdurSMluacbf+rtU1wDebw9por4uO+ZS6RoWzsiOQptfufJqw+dW7xvD8jlfvYOI8bv3co/1zocfiohITCL3CPZwJfkQwz68937swXo7GNcnjsQe4ee/+JXhu/oqjOkwLd5NnQ0qX3ouY0Ja4J/pdr2KKldaw719ZALGwpp1pGXl52MP89q7pD09dO/jIiJy+fIbDF9jE67z0EMPGL7XXsFe54nHHjN8zU1Yj31xaB+vRtn9V2YibUwzzTTTTDPNNNNMM80000wzzTTTvoF2TpE28XEJsvKK74iISNlpnKpv3cRSjlFKHPMqJagqIvLOWxAb7u1hdiM1BYKOO7dR/HLaXAgQPfp7nm7d/L1rRUTkV79hJk9UAryxnKeN/ap82lENBRFQGSifVrryJz9GOexVq35t+JLTcC8J8RT7HJKDDGeIll2rqobY5pmzFJCzq6yye5CnuQWFOFl+/fXVhi9GZcZaengaOnxEroiIRISv9oXMAAAgAElEQVQz45Y3FIJGwwuYSc5Uwo6DPTzF+9OjOB185rmXDF9bN05Ic7WSz2Eqe3rkEMVDDx1CBvlSTXy1uQ4nwYf2MQsd8PHEs1Mhp2KTiR6qroOoVmwCkUIXLUYJtNgU9nX+CDxLXz8F8AZVhiUxgRn/wkJkbC5fzCyCxY32bS7n6XaSKtOso4faynHfoyZQyM+vSgFbNSHCyAiczts18bzWZmQCk5J4St+pkhZpqTwtLzmBLILDzgxUVQWeKSOX5eIkAifKI8fx2Wxx6jS6l4JlSYlot6Kiaw3f7m3IPE6ezOfo7UNm6f13ma0+eAAZiJZWCsBmZ2McZ2URvRFiVQgfhyp/avl6J8HfKAv4xaeyCM31aItsDY3i9yG7m5HOOVMwHeOw7YmHDJ81FHN57kUUv3PVYwx/XwmKiYhc/S0IvA6fQfTI8QOIK7FRREotWTxHREQahXN6/94tIiKSP4T9N348EGElJ1g+cNMWoM5iEiicHRGOsX6ihELiaen47jhNOLtXJbYSEpht37sfWZt77iOyqLwGGbXWAd5zXAQyrzW1RP2UnEI8s7mZ9QxXU+vaFSsMX6sHMS5nFNslNgnx6rSWvdu9CaiVoRkUlJw2Bf2Rlc/vjpqMrNHfV79k+JqbeQ/716O0Y0QyU8gRqpT6O88ztr7yBsozZmZz3G/atEVERH5YSpTRjGVzRESkr5UxPSsdyIYNG5nh6nWjvabOZpbyxD5kBB957A+Gb+6FKM+rIxxSMjDnm7WsUkYmMlaHS4nc6f4c/fXz399j+J54AiXXK89yXXvnHTzb0Pw0PtsiiCj6AoxhNjueKTKCsbiqCmiH5BS2S0o6YkRKOGOnTaH/Viwh0iotC7HQY2V/jJ4IlNuxY1xL+lU52sw4lkd3dWOAzp7KUrBCTcPzwywiFiUKHAgKXv4z0EYkoOfM8DldiDio7xrw6YgX/N2uFT6Ij0Vm0uvm+hAVqcq2aqhlmw331DVI1Eq4QpToJb+tTsREt49oQZcSnQyzcl0frsQk66sZD7ILcvEbLmbfg2ViLTZuN6sVmjEshuthtwdzIT9HK4V9FnOhqJDxuU0VJ8jIzzV8qSMxhg5VEqHXMwCEh9vLOdav5ltCNLO57n48e28fEdRRSrRT084Um0J4RDm4jxnQxJUt6vFiYxhbS8sQQ2ISuD/oV8KjPX3c96UUYo1PyOQ+crADfWe1MoaNyML+0N3LvrGoMtf5Q1mAYqAV7V9RQVSwXQmGhmnzfMQorIU2rXz2kRMQrPVog9YWinHS0UFERtEYIJ56tLLSNTUYC5mZmYbPNYA9tL7mWKPwe/sPEkUULB3e284xW1CE+2tpImoziLSJieY4SU+EeGpXA+/PoYpX5OcyhqUnY12pbyTKaek8IBYdmrj3+Wg+j1vam9D+V34LYteXX0p075BczKH0dPZNTzvGYHsLy2KPLMD+w9XJtuxTJaEtfo67+hrM4Yw07lWPH8fY6R7kvmbKDLAqMjWx6y82A8Hg6iXSJlyh75PTuV5NnQf0/ZXXEs3xymoI1yen8nNBBFWkNo6datrUVlNg+LWHwST4yR0s9HLgINbWqYXcrwfFmMOiOSYCKj6dreD1stR8zNPmXr9C5320ju+2ucOwF+vWkKu1KgbOv5Ciw6NG4DrxkYwxb7/8dxERKetizI/QhPqfevoJERH508NEBt95K5gdiRO596s+hNi4S4vXZWew9/J4iXhs60G/L15xKX/jFaBLigqIoJk7Bu/csRFE8zhTEefaWzh29u3FnlSfX0WjMV/rNLFzlxIHLzvKve7wIWjf1ET2dUw84kh0GmPl8RLsQxepfbWISFgY1ipnGMfEMcWcycrkWDx4Cu9/R45w7cgdgXZLSeXYbmrCWrRyKcfO2bOIrznZ3MNER2Lsr7rz54avsADv1S8+97zh627D3NuyCfu5wcF/Fvb/KvtaSBuLxXKnxWI5YbFYjlssljcsFovTYrHkWSyWPRaLpcxisay2WDS+kWmmmWba/8DMmGOaaaadazPjjmmmmXYuzYw5pplm2te1//bQxmKxZIjIj0RkYiAQGCUiVhFZKSK/F5HHA4FAvoh0iMhN//VVTDPNNNO+npkxxzTTTDvXZsYd00wz7VyaGXNMM820/xv7uvQom4iEWSwWj4iEi0iDiFwoIkHM2j9E5D4Reforv60s4PWKrwUwx73rAYtsbiUUMiYesOuDIRRceux5QMB7WylOt+7TzSIiUnFGgy41Arp25HN+997Dj4qIyMhRhK5lpOSKiIjTRgGkzlbAknoDbI6BPnVfoaTWDCqI8O0/vNLwvf/+uyIikq9Rku56+Ef4txdeN3zbdkCEyeYkpKuqFjDf+x5+zvA9/TcImT76OKkKPQq2m5Obb/hKKwG7HfSTWjNzFgSpKs5SkNPVBzheED4vIjLoBVxs3FhC+EePhrCde4CQ3SGpgKHlxhP+5najnVNS2VbjJqMfXv9km+GLDSccODYCbd3TSKrZxXOWiojIBbNGGb7WJrRH8SQKB8cmK9hZH88X2xTcMaSd0OQTRyH0NWok6V3tbbieLp6Xlw6IXnsdRadOHFawvLOkYFVUKtG0ED7noAv3H6sJ9KWn4/4uGD2HP+KGoHFLB6kqYdG43i23UYhz8lTQPfYdpODX45d/KiIixRNJkQkLB5x66lRCHf1e1ZZ+whqLhuPfy07x2e74IaiB2VlDDF+vEsltrCV0OjMX/T7nQk1QtAP3PGYM+jIgX6GW+b9n/5aY0zfglX1nMIeLCvEccd0cN0nhgKFaNUHYhi8AkxyTPsHwHfi8UkRETu8l7LOzG3DJX60iTWVSMebRE489bvguWQCI8skzlYZvw1ZAQK+6iRQnm4IUv/86qWwlxwHd7Avh3Nl6FLTQq7/3PcNXW4Z4FdLFPtq3FaLmL/yZYrzvrluD56jlc6y88X4RERnoppDlslkQgi2ropCh3Y+5kJzMObZjx0kREfnTc6T+tDeBNhafx1iXUIsxuee9jYav6gzmcbhGVbQrAc3psxfwcw2A8/YNEIYflwKI/5NP/cbwWSIYC7sUlHXTliOGb8I4iE33D/BzEYK/e2vZvklheL7ju7mWpGXniojIpAWE2n/+CebqT1fdZfg+/Aeez9pO2mrkGNB9O+oJqx4xAZSvE8f4GwNKwC63mPD1HXs+EBGR8FTOS2+k+lsTD920G+MpLzXX8CXEApJdWcZ48OxDEF6+6ftXGL4Hfw/49ZBMrqcT80GFumwJ+8HTh3nk9nCu2CNxE+mjNXHbM4ixZSWEYd9/P8ZgchzX3aYWrFOzJ7EAwJ0/xruJThk+x/Y/jjt2q03SYkGdG2gHTcVjJ0Tb58Ac1WklHi/mfoQmmmr3Yy709/BzdpVvD9FpO4qu6/Zy7g/2YM2wafn5yEisWzZtzfD0Yy2Ii+d63aGEal0aZcoZin4OUphERGLjQTHSBUaHjAV83mLlbwR1q3UqURAqHxfL8XB4N+ZqShrHQ69fCdEq+q6ISPZEPIffzvtr7cK+smAIKZT1ZxHPUjXoemQEKHu9fdx3hihKWmQY28/n7lP/xoa2qj4c9LE/wmPZX92diDkxNtIAOtUeZLhG7WxvxzyKT2YcKj2DOJCsiWYOpOA6nl5STWpcoD+mD2G7FS3BPK8urzB8k+YhviS08tmP7sK61tNGCmXTOszBsaPHGb5sJebr19SJLXZQDVLjeH/1FZjfATf7ISkB4763m/M3PByxurublDmPWqfC7Gy/OPVdryZY3KHEmm3a1sOj6GWDTtIBmxQVbjBcU5N2YgxGhHF9SXVivU8Y1NaKLvSbq5dUjXNs/5a9TnfvoHy2rVJERNasw/vVkw9RrNXdi/lwcBfpyLGxaJtijY76+hugDzsd7JsIJ/7OHcJ3kEE32tcfx9ifEYrPnVr7seFzqXWtqp0UrBA/AlNqGve0ZafwTlPz1nbtqdBfF05lTNizE9eePosi1scOgpblDGFft9Zhj9OrFYkZo6Qryk5zXzC1EJQ5v43Uz2hFwWnXxL1T0hB3mrT509iE+DQwwLni7lfjLp17AI/aWz3+8B2Gzx6Bz2Xl5Ro+i5LCeOftTw1flZJUsHQx7vRo4vTlVsSyjftKDN8HH74jIiJPv0PR3IgwzK9REyhibvXjOls3kMpVOBy/l93DZ5p4HwpiTLmQYt0fbwWt56n17xi+KxdhX5GXx/eNxvUQxY7VKF8OC2JprTYmMhQtzhPKmLt4PmjwIWHsm6eeAcWttYN7tq4etEFzGNt81S++LyIinXVcnw534z08QRPUD1cFFlKsvD9LM8ZOQwUp8qNnYP9Y3cz3xIFQnAmk5XH99J9F7EuK5LnDxBEYqxWH+E44vQD/nq1E2R/Zwv3hv7L/FmkTCATqRORREakWBJMuETkgIp2BgBFda0Uk46u+b7FYvm+xWPZbLJb97T0dX/UR00wzzTTD/p0xp1d70TfNNNNM+6/sfxJ39JjT0tryf/6zaaaZZto/2b9zr+P2D37VR0wzzbT/h+y/RdpYLJY4EblURPJEpFNE3haRRV/x0cBX+CQQCDwnIs+JiBRmDw3Ut+KU1+XGyWNiKgUnC0YgG3HoCE9aH30AJbKu+85Kw5eVDgG0zetZ8s0eipPziEhmAsYXA8UxNJ8Z34OqlGx7I0WHjhzAaWnucGYvEuJxKrlrO9Ejy5cBHVJygifVy5ZBUNLt5an/7g9wsqiLBdpVaiwQYDOlJ+H3So7z1PfYXmSuP/38PcM3biROmQNZzF5MuQBIjOVLLzZ8vT04tYyO4sn3a68i256qCUomp+PvYIZBRGStOi296UYKfoWrkpPFE3li6FfiiY2NfLblK9A3fVZmE08dY2k4q1pMcrWSwuMm5YqISI+Lp4vlVTgRHxpGsatt2yHiag/hCWpsGPq6wUPhpq4+nH7ancwE7D+MU80orRytUyFn7FaiZSIj4KurJeIlXmURHdqpb1Q0xtHJkycNX0QUMlmny3nKnRoUUXXwNPf7t6Kse+GosYZv7Uc4qf7VPfcZvvQkZM1279xs+KJjceLd2UpURmEhTrIrz1YavuwsIATeeIXCqBMnAy1SU8PT5rkLcFpeWUUh4hCVwvX6+bwOJ9rIqcZTiPXc6Jb/O2NOmMUR+MuziCFrP0CGZsDNE/p9h5GR0oUTx82bIyIi3478tuFbtwEIivkXzzN8fQoB16AJ8965CpmUZZewr/oHMM/i45mBHTYMKLdeFzdaJ0vQHwEtYz6qEOPlTBNFvvNHYYw3NnD+jirC9V59lqi9UCVg+dxfKH72/UeBiHn3pbcNnygEzamTRF5dNA9C40camZF++3XEiLjcAsN38w8hvNzbwdjkV9npQa0U6Av/eFVERApzOLenzJgmIiIWDYUwbLS6tpO+oycRH4cOJcInLQNz0RLKjGnNSWZF7r7ntyIi8s7HXCPiHciG3HPXvYZPbMgS62KfdU2ISf94/VXDd9H1QJxYbPzcwsXo41/edp/hy4rC8wW0fIi1DyiAMcO4Nu3eCTRVn5tZm9gkzEG7k4iEhfPRr3uOU8D37p+swh9ccmTUCBWHNFHnrBRkrvzC8Z6oSi1Pnc7Men8r0Ji9nUSV3v3w70RE5PVHHzZ8V628TEREmtt5KPHWB2jfrnYKSr78Kspb7jvGOJmZAJHHqhauCzs+wzrZXM849MV2zNFlS1ku9VzZ/yTufGmfkzc8sO1dZC69CgUTn8ZMXJYS0HWEMHtoUVACizb3IxWiyqshLfxK2HhwgJ3vDsE6Yw8N1b4LdINfu1WXCwgpWwTXUov/n0NoULDY5tCQFiHGcxq+4JwJ07Kg/gHca4gGBfIrqKv+XZs1WN6ba2RY8P799Hm9bvU8vOfWNswnv53XCyhEUbeG8IiMxncCQvFPn7oHXfDZalUlzjUkaVD82RKi3zOe16tlaTvbmYiMUwjcxgautXl5QGB3aZ9LT8f7d58mfDyoUJb9/ZyroTa0kT2c/TCoasO7NNSSU6GzcvOI9m5QiPaq00Tyhak2HD9itOHrV9n7kiMskKFqcEjBSKJ9DyoBz8JRRDekpSAG64LKre2t6p44Jjxu9KFfG2upGYhNAwN83sBX9E2wJLlFQxUGy7brSLXgd/U4bndiUFjsvJ7Xon7Dyc9FhqDfHJqg6rmyf+deJyEyORAsarF9B96h1m/6xPjsnOlYS2obuObEJKMf/rzqbsN3x+1ARSZp4tl7VYnkkhOM1a0KJTFXK5V+ugzjKH84kXFlFUDBjB7Dtd/vQZ9UneFc8bjRr729RHKmJmPvefrkccO3Zg2e6YH77zN8UarvrEJoYXExUDyLLiJa1BmFPVhKNvd78QlYE53OeMPX2AI0TVCAW0RkqRLbv2TpZYavoQ57nLffYjunpWaqfyMip6Ya6/IJbX1esgL7h82b+I7556exVxs5liXJCxRKr7GUDIrMdCLoGmrAQmlqYluWlmK/WJzDohu33AYU67ev4P1/rpDXRSO4HxgxEfuyo7tZFjsuFOtJiJV72IpyIKhiY7ivufsXvxQRkZnTef8rluI5Txzie65dFTC44YbrDd9Pfw1WwO23EY00YwYKf/znM88avspytEOk9rvBveGDj7EQUWo65vW1t3EfPyQSY7qziXuY3nqMY1cv48mpcuwlI7WYEK+Ez3v6GXvbGxFnS0u417EoFNTFl7I4w0L1znW2lJ+LVmcfySp22RxfT7bq6wgRzxeRikAg0BIIBDwi8p6ITBORWIslqJcvmSJS/19dwDTTTDPt/8LMmGOaaaadazPjjmmmmXYuzYw5pplm2te2r3NoUy0iUywWS7gFR+DzRKRERDaLSLC+8vUi8uH/zi2aZppp/z8zM+aYZppp59rMuGOaaaadSzNjjmmmmfa17b/lOwQCgT0Wi+UdETkoIl4ROSSA460RkTctFssDyvfCf3etyKhwmTEbIrP1zaBHbd9BSkp0M4SAIqJIXbHZAcdKiKew0T3P/0VERNwDhGA2lwMi5ojkI322HpSG5658zPC9tRriwL2aqFN6DmBPWZmEnNXXAiLv9VJkraoSh91z5xBuN6ioFklJhNZFKXGvqVMmG76aGlzv4GFCxGKV2JWrkzSCTZ8DNj96BmFthw9DPEk04b2BDsBtu1oJabcqISdXDyGnDTUvi4hIagYFuiKV8GdPL0WgAiFoj+ILKJi3f+9OEREpHEHB4jol7tWj0ToiIkHzuuuuWwxfbSWFo8tPA1IZFxNu+KbPwDiwJMcZPlFwYG8HKRldXfidjjZCcGMTMSYKCwjf9bkAvfzwwzWG7+8vvyIiIt1dvNch6aBfTNOE13w+QDUzMgkvPlFyWERErHZSsDo6MWabm5sN39atoDFdcx1hfidLQTMJwrNFRDZtANSwpprQz0d+96SIiBSPmGX4HEqI9XQf+9WmFEfXfExR2KWL/iwiIpmpvGdXH+515mxe76wSCxxdTPijRUHXC2MIdb5iJQTE+gfZ9jk5oDSEZmGeOaP4PP+b9u+MORYRCbVg3lRUnlbXJ1w+twBxJTyK88OnhCYPlzI23XAXxMV76pnwqqgB9PzAYcJI84ehzfpdHK9ZozDmWrVxk5qC3ytvZj93uwC71Fh/MrIQonHhsRRJe331myIi8uZLFI8bmgJ46EtPUauwpgr374glFPzyGUBeHz/L50iOB1w/wkIEdkok4tnUmRQAfPDx+0RE5P2/kXK08mpAT70BxpzPtkBEz6EJQEbFItYNahSJll7Qu0KdhNxa4jHGGhpIdZo+E1DboICniEhZGeC/w338jY/f5vzY8OkmEREZmsp1IykBceqPf3jI8M2bNV9ERE6XEPYdoebtkuUrDF8wvREazX5wKqpUrEZ9eWs1aK0/vJHiz+PS8Oz9g1xzomPxG2fK9xm+NLWGXLlyieE7dAi0hII8UktzlPhv+a69hu+Zx0BnWrnyu4avoRFxaNwIriWXLQGdtuQI6cHzxoJGPCyPkPbNL4Bm19NMIcY3XwZdLCmd8grpaRjvTz/DqbjnGK6dmUyqak0z+vOhe0lNS0hFXHniSVL6Vv0E4tq2kHOvz/Dvijtet1daqrG2zr5oLnxk+0n5CbTFgJ8Up6nTIPzd0Uba8Z6tEBzPy2S/BKm+UZG8oGsQcWPAp7WZN0jvYV7OJ/CFWjVVVy/mo04hstnwHadToz0pupBPoy4F6VMRdtKPg9QVmyZi6/Pj2iEa/Sj474MuBrug8GlXJ9sgPRVzNtTB50iOwnxr7yPlyB4DaLnHwueISsB9dfdz3gXbQDQKjt+vcW+Me1Z9o1F6vCHwBWlLIiLREYwHPUrMPipcEyDtx3dCtN/zDeCZB7U9lFX9e28PaYaWCMQ2i5/ftSvRyl5NnDpU0ZYj47hv9itq0Jg4FnUoOQCxcms092GVam82dgr3eFWV2DNYnNxLF08Azbqrl+vayROghCenUlYg3KH2Cg6OHbcan0lJ/Fy/8vl87K/Q4FjVhqffqCKhsYNsQVoe6QTdilJj1ygGVtVW/RqdzTWI/rCHaBNS/Z7P9pUMpP9V+3fudQYG+6S0DLE3WtGLq2q5riUkXSQiIkWjSY87dhr79JmzKLPQ3Yt26OrQBFwPgtahx4nSMlB9LpjKsZMzBGvD8tu1YlfNGE8nj5N+XaLkE+orKZ6dk4P1L+Dju1SYQ1FHNJrik3/4vYiIXDx/vuHLH4b3lg/eI00pIQbj7dRZUpLGROOdwWdnPPnDX/E+GRPB341LxN/6+Lz9R6DtlJ3m3iRoHg/3Px4lYh7wkUZzqhHPe+Qw6TFFo7Anf/jBJwxfZy/23ydOvmv4srKxx09J4rtSUyOLC2Tm4L01LIL7qIRExMiUTMqPPP8cCg7olNSgbEdRPtf0o/sQJ3wWxglRYr0//TkLP6zbClpXbBJpSmnJ+L3ebsaxGdNBtyorIcUtV9HT5s6dbvgeuR/Upikzpxq+PfuxP3rnHYodjxqFPWlvL5/D70GcmFjI4iGXLoGcyc61pJ9Nmwq6VWsL9+K5+Wjf/KGUAbEquYjv/uhHhs+nYsfiCymRUJqBtXnNe9wTDx2C6/39H68YPpuaj3HxjNHNzZhfF86dLSIi4R8/JV/HvpZIRSAQ+I2I/Ob/cJeLyOSv+Lhppplm2v/IzJhjmmmmnWsz445pppl2Ls2MOaaZZtrXtXOjLKqspaVdnnv+DRERKSuDmFBFFU8Mc4ci8x+hZb3T0yF21tLGLOuZcmS4Z80k4qW+BadWTiuFg4JCZXv2MauYngYR3kY/xbjGjcHJ3YnjzKwHhc1yc3j6Njwfp7Sfrt1k+IYNy1O+9YZv0I1T/zSthOq113wH1xhGMa4dO5EpvWjuHMOXnIiM6mP3PGj4Dh8B0maSVhp1w2fIsk+bzJNKv0pazZ7Fdrn2GiBAXn6d5cdLTivh5fw0w2cPw1A4cJjZ2wWXIeP7+/soRnnmNBBDdXVEB23cAqTBlVfzBDIuhtmmpd+7TkREKndvNXw79kAobcbFFGz9432PiIjInj0Uxdt/AKez0VpZ4HAnTlXnz6XY1Y/vuF1ERD5ey3LJbh9ON0MjeUIdUCee6zZvMHxWRR0eN4YiwZOmIPN5/Bjb4+KFaI/IaF6vtg6ZaJeWMXR78BupWpbfr7KgZ05RGHBIDk5pGyroS1RZ+ShNyC8tGRmD+ARm9TZvgkDzbx/4reEbGxzHJ3ia/+ZqCM5+8PEHhm/Z8ktFROTQEYqbXrICzzZ6DMdYaRkyCrfdigxDa9P5V/0tJjpSFk4DqmrQjTGbmUtB25xC/F1ymhmpbfsxnisaiRbbtQXjZeJ4ts/UWUA0JcZyPPR1AD0yspAog9dfw4l7SjLREkPygVC44EIKrsasQ4ajtZZZipYmZARSkiic57Qhg2wLZ7awog7xbMoCigI++Oufi4jI8U1HDV9XL7IFGekcmxF2nP7HaZnLD9//HM97OeeEdOO7P7trleHKy0Z87OnnPV+1EjHni+NbDF+/yoRkZOYavtRkxPZeDZUUUFnxtAK2X6AX/TbYx8x0Xzs+59BKJLfWETkYYUOWKMbJOHT2JDLDkaH0jRmFeOzQlC5tCvlTUU7hv8oTGAvxqfxuiBIeTUhjNsseiXm7bS/F9BfcAqF2r7bavrUOYuE+G52hcRCR3LSVmaGl85Ed9Wht1KpKjg500lcwHhn1Qyc4p4/twLoXodV9LjmINa76DLOFId1INTeXVRq+M2qNCNPikNeFPhw39gLDt+4LoDFXv8n4kpeCvitt4py6+1Ygj67/0Y2G756bbxYRkVt/wNL1yUkYEwGfBjc7zywyIkpmXoDs2WA3nqOujfuNjGG5IiLitzGL21yDdaS2ijEnIxlz3tXFLK5DlaUN1USHnWq8egd5PbeBumFG2QDdaIg6sQRFgumyKhSMTUNaBFTfezR0kNWhhHK1MRwUAnbG8/4G1b3oQAarQo/2aOKPdvW7leXMyCemIGNcWcXxOlwhFwfaiAodUMisMK0Ed7DEeLgWIzwK9SNfEiJWc19rhKBQql/LtAfNN8AMb0y8Jl5ajXk5bBj3jOVqnkVrCL1uVQDCM6hdJwr/3qMhaFwuPF/Ay/uKVeLUfh0spVAonkFm9q2qT7q1YhMxqVh/bBrieeIsZLUH+/jdkDb0XWU9x2KmQntFxzJTHFCoq452IqNcqlpjWgZR6/GqjRISuP6dqasUkS8jGRxBOJomHBww/vulwYPnCNMQTw60n1NDbQbbyKuJOweBOwEHfyMI4vBq/Xo+WkD84vWj/cdOUIVKllMMNWcY1vyKBu5pg3rmR09QIL68EnsOe4DI/g61rwnX0VfjsDeoKOf+ddgwxKyjH3E9iFGowKFaufBOhTqur+Hv5g8FIjSIGBcRaWnGnMpM5/4nth99nZfDfVxrC4Rlx2ji2a2t2K/u11CloycCZbR1HzTqPxQAACAASURBVNHRKdm5IiKSkZRj+A4fBtI+REMM/vnPEAke6Of9XXvttSLyZQRFsPBERhaRZcuj0A/z53G/t/UL3EOpmgsiIpmxCt0ewrZvacA71/hCPu+yxXzHyx0C/4YNfKfpVajeUGEcjohA7Cg5wf6aOwt74/JyIq/DwxEfGpu5nzpeiu+8vp79GmvHWp0Yx7lu6cL7/JlTfIfboNgjM6bzDNLVg3fkAwd3Gz5bCGJBbTXRV0Nzc0VEZOZUvuudLAVyyzXAmGBRBWaWLmf7vvmPf4iIyAcfvWH4ktX+c9pYosOSnHi3dHgYE86UV4qIyE03cr/SpZA2waIkIiIL5mJ/9kg9S3nnqfe+H1x3m+F7/R0gsO3h3Iv19qMNHvoLWBONPhY0+Vf2dTRtTDPNNNNMM80000wzzTTTTDPNNNNMO8f2/7H33gFyFEf78DMbbi/nfCfplHMWygIhZLJNzgZMMo6vMThgGxtsTHDABmPAAZsMJtogMkgIoQwKKGfd6ZKky3Fv43x/VM1Uy5J58Y+X056+ev7Rqm53prunu7qn+6mndNNGoVAoFAqFQqFQKBQKhSIB0avhUS3NHfjHUxQi4wglWZbQzZexsOLgIUKF+8LJcwEAnYbonOUjWtHWHStcW24Bi9jGReg13E2U/ZEjRXDVy5zJF5/7p2ur5zztOUb4SQYLcW7ZLLTcB/9CWmClJVK+teuJBlZTK9Sm/gOINjbaoOqtWU2CStOnzXZtWZwzvrlV6raHQ1I6OiUcbAyX329LWw0bSDS/D95b5trmzKJwjSefeMS1XX45Uc/z8iSEo6mNrt0TFDpoUTGFjd3+SxHFmj/vDADA8OESIhHqIXpXY7OIe/kD1PbvvSW0/tysbPdzlFnMBYVCJU4NUButWSKhG80NVJ71aw163AC6txkuFEgmGt3eShGT8idT/cr7DXdti5ctAAAMq+jn2hq76DmlZciz3l9NoXX76iUECx6i1CYliy3YQ3uc1cazHjZsHABg2QoRFE1Lp3CJrVuE+jl8OJWhu0soh1+/jpID1OyrdW27a6lOxcUi7pWVRbTGZ1iAFgD27KF+UpgnoRnFxdSm3T1CG3/meRKivv3Xt7s2R9zvGzeKcHRZBYXyeQNC3ystI6rm08+SKFpzi4TE9RUUFhbg2//zVQDANqaqj5otQmcIU1v0Gy4C3M8+R6Jnm7Ztd22XXUrhjdu3S8hHcS6197e/JeFCUyYR7XJhpohzrlxB42L6DBFJO/W88wAA1Vulr5954dkAgFnjRCT70osvAQB0dAvNfSCHZH70sVBQ/SwamuSR59dtUcjA2MkyfldupPAYX0DGYkcT9fWmHqHI53OoTvOBBtf2xis0nqZNFJrrqnUUjlNWJD6xlQWDm7bLb6dNJjG6eEjCK9asJtpyjiFGnppD1Nwin9CDPUyrf/EpEVn+1i23AABefkCSanijQmUe2o/6bo1B8S/Np/uczCFHAHD6KRTS2WUI07/5FoW/LlsttPpHniJq9JqNMuf0tNBvxo0Rke/XMxfTbzcsd23V1UTZXclhrgAQtIjG3xY0BDFbiO67b6HQubeurwQATB8j/bOsiHxXcZmM/d1rKYw04hHq84driOKdZ4TvDWeh7FYjtGrnaqI05xeIz66q5HAeQwAymcMqVq4SMf0ODqvo31/EclfuoPLf8f2fubbrb/w6AODNx551bVMnEeU5GpJlSEMdtXlXlzyPPgcL8HAsUn4+UeTDHgkDsdn/RiPSx/Pzyd8HO6XPgQVU3fAdAG3N5Ac6u6V9UlhY1ptqhNoxLd4MZ3KeZTxuhp7F2SZlifNRnnnfmDfK35bvOULEkK+ho5vmiMxiCReIhum3hv67tEFYfI4TDFNYKMLe6Zk0/4bi8r0eDqE0Q/eCoDo51H4A8HAoR09U2sAJd7KNUCiL47YsM0bMEWg2ElE4UWXBoJSlKWaEZKbQ+qytUdZzOZnUDs3NMnc6Av/tURmDKT7yB2G/lNUZeoeUn//1G6GsjqhzsEvmfV8K2XJLxM9HuS13GOFnKR5qw9QkCSErH8E+olnmnKZGqmeWsW4a0I/WNJ0d8r1wlJ5D1Ait8QSceCYJP8jKJ1/T0iLtF4xR+QN+CXFKTqXPtvHbng6a19qMOTE1jdo+FJcQ2hC3WygitiQWKvYaIttOiFY43HdDMgFg1KjR+OgtmmPWLKH3rMmnSFKKrW9R0oyFi0SmYMR4msuHDJOQvpXLKWRl3ix5V+luofmg8YCsVTs4MUeJMX/v4SQcCEtfrOhH66QBE+V7dbyGvuorV7i2D1fTvNKvXMKUWtpojPQbLKFBJf1orjETNgx21iQxGcMP3f1rAIcKYL+/hObltjYZw3Ev9YkVH8l6yrKof4Q75SZr19Pc70hYAMCDD5KI/ojhkhBk7BgK8/r1XXe7ttNPJ1HcV1573bUVs1THyceJCPSH6yhkavIkEYvu6KA2WL5O3q+uvPJy9/MQXrv+48XnXVtXD80jpl/3c5j0wf3y3jSwgp77Hg4HAoDH//oo1dNIOHDjzT8CADQYIep7q2ndUFcjoVUDedk71kh+MHc2rf02b5QQojKWDnES9ABATS2thcsrJNxq6DwKxZ6zeqZrQ5zWF4EUWa/8z3co/DrYIz71iaf+BACwQ1LmnjD5ke1GKPgi7rOzJ8u6dsx4SgBiGeGWL79J70FN+yUcdMVS7k8Hxb+fc+K5AIAFCyQpTsxL/TLJ8GMWC9oX8n5C4wEJof4kKNNGoVAoFAqFQqFQKBQKhSIB0atMG483CZkZtMPW0kosmOGjRBAzNZN2nrKzhd2weSuddvcvlVPFhx56AADwwguys+iI/u7aLcyY7970QwBAe4uIZIZYrM9JzwgAnjjtPLYGK13brJlz6YOxMzZ1Jon+frxe2CEHG2i32eeV3bxu3uXcvFl2bp2UdG+/Lml6n3rmOQBAQYHUbcZs2lncu0fu0Rmk05Kp440U12HaqR42eIxr62jlU7hOOYH42BHStYwTNz4yGj9BxJicNNZDBorQqsUCct3SVHh3ITF7CoqKXdvkybQrWb9HmCWFeXLy/uEqYuW8+E85FR/A6WWPMwSmykpIFLS4SNqtfz/awa6prHRtrU1UoNt+8UPXls0nyEOHyg71xAnEoOnsEkZROYuDxQ3RqXCYU81nyulLEp9aVhvCkJEoXefAQWnfj9ZtY5vsvg4dRmXOyZF+PGIkibANGSDPOo1ZLcEuI8XpYNrtNdOKDxlCpwx+v5zKp6bTydLc+SL+/OrrlO6wbIAITNcd4PKnyW8X/OMpAEBhkZx8rOOTeo8lbXCgnnatDzYwMwvGKXAfQSgcwp5K2knPzqH+/N4CSQs58wQSdDM0IdHWSqdEVlza7P336JTji1+50LX95IqbAACZmTIWqvbRs2xMk7YaNIKYGNUH5QS2O0h+6N6H/uDaCrlvbNglTIZ5TXTaFciQspx3GYlGb6wSH+GIn2cXSJ+LZ9Apiy9D3PwZXyLWx6rVW1xbHQto+m0ZE5V1dIrym2slRfOzT5KY2rAhwmar3+ewacyTUDoJz82Q0/a32GeearBcPl5Fp4KWJadBGRPphGb3NvHjpcV0KlZu+JTQDjqV6GoXxkFOupy8DGK/MX2qpLwdPZb8y4yp4veW8snbRyuFQeNnhoHH8BEpPjqJ/sOv5Xn95G5i+5xygYip/+Wev1OdeuS08LnXSCAwahyRlA2jeS87S4wRTj18oFH8S30lMbs+WiECw3ffSn5vxxZhaY0cSc8kGJWOHGCGw1mXSJ9du5RE9HosOUGsYwdfu1fu6/NSfxs1SoTzQxF6DsONlLGNH1G7DRksz+allyg1eMw4uV74LLHX+hnzxttvUrvs2FTp2k6aR+PR8vbq0uT/FL5kP/JGcz25GnkBOe11+kFzh/iD5nb6bBvMpvQUHssGa8FZW8SN1Lsx22GtSHtHQc/eZcNABHkjMYMF4YoTi81hHni9hogxjwnbbzBUeMzbBvsmzOwgj0/u643R59gh96D1iGWwebzMrktJldNNx3dPni7juIoF4k0WSRczlA7ulxT1/hS+jk/qEXbGh3kCzX3NTFPu/iIeO8xmaAAjZLATnefVY9o4/XcsInO8w9jxGBSlLk5Z7bOkrJbHOqR85rW9hpCyxc8pkCZsGV8yXbvbSL0bZYbV0PEypjtbaI7vNpiGoQiVpXSojGlfGl2v2jiRD8aY8WSk985iQdYmYz3UGKL1Q2tMFpLJGfxskqW+/mSHBSPtEg9w3zbGQNzPfdtgBXuSnTrKOjfG9bWS5Ldep2v5DeabFT3M1hdxoL4B995BbNQLziVmx7qX33f//qu7KaHIt5iVAAANHbTWWbpcWKAjh9Pc1NYqDIoxzL5qypGx2cZ9a9KYca5t5056X0uKS19cuYQYnwUFwsaMBWkQFAyU9fApp9DapNMQInbY0Xf++neurbaOyjVwkMyxP/wBrcVWfCAsopUriTE0Yby80+zdTXPmdV+TVM7/eIEYFKWlsh5ubGS2cJOswz1eGsspqcI2a2Cx3uUr33Ntd91OyUEONIsvauukcRYx5uet2+jdYYqRYOae31MCmg+WSrKbxka6ziN//qtrM1n3Hcz8GzFK2C3LVtC6xjLGjZ892O0/lURlEVaivuMOSXyTX0pMl30b1ru2n/2C6uQwnwDgYD09B0fgGACmHUd++sSThKX14ovUvueeJ6LYVVWU5OHjjZL8xxFh7+wUP/HwTykN+PZdkhTi1NNojbBps6x/tm6m9ezeSnkH7eKyNtYL49uXTe9h2+plfXn2ybR+61co7027K2mOefZfknrdx/41JVn69v79tA4Ntct6/+qrrwYA7DIYje0sDN1YL31i4CAaZw219J56JNH7I0GZNgqFQqFQKBQKhUKhUCgUCQjdtFEoFAqFQqFQKBQKhUKhSED0KgfZ67GQzjR/PwvGhWJC30y2iF66dr0IFu1ielw0JJS5Cg6FSs8QWpYT1jHGEIXMziC6vNeo5rJlRBccPUaEty68gERBs0rlezn9iWr2429JCM6WXUTB6o5JKFRRP6L3RSJSj6QMFgG05Xsp6WR76aVXXNtpp5HQ77uLhFq3bDkJUU06bqJr6w7RtRcvEgr/pIkUFrV7h9DLvEyjjRoUvGCYaFtnnCn567M/JNrbunXSziNHUOhVWoqEV6xfRGFKf//b066tgoWrDjaIgNyTT9Lfzz1NxKImTpKwrXvvJVpfLCI02v37iZZ5//1/cW3nsxDrV68Vka2nnniG6uaR/cUzv3QOAODlF99wbe+8TW1484/lefmYxrZ5q4gmr1xGlPzbf/5L15adQTTr/RwSAgArVxDN8rhZ0p/q64nGtmnZKteWm02UugmThCK6/wB9r7JKrnfrT78NAPh4rQgWL3yTQuV27RAa3YiJJBpbXiZU0gCLDp544omu7SUONcsrkHtMmkRCt42tQsGbMY3oirEWEbaed8IJAIDRIyTc7ue33QkA2LpNwsHsKI+pYRR60V5Vib4Gvz8JRSXUlh1dRAXNzRca7I5tRLu89qvfkB/FafwMGyzichNHsZhvg/ihYcOIZr5qtYzB7iDRwvsPrJDLJRGVfd5JJ7i21EISs6upE1HrjGyi3540W8QDr/zJdQCAFiNML2cE1eeUCyXUaPlq6pMRw0/6WJSvarf8dhz7jc1bRbB2TwNRmovSRPy6kvukJ0d8bEkZ0eXPP/sy17ZlC43VUESEB394C1GZrQKhr5cVUXhIbqlQUHs4LOe0c0QQe/0a8nH76qVdPl5N/qp/kdCh//E4hcZWjBBx53WviW91hMFT08Snn34G0WpXrZIxePFXrgEAfPC+0MObNlNI0pAB8vzXb6O/Rw1Ru2At+cB9u6WsF55PPuzhBx9zbbWtRKEdMVrEhL1WjO8h43zPXhLly0gT+nUOt3lTndB5X3mX/MbXrrjYtVUzLd0MoZw+ngTsH7z7Ntf29R98CwCQO1xCS5aspfoO6CdlmTCa5p/WJvEbdTvIjy5ZKSLLgzmE4vi58hx2bKG2yjZES0dU0PeqKutd21p+rpm50u/+8SKJXXd2971QTBcWXBXZgweJmt1mxBgns3CwlSohLhEO0UjJFiHdgJ/XEUEZ0+lJNB7NUKMQh4GEovI9m2Nw/GYYjcVhJ4YQsd9P4yNmChEzTdsywoWcMKu4ES4E/ntPSMZ+zEPXsQxxYovLYERfImZzfdNlTRDmkL1Il4S4tLPocCBFvpeRRSE4WVkSfokA1aOtS0L8/B4aC16fjAmL124xI7zMZ1Nh/Zb4CidMyeORQns4MMpjiKRHIlJWR9w42RCv7O6mtklPl7HQziFJpkhojEWYDxF/5ufgN0LcQiEaF36ftEfE+Z4x9ptbaA0QSBIfnFdC896eneL7izmRQcAjZU5PpT5WVysioeUDyW/nGiHVdtgJF5cx3dJDgpx5AyQc0MPPLpAi92jmkPB4qoTbJeXRei0QkLpFeS6OhcUfeFk4NjNH2tRp86gta1+nfU3R6SPBa9Oz9qV7P/F7iY5oJIoDdRRmecM3vwcAuPzS89y/T5lMCRh+d4+E+MZZnHb/QQkhKc1nOQYjNPY0XrvsN0Rnc3NJMLy9S57NlPE0D9TVyfeSPPRca6ok1GhAOb1HdHbIbwO8Xp9/qYTz3svh63UH5X3DSZqyeZv043CExkCG8U7ohAaZIZMXX0iJHZIsGRfreP1W0r/CtWVlUT9fb0hhlBbTWOkOii+PhMk/Oe+aANDBguCZmTJWOllY30xYMnAwheo4oaIA8MtfUMKQyZNlbe5n3/Dc8y+5tseekHey8kFU7n7GWuL662lNVVEmSViG9qPv5Rl+85knSSqhf38JhSwoo7Fe1yxt/sEKer/KzZPw5uISev5Jhn/dsYvWjdVGAoizz6NQvY4eGZu+FHpOx590mmtr5D7Yr0LezV9aQMLN+2pkjbX5b5RoJxiUcb1mLT2ns8+SUPW8XHpe48dK+Nm2evJPJbkidh/icoUMf7xmE0kUZBaI6HSIlfTDhs+P8DqlKEeefwv73qJ8sVWu4TXWQHlGHQdpjAwvo/2M+n0S7vVJUKaNQqFQKBQKhUKhUCgUCkUColeZNqlpAUycRqKq+xuIIbB5m5xSj55Au6q7dgszwuuhHfuqatktDTKppWKgpCR7+pk/AwBKy+Ukd+26rQCAqZNFxK6Z09GWjpRd5C1baVft1LFyEt7dRDt7137tKtdWv592WPcfEJG1hYvo1DPZL7uqxx1HQo35xo7myCG0c/q3hx91bes+JnFJJ1UzANQ30Klsbb2k/zqF09K+WSuMHPDJ3MTJsotYxynTso1dxMq9LFg8WsQjr7qKTsf9hpDbLZxCd7SRHn3YUNoVzMqSVOM9nOK1op/shjppkENReUbFJcLYicZoN9IRsgQAi9Nn9+8v6d3WrFlK9x0u7TFwIJ3C9iupcG3rmK3S0iJCjh1dtIN6/nnnuLYTTiLGwg9+8E3XtuQtEj5e+p6IvXpZbLpqn4hY/e5e2vFubhImS3s39Z3V65dK3ZhhFYNRlg46eSovk9Om1lYq3/qPt7q2whIaC1VVcjq49AM6xZ44UU70y8voxH/wIBGAdRhl8ZjsuxbwLvhVV33FtQ2aSaf7L/9dduaff57S7s6ZI/39sgupT6xeIemG41HaQb/tTuobU86RcdRXYMMD26ZTuMEsoNvQLP3w+RcpLd+oYTI+amuIfdN0QE6GMviUcOs6YWSksrhzqSEuvWY9+bOYT04Vfnzr9wEAzY1ycrlzM7HcJo8RhkLFKXQqcuG5cjoGTpGdM0x26MEMvs6wsCBmnUwC5tGgcZrBp6ezO+UEAZzq9PHHRMguzU9+wJ8pJ41BPj2rrZITDl8Gfe+eh+5xbaMmkR/95reFLePx0olEqE58WMVAGufL3pQ0iHm55DOXvvOWa4tyamFDjxODWLR3ZIX4proqGmONZqruhSJC2L+CTrH2G23+wEMkEtzaIv779DOorY+bKoLotfupXT9cu9q1DR1FLJ+bviu+JKWYTlIKO0Wcz0qi5/Xlqy6QsvIJSq6RBr4gj3z0CceLkPjLr5JI8KIPhFHZzCL6hf3kxGc/n+QsWyUpQHP4GZ5w8aWurbu6EgDw/nIRo7wkeiUAoGKSiBY+/NL9AACvX3z24398AgBw/8N/dm1hTvc5wxBOTEmlPjP3MvG7rz/0RwDAvDnCDOyIUH969WVJeTpkGJWhvkl855qtxL4ZPkpOGvsagj3d2LCT5pedLKTrTZa5dvAQmjtzjdSxNqf/NplyBzjlcsAjv3VYA47gLwDEmd2Ski4CiWkZNGfH4/K9dk6+YDIZHDaKbXzPYd2YTBuPn4WIY8I8YYICoiFD1JWZKXGTVcPfixvsIId1YzJtHEHlmhYZs0HQeFq3TZITFJfSvFqzXxgeySwSabJNkvizx1jmOgyfeNQUouW054Zop1NNG4fX12uwfjqMNNvJycSSCgaFPZDETAZPRO4XcdhKhiB0ZiaxRkzmTlcPs4wyZFw6f7cMwWqHzROLSz9JTeP7GuVvZGHUAUOEsdjM6cmTjPTpzUGyFQ2UdVgoSPdtbJc5MdJD/iC/RPpxkPMwWwF5Dq091I8L84RFlplJbA5TdDSWTGW1jKQJqQF+rjHp2x2cYjwqX0N7hNrKZCr5kuiBWcZk4rRfxEgD7vNR/wgYbdAX4fF43OQWVbvJ7/Q3mK0L3yJmum2kxe7opHYrLRJGRkM1rX8mX3qJaztQS31nUH/53j5OYNAelLZ0mCndBrOwlMuwebO812Vn09wZMFLXN/B6fssKYbKv30fXmzJylmtz1tKWwSLscNPOyzibezz9pl95hWsLcn0f+dejrs2O0jjcvWu7axvGKdAvv+J8KQuv/fZVi9+J9FA9JzJDHgDqamnd02YkSRg6kuYzjzHHDhtB69E1q1a6Niftc0ZAWGkx7qsbdgt7adosYWPvZMHb6lopV+UeWnOsDMuayM/P/cKzz3Zt01k4+KAhuLx2O/navDJ5N0tN5ecUl7VzIyc5KTYEfEN+mnec/gIADZzYY88+YXMtWkzlWrdO3sMmjad3mpxi6WMOI2fjDnk3GzyY2rKzTdJsp8Spbhu37HRtZSyoXGvMEyVF9E5et1eYQEO+TGvFU04X5vpHG+hZr9gs6/2UDPJfPZ3yXEtzaB13ymmy1tm8kd6hLjj3DNc2liN7kgzmYyszmaYdR4kxtt4v74afBGXaKBQKhUKhUCgUCoVCoVAkIHTTRqFQKBQKhUKhUCgUCoUiAdGr4VF5BXm4ikVm4x6iKeYPF6qmw+Tsufl21/TOG0SjGjxUqPG7WSQzKUX2nDJyiW43eepxri03j2i0D/z5YbkFU1JNQcR+pRSCkztIqEvT559J5TwgFKxCFnKb9QUJEznvmlPpg9GSIaaGeQy6bdN+ov6NGC1hRdV7mS7mEUpfClM0TZrsxx8ThcwbENrthi1E3f/SmV90bRUD5wAA8ndIuEZ1PVHqHIEoAFjCtPpfPfA71/bsYgqZCRu0ts0fE82r3aDElhRR+bs7hBJZUlBBtqDQ31IzpEHyC4iSll4nwlaOKF1+kYjJ5eaSzWPkq/dyG3a2SghRfQ3Rp83wqLQsos/2L5P+9NzTFAKSky33WPr2JgDAzl0iYuYIGgbShFr7nRt+AAC44cbrXFs5C3k9+OCfXNvTj1O7dXcKbfDr19Nv5s+f59oWLSQB5OxcCaMrKiTxrxgMylwDhfxVVUtY1ssvkejwiFEidhzuof4xbrwIJf/znyRUZvads5nn/ehfnnRtDsV+52YRvlq1mGiA55wtYR3z5s2n6z5J121tkrHQVxCLxtDSTBTWpctJqDYjV2ifO3eQwOvevVWuLTfb6UsSfrl9J9F0129Y79pyCsi/3HqHiF8ns+Bk2QgJZ2rdRdduqZP28zPt+4yZQqscPZHEX1cvkXCWSccR7bahSkJ6ukF007xyEXBtbaS/B5KFfutjNdD2VqFzZhaRf7nzlyLE/dY7FOIZ9Uq/8aVTnywbLVTVsuH0efb8Oa7t13eRgPXL74pIniMGt+JDCfMZOZDC9MrKhErbwOKCsy8+y7WtX0whoKFmCRMZNJLCA1MMaml+OY2jy66/2bXNnjHb/bxtJ1GxQ1GhUB9sJf9pGeNt/KSpAIBMQ0jQEbW8426Zh844h8bCspXvuLY0bqPRI2RuSs+m9i01+s4l55AfaD4ovjUSpGdYtVPCES88i8IV9+yWkOF2DkGIG+KxEydTKF9bt4Rl7eQw2GmzJOTxxVeIDj9lmlCp77jrPgDAbx8TH9YTpLkhzQgtuOPuOwAAqZDQB8Tp75s3Vrqma6+6GgCw/GkRgX7+mX8BAN5/SwSLr7ziqwCA3buE4l0+kOjGTc0yLgYNoWcdhvTZvoZILIr9zURzHz+FfHZZPxF6jLKwZJch4BkHzXPRsIQuOAKVXWEZl04IjjmPpKRRfzXFdYMsWGuKsKalEXXdNrSEuzqoH8aN75kUbimLIzAsay4PhxVbIUMol8WQQ2Hpr14OU4obYUOZ2eSnYkEpTEY++c4hRhKDog7yOcGg9Ic2Fv9MNsKUYizs7TdEMR2EjbBsJxTGa4RWhI2yOnDawBQL7umhtvJEpb6paRI67oSsmWHn0QjZPGbYDn9OTpcQiFCPrKfca3OyDjOM6kjlSuJwN/NZRzhMyWfcN43D53oMUd8AhyKZ4WK+FGqjzpC0eZzXFGnZMr90tXOoXlz6Z3E/8u9dRviRFaHrpefJOiwYp7bMMcLjnDr1GL6uxxHh9hr9k0Ph4JVn6AWH7xkheGFeO8aNUEJHoNsKSLtYPhbZ7tW3of97xCJhtDbQPPCTm78DAGhrkBDlKy4mgd97H5SQVydUsrhE5vnWOpqn3ljwtmu79jL6bXuLhD1VuaZOPwAAIABJREFU19AaNWCI//ZE6blPPV7CjceOojDYD5ZL4pOcvGy+r0gI7KulkJVt2ze5ti+fQevRFR/Kb22OvZxsJP8oKaa1UHqyEQ7IiUPgE1t+AYXlrd8k67hojMZASZHUo6aGQlX++sR9rm3NqmUAgLMulneusQMpVOfyyyU5wz333AsACCSJb3juWVoflZbLumDTFgpDihr+/eJzKRzroT+KWPT5XzwXAFBcLh104UIJjS4pp/e9Dz8SkePB5fw8e2SsZ/O6xjaEjzvbae6dMU3em0MeGi/p+SKz4SS06TBCvsBhZSUFktQgxq7W8sq47uTw2dpG6TsPPkECyPlp8vw3bKI2+mi9PP9rrr0CAPDk88+5troG6p9xQ0w6zCGnCxfL2vm8cyg8qb1d/EnER9/LzpFnc/1NlIxiw0zpE2UDKDTUWWsBwGYO0e0OynvnwMnUB5MC4p+yc8g/rVsj618nRGtAuYyzmdNIGiEe5kb7XwTTHSjTRqFQKBQKhUKhUCgUCoUiAdGre8tVldW49trvAgAivNN+5XUidnX+5ZTC9OzzznRtucyg2fTxFtc2fDztggWSpPjTTqDUYeap3c4qEi/yeOV7RSy4FQ8ZYlwdtCv4zNMvuLYxY2in+Mc/vsW1dXbSDmSzwfr4w70kytm/v5x6B1mwNjNNhNfS0+nzl74kdXvxOUpvWlMrDJWRnEb49C9K6rKF7xFLI6fQSAfKKR/v+tUdru3PD1Fq7fw2Kcv2vSTM1FYl7ZLOjJaPV8mu5MBBtAMcDoqw3rARxFoZNFhYA3t30O56OCynRHnMXJg4XsTCvJaU9ZIv0y703C9IWvS2Njolbm0T9s1LLxAzJuAR0bmAl05nBg0Q4ehgJ+0U762UNLjJqbRbXlQg4nl5mcw4Csqur9eiMhQXyomRn08b0rNFOLown/rJL2+XnfbH/vU4ACClTE5NTz+FTmlGTRZhzxif6H+8XgTVTj7vSwCAF5963LUtXkEn4VFD3HHCADplTA9I+T5YykJlcTkdWvMhndCnGynaL7mIxlJHl7Tzvb9/EABw6cUiqL2RmVu7DLbRGD4NWbtGduuzWQDx1QWUXrm1TYRv+wrSMjIw7YS5AIDJUyjl5X1/+rv794xcOl0piQoDpKaKBOm+9a0vu7ZhzJCbeqGkKGzgVPL5JdIfGg5yGxlifzs3keB4clhOH7027f7v3y7Mg0d/Q33t6m8Iu+v2n9wGACjjtI4AMGk2sUPMflPC49cXl3GJOO3Jv/xPEfrdvYme+fChks765Vf/CQC46/7fuLYrr6PThy5bTkfiUaqTzzht//6tN1I9jBTdH7FQuB2T+jopGxv2iq+zWI30md8+5Nq+eAmdYg1NGeraUplJEOqSE5PkbDplMU/qNhkndD4+cc/INFIxttK46DFSdg4eTgyggF9ObZZ/TAyR/WYq2xbyU8WlwmIcP4tOp1r2yTM8/cskBPzCw0+5tkVv0jx06vnCKNrJLMaKodLvmjuIQfjTn94kddpMfbGystK1jWEBw6GD5Bm+9Cw9w+RJcjL0wU/vBgDsOSD1SGfR0OULhOEz85wKAEC9wbwLdZOPHTSgwrUlFZA/CHaLf4lEyHe++KIIDAf54Ki4eJBrW7+W6jFx7AzX1sMshNQkmU993Ce6DR/W15CRno4TjyfGk5PKubtL2B7dfPoZMxmlLJbqN9YqTvra9GQ5FQwx48FJ/UzXo9NPM92xzSwDU5jXSqbPsZCwEaIGY8O1eRybjHMmKBwqTswsDlMAOTlIn20jVbbNLCJ45HpxFtKNWHLqG2VGSUaesLviKZwKOyT1sF2qkFEPbstQxGDN8KVTk6V8DsEmYqY4Z3aGyVSKMnPHMk7p4afPXWFZI5lCvw6Lx2T7ePi5GtMBwnzSHe8x2C3crl7jek5ZrSOlbYc8Bz8v402mTbczRs3Hy3U5YmJr43lZ/Nwto8weZqNkZkhfdJomFBI/7ySbSE6WNZcdoOuZ7CCwcKh5uuzc70gnyXbcYHg5/chkFvHz95jsGx5LznOhn9D3okbq+jCzjHoMxkNfRHd3J9avpSQZfpue/9jhMo8OG0lz3TlflDXMs/96EwBQXyvCrCefRMzQ914X9mQhJ0sxv5eeQ2y/fIM9Mm4WvTeFozIOf/aru+i+Z0sq70FDaW4IR8SPzZ49EwBwsFHWCI6PbDVY9UUsfGuOi2AHvU/U7BPGdHs72doM0dmZJ9Bvd+8X27TjyFe31IkQbGsnreMeflDWRKmZ5Ef+eM9vXVsls6jXGgkqYhEn1byUrz+nE88y0tQ7YthVxtxex8kbjpsw07Xl5XAShx3yvub1S5/u7CD/P3SARHG0MsMqYER7nHQavVMmJ8nYnDmTnxcE517zFQBAQ4M8h3YW3z1wQNjCUydSxMljjzwq5d9Ha5jlq4XhlclrsN/+9l7XVlpAzz9ipAEv4YiXPbsrXduAAfQOOm6ssC83baH1VLGRnKaak4fkZcncUVhIfbauRtY/QR+N8fEj5X3Nv4Oe09vvSJKM+V+YCwA46yJ5X1/w6qsAgMnjheE1aRIlANn9kTDBvOyXgsZ6/8wv0brWfOdy1gElBbSmNP3UJ0GZNgqFQqFQKBQKhUKhUCgUCQjdtFEoFAqFQqFQKBQKhUKhSED0anhUPG6hp4eoo6XlRNv785+fcf/+hdOIijRy6kTXNmgQhebEDSpxw36iaPU36OGxKNGeVq0W2vdddxKNrTMs9Ot4I9Hg/baElbQ0ktDuZSdMdm3pOXTfvTsNGh0LXQZqhW514w1EZb/oQqG+zzuRvtdpCIDaYaKp1dUJlT6XxQQ72oUieNyUSQCAWTOERn7f738PADjxFLHVVtN1Lr5EKId5hRTeM+a4s11bWw8JlPYfIiFOJ552En3IFtrwIhZ6GjXMEHyuJMrZqV841bXVDKcwgeZGKfPxc+h6Hd0idnzXXX90P+fkE00tKUVCpqJRosU9/riECx0/gwQzK3cKtc7ikKDtG4V+/9e/PwAAuP8hoS7W1lUCAD54f5FrGz+OwkgGlgtFdHsuhRrlGDTF7bupnnsMauVYpsB98UwR5q3fSpTJs884z7XlZZNYV4dB35w3byZfQ8ID8oqo7pOnSvhCT5zom8WlEiIx0DMYADDoK1e7tslvkyDcUyysDADnn0f9LTVd6Mrbd1AIYWOzhJyVcujOhg2bXZuHh/3kSSI+5vfR/u3CRW9IPU6keny0lgTYuiFhJX0Foe5u7OZQlMHTaPxk5UqbVX5IoTBpGeIPLrryIgDAvMvOkQu1c9hTo4hyp2XTdT5cK2FwBblEdXzqDyIkNyCDxmW0XUI+PB4O3+mWsJzf/OznAIAtu7e5tjNOPAUAcPtvRDR8xvS5fD0pXlKUQoj8RijA/JnUR7qbhPwa4zCNxclCm332jKcBAA8/LOK0gRy6XltMQuK83EeihtB1J1OBC0okJPOUc6ndemqEXpscIkruq1tfdW2hDvLpuUaI0+JFJDx/6rmnuLYt26hfjxwywrVNmTeX6jh/mWtb+K7Qh3PziSbrNcJNHDHNDq9Qclt5rJhU5uljiTL86qtS1ht+8G0AQNtGef5t1fQ5PVUE+8BRMCtWfyzXY9ovPBI2MWgc0X2DUQmbqd9CIUTBAzLnpHDYZ8QI6fJxOMffH/2bazuNxQo3L5Hwxnc3klj98ZO+4No6Oym04/Hfybw7ZiKFThZmS2hpNE5tZAp0Z6RSm/oM4fxxLNT32FPStztDdI8pxjyel0kU7/ZmGSttPD8WZYqobnYOjcOeiFC4+xxsACFHbJieW0e3PD8nZOpQOjTZ4kYcjYdDSEyhSmedY66HHEFWr9cMfHFCXOR7kR5HmNUI+XFCTIyQR5vLEDN+64YiGLdwxHyTjFCYlBQOjzJCV+L24SLGzvWcMCn6DdWtxyf+Kp5Kv3HEdunHHH5gCPTGWEzYMoTHnTKY4Uyw6XqmWL8jROyEAAFAmAMGPEZIV4QFbZNSRbDUhNcJcTJCF5zwKfM6MQ4LNMvvhCfFzZAkLn/ceFwWX882H6ETUmWEi8D9nvFc+Uc27MNsZviWx/m7cWNHsNaXZITbcRhYpFPat7WZ1toxI0yph/tsUqqE7vq8TgiJ0U/4vofY+DJm+1n82QzBc6LGzD7mTSKjGSLo9ZMtYMkzirLwahyHhwr2Jfi8XuRkkihsWQn52/ETZL3Z1kYSCY2NkuTi5JPpXWXXbvHza9fTnDp3voTo1DXQ3x2BdQDIKKD5YMhoucfVX/saACBkiD87YUo7K2UNc/111wIAig0R29Q0Wgu9/IIkNZgzl94tWsbIOiSZpQPq6+U97KEHaO1SWCThMVOOo/XtrLmTXNvuWiq/L0n6YmsPzV0pybIWa2yh0JZBg2QNP2AoSSYMHiJhSPEg9dXnnpIyO+FHQyrkt4W5tAZsD8o82dJK66OxYyVU5+136D1nWD+Rg3BE7AsqZY1VUyfh6PUNFJI0auBg13b8TJKqGGwI4E8YQ6LJ2eniv371G3q3POk0WW+l8fttwFgTO8kZNqzZ4NrWfEDri7ZWkd7wxshv/uqXt7m27fwe2WKEvZX3p3eykC2+/kAd9csf3Pgt1xbqIH9yzRWXurbFS6l/fvCBhKSdMIve9dIM8efqXSQNkmSIkwd5jG/aIskevnQahS6NGSXry8xUmsca9st677obv0kfDDf7xkMUBt98QBKFNDTQmnLqTBk/by+k99KiIgmv7+Q9gVqWVAhHZcx8EpRpo1AoFAqFQqFQKBQKhUKRgOhVpo3X60FWFu2EDRxILJmtu0U8cvo0EoR6b/Gbrq25hVg1/3rhRddWUkLMhJlySInh02i3d+ap813bY6Np5+y4KcJQ8eXyaUNcmCInnTIXAFBRNty1Pck7aEMGjHZtnijt2I8bMd61LdhFYrj/eErKt2opnXZ+/6bvurYwp3RctVKYQE2cQjknS3abN28mRkRhvpw+lxbSrrkHskM6cwa11b5KYbe8t5gYGZcau5I5ebTrO2Om7DY7DJtH7nnQNT38Zzq1Lc6TdMiXXkDXqdxd69qqqmiHt6NDdoz3PUMnxC1NxgMxTuR27qFyXfNVEcMNBKgtTbHm9hZqj5iR9jQnixgxQ4fJrvUTT1NZp04XcSr46NlNmTDNNYW6qHsX5grLqJBTHn+0RtK7WSx8PHuOMF68fJo8Ybzsgr/xBu2me3xySpefT7vRA/vLbzdupt3owlKp29LlVLdLv3KRa6sYz33Lksb61y9JJLdq7w7X1sGpUufOlTSKzSzkvGmzCGA5B6hJSYaQM6eQn32CpP1tbKSd4Jdekj575eUkYvw/N4gILvzUBoMGk9Dcvpq+J0Qc7OnC5s005hYto3TSew7Krvg5l5BA9Fe+eeVhv+2olJOcCIt9LnhFTlS6QtTf5xwvqd1zs5nhEZX98NmctvKte4R94/HQqc6YkXJqs+glunbmAGE8fLSNTgt6OuRE4hvXEOvj4af/6tqSmbW3fa30m717aKzmpsv1SvgErrpK/O6rr1CK5mtu/qZr40NvhDqFLZiRRmOxvUNOVvNzqb4NhthtsofGXWut9JeKPDoFCkBOuGrq6RTDPA0ePJnaYwWf4gDA4GFkW71S2CuZKXRy9e1vilj0Dd++RsrP+Vsvu0yeq3O6HjVS/OZmkUheaor41vnzTwYALFkqzB0E6VSkercI8Y0dQT71zjuF8bdjG7W51yNjf+QXSbCvrUPYFpEUGlv5/cXflvupHfJS5LQweJDGuSmeHAyT7z3eOAlNy6cx/5s/C1tq8nhOZ54prMJ0L5UrN0kEmg/yuB4ySea6P99HbMalS9a6tpxsmpMmGWkwk7LodGj6PGHVlBbNBQCkZhrMhRD5nLknyvdeeu5lAMCE4RWurWIwCQ+2twtzEaIP2CfQ092DbetI1NJJ/xww0js7zBTLoDfEHWHUiLBbbGaFdBvP3ma2m89Iy+3jE+JDRHOZiROJihiiw/CwDJaBQ84xWToOu8EUjnXYD6bN+WwyVBwBcEPT1+V1WLYhRHyE3zpo7zFYZfwTh+UHiGizx1i9enwOg/rwlN+pSamH2aJGimsnVbfHYG44jBLLUON1RFFjRj2ixulozEkxbTA2LG5Xk/HnPCfbKIPFFBvLYLfEj5AC1mEtmYwc2yXayG/9AfIHXmMh5vzVvGos6rBbpMyuSLPRPzt5vdcUkbkzFmLm0RHSrPd0yRwRZ9aNKQhtd3XxfY26uSU02FJcJ7NuTp8xmTbRsMOWkecRtsjPx4z1mi9Az8FkhwWYGWWyefoiSkrL8dOfk+hvLEgMhfcXS9ruU5lhP9ZIlZ0xkNbV65cLY7W9leaVXIMZ1cICtJ6AMQ55Db/gLblHdhH577p6YeQM5KQHHc3CIP1wDc0r114l8/MrLxPLZOb0Oa6taT+xM3IzZE7cwgkgMjIkcciJc2nOzs+X73m4fO8vkdTLzd20ZhswcIBrq9xHAvwpnRKRMWMOlSESk/o+/TStzwqMVNhf+8n3AABnfVGiG6q2EbPksRcecW0lhTTftrcK22TcaGLTNDXKXFdcSnNsVa0kWak/SGuK7CzxY1np8nnUUJrn66srXVt5MTE6TH8dSKbfPGO8S9c20Hi+5bZfurbxk2iOzi+SdWM+1znSI/OJw+Z641Vh508ZSWykcKeR+CbA7DaDoVtbRe+tE8cJ2z+d1z9lhfIMh1bQu9uIYcIYmsXiyXkPSwTFD75yAwAgI1XaZfQwWnMuXyhRGhEfOZw5c2a7tow0eocLGGnK2xqp/KuWybgYNYEicf52z+9d2/aNNM9fdL681zU30dr1lltvd21FnLzmzXcXu7ZzzqR3jySeG3pCphz0f0bf9lIKhUKhUCgUCoVCoVAoFMcodNNGoVAoFAqFQqFQKBQKhSIB0avhUTYiCEeJZvfeYqKkDR0iYsKtbUTBuv6r/+PaLjqfRF872oRa1XKABIveekVoSvnFRKn69e9+5tpyBxElaXezhBD9/me/AADMnCwhDW+8SmETLz0nNK9kphx/4cST5b6tRCNft05CnJIsolSNHynhR07ozwP3/921/eUfFMowccJU1/a9G28EAGzdvMW1jRhGFPUFCxa4tlA3hcfs3SVhSksWf0D3HSPiU+msG9XWImLHqWn0iJMHCA1/+zIScPrTQ0LfGzmEyr9vr9Aab/7ZnQCA3/xcqHOlpdSm23eIINWq1UQhKy2RNgiGhOKcy9Q6R2QLAIYxdW3UKAl7qtpFtMIkjwhg2RbR3cZOkNC1E+ZTuEHNga2ubdRoosqlDRQBr6VPURve+rOfSj1HELXODO9qOEAhCDFD3S87Qs+/X5mU5crLSbBqQJnQMhsP0nXiEYNa7aPydYdFKXZABdMxbaHgbV9DNM/6eqFMjhxJ4+H1NyREsP8gaquCYgnB2rSTwuju/auE3ICp2tW1EsLxyKMU5vf4k4+5trFjJgAAZhkUwY0szNUTFqpmeRk9t8eeoH5ywtXno6/B6/UhK4eoqZv2kB+47htfdf8+aAqFekQlWhJ1lURH7V/Wz7U99aeHAABXfuN7rm31wncBALYRzpfqp/4aDYu/itXQ8wh2iq0f02CDHYaIG4tythq28v7Ub8r7iZ/cup3q8dcHH3Ztd40kKuZwI9wKPqLG5hQL3bSrncZlyBDivOYmCovaskLGdCvTiGeeYozpFurPeelyvc4Work31Iv49dgxRL9+7YlXXJs1kkWH0yQsJ20Eja2NuyRUa+vHRL+ddepc13bz98inb1wvAs2lBeTP7vr1t13buFknuJ9fe4YowN+78euuzaH4Tp4yxbXt2kltmZstAnF1tTQel32w1LXV76Pwr9MvFnHqv9xJfeLtVxe7tmiUQgACSRKS9PAzTwAArvnmta5t7EkUxtmwXwQFU3OcdpUwgowC8t+TThcx4QNbKUwsZgmddu9+CqObM0/oxgtepnmts1tCGiYNp7FfVylzSfMBmtfqNog4X04O+alBg+VZp2VQ3x4zUcZFIJeoz1d9XUJyLRZP3mkkBRg6g6j5z/5CQsnGTqY+HeqQvrj0AxLsmzdP5ue+BgsW/ODwXw67SzJCQ8Ice2gKevs41MNrCu4ytd0LQ/yVhVbjRmiIE/YXM0KrHBFbM6zEET6OGmEvTtiOKYrshEJFjRicKAfVxAwBZOezNyYhOH4nDMjUdOWf2FG5XjjshGqZYS+OoLJpo/p6DxHUpQvG46ZwI1/b1OLlM0lT/NPDMVWxQ8R47UPKCQAeRyzYPry+KckSSmkZZQXXL24GIDnFMsof5VAkR1QaAFJYvNSKH/5bU5jXESI2T1ud8FKzyf0eDm0xrudc2zbr6TlcEFhEoo3vcQiRbTyvVBb4TQlIGI0TYhQ33iycPuusiwHADh4eUmWGcrjfY3HnQ/qJx1EdNkLJODwuGjcEpjnsLRaSCkf5GVlhQ8TaDY867PZ9Cq3tHVjwFoX01uyltfGdt37f/ftrr70AAJgyTUJU92+huSQ9U/p0YRHN0Z2GcOzocbT+Xr5CwvGnTqa1wYbd8q6ydBUl+hg/VuahIEfURIzxX1NN7xmrV8n1Tp5P6+s3X5V42BNPpHmjsFCe15r1VLd3jKQZTt+ZOkPer0aPIWmDkmKZr5a/TKHgpYYA8tVXXQ4AyA9IG6z4kEJcfvWrB1ybI2je3iJh3++9Se8+v7j5R67NCQe658fy3rR+I8kxBPxSj2FD6F3lhQ3/dG0BljYoKRfR4RmzqS0vnyzh33+89z73c9XuXQCAKy+80bVtWkf3279f3gWaO2j9tn6rrKOSOTQoZiRJaOugB1ZVLeHo8+aSvELMEMXv4dD5ucZ7RGEqjbkhA0WS4sAaet+8+Yeydt65k9Y9XR0SbnXG/LkAgGIjxO3vf6H35mkzZB2alUfruK0bRQqgXxlJOJghxzu3Uz9ZtGKxa1vyMa1x6vZKqF4LC1rv2rrdta1bT2sXM0HJNy+5AgAwfYr07RFDSYIlJSBhWbv30t7G8JESbp6eTfIFPWGZs+rqaAzMYdHoJL+EPH8S+ribUigUCoVCoVAoFAqFQqE4NtGrTJvBgwfixZfpxP+WH1F6254e2Tfas4fEl6ZNk52s8aNJbPbtBSJ2VV9HJ9GhHtm1rKmmHcX3F4no1GkXsPiqkbb2hhvolP2Gr//YtbU20m5ffp6wNHJy6aS0ep/syCWn0A7qOWd/ybU99yztXufninBwSysJWl14wWWubeE/6QTxpHPlBHHoCLpfZqakKfNbfGIQMk6RYlSWrqAIZV12CYmbTp0qomJ5nMp45x5J7zxhAu9Qdsup7JNPU3rvqMEOaWNx0eRk2TEcVEan9tVGivMrLqf7+gNSvh17aEezuUW+F4rI/bKzaec+FJYTrzRODfq1b3/DtVVXUVvX18rJsJPCfc8+2VW1lxEtYt4XRIgzzvuPbz3+hGvrbqHvhSNy35176ITZSUMIABmZdFJUVGCInW2j1LRJXuljK5YTuynbeF6OsHRtjZQ5yqk8Bw+pcG2FxbRzvmO7CIwNH0OC1m0t0mf37Kbd7YISETvrCFJZTxh3omubNJPHiGWkL+4glswTTz3q2j5cSycZQ4ZKKvfnXqQ+awohnnPOGQCAkuIy+d4LlAraEUBrOCgnL30FlmXBYoGxb91wEwAgc3CFfIEPDkrKRJjO5pO58RUidHbf7XcDAHYslpTKtTuov5YPklMFK8opsA0xte4w+ZfkTNm1T8+jv1fuk939HH7mu9uFtTLrJErFeNcfhBU3ehyN+YkTRRDdn8Un+akypt9d9hYA4PqrRRA9wic9Tz8vKZ/feoYYMTfdJKdFhWXEguj/gDAEHn3+efpgHAYnc/rsfqVymtVYw2K8xiF0JacxH5Qn7bxtI9U9J01OaoeNpH762svCylv7ITFxHDYgAGRxmu1f/FLE3l54c677+eRTiSG5bbP4jfJ+xM45eFBSng6ZQW244pV3XVsmCwGnG0KMD95Pou0///mtrm3vbjpRsYxj5SQvn1gZYqU7WXRvw2ZhsgwdTyc0BYXSHg5++aO73c8Ha+g05ic/vMm1JRfQXJOaKvco4C6YlSXz0Iql5Jv27xP23GuLqF2PmyiC7blp1JapPjnpyWXh3CsuO9e1BbKZYZgibJB2Po198GERtW84QEzPc886U8q3h57DqReIrfUAzeM7NolP/Aani/f5pO37GrxerzvnBbitYgYPIhqludE2UpF6/VRfyxhcIYeNYqbKZmHZuNG/wpxm1WQqOIwHv0EfMEkc/w6TaWEfgaXjZ7H8IwkRm/NIMtfDY6QVd9kNxkm7w4jwGOLJtu3jMhsps21HiPbw+5plsQ5Jd/1vdTJEjB2xW4/BfHF/a9zD+a3JLPFwG0QjcjoMg/HkdepiJBZwmSdGWZ1U6j0xWSN5OFW5x2D7OunCzbo5fzbTgMNz+IO1Iy5NxzA6tB+TaeU9pJxUvsPbNyWN5oFkQ3TYy4UxxUmd9Ol+w3c6gsotbYY4qc1iwkdM+W0Kajsi0VI+j7NuNVN+OywtQ2Q7hcWko7askRzB77jRF+Ms1n2kPtSX0NTcgsefozk6PUB1ueobklzgnrtvAwDUGuzO3HximI6bPNm1LXmX3rUWvSZMFodVcdK801zbbmapWkZ/Hz+K3te6DSHa2mqab9OTpc2/ds31AIB33nzLtW3bQHNET48kNNn9GDHF9+yTMtu81u83TFjFe/cQS3+f8a7y+vt07V/fdodr8zPLcX9VpWvr2s+MiCwRu12ynNbk4Zj0p9JSup/PI/fYsonWNV1G3y7MpnVeml/84qhBNM8H0oVpvGEHMWRGGGvzJk7G0tYmc/Z9DxKb3pMi7fz97xqsGk6qsn+fpG3fwSyTfIOd/9dHHgUAZBeJraGN3injflPYnsZuqiHq60wezQ3yngMeN1GDMTgFS1MhAAAgAElEQVR8CrG47rtfIgBu/PEtAICf3y0s29r9VL8kr9zjlQWvAgB6OmfJbXkeee7Zf7m2nCJ6l9q0ZZdrS0sjJkvIEEC//mpixjQZfWLGJHpv2p0i73CvbqG2emujrM9iMarTnBOEReQZMZyrLf1z4ABaJ3d2yztmQQGtpxby+yIAJKdQPTONdOt52fR56nhi+6elylr7k6BMG4VCoVAoFAqFQqFQKBSKBIRu2igUCoVCoVAoFAqFQqFQJCB6NTyqq6MDK94jccSrryDq0tKlIkR19dUk1Dhq1gj5ETPCBj0v4SI7tlD4j98rVLOyMqK+v/2G0OqTAkT9Gj9RaHT79hJ1OzNVKGL7GinMocsjFLzKKqJZFRbKPRpYAPn6677i2oZxCMyy5SK66FChnmGqIgDEbaKSrV673LWdPJ+EMx/+61rXNv8EEt5as1Js+flEo8rwCA21vZ1o8xaEWvf220TxHzdBwibaW4mi985fnnRtN3yHxMmqqg5KfXdT2FDTQQnNOGHWHABAUkBoow8/QuKnI0dJm97yEwoZuPtX97i2lIjQ7Tq7iWpWVSkixxdfcDEAYNMmEWEuzCP6fWWVhIw4996yTUSHX3+X6vnUc0KZu/EGooHOnSuha2+9QgJpBw9KPQvLmQLpFWryAQ77CfXI9y6+mER377tHaH4XXnghAOC73/2Ja8vIoH7U0iYUQX8y0XLfeHOJa6upp77zneEiRtp6sBIAMGKoiEQ32US9y8wWobQ8DlmqqROB6fpq6rO+RhEaK+lHMRLjJovQ3JqPqX3XfCTjLJlpeLnZEsLz0j+prQZVCEX0F7eSkFp1DZXzyeUijtxXkJ6RhePnng4AaOxmwemQ0HRv+DGFBKUZtNW0dAppqKuU/rDoDfJbA8vlWW1icblzLr3QtS1eSJTigqIc15ZRQv06liL3bYwQDTZoUNUPNtPYm36yhMEd6CDh4JGTJri2OIdNJCULXRZ+svV0C023/1CiPr/w+tOuLdOJbJGv4fjJJNZbUSrhoZaXQjI7GqUN9nxEYUqDxojAWkcb0ULzi6T9gh7yOYOHSl8qD5D/DtZLWGJLG/viIvHtKTx2Fi5c6NrSUqmftjTJmI12s8hkhiHeZihnWj7q4z5DJPO9JSTSmJYutil++s2MEyTUsnI7ja0CI1zymeconCwlRe53CfuD999f6dqyWXDOY4QRNDbRcx3H1HEA8HVz6IHxCH94A/XFd96T6zWw+HNbl4QqPPaiIT7O6OBQrVRDJDWJQ23XfizhsmEO5ZqUJaF61TvJL6f5xDa0PwnE/+63v3Nti94nYWbbJ9Ti2kaaY+vaJQQ5DHpOoaiMgd/9hmj1SXlCAc4qJ8r9vX97yrXd++g/AAD76+V6fQ22bSPMIVCRIM0Llt8IvfByuJAR9hSJHy58G+e+4VC1AQk5tH3iNzw++qLPEJN0BYFjRlhW2CmLGRrk3ENCSGL8GzNc5EhhNLZxbQc+FomNGELsNotDeo2wp7hTTyPOJ8a/MdvAy210SIiQ83ej/byOkLIRMuMIB9vG2aTbasbjsJ2wHKM6tu20gRGW44QhGUK+pkCyc++4GfJjHT7OvSx864+JL3F/Y5TLER22TdFkRyTYsDnPy4wqcvVOjbJ4OMTBY7Sl5Tk8FM5pLzOyqjvMoeZGSFcSP2vbaJAYh5MnJRl+mfsnwsY9Ys49DAFkR0TUvLHz7MzQJe6DltGowSCVLykgfczL48FvjItI1BlAUmYnvKevCxH7A0koGkBhyrksBr91/TL377urWXzeiJNM5bn1YI3My0MGUPj1+5YI8QdZPiE9RdalWenk3533MQDI4bl1YH8R9h88gOb3b39NEsw8zAKzWVkyR2RmUVma2iTMp4nDhM69VITuH/jTnwAAdqeEpJQOoPAjKy7PtTyP1h9pRp+49GwSO35/saxl85JYeD0gHcCRd4gZ4XZ7K513RwnpycmmcOQPlix2bVdfRCHFj/7lIdc25/j5AICd+2S9Pn0yhd50G6Gkb7/7DgBg6zYJ/UnhUJ6d6yV85xct8p72k+//EACwtkVCqoYPpvezsEfGSG4hPZM1hhDx/kYKdxo3VtaX02dRuV77pwgkN/E6cO261a7t0otp/bNrt4Sgb91B65Af3yph69/5IZVv824Jg87KpfcmMyGMj8fzkhUfubbiYuofG7ZKMqHkanpfa++SeTFST9cZMVTeSxe8Se+J/3pVhLIdtzjrOBGsnnEcJaZ4v10WxSexKPLm7dJWWZyIYehQkU1IZuHovAJZw/7k1psBAJkPynrqhX++BACYPVXa+fQTaZ2/exO9m4WCEtr1SejjbkqhUCgUCoVCoVAoFAqF4thErzJt6urqcNstJEBcXEwneV88+yL375vWkQjru+8Kg2LCBPreheef4tpyMmjn0QM53e3sIhbKlJlymjl0MO0shrpl93X4YGIh7N3+omuL9dCpcixZhH7DIToFNHSNwFkZ8cFSOQXO4N3mYE+Xa1u/nk7gg2FhxpSWFwMAFrwmu37ROJ2i33abpKRu3E+7iAPK5JTaSd9op0phJswnoc14rYjDhllA9corhM3hsC9qDsoO74draWf88QWPurZFzxOTYNkSEU+qrqQd78ef+ptry8uhnfYnnpAU0nPmECPna1+/2rWt/lB23zvbaSf7p7dICrwQi+uWlchuZEcbnfhW7ZNd1dJySnfduU3En+Ix2vGs3Se7tPffTwLEoU45LjtuCu0YX3mF7Eov/pB2NWurpT1G8M5pWZGk2etXRu3W1iQnvpvW0S5ye4vsdU4cSzu2S5bJ7nBGJrWR1yv3ra2lU45lyxe7trlzaYe3/1BJe95ZS3ULG+lMH3yIRD57omLbtbcSADBgsOwsT5tNbIEzr7zAtb3+BvXV7m5pl8w0Kp/HOKnKzKB+3N4mfWzfPjpZeO89Yih0dEga976CfVXV+ObXvwMA+PoPSbwtf4yI5jY0UT88cEAE1kaw4JxlnGYXZlHfcBgIADBiKPWRdR8IoyrE6WWjyaYAKLXb2Gnim7avI+bYsCHy/NazKHHJCGG8PPMAjb1OU+yxi04VTzlTRAEP1tIpRs4gOeFq6aKTg0hYmBGZzGS5845fubZ+5RUAgCSP+FOvl/1aTHzim6+TsN83Jks98lncd8cmYQbGeqi+x80Ssdt1r5MQe4YtLJe0dJp+Cg1WUjn7ye5u6YddnSzc2iN52S0Wv5t+gtwDXjnd7Q6TP87MFbZMRzfZBg+TZ/ib3xOT5Movf8W1jRxGTMUphiB+mH15Ta0I0zup2f9wv7BRbrvtbq6biPX+8SFij1QMEMHqaDtdL94l80bjXrqeNyI+ce4cEtNfskr8cie7pLNOn+/amvdVAgB+/XN5rnt2Ullzco0+0cPMy1UiqF3kpTIMHzDYtR0I0sna6mXyvc4WKnNnyBBVBc2d/fPkt11R8tXLV+51bUkZdCK1a4Ocol54/tkAgECSsIOq99F9Bw4w2LZ9ze1YgM0MBodR4jHEOr0skBoxWAs93LcDRsrvrBxm6BlpTKPMHgka4o9OCm+/17gHi0qbAr4OM8ZJ3wwI0yFupHJ1hCUPYdowi8SUanUFiw1RZA9/jhtivTYL2vqTpW5O4oCYUb6YwzYyWDoeZtDEj3C86DHEnW2vw5Yx2ipCf/clSbs4JI648T1XdNg+nDnkNUR+3fnSMlhEZkpwnp4jxjztEIn8fkPAl+lS5rN2CuY1WthzhDPVI4kE23GHoWSwVjxOem/je3DSex9BcNdksrgizPLb7Fzqi+2tsuYKcYWdpBIAAE4/32WIyXqY3edLkjYIB/lZG4whh5VkkE/d9jVZNd64ww4y6sZd2vYeiflksM0cIWLjuTnp7h3GWl9FNBZFIzMet+2g9cD1l1zi/r21jdY6q1YIW2LLfcR4OX6OzCVfZgbpqOHC2J795esASLIYAPjutynBwWnnnOXa6pj5nZwiPmb69LkAgMo9Mh9sYNbI/Ply33ffWwwAyM6V9UBpBTFocguFyWAx2zUrw2D3MhsxZCQYcXTBA4ZfTE2i9cd1V0iSmDQu6+tbal2bl32Gz5YxWlpG7JC9O4T1f9J0Yk7UVkuUxo84aUBxnpSvvJjWNZ1B6Z9pqfT39kZZY23iNNYjhgububSM5u8Jk2St6D9EsJwwyUhM0cVrxLQ8abdiflcIGuybkwfRvF0xQNZEGz/66JD6AkAKj/GCPFlPtfP6Jy9f6pmSSc9u9VpJF754OTGHiwZUuLbcAmqPGoN5ZLHfnzFjhtSjk9hDQ4ZLwp09zBgrKJWkKWmcuryyStYXkQiVa9AAqceyxbQOPf9MSYgwax4xXjqa5V26H0fu7KwUFtGQIdRG9fXST1aupLqVlgoDf+Q4Wh9f/mXZ2zjnbEr0snmdtEtHM611Zk2lBBvpTxvCz58AZdooFAqFQqFQKBQKhUKhUCQgdNNGoVAoFAqFQqFQKBQKhSIBYdmHiH59zjezrAYAXQAa/7fv9gHkQ+uRSNB6fP4YYNt2wdEuxH8D9TkJi2OlLlqPzx99yu+wz6lCYrfpfwOtR2JB6/H5o0/5HEDXOgkKrUdiIZHr8al8Tq9u2gCAZVkf2bY9pVdv+jlA65FY0Hoo/hOOlTY9VuoBHDt10Xoo/hOOlTbVeiQWtB6K/4RjpU21HokFrUfiQMOjFAqFQqFQKBQKhUKhUCgSELppo1AoFAqFQqFQKBQKhUKRgDgamzZ/OQr3/Dyg9UgsaD0U/wnHSpseK/UAjp26aD0U/wnHSptqPRILWg/Ff8Kx0qZaj8SC1iNB0OuaNgqFQqFQKBQKhUKhUCgUiv8dGh6lUCgUCoVCoVAoFAqFQpGA0E0bhUKhUCgUCoVCoVAoFIoERK9u2liWdaplWdsty9plWdbNvXnvzwLLsvpZlvWeZVlbLcvabFnWd9iea1nWO5Zl7eR/c452Wf83WJbltSxrnWVZr/L/B1qWtYrr8KxlWUlHu4yfBpZlZVuW9YJlWdv4uczoo8/ju9ynNlmW9YxlWcl99ZkkItTnJAaOBb+jPkfxaaA+JzGgPidxoD7n84X6nMTAseBzAPU7iYxe27SxLMsL4AEApwEYBeASy7JG9db9PyOiAG6ybXskgOkAvsllvxnAQtu2hwJYyP9PdHwHwFbj/78C8HuuQwuAa45Kqf573AfgTdu2RwAYD6pTn3oelmWVAfgfAFNs2x4DwAvgYvTdZ5JQUJ+TUDgW/I76HMUnQn1OQkF9TgJAfc7nC/U5CYVjwecA6ncSFr3JtJkKYJdt23ts2w4D+AeAs3rx/v/PsG273rbttfy5A9SBy0Dlf4y/9hiAs49OCT8dLMsqB3AGgIf5/xaAeQBe4K8kfB0AwLKsTADHA/gbANi2HbZtuxV97HkwfABSLMvyAUgFUI8++EwSFOpzEgDHgt9Rn6P4lFCfkwBQn5NwUJ/z+UF9TgLgWPA5gPqdREdvbtqUAag2/l/Dtj4Fy7IqAEwEsApAkW3b9QA5HwCFR69knwr3AvgBgDj/Pw9Aq23bUf5/X3kmgwA0AHiEqYgPW5aVhj72PGzbrgXwWwD7QM6kDcAa9M1nkohQn5MYOBb8jvocxaeB+pzEgPqcBIH6nM8d6nMSA8eCzwHU7yQ0enPTxjqCrU/lG7csKx3AiwBusG27/WiX57+BZVlnAjho2/Ya03yEr/aFZ+IDMAnAQ7ZtTwTQhQSn6h0JHBN6FoCBAEoBpIEorv+OvvBMEhF9tX+76Ms+Bzim/I76HMWnQV/s24dAfU7CQH2O4tOgL/btQ6A+J6GgfieB0ZubNjUA+hn/LwdQ14v3/0ywLMsPcipP2bb9EpsPWJZVwn8vAXDwaJXvU2AWgC9ZllUJok/OA+0MZzN1DOg7z6QGQI1t26v4/y+AnExfeh4AMB/AXtu2G2zbjgB4CcBM9M1nkohQn3P0caz4HfU5ik8D9TlHH+pzEgvqcz5fqM85+jhWfA6gfieh0ZubNh8CGMrKzUkgQaBXevH+/8/g2MS/Adhq2/bvjD+9AuBK/nwlgJd7u2yfFrZt/8i27XLbtitAbb/Itu3LALwH4Hz+WkLXwYFt2/sBVFuWNZxNJwHYgj70PBj7AEy3LCuV+5hTjz73TBIU6nOOMo4Vv6M+R/EpoT7nKEN9TsJBfc7nC/U5RxnHis8B1O8kOizb7j1mkGVZp4N2H70A/m7b9h29dvPPAMuyZgP4AMBGSLzij0Gxl88B6A/qIBfYtt18VAr5X8CyrLkAvmfb9pmWZQ0C7QznAlgH4Mu2bYeOZvk+DSzLmgAS/EoCsAfAVaBNyD71PCzL+jmAi0Aq+usAXAuKsexzzyQRoT4ncdDX/Y76HMWngfqcxIH6nMSA+pzPF+pzEgd93ecA6ncSGb26aaNQKBQKhUKhUCgUCoVCofh06M3wKIVCoVAoFAqFQqFQKBQKxaeEbtooFAqFQqFQKBQKhUKhUCQgdNNGoVAoFAqFQqFQKBQKhSIBoZs2CoVCoVAoFAqFQqFQKBQJCN20USgUCoVCoVAoFAqFQqFIQOimjUKhUCgUCoVCoVAoFApFAkI3bRQKhUKhUCgUCoVCoVAoEhC6aaNQKBQKhUKhUCgUCoVCkYDQTRvFZ4JlWeWWZd1vWdYKy7K6LcuyLcuqONrlUigUxybU5ygUit6E+hyFQtHbUL+j+Hfopo3is2IIgAsBtAD44CiXRaFQHPtQn6NQKHoT6nMUCkVvQ/2O4hDopo3is2KJbdtFtm2fDuD5o10YhUJxzEN9jkKh6E2oz1EoFL0N9TuKQ6CbNorPBNu240e7DAqF4v8/UJ+jUCh6E+pzFApFb0P9juLfoZs2CoVCoVAoFAqFQqFQKBQJCN20USgUCoVCoVAoFAqFQqFIQOimjUKhUCgUCoVCoVAoFApFAkI3bRQKhUKhUCgUCoVCoVAoEhC6aaNQKBQKhUKhUCgUCoVCkYDQTRuFQqFQKBQKhUKhUCgUigSE72gXQNH3YVnW+fxxMv97mmVZDQAabNt+/ygVS6FQHKNQn6NQKHoT6nMUCkVvQ/2OwoRl2/bRLoOij8OyrP/Uid63bXtub5ZFoVAc+1Cfo1AoehPqcxQKRW9D/Y7ChG7aKBQKhUKhUCgUCoVCoVAkIFTTRqFQKBQKhUKhUCgUCoUiAaGbNgqFQqFQKBQKhUKhUCgUCYjPtGljWdaplmVttyxrl2VZN/9fFUqhUCiOBPU5CoWit6F+R6FQ9CbU5ygUin/H/7OmjWVZXgA7AHwBQA2ADwFcYtv2lv+74ikUCgVBfY5CoehtqN9RKBS9CfU5CoXiSPgsKb+nAthl2/YeALAs6x8AzgLwH51KTka2XVZQAgCIxaIAgJTUZPfvkSjZ4nbMtXk8FgAgkJLi2kLBHvqbV4rv89HnHv4bADgbUs7f6LOX7h+Ve/iT/PxHr2vr6ugAAHgNm8fj4bIbv+Vr+wIB1xZ2ymdZxvW6AADJyUZ9QxEAQGtLK/4dZvnS0tPoesbfPV7vIfUBgLSMdABAd3e38T36lT+Q5Nricbq23y9lDoWozOYentuWR7Ad8r2eIN0/VZ5RVnaW+9lpm27+HgBk5tLfw9wGAJAUoOfQZrSHHY/T97luANDZ3gkASE/PMOpEBWpubnZtfl8S3yPs2iI2fQ4kS92zMqksThsAQEqAnpPP55ffhiNcJql7a0sLAKCrS9o8PY3KGolK3VLSqG18fumLGVlU/mhEyhe3jIs79Uiissbi0uhx7h8WpI/5vVzWuFzDKcMh/Zg/hyNSPqcfxY3fxng8ermvVdfWoqmlWW7Y+/ivfU6SN2Cn+lL5f9R+UWP8ZmVlAhB/BACBJOo3BcVFrq27vR0A0N4mfTM9nZ5zV3eX3I+fVXNLm2uLRJzxJmNfxk/ItQ0cVAEACIelP3R20bUtw1WHw+wnjf5g85j2+sVLpLLPrN9/wLV5vVQ3y/BNMf5tUkD6SEYGtVlTg9TXx/0gMz3TtcW5LdvYXwKAh/u42c5ON60YMMA1tTQ3UR3b5bc+P93D65GyJPHziBvXc8aizy/j02fMBwH2OWZ/dtrL9fcAwmFqf78xLp0xEwrJs3HGR3FJiWuL8vgw5wPHX1RXV8s9YlSGlBTxOSXFdJ3urk7XBtviespzdeauAwcPura83FwAQENjg1E3ukdysvjgKPsIcx7Kzj7c1+UVFQAAklKkDaLcLtGo9MVDJgJGLEL39XqkblHu7+bXw46PMxJh5ObnAQC6u6UNIjwOU1PTXNuGTRsabdsuOOzmvYf/yu/kZGbZZYXFAKTPeo2+Gef+YLaPM1ZCPdLnunnsZ6TL3Of301jo6JIxE+L+WjF4oGtz+rDPK/7A4vVLZ5P4Jm8S9eukFPFNXp6H7YgxfrnMoW4pn+OnjO4KL4/HkOHDktkndnfKcw4F6e/mOsLp6/5kaaucnByypUv/srlfhyNSFmf8dnWJLw7wfYPGesiZI5OTpL4HD9I46jbmcCmWjJ2ysjKu4+HjExA/atoi7KudNQsApKZQ3w4FpfztbW1cD/FNcS5FzFgPl5aXUvmMWdhZFzj3B4DkgOMzxf95+UddHVKWtla6b3ZWtmtz1jJRY05MTZfx6N6D11Aew1cHu2mNFzXWPo4/iBvlS+LymeuSJF4b2zi8faNhuV5LE63xCvLyXJszbsx5rYd9WNy4XmFJMZez67Dfphvj7OOdW/qUzwGA/Oxcu6KkHADQzc/B6L7u+0uy+c7F49Q21xI8KE2f5azDzUN+56NltG8Sz7vmesp5JLbhKCyLymKukZ13GssjhXbKHDHWqs5nrzHOnDnO7O/OuiESNucwi8snfdFZK8BoA6fdzHcHp05JxrueM17tI8yNcaOtnLKaNmdNceCArM8KCgsBHDoPOO1i9mMzn1R3J/Vlp75m/dIz5B3JqUtzY5Nry+e1hMcoV1trK9fTuF788Os5XvLQtSQ9r2CP8Q7K9cwskvEqFTD6k3s9403XeZyHODwqS0erzGMp7IsOXSNSG6alie+K9FAbmH3HuXKXMU+kptL615yfnDnNeR8y/276fGeeNdvFWYvhSOOH+3tNQz2aO1r/1/erz7JpUwag2vh/DYBpn/iDghI8f+cjAIC2dnrZHT12uPv3xhZamHb1yIIkkE4dZ+jYMa5t5+atAICMzFzXlpdLnX3r5m2uLRahQVaQK50lL58WAW38sg0AxTwRIk+c9urFiwEAWbmy+ZDMmxJtbdJZiotpEiiskAVT9SYqX7JPBveqJSuovsNGu7aayhoAwL+e/5dr81n0SJobpXwzpk0HAAR88sAz+GUzh+sDADNmzwAArNmw1rWlZlGdyirKXVsHvyiU9ZMXqJ07dwEAYiHp9Fs37wAAxCNy3x1byBYLi3PcupXqO23SSNd22tlfdD8XDRkEAPho2ybXdvJFpwEAqvfUubZ+g+k5vPHCy64t1El94eS5c13bkveWAPj/2Pvu+MjO6uwzM9KMehn1rlWXVtqm7ett3vV6171jm2YbAyYUgyGEEJJAcAIOJIEEDMbGBmxsg/u6rMv2XqTtRdpd9d7LaGYkzWjm++Oce5/jwBcgfHF2v989/+zs0ZR733Le977neZ5DtHL5arzPz9fz3NPPm770NN5ktbW0m76eaW7z8rISXOumjUREdKGx0fRVl/O9pKemm76+dg6uAR/a6JXfct8dOVhv+pYu537oHeg1fXMW1RARUWo2xuyaa9cREVF/L6bRlI37JqQ2Qtn5hURE5JnAAjI+wu9zhbDJy0ziPUZoEu/r7+driE/BOI5N5bHT0d9j+typ/PfJCWxmxuWhOkke0q+8/Sb6X7Y/OebERMTQFTlr5X88RkbHsGht2nQ1ERGNK9+sfB43D3ztK6bv+HvvERHRljcwNleuWkFERIfqjpi+/IJiIiJ6/rdvmL6+Ph7DmVkYc8GAHADTRdP3qyd/SUREHd2tpm/v/joiInI6sKluaxkkIqLpaYzDKT8fKiWl4qF9zlyOmY888gPTl5DM92Z3IDaN+zjWFBYhlqxcXUtERE8/9rLpS0vkv1+18krTNzHG9/a2xEsioth0HuP9E4iT9ghei5569HHT98IzvyIiot3bt5m+1DT+bFICxmtuFseFSfXg09XB8zhD/kZElJyEOF9UxG3tVw9Gfj9vZHNyEQtbWi8QEVFmVqrp6xvkmNTS3mT63G5u/7/+xt+YvsEhbrfhYcTqVElKfOlLX8a1ykNSVWWp6fu7rzPa/cj+g6bPFuQ57x/HBtXt5jn97z/6oen78IfvJCKin/38MdPnlfusKK8xfUN9fF0utZm78QaOda3NF0zfPV/5DBER5VYiNg128r0PDreaPrtNDq2DiE3DPdym7oRCfLaH79c40CEi6uqRGByBe7vrkx8lIqK6+gOmr19iTu3CRaYvsyS7jf537U+KOznpmfTSP/+UiIh8ciCZlIC55ZMETlCdz4+M8fxtOocxd/Qgz/3VK64wfdnZPN63H9xj+lqHebw++eLTpq9HxrA7CZtslxzM7H8GsSk+m+dM3hzEpqQinh+BPiRAbKM8vi4cO2/62tp5/fCoh7H4DF4v27s6TV95Pu+N6ndirDefa+bfwLMdJctYzynDmnvLh25h3xIVO4f5oaK1u9n0Zcj8rTty2PSVFvDvnqo7ifcl8neXF1aYvkd/+BP57DHTNxOWMW7HA8Q//uM/EhFRQjo6LiUNc2bMx32YmopY0t3Be4a92/aZvkWzFxMRUdMp9PU7b75LRETZuTgUngxzm49OI47+3SPfIiKigDqc90zxHBxRh2KVJfn8HSPwxYY4Dhzeimt597W3iIjo+mtuNH2H6nncDYyi/xct52vWj6blFRzP4tQB66njp/izfYOmb2CA57Q+UCuUvV58Mta1WVXcJwF1uGO0ZX97l+l7+ZnniIjoUx+9x/S1nB5D17gAACAASURBVOd11OHEI8359hb+3RDWgM9//a+IiOjksTrTd/Eif3aVmmdpV9VcVjGHiKgwK5cOPcX9eewkj2VHBJ4BY+T5pXwenkH62jkuT08iLk9JItWdiJhlHLLqwxPj+UpXpDYOjsdGkFAwriE4isnulIfsngEkI+IkoRDpwp7WKcnO3n4cbPT0cNxxJ+H6ouQwWx+OziooJCKizjbEIjvxvNbPcCUlHFtsqg3C8iDd1oZhMCrzobAIz3rpktgLqkyuETr86lA5yc3jeHIGv5GYxGP/3/7t30zfZz//OSIiunABscE4TPSp2edQMffo/kN8Xep5bkSeb1esXmP6utq4r5+VfSYR0SfvuIuIiFxqL7nljdeJiKhgVj6+z8fttXIdvm9G7iXSqcAOE9xfJ84j5kal8/VvfPDjpo8cnDQKOTAmAtKGLmcM3ueTdg2oo4pR7uPtr75uuuZVlPHvjyFmdck+evGiWtPXc46nlJEwIsLBYP2x46avpmYuX586LGpq5bGQmISYH5DDGLcbMT8qhu/X4cA4NvaI+rAwIBsA4+Dvhr+7l/4Y+3M0bX7fidDvHDfabLZP2Wy2OpvNVjfs+V1EiWWWWWbZH2l/csyZnpn6PR+xzDLLLPuj7Q/GHR1zRtQDgWWWWWbZf8P+5L2OPmSzzDLL/v+0Pwdp00lEeer/uUTU/Z/fFA6Hf0ZEPyMiKszICx88yNkW45Q+Ph4Z1TE51Il0Ab5XUsInaBSLE/nSSs4mDvUhO97Swqdgc5bjtNwntIBD+5FZoHCR8cJ0nazjU/eIePzu4rWMgjjw9hbTl1fItzunZo7pO7B3LxERpafgpC2vhq/vyJvvmL6FCxcSEVFzIzLrA4N8fZ//wudM37TAjzMzkUFua2klIqKuVnw2MZHbLVllelpb+HTWrbIX+XIqHAyp7G2enKC6kJWvnM3X3N6ADGycnIa39+KkekZOj5MT8bt//ZecVQ5H4gG58hqgYN79zStERLRiAzL0TWc4S2ZXmYDvP/wIERHdcQsQHfnljMSa7MLQWrdunVwMzhwvXuQM4PQMUCZvyIlxohpjH/8in/bWrltm+tqPM+J0rTqVnpDM53mFvkmN49PZg0cOmb6jRxnVZPQHEU7xF9TON31F5YVERNQ3DHQLxfGJclQ0MuHuRB5jEQqO7BWEgIbguVM4y+AZxEHomIcX7SkPMlrpmXzNzV3IGOTF8/eoJKKZQUlKQb9GCdVjygta2/+y/ckxJz4yIezxcH+4oridjWw1EVAITgWX37WT53RIoc7Wrl7Fn81CNoPC3I6xMchmL166nIiImtuAsmpq4j4/dhwowERBRT301S+avuQKnqsNTZiD/knOSPSNYg6+8+4OIiKKj8OYsxGP+xtuvMr0LVzA2YLSkkLT193LbaFP/CnEn41V4/AvHvo8ERHddfNdpm/721uJiKitocX0ZWTKeJkB3SYo0Fh3PMbwRUF2+EcxXu+45VYiIioW2gER0QsvvEBERAOTyFwV5nLMjlC0hAkvX3+mA/cx6kHWLtHNMfrZR4E+MJA2eYXow8pKji9XbVxv+uqPHZb3IettoObq6pCh/dGPOUM/PIyH9Jtuvp2IiLJU/K5vYFREr6JMHdrDY6z+LJABt63jzw70oo1ihUph0CuJiF5+5UUiIvrpTx81fQ//03eJiKhIKHZERBHE/elX9KPNmzcTEZHPDzTrr1a/REREf/9taF1u2MTjOC0ZqKS4eF4PnBGYK/407pOtb2ONDUtWTFPTevs4U56ei/hy9PB+IiKqmltl+hbK2rVvL5Akl4D9wbijY878iupwVhojcMOCAPYpSkpaHsfk882YR8lCT5k7D3uLGNkHDasY3yNQ+hOnT5m+Rx4TJJ2i/BozpV9R6DIlu7jwihWm71Qrr5vximpCkiH0ejGn33iOx8j5o0DaXHklx5o+Bbdfv4TBABsLrjN9rcd4fd3+9lumzxYrEPcRjEO/h+dn5wEgaF57nfcOy1YtNX3ffpwz0wUhzONIufe1y9eZPq/QrOdWzTN92UWCsInEfPrLrzH6Yuu27aavb4iRIsfPoJ3LFzL6tqcbcdyvqM2uWIHUKxRMTmkhERGlNSBz3jfMfRIVr1CRC3j/NaoevNsvcDv80w8eMX3nTp8hIqJF11xt+pKFwtiyC3Pm2Cj/Rm0N9iADrRzD0rNB+527mLPQj//q56bvW9/+NhERnTmP+zTGU14+YrVbqBWvvQg0ppFdLp4FZJRB25/0a5oKj61xoR0TEb3wPKOkv/n9fzZ9B3ftIiIir6JCVFczUuSZ535t+m68TpDdkdhPRo3zejChEMojQ+ybM3eu6TPQFAYq+RKxP3mvM7+8OjwuKPoEQa2ULVyANwv1eOtLvzVdpaWMDDZoY0RE/gmeh74JRReJ4rE9odBcBUJ11s8WnYKwS8v6XSRDpEMhRYRikhOHOWDQaLp6cZv2ab6WWbOAbimp4Dk8MoDYZkhmFCrGg4GgKpldZvq6u7iPE9KB0jkraNs4B/Y/BvWztLLY9MXF8RxtVM8EXf18rUUlCgkoiO5YJ/ZnPtl7JCgaojH27733E/CNcjyMtAG90tTI17dkCZ5Zdmx5z3ydEc2/030Be/wZmQY73ttq+q69hudIRSUYEW9t5b+vWQwQV3o+D7sJhXgLyrPH0ATidTDEKJnIaSBKEp28F3YoitOMgfxXDIXBbkb9zOCjlCH7Mk839nGxEbz/8fUjTviG+RpmZQIJlBDN7eqOQZunCvK6pwOov6DELFsa0JweQcMuumqD6TNiQkDR46rmcywdGsJ6lyX9aVeInAEZl9FKCiVCZDnyCjClQ1MGUo0/64z4445j/hykzREiKrXZbLNsNpuTiO4kos1/xvdZZplllv1XZsUcyyyz7IM2K+5YZpllH6RZMccyyyz7HftvI23C4XDQZrN9jojeISIHET0ZDofP/FefsZGNIuTUNUUyOwZChohoVpVw/hUHtamJs1FTDUCZdPfwaenSJUDVlJbwSXGr0rQprOETWX1Ceeok89bi1AlvrmgcNLUiG9JykDOguek4gTYy7xdOnTN9y5Zx1mpcadDE+/kEraIcGgbTkmWYMxeaAwvk5M7gWRIRzQi3sKkJ1xIQLYHEJGSu8wo4kxsVA/5fWLil4QicxXXIiWFJObSDKIozH8d27zZd7e2cBR7sx+l1QS6ffF6xdLHpMxBAfqV9YvBIKwSNQETUfRr9EO9mTZTYTJyC1r/LvPqkJJw8f+XLjNgZU/zVEzt2EhFRTTU0jfyCRmo8ixPvzk5GM0xOARVy403XEhHRLR+62/RRDLfvO89BmyQjjVFSeUofIyR8w+AkOJdnW3l45+fifYtqOZMRHQ09pEI5MS6twgn/ycYTRES0aj2ynINNkrW0KwHBALfVUBdOc22CELErvraB7IlSoqrdzZyZKywuMn2H9nD2rWY+MriuWP6MQzGHpkUQ7n34W5mrCaLnoQW4/jfsvxNzIiMiKUt4xyPCd+3qhMbRIckWlBUjUxIfx1mYA/uBquju4JiTloIMDYW5HSsr0LbGPFq9eqXpS07lfr5KtJOIiG7/9G1EROTtR+Zq+8usa9DUjLlzz333ERHR9dfcavoMkMzEOLKys2YxKuSNN14yfTk5HGM3bQTC7d9+8DMiIgqGlIC1CNAmqMzvWdE1cCtB8eo5nMXqbkG23evlePHZB+4zfS+8zgi3LsVXzxEEReMJ6EYc2MPxJy0Neo8GD33Egyxfq2hnZKZh3qVl8hxLSkP8S1X6U71D3F+zypB5GxIBS48XWZuzDYwC+PVzz5i+u+9mzZggYV52d3MG8fnfvGD6zp3jdkhOwvWfOM66XT4fUAqGJliS0gho6eI+Prob7TF7NmeQGwhIK5egIVtasB5kZPH31NUD8bd3906+7y60uaHpdeYctCuzMjnWGQLMREQJ8TxOvvmNfzR9y5awVleRylKeOMTIGJdC2kTa+fX69RjbhobA8y9AXyxDMq+H6vabvg9/njVtJjxYO8c8HPcWLV9Il4r9qXFndGSEXnmJESJLRJsnqHTGXNkcz90q69pjrrtYu7NyeLy7lBi+Q+L96U6MkXxZbyZG0Y4u0a+ItGFOd3ZyVjiaMGe6RjkLWaOyzI4ZjvPdPYgvzU2MlHInYY5N+3lcXziHvdkLz/H8uOF2IG0KlzKS6luLoMt06LU3iYjone3IBL+zlbPHq2avMX05ubz/GhsC2qj1AOslOKPQLtl5PNa9Y4in3W0cNyJtWDd/+S//QURE8UpQc/U6jo/r7/+Q6SP56k1KD695iNfXvm6gHhOTIcpeJnNl2IP4kprNv3PlzZtM3zM/fpKIiG5YB92/0+f4ni60IrYmyrrrVmtOZx+vLx0nTpi+vMW8j1x9LVCWJOibpqPQlsgR1Ndbm980fdkp3L5VtVjDduyTPcNcpSPZzPEnPRP9//YbjJwqnAXE07atjFbSor5NssfPzAZKp+0i790y1F6KDMHlFIzPPJkD33n8CdP3lS8wOtWmBJq9Qd73FRYDGVHq4vG5+2loeCSnCyJeIYp7enhsL1+Cfe7/tv139jpen8/Us6yu5jkX9AChdPI0j4X1N96AD4mobs9ZPNOki7aUFsoOhXmflJ+vtTF5nE8r0eEpQZk0tQNVOiNaJblp6P+4GP7dSS9+wxAYz84HgqJN0IinT+HWjQILhkg5EdGo6MsNKtTfrFmFRETkC2AtjhM9R5sSaF9ZxqyAaSX+65HCCp0dmOu+rlYiIkpQBVDCskc+24RnEYeIokfHYg4MS2y2q1hk7Hu8aq/jEh3UFMVkGB/gzz79Y+gBRiu9lDFh0rW2q7iUxuutOxto4cOyp2vthD6UXRBFPoWKnVXJz83H1F4tu4D7vVMVRMgQ5Ob7hIOlkEpFGZ59n3uZkV3Xfu6Tpu+pf2E9vns/iX1jaxs/m0fYlcB0HMfAKML9ese5P51B+GZ8PNdbWnGeUCz6ShnJ6IdmL7flRYWEN84iegYRt8NSWCEuAX0dJTqyI61AyOYIKqmvDwyK6GQen7ooTpagG1t6sG4nJPB1GaiuQEgjEf/v9ufQoygcDr9FRG/9wTdaZplllv0/MCvmWGaZZR+0WXHHMsss+yDNijmWWWbZf7Y/hx5lmWWWWWaZZZZZZplllllmmWWWWWbZ/5DZwuHfEST/H7OizPzwwx9l0be0TIaGLVqC0p6jUga8qw9CVAb8KEiAb2VmM3zuoiqLtl9Kp077AYWbLSUEr7odcMA+KcftUaXBUlMZiqZLFx44xN+3eBkE8Lx+KbMcC/jmuUaGuS9civf1djJMLbMIUE1vL8OxxkcAwYoVmtL5BtAhIgT21q9gaO1Slm+Ogn4a8D1dfs4oK5eSDrj+oIgi2ZXI0bZtXGL3/EVAtdas4bLIK6651vSRCGVdVNDJiAiGURdWQTySBB63o26X6TJKkhNBrM+vqEsbrrmGXyjRvh4R3PKp6huRct1RLrR5Wwe3R1YW4JYGHP3zn/2S6RsTylpiHK7lyFmG/HnG0A9X3sz3fPDNt01fUKCSGW7AgTNTGUq8fxcg/oYGW4obbT4h4yQxDb+bI3S2AQ/oZ+WzuT8HRiGU5R1niGiZotH1DvNYCCvRVZsIOEcoQlOckyF9Q30YOwf3czndW2+/3fT1i9hh2IExYXyLMxKQwyj5vhgXz4uFa1ZQ3bGjv6+qwSVrszJnhb/5sW8SEUrT1x9FiW6fj6GpxYWYWxUlFeLD3GqQOZCSDLrQwCDDTOfVQtRwMsC0waExwPnbBGJbUo5Sm10irL3/OGDuY+MM7a2qBFXrgU9+ioiI7AT6woOfe4iIiNyqLPb0JM8Z/xR+99vf/nsiIio0xDeJ6PhxhvE2XgDEc9zHn/nGt75q+t58i8VuFy3GvZ2QkriuAARPW87zXAwEMCzSchhKu/QKUMSaRFzZ74GQ3dO/+gW/X9GjnLEMR41RJZKPnmB6j28c8NEZoRzNngv4b1kZqDwdUiJWC7obMGQt9mlA4yNUHHr0UaZQeH241nwRXdRU26wsvs+BftBSbALjvf9+BQV+7jdERDThRd9Eu/j3vvzQF0zfuXPcN21NgJYbAtk93aBpXLGSRQPTM9FuP3/iF0RENDaKGFtYwBBlXWq3o7OViIgKChE7x2TJDATw2YREhvg++MXPmr5XXmbqixYPNahQj3znu6YvJZX77tQZwKvPCD30K3/9oOlLLOC+803g+7qFGpuTB8G+mOiE+nA4fOnwpf6AVeQXh5/4CrdHWjLvLXyKTmxQR0oVnXj0Iu9lunqw92luZF+aLnJQwHufc4rKPUeoZOk1iFeebm7HeAXvHhSq9Hu7sE5X1bJI79yl2IeRCIJ2HMP+4Il/4jmRGol5aQhSpytx2nEpU+0Pq/LTVRzPFi1ELInJEdp5FNaghz51PxERjTZgnrhlb7bpOuxL1q1nOtM+KQJBRBQlgvJRTtDBKMDrZXkRoPqG0Pmpc6dNX4nQmF3J+OyGG5jul6Zi8SmhI9ZUQth4Yghr7ZjE0UQ34nKcQf+2IX73SKnvvW/vNH23f5bn2buPPWX6YmN53U1OQ5vvFrqzTwlkLl7Ee09D8JeIyJbA7appv1MT3Df9XaCf/+v3WdT5qishxG6U3O7uBo0iV6jjixegfO7u7Xz98dGqRK9QNYKqJLFB29AFRpwigZCl6DYdQjG4/U7Q1Ix98O4dEIlOlTm1du1a09cg4rDxGWirA/W8zscretk9X5F4O6CE2H/CVI2uJsTYr7/yH5dVzCEiWji3Nlz3Do/R47LHH1OxukhEhw1BfiKiUJCpTVo4tiif1zpHNJ6HgiO8v4hQtMIOeX5wKakJo2y3xw/KT1DGk38MbW4IGqeqUskxIvUQUDSlSZFCKCjF2k5T8ndFGyXz2QLPiZ0yfrXgd0y8FP+Iw1hskwIB/eN47lhUy11vV0W8hnt43kS5sP+ZGOe4PqBEkY37GBjEPqNAaN/aDNHhUhWfRoUKFVDUtEkpRhGhKofY1fzqF7mQDCXl0dzN9xSp4n9A5DNC0xCOfvnZ54iIqKYE8hk5GYZQOdrSKMLjn8Q6FhPJ7RCvnof7RFhe04rGhC7a1QMK0Q138vPIhVMQei81JDxUUZeh8xwrDx04YPpmAnxdEYoiZtDIO1Sxh5tvvpmIiEZGMQdiYrnfY5SsSGMj7+1zVEEMgz6eW4D4dF4onXYXZCLsso8bVhTvGRuP95LZaNMIofJOBtH2Y14eb3Eyp665+246cebsH3y+spA2lllmmWWWWWaZZZZZZplllllmmWWXoP1ZmjZ/qjmdLrNM3MAAn1oaKBIiojw51XLG4GTUKDuYlIwSciVL+PV37vuU6WuX0/wFcyGodrS+nojej7QJyslyejoQFCMjnOHu7ISQ08pbWfjzwuGDpm9UTq1zVNkut4jYjqvMulF+8sxRCJka5TsN0WMiIq+UAc0rg5BbeyufFM6uBdJi9dWcUajbjbKqAUFaFG9AicuWvXwaeWYfMlA2O58K9qhTTpeUk37oq8isRxfJPY3iJHX7np18P5EYJoZYZuN5nJAeO8YZ1aQKZPrcCTiln1/NmWGHQ58R8mnp0z9+zPQsmseivulu9LXx3QWzgISIMUod23HiedfdHyEioq5unLQmxzPS5ehRCHbOXcS/oU9kB86zwODUJFBaC+ZyNs0RxMHnmROcnRtVZYvd8ZzFmQki89XTxd+dko4+zKxhZFLjG6+Yvu5uHuf5syC8NhnLv9ejBLozpG/Gp3Bi7A9yJiNRCeqNy8l+jCoXfutHuV38qmSmIeAWUkibGcHa6Ky3kZXo7eKMRUCdEl8uFiaiYIjvzZjfkQpNFBvFfTCkRHPbBd1QkIt5bpQJP1qHEs2uKB5/J48fN31f/jIjCV7ejH5ev5aF7urqj5q+wwcYrTXs12UweX6cPIks8PPPMkrj3o9DsO2rDzGa7F9VadSwlFC9+24gqpavYFRIwzlk5Sslq3zt9TeavpAguFraIIJ5hyB8KIisXOu5VnZ5IDxYU83zZHoGc7umlrOxZy/i+9Zt4EyuV2UkzjRyuwWUkKFPxljvKLLBQxOMRHNEIDtifObkiVbT13QR2S4jS91wFtlio2xofj6yz14pBzs1jcxgSjojQHpOYEyMDPG8aBtC3KipYgFQr0IAJYiA4CyF3Iq0c5a9sgylNv0+KUPvwlrXIMLG3arkpbFufPvhvzd9ebmcCXvxRZRuTXHznG5pxf2WlvA4X6gENu1Oji8OB+JaT0srEREV5mO8D/ZxLPn+Iz/CZyXTF1BxMlL65LnnIDpcM4/v8y8e+ozpa2xkUdPoBPThqDHnXJiPWbI+9o1AUPLyMxuFwrLu9vLYLS9ViAfJFI9fAJJlSNBfsWrdTJGytDr1ZqA4Z2YQi596koVtv/zXf2n64gWZ6u3CnDiwlfcFtSuAlnBE816lSwmH5giCrL8Le4YEEdUsyMBeJSeTM5P1pxGvWvp5PxeOQlx74AufIyKi/du2mD7nWZ4TuYXYD33sLham7mrCGHYKgqa0AvMpFMHxasVVQCqRFIkY6sX9nhPx0lMNEDE1BPmvWIvPNrWLgH8VBPynpxGTzN8NsK+hDgiyigXYb9qdPD+aOrB214gI/mgH2jI1hxFyG28BeujiAd7bzVGozWRB6Rw8iCzzuisZZXTkcL3pOyZFMxwq82x3c7slRGE8FS1jNFVCLBDA6zaweLFRSp4Ie+NlK5abvjLZf51WyNBoQRxcUOO4ooLn/oQXSKv9+3mtK1ZoiUhB+KdkACmZIoLunnHE4opy/r7Wi0CGtre1EhHRy6+hmFJAxG5tbUBBOAXRds+DQDPO9DISwBHA+PztM4wqTVTIksvSQiEiQbjMk5jf24HnK0ckjwm/YiPYJG/vTsI+8pjsU9LVM9e0j/cBhmgqEVFJOfenUxXcoG4R/44GkuWiFMiwzwApbhTS6B/EfA2JEPHsCiCSKcTrZJsqOjLp52cUWwh9mJjEaIVo9bu5ImI9PIzfCEj7TPqwz82UPfQsVXClfvsOIkLcIyKalcv79EGFZE+WAgvp84C+I2FVFKoy5T3yGd3OhqBxWxvGtm+M7y1doyvLeO1oaMA+MzMVKFvHGK81wz6smcXlHMuautD/Bvp74bz5pu+rf8XFX+x+rCdeEdAtUM8lDVLMIF2xFrrbOc6F1B7GXcx7CC30HhXDcSk3F0iglhP8/BilGCA73+ZCHBGquIoh1ltQhL3JhJSi9yk0ksEy6RhEnH38178iIqKYGPRhtJfH8RVXoIjRsKCyZzx49q2s5rhz9CD2+1l5HKsmFCLZJSyE4fZW0xcpa/ixs2DQrLma43Y4gGsunyNC7xK7IqMUSvS/MAtpY5lllllmmWWWWWaZZZZZZplllll2CZp1aGOZZZZZZplllllmmWWWWWaZZZZZdgnaB0qPsttsFCXQJ0P0p1vVjM8VQbuoKEDcMjMZUlVzJQQgSVBMqUpwt1cgaU1NoAKsWC7iwEDl0YRB/wgBDmYIrtpTAcs6uYvhcRXVgOq5BfJ5oaUZXyiUhqACMRvXPHs5rrlfhAZtimqUVAz4nGHpOQyn1WKP/hDDsVbcAkpDy8mTRETkVTSfoIhpzlHizoFpvnl7NKBXi5cadCXQi6YExt03CJjslUK16FJCyUOTDE3rngAUb/WNVxMRUVY5BLUIX00kSONBEcwiInrztVeJiOiu2+8wfZ5hhu9F2NEP6+7ga2g4CGpJfn4hERG9thnw2I98lKHVFAXBv+dFYO7Oz37a9F0QaHOSErsyLtXlwmcDIvQXXwBY9pbvfo+IiD50C655oI+hl6EQ4NTG67nzAZnsOMq/a0CsiYgS4hj+PtgHIeLQNF9N/wh8vSPcJ2mFgBcaNIO2NsAfcwVq3NWCMTE6wpOlrRW+NRs38DV1AsadmsVzyaGgiYEwt0FUPPvs9stKg5iIiEIzIfIJnNKAVRYWFpp/HxvmcexQIm+BEMOHGy6eNX21AimdNw9w+LbWi0RE1Hz+oul77NGfEBHR3XffhfcJRDktHtDSBVUcV97ch3EdDE3LtQD2Gy/Q030i+khElCjf842vf930TXgZ0nq9CGgSEYUFdumMAiUlLZXjyze+8Q3Tt/cgw9ejEwAtX7KUKRR333oT3reNoaJzKzCuW3o5ru3YDXHuwf94lIiIRnyg5L3w4rNERJSehnn3mS8xbeJQHeiLU2GOVwmpoK/++CdPEBHRW++9g+urZCjzUCtg+BlpgHOL5h5pRuaIxJeKMgjEGWLmXR2I6YeFZjqoYmH1AqYt3LnxVtO3c8duIiLatOka0/eJ+zjW/MXnP2f64uP4N/xjgKUnpDCsOj8PlIzTInY95cPaZFCSHnjgAdP3i6d+RkTvF3C+5Ra+rspy9E1WNlNZouMAVc4XQcEhJX5+ppFpWQPqfinMv7vpqutN169+xXDjxYtAr+nt47gSrcQIN23i9WCwH1Dloyd4nJcvxfX5hAKVqGD4Xf28RiSnZNDlajMzIfJ6ua+LRFBZUx4NOPzq9WtMX2wSQ7h1AYJlK3j/sm8P5laZQOXLl0IjdepVnjOP/+Snpi9bRCknFZU3JNeUlwVx7iih0toE5q/NnQRfWSWLmfdfxH5tqRRfSMgA5P/wD75PREQFivJ9XgTM05Oxfhn7MMc01pu5xTzHcjMhCGnQHCd8oMwcPMbxQtNc80T8PHMuRNf9UnQgJwPfl5XB19DThb2Izcbr2kvPv2j61m5gOHtCNKD1hSlMF+hoxro50IYxHp/K88yu9puHd+2T38V43neEfUvmYJ8WlkDlCyBGhMe574pLsK8KBjg2ZCh6RE0Fw+w15XtE6J6v/fY101dwiOkVt3wBIul33M/iz7ogBPn4GgYVZS4lgcfC22+jWMMVi7n/05SYbFQk791bXELDlwAAIABJREFUhyA1cP/9TLXVguidsm+50IL9S7Kbx5Eu6tA/yDEiLRM0qkrZk/cpSnNnL/dDoloDrv2oCBpPoEPaW/m6vv4gqIROG697C2oQ155tgfDx5WKB6Snqbea9SLJQfhobQSvKyeY5UrYatLfmXTyXJr2YX6VFHGOCU6BypEl8mFEUpw6hAQ6eBGUuLM8U8xcjPlWuFioKdG2JREh3VhD74fEOji1HFN18bJj3EIX5iCch2YeGFUU01hi+EXjwaBf6TmQkfN5R2e9FYC/rGeF51tWAfdxyEbkOKFmBhjO8PudmI564JD6MnsVeMShtpJ+vsg3Zjn6su+0iDJ+cijhbsIqfzXoOQFrjwJ6tRESUWoT4eb4F1PPsFJ4vmjI1I229dAnGNAl1rEcV8Bnp5TV/UhXIyZEYOT2FMZEuMT5WiY6nJnFsnvKBLtQ1xe11/gLaY57IXiSr4hKDxP2QkYl7yivmPu7uwRrTM8hxOjENcTi7jMdxQiK+r72TBfxvr4WIeZNQKjXVdVzixPFOPNOebuC1eeki0ONe38F7TY8qnFHk5zZav/Fq0xcK83fnqj2lQXciVYyHpBhPchxi5ehp7n/j7GLSg/b+r8xC2lhmmWWWWWaZZZZZZplllllmmWWWXYL2gSJtxj3jtHUrnxrOruHT8hhVpvCsnFYuW4mT4CnJPj/6D98zfTffxlnFH/8EIok3XMuibtWVKEV9zTWbiIio6zRO/QxB0aYLOKk0Tg/zy5H1zCvnjM3RQ8gCJ8hpsy4jWzifxWZPH4Bg0cnTLLKUrDIfhgDzxYs4zXVLZkFn1wokE5qoSnnTCIt3jvZDUGtUTjcPv6uyz4sZ2ZOUA3G/kR4jA4FTWI8IkblVyViXgVAZg1BowylG87z9LrIrGzZxJn/eFeijxETJ5Cp0TXszMlAtUu43MI0T2TvuuJOIiKaUmFRIDihnwjiS3/ECo2nSMnFPhw5z1nbTtRCYpgS+/i3PQQD2hlu45NuFIxDts4lYYGoWTjzrRWwqSglguzO4bcJKxKxcStLp7EW6IAKMcU1E9MBnWICzrQUCY4bYYWkVBCkpxKf9njGcsGaIAFlkNE6gU/L49ZkmnA7HSkm9gnw1Tqa53WaC6Ii4aEY2pCThtHmgnU/7s7MhNGaTSDCl+mhAypka5ZDDqrz45WLhcJimp7hdMqSvUpPR993t3EcTEzhRjxBxtAQlCuoR1EhGHuZMbi5/T2crsqjxUv5y93vbTF9pKWdKI2eQ3ZlTynHKFwa6a8e294iIKFNlZXMk65iTBuSJ3c7Xd2DPbtM3McVZzKkAhAJ37eXysDHROPE3hHK3bcdn3amcnZxSIoPviWhplgttZZOseNCP+fnyi2+wTyEIwzH82p2Ja35rB8+Pz375ftNHds6UlPoh0Fs0R16rlckn1zU+ghKaTQ0cU0qzINyZnY1rnZIYl5yMrNiQzGXPOOJtfi63b5obKKMhKeXe0oJY/esnGEH1JVUC+58feZiIiF586WXTd7iOyynPnQNxRq+H17jzav7uO8WZ3JwcZJBngjy/8lR50GERBRwZw72fOMnCqjUKBfrP3+H18VwDEEMG0qa0EugDAz1mV+0bG8PjsiAPMafpImfA581B+/puuY2IiLZtf9f0xUvcXaLEjt9+jwVnP/PQX5g+myF6rrJermiOYS3tSng2luePzf6Bbk3+n5rP66Ojh3jN6bjA/TGvptr8e+5yXjvHR4CCGRNhzPhEoKI2v/k6ERE5VG5t224eN7PnQ0zyalmTj6uM96AgZ42yskRE161jhGV0AuYliUjkmV3Y5wwLIm3lBmQUZ5VypvirH4Mg+tl/f4SIiObU4loWLOHX8W7EnDJBnB7cipiYl8P7nK2b3zN9GzbwfTz3JkStr7+J0cWFpUC8+gWt2jcEZNh7UjRhvgdtetXHGBHrbcH4ahHRbaeOV4Lu27QeKMWqSp5b/QrNsXMn/8bQEFDGn/mrr5ivx8b4vdlpEM08I6XF2ycUCmaIrzEUQhzNK+S5GhWB9WD/bo7By1Vp66EORoqslrLnRER7d3DMcUYhhgUFYZWfpQQ8pRzvo1972PSli1ByqtofGnvkZIW0MgpZGH8jIhqTUrqGIC0R0ebXeD0w0NBERKVF3HdbtmAfmVfEf3/yKZQ4f/RxjrEXlTBrrRSOiIpV5cIFDZyYikz7KkGhN8uelYhMBe/uVnzf33z1a0T0fnTAQiljrp8dCCDuy8YiXS7KlGeYlnO8R21RQsQV1RyDHv/2I6Zv5fIVRERUVLPA9PmkVHZXF9BSJHMkKwt7E6PEfEKyEteVIheH9qKAS+/LPCZu/hiKJESKcD6p4hYJlYVERLRqdiF+13g8UP1FIk5ONuxzJ0Sceud2xJi5s/nZzBWNeZFVyHveC2chTl4kY9E5CpTbiR2MbsxUSJDqRRy3p5R48hlBUGo0jyHkbYioExH1S2nrlBQgwQyR3f5hxJhtP+Hrr6zEnqigiuePIwL7b68La0KHMV9UgQC7bOjDA4iRg6P8bBftRHtUreEiGf5GPA8bCMaTZzCXogWRGRjB9+ULcisqFejpAiePhYq5QNT2yBo4qFBadik+oEV9jbYsKCk0ffPLeG6G1LNHW0crERH1jQG1lCACzzH5WNtKpI2iY7Gm7jzCMbV0Dp6bbnvwE0RE1HAKaNiFsk9OLVbPawJfCnQCpWmuzSN4hvP7+Z5a9gBFb5S4DwQw3uPUdRERhSd/V/z+95mFtLHMMssss8wyyyyzzDLLLLPMMsssuwTNOrSxzDLLLLPMMssss8wyyyyzzDLLLLsE7QPFIEdHRVFVFUMQjx1l6NCa9evMvxuic1u2bDF91338w0REtHrNCtN3UIQzb7oJUKivf51hj4trIYDV1sywsSklqNUg4lRpqYD0Gb/b2gxouV8+k6VE+yIENnbuPOgxhlBktfpdEnGtoe5u02VAU3OzAVc9fJAhhJWVEDEa6WcY/DtbAEG/+Wam+SQVgSI0X8SwKqprTJ8txBCy/bt3mT5DtHR6Gm0wJCK3J08DTp0gcMV+BTlOEtrERqGeERFVzGHYsAEBIyKyuRhu13YOcEqjj4iIrrmOaWr9fYoy1dpKRERxqjZ9TipDEeuPAFYWE8cQ3fJyQPxTx/h9KQWA9L76LFMUqhUVoK2bIclFxRAxG/EwRNDjhYBppAgQ+8eVEJQIN58+AlG01QJT/t53vmv6Nl7FkOo5SqA2KMrX0TEKhljF15WarkQ3RRTLGQFBxZDARYeGAf2bCDD1JcYFiHCyiI7V7wMtLymW2yo3HbQnp40/85unQRt7+z2GKb+1D/NsSGDgzhhcS0qKIYoNasblZuFwmGZEVHpGYPXdnYCqu2TsOlQk9Pp5bIQjAF//7cu/ISKi4iJQKK8RukHFbMCqd4hQoxa7jRexuuE+wOp9XoYgP/zNvzV9r1UwJLarE5DmLKFyDfVgXvYKTfLiRcQrj5/H7nQIFKwF81ko8s23QKHMzuIYMToBgb0UEbKLsGO8hoVmNTWKObFxLd/v0BAolE6BBUclYB6PTHP7abqVCd1XaYKtL3OM+/GPf2z6vviXDxER0er1q03fNTddRURE88rRzr3tHFvf+g3i5Ouvv26+ni/0Ec84oKwrl3OMDgQQC30+HtseD9rjBz9kkfSMDMSXkhKGydbUKGF6obc2KcprWG6wuhp0mLqD3E/9faBpzCviuL1zJwQvDei0ptAmJ7HPM4V4FeXi8fTWm6AbtIiwZygEGLFBv3j11VdxzekcI1zRmOcuFw/+1pYLpi9GaJW7du8wfd5xXsNq54EyVVLBsXXTNVeZvmMnWUTxl78A9WFqhsdCRxfGcUSMEc8wKOLj+He7utBWl5s57DZKcPJ8SI3n+2lVYuUT0pc3fQgi36N+btvkNOxLBoXOt/I6FCDobZC9hwtwfJtAzZdsWm/6Wo4xDW5mEnMwKkEoS0psfvNPWCD8qWd+ZfpaZY+Un4u9yiOy5j38Q9DUt77L1KYJHyhYK5asIiKiaFX4wCci6VXzMCe8o9wGpRWg1iQK3eLeO0Ch3LF3JxERpbmxD8uv5jgZ3wFYftjO7bHvCGheb77zFhERPXA/hHcrl4n4r6YuCD3d7QYdqFdoSNu2YvwPD/J9GCLiREQXj2IPVbKGKYKTisZeVcr3HOlEf80p573CQDdi07SIjyfEQi5g+UoWcB1RFK2gUMcj4rAXyCjgtvFPQOiXQjynRsdBF0sSQfKAisuLRCTU48Nnw7IHCUyBbpEt8U/TO+wybzUFZ5HQJAdUcYVTUjQjUonEXmzjWPPJz4Jul5nH+43+CbRfQxOPY49ar6Iiue8mVMwO2aVoghOx5NWfP0lERN1KdDoo4qpVszHuPvJxLhpgn7n86N/vM4eNKJbndkEl91dmG0SzDbryrR9CIQ23iM62KCFdozjDvBVL4OvjNjx+DFID8fE8niJsmEs+eW6qmY25Pm8OX9O2bZhLk/I8ElBSCAtl7KSoAjPGcwklI54YMgxTvdiHxAm1alMCYuU7m3k/ML9GUXw9PKZL5+HeSCgrcUoagkQwdkoVD+g8zULEQUXVCQsHbzoI6s+o0AZVbQvKy+Vnt2Oq/Qpm8TXblQj4jR+6hX2qUMqU0MI9A9iHz1uxCl9u51gwehx0JmPtn1SFT9xC+THo/0REW5/5Nd9uDKQA4hM5BlXOA8Vp2sbf51Bx7PQJ/r0URY9LJr6Wrma1fovIesiGGOOWPu7uxfsqhULsV3GnqYmf4cc8EEouKeE9uBZ6Nu6pqe6I6TOobWODWJ/WKMqvaSLRUaSoUD4RTd+15Q3T55Fn+KCiOPk8vI4Fp9H/PhHNz1MyJeEwjxNNLzWohLNmMVUr+lH0wX9lFtLGMssss8wyyyyzzDLLLLPMMssss+wStA9Y7c9GNhGPml3Fp2paFGlogE/n9Qk6yQnb7FoIZfXJqa9Xic4tXSXCuH5kEYyswI53IRJrqt2qjHTzGJ9Gu1VZsXmLOCs7PoZTOqOUW606uW0WkbPnd/3M9JVJlt2vyugZyIncXJy+lRXxaX+UEydsSSLsOKcSCBpD1CvkwvWFw3zaW5AHVEW8iDhWVyEbnFDIQpf+bmRrRkWkbtFCtOnZBhGBXoIT6EQRyZwYVkgLOeZz2nHKaWTzGo+fMn03X3Od+bpLhM1sNpxQG8LMYSXG1ywZvoQUCMyVFTFCZWwCmebMWXxa+eozEABNFlG66DiF3Enik9Zjx4HcKSjmU9qEXJx4ek/xvU8qRNb0OP9eXAKyasMi5PXJT6H87pSUQDdOS4mITp3i7NuKKyEgePggl/mMV+K205OMVjIyFkREfVJCvKgUp74XpRxx7yiQGrNEZK26HH19cA+Pk3w3xkTdYT7ZP6wQOcbJ893Xf8T0Pfv6M0RE5FcZN1vIIT7uI9VVl43ZiMgpJV2H+jjLf8utELBOkjKtb26B8uBoC8efiUmMhw5DLFwJRb72Fmdyb78B33eflDetP4T2HpYT+rxcjBFDbPuZp54wfSuXr+RrVpnQCUG16FgSNuo5KlSFXeajw4HxPzPDGa6pSWQBUgS5U5IN9NnoEM9vu0J8LVnI8W/uXMShfinHnJgEkdEVqzhzfeg0EGl9nZylLlYIwo/dxdnMX/7wGdNXd4Cz4nOrUJbym19nkcw1W/eZvr9/hEubd1xoNX3pbo7tK65Q8SoJc8snWWejLCkRkdfL/TB7NuZMh6Ca9u07gO9J4DYyxj0R0dQkB764GKA7P/5xFtoN67Wkma/xwQe/ZPqWr+C2vNAKoTt3CrehpxsZpLh4FsQ3UD1ERDGC0iovg6+sjGPiD/7tX0xfZASvoxmq/LIR53XMMcrA9/Ujw5WdxrFzwTxVLtnHY2brO0DzGOiJnFyIMw4e4u95613E4i0HGf0U3PKW6TtyjGNw3iygN0bHeJ4FvBjvoaAISCdhrbvczBnppIIcXl8G+znmZChR7qoaXvcbGiBMnSyC2KNe7DdWbmRk21gPkAzRyRyvJlWGekBQCDkKATJlZEZVKfZOyaAn9yBTeGgvrw9VJUCKLlrAe6lT5yDW+a3vfIeIiH75NNBTKzYyGq6pCQgtElHrnNlAJBo22oc9CEkCOCIeecPuEY4bnj5cX3YKt2P9fpTAXWDjmJNchDV8sewJZs/FfbzzDiNJv/t9zJOvPvRlfjGFDHRENMf02Hi0VUcrozF1aWCbnds0rLLqeh95bocgp1cvNX1RxjZJr50SZhtUGfhUKZv9viz4LkYmGKXViYAQPnf+nOmrmMvIIwMJR0TU6eB5mRHAuEsQpJUWNZ+QPU1RCdamPXtYwH6+2nN3N7FQ6bU3YV937iyjvs6dwbV0S4leY3+nr0vdGpWW8+9VKMRLOJL7fcaBdbdmBSPsJ5T4a1y2xJ8xxE6viHrroh4lRRxrFtUCMeA0riGMtTNNCgpEu4EiuizNbieK5xhtF3TDopUYO7/4DaPq7vvovaYvKAjIWVdgDT6zm1Hyz7/4G9O36RpGKKy+fpPp65Jy7bFOzJuuZvaND2O/buxdClQBlzgppJGYjL1+pyBRh9X+p0ViZIla/4z9z0AvUJs+mUsXTmEsrl3F8WmoF6ivnmaOMVFO7JOahWGxeA7aIDae18zJIMaiZ4r362k5EGMuLBPkntorDpznuTKhyoUbz0jueNyvwb6IT8D+v+k8l+POLsQevv4E762GB/G8m50MVkOpiI2fPI84bIggJ6pnqeQ0QQ+pZ+SlIkQ8qVB6xvPI8dN4nhuZ4LlWVlZq+hYt5MI3rU1AfIcCPK9KyrDHImlL8mNMdA/xfI6Nw15yRpBuXlX6Oiudx0x+FuKJwZwZ7sHzkEtYDcWFuD4TURrE/U5d4PhklNkmArK0dxDjSYAxlJqJvq6WOJI3C33jkAI+Rhl6IiKbQ14rcWqbgQpy4H0mZMb4N/qPO46xkDaWWWaZZZZZZplllllmmWWWWWaZZZegWYc2lllmmWWWWWaZZZZZZplllllmmWWXoH2g9KjIyEjKFuGrbqE47dq12/z7pz7L1IIxRXs6d5IhWs1tgGBde9utRET0+I8ehU/Ecg2hKSKiCw0MF0tMBESst4vFXxsb8H1zRMy38RxEjLLTGRYVVrCn2AQWh5r2QoS3QGrVV5aACjAlQm6xSkyKRAx1bAyQubONDP3zeABrzc5hgWEDykpElJnF0K/+CcDGYqMZktja3mL6DPEkdyI+G9XWJD5ApxOTGP420Aeh5EWLGeY3pOClB7YwND4rH5SuU8cYqjc9A3hxskAcN6yCeOhFBdUzxAQ/+VcPmr4zR44REVFfHyBp8dEMo0tNhhCZXUQyY0KAM775ElNZ5i+cb/oKqhhu23gMYlxjIqAbmAE8LiuPYXbNpxQ0PYlhg6EYjJP6OqY4LZyH34gUat8+NWb7ehjSebgOAojLlzMkdXIC43jWrEIiIurphghuovTx8DAE0DIyuf+HB+DLSpMxoeC7ng4ex0frQUupEcqUzwvYsEEbfPNliLRmiUDX3oOghNx/B1O+nnjmp6aPhAmUk1rM/40AlfHysTARcf9XVzB00qOElTMymU5yx+13m77NbzOs/uBR0OooksdmSyfGa2oKt2NICfEdOc4w3dNnIVaeksEQz8kQ5ozfz3HK4UR8ObBvLxERuSIw1hNFyHT58itMX0MLz+kTjYACGxSs/sO45hQ3X1+Zik3dQgdavgRQYEPQraMdQuFOYQDsrTto+q5czeJ3p88D1u+f4ZjziU9/zPTNX8aCgtlloEi8/VtuU98Q4l92EtMvI+xKVDOJ2+rwfsTiE7t4TleLUDMR0TtvsEDcj/8DAqqLFi0yX0eKaPy4EhLsE+HCrEzAdG++8U4iInrq58+bvoAIzeUq6umhg2fFh3keGclxQ4VCionjz25+A2LwH7mbIeVXrVtp+v71iR8QEVFBZqHpS0hgStCSxejrsVFuX6eC2las4FiXkIT1ZVBErrt7FAVF1LUrqtD/2+qZulSZD7h5aMYhv4V1zTPK4yktDTGnpYXXmpJSQJWDxO0bE4M+pAlAxQ1bs2bV7/h6uhiWXFhciEsWUUafx/s7779czG63kVOEYt0OXst8M2gTP/EYiU8Hlc2dxTSWhFSs0xTJscHhQnxxRfG639UO2l9GgYxTpdV5VoolrFixzPTNTHD/dne0mr7ZlTynjh49Zvq6O3lNC0yDpuSf4X7uVLDyovk8hqqTQI/wTPAcq6vH2rJwDY/nGALlLS6N42lWCeDnO95mYeNkByg9O3ZuIyKiu+5FfGm8yGt3ZjDH9EUJBD8lH5+95S6e25OTiAEeoVlnpSuKQ0khERHFK6pG6jR/5s4lEMrtbOQ2bW/Dvqm3HzGzSWLrkRNoS0cUz0FdbGJIaGKrVyEenDvD8WXv3r2m7wah3RoFMIiI8ks5pr771pumLzOLx5GmBqWL0Kc7A+3R182UitRIjLvpAN/n8aOgn80WoedGtb5UC+2sqwf3XlrN95RdgH4wBIhHB0FdmLeAP1uYj7jRPSFjTAXPQEjoJ4ri6RtnGkVnX6vpc/RzO5eWgAoxHeL7yMhEvOoWoefUDMypkgqOnbNrQKOLzsdYuJwtGAzQwADfc1ICj+UUReUIS2wdm8TzhjuP19vgMOLtbNkzFleDLvu8UKsWLsC+ITeN2y1W7VeycnksuJNBoSWJI75+7Gm98qzimUA8iZDiJlPq+codx7Gl5wz2UwYtSov9b97BVNw7b7/L9O3aITS/OdjDjwf4GkbHsDePFXkKLbKcW8hjNbcEYzY2jdfbvhFQ9c68wfM2MIVnjGhZdw0ReiKiE/K8U16EdddrFI8YU3QgoePYEXpp1fXX8/vHsW+JjUMs7T3NdKw0td86fYaprS/vwz7ke/8iNNFkxOueI/x83TuAe4oVOqPLhX5dWc3zJaSood4hfl90GOtTjDxb1tWjLSdl7SuuwHx1RvP6qJ8jjWfeZKGKEhFRIGR8wHS54rh9EzIKTZ9H9hIXTuO5zid0tjPnsF+1h/ne0zMw50sq+bpWX3cNfjdDKF0a1uL4T/8SUUgkU2YiQLecEWpyyAZObNjG79MsWUWUkr/9cULoFtLGMssss8wyyyyzzDLLLLPMMssss+wStA8UaRMIBE2h1dpaPrE1yk8TEfV08Sl+RhayA4ck01usThFJSh/XzofAWLuUBrOpW+qTrGNRAUTW7KIC54oEasBE3cxogTk+9ZpQKBhD7HFiEiejXr+RHcA1e6QMWEhlpYzysEnJOPVfZpzsKUFRXz+3R1QUMpd2EUt1NrWavlwjO6lO/aTSNM0o4eDGc3zyqDMQHR2M9sjJVqfhiXyyOHAKApWGmKJROo0IZSrLVHk0Q/Cy4wJOw1956QXz9QNf+CwREe3eDFHLRMkorlqJUu7GGeK0H1nJE1I+1udFtmzpcs6o+6dxIr/nHRabXrIE2XZDIFGLqZKUnRxUol41FXxi71CignX9LCT7zNPPmT6/9Ov110GMbYUIvTU2oGRieRWL6w2oEuc+OVV3qNPUCBvfb5QqhXnsKJ8K21Vm3SVZ2yWrILra3tlKRERVShjseB1f8xXLkMEzznaXL0VJ+q3bGSk0SyEJulq535cvgHjyPfd/goiIbrmNS84HA5efErHdRuSU0t0pqXySP6bmR2c7z4X1Gzeavvg4niuTUxgPGTkcQ/p7MKebWrl/TzU0mb49W3mMe0bwGzEi3Ksz5kZLjndhjNz7MS5123Ie6DlD0HjCh5hzrIHHSO1i9OlvX2EklX8a46upia8r0g5fgpR6jkfyltxuzgjNVWXKIyV7drYP95YlGek1t0GMMuBj5Mz3fgixz2XrBVWhfmNJLV/r+Xpkb88KKmnF6jWmr6SAUV3tKrN6RMr45mYhhiW4OSZm5yITdvEC2i09neNxapoqFVzAMSs+Ad+z+XXur7h4ZHdnZB1ISEJM9/oNAV9kkLu6OeMXFYXMlZElysxC9nncw2Phnk983PTVLuPs36HDyHBni1D1z3/+a/yuoFbKSotN3+F3GQX4t3+LcvGPPfYYERE5I3EtEz6Oj5GqDO6GpWuIiCg2DmNx0sMdNaZE988JqiAvC8LBcZLdCylFckNI8sqrFJImgdfJrKws0zUuCAwKISOZl8XZrj4lFp2WyQgBhxIPvNzMFumgSClqEOfi9gmFkVFcsJrXPEcOEKX+MV73fZNY08YHeHxNe7Eeuu28vwkG8X0puTxOPT1AWNpErHN8GOM1RTK/8bGYmMXF3Ef7dr6Haxnh73EqEeNxQQbq8vYG0savUFHGfimshF6HB3kf5oxBtjROMrK9LZizWaU81ioqUeghvpA/E5OurjmP58mwEt6Nj+EYO6lELKMkS3/3RyC4f0EQLbqkfGGOjHEb5kl6Hs/fMSVOmS77pdylQBvsfhmIl1Vr1xARUaRCnTW1cvzUJdBtEfw7zmiNXOX+SlLouUTZMw4NYY88IAKeJWrdPyRlbotnIRb2DXGb94/i+odk3fP50V9BKb2skd2dnSLMqfYvRnl1Z4wStpZyvdl5QGIvlKz10f1AWgWdfG+jfuy5cgXhMTgK9EVSKsflYYVQ7urla0hXe1AD8UeR2OsbAs0NHRBoXbaU59nBw0BHrrmW924hVQp5cICfO5LcQFpdjmaz2ShCCiVEGiXtVVr+nk8wamzzS6+aPkPU9cOfgjixAAEpyo1nlY2bmMng9wHt0SF7l5rFy01f417eryxbifXPL4UOYlKwnsYI0oY0GoH499o7Ibyel8IxUu+lQ4IAcajnhMWCpnHYsG9eLc8Wfb2IgZmCBDp4GIUijEICQ31Yh7pHeJ93vhvxLknWJrsTsciY19UVQG7Fi2hy8Aw+Gy9o7E61R3FJPAypuDPt48aPTlTixGf4OaZoNZ5tfIOYN5lz+Hkjswai3lUGMOZ0AAAgAElEQVTrGN24rhvt9uoORjvHRCEW2UWQPUUhd7wBXnv7xhB3gk0ibK/AINEOboeKYsSi+ou8v8ufi73ksJRS7/Oque4y5hq+sE/iXIpixgS8fH0Xz4NBkZTEfx8exR67uYPbNSZRFfURYf7l69eZvsJFIq7uUBPDCCP6WVpsSiGBQiHeF9oV+yZCmCA2dR+RMunCCldjo9/z7BSeed9/7RbSxjLLLLPMMssss8wyyyyzzDLLLLPs8jXr0MYyyyyzzDLLLLPMMssss8wyyyyz7BK0D5geNU2dAn0bHGH45sfvAWR89+4dREQUFw8I5sb1G4iIaPvO7aZvJsBiirWLlpq+ndv4704noKkrlzM87pWXXjN9mRkM5bSrWzdEsdzJgIwnJjM0dcwLuO2Yh2HDcQmArhnwqX4FYXW5GPbqnwKlZ0QgYifPQBQpMorfl5cPmoo9kq/BPwhRuZ4jDHELOgCnyshkGL5BASIicoi0Uel8wIsLAoV8j1O4j2kR5j2kIIIJDUyjSksDZNvp5Dbq7gBcsby4SH4XtIn5IlB6cRfEQ++89TbztU9gzKuuBQXFKwLEvV0QtjOoc5M+QMRLSxl6NxMGvKx3kNsjWsGLDcHMSUVdGxvhNq+sBY1kvIeht01KKLmyiAXXohV1bXCAoXdPPw2qwqSPx0l1dZXpCwa5jxOTAWs+L9QCDSU1qAXFs0DVO3uaoYSdnWiDRDf/3a/6a1DE/fo6Qc3JTmNYu1NB7Mf3Mu3JoWZ1RyMLjcUlARL5rb//GyIi2r4ToodP/JwFXSNm8OHv/8P3iYjozZeZQtLaAvjoZWM2IocME98Yz9+EBPTzlIy1pibc2+lT5+SjGF+DA0wDcqdCwGxQhB0n/ErAVUQvk5SAa7/AOHMKMM+PH2cB6bER9Omrb7GY3owPkMzcQqbFdHbj+mZmGEL71e98y/SNCn2h/ihoegZ0NzIMVbvVQstJTwaMdMub3L/pywFLrRTK4MNP/ofp+/ULvyUiogXzQDe8936O3/fc/0nTt/l1pgyMj2L8r17EIuWjQ4C0piRzDEtNBjWpa4jbw+EEVvXeT91DRER1hyAAPjLB8XHDxg2m7+23Qb80ROi8Kh6MehiebQMzgmIE7p+VC+i2IRYfJsTv5FR+X4jwfWUVvJbYFNR2566dRES0YhXaKCix66gStp49h2PIglpQLYwx9tDffs30lWZWyGdBo3r44YeJiKiyCrDks43c7w47xmx5OQuKfvrTnzB927ZzG/3kp+jXlGT+jfJSwKvLy2bztas17K67PkRERIWKhmETAb68QtDQOk7zWK2qQJw8f5Gvb+eWLaZv4UKGKkcqKk1sBLfz2AQg7ZebhSNsNJPC/XDFNUKBjgGkfmac16D+YcR9gwKb5EY8D0hRhahUxORDe5h2kpML2lrzYd5TFFXPNn2xDt5HlFZhHLbW8firuwiRyLUrmA4bez+Efn/22C+IiKihGVD+G+7i4g/rVyoa3CCvhxNDgL1nZzGNZXoa9LbgJI//mHjszdrbOHamJSFOpiXxvU9Mg+JSfAWPySkPYuzUJMfHTCXM75V92swkYmdUlOznnGi/be8yDezGTdfjPsI8f19/BbQRW5DHpKZ5XX/jLURE1NcI2sOqa6/G98j+62g99lWrb5C/K7HyyAiB18dhn2vseVetQvtekH1EqZpHKTa5HkW1TRVKlUF1IiI628KfzcwGRXHFXP7uCQ/E4GdCvDZ0d2MspgmNpagc8WVAiiWkZ2L9a+vifmq4eN70nRbqri58MW3jmw8pNtjpM7zGVi+ASOyIjKOiYsShsNyvFpOeP59pIi0XMT5DIe7D0kqI05Ks1TXzsf8LB6T9IjAfjQIPu/bto8vZHA4HJUmxlLEhjjGJ8aC9GXvj2z4MsV5DEmLHm1g7a2o4ZqTmK6FvJ3deZi72MIbUQKgDzyrFxbxfqdu5E99XxXGpfg98XT08duwKNjApotgGBZCI6IZYpmIb8hJERGkifN2nKI55pYVERNQzjP1UVgmPoySXojPF87i8aQHi4rRQ65yKvmc812l6zJToT0wFsJ8yisicPg36zsROFkDOVXSwomxut+ZRzJUSKbjSM4Bnx1YpYLFyHSg9vn7+jRPv7jR9YUXvK57Fz2QZtXju84pgeEoJ1uWbSm+l3zHjVpQq7oyMHa+in05PCo1S0ai65HlgMgF7tbxabvPYWOwvU6N5rbK7EACmRjkG6f3gqBRfqd8JIXdDUHvJQkhDHD/Jba37umQez/v0PNAos4XOT3H43TEH30dEBAZepJ3Hx+8jJ4VVw4QF46KJTkFpQJv6sEEhi1BrB5nSG6qhw8Y1hIwf+KPMQtpYZplllllmmWWWWWaZZZZZZpllll2C9oEibVJSU+je+zij0yUiZm9sRnajVkSCHOowalRO+HWpOaPE9IxCZATkJNAdj2xxjGSaNXpkTERznZFAHsTHM3ImNROZoLCNLyI2HieLE4ZIYCQuMCuXMxmj48heGKiKvgGcQBdI6b2UDC1u6ZN/kUUYlVNmlxK3NEq7Zucis+QTsTZ1YEhRIj528RhOKo3S4EnqxN0QyaxYhNPLQRF3CytxpNSCQiIiGmptxbUUsW9+Btr0+G4uKzevFCe9DY0ovUYiqlu/ZZvpypPv6etSJb+lH2rno69bWjmrlaTKcQ63cRvNzkFm0Z0rYniq9N6COSJUrbJvh/bwtc6fjc9OShnQeCdOh9sly1gzGwJjI4PSN+rEOCgi0hoJZKCQVq6CyHKHZBbb2pAd6OxkxFBeFrIXpxpb2VcAcb+paZ6mo6oMeF8/n6TPdSKztGoVi48dP4Uy4GmSua2qhjDYgKA75iuB5q995ctERPTSi0CljeRxu7S2MtJKi/ddLmaz28gZy/1llB5MVMfihgDj2VNAwBllS1OSMObsktk0Mg5ERIkSGyZ9yEjkZKXJ+zCnDcRLQhKyj41NPK7jExBzGpp53BRkAo3VL/Fvwg+EhyF6fu4gkG1r1qwhIqLcPGRHy4o469XTguxOUBAoWekYXz2dPNa3votrdjr4mn2qfHO0i2NJWysy4Q98+gtERLRsDUoLG8KPLgdi7MkDXILyiV8/Yfq+/qm/JiKiuhPI/J9p4QzsA198wPQ5EjgTkpqNUpBx4uu6gHZZuhzxp66OkSkzSly+b4gzQ+mZmOdTkt27+VYgdrZvZ9TmsBLJv+76q4jo/QKwPf18rWnpiMv33seZwY/fg/KR3/vu4/y9O3eYPqM066o1EP6+9hou8RulEF42WYeMf4mImlp47JxtOGX6SkpY/LCvDwiVgwdZxP8jd99h+hzyPVGRyNQbJd/PNQKlZYCHstV6FSFx/JWXsWb3ilBrWQWEkoekTO9dH73Z9G24ju+zq7MZ3ych0zekRLZbGQ1iZL8uR0twJ9GGu24kIqIpycROKtFEv4gsJ+VgPNska+2bQFvEG2i9caxpxfkcG3btAOpsyQoWAn3xiadMX4nMfb2ZihNkrzsZe4EOGUvV5Vgf/v3JJ/mFEj+nRJ77k6owQ6v0ZVwUxtLrv3mRiIi8M7jmFYKGi45F/HPZeA6O96uiDiO8h8qpxt7HTD8qkUhDyDdGieLGRPPeYbAbc5YieN1sqj+B90VwvE1LQub+8D5GLxXlIO7ulvYdG4G4c04Kx5QF64DwPrIf6IwuKeWtS8yeOM1rcapC4q4TZDL5gUQsXsB7lTFVTjxV1u7DByCk2yzoks62VtN31+2MAMrJB/qqsJgzwF4lbN0sgt/uNNx7ZCSvYZUqsz94imN1uiD1iIjSJUM8qNBXtWv5M5ODQEYcO8l7z7mG4CcRjY1wTDL28kRETtnfHtp3EL8hKB6fD+tQlIi12hQko6uN900hVcCjrEzKUyu0NIko9VNP/sp0RYu4dqqKa4EgByKN5rgsLUREU3wviYImDilUiDFfQkGs6UFBxC1fjjE9M81r5uF3dpq+vTt531xdjn1zXiajOMpVUZIJ2Utn5gGl40rmMTYQxHhvHee5kp6J54hoEY6tmYO1JKdW9rcRiGN+QcJmzAEiyxBUzshHvw4KotGZivV+zM7rt9OFNvBLjElRJa5dsiZGKKSNQ5BssWotzpbnPypV5edl3LWpAhXn2zlWOmKx3xuW+e+dVvsuidF+hd5evJzje+c5rPcTk4hLx9/mfUWB2pdVbFhDREQ9Z7H3S5fy5TN2PKsYvxOp8BsxUrAjIRNzKShFX/R+KiuF14woJWJ+9gDHwwWVi03f5CivGQO9YGxkuLmfMuKA2s0o5HFUvlahOcVeeezn5utMKZCzYS0KYkQl8BizJam1Q7opOIU+TIw2RIJhgaDcm9rbzcg7HErsPFKEl20KLRMwijKE0X7G2UFIvc8QL9Zlvs29XdhhOOiPMQtpY5lllllmmWWWWWaZZZZZZplllll2CZp1aGOZZZZZZplllllmmWWWWWaZZZZZdgmaTQut/U/bvLLZ4e0/epaIQDHZuUfBfJcwpEoL+BoWUDC/RKHKpGRCdOhkvcCqIwEtj41hSOqePRBcPd/IMLWICEB6s4Uu9OF7bzR9hsBUIATIVJKbf3dkHDDPsI3hUaEQIGcGzUdfswEbHPMAIpiYyNcXGw/o7FSA4YoRTtxHTBzD+1rOA3ZrXMvYKODKBvzRZgOW2IC/eb2A2y1bwbSd55991vTNm8c0oKJCQIRbWhne19sLwSebUEs0XH/lWhYZDfbjN1rbAYWbFtiZTUHNkpMZ+u1T8N3UDIaLTyq4YEAU/Ma8gANW1Yp4nQP3OdTB0MDhXsCjZ3zc/llpgEw2NjFcsKigyPRFu7h9O5sBTfZ7+Rp2Kxh61WyG4M5XQs/tHQwXttkAG4yJZZjlhBLycgsce3wE/Z+dyjC/PXsAsS4sZWjooKJmJCQx/LBqLuDKjc18HxFRaIOScoYXxmVBfLB+F4uiFWSDgtV0ga850w2RsgO7WTyxW4kdR7kYcnjuHIuj/ebYb6nf0//HYfguEctNzQ5/4XoWyTUEsYN+zMvZIlzYqmDpOwWy7Q2iTxOF2pSZhbGUJLSrjERQKEsLGO6pBcKLy1lIMjoRMNLXt7CY+rEGUIPiIjlurF68xvS5RMDM7gDdYKVQkd7ZDbrNtt37iYgoTID4rl3J87K6BBDUmEiG+Gan4loMCsCWLTtNX5RT4kskaCpNzXxPzmjEzpYuhtwHFOXMLsJ/DkVxSYjk2HT12qtM35RfROEUvWImmuPositBt1pxBQtJRruQY9i7jamWQz2YT8mKQjk6zHSUs2dB+SmQvrnrox/F9Z/nefTuFggxGlSjkIr9V93Ma4O3v8f0NQudjWyI/RUVDNn2ejH3P/e5HxAR0fEToLNlZnGs8014TV/tAqarehQl7fx5pq8MjyEepGdxLHHFYI1oEXprpBIidkbw6yULQTe123nsn29Auwx5jL+ZLkpx85qUpgS1J8a4rT1exOeZGVkPFH3Fnc6fjU+Cc+M1a4iIqKIc60vtWqZM7XrhDdN3vP6s/BZ+4xu//If6cDgMNdFL3BbMnxfetX0rERHZpVFjFYS8T6hx5MT8MNbuoBfzPDmC48HRrdi/LFjI8+LEbqwZESLIP1v1c397BxERvfAshPTjhZKSmIJ45Zji+BKtVGLdiTw2w0rsdjjE43RGFUNIlu/JyQDNKyaK4090IubigeNMT3Kq+LdiA8cmwtfhdQT6PihUiN4+UM1zK4XWq7euQgshpxrE8vfnfvSY6SoUAefaORDA3bOd13jvGPYidQeYCjUrD1SNdtnT5C6Gb/0GxDNnFFMfjP0aEVFiPrdNTwNoCju3vkNERNUVoKQV5BUSEdHwEPY5b2/h+D6lxsTYGPdDVhravKKU41WE2pMVlHGsS8nE+3YLlWvNVVeavtOneU85pNp3sQj3XlDUirISvtbTZ8+YvlgRGy6tAk3FKYLa/UP4vvR0psD09inhbQlxzc2gSxo0Yv1M4hTKf1D5EmTfHFIDoLCC92a9isr/7DPPERHRhg2gvlYv5fkz0gZh/wkpUJBXhD2hrSj+soo5REQL5s4P731LCrJEyRqs1m/jWcUegz3CjAh4exQNMELoGr4RrGFHD/J8cNmxh1+78Vp+kYDYMS37KEP+ggjPCoWqgMdpEeUPq93khBTfyMzD/nVWhdCOokErCkxwTDAKBhAR2YVe6orC+4yiLloUPVGeO3r6sM+1yz3FKfp/hFArjfFHBIqelgkIyR4xwqbijtBodGyb6uf12xWvimAIHdSlqMrtbRy36+uxL+wSweVbl642fQMDoCRGSh8XzsY83HaU97CLN4F+fbKN9xLuLMSE+fM5Dg72Yl+TJs/VHlVIJUaeQSYDaEuDVj3QC4mLRLmWGCXvYRPqkEPRvsku96z2Db5O/p7NmyHREJ0gAu1XgjKVbFDqVCEag3c0MgIx6Zg4Xj/9SqogQYp42KPUZ811Tg3G36MbHApxh06q/jeKCellzBAsDr/Px/8L/R6cjPG31QsX07G6uj/4fGUhbSyzzDLLLLPMMssss8wyyyyzzDLLLkH7QIWIp6cnqa2dT/vS0zljfZUIJhERXTjPmcsElZXKlFO/fiV2Ni5iwpEKaVEkorkXW3ByX17GyIQLF5AxMBA2HlX20CUlTH1KeM8QIpoOKiEvKWM2rUT2vCJCGheL02tDxDGsRADzpfRihBLPG5dTwalJ/EZ2Kp+CGuJoRERjciI7fy1OTScu8H26gkpAKi5BrhnnfrEirhsfheztuZMsoHnnHR8mfJhPDDsvACEwq4gzOPkFyNQPSSnymBicaA9J+e7pUZxAliih3/4e/rtR0puIqLebfZWVQI+4Ujg7d/zdt0zfTCT3w9qbIDo1JSfAh1XJcreUhoux4QQ1M12yXO3I8FSXczaluxsn7TvrONt02x3IwO/dupOIiNavQ5sbmSADNUVENGcOI5T0mDBKpM+uBiLn8Z+wkFZwCn2TFMPXvHHjJtwbccbDnYKy8kki0PbOWyiXmy5Cb1E29IMrijOfYS/6urWdEUhVVRAsjo/nMZGZpQW6uV/Hh5EhO3yWM7xXrubM3Oaz6nT6MjGb3U52yb4UZvIcnBjGabwhBp6UjOxzfi7HnOEJZJ+GhnnsZtUgG5ebxv3nUlnAIskSueMxz0NSfvfocSDlxiWzlaDK1pYVcDYzUqHsaJpjgxZJHBFhxx07IOw9ZcQBlbo6cZRFIWtVBsYjiI2DF4G0KC+rkn8xZ8+cbSUiIu8E5uznP3IPEb2/XZ59hYVHp1TZ66ZuzhYlJSHjPCGot2eff8H0GTE7Jglt3+fh8VesrtlG3H5TCuFxaD9notatQaZ7714gEgzh+gULIIiZm8Nz5uxxlOesquasfVsrBJKz0vl9q1cjs3X+CPfdWVXaMzuHhTPb2iDO2XSO17DKqgrTNzrOGXyXE+taMMDtNelHzPSIgOGdH/qI6bvvQUaJZSYB4eUR1GRxGTL+vb39v/N9eek8jrMyITo9IiXVc7MgWuqM5+x9nhKPrBVh1AIV+5968mkiIhpSWdnJSUPYEWM2NMP3dvVViNmZ6XzvDkLmd+/LHM/qD0JgcXqCP5sUhWu53MzucFB8IsfvsX7uF09AiavK/DbEE4mIPILAtc0gloxLsYEFSyESuv8NRoTFRGFumeKQiYg57gyOK0UVmEdH9nP2dU4SEDnT0n/HDqN4gSG4mFGEMRKbzf23TInwJiTxfSRmA7FpxKvhViBti2UM5c+FqP/Pv/MoERF1NmK/Zgh3BmdU+lUEHONUW1XV8FqWqASVL0rZ6Tvuvt30GdqlealAZJdk87X86Ps/NH0Np3g/VF4MJIBd5mdAoVz8Izzv3n3zHdNXWYb9yzxBOg0MI2YeOsgxKVGtB/Pm8PX39SC7HfDx7yzYhDnT+C8/JSIidxKQB6ePcRzqjFMioR7uwz5Vtnv51dxPG8ogBj5/ESPZX9682fR96JP3EhHRvjdwT5/7whf5mqPQ5gGJK3odcgr64b7P/B/23jOwrvLYGp5T1XvvkiVLlnvH3QYbMNV0AgmQQALkhlSSe3PTbnLTSEJIckMuBBIg1NCraQZjcO+WbdmyZavY6r1L5+iU78fM3muMleAkvP7w+z7zx8ejs/fZ+ynzPHvPWmtus335Z3Hcq90BVKFVkMNCDBMRRUlGPiER+5yyWdx+nbV1tq+7i/e++bmIB31SopkUuuFQBaO5WluR9f/GnV8nIqDwiYj2ich8hEJQlEpBjq2rV9OZbE6ni6Kl4IhP9jVhhYwb9LMvgvC8YQkzO4fxKBibxPvm2HTsD5MO8nPbxnVYY6cISrmlDXvGrXu432/5ztdtX+fROv6gRH3z8nlNciq0IQmSVsdFf5iP8YRwzX4pBJNaiHXNMi0mayFiomIT1Bd4nmUpxLRlYVVnwyfCu0MKVeGS0sxOjxadlUIk6jweqfk8EkDMjy7KoA9/sa6R40SZKlOfn8V7yvy5KBLSKUibTc++bfvcTvXsW1xIRETb9mN/uXA579kjVPGLFaXnExHRqBKirpJ4kqRKdFMi32eEH3vJoRZml0TGII6Fw9wnMYS5FG+xRkbx/DrUbYkdK18vI6Grq4/YvmEZs0XjIOp81kXy/OVQnSPPhP39YLxYrAvrWYmIyBoKCQmIMQ6L/aJhxbJ/t5A0RGCrONQ7Bqf4vG74XPIKRb9ICdqoGlUufAxGU/BDNb5PlcJgkDbGjBkzZsyYMWPGjBkzZsyYMWOfQDMvbYwZM2bMmDFjxowZM2bMmDFjxj6BdlrpUV6vh3LzGKpaLTSc1lZARC0BX48X8CNLhMmiUxFBgKq7G/AoSxQpSlELagQye9NNoL1UVlbx95VIpiUW+Mbba2zfVVddQURETUqgqeYow3ejYkGFsq/ZCXBTXT1DfvNyAN+rr2NfvBKisoSKR0YAwQ2KL6Bgfk6hdDVt2mr7omP4d2MjcC097UybIDfuzRKNjEvA7/oFhrb2XQiZTpvGVJ6oCMDfRkcZLlZVVWX7CgTW2NEBYcx88UW7MJw2fPC+/TlSzjlzGqgKTqEzVSmKU48IPM9SlIaYYobFjgicjojoaH0dERFlK1i2WxSteprxvcI0vq4IF+B7VQcYil9eBirIqAj4th0DVHvKZP57bw+oANHRDNuMigElyRIMc7jR/5Yw2N1332P75omAZMiP96Qj/dw3q18B7PHcS1n7LqTgdBYN5qrrrrN9JFDjfjV/QtIGg8MQVDxrPv/uhk2b8RvnMx3rmNDkiIjmnjWHiIju2/y/tu9H3/8un1dQjXHvPkhnmsXFx9Py81cSEVGsl/utoxFt9uYrLII6fjxoBPPmcR8sXLzI9lUeZAFGpaVN+elMQehTonCHKpk+k5MDWsnAEPfH0WqMrwP7ue092Zi/u/YwRSFhDmDkqUJ5jFa0ysmTGU6rqSsHquv4QxgQ1GNCjUtNhfDcloMMX546CSKY60WseuUF19q+2Hied1U7EXOajnD88ygo7dwpTKOJzgIF4Yt3fpmIiL79nR/avq42jk1txwHhdwgNo68PdEOfn2PO1q2A1191JUP8//rk87avrISpDJ2dmO+TJwNS7BDo/MAA5sKbb3B8H+yD+O9/fffHRER0xWVX4BoGuQ0fvO9R21dZyXFjyeLFts/j5OsuLQbto729Ve4Xv3vz524lIqKf3/Vj29fbw8fm5aIPLxBhx4oK0IVmlfFYbG5vsH0JIhKcnplh+1Kkj4NAkZNL2vd8JcQ5JILud3zpVtsXjuH4eM21oFKcdz7DqxtVf1nLSlIy1pLBQe6v4WFAwRPimUJx8UWX2L7EXI6dzYdBVR7s4mOWLlxh+178K9M0sosBzT/TLBQYpWGhcyckClxcCXj6RGjfqyDuybI+O8Pw7d/Aa0vDPlCWhzqYjt2sqDCXXoWxa5lVzKF0Iug7WTJH170OKlSMCFd3dmK8up28H6luxtpMyTyfll4KunBsPMeujatftH0h2cssvgRjqWWXwPb9iE1NtUyhLMgEBavzCI/x5OgS2xeUAd3RjnneW8vzt68RcWP50uVERNR8FO2yaBFThIrz8BvdXbxvSYwBZD4+hmOsV+1faoWqnxaLOZaZzDSlrhEItM6aAapZRDb3YUEczu11c7vt2L7J9k05hwtBlKt9TsN+FvtvrYDQ789/dhcRET3/zKu2b7iH+1VTvo/VcLt5lehsxR6OIfFpmEdzFjINaLbQgYiIXn6S6aqrrgat7Fc//RUREWUlIabPl7bcuhXrQaRQ77tU3+T3cH/Nn7fQ9r21lmmQMYoKZYni5uSD9jQke22Hoik0N/I46e7EGls+hePtgA9jNj+f+9gqIEJEtGc3j/Pp06bbPpL99WvPvYDvSeGBqVOwfpyRFg5RaISpL9Ye1KnE6hPieP9z+Mgh21dczBTbWCUSXl/Ffy/IUzSVlbyGeJX8QI1QII+3YG264XOfJSKikQ48m6XkyT5d1ZdJSLWe59SCJeuafioNSawMqn2NS56HtJyFR4SDPZq6IgKzPiVYHCHSGz0Nx21fohTu8Kv545Gx7VUMlqA/IJcHp0WfCfmUZIYUV4lJAS1rUOJxlJKV6ArIPiRaq93K5xB+I2USx8NLxiMuHt+KOHFM6ISZpfj7iDyPJuWcvI56XNhLlk/gudSrhLm3vMrPI+NK0f9+mZNxU0Dl6jvObZicgRhp40CCmMMjst/auRvPkVX7+HNmJp7hzjmfY3hMLiiYlgVHMdct/RFNmR0SsWm/oiF7pfhFXw/2e+HESLlKPIfZra+kBVyyf/Qq0pL1yakGaDjA/eRU48T+q6ZEWeP37xR+cp5iUSiDtDFmzJgxY8aMGTNmzJgxY8aMGfsE2mlF2jhdXopOZvRDUZkI9am3oHmSOR5RJbr6Blnkqr0HWZWwpPx8SrTviKBgysqQQe5q56xKaR7e5qhthV4AACAASURBVM2O4bfubS14c18ipf68MeqtL/Eba/2mrVFQHFOnzbF9dTX8tnl4GOJOsZKdifRCQM7p4L+HXcisd3dxViA6Am9fLTGs4DDeVIbCfGyCenPrFtRATAqETGMEfdHWgcxHsYhl+v1KUMvNb/0mTYKQpYV8SlXiY/v2coZs3kUrbd+IiMqlFqFNn36KS4cvLkUGZ9FCZFpISgwe2osMX7UIRk+cBsTLvPM4ixf04c2ob4gz9CPqTWuUlAh2BtE3kdIe06ahSuO2TZwpjFdCZIkxXHI2KhoZnqIS/rvHg7f027Zz9iVdtUd/YFh+Cz4LxDNrDsbEI39k0eFLL7zU9nkd/MUdW3fYvrgo7q/YWLzhH/HxG/40VZaveDpP0w8qtti+Jedyxn80BhkI/wjPpYRIZE1y8/nt+9vPo6wuLeWxEPZg/kRkcPt941ffsn3547itLBFwZ7QSiDxDbKB3gD54nUu6Ll/OWdHSErTPwXx+G+/rQ2ZouJfnXmY0ECWtUexzeJSQtJRDvvv3D9m+plY+j8uN710tWUyPKoPrD4oYaQ+yHr4Ax4OCIszp3EyOk7MmI2N+YDeP62VTkKltruYsZb/KFsxdzmUS39uhxpwI2qZkKkHlAs7aDg9BnNvn57jmGY/vrdnNmf85UzBngz4WS3W0I+v15C++T0RE84ow75IXskDlz3/zP7ZvoJfHddF4iPZ2VPM1FGche+P1cltefNkC+CJ47B7bi2sOOhC/3W7+e9VhiFAeP8Yokz/d97TtKx7Hv/3gQ/CteZsRPT/5yXdsX9lkQcSoksLPreayzjt34TeyCzk7/bNfAlVTmMIxbMWFyFwdqmHEybe+DRHPPMk6T+3FunHhNZwJG+rC+jcgpVgjnFg3glJOd+ZcxF2Hl8fWy29AYHNEMkPJBejDrBSONds2AXm3ZR3fU5xClU4pZTTma0qwM0aEDq+/EaL2s87iMqKbtqEs9TnxfF1Z5VhznDHcllrsz7GV77POg5KnZ5oF/CFqb+A+SozjeR6fjJgTMcD90r0Xguhr3+SxdKwOotbH6nmMrLxgme1LEYH6CZMhCByXwHN+/St/tX2Lr7iSP6g5kZXP42r6OBx7zy8ZVdEfwvydN58Rhvsrkc31iXhlWxX2Ft2R/Lvb1h+1fQcPssD51KkoK11ewKi4w2shYrp0JqMaDuytsH2dvXVERFRaBvTZ4DBnUHv7sb8aGeRrWLIAZWAdXv57Xg7auW+YY1hUGPMkLZvn58UXAQmUkcr7nPwSZKqP9PBvFF+kELmyJ7xqCVAp4TSlLBohbR2F9Twricf78mwgxQ+KaO7MCKzxuRN5//D2ExBqLxnH5/70nZ+zfYPVHEteeAFIkV0VvK8KRWAeDdoCykAZuyQzXZwCweWBdo4b+7d8YPteepXPfc2lQF4W5BTyeRXyOCGOz9dQBwRpkfRdgkLQZMTzfcaFEEus/Vx7G+bAhEkc63w+Vd5d0B5FClXqF/SFvxd7+H5BOiRH4n7t4iAB7B1HBQmWkwcU/GAi7ze7+rHvPBMt6AjTgJfHoFVm2zkMBIhTnmWKFLotKGXuh9W9R1p1mP2Yc2FBMsxYiv31W2sYFbn4YqDvArH8GxExQOR0DPCeKFGJ4jocbvlXlSQP82+EsKUlh+zJnUo41isoknBYiRhb9zMGWMEdj9+1ACzx2eh/6+cCSok4LPsot3r+cwtqzqGKxJBPSkgrX5zc03AHxnaMiDsHeoAEm1nG6+mhXVh3y4TxQF78bkiEfH2x6I+8pXjOzZrFKPGwEg5++zVG59e/vNb2/dt/Mro2rBBPjnhu34RJ2OfF+/k5oqIeqNjSfI5j7z8NEfPZk3j/OdiB+Xq8ldeCqsNA1bT3cTsUlQPNfuWtjA5NzlUi9rJnGw1iLXLJs77DrZ6RBZGidK3J7ebxprt/UJ6bXQl4zRFlh2vVh2Pa3/67/g2HjMWPOtuYNcRP+sqpSREbpI0xY8aMGTNmzJgxY8aMGTNmzNgn0MxLG2PGjBkzZsyYMWPGjBkzZsyYsU+gnVZ6lD/gt0WrgqOMbQopYNGatSwUmZwEGkF+fj77FA2ouY3FHvMUtCoQZGhdQAlCtbcxbGtcPqCVGSJoPDIAOODBSobH9vsBt0xJZRjt5EkQMUvPYEjdiKJCvfcOi/l6vYBljowwvCuvCBBRj4ffj5VNBASXgnzvfX2AnHbK9WdnACJvCRUPDuB3fQGGkYdaAE1LS+drjtDixF0MddM0tORUbsv3RYCUiGih0Jm0AK5HIGdHtoHWlF9UyB8Uk2zOTKZFZSTifhubGu3PNQL59ik82+KlDG2OTYI43YgIS/vDOLk1OhLVmEgUqGHF9j34jRaG6A7nAQqbnsyCVsFRQJi7ehheHNcKEavqahZei1YCwxkZgDNblirtNqyEfsvLmbby9ONP2L5xQrc7dAiCb9EiilVUVGT7/CN8n2HV5lveW0dEROdfCkpan4i4Bjzo/ycfYZHU5edCxNMSMXNnAg76znMsEqnhwC3NLCC2fivEiT9z2y38N9VvUenc5plCkfAoke8zxUZ8PjpUy5DNs3wMC/fGon2yRcDQ1wtoojOV+2rrdojhZuXxWDpUC9jnoRqe+5UHACNduHgZERG9s+4N29fTw/DQVRdfbPs+WMttH/RjbBaXCH1GiaS/8jrHxMwU0IVy8vl7Hg9i4hdu5Ri3YRfmxNTpTAd79NGHbV96At9bjAPv6z0epoGNBNAGU2cwhWKwqs72jfg45nR3Q4Q8Q4Qux48D5HrnHm63iUqcePZ0hv0+/giu5fs//BkREb33/ru2b+ECjkNLFsy3fV3HmeYwOAy4cU+AY6zHC9G62qMH7M+9vRxL5ii60M9+9m9ERJSZlW/7XAK7HRjAuvHTn99NRERuD6hrs+fw9axZA4pi5X6mlMbGgy45OMAx7t7f/9H2/fA/vkJERDd9+vO2L07oMn1DWIdy8wU+HAWaw5/vuZ+IiEoLsW5MFgqoJaBKRFQ2kSlJf336Odu3aStDo4/WQ3TR6eW57FcxscHPFImao4hXSQkcH0OjaJfycoZk33TTTbYvTcTgWzsxJm64gekcYUK8ShABwC2VEDLNkH4YGABk/Mc/YfHVPz6A9jvTrKezh1587GUiIkpN5bHhCGO+9XVzn9ccAq1kRAoGpKZgncvI4bbdqtY5SyDaEQR1MzDM27iCTNDv3vwzU5Y9EdiXLFjA9MJuRYN0Czy+dQC+97bwfHSoGBEI83jZthvj/5Zv87g+WLXX9k0UCPzIACDuI0IJ6FV0gYMigj9fzc+sDL7fg/sxXqNSeBzmxGHtsURsO/shKJ8czTG9G1spSkjmthwcxH6i5gjvZYpyQdNLTud5vmcv6Hw33sAUqPQ87APikni+JWaB9kmR2GtRmPuh+SiEWY/VcuzKzcDeaNZ0nr/3qkIFd/z7t4mIaNMmCBb/5te/IyKi4mL062WXM+3thm9/wfbdIFu715+HUHvbIDvzC9QeWSQBKiqwrlnrX0j19Q7Z7/3mHlBZr7+CqVLLlyyzfT2yh95Xhbh78R2fISKiw9swZlPSeL/mUsUaumQsFOUX2r43XuC9ysggxo5TBLwPHwCFpEeoa+evPNf29ffz+Q4exPcskd30Auy5mqU/mlow3ieXT5FzIA6dieZyuSg+IeEEX1hxjQJCcQorqYSgCMYG1PdCQgDp6wYVMj5Nnpu6MYetQiBJqdiH+OQ5LKhIJKkiVBv0Yy1xjEEFCYtvLJKIYn2T02HRo05NuPVjN1V0xqK0hJXPIVgIbySeJ/yyxnmjEC/c8szoACOWgoM8p8JB9IdbxJOjItXjuuKBWfPKEY2/X/Tp8/mD4u28+BRTm5KUzEbZRI4tgTD6ZoJIjEycCNFhXxvHky2toLi+1cTPnrOmQYzdorNNPwtyERnZ/CwblYdnWpIt7ugQaN/9fTLvlapvcvIYosTWbymfS+4z6DzZp22sMTPWWPwkm0HaGDNmzJgxY8aMGTNmzJgxY8aMfQLttCJtPF4vZRdKRlbeePlUqVCXvKVrbcZb8NR0EXBSJbALCjhDp9EjKYLEiFHlaMOSJRz14zdaBUmQloo3eIUiuNrYDEG9kLzHW78ebxbzJcNdfbjO9g1LViDgVyKYgqp5/x2IQM2bz28ed2+DKOjc+YxQ0Sgdq3R5r3rrHxnDmaB9+1AK1irR3dnZafta5M1nbz/ehs9ZtoyIiOJVWeLKKik37EJGP1KQPYEunK8onxEjBw4BXTDQzyiTvkG8Ic2QN+kfVCFLlJWFt6rjJzEaJazeaCZI+w/7VFZF+j9eoWqscn36Lf2QlPE9UoWsypXXf5Y/9KOvD+3jDFCkV4lpTmbh0cFh/O6MmSyAt249xPjKJvL3amqO2L44QXu1HwSy4piULl2xAmV1D1Za5eyANOhq58z/qCqFNySInYNKtOu8BUuJiOjovv22zxHL4+mYupbZS+YSEZF/CPebZ2WUVNYkUd5UT56KcpYvvMoZrc/c8UXbR04+ZsSDYwcCfO6AiOqGHP8/ZTb+BQsEg9QuY6i+mREF8xYig5CYxmMtKh3xoLOJ07VNzSiDWN/MfRSTjCxFqwh+T54KNN7RmjoiIoqLwveSEhhNtncP5v4Pvs2Czz0D6L99VTy/N2xEJrRfymEfPAoElK+Xx25mOrKoFft4LlioPCKiJ5/kbLtTpanCIZ5jBypRRrjqAAuOXn3tNbbveAejLiIV+uyzN3EWdUjF3cllnFnfvhlZ6lwRrTxyCOM1t4BjSVjFunt++XMiIoqOx3y3ROh3q1Ljz29kRNOVl19o+9yC+mrqBxomOwsZ6W07eYxn50NguriEM0j79yK1FQjyEjii4rd/lMd5eiYQNA/8mZFthfkQhB4nIsZtCmUSdFklitFGrY0cj5969hnblylZpy/f+TXbR17um+svu9l2bd7IMbU4H9niTEFvXKHKKk8q5zF9730P2r5UKasaGlWKfYJ+SVJliX2S1fOphJO1jnZ3IM5biDG9XtXUMFrk2RdR9jk6gtERiSkYn81NdURE9Kvv/cr2Xf9pzt4PjQBtND6GY+ytN/+b7bv9W1+iM8m8Li/lxTGysaOZx0ZtPVA1K85ndOTihchG5hYUEhHRk09ATPjhPz1CRETTlOD4r+/5ExERBRUCatJEnoPfuPOrtm/uVEaG1R/DHHSLCHXXEPYCX/nOl4mIaPkqoBYOVfE+qKdHFYkQpGaZKitLAR7rF12Itc8re4quZuwjBgd5zPV1AQbjFhHR1iZcS3oy7yNyrsb91tTyWpuSgPEaKUi0hYt1sQMer8ePYg/X1sZ7qHAYa26EjGtvHNBsRRN4nQ5HAEE7MiIogyDWhURBWpNTzaduhX597BEiItq6BcjkelkP9NJ551e5n+74LwidP/ADRph98fZbbd9FF1xERET33/+A7XvkYS5ysH074uOcuZzpvnDVJfiRDMxRywarOO7t2Y7r84tQbWoG5mp/N8/52SsQTy++5DIiIgqrctzhUd6XdPZiv2mlv483q9Lr83gs6n19UPYte5WIe5/sPcuUMH1bM+9pezqB+uiQvezTTyGeXnvtVUREVFyE8VlawvNi3Ztv276JE1hY+vwLLrB9bqkmUS8onDPVwuEw+X08Hi30QEir+spnpyqLHe3hWB0dA+Q5JfH3ag5ijxAvDIXGJvSrQ0ovexR6xCH7i4AaJ/b1OU5GqGiUg+PvIGdO+N6/gIwI/51DddlmWzZWIWjCtk/XdxZxYnVeCyUTCsHpFwaFJ4x56RDEU5xai+tqeI6mJQO9FC3nc3vQzqER7FeCgrrxEPZCYfH5fIhPl9/IhVF8vdhzHm+ol3Mgph2t4jVj1zbsQ91h7teS8YgJASkvnz8eyGWHICOtstzs5HYIDOGZtl+ev4IOjBOr7HxkHO5Dlw63zDnGMLGa2q2H+1jDaYz+t9A3ZwrixiBtjBkzZsyYMWPGjBkzZsyYMWPGPoFmXtoYM2bMmDFjxowZM2bMmDFjxox9Au0j6VEOhyOPiB4lokxiWaMHwuHw7xwORzIRPU1EhURUR0TXhMPh7r91HiIiV4SX4scxlGq4geH+8SlKnMjBEK2yCRCJGxliyGpkDGBlQ0MMs3UpBGhcIkOrIuJAS8gTHFV7CyC41QcZ9p+mhI3T0xiWm50PsVZHJEO0+nsBQ7YgZ3srKmxfWytDOrMyQIWxhLI6WlptX2Eu08JmzZ1h+w4eOii/CxHPoRG+X6cHXdPRwxDr0rJJti+zgNto4waIyY6OMmQuJ1e1qQgc+hW9aM4SpuA885dHbN9rjz9ORERpSoC3bCJTATTlLErEtYqE7kBEFCm+ssm4Pr8S67Ugmv4AruG4QGXT0tAPLoFtNlQDSp6ZxdfjigJk7tXHGUJ+9uKzbd/R3QyzjXIDQpgh1KCODkBr2zv4unJz0de7K1g0LydHtZuFwXMCSnpgL1OWJpaBIrGxkfu4rw80guRkpvS1NAEOnJPDQoSREbiPgOD3koQCSETUK0LJA6M4X0SI7ykjDX2TFM/jPKwwgH2iwhifh/7q7GPo8htrABGeMkvGoJo/bR08RwpKMPeCIvkVtJsCbfF/0j7OmBMmoqCIgG7czHDP8jLMt5hobse+diWINsDtOGsWBNZ2V/Kxk6eAZvbUX5ne090DaGlCAgtiZqQAVr9oLtMgNqx7HxcWYOrB5k0Q9mzpYCh42AuYpsfLc+uNNaBpxniYGrRwHgSVrX4eUrQ/t6jQpSmaz5CMkQFFI5y3iOfRtr0QlHxvA/9ecQnG3Ne+wsKjw8OITU4ZzwuXQRB79WsseHfhxaDvBGQsvfTaa7bv+duYnrdA4hERUV4BCyqXFEI8fmo5U0E3voNYt30z04bWHwY1qbgEMN3P385iuPMWg4KSnMb9fvNnQQvs93G7lU4CrH7puYuIiOh/7/2N7asTGmRzC2LJqss+xdeyc6ftO1LL68v0WRNt32N/YXHgVBVbk+J4zQn4kDe5ZNl1RES0bTdgySXFDPGvOACR4NzzGKLc3ou+vv/PjxAR0eSp02yftXYeOwbYf5lQizWtNkvWpoASKAyPMvQ5OxcCqpbA+vHjEIqtOcaiq/FxGIs+oWONKAHY+DiOcc8/86rtazjO8dGhwsrnb2ex5slnIcaeLvu44o6TnBQtUPWO47w+FKk1/r4HWGD2z48/ZPuCTp6Pn77t07bv+dU8j/rV2h0QeL3HjXVkXwWvly89t9r2XXEFC9lrQeD77/09ERFNXTDX9hVP4HGal4d+njRD6EmJSnhewkVtBag1LzzM17/oLJyvt5XnR2cr5slAL8dWjwfnKxKR2NIJZbYvV6hX1R1YNzPDfOyCuRjX7hyeR207MO9SU7l94yJAtUwrkT2KGl/HGpjyEVa35orhOLngHMSKwX4e/zVHIHac18s0Pl8LaGOvvoI2f/1F/hyrhO5TI3nc+32It3+57xEiIlqkRJgXLVhMRERVSnC3qIjb6M/PP2v7Hrrnt0RE9MYbELpvbKgjIqJnnwa1LreU4+cCtYaV5HEbTVf7SEeIaWojPdivxTh5v7HrJVBev/XbHxAR0c/v+IHtq2/kuT/vHEVTk6XLOcZWITYaY9bv5d89sBd7vZREXjOPKFrO+StYUPXtt7F/uexSXle2qkIK27cw9XjpOVhLOjs5ts+ZPc/2NTQwvSd9HMadxa1IzwJF7HTZx7nXcTgc5JZ2tageWtDWej4IKsqJQ/aPJ1BOxOdSzyAWxSVeCaWHZM9BTqxh7mgeO24FB/AJ5Xms853IK/p7d/d/3pyKO+P6O1QZTbGy6FNhJeRtCRX7R0FNioxn2tCwkjMYGeD201ISmzfymE6KQ5EB6zlyqAXny1DSCzFpPG96uvCcmyh0thO27CHuf7eKfW555spVhW8iPDyGxk+Zii8GP/QvEY22cZwOOeHs7+W4H6lEmD2RfD5Ny0sQUXfdlkMSI3sbIAWg79OysVQaXLYP/eAcg24X/BceYT4p9KlTQdoEiOjOcDhcTkTziOhLDodjIhF9m4jeDYfD44noXfm/MWPGjP2rZmKOMWPGTreZuGPMmLHTaSbmGDNm7JTtI5E24XC4mYia5XO/w+E4SEQ5RLSKiJbJ1/5CROuI6D/+3rmG+vpol2T8y8tEELYbGb9UEaetrkJW0Sr5FQgpocgwZ/JiYyGeZWVyR1Q5Wo8IJhaWAT2QJOUHB/uRWa8TMcXGVpRqHJKy3hPLkeGxxDsbG5B96e9lcaWF8xfYvr17OBt15eVX2b6JEzhzGFKCl5PKOctVc6zO9sWIGJNPvQ0/JhmNi88/y/Y99RgjY3SJ80zJ5Pb3QPDpg3XriIho1iwgfI6J8Oi4EqBlps/k+9yhhOHWfcBCypMmAV3gkbewrW0QJCsV9MHeCpR5TE9HVjlVPkcm4i29/xjfX2QsUCEUyf2VG69E0STLWKlEscYXc0YuqxCZ9doKyVCp17DDInBZUo6symCnXLcSyhoc5PZyugE9qa1lga7EBFxzjgjkHd6ONupo57flu7cCfXX5qiuIiGjCUmTbH3+cRWGHhpD5tDKPw0pUsraZs+IFpYW2r2eUM3txycjgUQT3Q+5k/Mawld1UGW6/CIw5IyA6PWUeZ1KbG/FGOz2bM/9Dw5gX3X38u1EiNKfFyv5P2scZc4KjQepr4f6tbGGEwPZiZGjPXcyl57fsgc9D3C8diUAexIuw8GEl4Lt8GSNUamqQGe7rYyTLN756u+17f+1bREQUE4k+WP3yU3x9HiBykhJ5LiRkoLz34SMsCtfTjTmdIwKzb7+L7ONNn72BiIgefRTZe0eAx39uBuKfO51RN9GRmHcLlnJ28neqzHK8IIU6VPamsZXv84KVELxc8xaXB542EVmZiDhGzzW0IjE4JCJ023dingwLImPtB+tt32hgHRER5WUj879yKbfz/BmIYe++xccMpSI7um3nNvvzxlsY1fTkk4/bvhlL+fhf/ebHtq8wnzPSReMRr1a/zGigpnasB44IKYM6jHtas5Yz63kKFdRfyevZ/kqITp87lwWUdbY4QVAtz70AAd92QdmVjSu1fb193G7FRRAAHBEBwAnlmPtz5jDa4Q+/RZneYQ8fWzoe/V8+gWP+lZffafseepbLU0eqTFiTrEnjSwptX3wsCyZ+sAEZ+OMiJBsZq+aKxMx2JX6fJuLJKamIYbt28HqhS5Du3cXlo4vH4X5Pl31ccSc6OopmzuL5kF3I42rTHojcX/c5RmhtViWmV14qcyoSopSvvMOopItXXGH74tzcVoNqHZkg+xuXKgnb0sWovfkrl9u+rELe+0R5gLz79Q9ZGLq5Dfswh5fPk5CEvvq2CKcXTcccbDjCor+b1XiYOZnve+ZMiLPvFYRqZBRiTlM7Z4/jM/Ebm7dwG8UqdNeSFYKcGISI8cM/+G8iIgr7gSLYuJ7XZJcXY+nGW24jIqJF5y6zfUkSO4/WQbA4Lp7X/cNHIdqcEM9tFRGNjPHevTw2I0exN2utwV4wOsjfjfQjlZ0gc2F4GGLbw35ZY9PQHulyXWveQox4++13iIhoxQqIRN8sQsXJai81dy7P/UEl9Nkh++qe9jbbt/oFjlepak+TkMRxvrkdhQ9apRz34DAy+xNLOSb952//2/aFRFi6sRvrX0DWKV2YwxXmfgookfySWVz2fOMHGDuT5vNavFqhl+7/3/uJiGjGdCCGtq5nEeaz5gNB8/rbjDxauhT7urRM3h/efdfPbV9tfR0REYWVSGyitOVtt6nCDKfJPs69DhGR03liHt6hYrpLEO9BJU5sFcbQZcBDfvY51B65T8ZTmtpzhwRw6VPo3ghLLFejbwT9c4IIsIUE0i76x0p5a8TF3xMYPlUbC8EwFqpDu8ICUQrrYg+WKG4k4oBbnpv0vVnIJ0oAAi1VyqefgIRN5/2gewTx3a8KWAwN8zNDdBLiyZHDXNQiJRP7mtCwCO6qbXy0xLfIFCB7fvR1FkhfrJ5pz7mERdF7m/HM4JTiJXF5YC1EyH7Fo4oVWPesCw5YraAROdER/NntPhUsCdGYPabFpMMn+8JjqBg7xigh7xhDKPuTYv+Qpo3D4SgkohlEtJWIMiTgWIEn/W8facyYMWP/uJmYY8yYsdNtJu4YM2bsdJqJOcaMGfsoO+WXNg6HI5aInieir4XD4b6P+r467laHw7HD4XDssDL3xowZM/ZR9nHEnNGQ76MPMGbMmDGxfybu6JjT2df10QcYM2bMmNjHsdfRyEZjxoz932kfSY8iInI4HB7igPJEOBx+QdytDocjKxwONzscjiwiahvr2HA4/AARPUBEVF48PmzRefqFRpCeDqjuoPgSEgERrj3GdeunzQDc1iuQvtEgIJiAcuI9VISIQ/V24NK6RJzMq6gwSVksdlSkKD1RMQwX6+sBpOuDDxi+G6dEojIzGcprCZwRERUWFvI1DeLYaBHsdCh41m4RsCwaDxHMmgaGuvWqY5ctP4ePjYbI7tEa/l75BEDpd+9muHlGKoRtj9Qy5HeyotFYdKv0bNxvWFCUs4Q6Q0TkiWK4WlsL4K+RXqH0qOurrGC4akYWoJMZ0gZERC3HmGrUuBfQuqZmhhWnKEFoi86UlID2DYl4sRZUmzyRhfTefwNQ4jkzGG57sLIK3xNa18YN62xfeQGL8Q2p6/cN828UFkEssqmV4dsTF0Nk77WHniYioldfhJiqK8Rj7JyzIYr8i1/8moiILrvsMts3dy5DeY8pEc+Dh/haewYBa86dKAKNc0A3Scnj/tx/tNL2ZRbytWp6YUwGt2V7PfqrReDRKy+8wPYF5X6ztPCeW8alD+2cKdREp5PDhPs0CRETfXwxJzU6PVyQyvPb42IofnRIQd63M+Rdw01TsxiOWnu41vZ1D3I7e6NBcZo4nimP44sm2L7ycvYdB9zASgAAIABJREFUOgAaUHoaw6+PVEHot6aO6XwZuTjWL4qsHYM9ts8rcSMnG2PTIwLDbY11ts/t5Fh43x/utn3PPccCuN2K+pCfxVQevw8Q/75e/vuhwxhfMUlMMygoLrJ9h2q5Pf5w9dW2r0Fiw6xywNdvuJYFdStV+/WKmPq0mbNtX0ji2f5Dh21fbiHTdwZVf7z6OlOwVi7BGJ45lefltlbMp4gYUC2CDu7j1asBtX9cxNY3bthq+yyI8n9+B8jz887luTzsxws/nwgIhpSC6aCP5+3mLaB3JSXz2rXvIKiihWlM9SlUQsnW72rx5B1C7zpUDapCSLC9JQWI8z2dvDkPBrD+vbn6dSIiqj0C2sdAP4+jaVMn274FCzkOff+H37N9xzr43rIysW5ECkQ5JgZr8ZEaPndVFWKsRYvq70cMKynha126ZInt65RrHlAvNIoLhbblxlgcERqJfwQ0zdNp/2zc0TFnRvnUcGQ67y9y0jnG3n71d/Bll/SbEoLf+B5TkcsngoqcnMnHrt35pu1b/RR/Xr/mPds3oYzb+9pPgUblH+V2bOvAvsTvYah32374mkXIe68SwF2ygvcbzbX43k++zxSTH/70+7YvP1fGrhJKPiQUo2ElvFsklLxatfZ543ke1TTV2b6pC3iPF5OCcdhWx/ucLe+BXrZpLVOlpyrqenEOx9EUtaa9/OJLRES06DyI06aVy/o/iudib4SIrCZB9PK4iHdPnYh9Z5vE0dhBrIMZiaCyRjp4fnQ0gqKfEMkxqbEObTlztly3GuKPPPIIEREda4BoeI3Q9hcvxTwKSYGHCy483/ZFxAvdKQ6xaeBtFpIvLURblqRzLG9vxrW0yv5AU6YsZXC9f7339yzKvkwJ/U6fzzE/OKqKTgR4LhcoykTDMe73aLXnJvk8bQb2m08/+wwRES1dsMz21dfwsYsWoQ327WPqR+Nx7HMWiKhzVzvWzo2vcExMTkQbWBvd1FTsfS0K2xOPQsj5dNrHtdeZNWtWeEREf91ut3VufFkEcj0RGCdO+RhyYy0JOJk/44pAf7VKoYp4NTdjRJ5CC8wOy+87w/BZ9KiQop+MtZO0aEW6uIZlJ9zHWH8Pn3iOf8SsY5z6YOt8Y6ojw2cfonhUYaF5uSPRfgP9PJdiY7GeJljPcyPYc4+XWL5JUcYLhX7d146YFe9FHwbl96IV1aiohOd6m3o+sMZEmhIdtl4BDDRh3nz/+//Fv9cFKvja15l+uGzZYtvXIlITrnYU3CEp4KOb0uXi/2gqlEXjc3mwnw4GeR0ZHcG+K8oSLz+ha/421uSE7pcCJCc6Q/TP2lhUqVOl8n2c9pFIGwdf6Z+J6GA4HL5H/ekVIrpJPt9ERC9//JdnzJix/9fMxBxjxoydbjNxx5gxY6fTTMwxZszYP2KngrRZSEQ3ENE+h8NhpQ+/Q0R3EdEzDofjFiI6RkRX/43jbYuJjqa5IkBmlQ09dABZu7KpjKCIiIUwkzeaxZXaO5G9iJM34z0DSthIhMUyVFlVr4gh1dXgDWVQEBvp2ciqJJRw9qVlK7Kj27bx54lKYDMlhVFBr72Kcovnn8/Z35g4iOcmioBfp8pyOeSN4X33/NL2XXENly6s2I3fTZAS2Gdfg3K5L/+FM8SrLv2M7aut4/abOAHlG4sKOaMbE4W3sG3SbscbkJUgQSCV6pJukm3y+dCm9ujwqDeMHn6zmJYNhFSqIDy2CWqB6AQdMnJL5sarxKkmlLE4sCVyS0TkEiRHlBdvXxNFSGvtq0C3OOR8S885B/fZyPd3SIkJJiXzdRWMA1ogWUp9tx3G93pFeG9fH5AGl918MxER7V6NN95PPcaZoKuuwFA/XsMoImcYU2naVM7OrX0X2dBl53D2PuRCWy4VBNW76/C9RReycGRyhkIghTh7kaNQD65YbrfIIN5eW7W531Hnc4m4V2IyBG9d0dwP3W14Qz4yKtn2fIhAkiDauts4yRMcPT1CxPQxxpz4mBg6ey7HHJeH3+RHqhKF9Uc5m5mXB1HuwgJGAPQNgM5ZVc3H6vLEL7/M+6jSUpQnHlfEWZHWdmQ4Vp7P2UmfDxnJPOnLtDQVh9I4A+ILY/w7vBw3YiIxTzJFkDo5Diiwvbu5dPjRQxDJvuSii4mI6J0319i+cvndffsRdx2CZotA3UQaHODrj4sDCrC6mkWYh4ZxH8XjOMPdP4zMepOMq1dewZy96MLz+H5zkZl+5g1GwUxRZWk9ERzvW5XYe6wEoj17MT/LxjNycL/KBjlC6Nc0EZwfHYLvgIiVD/cjxiULKvGn/w2xSktIfFwR+nXzdkbBFGZDdHhAygLHqBK/dccZXZSXhfG09zAjZ376I4h4vvzC80RElK5Kw6/bwIiiN57H/ryxhdshpLJ7R47WERFRUy2QTM8/zSjASeVYD+rquF9nz0Up4zXvsripXk/dbr5+C4VKRJQiaFefD1mvZkFH+gLwRUucj1RZWSsTnqxizt7dPC5jY7Q4I99TSjqyj0sWs/jhsXqUAj6N9rHEnUA4QB0BjpnjJvE4HekDdcEVIWuFH/N8/jxGEtTVAWlRfZDXnuICjKWLrmFR2ouuW2n7/B0iOtsDFFN3H8+LTlWYYfZsjoMPPviw7cvP4XNff/3Ntu+ZF7nEtFPVR/WKaP4PvwekzZVXcXzpV3EtN49jWEoO5rlPRE4HghAstdAv+w9gTnf18zXH5CObn57BY+jtt7CmlY1ndEZLI+LzDBEpb+rEPqephedHKIj5fnAjx7AsJXa8YweLhk+fjv3Q1DmcUR5RyLD4FN7jbVqPazl4BOjJrByO5YlJqqSyoBsWLUGsvu5GFqJ++3mIkPulkIZTiUmXTubYuvIL19m+fW/wmPC4MHbuv58LCxUVYX9AIZ5Tm99/33aVy9r0pdu+gN+YxDFuyy6gDxtbeQzq+XtcUD97KrA3n72I+8Glyh0f2M9z3xJ4JyJqb+S4EdTf28RIIAtZQERkAQcPHADycvok7td33llr+6oOcqGS8aVYm7Kd3J/9RzF/Go4xsruhCQjvEhFUrj6k9olJvNeaPBkoN3qaTpd9bHsdh8NxAprhwxYKnYwysJ6HRlWRCZ9VqloJEafIOqnRnbHJgs7yYk/rkUOCYcwBp/S79o2Fd3AIauGEktoW4kUhGj4ObMNYiJxTFTb+qGsJyt251GYxYN2xPq/VVmo9dSXy/MpSSLVtu5iRsXDpebbv6C48MxbP5jV/eAh7IbeT1+OsDFUyWxDzvkHs1VwBvsZYVXSjqZafLbNLgQKeGODfGFSxPnsCP8MNdAIEFiUFT/Q48Q3y/el2i5LnElIoLavkunMMREtI4UtCY6hDWy6nxqGM8T3rGjRqZizfJ9lOpXrUBvoQwEjZ8r/hN2bMmLF/ykzMMWbM2Ok2E3eMGTN2Os3EHGPGjP0j9g9VjzJmzJgxY8aMGTNmzJgxY8aMGTN2euyUhIg/LvP7/Db8t1ag3QXjAKO0xB41VK+xlaFXIwqmHZPEUL38QsCGR0cYjuWJAHzT18dKbzFe1K/PzGPYbreCgh+pZLirfxg+S4RNU3osdfZZcyCmGRvHsLLaujrbVzqBIcznngf6zlAPQ9c0hNWiPEybAlhmYg7Di996DKJoJQV8TO1hQD+zM5nSValoDha+tEwJG3ud/Bvr3tto+6647kq5ALSVNRLc6j1et0CDUzMhXDUq8DinEsLqEaj9/MWLbF9tNSCuluhbXjbO4xJ4b319ve3LFeqS2wnI3I51m4iI6JylaEsLpp+ShARF+ji+5/x8wF7HTWO4c6XAn4mIhjayiKE3CjDSwDCPtzkKHk2irXjfHx7AbyQxJayhDnDb48f5c2G+giZLGza3Aqo9NMLtlpoJ+p47ittgxpwZuBYHQ0hdEWiDhFiGKUf4cc19ItrtUBDMOIE4tijh6JISbpe4dIg7twlVLj0f0MmQQDT7ugAHd0kCKCmZ79vlPq3h4mOyILkcLJKakshtcLTukP3Xs89bRkREo9DSJJ/8p1sJMXZIe+8/sM/2paZxvxxRVI6V1rxQ8+NFEdI9a95cHCuUh4wE0OBeWs3C2o0toK3V1/NYnzYJYrJnybiePWW87atM5t+Lj8OcdlvCg2o+DfQwpSBS8RfjRRBv47p3bd/v7vs9ERHlFyI+h10cC/ftBcUzVWg0zYrO1NTAc9oSOCYi2rCeYfoXXnap7bPE2dsVlaxkAs+P0lLA5qOF+rpkCUTwtr/PwqTTlRjpuGJca3cfn3Pn5m22r6+Lx0GpEvXt7Obx7nWAfvatr36XiIiuu+pztq+5no8d6Ae02OMRmmEHRHiz0/gaRobwvbhEbv+HH3vE9rlkjXOFQSN562mmSyxdMt/2HalhOkdQAbFzJY7+9annbV+00JOO1SGeRno5XnQocU6L4ZivKDcdfXzu48cwjj0imB8XB+rSLKGxWSLKRERH61nUnhyIDdNn8jivqgR1xKJDx8UihoUd3Ea3fOG/bF9rM8fTydMgnH+mWYiC1O/geBEgjiGRKaDQkbW9UTTgznqe85GKGjmhgGN3Rydo1qNDPF63bd9i+1ZdeQ0RETmGsW+KlHZOJNCYQw4eI0WT0PcvvfwqERGlFWJtdsfwNXR1Yl5mODjWXXApxMAz8ln0d8pC0BtJ9mkDSpg6MMBr37RZ2De9LL+bng4qVEKCQPQjFXlC6AIF4xHrXH7ez/mdoFu9soZj5/yloAJOmc1jKOAApN/ltsY11sOEeL6GF55/1fbdfucX+VLU9R3awXuow8erbV90CuJtchzP5ZKiMts3dQpTpROyMM87u7iv39sK6lJyBo+P0T7c+x+eZBpbsAXzd8pc3is8IZR5IqK4VD721Tchul46jmOINxrzt172TU2KMjd1EffJrBjV5vEcr3q78bsJHdxeMfHYS1fsYYrGtHlo877DvOceHsba6YngtSY1A2LHHd28lx7yI05On81t1diI/Uu9xI3EJBxr0Ri6u0EHqdjL1Pxv/sc3caysQy4PYlNHB8+fjAz0x4wZPH4XXwTKIX3/U3QmmkX1sP4Nhk8mIrlUQQmXUGbCQcSd0VHeg9Yfx/PGAll7QyOI/RYtKhzA2mTtXwMhfC9SSSB82DRqwDrLCeKuY/CPwk7H3/zbx2VjMGtwXRoXFTqZ0qWIPPYnex1V3/MNcfyKiFHtI3S1opmgOT/02F+IiChyEON41mVKGuIQx6P4TMwRTxTPV18/KKTuSN4jjvqw2R3x8/UnJOMa0i1qq1JDiE3h88WqIjFtMj7SM7HG+GV8uBUV0hsl4sRB0OPscapo9SFrv6rEiceysahrljjxCX/75zWHP9FmkDbGjBkzZsyYMWPGjBkzZsyYMWOfQDvNqXMHOaTY29w5XHq0pr7O/uvadZx5uOCii2zf5NmMBjheg+81NTL6pv5og+0rlUzMmtdesX1pUuovMIy3vls3s+BajELknHsuI2Oic5FVaZJyglu3QqDtggs4y7R+w2bbd7SOEUPjy4BuGZJSsRrNcUxK01rlu4mIOto489Haisz6dMk2zShHZj1OhEffeBOIkfHF/HtvvIbsSlEeC0c1N0D08KAIrt1w8422LzWFRdseuPuPtu+d9Sz0du6F59q+rh7OtC1dBgTNvIUsFNnTisy628PZl84WlPQsKim2P1sZV7cq+RgdxaJ+k+cgS7NnPWcPp89G5m62ZEH2KeEtSyBvsA+Ztsq9H8hvqBJyA5z10WiU0hIeJxs3ow/zcxm1VHMI5XL7+/gNsFehFGZOZ+G9qgNAamQLCmntmnds3wQRn9SIl0uvZXSTT5WyfeV1HqvzFiywfbnjOAuqBRDbu3i8p6iSvF65p4gIvCE/dqiOiIj8qgTr/PmStVdvoGOlnHNvLzJpYRFCTEzGb4wOcYZyRDIC4TGE7D7p5vE4KT2L53qPiIFOmw1k26iL76l5AO0dF8eZg9lnQzzyWDfP0cEKIP7aj/I4WLRwme175EkpK71xp+0blGzin556xvZdL2KUgw2Y0xsEFZKcCRE6C5HW04O+sgShrZK2RESLJGNaW4ss8L7dLIDb2wkh9oO73yIiosR4ZGWq62rkOjE2r7l8FRER9SvR3qOCistQonWNRxlRZ48zIrr+aj527Wpcnys8KteC2EQiHJytkHytzTxn2hqALkiWzMtjjz5o+1ZKOen9xxBzNr4HpNDiJRyzrr54le2rkpLm6zdBXDxCskCXrrzQ9m3dxn03MqBEFyVjHVapHG8Ux7O4OGSf/dLXqamYR4MjnO3qUii2CMk0aeHZhGheL15+Cfe+YiWvF51qrmbn8vhcdQXWyaee5EqxnW34nlOyqNHRuL6ebu5jjRiaPoNjcH4e+sESIl4wH7H/iccfIaITUVBxCbw29Q8h5kRLqdNgEO0XLdlWXVZ1YJDjy7ZtQEPNnsvZdo0OO9PM5XFTSobsPSTT3XUM/UwBKYHrQ86stYnHfUI8kBHhYW7ToR7My+ICFo5dOO8s2zcg63SaEp1sa2afH0skHajgeDVuFlChKft5Lv/mobtt37kruJz0D372XdsXl8D9l61K1JMgcvwd2L8MCcJsSGVQrXX/yCEgueKlFHZbHY5N9goaSXV9WNK9X7zza7bvi5/7Kn8YxRebejmu7K9F6fJl5wraJAlFIvJISoIrJMCRKj5Gr/V33HgLERHd+c2v2D5rH3Hbnbfbvuoq7BlCPh7b/kGkqF1xssXOUKKuMs+++M0v2778qbxfqlDIwD2yz5wyAXtBcnKbX3ndtbZrxjSeM3peNguax6HmoDvM42kgDORRTT2PCWcU7n3hChaJPlKFfY5bUIUlRQrFLSL5x+sRrzIzeG/pdCGrbpUEb2nH9+IkvvQNAJGVlsPrXqYqEvL+O+/L7wJplSLFOo7WYK3r7uUY29CIebZQRM03bN5k+0KCICxTAsgREsffeh7IxTPRwuEwBQXNYJV3Do1VHnsMCZ2gQrfYiG31XNJYz+2ak59PHzaNSvF43dYJbV9AkJmWKLdcLP+rEL9WGWiNtP8wckh/PuF8Hz7vh4456ZrHaIOPKt9sIbxOEKyVz2MKEitkie1T659TkJaBsIoXglBxBOD78a9+RkRE93z1J7bP78Tf55/P0kf+YezzhloZhRatCpqMDvFeTj+HhWVfFvAhXo86R0/6njvKpmLYFivoocEBxJMYERjWzyBhQQ9FKASNQ9BewVHsp4cFATSqIDIRsrcaC12jn0as0uwONd6tQ3S/Op1j9KH1/Y8QIh5rfFji3qd6rD7HmOPpFMwgbYwZM2bMmDFjxowZM2bMmDFjxj6BZl7aGDNmzJgxY8aMGTNmzJgxY8aMfQLttNKj3C4XpQos3yMY2CnzQEEo6WAayGsvK8qP0GwmzZ9n+/pFSDU0CoDUH3//JyIimlwGAcOKHRVERNTdDsEy65ihbuCGe9tFNFCJDueNKyQiot179tu+886/hIiIfnX3b2zf8nMZStyhoO8hB/9GYxsE/5JShNIzCDjoYD/Dnnu6cH1HD7Cw8LjyCbavrZWhv+cratU3vvZ1IiKapGCeLoEXRkWClhUXy9DgBaqd91TyPf3pjw/bvt/ddy8REU2cVm77ohMYmrZ79y5c30GGA+dkKVFhQXfFpqH9du/Ybn+eMZuFKS0IOBFRWipDYHeug0CyV4ROB1rQlmveZoHBqZMhzNXbxu0VTgLUrK+L+7B8Cr7nEphnKACY4rEGptTFxIAy4BPhtSx1TxNFbPrqNlzLSy8xnWnhQlAGLAqUywtI5779TOX67vf/0/aFR0V0LBPUkqu/eAMREX12FaDO99/7O/5eLGhPHsEG9nfgWmIEmuiIQ5uvfZPbamQAlJbULIbpj/QBwhgdx+OjR1EkLCzh9i0QuJwyiQVvI+MZtu5wnXmUhUAoQJ0DHFeOizD08isutv8+IFTG79/9K9t38DDTgBITILD2rW/cyd9XcE53BIfPY021tq+mhmmDiamAeCd7uS/rmwDd3rmP5/nI8Tbbl5rN0OOWdiUGLXD4WEVx6RBx9shIUDx372IhRrcHUMuoGB5rVZWgJWQK9cqpYKSlxUwPrD4IakFjUx0RERUr0d7yQo7FyxciliQKVXHZ2Uts39EqpiE98Iff2r7qahHLS4EQ9x9+9z9ERPTT3+B7lfs4Nk0Yh9jpHOHxXF8HOHzvdI5TBdkQxnMGs+3PfW1Mm/INQBB68Vks4jl5AiDeIwLdHlQU2nFCX9izD5TMHonVWbmIESTUuggltBgXx3/XNKqjtQzdr6lGP1wklNyWOviOJ3B/pqkY8exLzxIR0aprLrd9E6Yzva//5TW2r2wK9822DYjVRSLMbLU9EdGIUB6j1DV3dzOVZt/+CttXkMM0h7vuusv2LVzAa/CWbaCWDgoNZmgEcO1+EaG1xNKJiEb9AtuPAEQ6S8T0GxW9orycaRBdXTj2TDOX00XxsdyHbY1MMdCUmZISprsc2lFp+xKEru1QQp852dw+zQ2ggff38lzo61WQ9Gieg6TCeaSDx33vMKhVkUGOV3mTMU9+/gfu38o9e/E9iVfFSvzXPyTnicV8CouIt7V+EhEFZSHJnoh9WPdhnotz5mDd7GngdklMR5xc8yzTR/NbIeQbl8h/90RjTfvt/b8mIqJtm0FBHRAq9KorQHP0ZkrMVOjzFx96hL934SW2b+Y03mt1dmIf1lDPtPJkJRSfkC33BLYVlS7EvnTXm1zQ4ht3/rvts2pqZOXm2L67fstC7uNmIraOCtV72gKI1dOQxGgV0zsO8VxJLUUfVkrcXrQI7RsVwcd2d4GOeuP1vM/IHw/B9iQRLw04MD6HhA495xxQ5Tubn5NLwd7yyEFe9zLyQIWYISLpnghcc91Rvr7kJMTqwT5eRzW9m0ROoKsLQsndIpqcsxjrSyDIv7d4GYTpu3t5LJaeg/5oquCiAXPnQQDbKk7x1z9h7zvg47GVl5dHZ7p9mB7lUlSjEaHAhFx4brLpGppqJB9XrQK1+KUXWSS/TM2R3HzeSyQqCk57M8/rtGwIPVu0+vAJrKK/TQ0ZiwqlzaJRfRSd6e/ZWDSVE65vjFPbCIcx/hYag+Giz2Gd+0RqlfxN7cUCDotuczKe4vNf+rz9+YknnsBpJD4UFBfaviyR6+g5DopbnMw/TyQe+yOFyuwPYN0ZlUIcUV6ME0+QrycQGFbf42Mi1HOzRRcaq280Bc8h39MFFsjFv+Ea494/ypxClgqPQXtznuD722NmrDHxz9ipHmvoUcaMGTNmzJgxY8aMGTNmzJgxY/8X2WlF2gz2D9C29zcQEVGMCO69u3at/fecQs6AXrTqMtuXks9ZgYF6oDTiUvktbu1+lBSdPonF2KoOIFsc6eE399k5yCw0NXJJUatUMxHRw48/RkRE/37XV/G7pZy5dLnVWzA3v+OyhGuJgNiYqJAg//vHPxAR0dTJyBjFF7P4n1U2nIhoQDKRmanI6AdEjMntwtvL9e9yBmfFBXijnZfNxyQnIgO/aROjJOLjkdH4yU9YvGrPLgievv4uIzLOWbbM9h3cz1m/+YuRlRiW7PPcs2bavl1bd/NvrQciY9lSznhkpOCay8uB2BmSzOvhQyjH7Qzzd2dOw7kdHs66/Pe3vm37Pnsjo1FGVQndYilXW18PhMPSC1mUc6QTWZr977MA3Zp3IRJ85XLOHrX3oJzprJl8z6EQ3mEe2M6CgFaJUCKir37tS0RE9Nqrr+M+5K1/MITrW3U5Z/s0AqO8l7OWR/ZCaHD6TC5X/KUvfsH2PSlv0BctRhYpWjLwqVkYJ8P9nA178RmIvTpE8Ouyi5BFtL+v0DfDIoacpM7X28HjMqgy5iO9/BtdDdymoyOqLvYZYiN+P1XVcaZ3hpQiTkwH0uKmqxjBcKQegrY5BYVERDTqR6ah9hijb867ANnHm2/iUruPP/qo7Wtt43asUSKJvjCPkb4gyi/OiuJ4EanEQwMi3udSpYCDfp6D/gAQPq2dnD0Jj6BPs6UvrfKKREQDA9x/F1yCMtt9gjp0K1HpYT9nT+bPhbjp4WN8/R98sMH2nb2CBe/0+Kqo4HhweB8QiZaQYLsSMrz0Ur6Glk4I5W6p4PjdrEq8lpdw9rmjBULnk8Zxf82Yiuz9ERFcDrkwP5MTkbVdcBaLkEZGARkwGuI2zM9G+eWCcRyXmxUac1/FfURENNSHa00W8W6HgjM0NjICIiFJna+Qx1hWFjLrVuY4KQYis1ZJ5EVLl9m+Sy49j4iIjrUgTi6+gpGcFdshnty9k/tk2lloDwvpuXzZcttnxdhHHvoLfBLimpuAbumQ2GCNNSKipuN8b4lxgBUsFISVRtDUHud5Ua/W02Yp252syvRGS2zPUhnYyZMZ4eBBF1FsDKNGIrwKznCGmcvtofhURkK4RSz3gScg+j95PI/dgmzsS/JzeE8xPILxZe0VsrIgTF4vpcF1kYMtm3gOnr0SwtTx0RxDRiKQGa1rYFRXTBL2Jf4+XgsmTcR6TRHc9j6F+DtyhK95ze/vtX1l5XyeCWqtz8qR2KpUIqv2slh51Z4XbV9nA8/v5FjsVTJEBP8X3/ud7bvxM9cTEVHpFIjxRqTw9V1QjPLjdgJVoY02vMYo3mlTcH3XXn4dERE1NWBtrj3Ce0afQjn94H8YDdN1CHHo9k/z+n//Y7/Gj0QjVvsG+XhrbSYiKijg+NKqihJccQUXJdi6E3uBCClt/sqjL9u++37H+8ii3ELbl599shDsDTdxkYm1735g+5597kkiIrpKfouIKEoEfI/sBkIpUlDZ1cfQHh4RMKcY7OeS4vnY3TsQ59PSGDVZcwjHzprD+7njzfW2b8Zk3puTEk/d3sCIQI9LPYKI2H5AoVkvupj7ePtOFATJFkR0jyrWMPssKV4xiDWxu5fjbmYOUEk1VYwoi4rH/FkghSBiVHw+U+3nqbGqAAAgAElEQVTDCJETMAZjoB+8IjB9Qq5f5q4rCmPbQt00qjjf38vrgH7eSMuU+D6KvvYJmvmE0t8WumCs0trBMQpeKCSQjYw5RdHhjzQL6aJ1ki1kzEed1gIqjfU3haCwy5mfcEJBDI1xcHiMholOwrPeiouwD7VKuFfXQBQ9S1BQsWo/6LDaSBVrGeznfU+EimMuL19Qfz/m14CsE3GRWJejZW/liVSFGOQ5TRd/sRDJGslk3V9YzX+3PF87nGM1CNCcDmk3jftH92PsOMZqWPv7p4aq+ajvjYWWMUgbY8aMGTNmzJgxY8aMGTNmzJix/wfNvLQxZsyYMWPGjBkzZsyYMWPGjBn7BNpppUfFxsTQIhGlteBuRbmAe/oEFvfi08/avoZmhpVOmTbD9uXkMPRr3lII8xaVMd1g2YUQotshIrezZs2yfe+seZeIiPZXH8Z1CcxrUNWqJw+/z9p/ABQsC4NVuX+f7bLO3dIE2KAFSXvvXVC/5q74byIi2r0ZMPeWOhYmnTgBosMTS5hGs/O9923fVRcxteBYD6g/t936OSIiqq8HDHXubKbbzD53Ba5Z2nTTNkBnmxsFzuoBwGzFOUzRaW0AHDg5lSGxX77lDtvXJ0LKb4tAMBHRypUriYjom1+7xfYNDwPimptTSEREE0oB5x8eYNh2dSsgfVX7Gaackw4469uvvkVERDOmT7V9+3exQOgFFyt49CBDkp/4yyO2KzWLoZpf/+ad+F6IYZsjIcA3O/sYIrhxPUSRY6MYBnjeivNtX0MDUwqWr4AoXko601IiFFy9tp5h6B4FOXz77TeJiCh/HMb79q0Mjw6qa8kS6l1LG6glx/fy2JoxG3PA4+Fzf+rTn7F9vR1M+aqowPi00IJJyaDWBQMyzofQR1V7eZz3KppI9HiGznb3Mkw/FARE8Uwxl8tLiUncpjsreKy98e637L93tvO4SUmGwGx/D8N+U1NAXZo6ieH5LgdixKEqbufrr4Ng38b1PL8nTSi0fYXFHJsOH4Xw6J1fvpmIiJ58GFS73XtZCLZ/ELScoUGGpUa3KIFhD3dqZzMoLtU1PF47uxVkfDbT/qKjAWlNS2AqjzOEvnSO8LmP1gHmbonGHTgEodz2Lp77N33uJtvX0cHXeu01V+A+djNdIzMb83hnBcPSX1r9lu0bDnP88SnaXZecLzEe1JrUVKZNHG9WFINLeO431Nfh+tTY3b+XY4lG2u7byxRRTyScV11zNRERTZ+zwPatEvpXIIjlsa6B56Al5EtElJLCc0oL7LU1c4xOTwaF9mt3fEmuFYKyGUl8bOn4YttXIBTadza9afsW+fm6xk+DKGxvv9DsIgEFvvwWFhl9+cFncH1xHP9+fy/oHDFCR9mxCxSJ3//xISIi6lbw9R6JJZqm+947TNOdOROU1s/fyjH/37/zXdvX0sJC2V29oKDOnDb7pGPff4/Xx2E/xPmH/UxvSEyGGPOZZoN9/bR9zToiIvLLeLnmctBUfBJ3UxIxxp2xQlPwY3z5RBAyqIQZm1t5jC9ZstT2eZ0CgR8CveflZ1k4VtMMiwuZjvXnu0FxuuXLXNCgaT/onNl5TD9+5N6HbN/mjbw2TpiEvUrd/joiIjq4G3upL9x2KxERPfvw/bYvWeZySnyy7UsaxzGpUIn/b9koVEw/YtPrj7P4/9MDuJaUdB4bcQmgJUbG8m/UKhr9vfc/SERE0yaCuv7be37O50gEFWacCNDm5CghWgnzD9z7J9tVKyLArzwFCtOlFyPuFWRw+zr9iNXZKRwDhwYR47plfbnjNtDxH3zmASIiuvvHmKvJcdxevh70a2UzryG68MFTTzxFRETf/Pl/2L4bvs79sOMViJVbgqEHKqtsn0Wh7fdh3I0fJzGpE9dcfZD7uLICgtVxEksiE0CPePlZpsDFJiBuxLp4X5qkBGsnl/N62tyMfc6wXEuSolWuXcMxIltRBHuFnhmbgHUtEOY5dfQAxNRjRTrAG4U4vv4tHmNTpkyxfb4gHzvQAVrbmWgOh4O8EcI1FcrPaBB7S2vP6Had/NgXUnTpsNDCh3pBNYuTeBwfgzavqOB9eHo6igt4ZMPZ2Y1nFYuC51EYAaeHr8HhVtciz4QaSWCtrY4xBGbHsrFoUtrnPMXzfBw2psjyCbSnvy06PNZ9uDMxL/Jc6NeeLt4PlMZD2PzoUd7rFk9EvLZufXQA4vQRkTImIsBRRrEAXFeMl/vQp57rrGe44T7MmwhrfJxAF+I+tgr0EIEupoubON0cMyyaFJFqhxP0m4VupdSfrU8u0pS0k2l2oTH63/oN3V+n6jtVetSpHnsqZpA2xowZM2bMmDFjxowZM2bMmDFjn0A7rUib0cAoNbZxtsJ666uFM+NE1Pe6a1ACubObs3DtHcjavSvCvO+8CSRLaSm/UTzvvPNsnyWQtW4D0C1nr2QUSrUSorPK1o6fBTRHwwEWXCudgAznOkFLzFRv6Y/V8HnKJgFFco5kwbZsBbqF5OVldzvuY8Y0zkCUFiLbun8PZ+9LVcnb+mp+axqZjaxUeztnKEZ8eGtqideG+vAbO3dx6e28fLwNv+MrjKqZcDZK95KUWN1/EFmYjFL+vauvQrnZu+++m4iIvnjbbbbvxhtZCK+wENc30Ilr6O3la9Slcb0Ofqu6UZWYtsQqW1SZusRYHhPNx4AquPACzrIPqjfGb63hvsnIgNDlxV/4LBERdR4GmscjGaqDqnzwKhG+jk9Edjdayp5W7gVqxdLCmj13ju178um/EhHROQrdVCil96arDATJeK/cAUG94mLu95oaoBkWLWU0jSNVCXGKsGFnJ8pDW29u925HafWpIhS64X/+YPuWXCLzQb3Mdclb9SOHgCJLTeC3+KO9eJPujeZsZMdxzl4G/Hi7f6bY8IifKqtYZNjt4bEUFZlq/33WdBasXb8BYtVWIuo8lc2uqeJMY2kpBGYDIgR8vB5j6Uc/4DLvLz73nu07LPP385++xvZV7eZxsGcnBMKHJMvuVBmJ+HiOj75RZDP6RMR2XEmJ7Wtu5ox6Zg4yknv2SVZUibjFT+bYFafjbgT3s18pu23YzCLeWSLUS0TU180omBdfecX2fen224mI6HgDypmnSRlfrypT/uarq4mIqLoWY90CBpQWI0Pk8/H4cyvBvomSlU1PxvkyMjmD3VAHhGNLE5A2c2bxelB7BHM/PZnbprgMGfV7/+d/iYjoT8+vtH35OXzPV1/2Kdv37npGPq5+e7XtCzg4Ez1rznzb5yCOGy88B0RRayuvEVFexL96iX9/fhCZ/E9/jte9ufOA+tl/kOdoXglQSyGSsq4A8tH3v/plIiL68he+YfvC0qG7K1C6vKubs3JayHbVKkYWDfUhs+oflCxaP2Ls8uVnExFRZyfE9CsrOfPf2gwh72ER0x9R2fs6mSPhELL38ZKh72tGVnbrVp4XN34WCMIzzSK8ETQuj8dQiqA46pVQd6MUQyjKhxBxtaB3k1OxfuVO5j3Fvg2I8YcrOQ5t2wyfJdavk7hRgh7WSfUI8U0phqhv1Qccf1ITEBNfe5RROk1HMLeuvpgRaQGFCiUn/2CQEF/2b+GYM9qHvk/L5z1UUi4ES3ds5XU/Kw/3myZi6o2ViCVf+fcvEhHRn/4MdNDU8SwsHHJhUdtXxfM8qNCjd/0XF2E4fATxuSi/SH4fe7OpkyDMbNmbDzN6RWnn0gVSAvutF4Eynj5umv05M4Xv5VOXXW371qzjPWrXAMS7XaLIeeF5QPF2V3fLOYDudEthBL33sVANQ0OYqxs3MwrqmwC3EHXwvH3v3XW266gUgpg+Dcjz8QV87xUHVMl3KeBRuQNoPLcU5DhnOcqKRwsaOUntuZwRHHN27cb4fOwhLq4QE42Yc9m13EYO9QgyKJn7qVOAxpsxnfdaDQ0Yi++/z/c04kdfD4gAsWsU58uWcvHb1R7pissYtV6t9oQfvMfnO1uJuJ/pFgjwwNXIDo/Lc9L3Rq1SzwHsOZwi4BqXgv1wQ3UdEREdPnjI9s07i1kTLapvLIRkVztiem4ur7s+hVL1COrL41VByy0bENfJCAqNPLFQQSEd8OwvwmWjG7RPvqDRChbSIfARJb+tFjoB6TAGSMICgJw6fkKL51oXevLRvn48U0Uq1FpqJMd1nw+IvFrZjxUrlJl1QR5H7Em+3g48c1ntlhiP/ndG8N4lwoeGsdB+Xg/m9YgUM9DokaAjePItydqhS9K7pP/D7pPRLdocIQt9NZZKNHrnVBEv/6idgNwSKPdHnW8s8ex/1gzSxpgxY8aMGTNmzJgxY8aMGTNm7BNo5qWNMWPGjBkzZsyYMWPGjBkzZszYJ9BOKz3K4XZSRDpDsyyBQy2S2SnQ7RgvYHxDfqYF9PT12j5LqCygBOt2bWeY79HqI7Zv0hSGAadmAr5pwbmvvAbCgF3dDE3V0O3ciQzpXdQFkcTOeob8lY0HZaq+lmFoeRmAtbZ1M3x85bmgag1VMhwzKw2UmdZGpjTkJqXZvnQRjD1eU2f74kWwcJ8I9RIRbRRhwE9dBypZr0DZ+4fQVoMCUS+bCkGqyBiGs1VvgvDuAYE9Fio6xObXGQY8ZTKE/F55Q+gBUXjf5+vk3xhoBmx+585d9udFC5fx3/sBj9wqkO9dmwHBHbLoToqGE1HAEPL16yDMXFJUSERETR2ADZeMZzpZ+RxAa3uEdhSXBFqFN43berL63ubtDMmfPx90MV8bj4kyJeTV3cEirx1KZG3p2SxKHBkDusnhaoZjOxQVpLiQ29WCABMRfbCOaXulxaC5VAiMPiMDYyKrjGlUMcMQT2xq4nufOnO27Ws4wNS2+YtwHyERkwsoyk1zO9OdtPhc6XimqORmaDFGhjqGQwJh/NeRfafd/P4A1TfwuIzyciyZMhH0Ro9Q8m4Vih8RUV4+z2WPE7DPu+76BX/vdnxv9lncb9u2gn55zjKmmvR1Aw7f28aw1pbaOttXMI77d/pkUBW2CaR8OAiY66j0UYIaX5aI35AP8c/l5jGelgb6VobQlDStrkOEisNKiNjtYnhtxV7Q5dyRTGUIBBD/fEKzcniAw9+2k+dvSyMg0r0i7J2QCqHQ1W+w4HJyBiiUfsERl6SDHpUq8a9LCXGPiBhzphJ3bhM4b1wSaB1nLwfdpLKCaSSREQoKHOZ21WtEahJf435FoQ0Qt7WmAVlzZeEiUKF27eUYV6Ug4ykpPH+SE7HmbBHKT1EuKK+xkXxdWtt72yZuy7wi9KHLyV9IVPcZOcTt/4sf/dz2DfVyXEnPR/z+6bd+RERED/zlL+r6eEwMj2Ktu+xiHrOx0YgvI0LJHOpF/1uCh5bIIRHRW+8xLTVdwbV37OZ2KR2P2HnFKqbYVuwGDaOnh8fi4CDWq2lCUc6fjr4808zlclGCiMge28djw+vC/E1N4TmwrwICvv1CIf7zH5+0fS2tPMavu+7Ttm/6RI4Xr7/+mu2r3MP0t5wUCP2eczZTO7u7Eet+95vfEBHRRedfjGOFOpeVjrhvrd0eJUK9ZSPTmSareNXfz3TJ1AzsaQaEZj2tHL+7ZRMfW1qGdS5fxvj7mzfYvh0iFF5agP3Gqy8+T0REtWrOTpnE9KjC8YW2r7OH2y87H4KaF69ikeDvfe97tu/rX2fx39/99UHb99YfHyOiEwsgtB/n9TVDid36hfa3WO0Tbrv5Vvvzi8/ztX71PyB0P1H2XZt3b7N9sxdyDLnwZuxBG/dxQYklS3Hu559kmpoWfx0Y5tja0Q/B+du+JlR1RW/91S9+S0RE697bbPumlvPcevG5N2zf7l0c83OKQKvtFimChQtBoyotYlpRWAWsUSly0dIG4fzN2zmGPfYkiomUFnLci1T0HG8C08YKCjDPl1xx1kn38chPmBZ3/DgKbnzhCyx+3t2DNkhM5thVUbHb9rW18bpn0XOIiJobeO9TrOJkVirPxywlcXDGmtAvrH6yaEhEoOv4A9hfhKUPI5QQrb3PUzquFt1pxrTpti9a6M8FpRDIbTjKe19dYGZwmNcSr7qWYNh/wjUREbnDMj4ceCx1ijhxUG0+g3JvDtffF6w91f0qKCtj0GlOEMBlC50isyakaKMklLOxDh2LMuM6wcfHuuKiP+zi4z181igv4kR6Lq/zb6/GXO8TAW9dDCAvj+NwQpyScpA2H+0HBTMwwscGfNg3REdy/4fUc3h4lJ/dQk4tCCzncOB7Dq9b/xQfY/28uvcx6VEnebRh0I7ZT+GTaUpjUZf+nu+E0411ff8C9epUzCBtjBkzZsyYMWPGjBkzZsyYMWPGPoF2epE2HjdF5HA2yOXkt6pRcRA7SknmN4WRLmS4O0V0s6kVpRytErAOJRJXWsToFy06tuZNFoO0kCVERLfd8W9ERJRRhoxv3HHOtu+oAOpjznR+6z9BoUwOD3CW8MAI0BIRTm7CkQG8lewRseGcXGRbN3zAmdxkJca2eDGjNDZIGXIiovnzOQszMoTSwsN9nEXap8py5om436NPoMTrXb+/h4iIWvYj2xAhQr4tbci2xyXyG9uMLLxdjYjit+D5Jch6twgSqKEewoDvSSnysgkT1bF8vrghvIVNjwdSpHInt1tzKzIju7dwVi0uCm+HJ4zj346NgGDnKy+9QEREJSLuSwQhx9pGZHyzi7g/X37pOds3ZwELpXnjkEUIinhsQIldzZjLaJVONcYipV91BiJC+q6/H9lnC/UQUm9ck9N4fI6oUsbtMiYmlUPsOkKURHu6IaB66AgjwbxKZXR4D7dfVzeEyKw5YAkcE0GE+WgdslK1UhK5eCrGcbiLM7ieGLRzuyAw3GGEhM4Ofrs+9+xlREQUE4dM/JliYQpTMMyBIi6B0SP7K5HtT4jhcVBXjWzhuFxGBYyOQOjwnl/+koiIYlQp03fWcHnTmbMgRllbx2WduzoxRqK83G5TJyJLdfAgoy+yUjBPXDKEhgZwbGIaIximzcCxDikp23oM49Xj+f/Y+84Auaoj6+o80z05R2myRjlnIZSFAJGjTTAYB7AxOIHttXedsNfGadcJs7YXsAm2MSCCACGEAkJZoyyNNHk0Oaeezv39qHrvXFm9IGxWRt/e+qNWTfcLN9S979U5p3ic9vXht9EIx5CFc+eaPo+I/CUpInNvb+drGfFhDNed5rnvs0MAuVTmYJKCyEiX7P6UCYgHr77OqJrkZJyjcCxnO0eDCNolYzkbN3cW5kR2JmeINipIgpoTkg3OgpCpgYqMRDBew0HElw4RvE9UstQZGTx/SxRkT2YOxwiyoK8HB3jcJybg2AP9fLykLKCHysoZneDzK6J7YZ6PkRB+Gw1wbmQ0hHhw01oWP1//Au6zoU7GTjdQWoWCwmw7CSSTIeq7eC6EsieUcht629AGf3qGY+fFi4D49Eki6ngt1pLduzgWL1+81PSNjvDYGVVKfP7sZ/9BREQVlUAMFUhZ96gNWbR/Xfs1IiKaOROZ+vGVHH/+9PSfTF+fxL28JiBEcgsE7TCMtrrQLBqJUkDaLT+Xx8jpZszVoJfHw8svopBCl5RJb28FwswtApMbXkS29ItfYqTIfZ/6tOl7/nlGNfy5A+W95y1kMesxcxE3briZxZ0jiqj5nEU8/jtasLb4I3ztpcVAFJ88yijfZKUU+6lTjOxUS/6mS4zdvQvIkqZGFuL2B7BHGhXRdYsdMWfcFBbFXTgbQv9lIlJ+6ZUQCn/lVW6PiqmIG2s/djt/iGLfRKncfmlZ2HM1NXL71m/FHqm8mMemtx/zLkHiaVhpK7uVr9kVB1TZ+Alooy1beB83ew7Qryuv4qIJ81bMM32Jsi+sOYB1qKSEUUif/crnTF9uDq/xe3aieEFYkHcrJiwxfTffzYLp+6uAWvrxI78hIqIFEyBqfvIkx7C+HrRRQQHDWnbvxt43M49j3GWTgOLuPcKILKcLcc0r8ax0EcbYX15jJPaQH3EjLpHbK9EJxPM7uxjN5fYgnhpPI/dcdZfp6mzneeNRkKYWC8fYYAgxJz2N23TcuPGmzyWli1944QXTN2cWr4V7t+N+/SJe7ViPffiFaNFolEIBQbAY5YSt756XN/e3CmDAazxv7Mf4nDaRkXMuu6J2LYKwpOxzC8p4Pvh6gVJNSuD9QiSEtT8svw0HgPox9tBOFX7hENiV4jLQL++FWoklYmyLgYKIJTpsniN6tu+M3xp/e49riQrqxhKN0R/qNZtCxOr1iZCvExC0wSGgU7GXw7Hzi3hvVVquiKzLM8/hvQdN16aNm4mIqKwYKMjSSo65DgfmnPE5bEEMtxmFJpQ2tfZh/2FY0CjRrfSr1RifSslvAzkVVsTureeIWomJqon121h9fY7ixO9XxDj6Hoihv1eUWCNttGnTpk2bNm3atGnTpk2bNm3aPoSmX9po06ZNmzZt2rRp06ZNmzZt2rR9CO28CxHbhAJllfrs1iRA7T1uhmBFRgGPqpjGEFgVNmwVNF5zDWggEYHZTaoEPLJ4LEOTd+8HFPKL9zH89IsPPmD6Johg8ezFi0zf9vUbiYho4WQIT/oF8llZDnj9tGun8zn24BwpAgecMxMw2VdeYohmYQag5fveYZG4sWMg2tUq1J94hSJ07BhDU6sOQPByjkBwm0+jXY5VHSYiIl8Q8Ne0dIamOuPQ1YaQs8+H78XH8/k6FUHRmhoW0h1bVGr6rrn5Zv6g4NH2iNCmPQCf0woYpSeRP9ecbDB9C0XMz6LQcU4cZRqENQjY6zVXMVVl6bLFpq+2ngUc77r8U6aP4nk8Vc4BZPrgUYYBulMB8/N5RbQrEbSJ+iYeR5mJgOp6BPK97cVXTN84EdYcU6SIrHkZMt3UClHksSXcXocOAV5qF3E1BflHrY3NRESUmoLzrl6xmojOFEGta2IRxvHjMbaPH+e2SlCEvH1+ngPFxRDZa+vh8VGqiPvlFjJVpaG5wfSl5zK8uFHpo94uEZpM57/9vXC+f6bZ7XZKz+I50NfPYnohhfKRn8UQ9AXzlpi+mdN5DLW1QnA6EOS23bfvsOkrq2DoaUEhxBQb65lmsHzlGtO3bztD8YeHcN7hQYbdOxSo/S/+8+dERNQxCKqCI54h3n19gMP+5w/5ezaFGmTMx1AYc7poLFNN9u+BKPgEEe/s6wEdLCyQ3ar9B3B9Ii4XTgAc1irY0pxkiOIuuugiIiJavw4Q9GERje8ewBi+5hqmA2XnQ+yztJTbLysDNNI+EW0OXgRYf5ZQMsIhtF9dLcfC1Gz8Nk2hZBbk8Rg/ceSI6cvL57+npCi5CgvP39R0CMm3d3O/lyqC8yPPM+w3PAC6RHIK0y6CvWij2jqOTQluXFdA4M3xHqx1c+YwXcISwLVkylisb4LgfEk538dwH85RlM9rSFChozae4lhSOhb0leXLmFKyadtO0+cRIXabQlVwCsVz9erVpu/x37N4cZwT61BhIa+np06BWnXxcl4zP33vx02f189tVFMD8diebqY5zJoNKsWGDSx0n5kJetT06SJgGwVs/kIzn89PJ09wGz3zNNN1kxMUSk0F7zeaarF2R0IiCGpRBMdlGaw5gnV/2xtMqbrxXgjgXnMFC0k3tDSbPmM93/3iG6bPEPOcNQdURiPGh2wYS609vAcoLsO6P0/mY0sb9gcp6bxuGcLjRETW03yOGdOwDlcK3D47H3MiM4/HYUYu2oXkeBTGHNvz2ltERHT0EMZcMMBt9dgfINqcnsO0rPnLQAUdN5Pb2RdCrPvkPTxO//hH/PbSJRyrgwrF3SNi65WT0AZ1tbzmNg3heCnpoGwuW8X0wvp60LYjcdyJv34MwsdZY5jKPX2eQgNLl/bqQ/y+9kaOmVNngNpctlDmjx2Cm9EI01kmz4VI9DubOZa/8dIG0/f0f7PgclwcrtkvbTlWEeadIbTGYBto8W09TN3MyELst8bJHk/RsF1+KVMxn38BlL5eKYbQ5wN1t3gKr5kzZqG//vTzZ4iIaNv2d0zfRQs5vrhdoLgZRTNUalqXCOUOKeKpOVkcJ2++4WbT9+I6pqNeexVEoGtPcX8ZAswXqlnIQnaTVi97NWXPZuxhYtngAPYXB/byfqV0DJ5VXKm8doWVdchmUK8Uigt5ee62t4MOWlTG1BuVmmQRqpRKcbMYosOK2LVN6FExKUx/x37U+I31PeRsz/l4sXxS9CPW5UUVcWKDKmU9gwol/0bO/rHSVJSkUM+D0q92K6QS4hJkHVF+Q/LsMWEC4kRRPs/748dQhGKwhyVGspWiOS6Jh/v24TnX7uDrH6M8v5YK5T1sUalh8q/S5HY77zkMWj8RkcUcRkpsMyhJdI6mjLFYdLZztfdLmXq/xz2XY/9PppE22rRp06ZNmzZt2rRp06ZNmzZtH0I7v0gbi40c9oQzfP29yNJEBIaglji0Otk36WJkhxpP8pvxLCeyNINd/KY4KQFZhHCHCFsp2UJHiI/9+/940vTddRcLnwX2IiM5cyYjaB749P2m76HvfYeIiL79wndMX+4UzoQWzUG2PVPQLe5CZG+7OzlDlTVvjunrkdLW8Qm4321Syvui5ctNX0MfixQuWIos5SEp1ZmdjczHGCltuP4NiFuuXsvHSS5SMlp+zsxEvHjr13hcsms5yF6MK+I3sp2KiHG9l9Ej2Xk4ntPKGZS2UWTr5i9G6co9e7hdL//YStMXleyzf0TJIE/mt8PRAN60Jni4PyNxOHb8WOnjbLRb3wCPIwcB4VMymTNUPUqJ7lQR0stRsn71gjpw25HNGWlhlEBKErLAxlvSugZk/Xq9fN5FayH22SjZ9pmrMWYTcxhhsO6pZ0zfJTdyJtyloGW6R/h4GRMxdo42cJs74/COtaSM35C3dEJ8cspMztwdVN6GjxgZFEXX862XOftWPhXIHQMNkFMCge6QQNqiCfJjq1ID8gIxm4UoUcR3KyZyecNLVkHAdbS7Zp8AACAASURBVLif23vfXqCiNm7mz9U19abPH+Y2mDUHpWznz2f0V38vxpeVWMyytumE6TvczFmMrteGTd+Ysdx/N12JLGrpDM5SVP/5qOlrqONsfCiIuVoqonEtShlU4629xwY0R28P9/3oKOZE2Xge46nJQHeVpnDc2L0byAgKcl+3BJCBO3yK40DSXJRy/uwDXE73hiuQMa0oZxRHfTUy0q5hvv7pFdPhS+XUSlIhMg6NIi7e0oW2b+/h+ZGZizkxby2XLQ6G0faVpWjLR3/xGBERLVqxzPQ1nOL22newwfRNnMQogI1vAI00azaXxOxrAxJiagnPlRYV8RnhdSUFKSIqLuB51N2LmHnFR7hc7qc+iYxvfim3R1cQ4qepbu6n3FK079Eq7pOIkl+xuHgsjilF7J+zisdlrYKC+eljjCb97c9/afo2vM7IQZcDx7vyki8QEVF/L+4tRURcE5KB/NgvZYs9afC5JGb+y70Pmb4KEXZNSUE2cG8fox6Xrsb6N2sGx0dnAo4XiHJbvrIBJdgvNBvoG6JXnmXB/mtWXU9ERK+98Ffz721+XrvXKIiXgwe5fboUsd6CcYzyGLJgLO1tZeTYWgv2TenTOG5YC7H3CXl5/qpItHRByDV4MS8NwcopGSiLnPccF3DISsIa/9o6HjdjS4DIsMZxX82cjXk3/3oRDFbWcLOua7ySWZRLaDqOmDPGzeibLb9/2vTtEkFjizLHbA6ed4WFyPA6QjwOd72EEtc7XuPPn7oZos1huYSye4Ai2LJxK39QgAgdTbz+t3YC9ZPi5vYbGgLaqCgLAp6P/5KRLG4lezwoBSWsw0C2Vbdyf+55B0UkcjM4DsW50W5BHzdSWQUy3tueYCHv6CjOUZDF8cKjoDZLZvDc+9TXEXM+9a2b5Tp/b/oe+v53iYjohnkQHZ57JSOGfvvvj5q+P0nBi29+89umjwSdlZmPvpm9hBGEd9x2g+l7ff1LfI/KXtXm5zlfXIo+/O+f/ScREWW7UUI62cZjetfuvaZv6Qre0w4FgEqqbeQ9l1r8o76LkWdBP77nSuF287mwIYrL5WuZOx/7IXqQLjgLW4j67BzXQyL0nWnFs48zJPuAPty7b4jjyG2332r6fvprLrOer5TtNncfidgjB0WI2qKiIgU2kl4ERG37EK/RLgWSZaD8M7Mxtg2h2oFR7JPSpFjGiFKcIUHWi1AM5JAtJvDhbGxCKAZGxh4D3RI5o7a2lFOPVfr5jFLjgg5SUR/GbyMKisQ8toJAkjZQtZiN3zoiCqJJuXXjmScUxrHtxpP9GU/4vDcJjWKNSUjiY44pROxobOB5kzcBSMCoiHWvqrxcuTD+p6cHa1HNED+PuN1Y0xPk+Vb1GUgb4zmQiCgcNhBK6AeroLlUn0HyiCnuG3n3Z5R3K9sdGzSjiCfLtaiHsMYQ+o5Gz76P2ELEf3uOc0PtaKSNNm3atGnTpk2bNm3atGnTpk3bh9D0Sxtt2rRp06ZNmzZt2rRp06ZNm7YPoZ1XelQ4HKahIYa5pYj4akoqoJBegcUNeQHfcopQoyq8NHU604ROOQAF77Cw8JVVEcONClTPEOUjIpo5g3977OhJ0/fHJ54gIqKPfwYQ0eqjDNv94ZP/bfq2Pslim+PHQchp326G1c+ePdP0jY4wpDapA8JmM6YxLSC9BMJ27fUs9JaRDmjavDkMHzdoG0REE8cxdLY1CnhcnINhii4FipuQx/DT7ExARKuqGIqd1YN2PlnD1I1FiyC8PHYMX1dSZqHpq9nNNJGJ8wFpb6vmdgn4AWvLzmQopCcfNJ+ebtAWnC6+RmcWoJDhfm4bmw3vDcsm8pjwDytwVhEH7lWoChYRzhwcBHUjEGaqWUsTBNDGFPG9FBaAumbzsFhXbzMgzo54bst3dm43fdYgj6P8bFAy+voYrpyojMWCYj7HcBvuNyGe/56YBch5UChYV954u+mL9As1wo8xa5Nbf/3PL5q+ymLuG2cEQmPtzQxDbO1Eu4yvZEjs1PnzTN8vf/AjIiJadhVgjYsXMz2opQttNdjP8zKkQIlDo4zBdNm5/yyWC+8dbzQaobDck0/mZe1JQPIryhnePm8e2uzPf11PREReH1SjvUFuW08CqEZLljIF0OcD3Nhm5bG57nkI885dwHDzQ8cgMJuUxLBvV7yiTB3gMWIhQPLjXDzP2npAkfCN8tzJzAIdYqCPx5JDob2ERexv1Id5UnWA6QYPfvlLpm/bNh73xWWIQwcP8LXa4jDmPB6GtzY2gpY12M1Q2skVoBF+6rNMN/3x1wClbzrN3xscBB0owxDgDmP8e0VIsuYUxFcvWX0lX4sdy1VbE8fOIR/ogekeXMN117CA+QvPQkg8M4Xj4+QZCtW2kelY19xwlelrECHRzBwc7+57PkFERH95Fv26aevb/L3CfNN32fUsCjthCtaIvjD3SUFOEa7/BN/ftCmg6vW3c9v4omjzYIAFQOvrGkxffBIfb9cuCHZOrGSKypF9dbi3EzxObr4e9JDbb/osn7/ltOnbsYeFJ8mC+J2QzDGxrQMC65UTxsk1TzV93iGOEREL1oNNW98kIqJsJd6nZjA95IsPfsX0Pfzzf+d7VGiXU6fwOrntHVCVLzTzeDw0dy5Dy//yF6azTB0PylvDCaZL2hTI9FVX83itPw3x18WrVxARUUoeBLYHgxynbUosHhnifdPxoxCTzEiW3yj7oepjTLtMLELccFfIXLAolIkRPkdHO8ZIWTnToppOw/fJe3hcpeaA9jJ4ksfLt4V2Q0QUFGHROYrobEsTf6+/G/ucYlmnU6wQHJ97Ec+P4rGgM72xgYtEJChU+AQpaOEJYQy3igj/7u27TN+y1UytCYRwv5OnMC1m7w7Qim0OEegtw9wuFrFeWzX2Ya+9ut78vGge39/o6KjpG/DynM7OA+24vZr3X93dWLv9sjalpSHm2D18npM12OeOhngt27Jps+lbdTHP1Zpj8HmqeM0+XgOa7i13MAXm9nvuNH3jpKhGaSn2pQZK/9vfQfxeu4bj2tNPQ1agWq5r7T7sLe78+G1ERPTpL3ze9E2dwmPfEDwnIpq5eAkREe1/4y3TZ3Pz/cangILT0ME02bxS7GkXreR9a3Im+j/i4rWutKzI9I0McdvHObFmZ0rBBW8I+5wxFTzuBkdAy7kQzUJkigM4pfCFSos3RGn3vo197q9+/RsiIlqxFDTi4olFOODfWCQGhUOlBhkfHQ6sYQk2npP+Xuxrkty8HnS0YQ+aX8zndfoxfwwOiSGES0QUkIIwNkUA2RTzjanterZTIRopsrfnJgyriiIb9x5TKDlytqCuaqaOsyrQLJ+j0TP4UWddtLG3IyIKRbhj1b4Jyd/VdcIu9+dKwPOwwTXKUNbq3n7eh76zESL2C1axtEXYh9hMdr6g9Gw8Wyak8tw9o29iUJwMselYwryxKEexLBb97P+CXXhPYdq0adOmTZs2bdq0adOmTZs2bf8H7LwibWw2m5lhNt7EhSPI0Blv2OxOvKU1RJ8sdviskv0dJ4KRRESWCCNKrEG8hxqW8qx5hchy9HZw6dZp05EJ3SRZi1efe8303XLLLUREVPvaHtM3vowzMnEKuqW65qScH2/9stMky6UgXiqk7N0Lj6L0Y0oit8W+nbtN37QZfE/d/b2mzyWvWKv2oSTvXBGdbW3Bm+rOas6CJSYCCUKSqZ8wF6iad3Zz5ikxGVmdiI/P0VmPsqHPPc8CcrObkBFqbeVzDI9CzPDOTzB6pK4OGaEsReg3K5/b3zeAezJEzGzK221/kN/iOuLxVt3n48y7zYPsS0FyERERhZVXjp5kbst+LzL5xlgLKW+lT5/mzE1+NoTSRkc463LR0iWmr72+Ra4Z2YH4eO73ZqWNUlJYADQaxH24ZKzW7Ua54SNHOAvqUcr+CjjIRJ8REY2VkshzJmJspyZwf9YfRynRiiIWjB43HuO4t1syS16olCW6Gc3QU4eMeXopn8PRCySYUV420YPsVRzxfUQMJMkF+Dbb5XBSUQFnS+MlbgRGkMmZNI7n9INf+Ybp6+gyEH9KNlbKgJeWI2P+xOOcdRweApLlonk8z+bOBXKnpZnHy6oVK0yfTTJRKYqwn6HTZ1Wy3g4H92VRETIhFgvPk64u9F+HIS4eUUW8OZsVUbI21dU8Djt7kDH3B3kuL1k5C74I39OpAVxLdxeP035lHk+dyqiLw8cw9//6BItWLroY92t18Lha/xpi7JQ5jA6xHkHW83QDI0W+eN+9pi8a4XjgCyglvxsaiIioUBFLbGtRBFv3sLAr2REknEkiQqm070iUz/3dH30f1zWBr2vPDsR+A014040fNX1r1rLA8OFTQG3WtjBSYuujQMGUlXMGvvEE2shl5359dT2QO8113Cff/+5PTV84JCidgiLT19HJ5yjJh2j8k7/9CxER7T+AmNMj8eDxR17CvU3huDK+EuKxs+cz2iKoZGVnzOVs/JHDQG/09PB4S0yCqGpaGm8hDh2CkHdCJiOy2gewbnSM8Li0xmG8v7OXkQ233ok2PSbIgKmzgOa50Mxht1G2lDEvLOC1r6+/y/x7uSCW4pQ9zeRlnOmenIQsaKiT27ujE/P8WB2jZfLGYv06Icgd9XiLVl7G5z2MNaOynPu5rQdIuZ6jPCbblDVtlqCRx+QCdXviCCPvProEaGS7qGX+9pHfmD6r7N1CA5jTzYJqrd4DpGG8i+8zSVlvKgt4j5SaD2SRce9H3tho+irKGB1SfxKoslObGfWWW4C93sVLORYfOQVh9552RsTGebCHy5c11zrfdJFH0NkjSgnp9gFut4CCRh1SYn+7iI+PHw9B25Ewz3OvH8e5ZDVnrVddusb0ObKl35XY5PdznM3Ixz0V5DMq5Lm/Yk6P+LmNegexxienSlwcwl7gFz/guGJxIQv+wDcY+ZapFCDwNfN6MGcG1oO2NkY01pzCeFq+iuP7Y08Ajf65f/scf1CEUktKGCXlUvb1XRLne0awj/y3HzCyZ4Zy3tIsjiWXXnMp7s0oqqEABsK1HF8OHDls+iaP5/HuygASLNzP/RWfgj1mnKAAO/1Y1y5Ii0QoKnubBINdoJR8fvOZZ4mI6K0Nm0zfw9//HhER9QcVdIuxzKqADGPrp6A9rILiUJ99wjLeVRSEgZKJU4TIjfLjdmX/P9zN7W+PUx5Lpc61Q0FuhMRn/YC3o39PmY1YCBvDoqqw8buAeM4A1QhaJqpcTUSEbQPK3s7qUITZZZ+uoocMdKNXQcY4rYJkcypi0sJqsSjHy8ji+BtSbm64j9evhEyloI1ct9eH2OaOUwaNcf2Rs4V5DZ86ToznfxVpYyByzhVV889C3/wj53q/v9VIG23atGnTpk2bNm3atGnTpk2btg+h6Zc22rRp06ZNmzZt2rRp06ZNmzZtH0I7r/Qoq9VK8fEMd/T7mXbiV0U8nQzRcnlQz92ADvkUmFfYx1C+JDegtRWTGQrZrUDkiwIMy6ytrTd9aRlMFxkagOhYWQkLxtZUA+b+ve+wkN6ll15i+ibKOTLSABHrSWUY9M4doDht27yFiIiuuhSQzlCQYV7dvYDTThRB4xNHIRYXH8dw5RG/ApMN8G+T4iGyd/wwQ40NgU8ioqxyvo99hyCol56fQn9rt9zCYnGuBPzt+HGGEKd4ACXdu5cFKh0EKHFQKEzdfYB7793B38srwW8TktE3KW6GR/aP4N7tThl6CuxxdJhhdhEF92gIoTricA2GAFZvP44X72RYnMMF2KtxbLsCmUvJ4L5TqVVREUOO2PC9usYGIiJKdYHO5JPrKy0qM32JbqYuNbaiH/qGhaakjONF85cQEVF9PaDpo0K/yc0CDD07hX/jiuICn32KxSyvvPJK0+dI4LFwoKrK9JVWMmzcqoiPXXzRRUREtHcPqB6r85jWkZ0NCttIwIDV4potIiA93MNikRGFynihWJzLReNFZLG1Tdo+jPs4dIjh1MGwAgUd4raIS4TAWkCobAcPYa5u3fo6EZ05vjpbua3S09C2GZlMz3IpotvTZzDd6sghUGZmOXj+BIOAwY6O8nybOgV0Frudx3hdLURLXU6GeJeXQWTXP8rja3AIYp8OF8/LqirAyJctW8LHcGGO7ZHxUrMTgrDZuUwjGA0iFk+dzjSWy1ctNn0Pff1BIiK66drrTd9AH1Nl1lyGmGjMmfQExI38LIZNnzgGWs6UiXyOgNJvZQK5Dyvz5PGnnzA/r1rFcXvjpjdN36AIGKakIDaNLWeKUcSKPjx4jEWCJ0yeZvp6O5hW8atfPWL6svNF6FzoGkREm99kkUeHIvZ3/MjzREQ0RqG0WCzcx+9sRz8UFRUREdF9n4dI9F0f/zgRETUr4s/ZWRxzBhUK7cqVLLC67rlXTZ/VxmMiKxvr1fFqplC8tH6H6fvdU58hIqLuXoyTe+/9MhERRQiUhn/5l6/xtZwGRWL1Sqb1LFoM+u3vH/sDERFt3YJzxCVyXElyYQ278bab+TpTEXMmzOZx/tQf/kgXqsXFuWhcRREREY2OMNWjsQ5Unr4uHkueHIyH7Rs2EBFRcxv2LxUTmGaTVQgx/KVCyVN3bicOG9RbtG1XFe8PWutBmTm6l8eaJwP0tukybiyK6Hp0Gs8zjwJ1nzmHBaKPHgXF6VgNn3eFQvv83W+ZKqNSJspyi4joTNq218v7v7YWXF9KAq+17gzE3QEff2/+JMSXOqFi3nTrzabve996iK89hDje1MC0LP8I7q2vk+k4k5YsMH31h3kN7VCE+QvHcMxOSEcbVEzmdaQkH/QohxsdceAo09df3oQ5uPZy7q+gHzE9OMr39IffgVYUlW3L9bdda/qcqXzstHyMExIKXFwyruvwCb5+pxPXkuTgsVB9ANSwhSu4Ddv7MMY2vMRCyh8b/1nTFyd7RpdyvPg4HjMrV0Gw9s3NHFt/85tf4/okHDceRlyzCA88uxhUbr9Qs2fNAhXqtQ3cbj/7xU9MX3Ut78lv/dzHcQ65rA0vrDNdb21kQeNEZY/c1sD9qe5zps7imO5SYo4/zPu6vCJQbS9Es1qslOCQcSGMld9+9wfm3weFanjLtTeYvlERMR8YxV7aaF+VtWGI3FqUPYzNoNSEsC4bdBaVpm1QVhzJeN7ol/11dg5i26EjTLGtEPqo/FiuBcczngVU2YN3tfdgn5hiwud2tHNHOig0H+M5NhZFKBY9RhUVNr+nXGAwBP6h8XuLRSlUI8VDnB6s3zY5ZMSntKUxX5Sbapf1xOuHNESCFMvp7wFVNzGN91EOpViFIcKuUpxi0Z4MeRSVzmSYOnZiGcSazxYxfi/f+bBYff1BmkbaaNOmTZs2bdq0adOmTZs2bdq0fQjtvCJtIuEwjQoKwUjEOJVyfIaIXURRzzLeKKpveOOT+O2g14uMh/GOMaMYb8t9Xn7rd/fn7jZ9J0VQ76UXIORW18SZm1lTppi++VI2ee9+oFaids5cl4xDecR0KQsbVMpUdouQ6Vf+9eumb8UiLvs7awEyPNt38bEtIeVtYwMLvg0N4y2nkQGPBpU3y2F+G7l65Sqct5ozS0//8WnTd/9XWNBzuBmikD4pd9jUiCxXv5R5KxuDTH26CCrv3Q8BZIrwNSxaBNW+1mbOaMy/bjmuRYRCiYg8ds6gGWU5iYh8YW4vuyJMmZrA2Y/BXogJe5L5N8NKe/iCfP0pmcjImW83+yFs1yblSdOVMppBO7ebfxjnyMzk+xxqx28TE/m8iQrSpreT0UX+UYy7ATmfTXn/WZjHiCd/GP3lEuHZmRchI71vK2eiwwrKo11KO7usmJrzFrCQaY0i9Gxv5TFRXoGx2NzCyIVKZRw75fV61X4gwcKjPD7jM3BvA22caekbwpv0iIy3uDiZozHein/YzeGwUY7M0fHjuWRr1YG95t+7erhPL70cZUufeIqREemKEGd5JWe9gyGIrvlFfDqnAGVhGxp5LqRPgy8jncdXhjJeT0nJ59Y2ZK77urjPR70YS92dPO4bG5AFHhrkOBTwY9wkeDgTYokqSCkLj5E4F46XmcHx9MiRBtO3fAWjX159DaiUOrmP0sKxpi8k2a6QA+fdsYORJWuWIROemcnt1qSgHg8fZYHcFiVTk5ktCCQ71oD8vCIiIhruQ7yySjnplBRk6t7awgggRzxQOjOn4xra2vk8CclAmQSiPJ6dCcjGFo9jlIxLEQh3Ofnv4WHE9GCA73nWTJQtPt3Ksfr1V17H8Qp4jJ1ux/V3dzfIv0BGGfE9fwzWq1aJL25FiPGxpx4lIqIbr7/G9BnVVH1dEDCfMImzkzPnQMD36AlGmA4H8b2RER6zqTkQts4rZOTgF77wMVxzj5S4dwN99bWvfouIiO76JISDnSLoak1DHL/zHi4t3D6AMZuYyn03Rlmfo3HcpsPD3abP6+VrXXnJRXShmsVmJWcyIxPcCdwu2XnI9hvogt27sbewC5Tv+ZdQor7t948TEVGKgjz53g8YUTJpKWJ86RgWRw+NYI0c6OEYX7UbSMxn//xXIiIqnwpkmLHWXrxWQcDJOuJIRp829rAvPg0Ij4QRnidb395i+saN43HYcKrB9PVKWe/x47C3iBehVFW0t6iEY03lRci0O3MZMec9BeH0gwf3ExHRjn1Act14C6MHnngMJantgro10LVERKdlH1TWDpRacTmju4rHKRl+B88T/xC+ZxO0WJwb+9O1V15mfs4pY9TApGmYgyE/92tPK45z36fvIyKitFQILtc0Mnpt5eUrTV9SPCOTRnowf9NFlHj5Gnxv5+tbiYgooiCK0mzcXqtWYE92sJpRNzklQO5kZcs1KE8C/haOnV//+ldN38MP/4iIiLq7ENfGCAJo7qqFpq/jECPKNr6KcsHjSouIiKizqcX01YroemkZUMsZibxOl0+Ez9hn9tTVmL70cv77KQX19ZmPf4qIiNa/gFj8xCOM+Js7FzGbpFBJdjHi39gpPB9CQewJL0gLRYi6OAY8+qMfExFRmsJGuHQto7jy8tD/dYJ2ddjPzt+rSIGoVYRjVYS6WWZbFcjlgeRQfmuWfx5CfDKe+4I+7KUN5ExQ3TcL4sRqxwCNRKVctHqt77Y1PddtayxghHpv7xM4YVORNiJKHIwqaPWo8c/ZJb/V3rAIA8BmU4rxWM7uLwWITEEvt6HLcfYjvjWi/Fa6Ri3H/sc/8PPj177xL+qviIgoORlrkUXuLxiAiLVd+imWwLAlRmlzFVVjfFZ9xvH+EdRKLDTPB2Xnel3nKp58LqaRNtq0adOmTZs2bdq0adOmTZs2bR9C0y9ttGnTpk2bNm3atGnTpk2bNm3aPoR2XulRFovFhDuR0J2itrPFmhQtOYpaDWgYIPR2B38OK3gwl0HhUCBiIYH0BQmivuMECvnNb0OY9fMPMFy1KA+QSbdAYVfdcoXpi0hNe2uGIu4rVC1SYH59TQz9vOaG60zf6y+9RkREf3rpRdPXdZrpA9MmTse9ieiwzQ24fkgEppIUWP+yJbOJiGjiJMCkf/nIL4mIaMF8wEEDIuCcoMCznUJR+Ouzz5q+669hUb/XXgU8+9d/ZYG5ZROWmr55c+YQ0ZnCtlOnTiYiIm9Lm+lzOADlM+BfPj/oBjbpL5sT3wsEpJ8cENTyiuipw43+j/j4eB6lPUJBpn1kZ6IP+3oYkjzSD9Hp1BL+e8iC/rI7uK93HwHcujiLqRup8YCXZokA9dAQ4Mo7Rai1UIH9F4wvl/MD9t/Vx58DFgzu6SLu2NMDAdCIncdYdzuoJcnZTAEpiAdVxRfgdmluA+TYgLju2fKW6asoZShxngIRH+nj8yUp8PfUVB5voyHMlf5BHifp2UVERGSNAaH9sFsgEKDGZqaJpGeyCKHVgftwJ4qg8xHAr+cvYrj31h2gUeX083jo7MEYnz2Podt11aCtpQnEO6BQHg1Y68gIqFVTprAoY0szKIp7dvM1ZGZirvb28jjdvh3XkpzC1Is0pU/b27hPG5tBwYkT0eFIFHBjGTbk8+P61q/fTERETz75jOlLT+Uxl6OIpTa3sxhushvzs0Kg78eOQsTdamfqw+HDEMGsbRLxWifoNg3NTAdaNBeU0VNHWQRv6kRQ06ICBX7hRcSm6lPcbj0DuLfEJFA3bvoo04lGApirmXlMBejuBUWrr49jRHFxselLT+L4HhxCjJgiorAHqw6ZvopyFkNu6wBloKedr2vBDAhs9nuZMtCiUCRmz+b4vXMvqKfx8TxOElMQ69xJ/HnttWtMn12w4F/6wpdNn1UEB8smgi45EJBYMgD4cr/Mfb8ffXj33UyDKCmG8HJLM8d3uxXisS0t3Md5Cm3QiIVvP7fZ9K2+nCkt938V4qbVNdz/8Qnof7vQowJKkYGsfI7PDXUQO77QzDs8RHt3bCYiollXMH3m+MZt5t+TMnl8pSkUtedeeJmIiOpPI55XTuQYkZyMPvjG15midvttHzF9V93ItIfu2gbTt/kNpjq+vQ1C4osWXszf82L8d8ra03gKMayghOdCmCB2OSpCpU1tiC/Tp88gIqJ0Zc31DXBfLloEqmKTiO+rVPiwcAPsCjV4wM/jNaiszf7THLvXv/6y6TtRy3GlQaHM5GZwnJq3eJ7pq6vjay1MAT161eq1RER0ugPtvO+NTUREtGPnVtM3aQrP9+kzIJ7bIrSx/DSsw5mEWF1azu1WXQuxep8UG/jtf/6X6TOo1554xKs1q3h+//oXj5q+2ct4H3fNHdhHBvu5jZYuBT1q/iS+5x0bcf2Dbfy9g4f2m762Ho5NCfnY03R083r2gy+DCvXg11hwfPxFM03fDzO+R0RnFlKYMYX3L21VGDtPPs6UvuEBUI2O7eZryFHGSSDI8WegA99beQmLHMdFlHEywmMhqhQs8Tfy/vqOG24xfTdey/Pho9fdZvq+9BkWdP/ZbyU3YQAAIABJREFUz/7T9LULlT/qwri79pariYhoweUQ1L4QrbWxib75KZZDWH4x79nLx5SYf7fLs1Gr0oeDwzyvi6eDphiRghsWZX9olX2rWowiJALEdoXeYxRJUAuMGDyqjlZFTH8MryH79uI5YozEHVKeCUNClXEoNJ9ReU6w28/x8TUGdyoWncoWq86GUuggIlSpc6ZJqfQy+WxT2sqQCDmTSvQ/H86KZfyMfghKkRu1PeINirVyrf1t/BzUoIjir3+Z91S1tYilD/+IxatTskA9N5YCiyJObkhqJCu0dYqeLUQdSzDapIEpN2z4bOrY+Zu/EanCy+fmOx/2j5wLwsXn9v0L7ylMmzZt2rRp06ZNmzZt2rRp06bt/4CdX6SN1WKWazPexKlirWERurTa8abN7og74/tERMOCeElUSlyGjPK2SinqvGLOjv/oez80ff4h/u0zzyOrTImceWg6hKyU3ypv9p3INg2N8JvKZBsyJCTleTs6kDHPniBCf8pb2hvHMfqi7BWIfW7ewIiIbW/jbXN2BovZFRYg8xsRRFHUjmvJyeEMzxe/dD9uI4Uzcp09uJZPf5X/3nYQJXTTBblx280QlGys5yzSgoVA6az7LSNxNu0GcuOaFSzYetPNKBvYKmXH91Yhq7P4EiVrIcgZv1J62O3mNlTfqvol02Zkoti4De1KOeJImPuhRxE1tcob1mQ3xkRUSog6bRjmoX7O3Awq6JY0KevZ2QwURYmIqXoU0bYuKQkfUcTJxk1kEciWbohu1kop1LxiZORSx3CW/+3tQPOUlDAKJicfZQ8jSZwVTM7FW+6RLs7Qt/djbCcl8Zjt6YHPJ2VUk+NR0tUpgtVJDmRNWuVNe9iK+0gtZ6SQPaq0s4hOoxzyhSdETFYikuzAzipGq5SNg9Dh8AhnhrOUPiirYMTBlp0Qb97wBiPlKieUm76Bfh5D112PufD0kzxnWlvQz0WCwvIoCBUjw+kPwWcgroa9iIkjI4xkGBxGP1ucPEbKKpFF6x3kvycmArlmCMR1KmV109J53EyfCVRFUwNnsz0eZPTJwhkzh5IJL5C4MaqIMZcL0qZ4LMb6wZ0ssNrYVY3fCtLPQLYQEQWDfH1bt+wyffNnsSjogYNHTF9CKl9XRzfKkkYtjI6bNAtx8vAhCLv2D3B7TJ0KcdGubm6HccW5pq+lged0vBKHwhLTo1bE23z5TWYWstRGzBn1QcD8sAjd1x6HAOyypYzcyszEtW7cyGPxM5+41/TZ4/h4616BkPwtt3CMTk1F3/zxCf57WCmr/M473IZl43G/N93HZXKvXg0R46EAX2t5xWTTZ4vw/GhoBLovJYnnw6gibpuZypnyxQuBougZ5qz3li0Qo71kLaMGbA5c37RZjFgYUNaA05J5VYXi/YLUsEcQry40szlslJbJ4+Topo1ERJSZhTE3KkL6BtKSiGj9Rt4XhC0Yc14voxAMFCQRUZFkqN/eAlTFyqWcVc/IRAzrl1K+Djfacd8hRnWtXAvU1p59PE5XKD5XgmTLEUooZwqLCE/vB3KN/LwvOXIAczVe9kZLb8GYK93Fc2zdOpRodonAdV1Tg+n7+W8ZKfzDrG+aPoes3bn5QGl8+l4WnU1PwhppFEMoLwVi4HsPsXjuoILwfUrEmPcfwPz0CPrrZHW96Tt0iBF1uVkQC166mEV9fQqq2uZSssIubrDpizE/+ut5fqhZ8ARBz3ncWKfb2/n62waBzj3exO02ewH2ZIXFgnKzIy7XnmZU2rz5ihh8Ca8Nq5twT799gkuML78U4sRdsqdIVuLaa69xkQ6HBQNgYiX3f7YyV7vlmlsam01fgYzzjgCuz9/LYyY4hH7oG+b9dVY6+tUi++Wq3dhHvrj+OSIiung57m31lYx+DwTQD8Ye/80NQLTt2sJxcvXSS0zfzv28Ll9+LQSkX32BS41XjsPafiFaekoa3XrNTUSEYhknj2Dfb8yl+ctRtj3SwX2XnA7UbncXrwMpLqVvBMlpVfaABgomoiIjDORESHleG+ZYpBaTMdT0W1qAeJu5gBFjEWVfauBJwkrJ7/9NYdmzTNnrGxY5x9NbY5SfVs0u6CWLWt5b2k1FpxiMkni7IgI8jLHf0siIwoNHDpu+Y8d57xUIYD0x0MSVFdgjPPjgg0REZEtS+kYO7VOQxjZB7lis6GujMIQqHG2Ve1FZMLGQNrFKfscSLI6FYDnXUt665Lc2bdq0adOmTZs2bdq0adOmTZu282b6pY02bdq0adOmTZs2bdq0adOmTduH0M6ZHmWxWGxEtJeIWqLR6OUWi6WYiJ4hojQi2k9Et0aj0cC7HSMcDtPAAMOjnUKTsihUKEvk7NrtUYMapECNjL8PDAIun5zE8PG0AkCE60UIM68YFJeP3fVp/jAM2HfYzzDk1n6FviNCxMdqAfEfP5khopSkiASP8nGyKwB9948wBN0SVag/g0wFmHktoKkzFZiqYX/5JUNYf/zwz/C9mSwI9/BDD5m+++9n2tPAMITcghGGwn3ko6BrkFBbuk6D+mMTYdJu5X4rKvjemptApYh3y/BQkH1XX89Cfo0tELMqLWPxy8RkUJN6OwG1N0SHPQrEf2SQIbMq1NBlZ8ikCo8LC/TOO4ShJbqklJyCfnDYGQY+0AEaSXcbw3cTFcFifwdDdAvHA0a9dz1D0zMzALe2y0m66iCyl5HLUGkV0p2YxrDi/CT0dYLA2Z2JENSjOD7eolWA+W58nSk3eZUQ9uzoZ8qXXUFlJsl1uYoAYX79Gabh+IZAVVm1jMUJ4yMqDJXbJTyIcTwo8PzkDIgokilQCwhzWgrf74jAW9V5eT7sg4g5UbJQRGKM388xpF+hfHR0cnunZSBGHDjE0PnhYdBeXAKDDwUBGQ2Lqu+bb4LyWFBQQERECQpNb/JEpksePQbY9+GjB4mIqL4W4zUri2NX3wAoRE4XzwW7MpSCEZ47Y0oA3R/xMz2p9iSEQhMSGU6bmoH5NHESfy87G3Nn9y6G8E+ZNNH0tbbwdQ3241pGwxxvP3LHzaYvX+iDIQWGm5PF4yo1GWK8J2oYupuRDtG6jk4eT/V1gNc31fM4vWLtQtPn9vC4r65BzMnIZIiv34Lx6nJj3Nc3sBhoelKF6ZteyXEqJRHzaCCf+6utC7Ewzsmx/5l1EGrPz2aoeKYSw8J+HnrXXwcqSFYat3l/L9amikUsFv/jH0GMdEiadeMrG03f2qsYxv/Fe+/DvcswissBLWFokMfvZWtxXruNrzlXofmFejk2/O73EDe98srriYiovv646RuWmJiVjt9ecglfywkFcj137lQiInprE675179jkc81V4CC4BCKZ1sdqBn5hdx+QT+g0vnZPHacbrTpYDuP7TtvBm3sfNoHEXOsVgvFJXHctYu4dNiG+04VQftdOyEu/tOnmRr0i3972PQdE6qdSo10u/i4Xi9i2NZt3B9r7sC6P34yUz32HQT1Omcsz8u9VThvRSV/77nnnjN9t9zBlDyDwkREdHTbO0R0JiU9Seg94ypBN62rZkHLLU/jeK2y92jugBBpvJvH67gJmJ+nOzgOZWUiFid4+BwhP5p8bJHstSzYvialcJt+/Sv/ZvoOVDE15NgJiFoPDvJaFhcH2phDaBuG+DoRUSDIf89MQ4x1yb3XN+N4QUUQ1KDPp0ghCiKiCZOYAvebl0HHf+6nfyAioq1vgVLoFypyfDyua9DHe7vMBMTM9mqO7zm5KHywbxevJQ88gXN4svg4H7kFgtVf+RGLCVMEMZOkuEB3E/qGQhzLO1pA+T55jNtSjRFHa/lanDbQqNavY2HTVctWmb7u0zx+w4qQqs/C7bZ9P8bnxauXEBFRgyKmv2DBIiIiGlL2OU+J2PFHbr/D9I2bzjF27z5F2D2FqXqtveiPibKH7+qCeHx5GY9f7xDm1Pm2DyLu+Hw+qj7K62eurMFxNszh3Fymrp08BDH9ksm8jm5/AzF94TVMHRsdRZsb+x+bC30dFcqfKq5rqKmqRRc65VmgJBsU0aj8/Qwx4Qj/1hqHzU5U9v/Dg6BlJiXz3iUUPpt2c872dzBX3u9P1GcbQ7xYFd41RHsprIj2iii/QW8jIgpKkZX972CudHZjTTAkR2ZOnWr6rr6ZxelJ1fQ1QpW6jZfhMdijtG8Gt28cIRb5gzz0HEp/Dft4QqsSF/EiGK3epzWGunIsuphBqVKfM9SCNu9m/ywq1D/D3g/S5j4iOq78/wdE9NNoNFpORH1E9PEP8sK0adP2f950zNGmTdv5NB1ztGnTdr5Nxx1t2rS9p50T0sZisRQQ0WVE9BARfcHCr7WWEZHxGv9xIvomEf363Y5jtVop3uM+w6e+9DN0qs54V2ZmMvB+yRYDkTEspUftylu94smcOW7rBMpkeJgz6+p7Pk8OZ1PmXYHy3qeq+I29KwFvG8NGqfEAXngHjVJ4oygrbRfh03BQKUebK9mSININo35+sx8fh+zV9V/k7MG8FShd+dxfWTzvd4//DtcimYpJU5Adv/fezxAR0Zsb3zB9h+QNut2OO26XTNCUGRBCrJMSqweOoEzvxUsYCRQYhuDvstVcNvTwYWRgU1I4c10+vtL0OVxKiXYRQ7QofRMvYrkhpRyx8TY6EkL2yhD7NERx+V742NGwKnbGqAj1zWxpmZEBxJvgtlOSre9AJtzIvKclIAOfLRnrpkZkoGqbG4iIyJOK/tp9kLOWlyslWEMjfOyAcm82Ec1zejCezPK3IYyJ5GTO1PcpiCFXiiJ8bVxLHV/Ljddcj+N5ZIyNKCVT2zilv38XMlC33PkxIiL6+ePIwK+87koiIhq/EGMiOMhv/Z1W6b/zyKb8wGKO3U5uycJWNzQQEVGfF1mgFkFjuZzo59ISQXH48D1PAvdBVzuygIFRzoDccSsyfkePsHjknDmYv3/4I8/biRMg1ts7wMdJUNBpBrqvtRVot3GGaLJS77G4mMdmhSKovHwZI7h++pOfm77MNEY3uKdAYHFMIaO6Nr8FIdOsNB43PkUAeeI4nsshH+La9PksJjteEfdtbWXhzIFRoJKcko0JBTBekiTu1yooNb9f0D4RZAOjggz0eIAE6u3njHPhWJSz7u3jtj9Rg1LjHqUsqJGxyk0CQsU1yvFi62ZkFZfdzCVi//o0yok3dfLc6+iBKOixY4wgmCUZXSKirhZeVzpOA400YzKXQW7qAXro4D4WSO5sQcZ3eIDbxmaDGOnTj/E4ufMTKPGbksGxrrUKcfmjNzKiouoARCaLi1l4dMvbiP15Rdz/C9YA0Znk4eO1dyKmJ0j8c7iAliot49+WjL0Iv03kOLB3HwT742zsS3ZDtNLfxvHbRYinNuL5k+gCqsYQQKYw+u3261lktq8V13K+7IOKOQ6Xi/JKeawGBKU4Mgx0w7CX9ypZaknVXh7jn/0WyrjTCLfjphdeMF0b33idiIjKyjD38/JFRFQRDV94FSMdekbQz6+9xsjOrCSgR3IEPepJUsTrRWyysxEioSePMHKtMB8omEQRtiydClHrowc5iz8cROa2pFxiztubcN48Rrj1DSBu3PeFzxMRUWo6ztEuIuoV5Zj7bS2MksidCLRszSHOQu/ZDxTRlMmMUG6oRWyPkyx+RhpEPQvHcMGKorE475xZnLUuKy8yfYf38DnSi9B+CW7EKa+X191D+7E3euGp54mIyO/DXmXG9DlERPSz32H9pXSOB0fegvh9fj4jE7oUod82iTkndiMerH+Z+zU9E0gGp0yzh3/8E9N33b28TnVUo19T0+SLSnbbKhCB9CQgfLISeYz1dCLWLV7AaMjqE4jBl17KhSqS3Jj7hkB2VgbarTCP40GPgnipmMnjqGsQKO0RL++lHFbs63whnkubtyGOL1nNQtof/cztpm+ol+fe73/736bPKIDh8mB/evV1vO+vqoKQ/fm0DyruhEJhs5hBfw/Pq1nTsJ9ra+OxY1P25jZBq8U74Ks/yOM3bSxQVfEZPF+CXuxDDESEzYH120BLDPVjf52RwnEuoojT1koxjMJCoMzJQHEoqDqLjcdiUoLCbhDkScySzxTDzhF9ESFcH5AbdJaPrDHPEuO8+DgijAwVgR0N8H5rsA9t5XZyWyYq82eoj/vU5cYcWLkKYtIJY2TeqyAen6yfCtzHEn82c8JgMrgz8IwRItkHqrXNpYuDhL6xOYwT4nuBwNlgMKPd3qtEt4HYiVXy+x9B0LzXeWOhfs71fLG+F0uI+N3uN5YA87vZuT6F/YyIHiC8Y0knov5o1HwqPU1E+ed4LG3atGl7L9MxR5s2befTdMzRpk3b+TYdd7Rp03ZO9p4vbSwWy+VE1BmNRtXX0LFeCcV8NWWxWD5psVj2WiyWvd3d3bG+ok2bNm2mfZAxZ3BkKNZXtGnTps20DzLmdPX2xPqKNm3atJ1hH2TcGVKQwdq0afv/086FHrWQiK6wWCyXElEcESURvxlOsVgsdnkbXEBErbF+HI1GHyWiR4mIZs6YET2XGvexv3K2COqoAtVLTWMYvArBGxpkKOe4yaAQJcj3+pQXSG6BWwYG8dvkdIZyZuQC9m31MDzN51WoUCIMaLEgpoaFyqOKdo2IgKnyNQo5+HuBUWzykq0MVy2cAQrCfdO/RkRENVuOmL5VV1zKx/ABRp46heHK03oBicxI4eO1twFie+wQQ2s72iA0t3zNaiIiyspRhCwFtmWPxzBxCESvtBJw5XKBKfsI/WFRaEoG5SEURR8a0EpV2xYwMfgMWNmZYlb8I7sTVCNDzMumiD9TmA/U2QZ6XGszQ4O72gHBNY5dWop7qm1kEc0ORVB5ssDAB5T+7zUE12xoo1GhxfmDZ4uJhTtBQZk5leHbNSdqTF+KCAzm5yqJFYHW1x8DHSIvj//eOwAhaq98L80OqPvOHUxlqJwwyfRZMnhM33EraNKb9u7gf7e8bfru+MSdRETkzuDjWc4VFvqP2wcWc2ZNmRW9TsQYc/IZivvMMxBsjItjGGoUU59ON/FcuVrmGBHRvr27iIho8kTMy4/cwtSarVsBafeP8kuiAwcB07dZuM937gIlafUaphkeOQwaXHsbxwGPIsxafYJhxKUlBaYv0cNzNDEecHOPh/v0s3dDxHbTxrfk/Li3rnY+X0UJKFPbNvEY8cSlm762Jo4N46diTrhEeLShETSfjW9sJiKi4W7M/fkzZxMRUXERxDKXr2Io/QNf+1dcjIUpU0lJgAwHRrmtVCFDQ6Deooh+GjRYpw0xoKcdwyFXRPm6mxBbayUOtNYh7h1+hfskPopraG9k8fHsElBQWtpZnHr3HgiTjxcB9sFBxKZn/8T0lcXzFVpRlgidKlS4OBE6DwYRAL2jPH8jAZW6yfM8QWFIOuIk1kRBubnv/nv4vvMhLv6NS77KH5QY++yfniIiol/96hHTd/AgSynMnDHD9CUk849WXX216fO3cCxsPQ1B6Ls/yYLB//W7J03fk394iYiIKqeAvjKmjMfWF754t+lrFerpgX2bTV9qvAgWJyk3HHOWf+D2we1zJk+N+kQ4v72daQpFCq1u3+ub+TcKvZeSOA5560C/9MoL52mTIdabIuL2xWWYl1GZ39520IB6ennvM3cR+nTZpRxzmk/hFoYH+fpmzwOd88RR3me449AHV1/B4+DVdetM34RimR9BzMsrrr6Kz9+JuJYu4q9z1yCeko/b58QxyHhUXsTrYXM17qO5jcfclFlzTF9uusSpYayvO3Zu579lIyYO9PBvv/T5z5u+iRO4HwYHsW7W1vKcrjqAmN3QzGtAZg6O1yU0haJp6I82pXDDcB/vC15+7mXTd/I4r+1OpS03bmSa2J4DWDeWrVhKRETpaYj9h6r47w4r9jR9XRwbXlz3qukrFDH148cQmybkc3wvLwJlPdrCMfpYFdq8rZ1j+RWXoW+ssl7FubCn6e3hOJqeCrqpEaNnLF9p+tzxPI57ekB7my8CtKpY/eTr5hMRUWI67tfY+JdOwBo7PGQULsG1tHTyNfsjoGKERZDeptD8ekRM/75/f8D0Ne3nex+j7PVe/MufiIho2jQIuZ5H+8DizqSxFdFZc3jtzcvhNn/1ZdB+rdLARSWgae/dxWMsqxj7TWNMF89EzOpr4LiUqqzpeFDD+jfax/MqJQn0Q78Ut7CoAsMigF2Qj2sxD6MIWxtrvrF/JiKy2c8uWPO39/j3WOQ96CkR471ZRKG9xNgTm6wi5VnPlG1Qrtkr88egchORee9BRXjbK/Tw3ELsAYMWZcM6KnuvRMQYizyrRpU54gtxfLIq9COLwyaXGoPmQyq9x/hX5YvF8NH7o/qccb4YFKILUVj4f1sU+T2RNtFo9KvRaLQgGo0WEdFNRLQpGo1+lIjeIiKDfH87Ea37Hw6hTZs2bedsOuZo06btfJqOOdq0aTvfpuOONm3a3o+dc8nvGPYgET1jsVi+S0RVRPS79/g+RQkvH2O9h7O+zxdTqal4m9sliIjMLCBj3Imc2VTfhja3nj7rtxYpszjahaysQ94KW+OVkmNymDNKkketZ/6RyMxsqm8MgyHOXrhcyAwnpXFWYHQYb1UHvPxW1elHFskpKI4y5c33od38hvypPz9l+hY2MTpk7eVXmr4+KZ84OAB0yPXX3khERH9+FoiD+hr+bclEZJFGgvwGuG8Y4nNGGcWsMgiI9XewmJxHKUurinUZ74TDCtImLG/QLTH6nKsfnvlrVWDYJ+Xn7Io4ccAo/6eImAVH+XNVVZXpWzidyxD39KCv86RscV8/skNdUpp+3uJF8Ek57sPVyFQVSPlRv1KS0O/ja84oVLIIcp++bpy3UzIaZWNKTF9IBPcGmoAGSJbyjS+/+JLpu/frDxIRUd1RZNeysvg+fvGDn5q+YD/3e6KCSsovLSIiorZ+ZbxL+37mXpTa/fl//AffYx5nbfq7URb5n2TvO+aMen10cA+LaO7bK2WnM4Ama27k+VFeClTFiIhjlo3BGL/qUhZ+6+1CBrnjNGeED+5HxrSvn+dMplI6/VoRec4rVNAcnTzfHHZcyxOHeD4meIB4iXfyb2pPQTzSbuHYZI+iTxsbWUg8PQ3ikXEi7Ldg/mzTV1HG4/WldRhLn/z4XURE9IfHUeLaIaVC2zqQ4Gvu5PsdU1Js+nyjZ5dpbJfSvZ1diGHpmZxRvekmCHb//jEuCxyNYhzmSknw3i4gIU8d5/6zKvHD7eK461Wyt309iFNXX8EC3dueR+nhllpG2jgiiCUOEUEOK0Kh8S6Oy+0tuIakBM64B0Po195evr/DddWmb+bEaUREdOwk0ChFkn0e7EeMsEjfTZ+GmF4+nuOF1YkY1tXBcSCpAJnQYREDXX3rVabvX7/9Lf5+D5CBH//YJ4iI6Bal7O/Vt3M553sVRFYgwvdRU33C9E2byaiHYBdQinaBbDkV1OOfn/wLERF1tiB2pmfytbY3ov1GhriPv/tvD5m+gX6eS2uWowBAYS7HsPrj/xxR0Bj2vmOOxeGguGye1yc3M3rjgc8DYdbawnM5PwtzP+HHXPL7Rw9/3/RlCDKQvEBeJQlquKML/Zwo4vX79qHNCsZyVra5Aag4t8C1PC6gEYrLioiIqL4WY9gt5bB9imD7m6+sJyKirDSIJ2+XMuDqtUyT4gZNp3Feh5QYLqsA6uOdHSzqO3Ys1sitzzFKLb8S6+Fl18vYUBBp7SdZ+HbTGxtM3/VXc4y99e7Pmr5AM88ddR5/9xtfJyKikAL5NpAAh4+hFHKOINaGR4AgNMqjn25ATBw/ASLMT/8XC976BlA6euGcBXwOpSjF8Tq+/ksvQVnswmIe98ODWGPHiQhyThnarWEPFxR41o++aRKx5sKiItPXK+Lod3/6U6bv1ecYnbNj13bTl5zG68tjjzxm+j770DeIiOhfPnqn6Vu1iq+1uhrj5JPf4vLq3773i7iW0zy2VUh9KMB9p+65uh7l69u5bYfp62jmWJNTgv4nJ8eaodNAoI2RMdvcAZ+BlrIr++uglC6P9CHudgoa0zcEpNUcEeuNJaL6T7T3v9cZHaUjRxmNfeQwo+kzsoC8dMker+oQhLInTGEU3NiCItN3Yhujw7atW2/6LrpBEJcDCt3czvv0gQHEJ4Oh0FgPtJxHUGajDuzrw7KWpBbg+iKC2LNasL4IWJ58IfRNvE0KkdDZFpPJcY7PlecqSHuGwGzkbNwDnnFxPKvxnKgIag8P8hz2Ks9mHiejjx0KnsIvzzH5iii6V6HCDYzw7z12XJddCuhYFAaATZCdgTD2TE6KIfpLhpAufMZzWqx7OgMZYzkb/fR+7e9BqFyIiJy/95rf10ubaDS6mYg2y+c6Iprzbt/Xpk2btn/EdMzRpk3b+TQdc7Rp03a+Tccdbdq0vZedvxq+2rRp06ZNmzZt2rRp06ZNmzZt2s7Z/hF61N9hUYoK3cWEkCkIoagJwYr1U7xfMoT3wgo03hCqUiFHIREljosDZDIiUGK3G1QFgyKRmQhqwcAQw71HhtBEzjiG0tuUV10WEaUy6t0TQdjWYVeoVYZ4lqof5ZPfWCHQlSACjGEfjtctsP/sfIi2TZ7Domm3xeEce7azWOpbb75h+vJEdNamiHvt2c0w6nyFvpOTz/DcUQWGOOxnaHBKFmhPfoGcer2Al6ZkMZ0jqLSLClOMSJ9EVGEr432h8r2wITqsfM8fEIE5pyJsbPSx0hF2oYKoon1xFv6NJYqTJGRw/8clACJujJ3Wrg7TN2seJzm6FbhydgXTQkIHQLeyCi3E6YQIWFqy9CeGJwVFTCw4DGdOKrd5UzVEonPGMmR+sBtUj4iINt59N0Q8/UMMwc4qAMTeJSJ8Y8ZDZC9ZaC57BcpORHSomoUmL7kDtIlmgT2/+TogsTdcx5BYo33cHjddaNbZ2UW//uWviYgoUeiSkyZNMP/ulPZxu1ymb8kla4hqzdJQAAAgAElEQVSIaLzAsImI+vuZArDhdQj7VYxjqsKYAtCoLFYeL2npoF+uvekaIiJqrgF9YcJkpi8EvEmmb3SEx8j6lzebPrebj5OciO8dP8bw5aaGBtN3ySoWg/SNAJqflMFjsqFegZYLHNnpwpwYGGSaypKLkdgLBXk+/fn1P5u+9g5uA5sL46BLKKVJSoxtaeXzFRdibDaIkGHfMOhFhvhmvHI8l43n06Url5q+nt4OOS5oDi1t7Dt9ut70rVgK8d8N618kIqK644CCjx9bREREs2fOMn21Ikw+bwFEKPvDDDceUgRWE1K4H7xeUL7e3sIixnOnzzR9HUInS/RgfUlN5XGSmVmo+DhmJqWDCucTGoFB6yQiMsLKm8+/bvraOrgdChVaZWYa92t7J9ooIMyOR37xB9N34hjTVu6//37TV1d/Qq4ZY6zxBFM4LIqwf6InkYiIBhTx85PH+Xs5OaDV+mTtamkFpa+whNuv2osYu2o197ElirXuumuZ5hLvxFq3+b9BcbsQzDvopX1v7Cciop/8kGlP6hgvyOR+cyq/6e9misGvfvpr03fRYhYHLijMNX1ZIoyb6MZepbON+zwzDaK5qclMYyouh6irXyD19TW1pi9MPNaKx4Ee2trA1IaKMejTOKesI3sRw6ZNYyrg8lWXmD5rEo+RiVNAK9qzn9fL7Tt3mb4d8vkjt99q+ox15ngDBPf3bN3C1z4CCkFE9gSLF0E8+djRg0RE5D4JUf+hXqZyPPJLMEvycnnP09uOeVJRyYLZpeVogy1vbyMiogMHcS2LL17B92hHjKVRzI/yIm6vV4YhEpyUwOPYH8Sc/sLnmJqYrxR9GOnj/m+oB62yTfY3cQpdPCub+3XhRQtNX1j+7orDGJuQyYUHNryGvaBb9gelBbjPQ0e5bwIB9FfdmyxMn6XQ9+rrOc56pH+JiDqPcdzY+g4E9nuFjn355aA8HqjivulXCjgsXsnXb0nEupsjtO1T2/ebvheee56IiNZeCaFkVzf/png6Coxs28jxcYYipt4q9DirHTNt3Fi+91qJb0REA82gol/IZrc7KD2T1wGDxlao7PGNfXVGOuJEYQH//dRxtMf82XOJiGj3IfRDndAZ03Px284+XvtTFcpkn5/3CFZl7cwo531ueyeoto4EGavq/l+280GFvkMGFVeh5IbkodEWU+w2hk/5XsSk/iiFY+Sz6z1EjM1nVWU+WuXYKkXI+J4qihyMwduyWniP1diI/X9eFsd6WyL2j644fha1KXsstx3XMCSxsVt5Zoj38cYhOQP7C4dBK4uqjc7/RM9oS/5sU57NjXuxxLh3tX2DpIgq/y/budKL/lnUqXMVVH6/16eRNtq0adOmTZs2bdq0adOmTZs2bR9CO89Im3cXIn5XiyFwpIpfZokAsVrK0XgnlZyErF2/lCLsGEZmoVAysP5+ZF8cDgMJgjfGYSmfZqA6iIhc8jkQxtsyA9nhV0pS2lwiHurAW3+fCOAF/cg02jycRXC6kYFIDPF99g1CBNUtmbsJ81Dee8Js/ly7+4Dpqz7AmSKX8oY0Q8RKZ0xBxtmZwVnW9l4l6xDHvwnZ0M5OJ1//GaJdHvaFlCy/Kv4cC1Vj/P7MccBtGFL61SJvlK12VQCLP6vCcUERII6GFREzL7+xdymIp05B06glBI031YlpyDT75W1/VhkyFd1NnClQX5pPmshCohalJKVlhL/w0pMQds3N5PGZk4FMhXFLafHIXjWc4oxWUwOE3KZO5+yR2uZeKfM3GsF9JKTzcU4oopIDp/l+b77qWtNnCGGe2AkB3UpBWQSiirCrzAevl/s1FFIyIBeIBQN+amvmtnSVcoZ7y+ZN5t8NAeYUBckyJGK9Tz4FhMKNggC4+5MQdmwVQdh1L/3K9HX28Fhq6gDKIDufsyZ33HOT6Xv+T4/yNTlw3jWXLSYiosWLLzZ9jz7C13DqFBAlhWM4c9WlnOPNt94kIqIMBeEz4uWxVjlhiek7fopRVkNeiEImSLYzMx+/TUpgdN3Hcq43fX98krOeNdXIZlsEAVmmiBO7nTyPxylliQ8e5zG57yjEbqMyL1NTgBqwiPh5ojKfDAHcZRcju9wpgtCzokAHzZ8BxEvtYb7PSXMg9DuhXK7HocSmBB7TlasRC1/awoU6XEqcLxvD97dq1RrT19/BffLGJiBBxo/nrP2kyiLTV7WP791qARrvZE0DERHtP4xM/vRZfP09fciY9Uk2s7gEcXmsiMz2deK3Jfl8b/UnIZJqFxRo2ViUd2+t5zn92itvmb7/+MUPiIho2RKgm664bDUREXW1YYwd3MuZ17mz55u+lOTNRISy9kREOVJ22ZOIWNzZxff7+S9/0vQtWcoirW4FSfLq44z0O3Yca9iFZqFAiLrbeHymJ3OmM1lBxrgdnDHt6QDqaN5URo1MqMQ8Ij+P09dfAlrCEMMtKsfcSpU1JV0pDU5GOXE7+qC3njO6lQoyzCvisGG1pK6gWju6ITBsIFOvvAri17Y4RpM995e/mr4uEdq/RCkhPeey5fxv7wLTd/EyHmu790KINiyornHK3EkfIyWGR7G36BMEl13ZPXiNzL2yRE2fzkigL33pC6bvnk9/joiIrroacW3TW4wUKS3HPCkQQexvfwvC2WSgfcMQYz2yB8gjhyA6vvGvEJ2ukwIP4SAy0Pt28D2PDgHxmZHJ46NiLNBzY4qLiIjo+RdeMH2rL72MiIju+vpXcF0SVl589EnTtVfW9ogigGyg/3bu3Gn6ps1ghGFjExA+Le08LsdPApJlwwYWfV6+cpnpc0kBj8uvBKpmt7TH6RbEjbIKbtefPPFzXLN011AN4lqHFF/43SNARt11F4sh1zc2mL6GVkaKrXFiL90lKEzXdKARyktEwHkE+8nDuwUlHcR+vb+Hfzt7NgT7L0QLBoPU2s571KlTuV/DClKyXxCSQ8o+va2N27x/CGLCReUcg6ZPnmb6XnmTkUy3fRVzKVmE0g/sAIq7pJiRTGkJ2Nd0HuOxZckB+jRHUGajSrnruHjeh/j8mMTGs5ZbQZmEhA2gAkZMVEuMZwz1ydGo1q1iG4zjRN4D8WAcTxVKNs97RiVs65knIyKn8QyixKc0QSgdEtFoIqIly1fLD3AOdxK3ZVShaVgV5JFLnikDATxvGs+eozbEqniJ4U4rni2Ne7ZGzvHeI2c4/8fvnau9F8rk/ZbP/jAIEsdqg3cTucY1n9u1a6SNNm3atGnTpk2bNm3atGnTpk3bh9D0Sxtt2rRp06ZNmzZt2rRp06ZNm7YPoZ13etQHaVYH3jnZbGffijuOcaPRIDBddivD1FwOpT69IEgHhwERTBDBtfhkwPxGRljIz6IIIJMI9NkUXF5YIKmqKG4oxD6bA9cZJ8KuUSuoWl4RCxxVhI0DIrwXlwxYm8XBUKoBhTIVGeHflE4B7HbPLobJTiyBIGFSksAUnbiWvn6B5LvQpslZTJcYkmsiIkryMIxXFXfubGVIfkIC4I8UVdrXoEJZLWf7SPmJ/C+qABrtQl+xKIrVBkXL5wW00oABBwL4nreP4aDpyYCmp6TxPbW0gkZQXsGw8m999zum79s/eZiIiLob8b1NWzYTEdENt0HAl0YEsjiM/nrk5ywmuUKhG5BQizqaABuuEIh7dxtg8hVTue8K80HLigofK6RAet1CqUpNVOQs5c+TJ4ISMpDE8NeUBFAEI+kML+3pUKhwcvlHD0O4darAyysnMEza7YZ484VidruN0tN4XLadZlh1plApiYjq69k3rIyR1laGB6uQxgMHmK6RmIJ2/M73fkxERN09GIcpmdxvJUWgvP3lWYa3R6yAqq5cxWJ/0Sggr4ZwedkiwJJzX2FY8ra3IfYYDDG8OScH9+HzcgzpGwC15o47eZw6PZiLmZk8/vcfBKQ508IUjsR00He8wyyoXF6Sbfq++fUH+ZojuLeQUDd7OgCvH+hliHbZONANRkIca17aBDpEjtC8Dp84ZPpIaI4VY0ETiZMY0N2JWFdewdDsfIcigNyCubrvCEOOnQqtsqGd514giH64866P8YcMxNbFS5g+8s5WXKvbwtcVGUH7PiwUt5qNoBq9vYvb1ZOMuZLkZKpZYz0obg5ZfxKcWF9OVHMbnm5RaLAimD/QB/HYWVMZxh8KIi6vWcq0hagPMSIunn/b3dtv+vKKeXw++itQFRwWHvtPP7HO9G3dyBSKNauWmL6Ll67i61OoFPMXMK3s1CnQOXt6WHR6YAhU5VWXMEWmchwoF04HX98NK64xfUcP87GTkyBueaGZzW6jtFTu1642Fn62pGLPYI3n9k5PxDxaupBFtE+dAlQ+IZ7H/aJ5oAUagpzvbMHYdMXzPiL0KmhUNhGxLa/APEpN5/PWHDhu+gxKQptCgzP2L8nJiHW9XTzuu1PQL6XFvG4eqMKaYRNh93s++TnTt3wV9/29999j+grLmAaUm4fjnW7lMdRyCuOrq/G0ettEBCp0ahquL00oYn5FxLtvmMe9S1kjv/29bxERUX1dg+l74Mssyj19JkRsa4XW9OIzT5u+IS/Pt5rjiFeqCKtBs+jsBK3MO8y/mToe4740j2NXaAA0lWNyn9ffgr3FwSqmPyamQRD4+ltuIyKiDXvQ/7te2khERFVVe03fke1MybzrU3eZvo1bmRasUqBrZS5Pn4E9Q78UmXjl5ZdM35VXriUiohUieK/e7/3f/4bp+/GDvIeaNRMi0RcvYwHnzoOnTV+Hlz83N8KXLULaD3z1AdzbLhasbjoNMf2sfF6T6uoQT1evYDFsQ9CbiKj6ELdR48kG0+cf5jZX6dCVQt+qUkS2L0QLhcM0IHve6FjuHHc89uRW2ZN3d0MGYmTIoL4r+xCRXqg5dND0XbNWaJGYXkQiNjwmK990tUnBAZWWlSXFUBITEO9cHt5r+BVhf2OLb1N4Tw75HA7jmcAqew71HEaAUGlDUYmBFsL+x2ZQoZTbiJqUKUXiwqRCWc72ncFiMX6sBCg5YFiVvZCCMaN9EOM2qF8Dw/BRnBxH0fO1SJGMSFSRg1DorFa5qYwU0Nv9Ir0x1If54B9hX3Iq9rpW43lUpe9IR6gyEAaFJ6TsV6ORs0WdVRmLD8IuJFrU32taiFibNm3atGnTpk2bNm3atGnTpu3/Azv/QsR/+1ZJLfltlGN7j2NEBJExOoSMqVvKkcYpZQ8NoWKLgshJy+DMSHgYby1ff5HFD2ctQtlXm5HBVUSnovI2VS1dHQnwm0cj40xEZJNSbnalrHRYshcjo3irahOxTYvSC065VpdNKa8clSywAl5pb2eURH5OgekLOOX1rPK2OT2H79fuQSY5NZN9TUpJ1jIpIU7xeFM6PMqZqqxcZNt7ello0HiTS0SUJRn/oIp8Ud4HGi0Tjqpvso1/Ywk04bNxnrAiuJsoGUoVyZQoYtOWkCIyOsBv8SeNB/KoV0SHi6dOMn3hQfZl5yKj9ZfHWQBWFae74VbJgilAq/pazlQdPYDsW4agMcpm4RyH33ibiIhyFXSER5Bg67YBRdE2xIiJznagYE7VcpZ9xZrVpm/aUhGTVF67Nh7m/hybiTGRNZbvvf4osqtzpOTxrkNKZqmL38h3Kaif1Iskk2mMHesH+xb9fFhaagrdfBOLCFdVMVqm6jD6yhDhnT4Lc3/vfi5vOXP6ZNM34uN+eeult02fgWTIzEWfOt2MWvErmZDcgjz5PjJNZOHsbzAIlF1eHo+/ut3oq8NHRVB3CjKhhjC0VUHtGchANft04AhnalevWYxzSBnuGz/6UdNnZKdqTgItkSiCxj0dKAVafYLnfm8vBt2iBYwCSFdEvJ/542+IiGjbtu2mL1VKQucWKAiaJG77rCjiy2g/x/Sde6tM3/VXcun5YSUj9eprL/M9nuozffV1uP6cPBa3DYbQvtmS1f/xk0CZ7F7H4sr/j73vDIzrqtZd02c00ox6ly1Zki33XuIeO7aTOIlDKoGEFCB0eBBKCBACj0u9FwhcyAUC6SQhCendThzbiXu3bMuWLMnqvU8v78da53zb2ATnYvzse/f64/HSzCm7rL3PWd/3rTnlo0zfdBHn9NmAPHr2CUZLHVVQCtn5fI6VSjnaW774eb6uLRgn21/n30ydglK7dU0s5lyjXHMwxmMiJQVt6RdkY1oKYt3jD3Jsuumjl5u+2DCjc6aNw30kJLP6xS/cZvpKZrI459znSk3fZ77wKz6vC+VBM/ycPd38LgSBr7yCz9fW0gDfhzgmNbeinOvO7Txml6+CaHO5lJ5OS8eauL+ax+fmrejr0cU8ToaH1JTu+WXe1BSaPZ+LAqxcvpCIiPZsR9Z6ZFCQIrmFpq+9hcdBs4LGyvTx+PMopaGDIsKpIicdso4YIthERLt2MeqiQ0GKbnyTkRbLFTHhoV6eU4V5uJai8dxXsQFkaYPFPI9cTmTuh/o4DvX04HuGyOUN19xg+l589QUiIiouRJy87os8JsPKb0tKOA5s2wukTdUcXquaWoDIMEpzb9+F9WvWLEbJ1NbitzZJV9tdKESQlc/zKa8Q63qPlP/+86MQwC0o4Lnd1wXUjIE8mj4BsdiThvboENHwCZOx7r/yIt97h1LuuCiL51lvKxAPM2RNfuf1jabvlw8wkq94PBCL+aWMzu2oQ5ngsRO43194AYLFlZP4ew89/pDps3pkvVD2w7d97pNERFSuFFx45qm/EBHRV+78qumLhrn/qw8dMH1k5ePFDkAQ/bZbbiUioqOHj5q+3/w7I1KHBhC/513M7T9hAvZmpaWlRET0yCMoAGCsdWqMLavk71EK4vPedxnhmK4Ifm/ayEibilEQd14wh8WwjxzCNVsF8TB1BvYA56P5fD5asYKRUE898SQREaWk4DmiTAqu+H1AZPT38x5/MIhnKQM1kp+PmFB9gPu9LAxkjNPLz0hWZV/40vM83u/4KtBSlC2xyqJsnMP8VOCyYW4mhnm+WhNAqCSEJREYAapUADQn7HVsNlkflT2RWTBGLWJiom8UnyFYrJzXNOX5xETYqKK9BtpEQSoZvnAQz0PWEMdtpyKevWc370OnTgPCz7ws5ZkwKMd2JU8uikNE5JB5aHXiGc9j4c8xhRUSF7R/aAht6RIBd6VOjYlQUp83TQViFX0jwshx5XnYehZfKZyr6Jr3EyJWr/lvr/90b0cjbbRp06ZNmzZt2rRp06ZNmzZt2s5B0y9ttGnTpk2bNm3atGnTpk2bNm3azkE7B4SIFaqR/PuP3yTxb1IU+pFxmGAQcPg0N0NXE4oQ8csC3/OngKqwfPFSIiKyZ0PUMhxkGGBgWFWEYryYW4G4JUQgyxAaJiJyiSBUoB+ileRgeJQnBb8Ni/prKAxBOocBNUyiayIhvpZgAteSkcMw0IEh0APcNr7+iELBWriY4dnf+updpu/Or7OgaIUivBcR0T5SRMAGhhkyafMAwmhQZPzpgPAPDPBv/Q5AhRXdMJNNZEmqYlf0d02FlzlEhDSqQA0NC4UUETOLiJMNwldfx1Dz8hJAfzOr+POgQgMy4Lif/fzncDwRSiOF9vbqMyzUmebF2PELVWvaNIjHWuTmd7wGgdKyIqYbbHkPAoJzZnD7X776MtM3QNyH0yajb1pbHiQioq9/5U7TFxCYvEcRd0tE2VdZUGL6vv1FFlmcNXmm6Xv7NRYuzCwGLaWxtoGIiG76yE2mb/3G9URENKqFKRehYcAqzxdLJhMUjfD8Gl3KcN9PfAbijJmFfG97t2wzfcF5LBJcW3PY9A0Jra5EINxERK+tZUh2WiZ8HccZFj52HIS/m5qZ6nblVd8zfd5ChqWONIOiGBjhmXLvL39j+goL+Ppmz55j+jZsYDqdITZKRNRYz/SKaBSwWbeH42OOQsMIhHge9Q4iTo4M8jyvV0QhvR6mc04tBZR6YhVDy3fvwvc2vMNj/NabISb70Rs/TEREtbWgZtz3EEP3w3bEWEcqX39OHuLG5GkMUR/pwFgbU870gOqDioix0AwDu0CvmD59ofm5RmiLBaPKTV/1UYbEH94CilPpOKYyDB4BLaV6B1NZrCOAIzsFbjzcg9ja1c7jY281oPajJjIUf86iC0zfqhXcbgMBCALPms80paQTEP+t25iKtnbtLtOXiBiCiFgns9J57PR3Y+xUVZQSEVFdD2gTYyr5HM8//YDpm9nGcWDiBMTEb9zBa8Ovfw3aWDDA915fB5rD1q1MGxw1ChSEPXvZd+HyZabPgP2+u+kd03f4KN/bUUU8NBrn71WOAZ2kb4DHZTx5DmxN/psWCgzT4d08Vr/6dRbkve+X/2X+faSH41GmFxSnjlaeU5XSj0REjQ3cVn2DPaZvwaIlRETk9WJvkSliuPv3gvYZl/2Iyw56xGQRlI+GsFdpa2PaTk8XqDrvbuFrz1AEK1dcex0REcW6MIYNGkDNQcTJ0cU8/nu7sS8ZVcB03WefehrXMo3n5fiFWJeO7uLzpjmxpkWESuYg7EH272Wx5jFloBvu3cdzMD0D+xKD9llWCkrmgV3cRk0toCVaZI2vqFT2CWncN14H5t1AH997irsAvn7En/R0bq/6RlC0rrnmGvZVo40Ge7htqsqxRrz12joiImpQ6FiXrWZa6J56UFQ7urm/Nm3ZavoWzGNq1Uc+AhHjXRuY1lg2AW3U0snx+IKlELYev1QoQQpz5YabmTr78rPPmr5xY/k4pQWgGq1fv56IiBobEIdeE+H8vBxQ+twisN+riM5Ok71neiHaskboy/XNDabv7v/4ERERxYZB3wnG+DieOPgbU5fwPQWPYxxfeBELYB/aA3FvIw71D2AcZwS533oH8dvz0ZwOBxXmcbvv2MH0yDVr1ph/r6jgPnz55ZdNX1UVrxG3feXTpu/4fu6HzPxM09fZx/RbVei3vpZp+2UVWGPnzmLa2+6t2E9Nn8ei1Ekv9vWDsp/yK9TP/k7eJ3m9WBOjInEx2It4l5omMU15yLAIPcqqUpfkecOm6k/IJaiULuMX4dN7PDmR1iLUpbjyjJmMiWhvGHuxYdk7FyoxZts2bqOP3AiqeizAv7UrbRUWWpMqL2GzKTQboXVFA5gjDtlXpGVgjTGeoYy9LBGRRahjFqUwj8Upos42hR9lOwXlx3pyMRlL/GQa0Ae15AkyGv+8JMOZPt6p7F913FOZRtpo06ZNmzZt2rRp06ZNmzZt2rSdg3ZW01lJi5USIlRnlG1McSLz6pHSZhFFPCkibxmtTmRaDNGpoJL594ugklMVSxWUzHtbUd525kzOLHiVcpG2LP7t8BCyJqd6c2YIVsXiJ4sk2rxA0ISkFKs1xXXS95JqtXBpfqcV2SHzraCiieUystMWvIE2RLHcTqVcnCAKIjFkNFLlTfZ3fvQD0/fzX/yWiIju/DZKNTpSOaMeJbRpZia/abcn8BY5VTLOnXUoS5tbwpm04TiyFxZF2coi5X4tcbwjtMh9GggZIqKElds1ZkX72l38W48X/R8SUdiMDKAAAr38ljmooJbKx/Jb7a52oGp8Qc4UvfnietP3mVtZPNTI6hERNR3kDHMkBoTPHBk7TqVUuiH0pgozd3VwxqZsIrJSRnZz8sK5pm9ESqvmVCJTsfMlRiTYpyD7PG0RCw2mFmA8bVzLaIvmWmTWvRa+FkcI7fyd7/yUiIgWLoQYbb4IUdceAmJi9uUs9NehCA267SKKnXKKku3niUUjMWqp5yxNdirPs9/c+VPz78UljELJLAHqKKeC0S3Tl6Cvxoxmn0dBRlx/LQt6fu9H/2b6Dh3neXG8b63p++pX7iAiouAQsqjBPTzW9m9+3fQ5vTye50xRxk2C+8Dvx7y8+27OqIaGkIHvOM59OXrUWNNntXMGsV0RHC8fx5m1UBSZq937ORPZ0gixzNAQZ4sb2jE27cSZsNtuRmaoppXHyysbcb8NUtZ+qyK+On8FIwSaWxE3Nu5goWJLFNnWdhe30ec/cavpa23k6/MoGZPUqKCIHJizHY1AvOSKAHv7AO7JJWXdX30JCJAvf5UzjDsefsb0HdnG57t45YWm73Ami4cGrZj7AUGF2O1ACh2pFgRTBOe1xlh0uKgIpVENkeDBAfRrQQrf07QxWJtCgoxqaGgwfSSCg31dWEx6fJzxK8xD/zvsPN6DQVzz9u2M3jh0FP1flMW//dTHIGS7bTNnATMnY7yne/laJk1CbFq4koWIDx1AX2cXc+neghH0dUcLt+lXPneL6TPAk4MD+N6WnYyCqpBxSkR04D2MrfPBeru66Ynfs6jtDdez0OtnPvNlfCGH17LqLa+aro527o/kCNrbI8K3x5Uy4FvWc1sEFeTJbkG6OH1Yc6tErNcaQLY8Jc7zzBVCPCjy85rh9wPd0hLjNbRLKQO+4S+PERFRcSniwZhyHmtT5mLcNAtar7oWIsElJYz8DFggRPyb+x8kIqL/vGgJftvL4zkvA4LYrSKUGglhnk+bwnF527sQOjdE3N02rJEJ2VvUKyXES8pKiYgorIiYGteckYbzDgQ51oyEsT8dDvLnpBf7nOxi7EEMdPSMPAgVF+bxvU+qmm769uxkJEPQgT3jgWZG/lSMRfs21XLZ7qJUfK98Covj+xREQb7ckwIKommreTyVl2GuNhzj2DphPlCbhh3ajdjZ2srttfgSIHJC0g+NNfjexhfeICKiNauvMX07ejgOHD1aY/qcmXz913/uOtOXXsTj/EgNEEPba1iQ/Ns/BiqcQhwf7Upb2W3czrvWosT9mPE83tPHof3mFDMCadoyjM9e2ZsN9yHuGqig9k7EofPRRgIB2ilou89++UtERBSOYT/85lYWIg85gbJd8zFGebcd2W76crI4FtQd3m/6Zs+REu6KGO66Xfx3rxKL0t285uzZDQH76ZMEhe4DM8Inax1JiXIiIr8850SVIjF2Ec3OTUccC0T4+cafjXgy1LsuBd0AACAASURBVC17oaiCqhBU0KDCPHD5ea22p2JeD0V4IfI6sW82PgWUZ8w0QUYGB3DNKT7eU9gieOYakufIFA9ikcvH5410Yt31p/Lf/Vl4/muXmJufhmIiNmkqtxOopEAr9pJJuW5vFvYNYfM5CHsEl5vnkCuK+4wJOsflQd+E5VklNROxLRFhn/ocHhjhc6hi18bo+GeQJ+pv3w+xc7rnsJxQtt32Pt9Uf/P3/3aqS1J9OJ8iYm09GR/zt/d2uvejkTbatGnTpk2bNm3atGnTpk2bNm3noOmXNtq0adOmTZs2bdq0adOmTZs2beegnVV6lM1iIa9bIHACU4pGAIUbENoLKTQMq12+FwX9JBxm2KslCWrNYB/DznwKjK65iSGn2bk5pq+ggCHCMQWu1N/HcDanQ4VR/f1a6+/3N9XOdB15hyIMZcDfnFa0gSFKm4gAwhgQwTWPF/C3K664goiIfvazn5m+7/6AIamGOCQR3ugpiEhy+fgcuV6081AXt1/Sh2uxJhUqlFy2Kv5lkaFnUa7fLmJXDqsCwRN4rArBGxZYXvcA6CHZXoYppuQD5r3hVYafL15zhelb+9dXiIhowgTA7w0KVEsrqEa5eUyvSEkFXD0iEMi+PogsuoTSl+IHNLHAKvQ9RTw5IsDBeBy8N5NuFwQEc9mVIhynCFbb5BpiihjpeKEPlBeWmr5jB5n6sO619aav5jBTM958GzScS1auIKITKQ03qAKTYmPHMvy9uav5pGs/b8xiJYvQSRYsZbFUh0JxaRFYugn/JaKdhxliHE7gfn0ial69G23mFIHFa6+5wfSlFzBkt2xcJS5BBPN6mkBH27SWBXwTCq2ue4D7r6QMY3P6bKYCjJ4I2DdFGO57ZC8oCBcsYJjzKy+inx/5MwtJ9vZjfPlymAJw880QnO5oZch4lh/w22NdfC3V+yCCOXc2Q/y/eSdolf/+MIsmb3jqBdP35F/5czCMuX3oMB8npsSST936KSIiOnoIkPu3tjDkfVIFKGJTq7gt22trTV+PzLGWNkDaswpx/Y3Nx4mIKG80YMZNjQ1ERORXdNW3P/caERFFIoCRz1nAbb5eodVee/ONRESUMg80h7ce+AsREdkUsdf+PoYb79wOeLglynGqThHsnDKFIeNjKkBnShMB+2GFClJXz1QFQ1STiOj2TzGla7AL924I7CcU2kTfAF/L5s2gIPQIdPv2z37W9M1bwKLJR489avp+du99RESU6oUY7atvMDXn7ntAL/Rn8dqamYc1tq+HodvXXX2l6auvYxHU7TvQ18vXsHj1mDKM7QERYkycJoz5XLSMjEy66urriYjoTw88REREM2eBLjJlNlM5fFnZpi8tg8fu8WPo09FjuE3HTYaQbvV+jk2JMGDvc2ewoG3vMCDzWbm83gc6EV8C/XzsbB/ofB31PM/tTrT3rDk8/geHQStoEZHQrnaFFp3Je6mf/+EPuHk5zG/uAh27vZ1/mxzBuJ41nSk6yTZQ0mdO4Lm1bzPiWrZQtH1+peiErKUJJT43iWhzRzeub6zEjbR0rM1xabc8pe37hLLQLfdIRFSYzbRZj0Jxnz51ERERtfVAxLhEKXLQJLTQieMnmL7XX+c5U1pSavqqxvN4f+G5503fxEkcB1546UXTN0FoiPmFmB8tHXyNBw9gPD179S18jjEYJ+MX8tgpzMVvDVpUuBX0mF/9muN3dh72c7fezvTXnrbjpi/Fw2OmphaUtCvWsFByUyPi2vAIrzW5uaCufP5OFuO2uLD/65I1h5LY55SWCqVPKRLSJzFz87r1pm+kl/dfYydCyDlN6P0HN4PmY7SfMwtC/Osf5TVxwZz5pm+gm8dgZeVEOp/NarGQS6j7+3aymH1+EdbEoOybv6vs+/tk3hSMwtjZKgLT48ZiH7Jt0yYiInIrsaOiimlnw8oznNfPVJ+0HKwbUSvP1707Ma/LRvG8iQRBK4qM8LjMV8SJjWeowAj2MOnZvIcZUOhsPh+fN6wcb3CA+9WtFKyJBPgcwQjiYppIZYyMKGLHKXyfboUOTyIw7HKAWhXqZ6pUYBDX5/Hwb1QhX7sULHnuqSdM3/U3CF3QjnmRL/uVvgE8Y/jk2aKvDvMxIwfxi0RCQuXouOR5abAPz0hDIpqenY3fGsVFVPqO9RRYjlPKhRi/OeFvZ/aZV9vJppE22rRp06ZNmzZt2rRp06ZNmzZt56DplzbatGnTpk2bNm3atGnTpk2bNm3noJ1VelQsFqOeToZFGtUKvF7AzxIJwa0rNJpoguGsRhUpItBonG5AK112/hxUqCvrNrBa+pLFqAJiETpLYBg17TMEPhtUVMZPZadLi/pXmU3hKcXlcyKpnF8g5TYF0jc0zJBIvxcw39nzWFX/qb+iYsqm9Qx/nL94pulLCCWtbxCwwVg3f87LBeTUKmhBVeHfcsLQ4s8JhRoRiXJ/xhSYolEyy2IFxC7dz7DXkQH0V5pDFOAVyhQF+LePPfiw6RpdxNcY7gBE8HhbAxERzZg7zfSFotxGboWS5PLw5+FhKMWb508D3DIWY2ioDYhjGhEoZ3d3t+nLTGdIpwHjJCJyShUEmx3vTnvamUKTmgl4qdvH97lo5TLlKqTfA6CgzBRI8sylC03fkX1MRwgFAWH9xU8YHjupCvBioxyZzYFrGRRleQPqbLef1XBxRiwSjVFzJ8eEl4TeYYkilhQLNaOrBzD9N15bR0REC5ag4lZnM/dlQ22d6bPbeIxUTUB1itfe+isRofIaEVFTfQMREc0aD/h1UQ7DYGMKmrS9iyuWvb0OMOInn+JrHl0Gms/kyQz7L8iBuv9AH9OPfvyj+0xft/RfxWjAnBul2tghBV4fGuH2SHMBznusXiqq5ADmXnOYqTo2BR784699l4iIvva1O3A8GZIPPvyY6WuV6jjhKMbray8zVTFfodZ85AqujJWSChh2plyDzYUY9sijTOVJzQL8P96DOJUpc/SCKaAq/O6n3yMioq5W0NT++ihfY45Cb+wf5vg5dTEg9CkXMHUj3gwKRdTJndfWWW/6Olq4alTVREC8aw4IZFspHdg/yDFnztWX4vq+/+9ERLTunfWmr1yqAO3cD1reXd/6JhER/fB7/9f0ZeRwG4YDCEQJY2lQKK8FeUxpufcXv8D35LqSNsSmnXuZitarVPd49M9PExFR3zAg6KEYjwk19n/j618jIqJPffZbps9u4fjz/AvrTN/ho9wP02dhzXnmJR4TpeUVdL5aPJGgAYH6Z+XxOPBnIx7s2Msx+dJrLjJ9mcW8VkUcqHQ0priUiIgSIfRp6XSm0cTimEcxC/df3yCqJMaD/JsBK2h/xRO4Al5vFLSCKbNn8DkU3mJHF6+XQYVqMGEsx65DR46avuefYXqPPxVzZ1QhV0j73O2fUa6Fj7NrLyiDs69YTURE4S5QuvrkvNNnoOKR1aAaD2Fv1trE881mx7hOynqYjGOOGRVq+pW4sGo1Vzvbuw3zKecCpgu4ikF1qt2wkYiIoj5QdaxCn08qe65AAO1rrPsDg9iDLl7C1MP6esSI403chrPnTTV95WVMB7XY0Q/jqzh2ZSt7rXv/kyt/htE1ZItzXDywG32TXsJtk/VRZW16mOfvs8+8YvpmzpxNRESH96JSUHtds9yHQhdxOeV+sJd++w2uwnfoGNaSdKn89fHPftL0uYsVKodYTpK/N3II17zwIo6xA61ov5rD3G7ZWYinve389442XN/bv/o9ERHd/gWMO5JKRse2KFUMZzDFLTKEBiyfynOgtwG0t/PRotEItTfz+u4W6vbCeReYf7/2Rqa9tVWjvzzyDLXnvW2mLyOd++u9LTvwPaFFNfdCQmBIng8qJ2EfmZfHe5I1F92GCxMW4+BRzH+Deu5QqhHFpWpwTH1QkMq1anXW4UFek9xu7EMM6leKG88+bhfvm0cCoC7Z5X7TFLkICvH5Ut3wWaVqZziobOyTcs1e7E0SQmUeHoC8wMgg7yUNKQ4iou6mBiIiKi/HfsWWJseJKtWI5fpUCQabg/dxB7eC5rxg8SLzs6+U58awEudG5Fk2Owfrjs8nNCuFVp3q4TY6scKSxLmYIofgOJmufLqVmLSdWdNIG23atGnTpk2bNm3atGnTpk2btnPQzmrq3GqxkEfe2Btv8yJKfXvzDavyAi8hPhXP4hWhp2hIFSfmt6l3f/fbpu+qD11DRESjSpFBIUHpuFx4I9vdzW9Jvd73bw5DFOsf1ZH/V6Fv4jG0lcvB1xpPIOMWCvKbaqtNQYykcWOGlbe5cckU/fTHPzJ999zNWdFFi+aYvqTAALIzkAmPEp9vMIgMrFdEtow34ERENhva0iqZeYsNb9UTDj52UkFV2USA2GXDu8SOFs4e5qXjGsjCmaXEANrjuedeIiKiq0UAkojILWKMf/zFb03fkhX8htqfiaxyVJAX6YoY32AfIysSSvtmZPCbaov6hl/eiEcV9IbxOaRkvW1ZxqDG8YIR/vtIn/KGXMaxJxtIG38uZ6VIQSBFJcNnU0W70+W6rJhAY5dM5g/KMF26bykREb367HOm71g9IzWKRyOr193C15WRmy3nOv/erEeiUWpqZvTDyCBnH0JDQG1dtJhRSQ1Kli0pUJHGo8iO+kUktrYWYnBuybjY3BhLDbUsnNjlQabEKgLOLceB0shJ5TZ9+vVXTV+7oFGCIYyRIhGw7FaEol94gcVzJ09CFnW3iPwtXrbC9CUEYfHuZohHzprBGfMrViPL397Oc+zJJ4C8mzWLs56DI8i2OASF5VQEJfuGeM5/5RtA2tx5FyNBrgp9yPR9+utfIiKiwhQghrxejhtTJgMNs3LZEiIiOrBnl+nbL0LFeSUlOMfdHOff2IDs3cGD+8zPF61kYeZsL2Lhb376QyIiumQlRH0/ev3VRETU3Yv+iolQ9VMvvGT6Dv+exVbLxgIBslIEvfuVzHpmDo+F8eMhpNzawuNtYABornZBLNZuxvV3SRxIV1AZBw4for+1XhHOv/yaa0zfzwU99/aba02fId4+efJk07dpM4sr52cDQfX7PzJq6cYbbzR9s+dxP3zslptx3iGOV+E44rPdyTG2tgXzwufnDOPgCMaxXzKbDgfWgBoRlr7pEzjH8osY3bT0IqAKH1v3OzqfLBgK0YHDnM3+5Kc/QUREGVl55t//+BCPpeZWIEBd0ucVs9FXoV6eW8MjWOey/Rw37DGs5329PG7yC3GOiGSI7XGcI8Vr9AfGV0LW+O5erEF2yaCGFLFju53XlqpKoPbGjOYxPtSriNiLEPagIurbJZldjwt7gjf//GciIho3CaiaqKCpB0PItNtk5xdV7rehWZA2ypo2IHuPVAWh19rC1zDnw4hDS2fxuN63E+gLQ5R0vrJv2rqDs9qlpaWmb0QE4AsKEcPeeedt8/OKFRwPwhGs++9u3EBERFOn4D6TSW7L0SU4zttvM2rlxlshau8r4fa99SrsaSJR6ZtutHnlOD52S6uClhGh3yFlvTokqNtLliP+RaPc1msuWW36vCI67FWQxwerDxARUboXa92SFXyca24DqobSDbQ8XL2HGLnz6/t+Y/r275O4Zsee4qvf+joREc2YMcP0TRrP8+FPv0UMqJD9vNMBZMSUifyblDygev7jrp8QEdGO97aYvnmCqkkoYu+XDnIblJVBjPd8NL/PR5eu5HXdKeK7YQWl1ytC/C5lb15zkOOU0w4Ua7cgk+129P+ACNZOnTPL9JUvl8/KtrCvVdB+6qOU7FsXXbjEdBnIPjuWCOq3cqxqaW8zfcaeOycH+//hwMniuf0ispv0Yr+SIkib6DDQcG7jfC7EtgFZd+1p2NcbKPhYQBFyl/18JNRq+pJyH6lOtF+mCP021SuC5ZU8l3OLsYdJyH7UqrBNSM7X2YxzzFvEe9RaD2LWoMIACDbwbxwe9FfeaEZVhhRB4+5ueZYqxB4/Osz3pD7HGp9VdJPdyvdnsSgdZtxH/OTfavvXmUbaaNOmTZs2bdq0adOmTZs2bdq0nYOmX9po06ZNmzZt2rRp06ZNmzZt2rSdg3ZW6VEWm5U8qQzhCoUFaq0IDBvQaYdCoyGBn8UVOGNIxFdT/KCQPHj/fxER0epVl5u+C0wBYkC6ekXszqaIGGdkMgQvHHp/IWLDVAjYqahQp6JRnRFThIhtBjTQgi4MR7iN3IoQscPDsLZh5d6SIYZbuwoBOUyKMFj7McBp/VkChVWpPzZuy2AUkO1Igs+bZgW8MKEQ2izCzbHaLKf8Oy5Cvp/Eu8S8fIEQB9GH8QGGO9YdbTB9aQLpdecBMvuT7zL968abbjJ9RRUs2hVXoH8xGWOhAGgzQWmjPBUyG+U2CvQAct7XwzDltDQIFqaKAGJUEaN1Onm8GWKFfF4+XjyOfh0zlkXdrD5FZNnK997bDwi7wYpK92EOUIy/19UMWGaql/+eiOAci1Yw3LK+FoJ0O3ZtJyIiTypEjEuKWFSyb3BIrvNkaOS5bhaykEPmSDDIfa4KRPcJzHT/DgjxzZ89l4iIQiGM8U3vMlz+SBPmh1Og4vUtEAD1p/I4iIUB0122kNvUoQz5qTMZpn3vY38wfaNEFDkew/gPCg1ueBjjxlD2S8/CmKsYz7+trYew489/9lMiIrrx5itNX2sLC506HYBNL1nKQrB1xw6avm07mGoUHAb2ed4ChkPvOwih5GiCr2vOBRCTTfFzHFi8bIHpu3IZC4COKR1r+pYvZSj33BXzcGtyOrcTjdXTzWKl3hTEFwO6e/FqCGMuXIRryJfYtXcHoPFlQq9y2RWKzlGm6Hj8EHWulnnR0gMIsieVY+WhIxBiPN7EtKJxFYgRMyYy1au2scX0OeS624/Vmr6iAo5Dx5shitzVwzSSo3UQuzYEIJMJtEd7t8QfRcW6uqZWrgnnnTyJr6V8DK5vTDlTCx57/HHT5xR63/p1b5m+T33mdr7OEgiAHm9nyponDTEnGOH+nzwOYpTPv/AsERGlp+N7Q31dch9Yh7Zs3UxERC1tiFdf++YXiIgo1Qeay/lmKSkpNF3md0YB09Aevf9P5t9TU3jePv7oU6bv7p/eTUREI0OgvVQfqiYioonlU3Bwq6xvDsDx3S7uvz27MX/HV3J/OFMRI44e53GVUESjY7Iu2JOY5+VjedzUHEQs2byZ+0qlJFRV8VxOzcCaG5b17b1dG01fZyfP3+xcjKWufp5b41yggx1r4rkVbweNsFDEPMeUYgx7unh/094EGsX2HRyTLl11iemzJ3me737mNdO3ZBHHi3c3Id4bMeePf3rQdN3/wP1ERLSverfpM/Z1RdMgKF/WifmWkJi1dt1607diOZ9PFU0+epTbNWrFHmTJxUuJiEjZDhOl8fVHbFh3I0I/mzIZ1NhduzlWT5+L+HfJxUxvHerDnuaTH2dx2Ndeft30pYjUwKyZ003fMUM0tbLU9M1dxlSoja/jt5UTqk64TiKijmqOQzt3g/bZ08djuqkBlI9MD++N+hWa/de+/A0+x571pq+riX976aUQbP+3u+8hIqLLrsC6ZlC1ajaCTvrwn1hkfu5U0K2624SC04B1fIWsQw898CCdzxaLRqm7i+eEa5jXHIO+TESUKqLaW7duN31GwYSCPFBmWlr5GIuXLDV9hxt531A+D/SozqPchvc/hth214/v4Q8nMOmF4qjQvq1SfMPmwT43S2K+WsTBIs8MceUZxIgnKmUqTYrJjAzgfoeEXpqmCAcnhfI50goBdL9BqYziooP9w/J97OOyMpn2NBKAkK9XCoa0HcOa/eZbHPuWXLjU9JEh3q/IcliFzhTvxPF27+e5XJyPWEny6LtgEfZTjco+NEf2OpmF+E1AnhXiiphwXiHH0uF+rDFuka441TOtQZ0kInKkiDixsg8x1gJNiTq7ppE22rRp06ZNmzZt2rRp06ZNmzZt56CdVaRNIpGgEUHYGCgDt1K22SVid1GlPLGL+M2kQ8nuGcCZnoPI0DVWNxAR0S23ftb0RaRcqdOPbFNGNmdUh0bwRjYQ4myE7VToj39g7/eW8UwjbdSqaxFB1diVjJvDwW2VsCqCvyKCmlB+68/gN8sjSinsj36YBfC2bNps+q78CAvgJRURwMF+fiucVYi34aG4vEUOoC3ihDfjltjJyCOjzHVCKe+XFCSH2qIJKV2XCMJrt/F9HtgL4dElyzij9duf/Kfpu+o6FhktGgfBv+H+kwWGjTOORHDN6elyfwrqp+s4Z8WtyjjxS4bepWQvjb5Rxa4NpI2aqYxJ1kwtpW2VFEVXC7KIabmcRXB7MVfi0q+9/UCNeEV4Lae0yPSFRWjMo5YuFeHZu+6+y/Q98ceHiIgo1Yvved2S5RdhSrvt/BMipkTSROk1tnN2Yto0ZHe3bOPxfsUKCPgO9nCbji5Gycbf3s8og1HjkeGskz5qaAH64opVnBEcnQdR0OISzmI99dSTpu+NDW8SEVHFRAjbxsI8HmIJZGCHRvha1FLsA8OcKVm3AeWTly7l8d+niOKuXc9Z0bxs9Gl+DvdpRjrG6ysvc8a/ZBQyNUuXcfbxWD2yo21tPP4//BEIe1ocPA4LiyBs29HewOd/AyKd3/zGV/g+FDTei8+9SERET/z5EdPnlCCXmoqxvmQpi4ePUkRBX3qJRYLzlOwSWZFVShOkWkARYhwcYtTSHx4CyiS3gPvm0suvMn0Fo/gaWp9FVjm/iGPIpLEo01tfx9nHmgPIeo308zUsXgLEGtk4Zja0oJzzoVoW9rzy6suUa2HB8XEJjIkhQYfVHWswfek+/t6oolGm79nnXyAilHomIsov4Myg3wckxKpVnJFWKq3SH//MZerdChSssfYwERFdfcXFpm/7ds4gDg0ge58QNENWGfqhrpbnSnMTst6jRPwwOwfXXFAk2fYBZD1L7XycQFARtz3PLCXFQ9Nm8DiJDvMam+LE/LUJ8q/Aj/iydxsjOibPRXyZNoWP8fLTmEc7N7EY5f69yJbf+DEWpPYpZeunzyolIqJ2RZw2LZtjUk0N+qWynNEyFmWD0CJxrU8Rzs4S4eqkIkS59xAf25eGTHY0xuMvozDL9M1Zwki6461ApaQE+O+NPYidrgzey8ycBsHS1iaOOd2KWH9WPl/L6DEon+uTMsUzZs01fevfZHHf+351n+m7eBXPtyWLIcZriHPn5GAMP/EXjonX33id6Xtn43oiIuppxb5z4nQIDBso2vEKCiYhkNhaBT1XKsi3jAyg+3qGuK2zchQxaUGn/ep+CPh+7/v/RkREb20DKm6hIMqrJgHFWFvHYs2zF6Ith2Tdv+ajEDA/tJ/RWYePAKU1ThB6NUeADNyxm8s/q2XAR4J8v6NHYU63NLP486hS+P7yFCPvIhHE51gfj5OcItxvzVFGOHYcwZrT2c6fLYoo9lVXriEiojEViJPZ43guXTcVQs4LFzAy4dAezIECQdGWK+jI7l5u5+defpbOZ0tQksICyxga4r4JKGjhziHuuymzsYZlCnrEECQmIkqTZ6SGNszNmKh+J0cQ+3ft45gVsSgluiWMqGLcNjvPAY+yDhkrTagfyMugrCteBX3jlKIApBTcKK3geT+oFD4xmAIOD/YXFtlHqeWznVJMIz0NgtpArCIGeiL82RJE+0UFnbNzwybTN6qQ99rRMJ6RLP38m7VPPW/6Ovt4HZg+G0il9Exu5yYlLtpkjx0nRZw4XYSSPXhOGDcVccdA4g8pDIA4cZ/4FQaAIRKvPoeZaBnVJ68FEnHck1Ekxjgu+3gPeYKIsfJ3bf8a00gbbdq0adOmTZs2bdq0adOmTZu2c9D0Sxtt2rRp06ZNmzZt2rRp06ZNm7Zz0M4qPcpqtZI3hWFfwwLjVqFaw8MMXw/2QnQz359LJ1kPw7Z++xPARleuZDh/zeZdpm/cPBYgGx4A1Nri4fdUKV7A6IYDDNGz2+D7oHY2xJhUak1ChDitLkAOY1GDXgGImt3OcDunG9A/mwHVjqD7y8pYoPK+e9Gml118BZ9DoWbY4wyTiw0COtc/wLA8RwjniCcBhbWLEGcaENOmwKbLiTa3G6BJi4Ldj/Mx6/ZCEDA3m6GwFy2HCOkjTzLl4crrQXMoGscQ3fZWwG29aXw+i/K+0uNin90OqhkJjDI+iLHY3MTHycnONn1ZRaX8QRFZjneK2LVVERAUsWO3G7DH8JAI/CpULZd8zxLH8ZxyXUMRXItV4KJehc5kl2sOKZSQpFxXKArKTanAt4PHQUtIz+J7Co4ADjoywsfJFyix1XZWw8UZMb/fR5euZurTK2++SkREO6tBLVi2mGksf34aFJ0F01nQsWrcGNN3+eUscPnkSy+bPruPIbYXX3yR6Vu+lOHoo7IhkhcMiCBeBmC/x2sYvh4LgoKQ7mV6Q14mYPqDTu5zlc6Zm8Pjv1GhZT31V6bHZPgAuZ82naG41hjGTd1RnkexMHzbt7CIZ0bOaNNHVj6OIRxPRLTkovlERJTqh2//Af5tOATY9MTxLNTZWQW4/qE9LEy5e9cB05efx5SjokKIIDrdAsNVxLlffe0NIiIqL0N/rLyYaWgNxwHrL87HcQqy+XNOfonp23eAIeDbdgAun1PI0OOmPsyP73//+0RENO0dUEVbGpkCleUBFaRPPg8MKe17jOkBBcUQF8wrFDF9wrz85O238DmWQoR5y3aGXX/oGtDPDh1misK2naCCHj7EvjyFgtccYMpGqiL+29HN1xBPKBB5EXWeNQfCoy++uJavWaFrbHiDxVurJqMPn378QSIi2n8Y9BqDNvPKq2tN384dTOGZPL7U9AVEUDszA7D02bNn871t24HrEzHmNddAZPT8MwsZ+bCXX2GIfKYf9/3MU9y2//fHPzV9v33sV0RENO+i2aavdj+P11//7F7Tt3gOx7KiLFB+X32eqZZWN9avhUs4XuUVY8509/IYvmg1M1TSvgAAIABJREFUxhely/qBIWLa6MkYIyRr1HAP1oxuocps24M91y233khERHaFzjAgYqgV4yFW7RZxUKsH13zwMN9vLIz1sLCQ13CvV6ELiBljioho/BSmC9gUsfKgiJdOmDTN9NXXcxvUHQXFqa2D1/XRFYh/aak8jx5+6M84x0QW3u0dAUWoYkyl+Xn7LhY3rqoEPepNEe798HXXmz6Xi+9Z3fseb2LqUp0i1rvoOu6n+CEIQv/qURauH+oEFaK7l+kfYaW4QtUs/m3vYVAye4WisWsf1r8la3iP13ccFI3WTqFmK3TJUISP7VWocCVlTA0ZPwn3O66K20gV068QGtNfn3nR9OVKsYyOLtDAP3I907b8Sl/bhT6VUGiflhhfS6XSX9THMdagUxERpXl5b1xRCRrdZWtWExGRW6ErVozjPvxu9t2m75WPg7Z6vlgoGqLDTTxWPDK/WjtRJGHyNKFFKcLRQzLxq+aAMp6U2HWsoR6/nc1zyFKA/eakOXy8i29ag4sQ+qTThXMMiLh6ihu+pOxzI3E8J9hcvK+wK9zdpIWfaaJJxASLPCck7QplXASIczPxkJEq63NjH57/YnE+nleRlejr4DWnvwM0KoN6lVAkE/xCqXKrYrxB/nt8EDSvSA/v6bJzsT6Pn8GxT1VlqN3N66hRgIeIaMYs3rM9/sijpm/lSu6jkuuW4fra0a82N+/L0zJBjw2M8PUMKHT5VDfvP72pmMOREF+/Gossss8/QUJC/m5RKGQWifEJRew4SWf2OfiMF/P5H2AaaaNNmzZt2rRp06ZNmzZt2rRp03YO2llOnScpKWJIEcnoOwhvPP0efoubnpN20i879yKr/MjvHiAioi9+6oumr7WTBes8dmSzOxs4m5JbhTfyA8Mi3BrFG0GbU0SnEufPWz2rCHRZlTefYRGGi1txbynSpgknvjcggmQeKzLmSXmrOmvmHNNnF2HDnmPIwji9IqgbwPu+Yh9n/awOvJkNxZC6SxpCZKSIhEXlbblS4zIsQnU2RYj1Fz/7BRER3XjDR01fXR1nEzZuec/03XY7l7NMONT3kHw9mdl4A22XbOSQImIWNd/2q0gmvv6eTmQW+4f47XVjI8bi8BBngCoUUUSrCAt7FOFgQ5w4jianqLyhtimZhVCAjxcOILNkFTFkhyIwbZEMRExpv7hkOWJR9INNBJIjSsbAmZDrywGKLUvQQz/84Q9N3xUi+JdfIlnd87C0n8Npp8JRfG933vM1IiI6WAekwOUf4Uxj5x4gNjpqG4iIyKaUwV285AIiInrjvQ2mL+HksZSpiDzv2spj0joeZWF7ejnmZGUhC2QAqQoKMG5aGiSGOdBXVeM4A/bGWojidonAekYuEF/tXTynrRbMu527+D7nTkU2eM2VHyEioqcfRybHbuXrz06HeOTLL64nIqLKyRgjpRWMXtm6davpu3Apo286FTG9tmM8P8oLIfbYZeNr3tCN306s4kzUoRogWkZk3o0aDSRBNG6IeSI7Pncuf69PQVE6lHiWJ4K3gQjG7P/52neIiOjKayAuWtPImdn9dQ2mr0/m+ac/fovpe1hKNr/12kumLyubEVGjR+M+O0RMMaKiHWWJ+9o3v2L6SqZwv/YexFi8TVAKzhSgJ6NxHgtbtytlWjO4v44cOWz6vJJVdChIg5ZWRv20KIKSCRGUXKWgw+740h1ERLSvGmV6d21lBJUKrstI50zjjIkQQSyew6i08eUYYz/7KcfsZALxdO5cFgXNysN4ShP0ydiJQGAYWf5kREE9nmc2EgjSTinDHBEB1YwcoJhuvPbDRERUsx99f7RaPiuZxSwR7pxQgbZ1JPnvy5cAZdrcwSK3Ow8ihr25loVqr7gGQtIlgqRr2ou5un8Po6J2KOMrKtlXFdmbJoKWC0UUnIho3AQew4uXQdT3K1/6HBER/Z8vYm+WKsUmUoswTyLt3M+GKDMRUa4Um0jPUNDVcg3N9RDybRFB9BMy1CKcTu3ILHeJoHxWDuJkbwfHyfETMIZvmc57h55BiPrPms8Z7607EZvGlDJiJOkBwuf1N1FOvKKUY7nThutaMJeRnKEhIJP3bGWkX04O1oOhXj7m448B2VNziJFHSy5CX2f0cIY9LQNrzkiQr7tYEZKnAJ/vSD3EhN8R4fpwFGvEvAt5XYs7ECebO3h8zJ17AY5n434IDKN9m5o4Hk+swvy1+rkPo51AXn773u/xv7/4nul74nv/RURExzsRmy4XFMybbyDGXnIxI8tqjuM+LEken7EQEI5OD6/Vl1680vS1t/PebfJkrMWTpjAqaHgECNeBEN9TWRVQaeejebxemiRl3/MLGI3rKFLGhKDuyYE5FxQU+qaN2EsXFvLaO/0yzGuz+ouyHmQXC5JE2XKPBHkcJxTB8rQ03n/blGeVri5GfXmVQjQpPh47Q91AkbmdfEJ3JuLnYDePd4/yW2P/esKCJdv68qlTTFdYUDU9rUCqRATF1dejMDLkOdXtUtYhQQdlpuF5IiLsEIgZExXkGKL7QFsfOsjjd8qMmaZvWMS4i5WiLns3MxJ6RhXQgWuf5Rhz62XzTZ8vCzFtWObkYC8QgD6JeUb78d/5/nxeoD4NNE1SefS1WLhDVbTz336fCOvDCYgcDQP5l5tuYm3atGnTpk2bNm3atGnTpk2btnPQ9Esbbdq0adOmTZs2bdq0adOmTZu2c9DOKj3KkrSQQ8Rv/XYRorUB4kYGKyYMqNmj9z9ERERH9labvknlLHb24ssvmL7qI/z3Wz51m+kL9DL8LJdAj4pHGPJlV0SxbDaG7SXjJ9M//pHAsCGUdCrBJBVeZkDJVMixcWwVXmb41O8Zn6OKaJdFoI7hMKgUbqFrGOJdREQhgSuSBdfiETHeyCAoOD6BJkeVa77jts8TEdE1H7ra9PkF0j4YABSvt5/hiik2wPpdHlAVUjO4r6MEiHDpmFIiIsrMA0TY5WABurWvA3K8dBELuxp0MCKiQ7VHiIjoho9+2PSl+HkcKYwW6uhgGHVeEQRK+/oZSpiRjvP2CNzSq4jTGW05NAII7syZDG08eviI6WsVeGl/P6CVmZkMd/SlA4bodnObO1IhshcTIUenAlcdEeqLPwNiYSGBbyZt6NekUOBsCmUqKRjHpEWhQon4WDAAOHBYKFUeRSwuLgJihuAgEdHxlmbjwPIvnXcWDAXowCEWynR3MKQ8YME9HtzNNJC8NPTV5OVMAfjtPf9m+j7zhS8REdFXIxjDG7cwpWDXli2mrzSHxRnf7QSMPJrg9rb7EeuMfmlpBiTfbuOxEQziHFYbj8Nly0Bn2bqLKUZOF6gwBlUgoeBcH374YSIiGn/PNwlf5HPYrID9dnfw2LVYQZtIS2E48pGjECNcv54h1DNmTDB9dYcaiIio4SjmRFUpi9duWAfIdVkpx+xlCwFff+ypZ4iIKD0fMOKI0CaHA4h1YaE4ub245sMiKuzwYz69sQ7UtYXzVxERUYoHUOb8qdw3n/7M50zfE3/9CxER9Qwgnr239V0iIpo3e6rp++znPklERK++AOi+Mc9rG46bvvnzmTIyZ/4C05c7imNhRgnoZx3VTJ/JVWDfQyKm6EzBvJw8iakx198AYd631vL1vbtpm+lLDPMY6+/FeCKhaKX5EJfrmxkW/uQzuI/rVrEA6OAA1oO+XqaIPfvMK6av5kgDERHl5QOaTc+wuPdVV2GNmDmJCwDUHUO7jK/kMfPI40+YPqvE2F3f/bHp6+rjfrjsitV0vlo4FKZj0lYemb+HqkFlm1TJ68iWXRDwvWQFz++mvTtNX8lspqekp2OM2+xCgU1gXapv5GMr4YAKR/GcsqZjTXvqz48REdFzv3/b9IVGeH9QPgbUpd4uHkOVioBrt9Avf/nL/zR9T6x/joiIHvrJ70xfSz3TD5565HnT1yaC6R+76UbTl5rK8a/2GER2lyzjtX6gGSLeXhm71fux/ztaz7Fm0hTQHmiI17ed+9CmO/cx1SDHB7pV/XGOZ0kF+T9hAo/N7AyFciA0x0XLLzF9B3Zw3E0fjYaePh10h+o9fI0Xzod49+a3+DeZs0GBcCd4fh/cgXuaOoNjzWUX4nzNXbz+ttdjHh07wnFv3KQq0xcRYd7uFsTvceOZXlFWXmr6Yhamak2fhbjmSuN+cOWijdo3sCC63Y59yVA/t++br75q+u64g/eH/T2InUP1fA2/uvcPpq+pkftz8iS01bd+eqd8v9n0NXbxfS68cCHut5HHRzSG2DRVqKVtrYoY804WM//WXXeavoF+7sNRoxB3t27meysuxZ4wKKL8ydh5uMFRzGKxktXF/ekQ6nt0GAK5R48zxXDCdFBvyM9juWIW1vR8Q9A/RXmmMWhHissuUgkhhaJvUP2dSmEOq/EjRZLCKDpiieHZZ0QEtdVxZzznDHYhJrg9HA8tNsS2/kEen+mKEHEsLMVuIthLuEZxYYItz+HZcdmSpURE5HcqQr5SnCagtF9AYkKBso4PdHKsVFhI1NvL67jNjjhRWs4x4RnlvBlCl48r2ImuTt6LTVYoh3lZTHEb7sJ4T1Wo8Q7rybS3PhEqdivPYR6Psb/EXHK52BdR9rUxec5MS0d70CmeS2OKADG+dnpz6HQFho3jnSCUfIrfGr6zURBItX/mfv+7IssaaaNNmzZt2rRp06ZNmzZt2rRp03YO2tkVIk5YiEL8nsjlEoHcPoiirV3LZUNjimiqkZG58zt4g+6UUmP2AmQv2qs5A3Hf/cj63HXPt/mDUgoxU8ShhkfwBpVE6PVU773Ut2Ef9C3emSpXZpw3qbxjsyRPft9meBKqM2kITSloHvnsVZAglqTnpN+2iZDl1nchUji2nMXasrJRWjZD3lCnp+Htb98AkAatdYxGSVqR3jqwnTPNFkU4eMJkzpxFhvHWd/blLMK3/vU3TF9C2iN3LBBUXa2csUnLxD3lSSnhgX5ci4GqUu/UaYidKeVHSUSpfT4czyNl4otHlyi/dfzNcYmcbn67HSfcb3oet01EEc/zS4k+FaWTkIySNaIKqvE5rHa8NbfI23ULqeOT78miCCEOyTg3MhZERB7JriV6MfdKK0qJiGjCVIj2LVq2WC5eUD/28+8dr8VK5HRJacIk328ijvFVXMxjpEvJUqbauf1mXTDX9D32BJeUH1OB8qYDXTyushXUVrcIXUZTEcOCgl6yhnDekRD3VTAIwUaXnFcBi5nikctXLTV9Y8dzVnwwoJSAd/L4am3EfaxZczkREdkVkUkSFIdHQXN4fe6TvpciyJ3sXNzvG69zhv6jH77B9B07zCW88zMhHLx1E6MF5kyHcN5LL7KQcuEoiKpWVHC2eHcNBFTHjGexz8NHITyZ5efxt2LJEtO3axvHpIMtKGlbnF9gfn70Ee4vnyIG/vi/s4C9PxXIkwxBP4WUsugLFrH4ZX8Aa8Tuas6Kr1yNTHjNIfZNnlRh+gpE9HrfLqB+Qns5DoytgNBlzUFut7FjEMO2iMi1IfpKRJSRxetVmoICuOU2bv9VItJJRPSDe35ERESxE4QCuQ87ejHGggkeXcdakLUbncX9FYohXmUVcDbRqgg9793PbV3UDSFWv4/7Zt3ruN8d2xnt0K2UWrXbGD05oQroiPsfYiTYUAhxyCKZvNdefovOV7NbbZSZwutjncwPt7Je1xKjB8ZXAZFR3SzCzxYlxgpq6gc/vMd0/fyHvyEioldfe870LbuE54UtBetXRTnPhZ4GzI9N6zmWFOQWmb4Z07ist1Mp0f3KKy8TEVFQKalt7GVyFAFMkulhTWKtSvXwnmxI2dd1N3MWfO/WA6Zv1gzO9gc6Mcdefpyz0FOXIG70ytqorq+f/w4LiieGMb7CUY6xCSWGuXw8/rfvAyIt3cPIthFlvr/w6vMn3CMRkd3F5ysahbi2U5BRH/rkFaZv8eVAhOWmc0a8sabB9NlEjPvRBx4xfUsXcH9VlSIWZrl5nzE6FwgQt6wHTYeBdvRl8Z7h+cf+avouWX0pERFNmooS7Z1S3jtNEclfeLnErgj6prGej52VifLEBirYqgi9ep38+Rtf/brpM/Yq6YVAHhyvZeHm4T4UerAL/Hn3jt2m746bPkVERF+966s4r8TljDLExJ5eRgzE1JLP0k/btwLhOmPmPCIiSlFKOT+3jufIsqVYN6YKOstdhrWiT0SOB5W1+Hw0q9VKqSk8jva8x+vjtAUoLFIhaI+ogoyJChqzpBxIO6NYR1LZvxqzSkWFGOjsE1AQxrNUTNmXyh410AVEVr8gVHIVhJeBFg4occfl4PXF5wfqIxoVIWoF6ZEuAve9be2mz+vi8eTKxLPKjlf4OWLufIhsN8veL9UCZIzxzKUyDzJyeZ+nPtvEpP3UIgg5hRxf7/4BinqMF3TTvkNAXDY0MQLRowiq33gdswfsHiDt/fLMevwY4sCEDCB0XQYKyoEY6RIB5eFhzEMDma0WNIkLuySpxH+rxFoVVWP0tYq2T8h/rOozMv3vsjOJoDldO/+ewrRp06ZNmzZt2rRp06ZNmzZt2v4XmH5po02bNm3atGnTpk2bNm3atGnTdg7aWaVHxUIR6jrMkLCXX2GBw5LRgJ+uXHWR/O1F0zdhMgsypeQogsVC70kEIa6aP52hpld/BIKIW0U4LrcIUMhxE5j+EQ8p9BgPw8YsVsAGPygVSv3++8GjTlfY+JS/PeFP/L7NpvCZLHJsm0L9iUtbqWc1Po8oglSOMEMNl69Ybvo2v8lQ12MKVWGwk2G3kbAiYuxnGGJTY6fpW7gE8MPhYe6nxhbA+2xCixo3EQJomWkMrZ65cKnp6zzGtKeePkArb/r8J4iIKKrAKBMC5bQo3JJQiK8xkcDdW60i5BgFVcWEXlvxvbAINHoV4WCDUpWriIAZnw3IJhHRkIgiujyKMqSHzxGPoG8MYbDuflyLRfrLEBckIrJEGXrp9qji2UL5OYV4nk0RgYsLjcrrxbUMDzM8OtUHX1jEcj/8MYhFGjBpisn1nWWRrzNh0XCYWoQiMGchw+4z8iB8u30ji+UuXbjI9G3dwOO+4Vij6SsTKPu7GwHJDg7zGBnoVWgEgtj1OxGv2kTY065AvBMuhr/mZABWe/Qo0yZGlYB+Z4jvbt++2fQVlzGUvaMD88mfwXPnwqXzTN/KVUwt7GlrMn2P/PqXREQ0a+YM09fYwvTF5haI/Q0McZ8PN6PP581hcd17f/kbnGMp+woKQLnobeYYcbwe7Zebw9SBI0cgWFwgdKHMnjbT5xXq3tgqiKCulnWhrQHH84lAaW4CsO6+XsSI2lqOWcvmoT1WLGWBy0cee9j03fPNO4iI6K+vQfz84FEeLy+8ABFeh8Tbqy67zPRduoLb15IA3SBDrj/VlW/69rVw/7e14PoyM7gPI2GMiSlTGELtywCloWoC09P27INoad0xhliPKYNY4c238Lz90x8eNX25QoOpVyhzMRFBbWzGmNi6XwRWMzAvcot5XX5nO6ixRUU8LhuUcUKNPHa6ugHDXrqY59Kjj+Ja+vr57x6fQpuQNWCwDeLJBo0z3n8Cyfe8sqHBQVr/KtMBqyp5fHa3YG3M8XPftyrzslzmwsAAKBqt73KsSXWgXy68kGPY7NmgsU4VEVFfASguAVm/UlJBDbjj0/+HiIj2vgPx14UL+Hidba2mr+YA04AsynrY2sVzdEwlKF0koWvtWxA2jgR53apRBMwLcoWq1Yv9WkCooi1tGEslo3i81jbitxcs5H1ExwjGSO2BvURE1DsEit+4KqZazr50membvYTHYV8z2v5toXhedQ3WuYfu+z0RET3zl2dMX3k5x5/2AZyjbCz30Q9/9h+mz+4A1XL+4qV8vEd/YPomyRzNUOgMzzzN4ue33XyL6evp5HY4fABU0dZ2bvMUP6gS6WlM0chOwZiwR3hOb37pHdOXVs77ksFh7F9ypBCEwmajpNDAW0WgnIgoK51/23yoDr8VgVeLoj3a087xrFhZ68go5qEIPaelyP6wHvvIvAK+p+qjEKK+aA2L1NccAI2usIjjUHEu4mldLa8Do8tAN3WLsP9d34To/oVLeS977y9+ZfpuufUmIiKa5MW6OzTEVLmwQhs6H21oYIjWv8S00pjsI9PSQCsqX8TrS1Ch9/h8HB/iSqESshi0J+T0Ewb1XtkDGlROldJphgy1qIvQbm2KzxIVnxLmk3H+z+CgQukR6YIUhdIcMwpzKM9DQ318TykKpS8mzzQuVTzZyf1eVAlKs1PoRXX7akzf7NmziIgoFMBzjrH/7e9AzOrr4fN2tyOW+4XKnJmPMTsocdGXhxhdLjRolxNjMSh0q/d27DB9xUIh27sN9MIJ00CFJOOZUZmHxp4vVaFHxkT02aHQsWIy5i0KFcomQtCqz7CEOrE/oP2raUP/P8x6ijZ6PzsTQskaaaNNmzZt2rRp06ZNmzZt2rRp03YO2mkhbSwWSzoR3U9Ek4iBGrcRUQ0RPUlEpUTUQETXJZPJvr9zCCIislqslGLnt4G33HgzOxN4c/fe25wp8CtvB8vHlvIHn1LaOMqZTaO8HRHRcFeHfB+Z1+EBFrnbuWOv6bNLeqhiKhAeQUP4VgFGnG4JsVOVJDuV72//pto/egNplgZX32ibnxIn+RKqL/m338I37UqduhSHlMy2IqM1prKUiIhyFYHh5jrOckyfibKBdXWcQbns8ktN3yuvoKTsahHvzM3Dcfbs30NERHNnIxNeNlNEKgEyoaf/+iwREdW3QlDx6ltZrGtgCEKEWbmceYrG1dJ1crdKuXCr4IySJ2QM5LQK8mhgkIeyPw2ZyrAIWtuUV/eG7mcsgYseCvG4U0WRQ3I8jxeZr7j0SpaC3BlOcvYqYVfGkyEibT157CQSJ5fds9kgxucW8eBBRZAsTco+q0glTxpnvmzKW3ibmz8HwyLgmzh72e8zFXPcLhdNKGOUTL2UiV52OconJyVDU3sAWcUtG1m4MlMRGK47wuPPZsFYSkoJy6EhRcBQ/h7oQubaV8Diksc7IZKXl86Z19gQ+iVFSiDbFHFpp2SOBgPI7hgIhUcfg7hlWgr3X30tysNue5cRFCkuwM8uu5KRiH1KaeiiEhZ+TFNK4x4QYXdLDOPh8EHJRCUwT5IiGtrRg+NNkNj62MNPmj6rhe9t5gXIEHXIvS+4EKi8hIPH2PHjyLZPncbHO7ALKCdvmvTDAPojGsVaEpE1orQUKMv+HkYYTJsChIohFNvejHarPcJjISsboqA9PYwSWLcB15CTxe117RUXm74H//BrIiKqOYxs8bzLWDjYk4cFJk2y52rknzGT23LzFmTMHS4R/y0CkmnDO4wOmzoRMXicZA4rFLHjY3V8v6qIa4OglSrHomTw7uqNRER06223m77Z8xilsPPAftO3YzeLx8cJMXaCCEsfrgGCatUqLrdeMRZCq4MSq/sPAW3xox9/n4iIHnjoQdNXXc3nW7IEyLfvP7qPzpadibiTluqlJQtnExFRjghJt3qxFoxIieHcQmRdhyUWZ/iBoLFb+Xs+N9YHv5vnh7sUYq2BEf5e7RaMzeEhPl7FGCDW+tt5XVo0H6WXkyImO07ZN938UR6vm97baPoKi/g+rrz2w6avrZrnSUsnkFxjSnn8tTYp8S/OY71gDBCEQwkeQ60DiGsZSb7P0jEY6yNxvo9xikC+zc3xr6JQKfktSIHBPsQhn6CMMqpw3qsqP0ZERMf3Yrze/GUWxd1Tg33i4cOMZisrRfs1dvB86lPWzfkXLsU1yLI7VUExvvEco8aLs9HX02dzye3X1qF8drYgWXLz8b0KEao2hOyJiKxSZCA/D/eU7ecYl4wgVrszeI3vHQC6L8XNaIW+IcxBh41jUm8fkDbRIPdNQTbWA5vsUduPN5g+v6A0yIP9ekUFX3NhIWLnwf3c1kWFOF6PrLsvvY42uOjqS+VwOF5YNnFpyvxxCaomazTQRo2CJlw0f4Hpi0kZ4/EKOqyrnVFXO7cBHVk8loWUO3uBqjqbdqb2Oh6nmyaP5rjePcxf7anHPCyfw+tF/UEgnson8Ph25WCfGxJUpDsN6JaEPKclFHiLTcaiVV3EjC2qgiCNhxnN4XZi/csSZHBS2VMGAyImrvgggIu9r4EUUUt+9wrKNk1BsgyGeJxHB7DHKiph5Fb7caz3RjGRcZVYr3bvZLShgYYnIpoozzdv/eyXpu/Si3it6y+EoPp9f/gjERG1tQPhF+k2rg9zoFv2jaoI/PMvsRj75HIggSZeey0REWUTkGC1O7EmphcI+k5BJ2dJPEkqHIuBAW6PuCKubBFqgrpHsDnls019ypT+V/rGYiCyVLTJKR4RThdhc7rPy+eSfVBWzT9T2Miw00Xa3EtEryWTySoimkpEh4joTiJal0wmK4lonfxfmzZt2s6E6ZijTZu2s2067mjTpu1smo452rRpOy37hy9tLBaLj4gWE9EfiYiSyWQkmUz2E9EaInpIvvYQEV156iNo06ZN2+mbjjnatGk726bjjjZt2s6m6ZijTZu2D2KnQ48aQ0RdRPSAxWKZSkQ7iehLRJSXTCbbiIiSyWSbxWLJfZ9jEBFRNBalDoFhWgW1uXsnBJdKShlSOeuKVaYvGWBoWzIKiGhjC0Mh09MB6UsXGHLXEcDqHTG+vUsvxPFefI3hmBUTQI/yiBBUWFFZez9o06n+drpCxP+MnShELDi0E6CJ7FNZNHHz78r7OTmQxw16WXSQ7z0/H904ffpkIiIa6gH9I6eQYXdRBao3SqDVQyOgK91080fNz2+9w+Jo2Xmgm9z+2c8QEVHeREBXIx3c15esudz0ZRQwjPKPj/5JuSmG6kUUKpQB31PF5JwuhjZ61fsMMozRoVCmYgLzCwQAcYxF+HguBR6ZiJ18DgNWGAgrYqRZfM1OL2hKI8NybDv6IRRgWLsnRRE7TmfhuGg8j5P8AAAgAElEQVQSEMakg69VHWMGTDF5AlyR+9WqYBQDIqTmUCCYBprRkQK4ql0gkevf2WD6LruM+8HpdsnvzpoE1hmLObFYnHq6GRZaUlRKRET7Xl5v/j1DYKTr38R993fxOOxqARrZLdSlhQsX4+BRbufm1pdNl0PEp0MJjM3IEAc7uwvw9WPHmPYyzgcI8sJ5c4mIaPd+UGscCY5NEUVw+kNCcTpy6LDpGyuw9O9867umb3wlUwoaGxpM38ZNTP36xG034z4sfI6sLAhe5mYKVNwOX2o639tICO0St/I4LSyD6F6LCBAn3IinaT6Gtx9rAzQ7R4RHRxS6Vb/QaErKAHP2F3Ccn79olukbFLix1Y95MqgITPe1M/y5tQuUNGuM52hA5h0RUbrMt4rRoIccPHxc7k2Bc6fzUOtuw/Hee5dFemdMANXIoC10tOB7rz7PFInRo0FpyM1melxRMe6zrY2FR6dOB+1j3CSmcnV1Amo9dxZTSjetB33FmuQ+/NBloKj+/vcP8rV0KCKJaRxrag6CCvKh1UxFKh0NSsMnb7+NiIhmz1ti+q69/ioiItq9c4/p6zcE4i2IOe2dfB+qmPq6jSwAO7q41PTt2c3tV1yAflu1gtcFlzJXCHrG/2o7I3EnaUlSwsVjf64I8vd1Y23cso1pTANhzKOiMqZoZKRjHvV3NhARUVMr+m9EaE/+DOx9Js6aRERE7f2gBqWlcTzf+h72V6X5DJ+vqz1k+tqaeS/VpNAFUiTep2dCPLe0hH+bPga0LJ+saeMnAcrf2cHX4PJBXDNvDDfXktUXmr5Nmzje+gozTV/xOKZWTZqJ8X9MROQz/WhyVxbP2aQSYwdHZJ+orK8BoX4lRrCup7o5nnkyseYODPPc+ref/9D0rX+LKYptbaANpQlt59rPQ8R4JAyqVLiD90lXfgp/HzOK+3VcKWiLG99aT0SgHxMR7dnDcyrqxDrd0svXtb8aIuRf+fLXiehEyrexZqvC+as+weLtk+fONX3dIj6eVGj2Ptkb7TkOkdNpE7j9gwp19+ABvobaOqw5QaGTL1EoYhUzmBZ413fuMn2/+Nm9RETUWI8x1tjF13LttSgcsmsXj9XJMyebPorxPIoFsb9K8XH/93RgvBv7tG6lYEWWUJArK0Eb6RQZhQtXYiz2BXgeGnPhLNsZ2+uEAkE6tJv3DgFZ6woqUehl76scg12Z2A+/8gLvXXKLEXdmzGX6ZDyK9Tse589x5SHEapc9iQ1z3RAgTij74VhIZAWSGHdpfu7DoWE8W4RkX52Zi/UgRYT91eccu4gSD3SBWpmVxfu4wX7EWafs2RwKLcsle+2IQqWW7T/1K78dO45jmiqKXL92HRERTajCem8UPAgMIhZdMJfX59wixMrd8j2rC88EOUKV6u9GjPGKfMLc2aCRjyrkvnn3LRSjUOmH2WN5jUko9L4OkWNIz4QQdboIIw93Y94YosM2hyIhIcUAkhblecN89lCfN05+HvhnqFDaTs9O5ynMTkQziOi+ZDI5nYhG6ANA9SwWy+0Wi2WHxWLZ0TvwvpRMbdq0aSM6gzFnODjyj3+gTZs2bf9E3FFjzqDy8l+bNm3a3sfO2F5nIKjjjjZt/9PtdJA2zUTUnEwmt8r/nyYOKh0Wi6VA3gIXEFHnqX6cTCZ/T0S/JyKqGD0mua+e3wRnSSm6pauWmt89uI/FlV558DHTd+nHGbGRVEo0lxTzm/OeDuWU8tY3Jx8ZjWYRIG6qVkQtK0TU8t1dpm/SPBGOU8pFG/bfEQ4yvqciEwzfqY5xKgSD+r33P69a8/vvC8ValDfkSXlX19sNQTpDCK9+HwT6Fko532pF9CocFXHEHLzBHZCMTH8n3uAePoYFZNZ8bt+iErwdzhTxLFLeyD/8BKdUQ3FkaP/08AN8vnxkFrtEELBQKRdvvC5XES8pIs7aqVxXuqBL4lGl/LKU4Y6EkVkwy+IpbW+Xt9KhEM5hvJUeVrL3pcWGkCKO55WMflj5bULSB2Elo+Hx8jVbFaRNzBRPVgSQjTKKSgrCEFmmuHIf8me3B9mVzlZGARTkov2icu/19Q2mzxCaGx4xBOLOmijYGYs5mR5/8rUNm4iI6KbrOJY0NyFD89LzbxIR0QElm5lXzONU7dMli0QYVUFZVYno6/hKoDTe2clIlpwSZFk62gV5ooy5lRdxedNrLwJy570tO+UUGCPRAJ/vuhs+ZPoWreFSpsd2YF5W7+HPEyrHm754jOd5aiqSdAZC69E/o7ztzTex8OgLzz5r+kqlvHOzUqq4sYezo52DKNF9+xcYseNJR+Y6EON4cP3Hrzd937uHy+Cm+pBZr+2WuOzCMrR6DZfUXn0tSmvTELdBTJkTuYII7FdKcna3NJif84u4D8MKEi0c4eMsWAyR2xdf5tLMdhvm0apl/PfX31hv+hqlXG1VJUSMV8j37FYsHBdfzNddNhrr0MN/4RK/LXUQu7bEuH0z/Yhr+/cxAuLdTUBHzJjFGTefD0KcRgbUY0OmPj+b48bRwyhbukCEJ4NBxHmboErv+e4duJYQz4cDh/DbVPnelveAQMsRFNHChQtNX0czC10ePYRSxYbI/L59GJ9pLr5+Vcv8ySeeIiKiS6SkOxFRhQjsvvoShOzPov23444acyZXjktOuoDRL039nEVNS8e4n7WcBadzSjEvDx9gBMPBaoyRbYYguhdoPI+HM7UWJTN6rInnZdyG+NzXz1nX7n4kyq5YzaiLX/7ybtNXOYbFN1UxSaeb53LlWKCR03N4vR5SEDlWuZZvfQvPmJs2s0i2ume59noRL/YjI3/NxFIiIqrdCcSXQxA+9Y1og1OJ8ZIIzLZ0ABmR6ufxZSDniIjigtKIWxCzg2HO7OfkA/W7YR0j1hZfDET2qkt5TNrSgTSkYRHjdGMQ93Yju2032n8Qe59Hn3iYiIhWLlHG+Hhu8wNKaWt3Bp+nxCi8QUAPpGYD8RRK8trgILRlLMntMWPuVNNXW8v7uNFlWJs8Hh5HLc0Qp/Xm83kvXABEXVzKsQ/0A7XidPH4WKQIhNcc45joz8HYPn6E19HwCNr8k59h1N53v41x9x8/ZFRT5QKgJ4eHpQiDIpTqSpV1RZkD8TaefhlZaJfBPm7zi1ai5PtAH69D2zdDoHvJhbzetrVh7GSIyPbSpUvp/4Odsb1OWVZRslcKDKTncZ9kZqJvXn+LEe+jJ2BtWi6sBqcP67dH5lBS2esYyC615LfFWPfsJ8D9+fuKz+JgXzSo7EsN8WoFqeYRoWyfgsg3jhePKuh2K697RmEQIiKXgmAxzECCuZXCNk5Z11x+rKeJCF9XniKUbTz3OVyYZy1N/NwxdzYKJ+x6l8eWhbAW50qJ7rDyQHm0nffcje2Ye+k5PH6Dyj5z4VSew8UFQODu2Poun3cG5kpTXYP52f4W72/HLcO6XGAgVT24rk6J3SqC0igXbrHbFBf74nTyM6j6PIzP6nPn30fQ/E9E13xQMeGzUvI7mUy2E1GTxWIxdqvLieggEb1ARAbG/mYiev6fvhpt2rT9rzcdc7Rp03a2Tccdbdq0nU3TMUebNm0fxE6r5DcRfYGIHrNYLE4iOkZEtxK/8PmLxWL5OBEdJ6Jr/zWXqE2btv+FpmOONm3azrbpuKNNm7azaTrmaNOm7bTstF7aJJPJPUQ06xR/Wv5BTubL8NHKqxmOlyKCcFteX4e/C9xxpiKe9tR9LKCePQoijlNmsFBWjg90m/ajTEHIzy0yfetfXEtERIsWAdLpEEHPTW/hvJOmTZI/4lrfT3T4n7F/JFh8+udlSFpCoURZ6OTfJIzjnSBEzN2enQPob3stw0U7OyGgmSrwx8nTQbmYu5rhp/3t+F5UBJBz3IActhyvV/7OcNdUBeI/FGGYcuYYBQrp5mtcfeVq0+XLYfpAQhGiyylhQa22xmOmL0tEvQz4IxHgkWk+UBCsQi2IhQG3jIrPptAN3AL9DgyDfmFQpiyKCGC/QHD7FBEzdyu3pd8PqLZLBGrDMUB/U33c/pEIqH8U53PYbYArGoJg8bgqnsZtrlIzDAHimHIOQ9gspAoli5DfUCeg3UZbGXB5IiKrCNSGQgzfTCT/Pv3uTNuZijmBcIT2HOOxOLWWx8uCKbPNv8eiPOaysxBLwkKXS/MDRjpKBCVTFaHLZhH+vPxiQLKraxnyHhoGBWuUwH2PKbD/O27lJNqDD/yH6fuBCDZm/A7zZHQl98dl10Kcu7+BY93WLRCivfZK3tP916//YPpyckuJiCio0P7SM/jYh45CjPSVV14hIqJPfvJW0/e73/yW6P+x99Vxcl1H1tU43T09zAzSaMSMtsggg2RmthNDmHmT9Sa74WTjZB1wEsd27NiRmVEGSbZsMdOMRtIwM/c0fX9UvXfKK62t7Hr9Sd936x/Nr9Td770Lde+7dc4pIppYPtX2NQnLcMGymbavo5dR2/FBjDl3Ko+boglTbN/3f/4DIiKqqwc8OBzj2DRlNmD9aUIJiA5ivMYFrj9nHobDfX/4ExERzagErN8/Db9ztLGWiIh2HDhk+7xenrcThzH3p87iteSBe9Fu+bm8hnztc2iP6iqmAqw6H0K/9QI3Hh4CBeXZ5xnlnqZoT7dcz33j9UAQ8cBB/r2IWgJWnXcxEREdUhTFd9azQGjAB/h6okC204Lwhct4/qYlwrfiLIZLn7l8vu175c3XiIioMAefG2xm+PjcKRA/PLCf72H9RlC1okLt/PvfQF/++le/wv+nYO4+L//25EkQlG0VKnN1A+i3syfz9RI8oD7sF3ruonmAetP99LHZRxF3nB4X+Qs4duSVypgcU+uvoPX3vfOW7crOY6rq1ndAmYmEeXAU5mNPMxxiGkjFJMTpnAreGznT1Prvl3VByQiGOvgevvJt0JmefPQJIiIqVrS/leecT0REr77ymu17+nku4FBQBtrnwiUsuDlxEeLpFVNF9HUUc6xb4tVjv3nM9i1axBSx3Lw8PEdxKRERxTyY+yTrcFcTaFnplElERIVFoP5YlODuVlChPSKuHwlhfU0UmvCA0lecOYtj3HuvvW775oqgrktROsKjPMf6+rFuZmao/UuEr9dZC+rN1KlMMYvE0B4xKQowS8WzymkcK8OKBtImAqWBNFCbm9qZCjd18jT1XWlzRV9u7mQqh0/FCHJyWxbGFG3jAM+38DDavFz22qlJ2B+GRSx+8y7Eg8tvFMHlJFWsQYpWOBNBSXn1kdX8G3HEiIqZHBue+stfbN9lX7qVf0Pt9eqrmbJZlINxEhRx2rEh0GNKFzAFf6gW48SiiKVlYD0Nh/k5HE7c85hQ72rqsZ/8OO2j2usEEgM0U9rhpddfISIiXx7WoVs/ewcREQ3G0b4pxbLvUeFpoJ9pakmKauiSd4uYWq9c9pew9lvvUPEoxqIzLsK2qpiCXTTFh/26L4nXAaVXTCHZGzvVu1JM+is1A9Svvj6mAGdlgeLULsUABpU8QlRkNkb6IIBssRq7W7A3sUTH9XXnn8bx7uBuUIEtQXhHGO8EQ/Ju8dpriJ+pRRzDfX5Ft2rksZqblWn7Fszl/htXUmz73Hn8vtNGGO+V5RB/P1jNe5yyiRDcHozzZ9MV5ct6p7RkHvjGhR6l6LHWLj+muMxWoRddwMUhFW90Xx+PHvU/ESf+qN+/P2rTbWTZ/zYN7GMrB2PMmDFjxowZM2bMmDFjxowZM2bsxO1E6VEfiYWjEWrq4+xBhZS6La/E6WCal0/EPYnIcF95K2ekX3gcZXWr9vLJ4kvPPGf7LjqDhT13vozs89lL+aA6pFAGLSImVVmBk8p3N/B35p5/mu37KE74/jsixsezD/7uif6u85i/o+FjP1VUAMTB6JBkJVKQcelqZNRCWJ8mWmK8fUAXFChx1v17JFvswu+kZfIpfm8DEDuvr+VM131/fQC/LSfywyqT6+rlU9+8EmT9hqV0oNuLDEpUDkF1+7kFiRMZRgbNao+ADxnfBBG+61aldr1SOlCjeYKZnGlLUsJmHVJ6z68E0Iak7KhTIWislEJIZSUdDk5VOBOUMJgtRBxRPv5/jbSxhkJMdezIMLebFhFOFBE4XwLu75mHOeN64+2fsn3Nhzmrlz+JM29ur4KinSIWdzhozM33veZtFnQ7uAvZ/mXzWVSufwRZjFGpwnDWCohHJsp4CDhxsl4mwto9wxB6/dM9/0FERL+7917bd6iKM3jXC5KCiOjwbhZrvegiJNPqjrAo5xVXAWl2qJ7jFfnQf6mSWa+rh3DsG2sYLXPLJ66zfQ8/wvFxLIowb1XnLC6GCHW2lFxOSUJGd7JkbXQ287JL+f437HnH9nX1cBZr6hygatyCRnr9BQgbWyV7J05BucyozDtdarOljdeHje/iGhultPX3vvZN2zdjBqN9RjuRMTtyGKiaAavMaAAChUOCQKtphJBykSD0ChWS0y+Z8KPVQD30d3IcGOpDvEoK8NzrHlPzTaqVzVDooYIMzsZt3Qrxe0vkc9VFKHn75nou6dk/iFjX1c7P1xxCHCrO56xzuB8ChoUZ3Ie+ZDxvimQxH1v9DO45k+f8e++ssX15Hs7qtXajHz5zG8eBoRGM9ze2cp/kqLLU6Wm8Vs+bB7RFTxf/TlcXfm/nLs5OLpoJ1KslrtzSgGeLiyhkcS7QJaeaxZ0Oiga47Z9/gdt+RCHRXB4eL5MnqfLZIvSbngkByvWN3N4+wvhaLiLG7V0oEzuYwGO99QBKPpeV8/xuPgxEiT/O/ZaaiHhw4eWMAutrh+jsuncYLbZpM8pAZwnSoUWVsn/pBY45ew8odFCU91qlxei/iMyPBXNm277RAY6xh/sRixuP8nqTWgb0yqFDPKfHqf1a8zA/b55K+ydKadv0TIxNqzBDVJUVjok4cVKqEuMUgfhitfexY4mCwvl8vP6XzMaelYaAxI3KWrt5I0rzTpjAQsoLldBvVwNn9LuVSHSXlKqeOgPIxslzOcbt2Q50i9fFfbd912bbl5/NY8YSQCUiClbw3OpR5X2DiRyH6mtrbd+9f2Kky4gqbVxWwrHwqqsRmypE5LR0MhBef3uIIXA3fOKTts+ZwfEl0gY0Uo6sL7979G+2b99LXFJdC/s/cNfdRERUPmWC7Rs3jveRfT34vd4OfqZ2tXcckZLpGakYO/MXMHjF48J4P3SIx9vwKPqtvZ77IS8fc+9UtO7ubnr4sUeIiOj2z32GiIgyivFMcRHbz69EH4ZkHnqCWDeCgrAJxxCzovY0wHpglY7XuAKHfCem0DcxEQJ3ObB/HBXx3ajavrqlIIEuHjAsqJq0oBLil3ji8QG5GrRQ6Oq9JFsKgvQ2K/ZAkN9BUrJUX/dzfAj3IE5YiLe0NMSJ9zZxXKwowfxvkZiVmABU0rp1PLab29T4lD1RrZp7XkHd3HLzjbZvtJ3j+ppXX7J9V13Le7rwKPYF6bkoi17XzvHk7bfx7rvsPN5Xdquy6DmCFh8bglC61xJwdqmiOdL+70ORWP/t1ELE8nk61v5/Kf19ou/1H+VzGqSNMWPGjBkzZsyYMWPGjBkzZszYSWjm0MaYMWPGjBkzZsyYMWPGjBkzZuwktI+VHuVyeigjkeGrHd0Mj0ubAKiZpYV0cN8+25cbYUjnuWdC/NIjImfJ/XNsn9vJ8M70yYDH9kQYUjk8BliZBe/LUGJMSYJw2vcq4MCzLHG9VED6ursZhpaeDeGoUYHhjwyCRpDq53uOKMFLS+TWnQQYYlc3w8I9SmQyGmcYlVuJVkYEpubxAa7W3cVw2iwlsjsqYnLJSgC3Q+g9yUpULBwWYdkI7jkrnekfuw5CoHT2VBaL6+8DnC4uMDqPD+0yEGKoqScOCFjfUUC1fS5+vvggBAFjAf5ObfVB2/fFz9xORESBFLRHdy/D+/zJoFYlCKxwLKThe9yu4SgoRHEb8gefpUkYiaNvohb9SAn4Rvv5/wMB9IP123EFEYwMcluiJYmSM1kgbWhYiRgLtUpDDkdF2FPTrWIOodoo3Kg7ys/mieNzJNDUsELdWSyYqAd9Y8HVkwOgfnV3MAQzPQlw6nMuZPHJh++7z/ZdeeXVRER0cMsevl8FBT9VzON0Un6AaT/xUaZrpJcjRlxxHVOgXnwRz+YSCpvDgbhx8ChTatJSIH7nE8hjfxfmh9/JMeeb195u+1rbeQxPmgbxyPUCZfVFAXNd8xjTIa6+9ibbV+gSCpsS8D1QwyK2G9dj7uRmMfXgqisusH0bNzJ9qrcVsN8MiQ0DIYhldnQwFcBTCbHH6WeeQURE1VvX2b6aIzwOivyAFndt5HZZvwlQYJef2+Wwom/NuJaFTnW8Ih8/W94gBvGKFUzB6upB22fk8n1dcfP3bN/v/3gPEREN9aENnCloy95Bbq8MD+b+SK/QL1yTbV/FRKZ1+eOgC02cVEpERM++AFrRkMSuw3WgG8yeywLtT736vO2Le7htHn0Zz37VuXy9sgmghmUKleE73/ic7WsXukRiOtrXn8bPPhLHnN4olJHMoIKH53K/zs2DoOwr69YSEVFSBtaro03cLl29oPTduIqF//UaMSZCzt+7+Wo8x1lMbeqJINfz0IMMxx8NK7HrFKFIKMrhJKG3aDH1I0JVbh3Amjh7Bd/LYPKpm0+KhcI0dJjnxcKKUiIiysoF9Yac0pdKILx2P6+706dgDC/403eIiKixBhSiSJTH4YyJoCO2inB10ItrRNlF8Wb0weEWptQ4e3HdGll/MzNBAxjo5zhZoKh2qcKc9ChB5cmTOJ4Fk0BdSE3lsaYpv0camR4azMbvtdXyOGxoxD4hWdb45F2Iz4cOc6w7FISI+7Q5LGDdvB0xp6SMof91RyEmawl2H9izx/bNns73PHkG6IsktIwcF8Y/iXBwWz/oBTt28j0MhRFPPR4807hSHuPJmejDIaFykQftVtfJzx6OYj80aQHf10AEvsY2fvasaaCaW1SzjpZa2+eWNf7dNxHD5i1j0dTcHDxTmyjJ//jOX9i+giymQpWVISZ6hHJ95zd/Y/tuvYPjxdm3gro72MLX3bEe9K3+AY5hE8aX277KSo5Jm9+AMGswwPEvJxuCq2NH+HlzhrH/S2jmeJGShjZ95GGuft3SjL6xhGgXL8I7QV+9FLvIxN7HlcB7ve4+UDJLJjMdK6vo1KVkEhElZ6bQubewUH5tVN5VlIRAahGvJaEw1taEdBF1Vnt8L4lMRRhj1uPhNVq57L9VbQZyuzi2OJTw9qjQeJP9StjYwXPO4cT8GevjvbFi6lC6W/Y/aoPtlnepmPIlePlzSkGA+qSoSmoS1kmyttVufLBH6Fv55aDlHa3imJus9hQe4nvta8PamZPBbZqZib30unfXExHRP935z7Zv9cO8Tt6wfLntWzSL92yxHrT9wb1MNb3j+9+xfZYsQnoN3lkbtiPOzZ3Av/PChldtX6+8HyYX4v77B9iXqChfISG3jSn5BKcUbIgT3kEiIjHiVOu3VSzFqb4bcf3XNKAPowgd7/9dWk7iBL77YdeInnAxFR6EH/Zpl/PYfcpxCwzFj/VZzCrHP6iccurujIwZM2bMmDFjxowZM2bMmDFjxv4fto8ZaeOkYIKUXBzm08XWxgb7/1MkQ2cJLRIRbX37XSIiWnouSt7uepbLT04ah2zT7u2MkonFkAWZMJFP+Lu7IbKXIEK1VrlWIqKRPj6yLZ6FTPieTRuJiKhyDjIQ6dl8atneiix1anrm++6diCgqcA6PEvbsaOHvuEJo8oREPrlNVGVaewYG5Ddw/Bbwc6ZgJAw0QIqUlPW6cVI9GOE2HR3B56zSdRYiiAhlL93qlPvZ1XwSrMu+Vu3nbHGGKmuZmctZ4CONaL9iEYvbv2mn7StSZUpzczlztuZVnASfd8UVRPR+EdLll19CRESvvYTM9bwlLLwYU4JPVrY2dhwRKIc6Hbb+0p+KH+ek1Xmck84POrF9Xym8uCUSrEq5f8B33vdd+dupTmut0uyOOJ4jJqga1/FOZNUpd1yQQE71xMkiNtzTDSG/lAD7upohZumR6yYFMWYjkvXLzeMx7vF8rOHiIzGHw0leFz/T6SJM+OnbIPxmzdu8HGQkjtbxXI05kAHp6uS/21oh2OgTAe6RPozhkKALvAmY0wOCxnrv3U22LxDgbNamnRCnPXslo0yqj0BQt2eAM/a+VIwRa/yfu+Ic2+eRdNdd/44samEhi5Fmp2HM1Uh5yLxCoDlS0jgOfOpyiBgXFjEqJD8FCI8lixh598yjEBhevIDRF13dyHqGpUT3OJW52rGNhWiHNwLNODTCz+F1I1NvxTOfQhVaKQmXmrs7tm0hIqIJuZhtSSn4uzKZn727u9b25eVzhmncBGQfG/ZwZmssfCwas6wYnztyiOPdvDmIj+Ewj4USJep8/yNcajUjB2vJk89zVuy8s1EaPj+bY+JV11xj+557Sda1GRD13XOI7z+uYrpXMo1+JZy+8T1GUQz3IIP8lS8wiufV1162fStXMKKutg7r7s7du4mIKF2VB25v5DmQlYV5kV/O6+kzTz5r+8JhKQWq0H0DkvW2SrMSEQXS+XdGwkASZGZwf/SPIHP5xmuMFvjWt79Kp6q53R7KSOfMqyVg3tOGGPH46seJiKisFGiEuXMYIRAaRuweruO+jIxiXNfVCVJKxaH8fB5/OVkKZdzN/79jG+LL9Ck8f8MJyJZeMJ3X4VdfecH2pQsKrLAQyJ09e1gk/ZLLL7N9nZ28r9qyGXFt2vQZcp8YX6/Kur9cZZnLy0uJiGjcxFLbFxUB/d0Ha21fWz+jQ2aOBzJmWObq0sVLbV+7lMeevRBix51SZv6c0vNsnz+Bs+5rVbn1xUtPJyIidxb2Od31jKpxuoFuPfNMRmVGVDo/wY1xH5I56vcjsz97Gt93TxfmZX4h72/bOuBLERHkqg1ANs4/k+NF8xGgjEeZV5wAACAASURBVKzy74U3X2/7+gSFuej0021fVxevG1E131qaGdmWl6fmdA6vAz61j9yzh5HupeMgzt7Tx/uHcDPm6qc/wyWk23uwj3C28PgdHMTaaaGD5i9Zbvvq93BBi+YG7NetffDRo3jeyqkszPzw/RAxPlTFqLQzlq+wfQeldPmenUBV5a3g64UjWDesisXjFOrRKaj2ni4826loodAY1dQycu32f/oWERFFo8eiozVS3BIMdvvR/xSWuO1VPtl+vA8wIELfeu8bkTkcUe8b2POiHyKCxBlTfWNpfmskgVf2NR4Fv3G6+L6cgePsR9W2IcEqQqCR8SIw7FBXsZ6pdxDviWWz+N2y8/BR25ct4r/JLoUYbOB51iBoRyKin//wR0RENDKGuVcue4kCJTQ/KALI6RlAH9/xWV6zf3/XXbZvRzXPx+QQ2Aap6UAtJcnfp5+5yPZtW8di6CsuBTIuOZ33uqEQ7ssSm46ost0BQaZ7lYA3yXuzVWiBiGg0Lvu3BMUAiPyDsJGPyKwx+FELG+uxeKIYnX/UjgPC+UAzSBtjxowZM2bMmDFjxowZM2bMmLGT0MyhjTFjxowZM2bMmDFjxowZM2bM2EloHy/fIU7kCDOMyS8Q7xRFvekTKGxyFiBkleMriIho5ytv2r5hEYntaOqxfSWF/LnGegg0dbby72nxQ1eMoVzDPYDvNQi89JASxVty1nIiIupubrF9o20M+S2dXIFnEsrI2AggZxG5niMCiktWAT9T3KHEhPsZcuoYVXQWEb7VwkVdXQw/9aSARuDzMYQtElFixyJwODYGXzDIkLoRdX9ugfcNdwKyHRNYmzOOc7xgIl/Pq+CAnS1Mg0hJAI2mvY5ht/4g4HtphaAM1B9gscPzLgO0unY/0yWcbrRRfTXDXvMLQa2y6F3k0ZBO+VeJnVkiwhqqGZW/NSXJLSJ776MzfQCkTv+fRYWKKZpG1PptBcG0ruE8jkjVh103LoKjMXWeakE545p4ZdGyHBjbliBYNAYfOUXcTYm2jQl0NSMVMOkt6zcQEVFJISDRARGnDLc0Whc95n5PdsvKyKRbb2JR4Btuu5aIiFqq9tr///qrLI7oDyjRzVQWG+4bAAx+/36Gyba0QYjWKSNx4XxQZhq7OCYtWAJhutEI/05oBL+XLIK8nWGIxL7+DkPjx5VCTHafzJOkDEBQF1zK82jSJFABXAV8z3/+yd3H3F+HguanS5+GxgBzjUUT5f5sF+3cxnPxvV6Iffb38O+VjMP91TVxfDzzjGW2722B+Pt9gP3uq+LnaGwFlD4xyPeSFMR4nTKJYcnvbHjP9g32cpx0OzHv4kIVzcmBqJ5F8yIi6hMR+PETQasoErFeXyLacushpgbl5mLN6RERv6kT8ZxzpzF9ZcfWLbbvwsvOJSKisTfQcO09TCvyBEBVeUcg1F19oLRcegFTNtKyME5uv+1TRES0p6rG9nWKiHUgBePEK5SNfWocF8raUFYM0dItm1gg9OnHnrJ9NVU8ji+57FLbVxfjmNPeDNpv5TSmJbS0gfb2yhtMKcktQIzwikCoHmNhofj4guiPmbP495JSsN7v3M+w74FhrOM7NnH73ng16B+nmrldHkpP4/53ylrQ1Y62bW/j5+1oBVXw3be5rxYsWGD7li5l+k9GiVoPA9zeCQmg5TQ18W/nZYOWMzLA83bBnPm2z6KEh92gwTUeYDrJQhEeJyLye/mevWp9ysnn+XHgAAoVNDTwfmjSJNDUHUK3cLkxV3/zH78kIqLBEVAQx2TfUlWF37MKAqy8aqXtu+GzEGW3zaLxYQtC3iRuD0uQlogofxzvQaqrIeSc7OLrppdgfta08HO4O7DXmzydqWS1tbW2L7uIKQ57t2y0fePGoZDGkWqmk5cXqzW0hGlPgR5FvfHxvMjJx/q7dzP/ZqmiZO58h4XpZ86BuO5QP8eQriOKtiF0tuZmUNbDI0xPGnGAflRYwLSsZUtBo9qxlSntY15QLect5JjpUBqgi89kYWOPEjYebuP2Gh7ANWbM5LVwsAtUk55OoWY7EXe3C6VuypRJtm/TBn7ehWoOkFC0w2FsYAryuE2HB7GGdUuczMrEmmPRPCwpASKi5Gy+/84OJZmQKrIMEqNOVUtLT6crrrXiJs9dlypyMjjM88+hRLGtehfhGN4PAkLppLiWAbD+wh7QHh7qHSQ8woK1sQj2Ol6X9LsXr5se+RmlxU5x+U40jv1ARDhTTjUYo3L7Pa1YN6zCHD5VYCZqUYpj+K615/ao3/OLkHpXK9Y69yCP2VBs1Pb1D/EcLhmHMRvu4bEfGcQeoEEo6ElpKFoRFPrh0tMw9w7K3q6zC8/Rs5XXgZ5hxMpbP8OUqZJSvHe+swbvw16hmK3+y0O2b64U0umqQQGL5BKO4QnF2HMkuPi7YUXliksfOhT1k6Rd/T7M4ZC8yw6oQi+JdGLCwcez+HHkLo5nH/S+9mHvV8cT/T1RepI1a/63aFInagZpY8yYMWPGjBkzZsyYMWPGjBkzdhLax4q0GR0ZoQO7GXUx/XQu4d3XAcG6oF9O9lRGNSebTwfbqnAKWiyomu9/+19s3913cTYnPIZT2kw56dRit6lJfOre04lTeo+TT9qHO5EF3ryWT/1TC3BauuJSFnFsO4yMRlwEGHPLICoYC3GWY2gI13BLNlNnL/wiMKzF4noGOJOfEkRGIzuD72FA1XeOjPDpdiikBIalFLrOSoyN8Slosh+ZFBpl347NECnMz+IsTEYaMqGWoHJXG9olN5dPaXWbRsf4lLmwpNT21dVATLV/UDIx6uTz69/8BhERffoLKHlrnYymZyKr7JbS4hF96m+d4kdV5t36W/ss8V+FtIol/M+FqnRpcOuU1qVEu9xyKq3L1VknwMdD3zg1mkdSH/pA2BIidhznmDiushLW8yrQDw338BhMyYCo5IiU/uzvUkLE8iAzVFnqlirOhPdLCdiwGqenirmcTkoR4e33Xn6DiIjiccxLXwJnQFJU2do31vDcr2tBBuTwUc5cj6mQ6fNxZnv/UcSDsmKOV088C2HP5aexmPaAyrYPD3LGtDMEgeiLL2FR2iNV+JxXRC337UNGesfOH/DvDaPv7/jsF4iIaPJkCCw+9eRzfM8hNQ5FcG7Rwum2b/J0jqevvbbB9rndHAeCKcjKHKhmgcgzlp5l+5554lEiIvJ4Ma5HRIw5OREomLISFiVevw5IlfEVEv9G0M4jAxw7r7/mStv34mvclnGVvf/0p1hM2jsGZGV7NzJ+2ZUsIB8eAgKkvaWWiIi6epBlfWMtZ6zOWQ6xUgvRExpF9iyQyHFo8oTxtu+VF7l958wEmqdiPGfMuwcwxpKl3PO+GtzrVQFGJZYWYV6+vX4tfz4ACEF+NsfC5AyI81dO4j6uHYesfO1BRkwMqOv6S3hsnzYPAoWLFvHfTTW1tm9M4lVMxY2BCPfhqEIpbt3FyJ6BKD44TcqW5irE0JFD3ObhYWQpV57PIq496v7ue+h+IiJyKxHjBMnGZyRjPhKmw6lhDic5vdy/zz7xBBERlSoE1LXXMHrky1/8iu2rnMDZ27t/c4/tW/cWF2EYUSLUZ53FiBhrHSYi6rGQaEq83uuRdURlwVOCPN9cOfiuVd67YjpQZamCAnzpqSdt38wpjKbJU+jW4lJGlFRVobz90mV8f0XlKOW8Yy+jObw+JXIvaNCzL7jA9pGgJGoP7rZdB7fwGpSdAVSKFXdfeQUlpOsbGQ3qCwBZ4BREgV8Vepg/n5FHwyqTbe2hmhoabV9iMu+lxk3GetjfyMiSiEJM+pWwqK+Wv1+vUDCtIug9psp7+xK5HZJTsbe07scSTyYi6pcMfLUS1y0oYNRVVzvW7uIKjkmBUTyT20YwIy67iOfWypUQsF95Hv+9du1621dYzH1nCSYTEQVSeOwc3oHy3g1NvO5pJHtomOd3eQn2w0ck7gUVOjs9ldeGvh6gD6+6loXwY2G0b7+sBzt2AJU2axqjCBxq72MJ8U+aCPH7SZN4Tm3aAdRm+25ex8snArUwQQS3uw8DaX8qmsvjpbQ8QXlZ2xS1GXTE2OlTZerjghtweRGDR6NSTEHtacdix4oOW6Xho3rPPcZ/exTiIsES5lai3hbhIIH0XlqcqriG2xInft+2ncdHoh/3LAQOcik0utfvl+fQe27526kKlshLWeEMxMDhFp5fcYXwLyoR5N4+IFx9Ef69DMUyGB3geJ2o2tkva1ydEiweGuL5unwV9h5nreL5+MqWt22fp1xin4J4zI8gnqx5hOP0J669xfY11vF1Xn7sOdt307d4jxjqATLOmcz35fGoF1Or0Msw1mqn7JMdCpHukHaLxo99L/ioBYG1najo8Akjd+Rj/yji5h8x604+ilYxSBtjxowZM2bMmDFjxowZM2bMmLGT0MyhjTFjxowZM2bMmDFjxowZM2bM2EloHys9yuVyU7oIKg63MSw3ORUw6JFRhoMOd0LsM+BmGKXTC4hrr8DPWjtA0dm0jSG4paUQ7WvtYKhpsoJabxCBy63bFDUoj6GcLgdgXv0OhmUmBvHd7ev4O7OXn2b7tu3YRkRETYch2DnndBab8gUVGEqOxwaHAE1L8DPUzJcIAcEknwjvKujXcC/fiytBUZzk/zUEzBL1dSnhrZiIErsSQbeq3c1Ui7ZG3POSBULhUKJyFm0nFAYk2hL1TQoC6hqM83McrQPVLTMdNKuY0Im6miGKNXcBw5TPVtDA6qMswJniAdQwLPBuDS+OCD3KqdBvbgGeORQliRwyvJUrJPDuDxMJjn+A6K4WNrba3O3A7x3vtz/I3g/jc1k3cMy9RBxaAkuoUBozaeH8Yrh+otAB++ogspiSy7Dn7oaD+Kogkg/sBhS7u5cpiZNEeNvt+u+LjP3fslg0QiODHE8OdTL8ebyC7jfUM3x93VrAUadNY+rQG2/fa/ucCRIHVN9HZAAePFJr+waHea4WZGO+hUTkr7gUUPoEF4/Xl55/2fYVTmcKwisvrrV9BYWlREQ0EgKl5+COXURE9N4m0AgaJBbmF4H64PTz+M9KB7WgSUTDd+7Zpa7BMTkpATHWRTyn40rss1mEate+DRG8z33+DiIievONNbYvOZm/1NYCXkuiUC7KSyHcmSvUVy0Umij37HJivj/33GoiItq+e5vt6+/hWFKzA88xGsf9P/UCi+YmZ6g4JX8uXwDR1SVLWUBZC6zOncWUiH270b6+iQy1T1axuryUx1FKPuiclZU8V7buBtT+sAi2zpoESP5DD/+NiIjuvwfC0UujHIP/eO9fbJ9fEOXr3sI4ae/gZ7/8UogJpwV4zufmQmDVElE962w875EaprhZtFkioraIiDqrogCjEncff/ZpPNvUuUREtPsAaF7btnGfzJ4OccYVZywnIqLCXLTLzl1MqxhTFJ6ycl53G+sxTvxCfamvAeXwVLOqg1W0bBGPqwSBlWuB2QoRr73//vttn0UxOXq41vZZY7JKzY/VjzEdcdqUybYvZNGT80Bnyc7icVBUhoIAve28H0oaX4rrytre3oy9gNRWoMEQ9gI1dTxurP4hInILpcKfjPU6VcRud+/A/uq1N1mY/PyVq2zfE0/yuNq1FzTqT37yNiIiKsjDOAwKPXpYCX0GRCBz6QLswybcxnM2rMSOo26Oz21doNYHhfY0FgGF3KJPJ/kRK0LDfL2hFtCQhnqZypOlCmV07Ido+EA3C5VueBtrydSp3E95xeiHxECS+LAOdXV1yW+ALpTg4OcMenFfXXI/MyeD3npkJ8fATCWm3lLP/ZmqKFhW11XXKnq/7D1yVAwbDfMatn03qKx5BTye6huxx7NEn1ecdbbti4qyrEeJ/y5bxnTa1gZ81+viWJ2fg/16VERnW1qx/7coEK3t6MNMoc///Kc/t33/+gOmDC+/EjHxmfv/REREI1FFVc3gdbzmMObUvPPOJCKi99aAbncqWndnNz1y78NERHSghvd2X/4WKJgZpTwWFKuM4rIPGVMUN2tPG1GbUIuG71KbaYfQmJxR9Q5i0ZRcSsTWIwMvpPe5jv/0L5FHXkcdai/tElkER0TJI8h1EwPH0i0jSh4jQfarLv2aK3vzsJI4sESY2xswL/weXnjzVFGUmi28N06SGEJE1FJVS0REOSnYY42OMi24T433GTOYQp2mxInLx/M68MqLL9q+4nKm0T7wIESFp5/Owtxdg6CR5wWwv7TetcLDiGl/vfevRET0GdX/b4o8wJm3Yo50yB4/NR3P5BGxYadLk3mEbjuKa1gs6YCivTocSln6v2knWiTmePSn/wktS6tPnChV6v+GGaSNMWPGjBkzZsyYMWPGjBkzZszYSWgfK9LGQU5yiRhVIINP4gf7gb4ISjlaUqegI518ajmkBHf7O/jkPKbKuz35PAsu/ehfv237jtTyKWKCHwJYBSImlZOPU9WMLD6pbK5FNru1g7N/RUpAsLGafYV5yAwGwnyK/NijyEgOdnKWJpiBbMNsKcEWTMSJpnVk1q7KqlriallZOLkNiEjq4FBI+fh00+nCCfTYmJTbiwIZ47PEv5SQ76EDXGquOBcimFkZnL2or0OG2BL8y1KCdI2t/Ow5GUpET4SGJ02FIGfTEWRjyySz+OrLyBZ/+nOfJSKinm4IsU6YK6WTnar/JYuo0S3WCf/xwDBxpaZp5QT06esHiVPFtaCa69ijVluwSqObjnOyG7NF2z6kOJz8f1Qjd5zHinHjesonqJuY8jmPU85wqJf7JkX1YcNWzjJt3oDSpWlSMnh8Rantm3TaEiIiGhjolt8/9c54/X4vTZ3Kc/6Zp1nQ1uNC/42v4DKf4QjarHISZ22XLoOA61tSEt0bQFY5Ju3sV77WTka8XHHJxbZv/0HOmGcH0X5BH9/DpRch+0wDnGXNz8e8bGliZExhMbKoyan899AonmP3Xu7TogrEq7PP4wxN9UHMRUt/b9vGtbYvJ5NFf7/6xc/bvkf/9goREY24UarWRRwj2juRQTpUw6J8kyZDeLJfxlxjI7LUeW6OJWctXW77nn72GSIiqpwMBEpVDbdVagpi9ppXObZPnYmSrJvfY+HMp/+KmNI/hrngkizc4BiyU24Hx88Vp19o+0pKuL28cVXKcpTj5+zZKKm++V1GaDakIX4nJPL6s7ISmausDEY63XYbxD5r6niNe+rRv9m+wgweM719iH85uRxTV54HZExYkCmTVGncl9dwxuxvDwEJdsNV3IepCgmUVsrjPq4giV09nXKfyKznJfLfTSrTePnl/HsHDwMJsa+K/7+sHCWN25q5j3dtAwpq1qRSIiJyqRhmCde39yPrPUnQIuPGQTw0N4X3ABeee67tK70C/38qWEKCj8rL+J4tofO8PMzfw4cZtdLYiPZuk/LJPoVkuea6y4mIyD8BsXvbc4xy++53v2v7Vp7PaNV3NgHhQRt5DS0pAsLjjDMY/eNSouEu2Ws54siQ7t/PGeXKiRA1TxKhzdZmIDZzS3gcBLOwFyAp3NC3AXuV5g4e44eOQOg3PaNAfg/x5cVnXiciostuWGj7etulMEMAe6n0ZN4bPf/IM7Zv70ZGWs+ci/LYpRM4JpVUAJVE1jRX24ADUm47FsK+KSD9VncYSJpxxfx7MT/EODdvgMjtYDevkwU5aPNWiYFDQ0AKtfdxTLouG6i4zLRMeTaIt+cXMjor3I0YZu1B3noJyMYBQRf5Eg/bvugAowcaGzEmrBLyE6cilrRY5eJnQHD5yE5GxaVkAmXuFEXYjAzc3/JlvD+wVWCJyJEpzzSMtnz6sceICCXniYgO7qwlIqLEJKDHS2XtuvHmG2yfVQThsqsut32BZJ4jf33wPttXNpORRw/++he2b5EgFIYU0mZ/Na9Xi5cttn3tsj7PnKzGySlo3d3d9NjD3Nb9AzyvNm/YZP//o0//nYiIEtPR5s4gry8BVagkIuLAcbW3dMt7hEbVOMKyT9f9L/vvuN4Xy746PgZf1BrIap/tEhSMQ2EJPHSsADLJPYSGBm1XTDY2YYUEcbl4nkaVaK8lhh5SQuRD8t6kUUQZeTyHm/ZCZD1VirQ07UVMmD2P3+sGe3Ev5bL3qFaC5Inybjscwr00CPp9LIb3ne9+93tERLS/qdb2+b083serYgRXrcL+8rKzeA9ZsBSIN6+gBufOWWD7Hn2d91HdR4CqzKrg+RpXa/XQKO/ftICzxyoWMAZfXApO+FRxFwXiOiH7MLHgfxRN86Elv4/3neP4/lFx4hO1E5NG/mA79d7CjBkzZsyYMWPGjBkzZsyYMWPG/j8wc2hjzJgxY8aMGTNmzJgxY8aMGTN2EtrHSo8ai4xRYytDZEciDHssrwAVYKCbfYEEJbzWx5QBC8JGRLRoKQvQfemLX7R9FRVFx3xu/ASG91Yd2IfPjWcI5KOrn8I1BH6anQYI83AH+7ZtgdDlnHkMvd26HiJ7p8u9tNSAMrDZ8y4RESUpKOkbrzGknRSU7MbbbiYiorwywGRDIuQ2NAKYnyVs63QAfGYJg8WVqlhMIM4uJRjr9jKssXYHBGYjw9xGldPG277eLob25uQDgtffL6J4biUW5hehyBY8r1+EAbt34hr5+XimToE4WwLCRETeRBai8yQCatwjEHGnD8MyQQkeW+YUkJtb054EghlR1Lqo/L/bBeqDBZ/TIsbx//R/RO+nY32QuYWip9vcEg7WdCuHQA1dimIUlb6LKhG4BLc8h7p+XECHMQU+tP5Xix47RHjZ6UT7JaYy7LVq817bd+/d9xAR0VlLltm+M6+9jIiIhmsBYe9sFZGytKD8/kmszvVfmMvtpPRMHmtxl4gk+kFn6htkGHdtPcQPO3oYev5vP/mh7bvtVp6ruw8ALpsQYLis0w1Kw+kLGHY9aSKEIqPDDH3vadlv+8aXsq9gxkzcrHTq6kcetV2WGOn3f3in7evuExqkC8K7XX0MAW/pAN1mjkBkGxrRp6NCwTpXxBeJiIqLOO49+cgLti8lyHMmLRU0zdwZHE9Lldjx8889SUREn7jxZlzDy+MvEkYM27qJYdpLl+G6ixcytLipHXTT0CjDumfNAlTdogB2d4BGenAPx/SK8fNsX5N69vp2jiX+RMTggV6mKfV3Q2DVgsG2dwAybMGuKytA2yoV0eH8XDz73gMc75oa222fRd0Y6gX8uryEv/vFz33O9iV5eNyFxgDdD3g4FpaUYU3csJHFQIuK0A+XX8b0ru3bd9q+LVu5fS8+H7Si6hoeqy5F03QINaalE88b7WPfhPGg1lUJjWCZohG4/Xy9NWtAuXALnbMkH/d3/59ZAPTRRx+2fRltTBO5+y8Q3x0RSuK4IohTJxdxfz22+nE6Vc3hcFKCh+NuTwfHlZoq0MwWLmDaXV4+xtI9f2RB6iRFF3n8KaYzkIrnv733z0RE9AtFA9m3j8fh6YtB56w7ytB8S6SYiGjHPt7LVA5jXKcI5F+LkGdncF9alAgirN3eIGJni4jn5ik6Jw3wnF9yDqD6jSIi29kGmk+7zNVy1fcdbeyr3g9R8JQg062q9iB2/vHf/0BERIU5EPLt7OFrjJRgPj3wCtMHPUnYY5xzIdMWx+Kg7xRk8Z4n2Yu2zy7k/WSKEtmslTatnDXX9s1dACrXiAgRZ5ZgHr3xxBN8DUVTCwQ5XniTFcW8kWOglvofbuPP9am4VrWfBWa3bttq+/qGONbMUtSw3Eymn02cAFrZti08f/fswX44N59jf14F6K3tndyWmdkQhG5t4HgxfSpoVAMS4yKKkpLu5LVwv4pNFt13917sD0tKmPqlambQURFO37wdAsjzT2N6x9xF823fuDK5V7Xnev7hB4iIaNYc3F9dM/9egRKBzs/nvztasZZMncq029AQ3h1ORXM73JTm5/7OlXV7aBjC1leuuIiIiNbs2IAvjQhdR/VDRIp1uBIw/61XAL0DjIU5JsTD2Nc7hDKu6VGjsid3xxDHYkJRfx+NSv506qvId7RIrEPegzwe7H3dIoERUZQelxTkGBnFWuwR6YiRUewBBkf4bz9BPPmIxJvsFNCIg1lMjXaMYj3dto/nUqqiNVoMsuUXnW/7ekW026Wet7Of4+HoGOZPcpCvkapkNKYIfbj3MOiFP/zOv9h///pnvyQioumVoI+fJgUWGhUlsVxom/f9++9s39d/8X1+piT1/iLvEX1q/5bq4fXB5UUbea0H1ZQ557HvCB9GgfpHzfq9D3sfOS616jifs3wfRJMi+mioUvon/rutYpA2xowZM2bMmDFjxowZM2bMmDFjJ6F9rEgbiscoGuZTz4EBPmcaU+KRXVIGvM+Nk9E77+RSfn/6D5RBdUsJuZJSCCLOmccZ69wyoEc6pKzftKnIZreKcOLSZafbPgud0ViPTFBpBWeAAj5kaR64j7OEt3wSWWUSMa7rr7zadq1+isXA+lSWKymLT2Kzi4BAiVon1OrILWKJZikoiNN97BHfaIizwaGIEs8T9IrPg8w/ySX27kT52uwgZ1BCg2jnTMmGHFbCe1b5uYFBlFbv6GVEzuzpEB1ukO8UpSPjdmAfsmXZeZxRLCpBZmxYyuJlqlKT/ggPxzDh5H7UOiVXqBXrBN1WVSWIiKlq1+SUsoNulTGgYfTJf7b3lfw+wdNhS6DLoRAvUUHE6JNgK3ugkTHx456ZRuT39BGviLHF3pduIKL3i6e5ZTrrEofVOzlj/uXPI8v/+1//loiIysoxV0akRKgWRU7P4r55+VUWpe3vh9jaqWIer4dyi3lcfuFLjMz73e+AAJhQyXNhbxVE42IxHnOPP4ps/z9951tERPS1b37D9h2t5UxosUJBREd4XFsZdiKioJf7raAA8Spdsjb11bhuWjKPh44WZAEDiVza8YEHH7F9fsnqpGciU2+VFd+5ExnOr3+Nn/fgbmRWJ5TynD5tHpAs65oZIAAAIABJREFUD93HyIgWJcT+iRu/RERErcMQHt2zm7O7LS3wXXLJJURE1NsPQdFDB1kQ00mYd6VFnFndq0rKp2Xys5UXo6zm0qWcxR7sR4bQK2jB1BRkpiMjlkAhwTcGkb+SAu7zwVHE9KEIfzgjCVms5iFGowR8mEepgpZJTEKW3enijPTgMDJ0ZbLWvLcOmeH2Bu73YCqefWCE503j0YO274qLGRFjoSSIiC66g9eVo89BYDVP4mNWHsYOCarznXdRen2Y+BqZqvzyaQs5S52fh/G5W8qYV1QA4TA8yOiELdshWpmazn2TnY8GXriAY74WyXdGecyufflV25ciQq26ZHqDoDLaVIY7KZ3Xwh07dti+LhFGXXXWCjpVLRgI0mlzGaHU1s7orpRUoDju+MEXiIjoz99HyeKyMp6X55yH5z5cy7Fh5iwgKN5Zt5aIiBaL+DARUacI2za1AfFVNI7RCD29mNMuEf08vBcx59En+B4O1kDEdkTKgGerEtL/8m//yj5dolnWuf2qfPIEyX6npiPzfMV1LGr9y5/80vb1i7j9Cy9i/E+dyJniT30FQuENR7gwwprXMdZnTWWkUlICUCSvvsiC5Mk++JITWEhXI7f/ds+D/IcX69yc+dy+LZ0QTr84mcd/bV2t7YvEeG0+XA9h9/QgxHr37Oa1duB1ING6O3ncn7UCWff0Hu6nn/3z923fdTfw/tGn9irt7bwmW6W/iYgmT2QR4a2bMGdmTuR56Yqodf8Q96dVDpiIKDGRY8Npi4EOsmoWNKj+nzC+koiIxtTecsY0iaf9qgz8Ae73nEzEg73bGaGgs9LLLmaEx8OPrbZ9KwRBc/AwkKuVUxlR0NaDfugZ4PZr6QYaM0q8hwsNKJRiqux5PbhwqhTLaGxGsZOAoGzHl2H9e3c9x+85M2fRqWzxeIwiId5/DPZyu+kXvEmyXv35x7+yfdfLmhPwYZz4ErgtQwpBQx4ZKGp/aKHv3lckRPbcqh6IXY47qoSNYxZTQInwOmQxd6lNfDzOv+dUAyomRTiam9CvqVk87x1qj+x1ihBxDOPYkcBrfzBJvSN5+TmyMvB+YoPalchySxXPkeEwfi8iyJN4APO2T+bI2k3v4nOyhw/6gGgMyjqZnoW2/+qXvkxERP/2y5/ZvrUvs0B7fz3mQIkqkPO1b/DetKMN86ZcULOpClUeGuD7mlcAYf93HuICOouvQEGMYDavVTH1fjUofe1X6Eu3lAaPxXSZ748PjX+ipcFP1D4MBfM/ESf+KFvFIG2MGTNmzJgxY8aMGTNmzJgxY8ZOQjOHNsaMGTNmzJgxY8aMGTNmzJgxYyehfaz0qMSkIC08k2HDzYcZarZrByDUQRG5SwwAuva1L3+ViIhef/0127doNouSfevbX7F9k8ezSObqex+wfb0iqJaRpmD1AvlMzwR8NxRiOkRJGQTLmgSm3avgxZWTGFY2NASI6OYt7xER0bKzl9u+JTdfzJ9rAo0gLrDNYB4oDUeOMq2oVlGSSicwrLmrGzDyREsgTx2xeUT8NxxXImAWbktB+miY/7/5KKB1Z1zC1LBEBe0dbOPnTA7A1yKw0piCNVYKdLapAb/nEIpOwIt+87kB6c3LZpj1gBLdTE5nOGNrCyCOueVMAehorLN9SSJE7HJqgTF5TkWZsv9SMLkxgWCOhECJShCqRUxBP71y3151zxGBQHrcaooIlrh/EP0/KjQvjxewQYfQ2TR873hQUgt9mJAACp4F/XQoQF14LHzMNWJC9YhF8HsegWi210B49lc/+ikREV11yWW2r2wui/U1boPIduF4pkv090D0cFRgj+Mn89xK8CtI6SliLS2t9MMfsmjn1772XSIiuuLaa+3///nPf09ERCMRUGusln/xBcScyZN43N/107ts318fYMrShvcgCrlrC0PjF8yA2GdLiKk+GWm6/URcXInpbdzHMO0lS5bbvhfXMO0krES8XUIDCipRUK/QTn0+wI3TEzlufPZTn8JlM/h6z98DQdhzVjI0dutG0KheeZOF0xu6IGQ3MsTPUVgAOPz8+Qy13/LuRtsXFsrM9s0QbD/nHKYHpCpR1UIRPW9qxXwnGXN9PaBkpggdLObFfMpJ5phytAE0tJISxPmdNu0I7bZ4HlOv9u/aZvuGepmqkJeD7x6p5diWmwu6Z5sIFacng1qVnsrfcTrRD/v389wbjGDdiAvtLT8XIu/W+uJ1YdxRD3/HryhOiRFLYB3PMW8uP8eZpy23ffPn8JqohULzc5la9YUvft72PbyaqYGakmSFpIJ8ULBCER5P3/gnrLEPPci03+ICUFr37eQxM74ca+cNVzEdIk211X6hX7Q0ITZ5vPycvgTE3bCIMr72CkSxTzUbC4WoVp73pptuJCKiUiX6//tvMSVp6tRJtq9vkOmFYyOI57Nmcp/29YGWOn0G9320H6Kpc+azALHHi1jSJqL+M+dDqHvndo5Tr7683vbt2MaUvYVLIDg9JBSLhETQir721e8QEdETzzxm+xxOvtdWJWo9LFTA4TZQr4sn8XPe/plbbN8vfsQxefkSCMxmpAhNoAAU8jwZnGcpge2BHv7t8BjiwfzFS4iIKB5G+43JWBptw1xcMIvbw63okK1dTCtI9IPCtvcA03wSU+DLkniVWwgaRU8r4s99D9xHRERJTlAgOtuFutYM6lpqPseN2z95u+1LL+dYU7UDVMvyUp5Th/aBQtTXyXFxyjSIjmZnMWVNbQVoxjzeZ7a1oG9S05jypYsmVB3i/m/vwX7zkluYMnNoB/YHjhjP0bwC0CrbjvIzrX39HduXJ7TUc88/x/a99BiLMS856wzb9/xTzxIRUcVEUDWmz+bYNW4yrtHdy+07fzHEnxuFshZVNJqps7k93noDYzs/n9slKxNxd/x4vt7YKOJuVhrfc1szqLSnopWNK6eHHuc9yWMP/pWI3i+BMKGSY1BdM9bbXdt5HVhUBOHwmEhWOJQ4cVhkIGKjiDs+vxR4UHvkkOxNfEpQfVjmoY9U0ZEhnpNqKFLAx/ujkT7s162iAcmJeC/pFmplqnqHs6iLGVl4v+pp5LHjU+8ltfLemaMo7cFkfo7wmBIslnejoUHEjhyZjx1qD+OXNtDvsQtP43i8Yw98Z199BRERrf37k3hekVbIzsY9e8WnKZHjZF0uPQe00bVPoZCOJWTc2YkYc+G5HC9jqv8DIe7X5ETsdbbs4nvcGcC8mXkNfzfJiXYbcfF3xzQVStphYBRU9iQ397GWgdB/W2a9Gx2P4vRxFzz5IGFj7bP/Vr6RUR6rfkV7i0WPlceI07HvhGMyV7zqve5EzCBtjBkzZsyYMWPGjBkzZsyYMWPGTkL7eEt+h0ao4QiLtblcfCKXkwOxu2wpvehLQ6aRBvk0qrcbp+D3PcjCmVddfJXtqz9cS0REdbVAgJQWlBIRUX8fRDK9Xj7abWtDZqG5mbN/mVk44T0qIoA+H07BJkzkDEBTB65x6+WfJCKioRhONB3dnLkZiCJDlpLKWY7BAWRmEkUMq6sfp7ldVqnaIE7ufCIC1jMCpIrPxVkwrwen15ExPuFL8OGU9g+/+g0REU0qrrR9O7dwFjo8glNzb4Cvd9qKs2xfvQju9fej7Ud7+ZlyMpFtdcgpbGMNBPp0JqihkbP1ra3I+kxezEJ0uZnIxvb2cRapoABihwMiSOpUZeWsw3l9MGqX2VbOmNPyqbNJOQXViJcxVbISP8jfHVWZBQvYo0t0W/+vhYj9XvSJZWFB7uiMuSWapk9kxyJ8L6mpEFQcHOJxmaDK7SX6rFNwfLfvCJ+03/X9n9i+aWXc75+4/Q7cyxEWMs1XqK+OVp4DWarke1sPj9WmDh6TYSVMeKpYLO6k0Qj3x/0PcQndz/7bt+z/n712ChERrV4N4eykAI/Jvj5k455azYiX0xci4zdZsnaTVbnUISkXXVqI/guPcdbGoVJXTje3/fMvQhR5wQIWFy0owVjqE1RXeWqp7UsTgcWq/UDorZJM9IUXIpv5H7/gbHaSP8X2dQqCZSwMtNgba98iIqK310PEODONs3KlFch6W4jAI7XI1NXVcSxcugjC7j19jNayEDdERFs2M7pl2fIltq+pgcfh0Cji5JZNm4mIKDsb1w0P8Hw7sr/B9i2ezdc7WPOA7WuuRkY6O4OfWYuy93fx/HjpGQj9Tq7kvitQ2fPKCkaW9SrRzaZmjl1TVWb4gAg8jyD003VXsjDzr+/+g+0LlrIIs9OJuT/Uz+vPnNlTbN8zzzxHRESzZ6BcfL+sf61KwPepJ14kIqJQSM9HHlvvvbfZ9hw6yFn0CZVA39x262eIiGjmbAjJ50qJ52nTcC+SMKPbb/4k7sUSvG0E+iovl787ZTyy4+V5nLmub0R/nbmU+93tR7x/8jkWj9VI2AvO4/Vnz3ag1041i0UjNCxr+iduvI6IiLJzsF5ecw3vW3q7kaGcMJHH3K49EOZ9+hlun0VLltq+NW8xki89E212/U3XExGRX6FCHJaorlozhkd5//CVb3/H9h1p5Tnx+EvP275pU7hwQ5Yq+eyTTGJoWK2VDh5/ORnIWjdJidksVWAgJMK7mQqh9YMffY+IiHrasB/qaee/exqwj7Dm79KrL8F3v8z3f+1l19i+umq+7poXXrF9I308f4sLsZ+ISalvS/SWiGi4j9tlagXmRHoBx2enH+0XTOc4HopgHzYaVsUmUnlsl+WW2r6CfL7e0aMQf3a28Vp7/SdvsH0R2aP2D2KvGvNwZn/CdOzdag/JnHJhzzh2nKIJEXnOQBL2r5Mk1rRKaW0iomnTWZC3sRWo8JcefZSIiFZecz1+cIDj0OMP/M12Ndbyc0TGsEfy+3jvvkcVopg6i9u1rQtIgJ/8nBHAGTMQN0iGVtUezP3KuSIOnIC1s/8gzxEdw15/iVGx19yCNn3ucY6nyUmqbHMO7282vIhxMiplr/NysOacihaNhql3iNv4qm9y3I7XYe++S4oUTJiM8ZSQrt61xPoGOC6lZWMPMzTEYz7Bq6Axsr92KJ8vIL+nRGxJUMwOpeCaLnOpbwjjOBLhcZSciHtKcQmaxoFxPDLCAyUlGfEp6mTf2BDik9/H89GnEMml6Rw3h/og2psoewV9jSFZ67wp2D9YCL+cCaV4NokdcTf2OiNRvge/Ep+P9vDv5RZhf93TyH1VmIZ34MWLTiMioleef9H2lVVwrFq7HsLG27dinc+Xd7FLV0LsPFkK6LS34zmjgiTKygQqdslcRgW9tQlFCDyCTJpy6TLbF5CtSyxRCS7LehJUKCiPeq/6z3aiwsEftcDwidqJluDWdxSQdVHfs82+8GDtcAoqya1K0vt9x74nnogZpI0xY8aMGTNmzJgxY8aMGTNmzNhJaObQxpgxY8aMGTNmzJgxY8aMGTNm7CS0j5Ue5fX7qGiyCHRGLVEfwK2qdjKcuzJpou3rF0rQ6SuVUJZQTPZVQTgz6GIIXMUEiPs11zE0LC0FglVVNUzPGg4B+l45iSHynS2AkmWm83fOPBt0g0MiHFx3ELBv/2SGvoeVeG5/lO85MRuwMZ+ISw4MggqQLFDxkQjgpS1NLMw7aQraYFAoEsnJgCv2CNwu0Qe4eUCE9A5u2mv7gm6+h5QA2mDnRha7K1DCmIMiWPX03x6xfZdeezURERWXgf5xQCCWaYVltu/oNhYcjYWUqKYS162qYqisW8G34wIhG4jh2WMibBgKAeJoweOcToDS7JNGBUmztIlJ0ZQsVlRcAd/cAlPTsLtwKHKMzxIEs2hNRESjQkfQgsVBgXI6PZhKFvVKU6Es+Jxbiba5RYTWpQB3oi9MQ8NoS6vf3XFATmMiMD3UDsHWF1Yz7WPprNNsX3eLwJ4dSgSug2HoyZkYn1kixNrQgnGcIdTFCkuI2HfqCRE7nE5yefk5I1Y7j2I8rDiPaXoHqiFOu3kDi7Ol+AH737yFhSnTFdQ6P4fbY/480Fk6RLi3s6vW9u3YxdD4V16DyKQ/kX87NUvBeZM5vmzZDmj55OlMM4wTxoMzznPmjKUQ8SwVOsJ9v/+d7bv5FhZBrasHBWHTw6uJiKh7ED4r/jgTMB765bYOHcZzpIjwbk+X+m4Nx8IVK0DXaOtk+HqmgpuPCoeoowMxNkvg142toA7Mns3UjJYWwPUtSkNyAiijve1MF7rq8gts36HD1fbfR+q4H3xeUMOaanhsz1sAilZSkNefPbsP2r6S8dzmoxGMk9wChhS3t4PiGRUqY1oqnj1H6J5f+zJoRXfe/RAREaWkQti1uITbpmcA9Iq2dqYbXHLdjbavsYXh48FkXKNDxEjzlXDwRhHD1hD/OfNYJHrzFohE+xI4Xm3bChrO4sUcL7wBrCV7d/NYHVRChkERIu/vB4Uju4THcVen6tckfs4Z00GR3bmHqWsTSrFujCtm2srwMK5RIj4aA3WI3qJTyxxxcjp5Ts2dy/STjg4IvFvi+5lKNPNlofVs2wGKYkj4uFu2Yk5bc7WoFCLZa0Ss/NEnsXaXSMzubcLcmljJe6+Gw5hb9776IBERHdoCauG//+pXRES0cxfu5ZwzeR/UreD2vgRey0qysY9IFlq3K4A10u3gz9UfAe2peDpT9vIUFSJPaEwbq0GPmTCOaZquEYy5L377i0RE9Ltf/9725QrF4IxVZ9q+ne/y7+iiCRYdqKcdtIzMFI6d0RBoz2++zoNu1eUX2b6kdBnrLXiOwSGsv+NFQDeohMmTCmVOebDG9wzydw6LKCoR0ajsGaMu7DcGhX6QUQE6S7PQTBeI2CkRUfVB/p2KclC+ugZ4jOUVIG50tXCsTknDPqy7m9tBU+rt+xrF/uW3v/o1ERG9+tyrti8rjekp48uxPxwVgd85F2DfvE9i05RZoDMF0ng/uulZTO5Pf+FzRETk9WGP9O1/ZirzpTeieMDU6bOJiKiuAXuVhadzDNu7D3vfnBzur0JF+d7xFl/v9CXYI739DlMOh8IYY6eiufweSp0ozzrEfff0GlCBFy3g9SBvBt6RQp38HtGiqKyZJfwboTD2HJ4Ei96hRIdlbXAr+QFrb+BVwqweeRdweLB/jcteOjUR6zPJb3dUqbUkjWnLq+/7u+1z+/lzV3zqSts31MVzKjkd+7P7//oAERGtefFN2/ezn/+IiIgy8rDWjXTyc4wF8S4STOG9UGcHaMnJSfyd+Jh6P8ngPczIQcTP8SK8Xn30kO3buJGpTaevgED3ofW8LluyIERE4yfyXG9oQIyuFlH7bvXOmleI79xw+eVERBTqQUx7602mC6YkIRY5pH2jSqIjR/Y1y5cvt33vCFVKv4fNvorv29mHmJAqYtM9I3inTZB+1/IT8ePQNz9IdPh4n/+o7Hi/bPn+O0Ss6HFEhxOlAIi+2KhQ+oZUm6YE5f1/hPeAseh/TS3TZpA2xowZM2bMmDFjxowZM2bMmDFjJ6F9rEibeCxKo6N8Wujz80nmQA+EssKSUd2+A6Vi06RMYXIWTmRPO4PLU74oQmNERJNFRO4vf3jI9p17Bpey7e5Elqu2njMQBaXISEakvJpfIQnSRbCqvx+niFXVfHJ6+dUQQA6JoPFgFKfSaVlp8rs4ause5Myhx6VKQ8t1s9KR0bcEv1yqTJ1TTuesEzkiooiUb9PigyRJmsP7am1XZwtnD96ph3BVZjK3pT7N9Yvg3pF6ZH8uvekmIiJ6QkpZEhH5fJxF3bAWolizZrFY3JxZQBwcUYKKZ5/HIqnPvIwyro5Efr5ktxL6EhSSFth0iXirw6FObuWo0amEzRxkifpqESspq+zQKB2n/J9Ct4iAs1vVH7TKsOnT5rAgiRLV6bX1uUgc92ehc6LqtNkSpXqfOBUdi8hxEf+eXyGVhgd5TCSrTHhtDY/FziPqRH43o0E2v7XB9nV08/+/+857tu87//JNIlKicUTUUMdZ/pQsiLv19nL2YkjEoGNRVe7vFLGR0RDtrWIEy6eWsyho3X7El/5+fu6rr4CIW5WgAjSKLS2RM7kNTcgCnbF8JRERNTcB4ZGZyZmGtHSIva19mzONEyYBebD3ICM2+lQp2OBB/p3WLsQrfyKP05nTkG39+pe/TERELz0NsbqhPs6ylBfiuuvfWEdERHmFKDd81113ExHRN+/8hu3bsoPvLz2zxPb19HBfJ2ixb5lPg2pOROM8TquOQpw2u4hRAE1KfDMpidslQQmsW9nno7X4br6IkFtxhogoNMgZsAllQJbUyfVGupQIZiJiSU4m99fkiRCOrkpgX0oKslRdXZyFT/ADxZiZxe2wYRMQKlOmcLv29SJrb4mGpqciu3dgP5dQ9SQilpxzNqNEn3hite07fIjRVOMnAnly2umMnPr7/cgqXnvbrURE9Owjj9q+ZkEZZWUCbWGhMlwJaIPGZp77yQppGvBzfx2QksZERCNSzvWuX99t+/71zm8T0fuzXkMD0g/jUM5+UiUjFw7uRnnT7l4ev/VKsLpfxNRLJmAOjBeB5v37cS+///1viYjo+muuoFPVkpISafnZnNWulXHqDyLun7+Kx0NpGdrxy1/5OhERZSqB4X1VHA+KizHujzTwnBpWiF2vn+fRr34OAfqvSf+REo8fGeK915FWZNX3Pcj9dukd19m+f05ldEOmGjdNR7kvd2zBPuLSK7mPdm7EPPnlfzBKp7qh1vb96Jd8XytWrbJ96556iYiIetXeLBjgvYwnC2tfVw/PscQk3EvaOI4RX/3OV23fM49yCdzuIWTGc0p5XzVjBlDLftlXWWsqEZG1ZejrAmomRQR1D+wCmntxGY/XjHT0kUYZfOYLnyYioocfxFx1SDn77/74TttnPXNCQJV69fJNhOPYRzYJ8i4cQRa/Ygpn8bfsBjLUEprXpZyzc3ntikTwe6ExfuaBQey5AyLSqtFuF118Mf+h0MNW4Y4ZM2bavi3vcEZ+XHGp7Vu3jtecy/Zdbvty8znu9g2ifUc7+Hl/8tNf276Fc1lwu7sHSIDf3fVnIiK69BMQRe7r5XtNz0D8e/kFFtLOy4Coa5Jk/YcGlLiztG9bB9ac9n6O6dPKEJtORYtFojTSy33rF6bAZTcAjXL4EO+D+poabV//KLdl0RSgtGJxXg904YlwTFDmas9or+VxzIFU2ZO7A1i/+zu43/1J8Dmisk4pdEFEEKR9TRiff/4xv885CXPl3S387jFeFYCYuWIOERE98QBKat/57R8SEVGKH3vaM5ZwDHpxzRO2r3IuP7vHj+dt7+bxnp2F90RXmJ9tWI1jvyDtSkqwdxod4Dibkgrkco0UtvnrPUBNZsg7cKIfbWqh0dyqnS2R8CllKCjQ04Z94/MvMppq8bx5uAcHj/Ni9Z7bK6LpuxQrpGkPz2G/eg87fT6j0Na9DhRcjaCYr/qnz9s+xyC3V7p6H4rIe/DxkDb6ncsqA368cuCnkrnknVG/J7pkTbBKehMR+b08V3xKfDgWfj9K50Q1l0/tFjNmzJgxY8aMGTNmzJgxY8aMGft/1MyhjTFjxowZM2bMmDFjxowZM2bM2EloHy89yuGgqMCJRsYYap2UAdpTgkAwp84CTLFboOARJf7kFlHf3fsh2Llk/nIiIpqhKDobNzJNZPx40APOOo+hyVWHIDxZLzDyVfNPt31vrhUhugsgRLf7AENlo4oK4/EK3GkM2KZ+EQ5OyQCMNiSicpoe4xKBvt4+wDctSsbooBL1dSaID0JUudkCexsAZeW9NximnOgEDPFoNUPhpk1Em4aicXluQP2Tkhm+5XTjOf78y5/yd2fOsn2VExkO39YOCGuVwLirawAlnjYTonN1QpMoyAVUL9rNz+JUlIYkgdn19AB+6BAKRUxRl0juP+7Qwk3HQswcQj9yKUGosfCxosMWfE9TASyKk4a9aRqTZRadzZ0A+KZNhVKfs+9UwQbHBLqsf9fvE9FhBRuMyz2//vLLtq8gnWHA885abvv2bGRqRsnVxbavrZnpPOs3rLd9V1zNtLerbgLN76s/+zciImpXYq5BgRenZHK/eN0Kzn2KWGpaKl185YVERDRjBs8BvxeUmrde5Tlz1eWAX19z5WVERPTsc6CZbdvNlKrFCyH+a0GLJ09BzGlr4fbLywRM2xJ721eLto26ePzFnRjXh4WiFkwCVYc8fK/5SkxxYOBYwcTiYu7zXTsAm92+kymK3X14junzWIT357/4d9t3w83XEBFRYz2odoNDHJvSUgEtbhcRYZ+ikY7K/Hjt9TW27/wVLAba0YsYMXUax9Z9VaDCuCTWXHPTzbZvyxaG69584022769/vpeIiMbG0G8ZImTZ14f5NH3GZPvv/nz+bGsraCQeH681a98GxUO026li0hTb9+vf/ZGIiMIR/HaTiI9WlqI9EoVmGlMUiZR09h1pRF831/P8nTUT1IIDB1gwM1eJEJYUMFWqvrnW9nXUMpVl/DjA18tFUHbHAVCSckQMtj+E501L5rUkmAL4MgnMfcoUiFHu2sd9ElKUm9Fh7tclixbbvkOHGV7f3gpKy7gyfrakFEDBM1P4utFc9FdODlN8GtoAfY8LNN6tqMB+EUpetwH021PNnG4nJWZw7Ewd5Xa54xtfwgeCPL/7qkEfvPmTHH9WPwbY/pRpvG/p6obA5JLFDIEfVv18yy03EBHR9NMQm6z10KIWEhEV5HEfvPYq1oLkFB6vD//2D7bv+i98hoiIIo2gGpWVMCUpPxX7tZodu4iI6PlnnsejBfjZivJKbd8zT/G6tWLlZbYvwcv9vHQJ9gnbN7P4dUiJXeZP5+t6HWo1Fb3gt9a9Ybuu+4QI1aqx9PSfHiAiok0b1Xx38P8X5hbYvmTiPlI6/xQWinbVbuwxi3KZjlM4CbE9pRTPOdTK7XXbP4O2NdjIMfCZF561fSvPZlFPbz5o8Y/fze2fmQffuIk8zw9VQfh4ggiVLl4GMfUzoyrIAAAgAElEQVR+oXU11YHyc++fHyciouXqc9OncHwcGQU1rEvkCQpLQTXZt5/pWCWKeZ+eyRTQxkOg1lVU8P2NjmKM9XXz793zR4yn797D+8hutd9sbeAYkp2DfmhtYspwaTGoJiP9vMZuexF9WFDOsS6jGPvJK2+5nYiI2g+C3p8ta3BzFQRhw2GOaw0teI4VF5xFRERR94kJgZ6s5nS7yC9yEiR0t8FhvDOUlPP60qDoMSXjuN/DQ/icW2hPmrnidRz7qtjXzeMuRdGD3cTzq2EvYtvllzBV7rwloGqduYIpOMsvXGb73n2d9yl3/+JPts8xzL93wSrQ7SYUc1y86+eg1v31dKZRvfbya7bPL+9SebkYT1tqeH+xby8oh5XzeG11x/CMyR6OY67YsbiG7la8n6yT640NgF547U1MNZ0+e7btm3WeCKSreLz5LaYSZpdhDrz6Av9eUjLi7PmX8f51JIy1szUFNJsLr7uU/1B0tmlBlqSgMK43RhxX5+dj3lgvJkP1KLCw7qXXiYiouQf7wRUXccza9RIoUzNWidh4H67rSLYKx6j3l+PQo6y//zdFh49n8eNQkOw7OB49yXHcP22z3t1iEYjYJwS4b9zqXd+i3moJlvvvv5+IQK0b6Mcc/CAzSBtjxowZM2bMmDFjxowZM2bMmLGT0D5mIeI4jUlZxTTJxvX34fTQ0l5taKixfUXFfBLc0YhTvyw/Z66vuhInt1VVjJyZMxtiTdmSFbJKOhMRrV/P5d/mLVpo+9qkTF1NDa77+c9y+cHtWyH4Zp2mJakylXUiMGWVPiUiGpXyvI4wrpvkZ/SLK4bzOreTT+I625BJKy7njHnfALIhWZJ9CeiSy1E+bzu4A9nWSC9nEba/t8P2Bdx8ry2qnHmtiA2PjOLEeOlyLn1cnA5xt3PPZVSSLvt6oIazsgFVqu/i6xixEY/ic9u2od3WPMdZpgwlctvSyYiAcy+50PZ5BDljlUIjIhoO8UlxjFQWRFAKThxu2uZUB7duORuNqdprVok2LU7s0igeMSt7pFEwxxMTTpAyuC6FtCH5uYgSoooKciemTqAtxIJDlQGnfn7O+iO1tqtJBAYnVkK0NNsSr45AnLpCypnu2oyyl3OWcCYjtQjoG4fc6mNKGPWiy3gcjZ8L1EjdVh5HaXLqHz/BknQnkyUm+mneQo4JPVLqcDSK7ENZPpdp3b8dCJDKcs4gFhUhW9QrpZm3KhHjibs5Q1JagjKzWdmStfEgRhw+whnGzl7EOr9kp/JzgQLcuYMzqtlOjIeSMu7nKdOAlPvXH/2Yf4OQCp09k7M6b25AWfEhQUsMhzDmVl3CWZntu962fS9u4jKud1wAdEv1fr7nMZ2pE8HJw7Vol2QZG30DiCX7DjLibsJECK0GRDB903Nov5FRvr9DdYjts+ayoGCN8n3mu98lIqLH/oTsba2Upvd7gEqyxDKJiFY/xeJ8b78DQfT0NM7QpiQjS1VSymjI5Dxku2ol4xtV8cXr4/k7dxYQL4PdLNCdHMPvFZTy/2+vAuqwUUrTjowgpk8cz+OuKAdIm2efZDHVJcuRHa8+wOva6VeuwDVe5vWvdAKy4+++y4gxfxilsrOCjEa65QYgmar3cXu8vQ4Zs4xMbkNHEp7j749w+ehJFRiffSLKn5EDpMFLL3Gp6pWyVhAR7Zdy4RkKfbN3H2c2kzPQzisvYFHIH/30l7iX7FIiIgokK3TQKWbB5CQ6TUpkW5nEmhogNjqk3HRaMsR1C8o5+/npL3zC9pXNZRHtWDfGtYX8jMUwON3W+qFQe9XvMjJBi+t3RRndEOpWgrDyb0lZqe2r3cjC5JlpyKDX1/CcnzwR60P1QUYwtDYB3Tcs2d6wQh5XTpA9mUJu5GXzOHjhaRQnOFLNY6SjD/uIVBERnTITSLhAAiMBVl2txKqHBXnkwRp16edZxHvVqpW2r2o3z6fmeqA+LMTzooUoA13fyKgVjRZc98ZaIiI6NwNzMccLYXVLdHiwT4krl3AbLjkXiILX32SEUNCB+VaUzSioyZVAC7ZLCd+mI814TGmbcy+7xPZV72dUmt5LL1/GmfZ6FaunTuR+OFwDlElchk6gD3G+YhLfw+712MN96SuMHgr1oG9+fOcPiIgoNxvjpDLKMX/VqnNtX289Xy+u+mbyLP5cIAl7qUAv/12tynYHRSg5IwjUem6miO2r7cgDd3OxjH1bsfedMZ4FqAfVuls5lZFKZ1wP1NeRvfycwVyFcD0FLTw6Ss1SzGBAxHALC7Hva2pkJG9RUdEx39VxwiFMAq/yOaVc9BOPQ+j3wvOYhdBRB5RGVh7Hse99+Xu2LxDjd58t7+y0ffc+dA8RER3YvdX2Ve3n/U9WKt6lwrIX6lUi4RbCa8OTa/EA8mqUmYN3jO4hnofhOux/ZlUya6CuGag0exypmJUo90xYsu1g+eufQbA/Osj7woASmH1P4ucZ10F4fbCL53IwB+N4/nkcR15a/bjtO+MCXkcDKZhTe3dyu7n9eJ+Yfi4QsBEpFOLOwntTZFgYAClgXXjd3A4Dg4hP8QivT8E8rNUrP8vIzWUXYE233lt/+9vf277Gbv6dVTchDjsc/L50vHcqbZZQ8YcJFh+vJPj/LbNQOvqOrPU4MYDFbVTYF/reU9I5tvzuNxg7n/viF+SH+Z/kH0Cs/oPMIG2MGTNmzJgxY8aMGTNmzJgxY8ZOQjOHNsaMGTNmzJgxY8aMGTNmzJgxYyehfbz0qLiDYlG+5JgIvSUlAr7VJeJgGWmAkI30MgQrKx2wNxpgSJJDCUX63AzHKhwP6N8CEaasqYY4WVEBQ+9eXvMmriH10hctXWr7tm1jiPfuvYDXe4OMwdOwb4viMtoPWHpaLt9/ZxsoSX4fwzwdcdBoHIK3y0zH8yZnMt3Ap6goMQuQpSCs1XsYmhzqBX0nLz2biIg2rtto+0pLGIa/bTtgo5UzGCJ62ZW3276CAoZqF00E5L5DRGkTU9FHC8sZQrznIIQ2397IVIslZwHWP3fxIvvvWXOZulFXBwE0S7j3haeVQN/lDPmNRQADjAukL64UpCyqlEtRjVwCs9PCVk6BeeqTyYj1HfU5C14eU3yIYRFy0/C91BSGuAUCaA8SSLRFfyIiGhk69rteLz9vQgJglPE4Xy80DMhxzf9h770D66qu7OH9ip70pKcuWZJlWZKLinvvBhtMx9SEEkroJCRkEpi0IYGE9F6GZDIkDAQICSWUAKYZY1yxca9ylSzJ6r09vf77Y+1712FwEvIN4+D57v4Hsf3effeess+5Z6+19hbA6PMLOd7nz52l98QxFldRsd4hQn/DSXimMy+leHZ7M0RrQ42Eg7u0LcdWkEp41ZWgUNz9mU/bviKdh28eRF93d5DGd8qYKyFunwo+BwFl9XrYfzMnYJz+8XFCVI82gJrT2cW2Tc/BPE8xqDDbdoNSNX8uqZYdDYCy19RQ6HzvfsS1DkNQdKrSTjLSOTqTkhDDsrII0/YkYWzOPo+x6cknnxIRkaf+/Bfbd+go7jk9j3SbRhVgzMim8FyGwni/9rWv2r5rrgSM95c/uN/2PfIg6DG7DXHLSVMgpLtZxYJFSEfMyGBMtMS5J0wmpcESqEwy5k57L/qjxoD/t3TDNzhsiL0rBfHj119n+/btBqT9wDZSWru7CfvtVIpCiiHC26z/3h3k3B+Mg3rSYwjdpyg1JzmJkNdDtfido/Vltm/RLIgr9xtiyE89D+pDeg7hzVXj0Me7djAGi1Ino8OkN976SVBjGlrY5j16z31HuJYsPRtUiw2bGefnn4lxPDxEPPeSZRgzw3GK1qZmIA5NnlLFe/Gi7/raSXM5qPcaHSSVsK8TsSTHGGMLFwCmPRBkDIsq3jfJiHW5IxDPjhwjNSMpA2vxaWeQbvLCyy+LiEhBkSGWeIpZQlwS8WBd8KVhDI1bTNqxKHz+eCPbIj0H0PbcIlKmBpoxf02YdVISxpLfECvvUXrSc78idWHWdIyHQaOggdUbt1xJulxE16CaWs6jQ3sQu3LnMK4dO1wnIiJZPs7zd5UCnZ3Lsd6uVJiObsbOCy9UCjSHobS1Il69/MLztm/qJFBAc1JIj/j1jyAK/uMHfmj7LOpce1Oj7Qtkg6bkiXK8Jim1wldKOl//TozrnFH0NasI5+FjFPy1aNQ+L+k782eDQr7fEDHNG8l+TVUIfPcA1+mefrRDIJ908lQVei3PJnWlrw30j6d+/5Tts+hW511CmkU4gf48YIgrz7rgXBER+eOPfmT7fKOxF7z8+pttX+shrOMJ4R40Nx9rvD/AOFnfiHi86u3Vtm/9asSaT9/C/cHdXwJlKmgIaBapTMC2g4x1sZjGVp+xE9NhNLpshO1qq8U+vcSgW11zDWL+5nUUJr/uxhtEROQLX/mi7Xv1JQjh56ZxXry1cqOIiAQM6srAMPZpSy/nHilHRdJT8g3+3ilobnFLQIuQxDwYv91t3HMUF2OsRsPc56ZojA4acgx+H8bqsLEvTdX1ffaM2bbvwV//VkRE5k8jrbC/HpN8/1buf0ap2HTI4EeWF2H9OXKE7wTjx4NaXLufcbFcxbM72hlPNmpRiEs+zj4UN9bg+3/wDdtlFR544g/P8bsHMI4fvoZUa0nFd5/+5h9tV6bGtGFDHmHtGgglb9vMd8LpSltP8pImuX4T3h2XXst560rFHsaktW7dhn3U+MmVvBWlyR55l7+RrEVixs8nRT4aZJzzjsYc7jXiTmoR5kHMkItwxfE/6SmMRbZyhMH56etDW6eW8h3Eq+vZv/70m7bv2/+K/WLWCgrbTz8f73qmhIT5t2XWu1HMeOeyxIs/SpSov2dpur5Hw3z/s54t1ZD5WKui0zd98gbb16mSJblFuhZ9wMd2kDaOOeaYY4455phjjjnmmGOOOeaYYx9B+0BIG5fL9QURuUVwLrdbRG4UkSIR+ZOI5IjINhG5LpFIhP/qRUTE4/ZIml9Pn2L4aH8vBabytUR2ktcQMbLRNDyGqj2ME/n9eyn2mJ+Kk+Cd9XW2b4EK+WUGeNKelobyWtd84irb1x/EvZTl8JR+xYoVIiJy9dVX2r7VWjbZKoUsIpKZje8caWRZwdQ0nCxmGCgiVwz37zVEZ+sbcdJWPonic1EVag4Lm3KfCvRlG+XisgJ4XkscUkTkc7dD2CjZxazJHM2WXXHtJ2zfzIUos9kzRIHD9ADO7wY6KQBqidQFozxxH+pAVmqqUV60oxWZvpWvvWb7ll1+sf23Zxjt0Lxxo+0r1VKZ551zru07rKXDJy+Yafv6BvF87ykMp0Mh/h4n/sdjqNO5/kY1ORMF49LSw7ETIG3M/rJRMsbJcZ8KjHX3sQxzMITvZmbyRNsqrWrWUWxvRlsePcoM37zqGfr7nBcDitDwpHJeJFSFORTnOJmh5aizjVLzBc1ohKJyCqi2HEeGMhxjFuHAbsylla8Sgfbdr0EAtiwXmfWfv/6onCz7sGKO2yOSnIY2P34QY7uonKWXD++uExGRMxdzHA7oOG4b4nw70AgEVJJRUnZMCWLJ/v3MFjUcwN8rV662fWEv+uD0JUtsX3MvBC7dbmaug4oEskQERUSuvwli64lu9tULL6KEbnYmEQ9DihYMeHl/i5YCwbB5y07b192DcZWTy1j3xqtA7Ez81Ods36TxZfgNQ7SwfCzQQbOnz7J9+xVRNNjPOFQ+Gpk1lzHW5y5A5v+hR/5g+/K0THVvP7uwR/9+zWi/DRsRdydUjbJ9xSo4GGrl746dQpTgBRdBfPSl14gKisYxb7MyOX8rq3Gvzz7/su1zxXDtJC+zJ109yGKZJWo7uzDP//QnQ0xVBUwXnznX9p23UFEwA4wRlsDmscNEgb6jqMLllzGD+NIbuK/fPvSftu/u70GwLpHM9m1pRyyZM4t9k2rFriBRRIUuRTHE6Ssrh7hsVyORCwsmA4X39hssq1ylmVBPGjOmjZqVf3cbY/slF6CEbouBJAkPY3yaAoX/ds/XRUTk49fdZPtmzUXWtqmV4pYn0z6MuBNLJGRgGP+8ZwuywtUVzKaOrUI77thFYc72TjxveoDz95yLMQ4G24my8mVhbEZ6OZZ6dE5vNURYN63HnE/1cQ0qyEcW9/zTWIo2twBIh+nVLL1dcwR7maCBskpW8d9CY/wnebEe1tYz/rk1IzuhmlnhMZNUQN/YbR7StX5okPO3W5FeA93MUM6cijXtqT+wFPqs03CvSVkc/z2HgUiz1nIRkbmzgAqIdBBlWjxOy//y0WT2cpSzlS7O941vALlhCrRacdlEYLYY4udZOh+9aUSy9Oj+IKuAqBqruMIb+hsiIpUjEVuXLaaofX8Yn3vxWcaXglFAAIytYBnjw6uQxb1aESgiIhLFPN+9lmLCTz71uIiINDSzvyZNRz998R4iL7PGIuZ/8gYisZMVp/WkEb8f+Q1KM5dVUKy87hBEhPPymKX3aJ80tXJv6Y7Ad/Ot3JfOqAD6IiXK9lvxEta6Q/VEH1aNx+ee+iNRSUmKMOk3hJJHKsK07ghRZG3dmCvPPc0y9RffAiHVDdu5VpxM+9D2OiLi0zx8iqLMsgwUv9eFudnUQmRrvAVxuWwa56vEMQ+GB9mWexRVPGcBBXDvvEv3C0al4qEmIHb6jD3MqEkYT9uOcq40t2GuZ2VznEzTQhrPPEH03cO/h8B0so9rzv0/wbqx+Crei3ixP/Iawtbf/MGXRUTka/d92fZZ9SFCxv7/c//6WRER2f0fLOrSoQj2qmqi0W+6GfOhp4XopWQP4mJuHpGhd35VBWaN3mrrwXdcffzdqXMgiuwzkG/hbsT1VWtZKODWu9HOkShF0b0ZbI+uKNo6KZ17ybYQ4mq2j++gqR6NlyHGOdE9Qk83+yaQi9gRNN6l4jF8J8NAHt7zLexDPn/7521fxelY51KMojkWcsZE0MRPwIywzNwjmO9kH4bFT4Bmse7gb0snn9gsVLkpRGyX+jbKgFssk8WLyEbxZ2CdS+j5w397of2r9neRNi6Xq1hEPicisxKJxCTBs10lIj8QkZ8lEonxItItIjf/9as45phjjn0wc2KOY445drLNiTuOOebYyTQn5jjmmGP/iH1QepRXRPwul8srIqki0iwiZ4iIlf74vYhc8le+65hjjjn2j5oTcxxzzLGTbU7cccwxx06mOTHHMccc+0D2d+lRiUTiuMvl+rGI1ItIUEReF5GtItKTSCQszH6jiBT/lUvY5nKJWIjufgt6a9BPQlFLnIi+zCyI9PTVEi799iuAjpWOInR/1FhAcEtmL7d9zz8CaN24cYRvepUz09FDqFncBRjT4R2EIU+oBFRv5ZrVts+fCSicKTI6w6fwuWZi4aJehZ6nkZYV9uLZ2nv4Gyk+/fcgxSi9Kky5ZwOF1yZMwL2k+SmeFwrjel++7+u2r3Q8RIez8gmJPPsTgGO5/IRqBX2AqVoCrSIivUrLirt4jucOACbn8dDnUjG5gRhFr7LKAMsrjLCd427+XixJhYOLeF99PqXtjCCkLz0KKHdXpyHgrKJ9Q4Zgp88H+Fn/ACGYqcmA46UaAo19CoVNTiJUzx/H2LIEXkVEhgcAAx3q5vW8Q7i/ZD8/l9Axe/QQKQ1xN/B2qQHC4zIz0W5ZhRTZkyiuV3uANDpLoGtqBek6w2HAI2NeUyhZRRZdPuNz6LtInO3iSgVUL2o8b1YJ7j+nmO08fibG0+ILSctb/TYoQZNPp6hcoApz6vH/fEBERLqHDCXJ/0X7UGNOQsSvcaU4C9jYtlqKvOVlo9/8GQRHVszAOA6MJf0oKRtj05sgTam3AbTFxTeRCvhCA8TqRo3m+J+gQn07a0gXyU/HGAkYFLokHWsuD6krUyeDunJ4H+Hh8TDuIe4iTLevFX0/3xC1y1EhtO4sCjv269jY+BahwJkj4Ht+I2POGR+D2O2THye0OLYQ/f/ZqykI/MZbq/E8eYxNs2eC3rh9K+ka/iBi3dQxFCc+olRWV9ykJWI8x/2kSPg8aKPeTvrqDmE9OH0Gx/DeLYR9l4+F6OL9d37K9u3ZBwrg3j0UUfd1YU7ddgEpOi++BLpYWir7+rKrsK70G/G7vw+UjI5B0huzVMzyrTfftn2BBPpzoTG3Kqowxgb6SbU4XAMIelcDhU4/dhrEjgcMkcHvXY97vfnuz9i+hfPQXwMxxvShEP5+8XXSKxbMBFUrtZQCqiE31oP88Yydb78BulMonXEtKSdb75N0gzQ/Ylioi3TOVBVwfvPtdbZv6VmgoMyYxvGZvgIi9H9+7mHbN3se2uj3jzxg+x4b9ys5GfZhxZ1gb5/seGWliIiUjy0TEZGeY2yzdAHNb/nZpMJsfAc0qpxszqPd7+A7xxo49ydPxfwpncZxn6HUs8VnUKz8mUchSpxI4TrS2o84+E6C3KBUFchdcgnpoUNeXC/ZQ3i8pGCe7K3Zb7vu/OwdIiLy+krSfJ57FWNt5vxq25eI4fdcBvXLq6L5c6aTCj1+JNabYQNWvnsXRD2nTiVNYfY4PPsu/TcRkXmTQJl6/hWKsw+PAuXDFHav7wRMfeQI0hmObQaFqLSaYzO3CLEmYAj0diuVP7WeGPu+A6T87N8MatCy6y6zfdGwUkyMpgwoDT+YzDExZQn2AC31pChmBLAmXXMV97Rv6n50oJ/0uG6lXIwzYmYwjLXm7ntJXZhchr3gpDIKf/c1gRbx5c9/xfb94LFfiIjImadRiHrrBsTM8CD3Q5/7/HdFROT0paRk3n0PxkSwl/vr+q11IiIyoWKK7attBn2vfPx427fgLIyFla+QkrnzGES7p0zgONmxBe08qZKUnlYt+nHmmUtt37MvgmbjSuP+NUtpW08/ycIDFy5Hf83KJ+X/ZNmHutfx+iQlD7FlyyrQahfNPM/+98Ewxq83iXuO9BQVPo+zjV58EGvXz7/7C9tnSQOkZjMW//pRxOisUZxfqRMR+5/eRVH0734X4+Srd1xh+xYuBkUzq5ii4xZl8ecP/9J2tbZ067NxnztyEvbVUeFaLB7M05BBNYoIKD2+bI5Zbwz//pvvPGn7Xv4l1u9zZzHGhFV2YO2W9bavZRBzavw80rDHVeLvObOm815SlX6UxHtJHYSvoLKcn1NB6B07SZPtUimEW79IqnpC9/qSzPkdNRhOGS5do43CPH6r2IbBLopZehHe97/2p2cZ/aDfST0BpiMeN35Yf/anj1MA/Zt3gDJ186232L7SyXgvNYV2gwPYrwZyjAIWYfhMklBCt+VWX4qIxPVdyuchVStZ341cxj1bn4sMcz/t0ZgaNbhrCYu+ZRCkhvW9Km4UBPJ7rb0QP5esVPFwxHhf06+4jTlVVoR52dvBMZtZgDZ3eaxp/uHRo7JF5GIRKReRkYKuOu8EHz3hL7pcrttcLtcWl8u1pb29/UQfccwxxxyz7cOMOV1GFRPHHHPMsb9m/5O4Y8acnsH+E3zFMcccc+y99qG+X3U671eOOfZ/3T6IEPEyEalNJBLtIiIul+tZEVkgIlkul8urp8GjRKTpRF9OJBIPisiDIiIzZ8xMxFSAyK2nfb5kZl+Stfxk1DgZiyiaImwcLZaPw2mlyzhFHDUaqJtoC0/4y0dDrC3NEA4uykf2vGouRay69wD9sKuRp6p79iATnVPMzNfHr7pGRETeeJHZnAN7kRUtLuLn0ktwfx31zMBG9NC1rJjooIhmQoOdzJgfrsH1JlQwU5Xuxynyrk3GiWzn+1EPVinqyZN5Yuz349mTcon66etDdsgUfLIqkbtd9Ln1RNHlNoaJ/uk2REYtgaksQwhrcID3l65ogoSRQRuRh1PGIUNIOSsNJ8keY1h69LQyO8Brh/XkuSifSBZLsKqrnf3v0ZNYl4EUigQxjqJGKb+UdLTvHqO8+8RqZPMSxlF1eyeubYm5ioiUjkFf5xjCe8PDSBkEu5kNW7cGYqqLFjIb2tmB63W1cbHNVnSWzxA79ni8+ty8l6i2QbIhDJamYpFeA0UkYX12w/XWX1aLiMjGtRTeu+M2iKzt2UXR2j/94fciInLpcmT6HlnxmJwk+9BizpTKCYlhHWKBAMZLQwORUokUjN0/v8yykE+veB1/GOJiloD0xecwS7m3CQKXvf0U7Fu6DPutW+9ghnPTViAoegzB3WON6PMoE0jijuE6gRTOwXCwV++Z2fb7v4FsxtrVFKt7ezXG15hxzOTUahnwTCObUaL/Xt9ca/ta23Dt2loKVGaUILG30Mi29vQhTiW8FAQ+/xIgKEIhxuzOXvyuy8uMfms7YuF55zHutndjjv3l1RW2L6HZIE8S431LE/orNMB5t/x8jMkhQ1A34We7hTSrs3YTx3huLuZoUztRm2EVfwsapYLnLwXao6ODn+tVNOT4UWNtn1cRf6XlRBhGIxgniYQRb4cRaw7VMYv+o18iSzl2DAVKr7z8UhEReewJZimvvepK/VyZ7Rs7BmtDZIgxrLMBsSQpk2vdCC3xOncqkXyVpfi9vg6uOR5tqz5DxDMtgJidlML4vGUb1p/SYt5zdjrWnE9cRfSVhWS68frbbV+/Iqjam9mHvZ36ex62VXoqUGGvvkJB9JNo/5/jjhlzpo6fkKjS9aNTEQcZWYwlzc2YH+UziFDIy8HYHJHPfURrK747whDrdFuvbkY8z1BEXXsLs3hWKdIJVSzt3tOGvVTUxTXjna2I95fcfK3tm16CewhFOLcGuoAqO7xzn+1ra64TEZELLmJM9Odj/EVTeIOuFEVjtXE9TE7BuDnWwKa0AEB1hrDx+ecDAXThhefbvuYGzKPBAd5f7VHEsPPPIyqlrhaZ8f5sljOuHIe5s3cnkYYNx/Dd0tGMnTnZ+Xp/vJdgGL8XNdCWefnMUG+pAQLklSeftX1LlkGUu/c41/g0P8VBLXvsDxAJzkjhv82fD1Tcxi0s7z11Fuay2x/5jc4AACAASURBVMc+jMb1foz9nF9LDFdUEMkSUUTx4YNEimfkKUI5lf3Vr+vAFVcQGbHuTQgVjx5FNJI7gcDx9DNP2L5PXIf1b9+ebbZvuAdzv6eF/e8vxf3HCrmn8SmSYNnSs23fvh2IJbu3sejIpAlAmw0Z6+6YMUA8pBki6ZddAgTsH5/i/TXqGjJ7PlGPP/7Bt0RE5MKLiJg9ifah7XVmTZyeiKlI9kAQbRM3CgSEdIJlGaWIU5PRXs/9F99pvnPv90REJOAhyiyqa8RAH/cwd33hCyIi8vgKFqjo70SMmTyR7yAP/goi+o27+D7kien47TE2QB4VZo1zHL/++moREcktYL9eNAmltL2G6Hh3D+Z4RBgTfEm4jlUYBhfHf3o7OK8rx2JfePAwUYSZeUAPhWO8v+w8rImXXs1CAQNBtG9PV5vtix/DfBxtIPcKKhBbju0n0n7zdiAFp8+kMHxltVUwhGd0FFf/YEiMf8ROJAT8P7H7f4Cx87tfEZEVX4nfuO2uz9q+QAbad6iHCOI0RcIPBTlmrUIwAYM9YK99xvu/hdwRExmj783JxhlDZ7euxwaC2HoP7ulhgjcnW1khbgNVqe+q6WncTw/0qi+Tc8U24142b0YMX7SEQsSWUHHiH+zXD6JpUy8i81wuV6oLb+dnisg+EXlLRD6mn/mkiLzwD/2yY4455tiJzYk5jjnm2Mk2J+445phjJ9OcmOOYY459YPu7hzaJRGKTQBBrm6AcnVtwsvtlEbnL5XIdFpFcEXnof/E+HXPMsf+fmBNzHHPMsZNtTtxxzDHHTqY5Mccxxxz7R+yD0KMkkUjcJyL3/Tf3URH5h5S7EiISUdFJSwjWbVA5LBGh/n5ywpsV8hvuI+ytYBRg394EoUvDYcDY/BmEl1oCvls3beV3MwCF69xOKJwlnJhiCAfPXwRaQEoWRbu6VOzMLPa+cwtgti35hDB7tsM37DVESyOAJuaPJKWntAQw8+wAhbx8CYXyDfM3Vq0H9SHXgHQFlTfvT6bYlVthVldeTVhrzIV76GihYF5SukL4PfwNj1KcEoYQsUuUXuTi5xIK1XO5COmKa59mZ2fz/oYIXU3Xj6am8F4DSv8ZGuDnUlIAYwsGCWdOV19fB6Frbq/StiLEx/UqdM2iiImIBBRW3mNoKaX58O9JPvb1s089JSIi55xzju1ragEa1aJUiIgk672MNSDHpsihZcNKBTAFq89aAtHJeJyQuWgw9L57jitty2XQ1GIKUw8Z9DK39kO6AXVNsto3wnFnUQ/q9vBe9uyEQOx1xjjpaUf7Tqkm/aNkIuCdiW5QKZINytb/tn1oMSchEhlGW9YdQZ9644Q3vrEaQof7DxF9HFWxuo5mjhuXzq0Fs+fbvjMVvn7sWJ3tW7cOc9WKUSIikydBpG7mNAontjW+KiIiyUJazunz8LmjtbxexVhQPN/dvNb2ZWbh/k1h28uUWpORzvH66pu4l/pjnPu5Sr/IK6Qo+Iy5s0VExJPEOWFBT6fPo8DeSysgbvjciufe992MDIOCVYZnjxhi5UcOgFYxbQapRK3toD3dcuPHbN+efaCHvr32HdvnysQakZdD6s8UFbf73Z8et3379u2x/87JQiy64dprbN/KNWjD/pAh3j2Ase3N4LNnpKH/Lz/347YvSamHluCliEh5GZ5l527S7SIqSGdSGUMqfv7mGlK1PH6sKweP8XoPPQ5a1J2fus32/fY/HxQRkSsuu9T25eeAuvbGyxQ7njQbIp/T5pFyE2nEsxVlcEx0qNDpiFGkuPX3Yi15U0WlRUSqKwBvT/JxDkRUnDE9k/Fq5iwIhD71pz/aPktgv7OVVKiyMYB9P/fSq7YvzYc+ChvreOV40Ff+44Hfyj/DPoy443K7JEnpKXk+0Gc6ewifT8vAOn58D8frJN2rrHpjje1bMB9Q6iFjLd2u4rsl5aRZtx7XuGbQgHsV6m2O1wnjQStpaCPt76BSjTr7zTUX/eszKDNpmejTmfOn2j63Cl+mZBJ+fv4ndC5nGtRSL+4rOcr5G1VBy4sv57ge6sYafsYFpMe06/1b1CQRkRdehNjx/AWkbg4P4XpHa0h7KB6NeZI/mm31xEMoTuFP5ny3qN6b1m+0fXOXg4KR5OOzbdyM+bv3EIXCR1dzL2Dtf4oNkWOP7n3chkjozNPRrzMXECrfoDS1IwdJn9i6Gz5zv3FE6VrFozl/29owtrzJ7K/Rc7B2m/TLvRvrREQkkMLYP1nvv66D+4NupevPPmeJ7bOoJi0tpHiOU8pmLM41LFnpxnn53AsebcX1IkbcPbwJIsx9LRzbGUoxmDKTMey6q0Hb81xt7tcgMNzVRbpVXw/+9vm4xwwOo83v/fq/2b7XV6LgQs1h0q1uvBmiqZMrS+WfYR/WXieeiMtQBG1s0cWGjSInPh/60Gfm6nWZig+zDz2618kIMM5nK/1/IMJ3s21b9L3KYHekp6a/57oiIod2Y75kJrhXrt2PcTTlDO6nfqy0rF/8lML0CX0HCccZnz67F9S7L3/9i7y/DMTZuLH1dVn6GTHDqUUBxhdzfC7+LPYIf36S4sQWXfr++9ktl1xlxSpeLyuAuTQqznkmMevh2TDvrMZanZ7NNvj4NVfpxxgbYhb10ihEEgkqJc3zgV7X/7mmrwi33Plp29VwBPuje++i2PlX7wHdMjWP79cyhHZL9XEvKSoDkRg2hIj1/SZuvA9Zs97jNt5RVApDXOyv3AwW5bBNL5Pl4buU9Fhi0rxehk/7jlPFli6Jt3GevfX2ahEReeYF0tx/9POfiIhIyJDlkCSr2I3GNoOK9bfsg5b8dswxxxxzzDHHHHPMMcccc8wxxxxz7CTaST66S0hUTyl9XpyNRYxyr249cXQbpbysf08YWaSCEUCrRIKG6FQaMiJx4yTLEoQtzGfmY882iM2OzGE538ZWnPo29zAjPX8ysqghIwvYeBzCoy4DjVJWgtP5whEUENy8HaJDSdnM0kzSLHu7UWr82OE6ERFpMzLcxSOQQXl3A9FBI0fhFDcU5HfPv/YTIiIyzhAs3rIdQpGDQzwNzyjASWaKIeTkS0O3D4Uo+ORyK3oliQgPV/z9J38Jl1WWnSfBiYhm3JIpxhQP8zoSwqllTjpPVYdUIC0RZn8NDaE/e3opkul3vV+EK5CLk9iYMXYyFXFijp1mzSqbosNZZRg7Ozcwkz9dy/WlFfEUNqBiWMmpzA4mdDylp/NE1kKFeY0xcVyFDRfMIxKitxNCjrWHmZWvrkbfWcgcPAD6xhR2jaiglcco1edXdI6ZXQtpJmtwkFmJXTreS0eW2b4rr7ocn+/lkfGYMRh3q99g+daSAs2Eh/G5hIESOlWsp7tXXnoWQrdjR2NOBw3UXko6xkPNkdW2LyMTJ+rJRona0SMxvxsNVE1TPYQuN71Locj8AsSVlnaiTFLrkB2tNDK+N1x1iYiINBiCeJmKDIssolj1L3+CcoqTpjPDPWsuhOsGg8xS5qsg5rubKVb+7k6M8YpxLLUad2MuNLaw/PicxUBV+DONOasCvwPDnGOH6pDR7zd+9z//C+LU5eXMUtYdRrb4Ms1Wi4hcdCmeNzzI706sQjbYEvgWETl9HrLnpSOZuTp8BPPpiispdnv33ciydfs4JlOMLFZIY1d9M2PJLbffKSIiq9563fYNqdDz8kt4r63tyFxXTWFZ5UsvhyBwPMKYGA2hbb7+VWZyW5qxRpjlkrdtR6axs5v3YpWe9SYxm9nRjXkbptaj3P4Z3PN//eY/bZ+FCPS5GW//9Ciyz63NHHf9Q0BbLFlMREKhogDqthPlsa0W/bV4KcddThbub8IECtn29yDWpRpxaFgF56snE0HV04nfHTYEBYeH8HdxgSEer+gJr4F6yM9FH3Z1Eg1yqlk8kZBgBJ1YX4+xm5pGBEBuMvq87kid7evvQuzOMMTPa3ahjwoK2WajioBi2/o2ETkVFWj7885h2e5NaxCTmpuJjPB5cA+bDlNMeIKuffuPHuT1kstERMTt4bqZkoo+ig9yzVizBoUbArso4F8yFoKbYycaJclVELvXmOdLlkKQPDePlYx3rkO86uonqnb+GVhDs8opEpyia/LxJgM9rBnRYIgZ2ZDuD2sPUnS9ahxizqqVLCttiR3vP0C0ydz+oF6XY3PmbAAfDuxl+23YSHTO1FmIy/t2EcUxZTbmnsuIoztfR9+NH2OgWsehDwPG3iJL0dvNrUSBzpwE0efaLRT6nTcP9/XMn5+yfZ+owpj5wve+Yfvu+8TduM9qIlma27AOJGJcE597Dhnif5lOlOUjjwKhtPFt7ktXvAyZlUceJyrOKuXe2nrc9vVrefIRGdxzR/vQHnX7uR9auBB9vXUVUaUzZ+Neg0MMilnZ2P+ZAqNf+cF3RETks9dwjbj9U0DQvLude724FjRZtuR02yeKTomFuG86Fc3ldtmluYsL0dYHDIR1xWSgHWNGW3p1CSkpJDI4Lw/oEQu9JCKSUORH2MX5b6/5BtJmSPc9TY3s/4DWhvYa7wReS4h4kOvkPr3X7Fzuw9OzVBTd6JsXX8DcvddAwbQewfoy0Mv1z5+Ma48cx3czEfiWzuEcaD+O5/yuMVdaOrEHqDiNn6s/hHUyfxTjcYoXY9BkI1j776O1h21fbgGeKafAKK2tCMSYgQSyCqqEh7l2WqLikehHX4jYQtoMGwLY+Vqk5/4fft/2Pfrg70Tkve85V1+JPVZghIGG0VLeYhS26e8GgtdkZMQUfWOydDoUUWqVURcRySzGmK0Yy/1Knu4bfXncPya01HxrC/fnSfqO3NHWyc8p7mXPATJ3OjXeff9b37N9gRx99zVrxGgZ8zYtbBONGfC0v2EO0sYxxxxzzDHHHHPMMcccc8wxxxxz7CNozqGNY4455phjjjnmmGOOOeaYY4455thH0P5pykaW+Fs4QqieW5FamZmk0SQrpDcaJOw1MxOw0egAoVCeDMBKO48ctX1tTRCxC/UQkl9aDJht3f4622fBZy+4hgJ46Up3en0F6SITqkEzOFZLakGTQnR7e3kv552/XEREsspIy9q5D+KvGemEYEUUynu8jhDmBcvw3d07CVdes2aDiIjcfOMltm+gHvfv9xN2PXOmBWcl5DCkAs1pRh35zgGIS7qM3leknpiEKNaPN8SJlR6VMJTGLPaRL8mgurmN80BFRXo8hEdaYlLRoCGApj830E44W4sK+I2ZTLh1VEUTY8b1klUwuqWZsHrr/kvGEFrdsA8QzFiM46mkBBDt2n2ENR89inG0dOlS2+fPz7EubFu6irXtXLfe9k2dDnHWruOENTc14e+yUaTIDCj81BRw7o1irEaMPvSowLA/nVQKn/Z7MExqVX8/oKEm3WrOfECnPXF2drIX1+lLYjt3tWOuzDaEZ1e88qKIiJx/HugYrlPwiDcei0m/0lJW7MbzfOxyitNu2qrz22AGWSJwQwZNb/IEwPmDg4Rp1uzHHB0OsWGONYECkGdAPPM0NmQFSH0Y6sbnQgOcM/sbQKPpM+lyPvRb6egy2xUMIWau28AxV1EB6PN93/y67Vt0GuDmb721zvaNVUj+jbfcYPvOvXCJiIjkjCdE+s8Pg45Ts5pQ0KZmjNewMTaLSzAva48xJqamIXa+8hp/NxFCZJkwlnMxpPSZCoPiael1ZgUIm5UY5s5jj/zBdjU3IYaljqHIbpKXVIbhfsSVd9/ZbvvOWgJqgUlxCqnA3Y4dpJV98jOfEhGROz/9GdvX2Q24bNEIQ8B3GPPt29+51/b98DvfFBGRZA/7cGwpxD5ffoUivCk6Fg4fJT2gvBSUsLfXvGX7vnj3XSIiUjiS1AK3ChKmpXItcSUwp194bqXti8QwTqJDHJ+D/Rh3I3K4xkaz0Aajy0lV6eoEZLe5g5SWbIs2aKw5ja1Y/zwphHi7kvD39MmMJccbATePxQhpzs4GzaXbmFMlozBvvD7G51PNEiIS1ZV0wlRQD9esWW3/e2U15mpVFaln3e2YW2l+Li7HjmJOuQyhyrQMtFnC2DdZIrGRJPbz4sULRUTkuSdftH35KkJ+wZWkAt78udtFROTdtRS19vvxG10dFKEunw7B6aFD9bavuhrr3Nq1jEMtHUoNaKAA8t6DWFctGpKIyNAA5s7uHb+3fVdcDhHjqRprRUQkjGd/+7nnbdeCxRAvDRk0jy2bQdtZuHCh7bOEyduNQgSnLwEFsLKszPbt343CEemZFMAMdmHcHzNoHuOqQa265tprbV9TK/cb3RojrrrhJtu38WVQMdta2B4pKpbboPR4EZFlZ2PvmV0xxvZFlAYQNmjggy34vfwCri++FHASrvo4CwvUKQ27bBrj1ccuw/6xuZ7tUTkev3freVwTfRWIA4P1fLbCQuxlL/nYhbbvqmshzNrXx/1rXBD3LAqTiEh2NfZNO97h/mruDOxL6o+TuhZSakNxIZ/t2FFQUu752jdsX24eYqHBrJeUB0HfeuDpx2zfdRfgeRcZ9NDRZVh/du0ivWx0KfZkjfUc26eiDQ8FpWYnqIp5o0DDyfRzz5GWiX1m4yGuOcpGlTmLSOX/2QM/FRGRb9z3Ldv37jYIoOcUUMT6hmuvxx/GUm1p9G5Z/67tamnEGnHlBVfavtIJStkOsRPnKjX6cD3XnK5uxMVmY5498jCoNWveIC3zuk98UkREXDHGyqwA4uL1n7jI9t2o0gCFWaQ47V6LOPHyayts39kXnq/PY8TeAOKiP9Uo2GAVgjEKs7z0NGJuZWWl7Rs/GfIY0Qgbq6MDMSHdKOJg0dt6DCp1sl1s5oMJ1f4zLRjUAjn5Ge//R+O96errEW/cBiPooQdRIM3npcTFDKVomsVa0pUem5xsSFf4cCFzbzKiCHtD871z9WrsB7e2kubp1RvraGWxgL4u7HuP1PA93KvXqarku2hlNdbwZDffry66EOtrZolBhdPn7B/mOYH4sF5nZeXofX6w45hT8DXMMcccc8wxxxxzzDHHHHPMMcccc+z/vp10pI1bTwsTKr4Uj5giTDjV9CfzVC1NhdnCXmZVEm5k4bzZRI+IChpl5PEkuF8RGUPdzHrGEjin2rKFGdi4lhpzpfKE75CKSE2ew2xh0ThkhF9/ldnMuGadKyZNtn2rtOxvcSvFNMuqIXxUUMrMR30NMusTq/hdSUGXNDYTpTFlKu7hjdX83Wr9TnePUaozWzMaO/hsp50HpMjAIE/4LNEst9sQHdZTPk+CvkTiBGd6FoLGEN6K6fF6xBDUisSNTKmKBMYMoaU0RUa1GKiaPC3Tm+LhSXakX1FSA0TkDCjCKjmD/d9Rj/ZyG0LKhZpBaWugYOH6tRC5m26I7HkV2dW8mYKys2ZBgMwqpykiUpiG3+uoZXbIEsM2y3xu2wCEQXEhM9dFBchyvqdEuLbhgCEc3B1G1jnFzJDoc/oz6LNKpg6HjKPqZLRzRhpPoMMqvOc1yslZZTndKexfS8g7YIiCurSsuNil4T/6J/3/3YYGB2THuyjVOnUKhCL7ephpHFWM0/A31zATmu3N1H9jNiY3B5mDgV6K8w0qSixulGdP1ZLbQ0aJwqJizHmPl+2dollxXwoRD509GMM9AxwPdQ3I/pVXUEwxJQP9fNY5Z9q+LI2FF15wnu3bvAnZxJ/88Nu279JLkGk63sKsYo8KtuWUMXZ2t8O34Z2dtq9F50L5+Arb19+HNmhvowDg2FKIvSV7OT/3763Dv41iJnnWTGTFOzo4x6zytulZRiY5FW1/pJaicKXliK17m1giNz+LgoO333iriIjcdvv1tu9zt0K8uKOTsdWbgizLnr27bN/8hcj0d3fwmQpUzD5mlPIu1bK7Xe3MNDc3IzasepMIh8pRGHe3XsNM+K8fhHin323EzCAy69vepchsfxfKgp5z7hLb9+JLKFtbPXW27etRZFFXH9fJAhUAfOZZokWnTMQ6tGjRMtvXNARU4fFGzouRWhI8JZUZs/RSxLP6rUYWtRt9t8gov7x3G9pyx25ms0cWIcM9d75xzypO/OqqVbavvQN9M38BP/f2M0RynAqW7PfLmClYn2u2bRERkRlaGl1EZEiRcr4kbr9SFXmV4Wd792pJ40NGiell556Bz2Vzj9TUgvWteCRRnJddiXk+by7LSn/93yDcmTqF8/x4HTKJWdlcWzJz8vS/jH/DRzE2Du4l8mTSxPn6HMwo/unpJ0REZPtuCjPOXYC1dtYZjFcHN2GMn3b3nbYvouibmm0bbF/VpGkiIpI7gmjUjbq+VpYz41k0Avew29j7WBnWSy4kOuRb30Yb3PX5f7F9PX1o5/WbGWMXnoZ2q55CAfimRszzkSVEvQUCjHEJLVrx+C9+Zfve3YT+nzCeWfeI7nlHlbK/jhwE+qF/L9EDWSPQTy2dXJuONSJuew30jSXobe5B2rVoxcBKzq3JMzAGRxf12D6rv3Y8wLna2oe+HjJiXXAI+9z/eOA/bF/3AH4jt5qCyr1HgKYJGKillFS0UUUVUQs7t2GvVVzMez5Sg+9mGCjAwRDiWpKxdsa1rvPAEFELTz77jIiIeNMoTvzY0xBmXqVlvkVEknzooyVnM/4V5GO8m4isU9H8KSkypQLjrLULcbkgn0hUCen7VRL3h359v4pH2DcVs4AeeOItIlsP7MC6Nrqc7y9vv6XvI2xy2b0b4/eVF4lamVKNWLji5b/YvvOWo/1HLuAcnj0Hc/2Bh35n+zp6sUakpnNfuvwKoIKu/9hdti8ex/jIz2Ys8mgp+n07yb5Iux7//sKfX7Z9e7Zi3IX9ZGRsWIcYM+OiM2xfbp5e2897sQp3HDzMGH3xxReLiEhBIcd2WIs3eH18x8xT5KNV6MO0jAzOAaugTpIv5X2f+5+aKaD8YVhCmyacMNDiWhRieIC+jAzE89gg98m3femzIiLSWc/9YLOyFXxGUZBkfXc0gSkRRTB5DMRLQJkJPiNGX5KD/efKFRyfy84Fk+DgDu51c/VddNAQts5MR0zLrOYe9ug7iJvb3ySKevlkRWKaTauvCOkpFJofVvH3eMLas30wUWgHaeOYY4455phjjjnmmGOOOeaYY4459hE059DGMcccc8wxxxxzzDHHHHPMMcccc+wjaCeZHpUQSQBymVDIlMfAEFnUJQsOJkL4VsQQjh2OAEbkchNO5I7hb7+fMKpCpSUUZVJg879+CcGykVqvXURk/w5AedMMQViv1pn3GlC4niZAg5ecRXHah38NmPueQ/ts38gxuPb2GvrcFpzZxyYfViW1QYMe07YZcNrCkYT6T5sJeGFnN2FeDUr5cRvim/veBbz3ms/dYfu6WgEvy8gnLMtq8ahBYbL6wW2oE8dVXCuRMNrZokcZbR/Xs79owhCj9BjngUrR8aXxXt0KDU8Y6rYexZAVjeCz9yodpbWelIYMhXz6XIQa9kUAvcvJIRy0vxnUqz88QnG6W64D3cCXYoiJDeO7JpQ0onDGjFS2ef1uCJalphBeenAfxk7IEI+dMQN0CHMcZ6ni2/6DhI1XzwYFYKCLcECfCm75Mwh/d/vxnMNxtm9U//YmU3jLp4LFHqNNE0pJG+ql2GdIaT2phpBXVj7GfrKB0Bs/HlSV/XswjoeDBuTxFLG01DSZMxOih6lKOSvIJT1gUMWb77/vK7YvW2HpXV0U4T1+DLD03Xv32L5AGuCSLZ2kDAwqzLiv3xBwvRyidg0NpPfU7gMUM6eSAoC1x/GdiAF9T3gQz/6y4nXb98UvfU5ERHp7CHMPpKLvb/4k6UCZPn1eg5L35iuAhW7bRorLUBhtcF/V/bbvlhtAL1r1LCHI3YoUPXiAEP5pKlDqKiMVNEvhqF1thPV7sxB/+gzx+JEzQD3w7uf1UgIY694gB+IZFwKifIYx76IujMWbxl9n+xqPMUYE/JgD7Q3sh1gU4z4ni3Heo3D5hAFlDQ6iD1ub+N1upaqkpzOOWrSu0xdT/HTZ2aCANLfU2b7SNLRNspc/8p1vfE1ERB594lHb53Ljd6snkG7wxBOAit/+JY7PNe+APtJlCGUXl5aJiEj9JgoqDx9D+0+fSmqO2wUobkc7aX7NHfi7pYEUifYeQN/NNaKuARD5Oz9zu+2bfxroePV1FLcsGQfIe0urIdp9ADS2KhXzFxEpKwVV68/PkCLz+ltviojI6pWkiJ1qFgmF5LiKfQYU5u421su2dowrU3CxKA9Q+heeftb2nX0mxGnNdfPVlYDjX3TZctvX2Yj+26A0UBGRzg7EhsoxFDv+3s++LyIi9RHGqwyFnRcbYv1BFfnet4OQ/+efAZ3geCPnxEwVkx1fRepPTjae4+prrrZ9E6aCTtl3iLTiCqX2NRu0gtRU3Mu4yvG2b+927IcmTSVNqbsF475eizGIiMybAXpeXi7X8JoarLWNRtz97O2fFhGR2iMcr2PHYr6dt4xCyQf24b7a15EyPXu+xuoo4/Pe3dzjrVuDMdvXwxjn1T1taIBUnkHdW4YNKkdM94IF+dz7ZOt+JCOLMae7B88+agSpa2nJaLf9u0jxLB0DCH9RDuOy9OI3rr2OosMVE9HWIRfn+aAgRuQWkAbWo5TingHGjexcxPnWg2yDmO7DsnP5bHs2oy1zMnjPFy/H+H177Wrb59atTHcn49o0pakXFJEyt2c/pAsWqrC8iMiwVsP42a9+Yfs8AVxwxmyOndFKq202xsShRgh+W0LSp6oFBwZl9waM12AcfTh2EueST989MvwcTz1daOvOHkMMvhxjp/kY6WLjpiA+3Hfffbbv29+H6H64i+8vA0pxXHQa18QjNZj3Rzo4TsongGpbWEkK0Yz56KdNW1fbvg0bMP+XnMF3LotFsmETP5eZg71OLM55FlT6bcyQfDimFODOTt5zn1J0qqq47p6rYrKP//RB23e+inA/+qvH+bnlWP+WnE3qpy0hEeGcsvb1Ds3EbQAAIABJREFU0agxz1R423xPsPYX5uuTJbgbT3ww+sw/06x3kMFhviv4vPClG7RH653Sk841sFf3IbklhiyBJVFgUo1stQazPfTdyFhnxZKEML+r5w7hqPEuo5IkZUb/WzE6J4PxOFCq8ZAMdPFkIPZ60w3qmjXc3tNf2NsNDZKCl5pm9Wvsfbf5t8xB2jjmmGOOOeaYY4455phjjjnmmGOOfQTt5AsRJ9773xRDdDjhgzNmlLiMx/G3KeBkCaS+51BNz6k6m5kJyh+B09yXX/iz7UtOwYnsQaPsXUMzUCtfvPtLtu/uL31ZRETy8iiI2VCHE/kxk1midtpsiGc1NFGMMllPfWfOoZhiqoon1RykcOaYUZoFifJBBlUwuLKKYkceL9pg5NgyPpt+d/06iudVT5ooIiJrV1AUafFlyB4NGCJr7mS0lctIL1sIGrchhmQjbMwTQxX8MjPTlgCf+bnkZAMF04sMRpaBcAh24Tl9hvBtUMWkc3N50hrVkoDNLRQTtpAI3Ud5Wl45Edldj1EG8pXnIHw2axJFh9NV8LGrnSiKvi7cX3SIJ955k5AR3vwaxZ/nnH46fKtYktdCeM2fSyFO64TXPG32eDHVqqcx03zQEt7L4gn0yBKgwtzGeI/oiX3fELMh1smt30CCJXSu9Pfzc2mKTkgyUDVWZm6ol+1nt5shSNfegjEz/yxkfFPSDOHvU8TC4ZjU1yOblJWBI/JVr1Occe58ZPImG/3S0Y/x0NtLJMs7KjjW3swsYFUlvjPNEKt0J+OYfcpUxoizz8K42bFxte37yzNAl3z+pn+1fUc0Dr32OlE14TDuOSXGE/pjx5AlLDMyEl1a6r7IyNROGqdZVEMU+cAOZLtKRjADW9eIWHh8LzPhxZXIOlxz/eW2r6kJv7F+3Ubb16Blyi+68GLe31FcJz+bQpta3VBqDhNV86OvQxh4VAnv2QrqXUbbp6ZhzlqCoSIiFVWY71ONTGLVOMbMV18FIuHBh39p+wbC6Lt8Q7CzW0uKuj1ch376EwiJZmUwWzzQh9jU3cn7euxRoDaNUGdn8gpH8b4a9wPZEGsmoq5xJRAlF57P8suNWv620SiDWzJaszs+BtxHHsfvhmLM7kyYgvhz2ulEbr35Bsb5qEKOk3gIcbftOIWoW5uQHTVjztqNKIlZMJpi6mlZuJd/NzKNl1yI9WX2DIrp92rpzEAm22/XDqx7I4oYm0aVlImIyOuvcj4+8eSTIiKS5GG8OtVsOBSSw4eBBqiqAsrEb6BlWlTke+LS02zfZhWXzi5iXzV1Yy/jNzKUIxOYt15DbL56GZBoAUOEd0k5fnfbeiJF6lR8PL2I10svxvXCx7i+7tsCNOEjD7Gfq6sQ6wryOKf7dK+y/wBLOX/sSpSBLplSZvtEiwmsem217crNx9hYrGuLiMjGdSgSIKncm82ehvi8axtFIhefqygjY+9wZDVQRqmG+H/zW1inM9KNPaZmurMyiLbbsxOInPOv/oTt++H9EG8fNEoS/+mPz+G6nXW27+GHH7b/XrQQ/fnI71jGfHQR2is8THTOBC0iYaLYtm3CfFv+8Uts395diJULzzbEUDOBmmxvYQnkpAzEBqt0rIiIS9A2Rw9ShHWoXbPHOURe9ihaM27El5hmntdvJHLrjjsgEhp3cX/QN4i4UTCWcVeS8d3OPYdtV8NxjC1vIcWuj7eiPXqHuK75ovju2EoK3Y8qwTr0/Sc4Fh/7wQMiIrKrpsb27d6PdW30OArlBvIwRzp62VZ5YYz95EzGzvQ4fGExNo+noCUn+WScjrfeIfRN3V6+b6R3Ys9bcdoi2xdTtKhRk0T6FE2VnUdETjSBsXrN9SzbHRvGmujLYr+eeR7QT9OncM+9auVq6wu2b8YioPTa+7gPL8hH37liRMssWgqUqJeAchvJcM99RAHf89Wv4z5DfAfJUmT1XV/9gu2zUB83fZ3ozntvvltERLZu4d6kU5HpfTHu4SPPA234+c/zeqLIYDEQNHHds5nraVz/3Sw/baFqAgG2s/0KFedzuPTvuIGG+7DswxYiHgzjnSLFQEVb7+Z9QxT1TdP3cAv5IiKSmY95aLz+231t3mbC9X7EUVx/I5pgnI1rYSOrWJCISJqgT2Ys4rt5VxfiU85IIgv7IohLMQP1bnW1hAm16QxhrlxwxaW2LzSENkjO5LywivCkGswIC4nljp/gPftvmIO0ccwxxxxzzDHHHHPMMcccc8wxxxz7CJpzaOOYY4455phjjjnmmGOOOeaYY4459hG0k0yPcklCqSMW9cZt4J4sGsjQMOFxSQq39CbxVkMKT0ry0udSZGNeLqHv/U2gOaxbSxGzymKI5tXWU4isQuGYrhGkizQ1ANLu9xNaG1Mx5PamOtu39GxAYn/5ywdsX7kX1xs/gTBPv9Z4LykhvFiG8Rxvv/qa7SoZBXpM2VgKA3pT0FbDBizMnYzzttmL5tq+gB/0lZ/9lGJsixVa608mHDSkImWJGK8Xs8SQ3DzHs/WehJA+WwzLgLUleYAbM+G+4RghZJZYbtyggXWrAGx5eZnt27p6vYiI5BZQONoS/Y0YFI+OZlAQKiZNsH1uvfa29aSLtdcD9nbFjTfQtx8w67Q0U1AUMPRcFZYVEek5AFhxeTH7q3X/QRERCfg4JqZWA+rcb4hJRxRKWjKaFJR4Etr1qCGAV6DUh4BBjxpSapPHgFYmdJinGD6LguV1cw64PfD5Mw3BZ+3PYGzwfT6vMX8sUbT8Uo47jyoDbl/5Nu6tjwKLp4rFEy4ZDOE5vINonyQj5nh1bP/m17+yfRVT0Kc1R+tsX4OOuWQX+76tFb65s2fZvqVnQIDvnc1v274dWxB/srM5vr7/w+/hGgH2wRWfhHjnrhrSDbZugRBfQRLHSDyM8RXsJ9zUZ4mGDzF2PvcEqCa33/Y52ycT8LwdnRRdHF0ICPqInDLb96VPgR6aXkjI/awZgCrPCRH63NkK6PnoIlJhpqm4ZSREaHFzG+bisXrC5tNyLHF2xhx/GuJUZTEpU36FOQcCpOdVKT3quRdesH2mSPC5F0C4cFQZn+mh/4Lo79NPPW/7KqpAbUtP4nfb20CjGjLEQ8eUoY1mz+Kz9/ZiPrz88ou2r7Iawq8uQyQ95kMMW7qUYor79qCP1ystQkRk6mR81xQmrK0D7XbvBlIVTl+CmN4zQOju6rUQljbQvDJ7GtqozqCkFWWjDYc9pCUMdOA5vCmE847MQwxOMdolHATMeHCQNILjSkce3U7aYEgpD3mFpBZPnAbqblcP4fCZKvx/9CgpHO2tuN5QP+/vVDOv2yNZur5Yoqr5BdwLWMK3Dbspaj6kItnVM0jTbG8BdaHfEC+cfwaoln2GIGyXivX2GMLk/UGI0k6dM832bdqAtXHbOxSsnTwO49+XTWj4z354k4iI5Gaz/9xKvU3P5j6ioRU0vqop821fwqNj12C3fe0zoJ2npXD+Hq1FfHz095w7/3r3V0VEpGA89xubNmB+LFywxPZtfhPf3buT7bd/D6gy8+bMsX1pSiFrM6jQpaNBwQgNsE2nTUPhgDefe5nPVod41dnLz2Uq/WjUSO5P7r3nXvvvZctADbnmOorBx0OYkDWGYPHmd9Ff1notIpKthQriw9w35abBt2MN6agR3WMN9LGv587GM9fVNti+pG4VZh3kvikvBfc/ZzaFyfeqWPOAUejj8CHMx3u/SWH6866BmH6kzSia0a6SAFGDVqRc0aixt7Ro8fsN0elGD9a9YIQBK0UF4meeRoHh+78G2kvhKNKebroNIvnXGetpLIr72r57i+0bWYZ3gZElfCcYUop5zkgKVu+pQXw8bSmpeqeiuUTEq9ySnADaJsl4bzqma3XNGr4PVZ2NNSnDoB73DKMtvSnGvn8YfewKc21qqsM4SU5iTEhOxriL+khJmXcm6FijyjhvRMdxdy/lLBr0naxvgPuaidOx3g4aRSF8uv++8ZZrbd/ceYhztcZacsFFF+GPQWNRdOGZ9rzGNvClYayOLaJoe81R7PW96aSz3P8FjDsT6hAPKRUqxdibi/6eQSV0qexE3CjWkoiq1IR5QX2/ei8DCP/+P6UyJU5Av/mw6VHJXowFd8z04nfTUt5PeXYZDxqz3x/fjyV5z52/hz8Fs15HXS6OWbdS0dxGP4jSlNKyudc5UlsnIiI5RpzI1f1ncxOLW1i31d5JqZHhqFIEUzlOklTcPyHmuMMNxmP02fIuHmvsfLC+cJA2jjnmmGOOOeaYY4455phjjjnmmGMfQTupSBu3yyXJKh7Xr5n9uCH+mqzlulMDPJGL6elg2CifFtWT/WSfUe44CX+Henm9l/6CzMnwgCEwqyUhTZSB14sTufxcZps6W3GyO3MhhR3jmsbMNEowtqvoYvU0oj6qVYQ0YpwipmuJ6WRDPG//NggHlo8jumGgDxnwSJxZan8WTs2jEWZ+0zR76/byFLFXURrLL6Eo6MO/RUnyG+9gmdZYN7JHmdkUpItp+0aMdrZOLb2G0mZCa9GZqJphFdnyJ/OU0xThtcShcrKYjS9WIeX2Jp5aejQr0N/KUsEhzTKm+XkymuLHs4cH+BvhQfTxU7+nYN0nr7sBfzQzixDU0obDhghvsZU5M9BDVhn2gJdZhG17IUY7bQaz7S++ALHjOQuYbcwfhVPamHEkeqAW4ooFRin3TBWdHBigOOffOvk2T8qtw+O4cZqbiMIZjb7/RD0a5TgZHsbvJRnqc/kFuK9EOzN47SrQXLMTWcL+AVMI+dSwWDwhvUOIFwkVJlu2lHO6px/PO9LInpaWl4mIyItvEi3jDyBbONBJtJFPMK4GDPTAvp1APGQHGJuiYYzTwSHOmTdfg1j4N//4F9tniWN+495v2r4d2xWJYQjTVVUAyfL0H/5o+wpzgcRZPJfj8DoV1jywl1leryInNm5gye+EFwN1/6Ef2L533kHp6MyRFEatO4p5OaWKsS4UxDPVGL9RrcjF/iGOpXwVw73u07fYPlFB+e5miqB2KuqtvY1tWnekDp/rPGj71r+N+8srZsZ0/ASKPxeVIZYfrCdq6ZxLkFUsGkux0t3bIdR45eXMjt/7lW+IiMhwkH09/bT5+ryMG7/46c9ERCQrh3HtjTceEhGRktGM6R1NmPur36Eo7DlnLhMRkYsvv8L2BTRbN76Sz9GlYrS7djGDuHkzEAb5Bgpw2TJcr6uN8XTqZCA6anawr2dNQ+zKMoRx4wlkk5pamPVM8cT0vxx3kSiyiskG4q+tDdnboSDFSKur8Oyv/IWIpvPPgmDxc8/Qt34DBIi3byXyo7AAcyArm6iMrYcosHsqWDQSlZ42tOUIzdj19zJ7nJ6H9dxcH+Zp2fjaWopQ545C5s9E5yblY83OHSLiL1mFQA8d43dDWpZ6/2GKtU6cBgRheJB9ekhLW48tKbV9H7/kMhERWbeO2eh9+9FHKQGuwxOmT8I1jhDxcukdECodqmNZ8fUb14mIyKRqIhIb6hFLysom2r7f/PoxERG58ysX2b6Fin54/jHGurxMIIDWrllv+8rLMebqGok2GVmEtq+qJsqpR1E3o0uIgs3Nw/zdtZOovawMxJXCIs7jFp1bMRf3junpRHvMWwBEQelUxsfWPXUiIvLHJ56yfdXjcT+7d+6wfUdqgUC864sUV92tiMsJU9hGHV24hwmzWfggtRwolF0PUwD5M1+A0Oovvvtj2/cvt0BMuG/mDNsXUHRiXTtj8K9+hzLH6WMZ10SX/jWr3rRdOSOw5hRXsi1//NWviYjIGYuJlpk0Ge3Reny17Qvp2F96wfm2r6kR97BrB0WnG1W8PWiAeb785XtERKRwFNemL94HNNesc0+3fW2HsCYFB7kO9SoarauDovARfQep2cH+OBUtHo9LMIi9xr59ePYRo7ivsZDk2zYb8VQRUVXzKMyab+2FTlBmOd3cI+tcKpnA8RnU62XmE6UXVXTBQIgxMKoFL3wZfAcpybLWZXZ2RyPiSF6hwVBwWSW1GccmKKthwvRK3l8L1jVvjHuxsL77NDVxPfWn4nr5xdwX1HcgPl1141X8Xf254UG+d7hUwDvZWCetPXw88X6kRcIs9KL/NXEjbsVRJBLvfw/4cDEx/zvmiXv+6r+5PvATsEVO0AwnNHfib+BPzH9LwgVTMrl+TpiK8fvSCu7Fi5TtMbGCsTyoJcnN97VsRQunpvJ6lhlgQ3EpM8LtNoSIrXeyD/qQag7SxjHHHHPMMcccc8wxxxxzzDHHHHPsI2jOoY1jjjnmmGOOOeaYY4455phjjjnm2EfQTio9KhqLSU8vIEaWqGRyMqlQFu0pbNS8t0VTDcFVC0zkM8QeXcOAGtXtJ+xt3eugN0yrpBjf3h2A+U6ZSNiTR3/DZwhq+QOAjSZihOp50gBtOnqcYrJjygANrZpJiGDWSMBKM/MI3R9Wwaq0TD7vq2+AInHDNVfbvoxMUB+6+kgPGBzC3+50ioIOKY0pNZXX86pAc05eNu9ZxZj2bickcuz4cSIiEjNE4GKK5XovLC+h/2ZQcCxBLQPqZgkVJ3sIjfMFCL/v7QOcbNCAlaWp6GXI6Gu/+la/udr2FeaiLasqx9u+iPZJmo/9tUOhrdddQTjjxFkq0txJkczR5aAMbDeoCn1KCfIlcTx5FQKdlmbAwcdBqKz2EGHorU2A9I6uJARb/Hj2Hdv5G9OUXhE2xFmbmiHkZ0LO0/WZEsbMtBCp7xExU2Sd2TfxMP6Ohvi5sI6J3BEcizb1K5e+SA/ua8CgfzQpHPzm2z4lIiKPb6JQ46lioUhIjrWgv8aWAC4fEdIMm1vqRUTkM/d+mV8aARjxd35BcfH0HECxczPYZm11dSIikprCzlL0peQa1MNBFXCOhTleM7NxvXRDXNcSoXvkoUds18cu/ZiIiDz+9H/xnhsB3b3oQtIgj9SAotBkCKeVjQK0f/z4sfwND2CcQy+zL+uO4zuZIxg3fEpV7eohVNXrxljKzCTFL0Nj0oH9FJl0Kbx58lTGxHMvXS4iIkcP8nN1DSqyu4cUjhSNwWY793fjHuJhQlDDQdzLoSBh/WmZ/I4vgM8WGRSiQBba2mXM80kTsTYMdRG6vVfFLM88fYntG5GN62VmkBq7byc+127QuyrKEacOHam3fTn5mN/DYc79rSoea8YDn1JPDx06wnvOxFhcdtY5tm90Odauxib+7lAQvxczrjdbBUfTvIyx2bnoY5+LMaIwF2tIVQUFSt9aB+HjHTUUMR5RirUu11jD6o6AspZx8Rm2r18pvhUVpEy5lMa7/CLSIR59GFTWaUqzEREZOwbw9nCY9/fn774kp5QlEpIIaZvrGtvSSLqQ6PALRkjbzhkLetJoY/m1YNiDUWOMRHStSCbMOpCK+ThmHNfIqukY1037SSlsV2qN26DUHlNaTmkRRRgvuBB9ZBZ6OK40cJMG3NQJatxuY4wMNSA2pZaQapCWhVhoFUAQEUnXcX3gIGmVpSVYQ7s7SWeRINrI7+N+YuZMUPxGfO1Ltm/lypX4jRBj+8IzQFfq7+X1Ro/HGD60j+0yRsVOU9IYn30qBh4y2j6k9PQ9NaSD3XTrrbz/ebqnpMa7fO6uL4iIyJQJk23fW2vXiIjI8vPOtX01B0CF+vnPf2r7zl1+vt4/6d0tKk6dn88YnNaPdm08znhwaBeud8ai02zfji2gSYaHKK48phzjbuLsqbavQwVrIzG25eZ3QZXLSGcMnlyJuVpjiKmXlWDOp6SwLSsmQ1x7/FjGg3AcsW7PTlIj39kOoexZM1hco38Qc6C1ndTNMr3OG2+8YfvqlYJ6zzc5Jqy4GxziniaoEgI+j0GPGAc6anfXqVdowbRQOCQH69AO2QWgJ6X5Gau7ujEPRmWSuhRuw2D9w49YvCRZBbzTsrg3sSQhFpy+yPa1h7Bf6WpqsX0543SvYYi/hlRKwW+ImEfCSlNJ4by2rLeN4z1PBdKP7uaeu6gAa7rfoKCLH38PGdIKFmXmt79+0PZtXo117ZFf/6ftq63B/uPF1ymKPkrf68xCL1bcTjHa1HrOqDFXgrqHNikzCdf78REW490UM4grNcjtPlXxFH/rSMGghtnr3PtFhU9krvcrPsiJMCeuv0WTEpHeAbxLZ2Zxfz4cRN9deDH30wd2In4++fgTtu/i8y4QEZHiXNIyh0L6LpXCvrbocVGjKoRb19KE+d6s+z2Jvke1+e/aqToyHHPMMcccc8wxxxxzzDHHHHPMMcf+T9tJRdp4PG4bYWOJqnZ1EQVhieCaYr1JVkbJEHVyx3BaFRuiz6ef+/1vKMY2ZypKIeamMYO8aRVE8T59OzMk7e3IQCXl8SR4jKJRBkPMhnlT8e8xo7qbJxcn0GMmEmnhTcapW3+YGQ2rpONgKzO6cRWvysihmF3vAE6+TQHQniBOntP9bJdIAvcVMUprp6tgcXMzs9kXXnyhiIjs2sNs2OgxZSIiMtDH+7MyI2bbW+XYTORTVGEfSYYItIVG6e0yst7pLFHs08++p+KcniRnZzM77o/Ad8D44OzFi/FHmPfwh0cfFhGRljaeqp91FoTvfv2Lf7d9N3fjFHQ4yGxZ1SygZUZkckwEVcQ410AydXegH6IeZnz9Kjq2fu1a2/eZ739bRET2rF3H74aQsVl8AUtI9mrJwrQs9nVOTo4+Gp9N7BN2nkDHtNxqzKzna5UBjPHkNqpZ3bCRbbQEoROcZuJLTTYvISIiAxGMhbfWU9xx2fnI9GWpMJ0nySxreGpYIJAq8xcgy5mhQq9DUc7Bj3/SEoI1lA4VMLbitRW2a8EcCBwWZzEjbZWPLTYE7FJTEVKPaqlmEfZv5XiWlCwbi6xsv1G6tygb1zl2mFmluz8LYcrcADMDB2qQHT+0j4KN/3LHbSIicuTAftv30iu4//Ix/N2uboyHuMcYSz7MN28yB8RwDHPCF2BGd2gQ48osSV2oYtrvbuScmDYTmcsLrifqbfPbb+F6qUSV1RxAtru5ifM4K12F3bycJ8FBxLhoyEDlabaroYVp7ebjzKgXlWDuNxynMOnkabivglwKbDYcBQIi4Gfs74mg70J9zO6WjkR28sjBQ7Zv+TmY39u2M/Pe3Yc2mjZhnO1LTcfYamkhCqqyEhnugkL26+q30IaDg5y/3mSsl7944Le2L6JpqtGjueYcrcV9DQzwnp/9C4RVS4uZWd2sGXi3Md79cYzZ9m62X7lmGifPYqZxu5YpbzJES9s7kflf+cpbtu9Td6PE/L7tXHMO7UNWPBTkejVpMgRRU5KZ0a2tBYr1oYeILDvVLC3VL3MVvdE9iLWgzUDOpipqxOtnPN2zCRlgCwUrItLcivEybQGF099di/hcbqAWMlUM98ABrvulJYhNIw0h0sEu9O84A3325kuIEatWv2L7Qlrqfvl5l9q+pApc75H7ub5u2g5h/hZD1PWRh5CZvP3T3F+9tAKI4qlTiObISsccPNNAkO1RwfuGRsa/mUuX4BmzGDdWv42xtHTpUtt3xxf/RUREnnyU+7+hCNo+I4fj63gj5vbYKrZfbytQasEE90P5KnC+0xBYt2LmPV/7qu274Nrr7L8Hj2If+dKLr9o+W+DeKDAwYSLicXMbEQp79gBx8r3rv2f7OrRdI+8RNMV/CqZy7v/hJ78REZGrr77G9h3YbSFtlti+d9Zgj9LRzLG44HSsa53DREEf0DLgcWG8nT0L4zkW4V7qcA3G27ZdnOc5ii7PMjLZEsd4amkn+rCwFO0/8xIi9GYqWu/YWq5r5+ge6uWXuBbXaqxbZMyLwtEYT2veYvGAcy/EnjDZxyz46ALMlY5WxrqE7jvHFRto6VPQwvGoNKnocrwbY7HB2EtYRQqSDTR9UJE2584nIqtTkWlvrl5l+xYswncHjlHoPqJ7xuxM7psPv4uYkG68v2SMQN90GeW9PS7MyfcgbXRJysziO4G1R33soSfpSqA/D9Zwr/PYU0DODHZyb+JSKEtTHe+5tx3j91v3sejCfT/F35nP/9n2XXWjsh+4DbHfXwYNNLo7yfo37tcDytKImfNW9/Nxc9Nt1XyOm8K7bv0cfdY3PriQ7z/PEn8TB5J4/5/veaS/jroxCSAnQt2cCGHjPoHAb2YW3kuHgoz1FlMkEeWeqHISUOKVVUSLv/z7P4mIyJmnU+zcn4Txa5Yatx7KLBxzQtFpS5zaLgjjlPx2zDHHHHPMMcccc8wxxxxzzDHHHDtlzTm0ccwxxxxzzDHHHHPMMcccc8wxxxz7CNpJpUclEgmJqDCqz4OfzgpQ2NF9AvpFbw+gepEoIeN52QrZN2BSj/z4dyIiMn40xfhCvYDC9Qb5wbPPWSYiIs1thKpPngYhxKOdFAv0qRjXQJhwO78KS42fWG376usBvy8sJgzZlQQ6ULZBITqmwpRJYd5LeXmZiIh4DLHbgFIV6tsIQc8rgRhX3BD3SsvAd3rayHvxq/jviEJCE5OTAfufPXeO7Wvt7NDPEzbq1cZMcvP+LEGluJuwrZiKAMejBi1HBckyC0kTEYNSZQktxY3hZtHifAYkLK7QwHnzCHtd/wYgmi4DWObxYJzcdtttts8SpcvMJC2rqxOwyIlV7K+avRAdm6rieCIiQ92AyrU3EeYdGcY4LTGg5LUN6MMJ1YTMbXsFv1swhp+bNBVibUO9pG5Y99XVTWhymoqaJhmiY2EVrDaRfREVII4bApJexWV63QYsT9svZoieWRDRtHTOs7AKQg6ECPMcVNjzhZddZPs2roT4YNNx0FcGBgmhPlWsYESe3HXnzSIi8tqrEN8942xCgbfuBhT7Bzd90vZNmoW5Eo+xbTdsBOz6lScpVpebEtDPMTZt2rJRRETWbSLNzKK8ZeUyRlgsubmVpAxsPYB7+d5Xf2z7Hn3oMRERCQ6zr0qLEf/KyjjPn34e9zXUxzHX1gt6QLt8SNOOAAAbr0lEQVQhQh6KKCUzl/D18jTEDXM8jK+AiPHa9aQDLZ6PdgkYAoDz5kO8NjWN830whJjd3UhB3WAU1966idD3ri5Qw6qrOT8tRH7ciB+hMJ7D7eG4zi1AG9S2Mo7nGLDqzhbEl+EIqXCDnZjnQ4OkY7U2Is6mJzEG/9std4uIyDtrN9i+co0DaUmEc7e1Yy7Pm02he0vbvbuHv5uWjvtOTSXVKKCCnimGWOG8haALvfY6If5bdgJuXl093fa1a+zMMOZ0ZgbGYnl5kXEviBv9IcbOlg60pUXNFBEpVwpN3wCpD4Uj0f+5I0bZvjVrIBTa3sQY5lXh6K2bKCh6/11fFxGRc5adZfu2HQGVoreHYp/WUA0ETMooxnRBEeOpdG6UU8naW9vk1z+DsOfHrrlSRESKR3CuHtqPNaignG2bp7DtYQN6//yzz4mISHl5ue2bvXAh/ohynd7xLgRm583h+PLrHqT9OGmaw0Po3zQVlBYRmTEHY/eNFa/zXnJAZ1i3cY3tG3McorPr3iINOKbreXiQ4+vYEcyt22690/Y99BfQmddvZD9+51v3i4hIfSMpDpOnlomIyCW33Wj7avT3xlVSTL2tBXP1cC3FhFPbMf4XLJln+6y5lV/CsdQzhNgUNaDrKSqsfdc3v2L7fvfvvxYRkdmLZti+a6+9VkS4VxIR2b7qTfvvsPbJvr2kC+XlgO5Zs2+v7evT+Xv7zTfZvjs+hb+bO7nvGxFAP7z4KqlBd3/7O/LfrUdpb9Z/RUSKlZb1zFNP277WeoyFmdO5F7SorkGDQj5jGvZGm7Yw/rlUvH/Y2AOkq/jmGYtJcfJb+5weUlKCSu/vM2KxtwPjZM8qigmLMidnz+T93fBptMvsGYx/Ed3T/Oo/WChg8kzQjesbWYiksQ5rQyzOtSTg11gT5V60/midiIjMmU3a7KloWbk5svxGUJKj/VjrkkIGRUflJOr2kUaZNIjPHd7HYgDWbL743Ats31bdQ2QHKCswugJzsrmWNL/Scoy74x18LykowpqUkso47/Lg7yhfrySqEggpBm30F9/9uYiIPPH4n3i9LMTD2obDtu9r/3KfiIhc98nLbN+b+u7Q2sA9UdV4xLuDhti/9KINfBnGXlpvNTxk0K3ScF9+o/hLQlsrbIjKR+OWmLBxPXtDb7xfWZSe91B/lDIjJ+AAnQJ2QoKTPp/r77B/3DaG5P1XObEQ8d/+5fgJxJ8jYcQxU0w6rnHbZRQ7Cuo+KSXGa0yfhLhoraMiIl4tQpIcM3h0ui66jAeOaX+aFDf7kaz36w/IfnOQNo455phjjjnmmGOOOeaYY4455phjH0E7qUgbV0LEq6daPuu00sgYDWmmwCwXmJmG0/xolD7rUK1hD09L310LIb+LziBS4IWVz4uIyLlnLbN9PhUKzR5BRMaQCmp19hBpkaqZ0M5BZi8yVTQrJuYJGv6OxHjS5/PY9ZhtX5oKJR+r4+lwoVUS3EC8uLT0cvGoMttX34HsS2E+BSWHNRNtVoaLakYh2c9MeGcnsqKjjJLZogiQYJgIAUuIVpgMEa99QsrntbIcQUOMdDiCjG7UQJF4U3iSmaGlpbNzeP9WOb5APrPjB7dB0LO7kSf3+7cjMz99BhEJV93zryIi8tpvKVZ52U3IzsUNUa/2bpz27ztglBRWhFJnOzMB2ZlAHTQ1EGnl1zH48l9YGjmQj+z0oUaWfL/t3M+IiMiwm797SIX5sgv4bO5knLrn5DOb066iiPkjiVDq1/LQYiCe3CpY7fHy5N4qgZpklL2PRHUwGOVyM4qQ+QgaAoJpGRhvSUYZVd8I9E2om2Pi9IuQQXvtMaA4zLY9VcztEtEpL2UjkdlO9nPuf+v7PxMRkazC/9femUbXVZ1n+N33SlejNXqSZNnyhOUB4xHbDLYxhHkoEMakTVjQJlmFQBdpFsniT1OymqYpCaE0XYUMTgsl1CELSjHGKyaAXTAgj3ieJ9mWZA2WrOFq2P3x7XO+7VjGAmLpXK33+SPdrat7zj577+/se/b7vVsVCm84pcOIoWrC++ZrYtR57IiaKZZOlT75+ptq2PfBZtl6vsUTmgUmmktu0pWrLa5f/+VXvxyWza5yfdxTmTS6MTWpcoqWOUO/rd7W811dsgI6xDPUnTdXViyDbWIB4ESdU8E06UAP4sY0b1vaPHfOQwt1lb+jTfpmumfOPX5CBQAgO9szik84M724v6ogfXfoML3OtcflnA/uU7PgQJU3bYqq2YaPkN8bG3XM7tglyo6p09S4tbhI697hVEOV4/Tve9z2x0eP6DgfUyZ94t0/qJHu1AtEeVlSpKbTy34rpr6jSnXVvqcXe7l4utR9lmcUatz7huRrnK+uk1Xg+pOqFBo/WRQQtw3TrSdXrBC1Q9WmD/R9Y6VONcc0DpU7s+GxnuKvuVna+AdP6jbCgIz5ysna1vMeFiXasQZth8CANfuAnl+9uz/XHVdDyZjb4z4jXVVkx47K/WX7Nu2feXmiNNmzR5UEM2ZK3HvPU2AcccbR937p3rDsP7/zElIJay16OkU2EJj/pmVqnO5qlxibEdfpV7FbjW5r1nH52LdE8VXnrVq/sPR5AKdviT50qLT98PzLw7Ij+yVOFeSqgiyWkP85cVDjQXGFrJbffIuaDv9umRhyVo5XBdyYCulXud4q+MQLpA9t8Mx6u9vlGGNGq9FvQLq3Tfk//JusoJ+2QBrc3k6qGsu6++Aeb940YZycczyu98OEm5tt3KKm4HXO/H9htsaF4hEyprdt0vdVTpX4Uuup9sZPlfO/4t67wrI9H4iiKbdbP+/QPh2DpaPkGnV4apTjTk34DW9r8EuuE/Pl+l2qFHpz5QoAwPTZOi6XvbwMAPDVB+4Py4Jl1tUvvRYWNdRJPU816nHLK2RsLbxUt2h+/YTMZS68UI/R5eYUPV67rnlfVKLDhqsa85Trl00Nqlro7pHj5RbqfbJ4pMTTXfu0vdLdVHDSAlXLHFwripiNH20Iy7Iy5I0drToHyc0SBdXUKaqMLpws8e/ZJZeGZWtXyZbvcxbMCcvKx0s83eMZ1ja59igvHROWNbh77Pqqj5DSpMVhhsr1qnNKp5I8VVQe3CPXYc9+VSPNc6riI4c1Lm/ZJeraI7U6n7duA5L331sXlgWbLcyYp2q0IztlPBSO0nlu836Zz2eW63wzniaxINmuX2Cyc9248gQqJW4DgPx8NRMvd8rQzhb9DtLWKPf7SZ7Z+db17h6WofVtcZuO3H6Hjut3VssGANffpcpQuO9ziTwd661JOYa/HXeaU/1npHvvc+M/J0vPOSDuqT8Co9rTzGmDX7zvXKoySQH1Ta9qEac8Os1N+LOoaXr/XOD0zITe/h6Q3ks2T7ABUtLb7Ca7SFTMLQdVMdjs2rW0ROeFDc0uHlpvIxP3ncx6FbIuS8JXUAVbvsd7P/mzQqUNIYQQQgghhBBCSAThQxtCCCGEEEIIIYSQCNK/6VEmhkxnXtZaIxLrLVtUutjcLLLYyqmaClBaLlK4Ls8Q6lSLSDWXv6KpK0OHiIyuoU7lm4G0cohn2NgdFwlUR7d+XnaBSLdH92iaSk6xyApbezwj4hz5nIZGlQ1WVIiMtrtbpVUxJ4Fr9OSFyRaRVs32zAJf/dWv5Rj7VZaeWSiGRu1eekXxMDmvrqSXu+RMrhKJtD8uQs0JlT/nDJHPa6zXcxleJvKuXE9yGJhWdnUlw7I090jPlyFbJ+Vq69ATbOuQa5TTpdL8Di9dbH+1yI73rlcpbJqVz5xYVhGW7dgpktoaZwwHAA89KOlHXZ0qmd2zSswJDx1Wk8WGakl5mDlX5bEHd4ss0jeOCoRoVR+oFHb+7LkAgGPValAaSCDXeyauX3tEzBVNjkoh4y5l7eQhTQUY5kxSO61eozTXJ3pO6bnkZ4l0vc6TWCfSpY9Zb2QGssJ0T06fHkjqujQtpct9dluTysuDDJVEprahcWlOnZ55WluLpMcVDlE57fGdIrG/fKFIrHOfOlPuGXVaW1qwzqVOZuSK3Pu7f/u98O+xNGm/1qS2aWaOxAPbo9e76n3pL1PHquz/8ccfBwAsvvb6sOzGO+8BANS3aFplkNbzxA9/EJZ9+5FHAADL/uO5sGz2DJHp7zuo/bDByZw3bNaxE6YC7K4Ky8aVSIz46VM/DsuOHZFx985qfd/OHTImAiNwAJg5U2Tr2QmNk1s2iVlhsk3jwehyOUaOl/q4fbtI/JtaNGVmxhwxJ84dohLpZFJSWd9bo+OpO+nGhGeUa51Utb1VZdjJbomdC69Uqf/UfEndmHJBRViW7pkEx2NimNh4QuNe+0n5nPHl+j87nSls+Ug1hU1z0u30hEpZ252Me/sOjTlxFyCLijXtKSNQeHvjN6jn7n37w7KikRKXx03XlIGkk/NmDdW0hJvzJKWucrJKvDdWSWqdtWpam2yVdopbTUHtTMqYHjlc5byIyxjesl3j1cx50l4r39YUsUDie8lkTau9bJGYvCa7W/VcNkp7djizUQBYtGgRAGCWF4uXL5f0wuLhmjK6ZaekqFzqmceeapV7/4lmleunGj3d3TjljKi7u+S+WjZa0zGyWmTs1R7TcZ5bJCmbnW16bTudq/WoSZqmdH+hjKljNTrempvk2hcNUZPQGOS49bU6F8gfIveb7Xv8/5X3VczUdMQJE8V0eKhnVl5zbD8A4OEHNc3nX55+FgDQWKv1KBkt87V3Vv0hLIMVY+q3Vr0bFlVOlLTLte+qsXF2QvrcTfdr6oJx5uNFQ7Vf73BpRcM9c+fGk3K9Z87SPtfp7nPW+pJ0uUeWe+bObd1nGvNfOFvSLOr2qmlrXbPEkr07tL5XXrEo/H2Vq/MN11wdllW7tJNcb1OKn7r7Rnm5phTOmCXpP9ZLG7juhusAAGvWqKn9F126Z6MXv+fMkvFbOlI/75lnfgYAuO8v1GC/Yozcu3bsVHP5svGSanbCM7BPus1CLluyOCw7sF1SvkeM0FSokaXuXpip/W6lM2bOG+qlgtbKNRg1ReeHTTUSi+dctCAsO+pSIxu8zTWaYnIfbWvR+V+FSzncc0Bj2NXXS8rZ++veD8tGlMlYyfBShrtz5f6Sna3tMf4CGZtJf9KdgtgY0JkpE76SWTKe33vxlfDvw420ybzLNa2soUb6dLeXypyeK/eIozUaO7q7ZQw1N2icT7h5wNNPqiH0TbfdCABoadE5aMEw6R9NnZqaYuHSRr1U9cwMGc+xuI6B226Xz3v5hVfDsk0uTTEj7tloBGlMOjXBrXeKKfGBvXovqT4idcrO1/Y/VCPz3IXDdP7TVCspXfnepi7Bd7yMTJ0Hd/VI/EzE9PPSYjIPMfbMr9d+ClDwq+k17UmvQfg/sU+XRtMX/Nj4pyC47/SGb8LbS3YUYr3bGDv0bz29XIYgFelcmUbhd/Mm7ccF+fKdp816rtjucHEvrXlYqcQ+f24PZwXgN7UJrTL8+px5YsHmOqbHfdHuY1tQaUMIIYQQQgghhBASQfpVadPa0oL1a2QbwW5n0pufp6s5cwMVimeku2+LbJV49KiubgQGeR99oCvIX1ggJlL13vZuo50x3BVXXBmW/fBpWe2+/tZrwrLikbKKM8ZbtT3lVo/852Mn6+Wzh+ToE9l2t2VezH+K6FZgC/L0KXJLjTM08sx/D7mVV9+QsN0ZZaUX6RZiMaemaT6lq8bFJbKK0HpC6xuY1xrPxDY0dfYMmHIL5Elxa7uuogcqnZhndhtsZ9fZ420b6AyEE94TyExnKp3WoXXL9lbjC0tlpXem/yAx+N3bRbpztjydT5uqZmKB+mrTJlUazJ0v/SSe0HNoaJKnnxnednyjxsoKysSxul1oa7Mc8O1GXVUOrlFhoa4YBdx5593h75s3SV883upfc/lxyDM3LeiS1eSx43Vr1bo6af8M7/rG3ZPVDG8r42SbtL/xdwtMyAtj9cltp9tyvbtDn2w3OMPK+lpdSc3Pd9uKp2sfi7v+1OSZXuY7NVqnt+1vhzOb3rtFFFBtrboKnDL0GMSc0mHbRlk1HVWm/WH1BlEw5HrtMmGcGNHmeZ5lCy6WFcEnn/j7sKywUJ7Q796vK36VI2Vcvr5K+1eLW6GNd+i1/aefyLbety/R7e073RP3W25Ww+JVb4tJa12TrgI31MuYuKBCV+AbGqXNZ1w6Oyx76Rf7AQAfrtMtaINVoJhRVcqSJRI7d2xTQ9ENVWL0O3GcrkgHWxAf94wHFy2WVbsTDbo6muxw5rTFujq+dZuoyWrrdDUjMy5j1V9ZLRsh168jqX193yFZCbtthK56FTsj+SMH9R4wcYIqNNvcOC8u0hic7RQ02d4224ez5Ly6PUP8pNsm1Rq9D02slJi0+l01zS12ipgt21UFM3WaxBxfGTV7uiiEsrLUFLbQmdBnDdGyZLu068Rp2j+nXyoGtVMq9RjDiuS4GVbjcrNTZC1erNvZ//NTsm1x6HgHINMZ01ZOVmXR93/0BADgwypVQe1yq/FLX1galj36TTHGffAhVVusdAaqJSVqMH311dcCAH75a/3fI9Wy2lnubb98+KisrJeN0X5y31+JMuAbX38AqUoikcAYV8/ODneP9UzcA/XNe6tVQVFXL+0398rFYdk+p0KO79P4UuBUYkWeKiCYP6R5JpfB9qk7tqqSeZFThdQe3x+WrVwuyogHcnVOM326qD6qD2if21QlRtjjR6uxd0ZC6nTNVao2+d0K2cJ5RKkqMgKaPAXomyvEvP2iSZVh2ccbREF2eLcet90pevO8cVI5RcZ5g7fqP80ZkLa1aXyJufG+fqPGvzY3X1u8UFV71dWinsvK0rgQbGIweboqkLrdCmpWvt7X/2+Nqofynap5vafiHTFM5j6bNurYuuVGie+JLI3Bje4eUfWRvu/iy+WeU1qqYwtuzE+erLG/aq2oEocXeOPoPtmY4aCn7iseLrE1y1MKvP22nP/YaWqcftUX5H5w7LAqwIvdZhL1xzVWB5Of551iHACGlUtcqZwyLSzrjrn5krcZQtmICgDAxg//R9/XI/PHzg5tw0DZU12tJtG5BTJPKyhSVXCjm8useFO3rr/kVlE8JZp03rzfbU/t96cLZ0h/2rZZzalTkpgBnKJ67zYZ9wuWXBH+eesq+e712hvLw7L5bnv1Gk95EMuUcTOhUvvYerdxwkWzdH6x2Y3Xu+/QOfJ/v/wbAMDXH/paWNaelPZMszo3H14i/aTLm4eccgbksQ79XpKTL2PqxeVqRl+zUdpz18eqglv9zusAgEfv+XP9X/c97XvP/mtYtu5/ZWzOmq/fMZb+6mn5xftull8o91jrZVAEylqfwMTW11RkBd99us94e69Y/7tjKpgNfwL+d5SwLPjpmSuHV/Jc1e1FkhPDmQbOvW/5febfjFPP5+Xr/a7FGQwPyfG27Xb/0uSZysN9Dy4u0mcW7V1yPzHpft8Izs87rnvUcloPCuZlYR+j0oYQQgghhBBCCCEkZeFDG0IIIYQQQgghhJAIYv7URkSfeDBjagGcAlB3rvemAEPBekQJ1uP8M8ZaO+zcb4sOjDmRZbDUhfU4/6RU3HEx5wCifU0/DaxHtGA9zj8pFXMAznUiCusRLaJcjz7FnH59aAMAxpiPrLVzzv3OaMN6RAvWg5yNwXJNB0s9gMFTF9aDnI3Bck1Zj2jBepCzMViuKesRLViP6MD0KEIIIYQQQgghhJAIwoc2hBBCCCGEEEIIIRFkIB7a/PsAHPN8wHpEC9aDnI3Bck0HSz2AwVMX1oOcjcFyTVmPaMF6kLMxWK4p6xEtWI+I0O+eNoQQQgghhBBCCCHk3DA9ihBCCCGEEEIIISSC9OtDG2PMtcaYHcaY3caYx/rz2J8HY0y5MeYtY8w2Y8wWY8zDrrzIGLPSGLPL/Swc6HM9F8aYuDFmvTHmNfd6rDFmravDb4wxiYE+x75gjCkwxiwzxmx37bIgRdvjb1yf+tgY81/GmMxUbZMowpgTDQZD3GHMIX2BMScaMOZEB8ac8wtjTjQYDDEHYNyJMv320MYYEwfwDIDrAEwBcI8xZkp/Hf9z0gXgUWvtZADzAfy1O/fHAPzeWjsRwO/d66jzMIBt3ut/BPBjV4cGAPcPyFl9ep4C8Ia1thLARZA6pVR7GGPKAHwTwBxr7TQAcQB3I3XbJFIw5kSKwRB3GHPIJ8KYEykYcyIAY875hTEnUgyGmAMw7kSW/lTaXAxgt7V2r7U2CeBFALf04/E/M9bao9bade73ZkgHLoOc/1L3tqUA/mxgzrBvGGNGAbgBwHPutQGwBMAy95bI1wEAjDF5ABYC+DkAWGuT1tpGpFh7ONIAZBlj0gBkAziKFGyTiMKYEwEGQ9xhzCF9hDEnAjDmRA7GnPMHY04EGAwxB2DciTr9+dCmDMAh7/VhV5ZSGGMqAMwEsBbACGvtUUCCD4DhA3dmfeInAL4NoMe9LgbQaK3tcq9TpU3GAagF8EsnRXzOGJODFGsPa+0RAD8CcBASTJoAVCE12ySKMOZEg8EQdxhzSF9gzIkGjDkRgTHnvMOYEw0GQ8wBGHciTX8+tDG9lKXU1lXGmFwAvwXwiLX25ECfz6fBGHMjgBprbZVf3MtbU6FN0gDMAvAza+1MAKcQcaleb7ic0FsAjAVQCiAHInH9Y1KhTaJIqvbvkFSOOcCgijuMOaQvpGLfPg3GnMjAmEP6Qir27dNgzIkUjDsRpj8f2hwGUO69HgWguh+P/7kwxqRDgsrz1tqXXfFxY0yJ+3sJgJqBOr8+cCmAm40x+yHyySWQJ8MFTjoGpE6bHAZw2Fq71r1eBgkyqdQeAHAVgH3W2lprbSeAlwFcgtRskyjCmDPwDJa4w5hD+gJjzsDDmBMtGHPOL4w5A89giTkA406k6c+HNh8CmOicmxMQQ6BX+/H4nxmXm/hzANustU96f3oVwFfc718B8Ep/n1tfsdZ+x1o7ylpbAbn2q6y1XwLwFoAvurdFug4B1tpjAA4ZYya5oisBbEUKtYfjIID5xphs18eCeqRcm0QUxpwBZrDEHcYc0kcYcwYYxpzIwZhzfmHMGWAGS8wBGHeijrG2/5RBxpjrIU8f4wB+Ya39fr8d/HNgjLkMwLsANkPzFb8Lyb18CcBoSAe5w1pbPyAn+SkwxiwG8C1r7Y3GmHGQJ8NFANYD+LK1tmMgz68vGGNmQAy/EgD2ArgP8hAypdrDGPN3AO6CuOivB/AAJMcy5dokijDmRIdUjzuMOaQvMOZEB8acaMCYc35hzIkOqR5zAMadKNOvD20IIYQQQgghhBBCSN/oz/QoQgghhBBCCCGEENJH+NCGEEIIIYQQQgghJILwoQ0hhBBCCCGEEEJIBOFDG0IIIYQQQgghhJAIwoc2hBBCCCGEEEIIIRGED20IIYQQQgghhBBCIggf2hBCCCGEEEIIIYREED60IYQQQgghhBBCCIkg/w/+eGITAj8MHgAAAABJRU5ErkJggg=="}}},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"import pandas as pd\nimport numpy as np\n\nimport imageio\n\nimport tensorflow as tf\nfrom tensorflow import keras\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D\nfrom tensorflow.keras.layers import Dense, Dropout, Flatten, Activation\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau, ModelCheckpoint\nfrom tensorflow.keras.optimizers import Adam\n\nimport os\nimport cv2\n\nfrom sklearn.utils import shuffle\nfrom sklearn.metrics import confusion_matrix\nfrom sklearn.model_selection import train_test_split\nimport itertools\nimport shutil\nimport matplotlib.pyplot as plt\n%matplotlib inline\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"IMAGE_SIZE = 96\nIMAGE_CHANNELS = 3\n\nSAMPLE_SIZE = 1000","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Srawdzamy jakie pliki są dostępne i czy są wszystkie, które są nam potrzebne.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"os.listdir('../input/histopathologic-cancer-detection/')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Sprawdzamy ile obrazków mamy w każdym folderze.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"Folder treningowy wynosi {} obrazów\".format(len(os.listdir('../input/histopathologic-cancer-detection/train'))))\nprint(\"Folder testowy wynosi {} obrazów\".format(len(os.listdir('../input/histopathologic-cancer-detection/test'))))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Wynikiem powyższego kodu jest:\n\n* Folder treningowy wynosi 220025 obrazów\n\n* Folder testowy wynosi 57458 obrazów"},{"metadata":{},"cell_type":"markdown","source":"**Tworzymy ramkę danych zawierającą wszystkie obrazki.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"df_data = pd.read_csv('../input/histopathologic-cancer-detection/train_labels.csv')\nprint(\"Rozmiar zbioru danych wynosi {} wierszy i\".format(df_data.shape[0]),\" {} kolumny.\".format(df_data.shape[1]))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Wynikiem powyższego kodu jest:\n* Rozmiar zbioru danych wynosi 220025 wierszy i  2 kolumny."},{"metadata":{},"cell_type":"markdown","source":"**Sprawdzamy jakie klasy mamy.**\n\nKlasa 0 - nie ma komórek nowotworowych\n\nKlasa 1 - ma komórki nowotworowe"},{"metadata":{"trusted":true},"cell_type":"code","source":"df_data['label'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Pokazanie losowych przykładów z obrazków treningowych z podziałem na klasy.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"def draw_category_images(col_name,figure_cols, df, IMAGE_PATH):\n    categories = (df.groupby([col_name])[col_name].nunique()).index\n    f, ax = plt.subplots(nrows=len(categories),ncols=figure_cols, figsize=(4*figure_cols,4*len(categories)))\n    \n    for i, cat in enumerate(categories):\n        sample = df[df[col_name]==cat].sample(figure_cols) \n        for j in range(0,figure_cols):\n            file=IMAGE_PATH + sample.iloc[j]['id'] + '.tif'\n            im=imageio.imread(file)\n            ax[i, j].imshow(im, resample=True, cmap='gray')\n            ax[i, j].set_title(cat, fontsize=16)  \n    plt.tight_layout()\n    plt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"IMAGE_PATH = '../input/histopathologic-cancer-detection/train/'","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"draw_category_images('label', 4, df_data, IMAGE_PATH)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Tworzenie treningowych zestawów i zestawów poprawności.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"df_data.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Zbalansowanie rozkładu docelowego.**\n\nZmniejszenie ilości przykładów w klasie 0."},{"metadata":{"trusted":true},"cell_type":"code","source":"df_0 = df_data[df_data['label'] == 0].sample(SAMPLE_SIZE, random_state = 101)\n\ndf_1 = df_data[df_data['label'] == 1].sample(SAMPLE_SIZE, random_state = 101)\n\ndf_data = pd.concat([df_0, df_1],axis = 0).reset_index(drop = True)\n\ndf_data = shuffle(df_data)\n\ndf_data['label'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_data.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Tworzenie zbilansowanego zestawu poprawności.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"y = df_data['label']\n\ndf_train, df_val = train_test_split(df_data, test_size = 0.10, random_state = 101, stratify = y)\n\nprint(\"W zbilansowanym zestawie treningowym mamy {} wierszy i \".format(df_train.shape[0]),\" {} kolumn.\".format(df_train.shape[1]))\nprint(\"W zbilansowanym zestawie poprawności mamy {} wierszy i \".format(df_val.shape[0]),\" {} kolumn.\".format(df_val.shape[1]))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train['label'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_val['label'].value_counts()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Tworzenie struktury katalogów.**\n\nNajpierw tworzymy główny katalog o nazwie base_dir, w kótrym będą 2 foldery: train_dir i val_dir. W każdym z tych dwóch folderów tworzymy dwa następne, które będą dzielić dane na zawierające komórki nowotworowe i niezawierające."},{"metadata":{"trusted":true},"cell_type":"code","source":"base_dir = 'base_dir'\nos.mkdir(base_dir)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_dir = os.path.join(base_dir,'train_dir')\nos.mkdir(train_dir)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"val_dir = os.path.join(base_dir,'val_dir')\nos.mkdir(val_dir)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"no_tumor_tissue = os.path.join(train_dir, 'a_no_tumor_tissue')\nos.mkdir(no_tumor_tissue)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"has_tumor_tissue = os.path.join(train_dir, 'b_has_tumor_tissue')\nos.mkdir(has_tumor_tissue)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"no_tumor_tissue = os.path.join(val_dir, 'a_no_tumor_tissue')\nos.mkdir(no_tumor_tissue)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"has_tumor_tissue = os.path.join(val_dir, 'b_has_tumor_tissue')\nos.mkdir(has_tumor_tissue)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Sprawdzamy czy foldery na pewno powstały.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"os.listdir('base_dir/train_dir')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"os.listdir('base_dir/val_dir')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Przenosimy obrazki do folderów.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"df_data.set_index('id', inplace=True)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_list = list(df_train['id'])\nval_list = list(df_val['id'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for image in train_list:\n    # 'id' w pliku csv nie ma rozszerzenia .tif dlatego je teraz dodajemy\n    fname = image + '.tif'\n    \n    #dodawanie etykiety do obecnego obrazka\n    target = df_data.loc[image,'label']\n    \n    #wybieramy odpowiednią nazwę folderu, ze względu na klasę\n    if target == 0:\n        label = 'a_no_tumor_tissue'\n    \n    if target == 1:\n        label = 'b_has_tumor_tissue'\n    \n    #ścieżka źródłowa do obrazka\n    src = os.path.join('../input/histopathologic-cancer-detection/train', fname)\n    \n    #miejsce docelowe dla obrazka\n    dst = os.path.join(train_dir, label, fname)\n    \n    #kopiowanie obrazka ze źródła do pliku docelowego\n    shutil.copyfile(src, dst)\n    \nfor image in val_list:\n    fname = image + '.tif'\n    \n    target = df_data.loc[image,'label']\n    \n    if target == 0:\n        label = 'a_no_tumor_tissue'\n    \n    if target == 1:\n        label = 'b_has_tumor_tissue'\n    \n    src = os.path.join('../input/histopathologic-cancer-detection/train', fname)\n    \n    \n    dst = os.path.join(val_dir, label, fname)\n    \n    shutil.copyfile(src, dst)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Sprawdzamy ile mamy treningowych obrazków w każdym folderze.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"W folderze treningowym mamy {} obrazów, gdzie nie ma komórek nowotworowych.\".format(len(os.listdir('base_dir/train_dir/a_no_tumor_tissue'))))\nprint(\"W folderze treningowym mamy {} obrazów, na których są komórki nowotworowe.\".format(len(os.listdir('base_dir/train_dir/b_has_tumor_tissue'))))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(\"W folderze walidacyjnym mamy {} obrazów, na których  nie ma komórek nowotworowych.\".format(len(os.listdir('base_dir/val_dir/a_no_tumor_tissue'))))\nprint(\"W folderze walidacyjnym mamy {} obrazów, gdzie są komórki nowotworowe.\".format(len(os.listdir('base_dir/val_dir/b_has_tumor_tissue'))))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Ustalenie generatorów**"},{"metadata":{"trusted":true},"cell_type":"code","source":"train_path = 'base_dir/train_dir'\nvalid_path = 'base_dir/val_dir'\ntest_path = '../input/test'\n\nIMAGE_SIZE = 96\nnum_train_samples = len(df_train)\nnum_val_samples = len(df_val)\ntrain_batch_size = 10\nval_batch_size = 10\n\ntrain_steps = np.ceil(num_train_samples / train_batch_size)\nval_steps = np.ceil(num_val_samples / val_batch_size)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Poniżej przeskalowujemy wszystkie obrazy o współczynnik 1/255, czyli wartości pikseli do zakresu [0,1], ponieważ sieci neuronowe lepiej sobie radzą z małymi wartościami wejściowymi**"},{"metadata":{"trusted":true},"cell_type":"code","source":"datagen = ImageDataGenerator(rescale=1.0/255)\n\ntrain_gen = datagen.flow_from_directory(train_path,\n                                        target_size=(IMAGE_SIZE,IMAGE_SIZE),\n                                        batch_size=train_batch_size,\n                                        class_mode='categorical')\n\nval_gen = datagen.flow_from_directory(valid_path,\n                                        target_size=(IMAGE_SIZE,IMAGE_SIZE),\n                                        batch_size=val_batch_size,\n                                        class_mode='categorical')\ntest_gen = datagen.flow_from_directory(valid_path,\n                                        target_size=(IMAGE_SIZE,IMAGE_SIZE),\n                                        batch_size=1,\n                                        class_mode='categorical',\n                                        shuffle=False)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":" **Tworzenie architektury modeli**"},{"metadata":{},"cell_type":"markdown","source":"## Architektura modeli\nWykorzystamy konwulucyjne sieci neuronowe(CNN). W naszym wypadku mając dane wejściowe (skany histopatologiczne), po wrzuceniu ich do naszej sieci neuronowej chcemy uzyskać etykietę 0 lub 1, w zależności od występowania tkanki nowotworowej.\nDo budowy modeli, wykorzystamy z biblioteki Keras klasę Sequential, która umożliwia definiowanie kolejnych wartstw, niczym układanie na stosie.\nWykorzystamy następujące warstwy:\n* MaxPooling2D jest operacją skalowania. Polega na redukcji wymiarowości przechodząc po obrazie \"okienkami\", które zwracają maksymalną zaobserwowaną wartość w danym oknie ( w naszym wypadku rozmiar okna 2x2, przy kroku przesunięcia równym 2). Pomaga to zmniejszyć rozmiar danych wejściowych do kolejnej warstwy o połowę, co przyśpiesza proces uczenia.\n* Conv2d jest warstwą konwolucji, w której musimy podać minimum trzy parametry: \n  1. liczbe filtrów, dzięki którym będą wydobywane cechy\n  2. rozmiar jądra czyli w naszym wypadku wielkość okna konwolucji zakładamy że ma 3x3\n  3. funkcje aktywacji \n* Flatten wypłaszcza nam nasze dane w celu polączenia ich warstwami gęstymi pod koniec budowy modelu.\n* Dense - warstwy gęste z czego ostatnia warstwa gęsta ma Softmax. Jest to w istocie funkcja wykładnicza, której wartość zostaje jednak dodatkowo znormalizowana w taki sposób, aby suma aktywacji dla całej warstwy była równa 1.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"kernel_size = (3,3)\npool_size = (2,2)\nfirst_filters = 32\nsecond_filters = 64\nthird_filters = 128","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model = Sequential()\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu', input_shape = (96, 96, 3)))\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu'))\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu'))\nmodel.add(MaxPooling2D(pool_size = pool_size)) \nmodel.add(Flatten())\nmodel.add(Dense(256, activation = \"relu\"))\n\nmodel.add(Dense(2, activation = \"softmax\"))\n\nmodel.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(Adam(0.01),\n              loss='binary_crossentropy',\n              metrics=['accuracy'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(val_gen.class_indices)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from keras.callbacks import EarlyStopping, ReduceLROnPlateau","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"earlystopper = EarlyStopping(monitor = 'val_loss', patience = 2, verbose = 1, restore_best_weights = True)\nreduce_l = ReduceLROnPlateau(monitor = 'val_loss', factor = 0.1, patience = 1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"history = model.fit_generator(train_gen, steps_per_epoch = train_steps, \n                              validation_data = val_gen, \n                              validation_steps = val_steps,\n                              epochs = 10, \n                              callbacks = [reduce_l, earlystopper])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Plot the Training Curves**"},{"metadata":{"trusted":true},"cell_type":"code","source":"val_loss, val_acc = \\\nmodel.evaluate_generator(test_gen, steps = len(df_val))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"acc = history.history['accuracy']\nval_acc = history.history['val_accuracy']\nloss = history.history['loss']\nval_loss = history.history['val_loss']\nepochs = range(1,len(acc)+1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print('val_loss:', val_loss)\nprint('val_acc:', val_acc)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.plot(epochs,loss,'bo',label = 'Training loss')\nplt.plot(epochs,val_loss,'b',label = 'Validation loss')\nplt.title('Training and validation loss')\nplt.legend()\nplt.figure()\n\nplt.plot(epochs,acc,'bo',label = 'Training acc')\nplt.plot(epochs,val_acc,'b',label = 'Validation acc')\nplt.title('Training and validation loss')\nplt.legend()\nplt.figure()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**ROC Curves**"},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(1)\nplt.plot([0,1],[0,1],'k--')\nplt.plot(fpr_keras,tpr_keras,label = 'area = :.3f'.format(auc_keras))\nplt.xlabel('False positive rate')\nplt.ylabel('True positive rate')\nplt.title('ROC curve')\nplt.legend(loc = 'best')\nplt.show","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#make a prediction\n\npredictions = model.predict_generator(test_gen, steps = len(df_val),verbose = 1)\npredictions.shape\n\ndf_preds = pd.DataFrame(predictions, columns = ['no_tumor_tissue', 'has_tumour_tissue'])\ndf_preds.head\n\n#get the tru labels\ny_true = test_gen.classes\n\n#get the predicted labels as probabilities\ny_pred = df_preds['has_tumour_tissue']","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import roc_auc_score\nroc_auc_score(y_true, y_pred)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Classification Report**"},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import classification_report","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y_pred_binary = predictions.argmax(axis = 1)\n\ncm_plot_labels = ['no_tumor_tissue', 'has_tumor_tissue']\n\nreport = classification_report(y_true, y_pred_binary, target_names = cm_plot_labels)\n\nprint(report)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Drugi model**"},{"metadata":{"trusted":true},"cell_type":"code","source":"model = Sequential()\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu', input_shape = (96, 96, 3)))\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu'))\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu'))\nmodel.add(MaxPooling2D(pool_size = pool_size)) \n\n\nmodel.add(Conv2D(second_filters, kernel_size, activation ='relu'))\nmodel.add(Conv2D(second_filters, kernel_size, activation ='relu'))\nmodel.add(Conv2D(second_filters, kernel_size, activation ='relu'))\nmodel.add(MaxPooling2D(pool_size = pool_size))\n\n\nmodel.add(Conv2D(third_filters, kernel_size, activation ='relu'))\nmodel.add(Conv2D(third_filters, kernel_size, activation ='relu'))\nmodel.add(Conv2D(third_filters, kernel_size, activation ='relu'))\nmodel.add(MaxPooling2D(pool_size = pool_size))\n\n\nmodel.add(Flatten())\nmodel.add(Dense(256, activation = \"relu\"))\n\nmodel.add(Dense(2, activation = \"softmax\"))\n\nmodel.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(Adam(0.01),\n              loss='binary_crossentropy',\n              metrics=['accuracy'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(val_gen.class_indices)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from keras.callbacks import EarlyStopping, ReduceLROnPlateau","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"earlystopper = EarlyStopping(monitor = 'val_loss', patience = 2, verbose = 1, restore_best_weights = True)\nreduce_l = ReduceLROnPlateau(monitor = 'val_loss', factor = 0.1, patience = 1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"hist = model.fit_generator(train_gen, steps_per_epoch = train_steps, \n                              validation_data = val_gen, \n                              validation_steps = val_steps,\n                              epochs = 10, \n                              callbacks = [reduce_l, earlystopper])\n# po pierwszej epoce z dwóch mamy accuracy = 0.5, a loss = 7.6893","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Plot the Training Curves**"},{"metadata":{"trusted":true},"cell_type":"code","source":"val_loss, val_acc = \\\nmodel.evaluate_generator(test_gen, steps = len(df_val))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print('val_loss:', val_loss)\nprint('val_acc:', val_acc)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"acc = hist.history['accuracy']\nval_acc = hist.history['val_accuracy']\nloss = hist.history['loss']\nval_loss = hist.history['val_loss']\nepochs = range(1,len(acc)+1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.plot(epochs,loss,'bo',label = 'Training loss')\nplt.plot(epochs,val_loss,'b',label = 'Validation loss')\nplt.title('Training and validation loss')\nplt.legend()\nplt.figure()\n\nplt.plot(epochs,acc,'bo',label = 'Training acc')\nplt.plot(epochs,val_acc,'b',label = 'Validation acc')\nplt.title('Training and validation acc')\nplt.legend()\nplt.figure()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**ROC Curves**"},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(1)\nplt.plot([0,1],[0,1],'k--')\nplt.plot(fpr_keras,tpr_keras,label = 'area = :.3f'.format(auc_keras))\nplt.xlabel('False positive rate')\nplt.ylabel('True positive rate')\nplt.title('ROC curve')\nplt.legend(loc = 'best')\nplt.show","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#make a prediction\n\npredictions = model.predict_generator(test_gen, steps = len(df_val),verbose = 1)\npredictions.shape\n\ndf_preds = pd.DataFrame(predictions, columns = ['no_tumor_tissue', 'has_tumour_tissue'])\ndf_preds.head\n\n#get the tru labels\ny_true = test_gen.classes\n\n#get the predicted labels as probabilities\ny_pred = df_preds['has_tumour_tissue']","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"roc_auc_score(y_true, y_pred)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Classification Report**"},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import classification_report","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y_pred_bianry = predictions.argmax(axis = 1)\n\nreport = classification_report(y_true, y_pred_binary, target_names = cm_plot_labels)\n\nprint(report)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Trzeci model z Dropout**"},{"metadata":{"trusted":true},"cell_type":"code","source":"dropout_conv = 0.3\ndropout_dense = 0.3","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model = Sequential()\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu', input_shape = (96, 96, 3)))\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu'))\nmodel.add(Conv2D(first_filters, kernel_size, activation = 'relu'))\nmodel.add(MaxPooling2D(pool_size = pool_size)) \nmodel.add(Dropout(dropout_conv))\n\nmodel.add(Conv2D(second_filters, kernel_size, activation ='relu'))\nmodel.add(Conv2D(second_filters, kernel_size, activation ='relu'))\nmodel.add(Conv2D(second_filters, kernel_size, activation ='relu'))\nmodel.add(MaxPooling2D(pool_size = pool_size))\nmodel.add(Dropout(dropout_conv))\n\nmodel.add(Conv2D(third_filters, kernel_size, activation ='relu'))\nmodel.add(Conv2D(third_filters, kernel_size, activation ='relu'))\nmodel.add(Conv2D(third_filters, kernel_size, activation ='relu'))\nmodel.add(MaxPooling2D(pool_size = pool_size))\nmodel.add(Dropout(dropout_conv))\n\nmodel.add(Flatten())\nmodel.add(Dense(256, activation = \"relu\"))\nmodel.add(Dropout(dropout_dense))\nmodel.add(Dense(2, activation = \"softmax\"))\n\nmodel.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model.compile(Adam(0.01),\n              loss='binary_crossentropy',\n              metrics=['accuracy'])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print(val_gen.class_indices)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"earlystopper = EarlyStopping(monitor = 'val_loss', patience = 2, verbose = 1, restore_best_weights = True)\nreduce_l = ReduceLROnPlateau(monitor = 'val_loss', factor = 0.1, patience = 1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"hist = model.fit_generator(train_gen, steps_per_epoch = train_steps, \n                              validation_data = val_gen, \n                              validation_steps = val_steps,\n                              epochs = 2, \n                              callbacks = [reduce_l, earlystopper])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import roc_auc_score","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#make a prediction\n\npredictions = model.predict_generator(test_gen, steps = len(df_val),verbose = 1)\npredictions.shape\n\ndf_preds = pd.DataFrame(predictions, columns = ['no_tumor_tissue', 'has_tumour_tissue'])\ndf_preds.head\n\n#get the tru labels\ny_true = test_gen.classes\n\n#get the predicted labels as probabilities\ny_pred = df_preds['has_tumour_tissue']","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"roc_auc_score(y_true, y_pred)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"val_loss, val_acc = \\\nmodel.evaluate_generator(test_gen, steps = len(df_val))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Plot the Training Curves**"},{"metadata":{"trusted":true},"cell_type":"code","source":"acc = hist.hist['acc']\nval_acc = hist.hist['val_acc']\nloss = hist.hist['loss']\nval_loss = hist.hist['val_loss']\nepochs = range(1,len(acc)+1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.plot(epochs,loss,'bo',label = 'Training loss')\nplt.plot(epochs,val_loss,'b',label = 'Validation loss')\nplt.title('Training and validation loss')\nplt.legend()\nplt.figure()\n\nplt.plot(epochs,acc,'bo',label = 'Training acc')\nplt.plot(epochs,val_acc,'b',label = 'Validation acc')\nplt.title('Training and validation loss')\nplt.legend()\nplt.figure()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**ROC curves**"},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(0)\nplt.plot([0,1],[0,1],'k--')\nplt.plot(fpr_keras,tpr_keras,label = 'area = :.3f'.format(auc_keras))\nplt.xlabel('False positive rate')\nplt.ylabel('True positive rate')\nplt.title('ROC curve')\nplt.legend(loc = 'best')\nplt.show","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(1)\nplt.plot([0,1],[0,1],'k--')\nplt.plot(fpr_keras,tpr_keras,label = 'area = :.3f'.format(auc_keras))\nplt.xlabel('False positive rate')\nplt.ylabel('True positive rate')\nplt.title('ROC curve')\nplt.legend(loc = 'best')\nplt.show","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Classification Report**"},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import classification_report","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y_pred_bianry = predictions.argmax(axis = 1)\n\nreport = classification_report(y_true, y_pred_binary, target_names = cm_plot_labels)\n\nprint(report)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":1}