{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A Demonstration of Numba's new reference count pruner" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from IPython.display import Image # for displaying images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A new reference counting pruner (aka refpruner) is added in Numba 0.52.0 to do a better job of removing redundant reference counting (refcounts). The new refpruner is written as an LLVM compiler pass that operates on the LLVM IR that Numba generates. Comparing to the old refpruner (pre-0.52), which could only analyze basic blocks, the new implementation detects redundant reference counting operation in the control-flow graph (CFG).\n", "\n", "The refpruner can prune four common patterns and these can be configured via the [`NUMBA_LLVM_REFPRUNE_FLAGS` environment variable](https://numba.readthedocs.io/en/stable/reference/envvars.html#envvar-NUMBA_LLVM_REFPRUNE_FLAGS). Throughout this demonstration JIT code is written into a file and then run with the various pruning patterns specified via this flag. Then Numba's new CFG visualization capability is used to show the control flow graph of the LLVM IR with various parts highlighted such that the effect of using the refpruner can be seen. Further, some data, `PruneStats`, is printed to show how many refcounts were removed for each pattern.\n", "\n", "Note: Within each control flow graph, `NRT_incref(X)` (incref) corresponds to incrementing the reference count of variable `X`, and `NRT_decref(X)` (decref) corresponds to decrementing the reference count of variable `X`. These incref/decref \"pairs\" are what the refpruner is attempting to remove, along with decref on `NULL` (a no-op), and it will only do this removal if it is safe. Recall that erroneous removal of reference counts can lead to memory leaks, segfaults and/or corruption!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pattern 1: Per Basic-Block" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The per-basicblock pattern prunes within each basic block and does not depend on the control-flow graph. It corresponds to a straight line sequence of code that performs refcounts. The old refpruner supports this pattern only." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting perbb.py\n" ] } ], "source": [ "%%writefile perbb.py\n", "\n", "from numba import njit\n", "\n", "@njit\n", "def per_bb():\n", " a = \"a\"\n", " return a + a + a\n", "\n", "# Run to trigger compilation\n", "per_bb()\n", "# Render the control-flow graph to file\n", "per_bb.inspect_cfg(per_bb.signatures[0], strip_ir=True).display(filename='perbb', format='png')\n", "# The following reports on the number of refcount operations pruned\n", "print(per_bb.get_metadata(per_bb.signatures[0])['prune_stats'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Without Refprune" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PruneStats(basicblock=0, diamond=0, fanout=0, fanout_raise=0)\r\n", "\u001b[0m" ] } ], "source": [ "!NUMBA_LLVM_REFPRUNE_FLAGS= python -Wignore perbb.py" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='perbb.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### With Refprune" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PruneStats(basicblock=9, diamond=0, fanout=0, fanout_raise=0)\r\n", "\u001b[0m" ] } ], "source": [ "!NUMBA_LLVM_REFPRUNE_FLAGS=per_bb python perbb.py" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='perbb.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing the `B0.endif.endif` block in the two CFG outputs, you can see that the `NRT_incref` and all `NRT_decref(i8* null)` are gone.\n", "\n", "### Implementation notes\n", "\n", "This pattern is very easy to spot once the refcount operations are reordered so that all decrefs in the basic-block are after the increfs. Any incref-decref pairs that operate on the same SSA name are pruned. This pattern also prunes any refcounting operations on `NULL`, which can appear after some LLVM optimizations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pattern 2: Diamond\n", "\n", "The diamond pattern is for the fork-then-merge subgraph. It is common for if-else code to create this pattern." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting diamond.py\n" ] } ], "source": [ "%%writefile diamond.py\n", "\n", "from numba import njit, typed\n", "\n", "@njit\n", "def diamond(lst):\n", " if len(lst):\n", " # Using non-raising version of getitem.\n", " x = lst.getitem_unchecked(0)\n", " else:\n", " x = 0\n", " return x\n", "\n", " \n", "diamond(typed.List([1]))\n", "diamond.inspect_cfg(diamond.signatures[0], strip_ir=True).display(filename='diamond', format='png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Without Refprune" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0m" ] } ], "source": [ "!NUMBA_LLVM_REFPRUNE_FLAGS=per_bb python diamond.py" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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cDnxfujwdiAcmuj1aetm+PRCBqUVrihSMiYiISI3ZgBK354swY451A05gOte7OEsfXwIZwFzgMWB56evjS5dtLX2+FtjpZZ+bMLVqnd3SbEoUjImIiEiNbADWAN8Cm0uXXQkcACZhmiBLMB3vN2KCqG+AFGAqphN+PnBn6bajMXdkDgJGYvqQDcY0QY4DHgT+jRnTbD6wsHT7V4CsBitl41MHfhEREamRoZjAy925wHHKh7GYQnlwcaz0rwO4CxNA3eS2bTjwBaa5sjXlNUShwGeYYS3sQHTp8qmlj6ZGwZiIiIjUi/vAr94CC1eQ1crH9m19LI+oc47OLGqmFBEREQkgBWMiIiIiAVSvZsq5c+eSkJDgr7yIiIg0ipkzZzJ8+PBAZ0MEqGcwlpCQwLp16+jbty+FhYX+ypOIiEiDWbduHZMmTVIwJqeNenfgHzZsGABLly6td2ZERESkBh54ACZPDnQumreuXf2WlN/uppw4cSJLlizxV3IiIiJ+N2nSpCZRebBu2DCOllaGSGB0Bfz1DmhoCxERkTPMs5i5ICVwJgL+qoLS3ZQiIiIiAXRaBGMJCQnk5uYGOhsiIiIija5BgjGbzYbNZquwzG63U1JSgt1uJz8/v2z5kSNHmDx5MsXFxRXW9VzPF93FKSIiEiAlJdWv428FBY2/zwbm92Bszpw5PPHEE4wbN47nnnsOgI8//pgOHTrwwgsvMG3aNLp06cLRo0cBWLlyJcnJybz00kts376dd999l+7duzNv3jz69u3L6NGjCQ0N5dVXXwUgOTmZESNGkJqaCsDw4cN55ZVX/F0MERERqc6ll0Jj3RBht8Nf/gKvvALnngselT5nMr8GY4mJiYSFhXH33Xfzz3/+k9mzZ5OZmcnNN9+M1Wqlb9++vPfee9x11128+eabAIwfPx6AGTNmMHDgQKZOnUpKSgrdu3dnz549fPHFF4waNaos+LLb7UyZMoX4+HgAFixYwNSpTXHaUBERkdPcBx/A2LGNs6/FiyE8HGbONP8PDa1+mzOEX4OxRYsWkZ2dzerVq0lKSuL9998va34MDQ2lbVszFWiHDh3Ys2dPhW0tFkvZelFRUfTv35+4uDjCw8OZNWsWL730EsXFxSxdupRbbrmlbLsBAwYQFxfnz2KIiIhITfTqBUFuoYTdbpou7Xbw7Gpkt0NWVuVl3ta12SrXfG3fDsHB5v8DBvgn/6cJvwZj6enpxMfHM3HixLJHy5Yta7StKxjzZtSoUXTp0oX58+eTnZ1dFtSJiIhIgPz0k2mmfPll8/zjj6FDB3jhBZg2Dbp0gdIuSbzxBjz+OCxaBNdcA1YrvPsudO8O8+ZB377w9ttm3Tlz4IknYNw4KO3uxKefwqpV8OOP8PzzkJfX+OVtQH4NxsaPH8/cuXPZunUrAGvXrmXnzp0AOJ3OsvXsdnvZ/8PCwgAoKioqW+Z0OiusDzBr1ixmz57N0KFDKyzfunUrGRkZ/iyGiIiIVGfAAHCvHLn5ZhNk9e0L770Hd90Fb74Jq1fDt9/CY4/B735nArDDh2HqVEhJMc/37DHPExMhLAzuvhv++U+YPRsyM+EXvzD7GzYM7rsPYmICV+4G4NdgbPTo0QwYMIBBgwYxcuRIEhMTGTx4MCtWrCAjI4Nly5Zx8uRJvv76a7Zs2cKhQ4eIjIxk/PjxTJgwgTVr1rBw4ULy8/N55ZVXyHKrzrz55pvp1q0bY8aMqbDP6dOnM3/+fH8WQ0RERGoixGPs+NDQ8gCtQwcTZC1eDCNHlq/zxhsmYAsNhago6N8f4uJMf7BFiyA72wRwSUnw/vvgNtpCU+XXEfjDw8P54osvSE9Pp3Xr1gSVtiNfddVVFWq6VqxYUWG7Tz/9lIKCAqKiogC8dsjPy8vj5ptvJsTjjU9ISCA8PNyfxRARERF/CQuDjRsrLnM4KvY1c0lPhwsugIkTy5e5tZw1VQ0yzljbtm3LArGacgVinnbt2sVHH33EE088wd13313pdQViIiIiAeLqgO/i3sXItXzqVNPn6+OPTRD29demxsy1vvs248fD3LlQ2t2JtWuhtLsTNltgxjVrBKfFCPxV2bRpE3PmzOHyyy+nVatWgc6OiIiIgKnt2rIFvvkGjh+HFSsgIwOWLYOTJ03QtWULtGsHkyaZR+fOcOyYaZpcuNDcRfnKK+V3WY4ebfqGDRpkmjYTE2HwYNiwAdasMX3PNm8ObLkbwGk/Ufhtt93GbbfdFuhsiIiIiLshQ+DIkfLnnTpVrOVy75L0+uvw73+bfmGu8cGmTjUPd+Hh8MUXprmydevypsyhQ+HAgYYpx2ngtA/GREREpAmozR2QzWwIK78FY0stFiyTJ/srOREREf+rYkxLkUDxSzA2c+ZMlg4fXv+ESkoq3yZbWAiRkfVP21ta/kzbW95r8/qZJBBlKSgwt0AHOj9OZ+N8mfvz3BSRihSQyWnGLx34h/sjEIOKE44mJMDZZ8Nbb9U/Xc+0/Jm2i6/JUk+ehNtvh9/+turtMzLgoYfgz3+Gv/3NDI43ezbs31++ztdfwyWXmJGN3dvlV60ynR5vu820qX/yCVx8sen8+Kc/mcHzHngASuf35I47TDq/+x1cey1cfTXcc48pw5QpdS9rQ/A2MazVat471zFwz8/y5TB/vhkR+pFHKk+xcfIk1KQGd948Mwr0Y4+Z92D5crjllvK7ehqKP87Nr782gyW++KIZqRpg3TozWraIiJx2Gq96IyHBXExjY32v88EHpgMgwPDh0KdPxaCjrjzT8mfaLu55d9e+PfTrVzGo8rRqlbnwP/OMOUYuNhs8+SRMmGDuPBkzxlxoX3gBevaEv//drDdyJHz0EdxwA/TubR7/+Y8ZcO///T+zzm9/azpbJiWZu1ZWrjRjv9x6q5lWYt48E/i4j+1S27I2BPeJYa+91hyT2bPhH/8o/3Xryk9RkQnc1q0zrz37rBlc8L77TAD3m9/AU0/BWWeZ0aGTk+Hhhyvvc84cE7jMn2+O99GjplauUyc477yGLW9Nz01fn6d9++CPfzT5Dw017+/ChaaT7LvvmsEUL7mk4fIvIiK11jjB2JEjpjZi69byi0dOjrn4uw9X0auXuWiW5S6k6upkux1yc8Fz/ktvaXum5SvtwkKzbVCQuQBbreYREWG2cTpN8OJ5EfTMO5hRgwsKzMSmvsZdS0kxgcZXX0F8PCxYALt2wZVXmgvq3/4Gjz5qHmDS+te/TBAxaBCMHWuW9+ljppRwiY6uWL5x4+C118wUFI88YgIxT8HBpiaoOp5ltdvLm++Kisy+3Xl7n1zjz7iv75oU1nWnDZiJYV3HesAAU+MzapQZrdkzP9nZsG2bKWOPHqa2sX9/s05YmAmy3noLDh40tU8PPli5bEVFZv60lSvN81On4Fe/MrWWDz3k/Xh4O9+8lc8lK6vyOevO89xMTYU2bcw5ZLF4/zy5fP45XHFF+TH8xS9M4Dl1qqnZGzvWnGuuyXZF5Izkp/YoqQd/vgeNE4ytXGlqIV56yQzo9vzzMH26+cXeu7dpQvvpJ/i//zMXmfvuqz7NN94wNRYdO5paoS+/NBex6dMrp10bCQmmBmruXPj97yEtzdRMffGFCZTy8sxdHh98YMpxwQXe8/7ii7B7t2lC+/BDEzh58+qrZtv4eNNEuW2b2dcvf2lqhKDyhXPGDBOw/frXZuyVs86qOmh1Ok3T5UUXmRq1qgwcWPXrnmX9+GNT6/bwwyY4+OILE0B17WrW9/Y+ffCBqcGaNcsESP/6F5w4YQKqdetMDdiMGeUTw7ZqZY71L39pagWTk33nZ+pUE4zMnm2CYVeza0mJCeTOOceU8fPPTYDm2WSZmQktWpjbqB0Oc07t2mVuse7QoeK6Dof38+3ddyuXb9o0U56DB00t6ddfm0Dp3nvNdt44HOacuPpqc0v43Lkm/+6fp5tuqviebdxoamJd2rc35zSY8rZubfJ6661Vv88iclqbGegMiF81TjA2frz5O2OGqa3IzIQRI0zN07Rp5gLmOeFoVVyTjn74oXm+aZOpDQkJ8Z52bYwaZZqzfv7ZPC8sNH2uEhPNxdRVY2K3myBtz57KeV+/3lzw1q41z9eu9T231oYNpiny5El4+mkzLktIiOmb9I9/mHVcs967WCymlmv3bnNBX7/ee9o7dph+YRs3mqDjiSdqdyy88TYx7LRpZp6x++83fdTefNPU5Pl6n6ZONf3WXJPD7t5tzovp003NzYgRpp/dL35hBg/s1s0EWps2mVuj3WvOPPPz2msmkPrDH0zw7OrYHxRk8hcfb97PhQvL32N3HTua4Oe110x/szvuMEHVv/9tAsHDh806M2ea/3s73zzLFx5uAqsZM0yw3aKFCaAuvth3IAbm3Ni1ywR0Z59dXhvp/nlq0aLiNjt2mB8ALm3bmh8Ux4+bZtbu3c3AiQrGRM5oj6YdYlVBdqCz0ayNjGrBo+16+CWtxh2B32IxNTMffmg6XK9YYS4ULjW9I87XpKNVpV0b995rmnYKC03Nz+TJ8NlnFWscRo0ytRy7d1fO++LF5gLt0rWr75qr6GjTlJmVZe6eGzHCpLlvn2mqPHLEe21VRISp7crIMB33HY7K65x3numYv3u3CRbi42t/LLypycSwUPPJYT/5pGYTwx44YGp2qsrP3Xeb/nJvvmmC6o8/NsuDgsz+oqLgrrtMHlxNmJ7mzzcjRc+caUZ6vuQScz589pkJmMePN8t9nW/eJr91Ok1zZmKiWad7d9O8WpULL4RDh8z+U1NNU7Q7b+dUy5am9tbFZjM1Yq73vkcPc26JiMhpo/GDsbQ00ww4dKj5Wxe+Jh31R9oA559vOkcvWGCatyIjzcXcFXiBCSpcfXg8FRebi6g7X8HYtdeaqST69TMd8J991ty5N2qU6d/00UcmwPCmSxcTCHz5pWkW9WbgQHMn4syZ8L//VVt0v/L1PnlKTzfBwsSJ5Q9vfao6dSq/I9Sbo0fN1BsjRpianzlzTFOeu6goc+dpdVq3NnldsMCk9eSTpubOYjG1VWefXbvzLTjYvJ8zZpg+W2PGmBsqqhIaao7fpZfC5ZfD999XfN3bOXXOOabJ1yU93TRjuwJWu73q/moiItLoGicYc3UWLyqCRYtMTVC3buai4T7BqLcJR73dVeZr0tGq0vZMy1faLvfeazp4jxtnno8da5qNCgrM8x07TM3GOedUzvuECSbwyS6tQs7Jqdy532X6dHNxX7HC1CT9/vemiW35clOrNWZMxT5jaWlmXi+XESNMTZDn3ZpFReX7vO02uPNOU9uTlFRxvcJC302ovtRkYlio+eSwNZ0YdsAA8756BnSu/ISHm+PjWv+ii0zAWlfvvWcCsaAgk4+rrzbLT50yzaW1Od/A1EgtXw7XXWfOL5esrIqBvmvbL780NZ9z55obK5YvN6+7f548t7/7blPD6Nr3+vUV95WSYo6jiIifOUvs1a/kJ/bCokbbV2NonGAsMtJccCdMML/2DxwwgUFqqrlwPvVU5QlHN240fYS++cZcQNwNGeJ90tErr/SdtntaVaXtMmECXHVV+VATo0eboSTuuMP0g3rmGXMxDgmpnPcrrjAX7iFDTEC1c6cJgryN82SxlN9BOWOGaaL77DNTo/Pkk+WTpwIsWWKCtjlzTI2Hy+9+Zzqxu3zyicnPjz+aDvUAzz1ngsdrrzWd4sHUuv34o7lgf/BBzd7Lmk4Me+iQ7/fJc3LYmk4M27q1qTXbscN7fkpKTIf3Rx81QeD333sfuqImCgrMcbnySvN89mxzE8Grr8KNN5plvs43b5Pfgmn+PO88U9YRI8prM19/3dyM4SqP+7k5dap5P/PzTUANFT9Pa9ZU3H7wYNMM+/DD5jzKyak4xt2PP5anIyLiB9b0U+x54G/se/gfDb4vp91B0tMvcnzBEjaOnoDT9eP7DGdxOus+2NakSZMAWLJkCTUaz9g1irrNVn77fn1GT8/LqzjpKPgvbVda7mm79pmSYiPcStAAACAASURBVDpe+xquwiUnx9SglJR4H0rCm/R0U6PWvXvt8m6zmdqQmu6nMXl7n7zxnBjWm2PHTMDzn/9UnVZOTsXhL2orL88cU/fhKryp6fmWkQHvvGOGl0hLM/l7+23TLB0XZz4bnvO2ORwm3aws7/lwfZ4cjsrbl5SYR0RE+bLERFNL+fjjNToEIk2WxcLixYuZfAZN4ed+vYXTrwP/4ZfeoPDQUc5+ugbDI9XDyc++ovDQEXrc91vy9x0g+qwqboJqYK4O/Jb6n09LGndOG9d0Nu4X5foES94mHfVX2p5pue+zb9+abe8KBmoTILVtW7cJUqsLdGrrl7/0vnz48JoNPeKuppPD1qTcnTubOy2XLSsfY82b+gRiUPM81/R8e/ZZE4B17GgeaWmmM72r/5a3/bmCUl8BoevzFBRUefuQkIr5SUoyw3koEBMRP3JYrTgKi7AEBWPx+CHtqrWyeHw3Ou0O7Pn5hMTFVlgG4CguJjgq0uf2+Xv2EVw6dmMgAzF/ayKTJYrfLVoU6Bz4dtFFZpytxpon0h/uuw/++lcYNsx0+O/Xzwy10ViCgspnbBAR8YNj7y6iYP9B4gZfSNqX3xJz7jllrx2Z9yYOq42crTtoPfISutzxKwBSFn1MccpJwuLbkvbVcs57+0VSP/+apKdfoNvvpnF43pv0eugPWNPSK22f/u3/yFq3mZAWcSS/tYCOU24iONrHnMVnGAVjcmaqT8f8QIiPN2OXBYr77AwiIvWUk7iDk5/9l0Efv2eeb07EYTWzqOTt2oslNJROU26izVWXs3XiNDpMuJG8vT+T8UMCA156GoDc7bsoTk6h/fjr2PvQI4R37sjQ7z+jYP9BbFnZlbZvO/pKTq1YTXinDmXBXVPht2Ds6Mv/8ldSIiIiDaZroDPQBKR+8Q0thlxY9jy8YwcKjxwtfe1rLKGhZK/fDMA5//4nDquVtC++oeXFg8u26ffUI2X/D4qMILpvb0Jiokn/5nuv2zdlfgvGumz+oc7bOqFmNwDUUYnDSUhQ4zRnedtXod1OpJ/mAvRMy1faVZXZn/kJFIfTSZAfmyjdj0lDny+NeT7Wdv+NnbfG3F9Df8+4NIXPV2NozM+c+J/TaqX4RGaFZZbS72RbRhYx/fvR7vpryl5zFBdjCQ0ld9tOYEp5Og5Hpb5mvrZvyhp10Nd5u48wZ9tBHtt6gP05BSw/fopb/rednZm5Prf54kgao/67kX5L1/DktiQcHjd/rjqRwTVfbapyv5cuW8/SpJN+KUN13PeVkJrF2UvX8NbeY9VsVT3PtKpL27PMNoeTp3ckMXfnIRJPVT7eqYVWLvhkbbX5yCi28dCGvfx54z7+tnk/j209wOxN+9ifU1DHktXeq3uO0vGDlRTZvQwgW0vejmNDny+NeT66O1lo5fZVO/jtj5WHWKnqNX+zOhy8te8YTiofi+XHTzF//3Fe3n2UR7bsJ99t3KKThVYmf7+t2vTr8j3jD/76vHt+p61LzeKnzLwqtjBOFdv4Y4IZb+62VeXDv3x77BRTvt9Gt0WreGTLfl+bV5CUW8iAj34kx+b/YQMa8jPnme+6lF1qpu11V5OVsJGSXHNu2vPyy5op215zBUffeJ+8n8y4ktmbt5G/9wDtx19P+rf/I+3rFTgdDjJW/UjBgUMmQbexGX1tD6ZTv9PeeOOZNZZGC8bmbDvI2pNZzD6/Fxe3a8HR/CKigoPpFBXOea1ivW6zOyufFcdP8c7l5/HM0H48unU/3x07VfZ6cn4Rh3KLWHUio8p9f3Dl+Yzt1q7eZUhIzSK3mi8n930Nj29Jn7go6jx2iBvPtKpL2z0feTY7Qz5LoGdMFDPP7cHw+MojsD+eeIDDeYVV5mHViQymrtzO7X078+SQs/jHRX145MLePD6oLx8cSGFXVvUXDH+4qXt7Ugv9U2Xt7TjW5Hypybngi7/Ox9pqHxlGv5bRXs+Zql7zp4ISOw9t2MfEnu2xUPFYFNkd/GXTz/yqTyfuPqcrcaEhvLE3GavDwdSV27E6HJzVIor39h/niW0HvaZfl+8Zf6np572qc8fbd9qw+JZsSs9h7cksr9u4rDh+ii7RERzIKSjLw6liG0V2Ox9cOZA1Yy/mqe1J7M3Or7YsxwqK2JWVR47V/8FYXT9zNeGe77qWXWqm5bDBtLp0GJvHTWXfX58gf99+io4eI3/fAVpdPpzos3qz6YZfkjh5Onm79hI7sD+x5w+g3Q2j2XXPQyRcPJriE6lE9+3Fyc++wl5QyPEFSyjJyfW5fc62nWRv3Erm6gRyd+wK9CHwq0bpwF9kd/D41gOsvGEoYL4gftW7Iw9t2MtDA3v43O5EYTH/HnY2FqBbTAQ3dG3Hd8dPcW0XMwRCl+gIhrZr4XN7l16xkVi9TcNTC0fyipj8/Ta2/mI4saWjGeTYSrA7nLQKLx/ewHNfIUGWKptG7E4nuTY7LcMqvhXe0vZMq6q03fNx15qfuLBNHBN7tve67js/H+Om7vEs2H/cZz5TCoqZuW4vX117EfGRYSw4kMKuzDyu7NSanzLz+NuFvXl0y34eHdSnrFyumx2L7A6iQ0xzhNXhwOmE8OAgShxO7E4nwRZLhSYK17Jiu4PwYPN7odjuICw4CAsQXLquBZN2kAXCPKq5vR0/XzyPo7fzJbXQSpuIUIIsFo56OReq4r6txUf6vtgc5pIVWosmHG9lL7Y7KCixE2yxEORx1vh6zV76K9X9/fOVH88y+lo2d+chRnVsTVyoOd/dj0WurYRtGbkcziukR0wkGcU2+reKISwoiDmD+/LWvmMczC3k7BbRPHhej0rlrsv3jLdj5a3cLlnWkkqfVXfePpO1OXd8fafd0rsDY7/dwlfXXkSwl+Z5u9PJ18np3HtON745ls7VndrgcDqJDA5iXLf40rTD6RUbSceocJ/5d+keE0mwxVJhXV+faTBNwHm2EmJDKx+bmnyXeX4mfH1+vZ1TvvJdbHfUqexSM5agIPq/8CQlefkER0XitNsJchvq57w3/4MtI4uQlnEVmiH7Pfl3+vztQYLCw8qGrGg//jraj7+uQvreto87/1wuXr2sEUrX+BqlZiyz2EaLsBCGtmuBw+kkxGJhV1YercND6RDp+8NxZcfWFT5wLcJCGNu1dr+efsrM49Jl63l599FKrx0vKOanzDyvD9dFx2XliQyS84t4afdREk/lMm31TrZn5PKXzT/z7I5D1e7Lmzf2JvP41gMsOpjCNV9twupw4HA6vaZd1zLvyMxl0cEUWoaFcOcPP/Gfnw6T7fZr96fMPIItFvq1iK4yzVf3HOX/zu5CfGQYf964j/n7j/PYoD68svsoG9LMwIOui8THh07SYeFKXth1hGmrd9Llg5UczTdTV3x6OJWId74jy1rC4bxCLvtyA7M2momrvz+eQb+la3j+p8Pcs3YXXRat4u19x3hqexJjv91C3yU/kFFsK8vTU9uTuP6bzbSb/z8+OWyaOOp7/DzfQ4fTyZ827CMxI5ex325hT1Z+hXNhe4bvpi9v23qmv/z4Kaat3slre5K5b90eIt/5rizNOdsO8sS2g4z7bgvP/XS42rz7KvuLu44wc/1evkpO58ODJyqMBuLrtXd/Pk73RauZt/sofZf8wNv7jnnNj7cyelsGkF9i54VdR7i+9DPseSzaRYQxtXdHrvhyI6/uOUqxw8GUnh0ocTj5Z+JBYkODGdgqls+PpPHp4cpzlNbme8bXsfJWbjDn7dydh3h40z56fbiamev3cKCapvn6nDuewoKCaB0eysIDlWcMOVZQxDM7DrHi+Cm+OZbOMzsOcTS/kBXHM4gqDZjsTidPbU/i/nN7lAXCVekcFU7P2Mgafaaf++kw/0o8wIIDKYz8ckNZN4iafhbdzwNf2/g6p6rKd13LLrUTEhONJSioQiDmEtq6ZaX+YADB0VGVxh7zxtf2TVGjnJkdo8K5ulMbXttzlPwSO3ec1YVZG/fy74vP5oVdRzicV0jHyHBmntfDZ01Prq2E5PwiLu9QzYjoHga0iqFtuPdBVxcdTOHLo2leX1twxcAKX+DjS39hzRjQnYxiG5lWGyPatyIqJJhpq3fywHk9qtyXp9UnMvn22Ck+HHU+AJvScjicV0SIxeI17dpwz8f61GziI8P4VZ9OnN86lnvW7mLqyu18OXoQxXYHHyad4LFBfUjOr3qerw1p2Tw55CxOFlp5eschVlw3mJAgCzsz8/jHRaY2zPXlfHOP9kxbvZO+cVHcf253/rRhH2/uTebRQX24vkt5MN07LophbrUAozq1ptjuoHNUBDPP7cGgNnE8vvUAuyeOYNbAnly6bD3rUrO4uLSZdUKP9vz9wt68sOsIj245wE3d23M4r6hex8/zPdyQls2urDzmDOnL2S2isTocFc6FFlXUknjbtk9cdIX0O0dF8OqI/gRbLFz8+ToePK8nA1vHkngql7CgIKaf1YmxXdsxYtl6bu/TqcqaPm9lH9GhFQsPpLD2xosBWJuaRXFpX7v1adk+X5vauyN3/LCT7jER7Jk4gt1Z+WQU2yrlZ292fqUyeis3mG4HMSHBZbVq3j4vr106gKGfr+MPCbtZcMVAQoIsOJxO7j+3O/ERYdy9dhcLrzifn3MqX4xr8z3j6zzxLHd4UBAOp5MZ6/aw7aZLaBEWwsCP13Jxu5b0jqt6fKP6nDvedI+JZM3JTG7t06nC8s5REUzo0Z6dmXnMGtiTL4+m8dcLKg6G+fLuo3xyOJUdGbmMaN+Kc1pW/eMryGJhRPvy71pfn+lL27fi00OprLzBTHpvdziZsGIreyZeRnJ+zT6L7ueBr/fF1zlVXb7rUnaRQGi0kHP+FQOZ1LMDM8/tweb0bC6Jb8V7+4/z2eFUnh7aj/Hd49mcnuNz+/+3/RBvjDi3TnfQ+bpLZ+a5PVhx3RCvD181dhYL9IyN5MNR57M06SQrjp8irai8/1JN7whafPAEI90CyzcuG0DfuKgq064NVz6OFxRzXqtYBreNIzTIwp8H9uS7Y+lkFNt4ekcSU3p1ILXQSnqRDSemGcDbF110aDAFJXayrDYig4MY0b4Vu7Py2Zedz5UdW3Mkr4iBrcv75IQGWWgbYQKHDlFh7KlhX42I4CDaR5ov5h6xkbQICyGitKmyY2Q4KYXld9T0b2VGnZ/Qoz3bM3JJyi30y/Fzfw8vbBPHobxCLvliPalFVvq4XYCrOxV9beue/jktowkLCuKZHYew2p387cJegPmhkG0rYfWJTJJyC3l/5ECKq2na9Fb2xQdTKlycukZHlP3gqeq10CALUSFB9G8ZQ1xoCJ8cOuk1P97K6KvcB3IKaO0RTHp+Xu5eu4v/DD+bNy87l9+s3snHh04SZLHQv2UMUSHB3NWvK6FB5rk3Nf2e8XWeeJY7PDgIJ6bZLDHDfD91j42gV2xkle8F1O/c8aZHTCT7sivXxn1/PIOXdx+lVVgIr+45SovQkEr9aH/fvxvrxw1jQo/2vLz7SI32Nyy+YnOpt8/0Z0dS6deyvFyjOrXhYG4hu7PyavVZdJ0Hvrap6lhWl++6lF2ksTVq/V/r8FAcTicLDqRwa5+OPLktielndcYC7MrK42wfTWXv7T/OpJ7t6RYT4fX1uvrv0TT+lXjQ6yPbR8dVC5BWZGXM15sZ2q4FY7rUYeoiICzIwsb0ivOKOZxOv6Ttrm9cFAdzy7/Ae8RGYsFCicPJjow8pv/wE+OXb2X6DzvJs9kZv3wrm9IqB8XXdm7LN8dO0a9FNDd0bcezOw+x/PgpRnVqw1v7jvHRoZPcfY5/R+/x1k/K20yq7SPDiAgOIizY4vfjFxpkYeP4YVzaviWXL9vA98fLL3LVXU+r2tbd3ux8/pl4gHdGnlvW9y29yEZ8RBgTe7Yve7QMq7qDmreyF9udHPK4McMVCFT1midf+fFWRl/l7hQVTmoVF+Sj+UVsSc9hRPtW3NqnE3MG9+Ult4tnVEgwozu3qfIYQM2+Z2pzngRbLLx12bnMWLeHr5LTGdO5LUNq0Fe1PueON3an02t/tRZhIaxPy+LGbibQvL5rO9pFVK6htwBTenWs8j1wd0XH1tWuE4Sp8XTpGxdl+nNZ6vY96Wubmn6WfOW7tmUXaWyN3hj73v7j3NqnE0EWCzaHg6tLv1xPFdmICTVt/FnWkrIP+OdHUukTG0X/ljHYHE5WncjgYG75BcTp5d4l9+3BfInZvVzFI4KDiQ31/vC8KIUFmwVFdgeLDp6goMROt5gIThRYK6TtuS+nE693V03t3ZFPD6fy8aGTOEo73+7Jzq8ybc+0fKXtno9f9IinxOEsa4bcnZXPqE6tiY8MY/Go80m48WISbryYZaMHERsaTMKNF3NJ+8p3W07v14VdmXmsOH6KxaPO5/f9u/GH/t1Yft1g7jmnG2O6tK3Qsdg9X+5lCA8OIjokuOwXb2qRtUKNj/t2VrsTRw1u79uUnsMl7VvSOSqiyuPni+dxdH8PvzxqahHnXnw2j13Um+XHT1U4F6ribVvP9B1OJ9N/2Mn9pc2yYM758d3jmbvzEFtPmcB47cksdlYzvIG3sk/o0Z7/pWSU/bjIsZZgtZt9V/Wa53HxlR9vZfRV7gGtYjhRYK0wPI37sQgPCiKtyEpJ6Zt+UdsWdImq2w+w6r5navM5A9iXnc/y64ZwXZe23Nu/W4XX3L9v3Letybnj+V0F3r/TwNxEM6BV5RrBC9rE4nDCNZ3bkJRbyO19O5XVHNqdzgo13VtP5XBXv/LZK9KLrGzy0iLhhLL3wX2Zi+t4je0Wz4a0bApKhyDZkZlLr9hIzmkRU6tj7DoPfG3j65yqKt/VlV3kdNKowVhBiZ31qdlcWfrLZfb5vXj+p8O8uucoN7rd1vz63qP8euV2vk5OZ8KKRC5dtp7Qt78l7O1veWD93rImguMFxbyxNxmbw8l7+4+TZ7NX2B5gY1o2W9Jz+CY5neMFFQeNG9WpNX8c0N3rw7OjZ2RwMOO7xzNhRSKhQRYO5BYy6ftEUksvHk9tT6q0r41p2WxKz+abY+mkeOx7SLsWTOrZgUnfb6PzB6s4VlBE/5YxXNmxtc+03dOqKm33fGQWl/D5NYN4ZMt+FhxI4bGt+3lyyFm1fu8smH50u7LymbFuD++XNv28tOsIT24/SJa1vGP9iuOnyCi2sexoGicLrXydnM6W9BwO5RUSGmTh7nO6ctmy9fwhYTetw0M5klfIsYIiElKzSMot4L9H0zlVbGNJ0gl+zsln1YkMdmfls/VUDt8cS8fmMHdJPbh+L//eeZhXdh9l/siBAD6Pny/ejqvn+TL1f9v55PBJ8m127uzXpcK5sOZkps+0vW3rmf683UfZnJ5Dm/BQXtx1hOk/7CQpt5DRndswoFUMgz5NMJ2iM3IY3Lbqyc+9lX19WhZXd2rDkM8SuGftLnZm5pGUW8hPmXlc0bGVz9cWHkghv8TOK7uPkmUtqTI/nmX0tax1eCgTe7ZnR2lQ6Xks4iPD+PP5PXl0634+PZzK98dP8fAFvaosszc1+Z7xdZ54lttl/v4Uzvv4RwZ89CMjlq3nxV3lNXau7xtvn8nqzh337yrw/Z0G8OPJrLJj6W5jWjZD2rUoC6rd72hclZJJ7w9/4P51e3hyWxIXtY3jqk7ltYuv7klmyGcJJOVWrCHdnZXHwE/Wlt0w4+szfVaLKP5+YW/u+GEn3x47xTM7DrHoyvMJCbLU6rvMdR70axHt8/Pr7Zzy5J7v6soucjqxOJ01qDrwYdKkSQAsWbIE7hxT7fp5Njs2h6Pa4QYcTicFJY6ymrLaqu/2VSkosRMVEoytdMRoC/UbPTrPZic8OKhCk5y/0vaUVmT12nxRF+lFVrKtJXSPiaxT/lzHsT7lK7I7sDudlYYf8OfxczidWCwWsoptlc5bVxnqsm1NpRdZaR0eWuO+kr7KnmMrISYkmBKn0+swIL5eqy4/3spYVbmPFRTx1LYk/jP8nEppe+aprne+1fR7pqbnSUaxjXd+PsYtvTqSVmQlx1bC2/uO8ezFZ9MyLMTn901Nzp2aflclnsrl48Mnebx06JjasJUOIePqe+npzX3JTOzRodINBbk+hqrwJs9mJ6WwmN6xkRXO1bp8Fr1tU5vPknu+fZXd8uY3LF68mMmTJ9eofKeDCtdbOa1YLJb6nk9LGvU+X/OFU32AFGSx1CuQqu/2VXFdfN2Dp/pc7L3l019pe/JXIAbQNiKMtvVIz3Uc61M+XxcXb8fvl//zPnL78PiW3DfA9yTarguLtwuAqwzVpV3XQAyodIyr25evc8cV2IR5Ceqqeq26/Hg7PlUds85REdzetzPLjqRVOchnfYYgqOn3TE0/Z8/uOESOrYSOUeF0jAonrchKj5jIsv5bvr5vanLu1OS7Kim3kM+PpNYpEANTzlAfvdSS84voGRPl9c7OmgZiYI5539DKnerr8l3mbZuqjqUn93xXVfYzXlIyZPm+6U0aQcs46Omfpm8NuiLNwqIrzz8j0w7kvhrKRW3jSM4varS5IuvrvgHd+evmnxn2+TqGtmtBvxbR3H9uj0bbf5AF/n5h7+pXrIMu0RF0ifbvjVHSSLJy4ER6oHMhfuKXYGzu3LkkfJ/oj6RExM261Gz6xkXRJqLutWviH11jIkgpLCalsJiV1UzBJiJSG34JxhISElhqOwnD/JGaiJRZCl2qGZBXRGpuXaAzIOKF/5ophwHqVyjiXxa4HzhzuhmLnN4mAUsDnQmhxG4nJLhh+nafiZrHpE8iIiJy2rj0wXtZumZloLNx2lAH/ubgDmAPMBBIAuzAWcA2oAuwOHBZEzlTfQY8BYQCI0uXnQB2AM8BFwcoXyJngg9m/Z1Ores/S0pToWCsOcgCVgJhwK1AHjAPE5RNDFy2RM5k4zEfoyjgcbflS4CqhwIWaZrspTMeFFmtREeU36WbU5CP3eGgVUz5/MW9OnTCWlI+WHhqViZt4lqUTqflNlZdiRnMODSkaYcraqZsDh7BBGKegoHHGjkvIk1IDJWH57gauDIAeREJpHeXf0332ycxb9mn9L1zKm9/9xUOp4Np/36S7UkH+cu7r/Psx6YZ5qfDSVz6wL28/OVnOJwO/vTWKyQe3M/YR2axJ7l8dos5H87nicXzGffYbJ77tGl3Slcw1hxUNTTVwEbLhUiTtwH4BAgPdEZEGtnUK64mJSOD7vHt2fPa+0y94moOnzxJZm4uIwacx53XjuW9Fd8AMKB7T9q2aAHAhr172HXkEFddcBGv/vFBQoNNDVjiwf2EhYRy9w3j+eftdzL7ndfIzMsNWPkamoIxEZF6+AmYDcwAbglwXkQCJTQkhKiIcPp360FcVDThoaH07NCRDx9+lKVrVrIicTNp2Vll67vupLywd18OnTzBJQ/cQ2pWFn06dQZg0aoVZOfns3rnNpJOpPD+g3+h2Gbzuu+mQMGYiEg9DADmYDrt/4jpQyYikJadxZi/PsTQfucwZrD3W1pCQ4LZ+PyrXNr/PC5/6A98v20LAOk52cS3bMnEEVeUPVpGxzRm9huVgjERET/pAPwy0JkQCRCn04kTZ9nzRau+p6C4mG7t2nMiM6Osgz+A3e7A7nDw5YZ1ZOTmMveue3ns19NYvnUzAOOHjWDuJx+y9cDPAKzdvZOdh5Mat0CNSMFYc1MIFAc6EyJNQxFgDXQmRE4DC1cuJ7+oiFe+/Iys/DwArjz/Qg6kHGPSE4+QmpVJid3OU0sWsnHfHrYc2Mc3mzeQkZvD1Kce55O1P5BfXMSdY24AYPSgIQzo1pNBf7iTkX/6I4kH9jO4b79AFrFBNe17RaWijzDtKFbgA9TBRaQePgM2Ag5Mp/2bApsdkYCaesXVTL3i6grLzu3ek+PzPyYkOBiLxcKUy0eV9RU78q65O9LhdHDbVdeSlZ/HTZdcVrZteGgoXzw6h/ScbFrHxhJkadp1RwrGmpMJpQ8RqbfxpQ8R8c19fDBv0x+5giz3McjctY1r0TAZO8007VBTRERE5DSnYExEREQkgBSMiYiIiASQ//qMJQMf+i01ESmVEOgMiDQhyYHOgIgX/gvG1gFT/JaaiJR6rvQhIlKmZxfo2C7QuWjeIvw38Vm9g7GlS5f6Ix8iIiJSQ1udNlIcGjQykDo6g7jQT2nVKxibOXMmkyZN8lNWpKHZbDZ+/etf89BDDzF48OBAZ0ekydiwYQPPPvssCxcuJNjL7fty+rnkkksCnYV6ef3APr5KUaNrIF3XsQvzBg/3S1r1CsaGDx/O8OH+yYg0vIKCAgBGjhzJDTfcEODciDQdYWFhPPvss0yYMIGwsLBAZ0dEzjC6m7IZsdvtAPrlLuJnrs+Uw23uPRGRmlIw1owoGBNpGEFB5qvU9RkTkdpx1vKz4yxuWv3lFIw1IyUlJYCCMRF/cwVjqhkTqZsTs/5G/o/rql/R4SDz/Q/I/eo7jv3+gVoHcacrzU3ZjKhmTKRhKBgTqZ92D95HcOvW1a6X/8NaLKGhxP1iLJGDzsfSRK5nqhlrRhSMiTQMBWPSZJWe006brWyR02YDp7PSqk673XtNVQ3SCOnQHoIsFbZx2u3mb1F5k6T10GEspZ+30G5d3XbuxFFYWLuynUZUM9aMWK1WAMLD/TdQnYgoGJOmp2j7Tk69/Dqx116DLeUEBT8m0Oo3v8aenUNR4nZsJ1Pp9OwcgmJjAMhe+glOWwnFe38mctD5xI27ocZp2DMzSX/xNaIvG07cjddTkLCeUy+9RotJN2M9mETBhs10euEZrPsPUrRzF0ExMVi++C8x14wiKCKCnM+/xFFYRHBcHPmr19D6rmmE9eoR2ANYS6oZa0YKS381REZGBjgnIk1LaGgoYMbyE2kKIgaei9NWQnCb1rS5+05a3jaVrEVLibvxetr/428Et2xJ8d6fAbAePIQlJITY60fT6te/JPO9hTjy8mucRmi3a3C8DwAAIABJREFUrgTHxZbtO2r4xThLSgjp1IG29/+e2GuvIu+774kaNoTQbl0J79eXuBuvJygigsLE7RSs20jLKROIve4aokdcQuqTz55xfckUjDUjCsZEGoZrbDFX7bNIU2AJDSW4ZQsAQtrHExQdhSXM/PAIbt0Se2YmAPk//Igjv4CinbuxnUyl7f1/KGuSrGkaeHafCQ4hOC7O/LdlS2zJx7zmsWD9RkI7dyp7HjHwXEpOnMR29MwaEFfNlM2IgjGRhuFq+lcwJk2Vt47yztI+X/acXMJ69SD60mHlr1kr1xJXlUad82UJwpp8pOx5SKcOYLGYxxlENWPNiIIxkYbhqhkrbmJjH0lzVx4oOUtKwOE9cIq6eAg5ny7DejAJgOI9e7EecQVINUsDhwPs7n0u3bZz74tpt5tHqcghgyjet79s3DHb4SOEdmhPaJfONSjf6UM1Y82IKxiLiooKcE5EmhbVjElTU7xnHyUnUincvJWwHt0o+DEBW0oKRTt3EdyiheknZrEQPXwokRcOJKxbV47PmEXEgHOIvuwSYq+/tsZphLRtg/XAQZxWK9GXX4rtaDKO3DwKNm4mpH08hVsSsaefIn9NAkW79hAcF0fUxUMI69OLyAvPp+UvJ5L+n5eJufpK8r5fRbuHZpxxQ15YnPWtI5Qzxocffsgtt9xCSUkJljOsClfkdHbkyBG6d+9OQkICw4YNq34DkVqaNGkSAEuWLAHgnk0Jp91E4facXIJjYwLSROgoKsKekUloxw6Ntn/XROEWi4XFixczefLkuia1RDVjzUhRUREREREKxET8zFUzpmZKac7c74hsbEEREQR16hiw/deX+ow1I3l5eURHRwc6GyJNju6mFJH6UDDWjGRnZ9OiRYtAZ0OkyVHNmIjUh4KxZkTBmEjDUDAmIvWhYKwZyc7OJq50ED0R8Z/g4GDCwsLK7lgWEakNdeBvRlQzJtJwYmJiyMvLC3Q2pJkY1LpNoLPQ7PnzPVAw1oxkZ2fTrl27QGdDpEmKiYkhNzc30NmQZuLOXmdBr0DnQvxFwVgzkp2dTZ8+fQKdDZEmKSYmhvz8/EBnQ5qJlfcUcPgrTUwfSN2vC+WKef4ZRF19xpoRNVOKNJzY2Fg1U4pInSgYa0aysrJo1apVoLMh0iSpz5iI1JWCsWYkLS2Ntm3bBjobIk2SgjERqSsFY81Ebm4uxcXF6sAv0kDUgV9E6krBWDORlpYGoJoxkQaiPmMivu0v3kCRQ58PXxSMNRPp6emAgjGRhqJmSmmOHNhxYKfYWVC2zO60YXeW3+l5qiSZeWm/weY0M1SUOK2UlP7f7iyhxFmM3VniM00HduzOkkr7aUo0tEUzoWBMpGFFR0crGJNmZU3eB3yU+Tg3tJjBsux/M6HV38i2n6TEaeVA8SbOi7yK0XF3s6doDRklx1mR+zoXRd1Iim0f89KmMa/bYfIcGbycNp1+4cP5Zet/VUqzR/gFHCjeyNgWD3DYup3Egq/4Z6e1tA7pHOji+5VqxpqJtLQ0IiIiiImJCXRWRJokNVNKczM8eiJZ9pO0CenGnM4b6RTajxBLGKNipzOh1V9ZkvkY+Y4sBkVdD8C1cffQNWwAAyNHl6URH9KT3uFDfKb5+3bvUuK00j6kF//X9hVGxt7O6rz3G72sDU01Y83EqVOnVCsm0oDUTCnNTbAllPCgSDqF9iMyKJYtBcsItoSxt2gtAP/X9lVKnMWEWSJLt7DUOk2AYEKJDTZTD7UIbk9S8eYGKU8gKRhrJo4fP06nTp0CnQ2RJkt3U0pzl2s/Rbew8xgSPb5smc1ZRInTCoClBsFYc6VmymYiOTmZLl26BDobIk1WTEwMNpuN4uLiQGdFpNE4nU7ACcCgqBv4JuclDlu3A7C/eD3J1t0EW8IAE5gBhFrCCLdEkWs3fZlz7WnYSgM2zzQBnO7/d9obsjgBo2CsmVAwJtKwYmNNk4qaKqW5WJe/hGJnAf/LfYsCRzbnRl5J57BzeOT45cw5cT2HrTvoGX4hYZYIBkVdzwtpt7KvaB3BllBGxU3nXyeuY37Gn4gOasUp+1Ey7SmV0txVtIp8RyaJBd+QY09le+FyDlm3kV5yJNDF9ys1UzYTycnJjBs3LtDZEGmyXDfH5OXl0aZNmwDnRqThDYuexLDoSRWWzYhfRK79FDHBrbC41ff8MX4hVmdhWf+xKa3+wU0tHybMEondWUKwJcRrmv0jRvJOj6yy57M6fN6QRQoYBWPNgMPhICUlhc6dm9atwCKnE/dgTKQ5c3W291Tekb/ic1cg1pypmbIZSE1NxWq1qplSpAEpGBORulIw1gz8f/buOz6KOv8f+Gtbek9IgSQkJCGQAArSixFR8ACPKO0ETuQUFZVDwymeemf5qhz+RPDUs5xyHkgJIKLA0USK9IQWUihJSO9l07N1fn+ErCm7aSSZ7Ob1fDx4PNjN7MxrZ2cn73w+n/lMVlYWALAYI+pC9WPGeEUlEbUXi7FeICsrCxKJhN2URF3IyckJUqkUSqWy9YWJiBpgMdYLZGdnw8PDAzY2NmJHIbJYMpkMzs7OKCkpETsKEZkZFmO9QHZ2NlvFiLqBm5sbiouLxY5BRGaGlzD0ApxjjKh7uLu7s2WMusV9/7ITOwJ1IhZjvUBWVhZCQ0PFjkFk8dzc3FiMUbfIuHgRZbm5Ysfo1Zx9fOA/YkSnrIvFWC+QlZWF+++/X+wYRBaP3ZTUXcpyc1Fw86bYMaiTcMxYL5CTk8NuSqJuwG5KIuoIFmMWrqioCFVVVSzGiLoBW8aIqCNYjFm45ORkAEBwcLDISYgsH8eMkZhUGk2Lj7uKTq/vketqj4b7qrv2W0MsxixccnIyrK2t4efnJ3YUIovn7u6O4uJiCIIgdhTqRRLT0rBk9WocOHfO6OOutuLjj3HiypUet662aLivunu/NcQB/BYuOTkZgYGBkMlkYkchsnhubm7QaDSorKw03B6JqKuFBQSgr4eH4Y+Apo+72uuPPw53Z+dWl0tMS0OAjw/srK3veF2dpeG+6u791hBbxixcSkoKuyiJuom7uzsAsKuSup1MKoVEImn2WKXRoEalgkqtBgBodTrUqFSNugP1t/+v0WoNz2m02jYXJT7u7pA22LZer4dOr4der0ft7e0WlJbi//7730bb0DdZpum6jK2nrfR6PSprapo9X11bi4rq6kbPNdx3TfcjACgrK6HX67u0SGPLmIVLTk7G2LFjxY5B1Cu4ubkBAIqLi9G/f3+R0xDVtUb99csv8eysWYicNAnKykq8/Z//4N2nnkJqbi4+3rEDM8ePR3ZREU5cvoylv/89lBUVuHjjBvJKSvDZSy/B0c70BLNpeXlYt307Iu6+G4/eey9OxsVh3fbtWPDgg0jOysKZhAT8+5VXcCU5GYVKJX48eRIThw5FcnY2Nuzbhz9MmYItP/+MP82YgUH+/oZ1ebq4GF1PHxeXVt/z/86eRaFSCTcnJ/x65Qref/ppyKRSfLhtG343ZgyOXLyIvh4emHvffS2uRxAE/HvvXowYOBDfHzuGZZGR8Pfyau9H0CZsGbNwycnJCAoKEjsGUa/AljHqaYaHhGDq6NHILioCUDc4/eEJE+Ds4IDhISHQaLXwcHbGijlz8OTMmfju4EE8GhGBD5Ytg6ujIxLT01tcf4C3N5zt7Q2PJw4bBo1Oh34eHli1cCGmjxuH/WfPYvzQoQCA2RERGNC3L+4fMQLF5eXwdHXFt3/9K6aMGNFoXabW05q4lBRcuH4dix96CA+PHw8vNzfkl5Qgv6QEFdXVGDJgAKaPHYvDMTGtrutaRgbS8/IwIiQEL82b16XDfViMWTClUomioiJ2UxJ1E2dnZ8hkMhZj1KPMmjgRh2NioNJocDIuDhF33234mZVCAdfb4xu93dxgb2MDK3ldp5mbkxNKyspaXb9U2riUkMtkcHZwqFuHoyMyCgoMP5M0WMbGygr9vb1hZ2MDxe1tNlxXS+sx5dilSxjWoAFi5fz56NenD7zd3fH3J57AiStXcOnGDSgrK1tdV3C/fsgvKcGfP/4YyspK9PPwaPU1HcVizIJxWgui7iWVSuHi4sK5xqhHCerbFwE+Pjhy4QJ0ej2sFQqjy8mNtPx0+iipJuOxOptCLsf1jIxGzwmCgLLKSrz6xRcY5O+PUYMHt2ldcpkMn0VFITwwEC998gkudeEdD1iMWbDk5GTI5XKOXSHqRpyFn8TSdIB5w8ezJk7Elz/+iPHh4SaX0Wi10HdgkHr9QHxj66x/vr7Q0zSYw0sQBKDJ9hquy9h6WnP/iBE4dfUqTsbFQRAExFy7hoz8fBy9dAkqjQaerq4oKS9vtr6G26r//9nERFRUV2NZZCQWP/QQLt640aYMHcEB/Bbs5s2bCAgIgMLEX0FE1Pk48St1t+sZGbiemQm9IODeu+5CoVLZ6LGbkxMmDRuG45cvI8DHx/C6xLQ05JWU4FxSEgJ9fHD8yhVkFxYiLiUFLg4OSM7KggTAxKFD4dRgXFjTbd/MyoJao8Hk4cORkZ+PiupqnE1IgLebG2KuXUOBUonSigqMHzIEb/3nP3hyxgwUKJWoVaux5/RpLJo6FQ62to3W5ezgYHQ9eSUl8L59oYwxof7+iLj7brz97bdwdXDAkunTMWrQIAiCgE0HD+Kdb7/FhKFDodPrse3IEQwPCTHsK09X10b7DQDe37QJj0ZEoFatxvQuvBhOInB2Qov1xBNPIC8vDwcOHBA7ClGvMWPGDPTp0wfffvut2FHIgsydOxcAsGPHDgDA1X372n2jcK1OZ7Qrsjup1GpYW1l1+XZqVCoo5PJG71er0xmmrtDp9ZBJW+4crC+PKmtqjF5R6hkSgqEzZkAikSA6Ohrz5s3raNwdbBmzYMnJybi7wUBNIup69bPwE/U0HS3E3t240ejzYQEBePTee9u1rs4oxNqSx9bIxLIN339rhRgAw3xjLU3t0VlYjFmwlJQUzJ49W+wYRL1Knz59cKMLx5YQdbc3Hn9c7AiN9LQ8nYED+C2UUqlEXl4eBg0aJHYUol7Fy8sLeXl5YscgIjPCYsxCJSYmAgAGt/ESXiLqHN7e3sjLy+PNwomozViMWajExETY2dnB399f7ChEvYq3tzdUKhWUSqXYUYjITHDMmIVKSkpCWFhYs5mRiahreXt7AwDy8/Ph6uoqchqyVP4jRsBr4ECxY/Rq1rfvDtAZWIxZqMTERISFhYkdg6jXqS/GOGaTupJzTRlQVih2jN5N1geAT6uLtQWLMQuVlJSEiIgIsWMQ9ToeHh6Qy+UcxE9d6+D3wIVfxU7Ru90zCVj2eqesin1YFqiyshIZGRkcvE8kAqlUij59+rAYI6I2YzFmgZKSkiAIArspiUTi7e2N/Px8sWMQkZlgMWaBkpKSYGNjgwEDBogdhahXqp/egqinqdbqunwbWn3Pm9alRqdr8bHYWIxZoKSkJAwcOBAyke9BRtRbsRijnkYnCHg99ia+uJaJIbtOQdOFBdOEveew81bPaBk+U6DEoJ0nseF6ttHHPQUH8FsgXklJJC5vb29cunRJ7BhEBtGpebCWSRE1JADT+nlAIZV06vrPFCgxxNUBjgo5tk6+C33tmt8bUgzjPF0Q7GQHwcTjnoItYxYoMTGRg/eJRMRbIlFPE1dSAdntG1+HONtBpdMDqOtSVOn0jboWdYIArV6AThBQZaRbUycIUKq1hscZlbWY98sVwzoHONqiaa0nAKjQaNFUa9sypWmGeuUaLUpVmkbPyaUSSFp4XFCjhk4QRC3QWIxZmNraWty6dYstY0Qi8vb2RmFhIXQ9bFwK9U670wtwPK8Up/JL8XFCOr5LzoXNt4ehVGuRXlmDSfvOY1VM3c3td6Xlw3vLMXySmIElJ+Lhu/UYMqtqDev6+noW3rmUgm2puXhwfyzUej2O5ZUgq6oWnyVlYmtKLibsPYfPkzINr1mfkI73Lqdgc0ouIvadx+XiijZtyxRjGfSCgCUn4hFXUoHXL9zE2qtpra5HLwh45fwNXC6pwMxDF3FNWdWu/dqZWIxZmGvXrkGn0yE8PFzsKES9lre3N3Q6HQoLOSkniS+yvyfCXRww1tMFK8L7Y16gt+FnQU52GNvH2fD40QAvqHV6hDjZYWPEUCwN9cM317MAACfySnEouxhvjwjGs4P80N/BFumVtZjl7wkAeDG8Px4L8oGHtZVhfYezi7E7rQBv3B2EZwf5YV6gN2YfuQSNXmhxW6aYypBeWYtStQYTvVzxVKgvNibntLpfzheWIVFZiSl93fDlhPBO77ptDxZjFiY+Ph5WVlYICQkROwpRr+Xl5QUAnN6CzJJCKoGHjQIA4G1nhWtldS1G0al5iPD+7RZfX08KR4iTneHx7V5QyBsUNT9mFCDU5bdl7u/rjtSKGiQpK1vclimmMgQ62mL7/Xdh5618HMkpRmGtutX3OdzdCWmVNRi/5xwKatUIbvBeuhuLMQuTkJCAQYMGQS7ntRlEYml4SyQiS2EllSCmqKzRc3rht5FWxtqVpACSGnT/hTjZQSqRGAq3zspQWKvGQwcuYHQfZzzk69GmdSmkEsTMGosJXi64d+95/JJT0rFQnYDFmIWJj4/HkCFDxI5B1Ku5uLjA1taWxRj1GBq9HtrbhZO1TAp7uczQelRQq4ZKrzcs23Agu65BsbUgyAe70wuwKy0fekHAgawiXCurgpWsrrKqvT2AXycIhtfN9PfE+cIyw/xmV0srMMDRFoOdHVrclimmMmxLzUO1Vgd/BxvkVasbrUsQGm+n/vG+zCKUqDT4aMwgvH1PEH7OKW51+12FxZiFSUhI4Hgxoh6AV1RST3G+sAwn80txKKsIF4rKoZBKsGywHybtPYflZ5LgZq1ARmUNsqtrcSSnGCUqDfZmFiK/Ro0DWUW4WFSOtMoajOrjjLmB3pj7yxX023oc2dW1CHNxgK1Mhln9PTH7yGWsi0/HxaJyHMwqQk61ClP7uePvw4Pwp1/jcSi7GB9eTcO2yXdBLpW0uC1TTGWY7OOGlIoazP3lMgpq1dDqBayJu4WYwjLEFpXhYHYRcqtVzR4vOBqHH9LzUaXR4alQ3278VBqTCEIbSlEyC1VVVXBycsKuXbswa9YsseMQ9Wrjxo3D2LFjsW7dOrGjkAWYO3cuAGDHjh11T3z+3h3fKLxaq4OdXAatXmg0zqs1lRodrGXSZgPe69dn6jW5NSoEOdpC2tE+ylYyaG6/DwnQpvekFwRIJBIoVRq4WivaH+L2jcIlEgmio6Mxb9689q+jzg4OLLIgCQkJ0Ov17KYk6gH69euH7OyeNcs3UUP1hVN7CjEAcFAYL7hMFWL1rwlRtG2A/B+OXjH6/LjbV4OaytCwMGvLe6ovCjtUiHUyFmMWJCEhAXZ2dggMDBQ7ClGv5+vri/Pnz4sdg8jsbJt8l9gRuh3HjFmQhIQEhIWFQSrlx0okNl9fX2RltTxnEhERwGLMosTHx3PwPlEP4evri5ycHGi1zW/ZQkTUEIsxC8JijKjn8PX1hU6n4xWVRNQqjhmzEEqlEtnZ2SzGiHoIPz8/AEBWVhZ8fcW7ZJ4sVNBgsRNQJ34GLMYsRGJiIgCwGCPqIfr27QuZTMZxY9Q1pj4qdgLqROymtBCJiYlwcHCAv7+/2FGICIBCoYCnpyeLMSJqFYsxC5GUlIRBgwZB0gmT6RFR5+AVlUTUFizGLERiYiLCwsLEjkFEDfj5+bEYI6JWsRizEImJiRg8mAM6iXoStoxRb9Ce6Vuqq6vvaFs1NabvW2nOWIxZgMrKSmRmZrJljKiH6devH4sxslj5+flYvHgxnnnmmVaX1el0eP311/HFF19gyJAh0Gg07drWmTNnMGjQIGzYsKGjcXs0FmMWICkpCYIgsBgj6mH8/PyQk5MDnU4ndhSiTufl5YXQ0FAIgtDqstHR0bC2tkZUVBSio6OhULTvfpDjxo1DcHBwo22dOXMGFRUV7c7dE7EYswCJiYmwsbHhPSmJehhfX19oNBrk5+eLHYWoU6lUKpSWlkImkzW7BZ9Go2nW8hUXFweZrO7m3vVTMJWXl6O0tNSwjFqthkqlAlDX9alSqRp1gcrlcsNFahkZGZg3b55heXPHYswCJCUlITQ01HCgE1HPUD/ZK7sqyZJ8+umniIqKwv79+7F9+/ZGV/GvXr0a77//Pn7/+99j/fr1AIDdu3fj+PHjOHXqFD7++GOUl5djyZIliIuLw+uvv461a9calrOxsYFSqUR6ejomTZqEVatWGc1w7NgxZGVl4bPPPkNcXFzXv+kuxklfLQAH7xP1TP369YNUKkVWVhZGjx4tdhyiO3bu3Dls2bIFp0+fBgCcPn3a0Dp1+fJlWFlZ4cknn8TMmTMxceJELF68GJGRkdi7dy/8/f2xYsUK3Lp1C6WlpZg4cSLs7OywZMkSrFy5EtOnTzdsJygoCGPHjjWZY9asWQCAF198Ec7Ozl34jrsHW8YsAIsxop7JysqKE7+SRYmOjsbEiRMNj/38/AwtY9u2bUNZWRlOnDiBW7duYdOmTUa7EQMDA7F9+3bs3LkTR44cQWFhYYfzWMrcmmwZM3O1tbVIS0vj4H2iHorTW5AlUalUzY7n+oKoqKgId999N+bMmWP4WW1tbbN1FBYWYv78+fj2228RGhqKdevWdTiPpRRjbBkzc6mpqdDpdAgJCRE7ChEZwWKMLMns2bNx9OhRlJWVAagbhK9WqwHUdR1+9NFHuHTpEoC6Lsz4+HgAdYP66wfjb9u2DdXV1fD390deXp7hamNra2vY29sbWsoKCgoatawJgmC4mtLKygqA8WLPHLEYM3MpKSkAgAEDBoichIiM6d+/P9LT08WOQdQp7rvvPjzwwAMYNWoUnnvuOcTHx+PWrVtISEjA1KlTER4ejhEjRiAiIgKXL1/GyJEjcf78eZw8eRKHDh3ChQsXMHnyZKSkpGDu3LkoKCiAVqvFmjVroFAosGzZMkyaNAnLly+Hm5sbMjIykJ2djZiYGMTGxuLgwYPIzc2Fra0tZs2ahdmzZ+PkyZNi75Y7JhHaMkEI9Vjr16/HmjVrkJubK3YUIjJi3bp1+PDDD5GdnS12FDJjc+fOBQDs2LFD5CR1ysvL4eDgAK1Wa2ilqldUVAQ3N7dmU140pNFoDFNVaLVayOW/jZqqrq6GnZ1ds+eNqV9WTBKJBNHR0Zg3b15HV7GDLWNmLiUlBUFBQWLHICITAgICkJubazHdKUQA4OTkBKlU2qwQAwAPD48WCzEAUCgUhvFeTQuu+uKqtUKs4bLmjsWYmUtOTkZwcLDYMYjIhMDAQAiCgIyMDLGjEFEPxWLMzLFljKhnq78zxq1bt0ROQkQ9FYsxM6bT6ZCens5ijKgHc3Z2houLC9LS0sSOQkQ9FIsxM5aRkQG1Ws1uSqIeLiAggMUYEZnEYsyM1U9rwZYxop6NxRgRtYTFmBlLTk6Gi4sL3N3dxY5CRC1gMUZELeHtkMwYB+8TmYeAgABs27ZN7Bhk5s6ePWuYb4wsC4sxM5aRkYGAgACxYxBRKwICApCfn98jJqgk8zRu3DixI5AJc+bMgZ+f3x2tg8WYGcvJycHw4cPFjkFErQgICIAgCEhPT8fgwYPFjkNmKCoqSuwI1IU4ZsyM5ebmwsfHR+wYRNSK+rnGOG6MiIxhMWbG8vLy4O3tLXYMImqFk5MT3NzcWIwRkVEsxsxURUUFqqqq2DJGZCZ4RSURmcJizEzl5uYCAIsxIjPBYoyITGExZqbqizF2UxKZBxZjRGQKizEzlZubC7lcDg8PD7GjEFEbBAYG8mbhRGQUizEzlZeXB09PT8hkMrGjEFEbBAYGorCwEOXl5WJHIaIehsWYmeK0FkTmJTg4GMBv95QlIqrHYsxMcVoLIvMSGBgImUzGYoyImmExZqby8/Ph5eUldgwiaiMrKyv4+voiOTlZ7ChE1MOwGDNTSqUSrq6uYscgonYIDg5myxgRNcNizEyVl5fD0dFR7BhE1A4sxojIGBZjZqq8vBxOTk5ixyCidggKCmI3JRE1w2LMTLEYIzI/QUFByM7ORk1NjdhRiKgHYTFmhvR6PSorK1mMEZmZ4OBg6PV6Tv5KRI2wGDND1dXVEAQB9vb2YkchonYICgqCRCLhuDEiaoTFmBnSaDQA6i6VJyLzYW9vDy8vL44bI6JGWIyZofpiTKFQiJyEiNqLV1QSUVMsxsyQWq0GwGKMyBwFBQWxGCOiRliMmSG2jBGZL05vQURNsRgzQxwzRmS+goODkZaWZvgeExGxGCMi6kbBwcHQarXIyMgQOwoR9RAsxsyQTCYDAGi1WpGTEFF7BQcHAwC7KonIgMWYGZLL5QBYjBGZI1dXV3h4eODGjRtiRyGiHoLFmBliMUZk3gYOHMhijIgMWIyZIRZjROYtNDQU169fFzsGEfUQLMbMEIsxIvPGljEiaojFmBmqvydlVVWVyEmIqCMGDhyIzMxMVFdXix2FiHoAFmNmyMbGBlZWVigvLxc7ChF1QGhoKPR6Pa+oJCIALMbMlpOTE4sxIjMVHBwMmUzGcWNEBIDFmNliMUZkvqytrdG/f3+OGyMiACzGzJaTkxMqKirEjkFEHcRB/ERUj8WYmXJ2doZSqRQ7BhF1EKe3IKJ6LMbMlJeXF/Lz88WOQUQdNHDgQBZjRASAxZjZ8vb2Rm5urtgxiKiDBg4cCKVSicLCQrGjEJHIWIyZKW9vb+Tl5Ykdg4g6KDQ0FADYOkZEkIsdgDrGx8eHLWNEZszX1xf29vb4+eefkZWVhYSEBCQlJSExMREbN27EyJEjxY5IRN2ExZiZ8vb2Rk1NDcrKyuDs7Cx2HCJqxdWrV3H+/Hlcu3YN8fHxiI+PR3V1Nd5++21IpVJYWVlBrVZDEARDqxkR9Q4sxsyUj48PACA7O5vFGJEZOHv2LJ5++mkoFAoLAm4eAAAgAElEQVRotVoIgmD4mV6vR21tLYC6FjNHR0exYhKRCDhmzEwFBgYCAFJTU0VOQkRt8ac//QkhISHQ6XSNCrGGJBIJ7rnnnm5ORkRiYzFmppycnODp6YmUlBSxoxBRG8hkMnzwwQfQ6/Uml7GyssLdd9/djamIqCdgMWbGgoODWYwRmZHIyEiMGTMGcrnxESJqtRpDhw7t5lREJDYWY2YsKCgIycnJYscgonZYv349dDqd0Z8JgoBhw4Z1cyIiEhuLMTPGYozI/IwdOxYzZsyAQqFo9jNra2sEBQWJkIqIxMRizIyFhIQgLS0NGo1G7ChE1A4ffvih0daxwYMHQyrlaZmot+G33owNGTIEGo0G165dEzsKEbVDaGgolixZ0qh1TKFQcKJXol6KxZgZGzx4MKysrHDlyhWxoxBRO73zzjvNWsE4eJ+od2IxZsYUCgUGDx6MuLg4saMQUTv17dsXUVFRhisrNRoNB+8T9VIsxszcXXfdxZYxIjO1atUq2NvbGx6zZYyod2IxZubuuusutowRmSlnZ2e8+eabAABPT0+4u7uLnIiIxMBizMwNGzYMeXl5yM/PFzsKEXXAc889h379+nHmfaJejMWYmRs5ciSkUinOnj0rdhQi6gBra2v84x//wIgRI8SOQkQiYTFm5lxcXBAWFobTp0+LHYWIOmjBggWYN2+e2DGISCQsxizA+PHjcerUKbFjEFEHSaVSDB8+XOwYRCQSFmMWYPz48YiNjYVKpRI7ChEREbUTizELMH78eKhUKly8eFHsKERERNROLMYsQHBwMDw9PdlVSUREZIYkgiAIYoegOzdnzhzU1NRg3759Ykcxau7cuWJHICIiCzZu3DhERUWJHaMjdsjFTkCd48EHH8TKlSuhUqlgbW0tdpxmdu7cibFjx4odg4iILNDNmzfFjnBHWIxZiGnTpuHZZ5/F6dOnMXnyZLHjGPXSSy9h/vz5YscgIiLqUViMWYiAgACEhITg0KFDPbYYqxcdHc05lYiIqFNs377d7P/Q5wB+CzJ16lQcOnRI7BgWR6vVGv1/Q9XV1d0Vh4iILAxbxizI1KlT8a9//QsFBQXw9PQUO06Ljhw5grVr1yI/Px9Tp04FANjZ2WHKlCkYP358o2WPHz+Od999F4cPH270/IEDBxAbGwsXFxfodDqsWLGiUzPm5+fjlVdegVwuxzfffAMAmDBhAl5++WXMmTMHAKDT6fD3v/8d7u7u2LBhAy5dugSFQtGpOYiIyLKxZcyCTJ48GQqFAgcPHhQ7SqumTJmCoUOHQqlUYvXq1Vi9ejVGjx6NiIgIXLp0ybBcVlYW0tLScPz48Uavv3HjBv785z9j1apVeOGFFxAbG4stW7Z0akYvLy+Ehoai4QXHW7duxcyZMw2Po6OjYW1tjaioKERHR7MQIyKidmMxZkEcHR0xefJk7N69W+wobeLg4NDo8bRp06BQKJCYmGh4ztfXF6NHj2722p9++gn33XefofiJjIxEdHS0yW1pNBpoNBrDY51OB61WC51Oh6qqqmbLq1QqlJaWQiaTQSr97WsyYMCARo/j4uIgk8kAAOHh4aipqWntbRMRETXCYszCPPLIIzhw4IDRAqMnEwQBW7duhYODAyIjI1tdPiYmBt7e3obHXl5eOHPmjNFlV69ejffffx+///3vsX79euzatQve3t745JNPsGTJEvj6+iIzM9Ow/KeffoqoqCjs378f27dvh0QiAQAkJCRgwoQJ+PzzzwEAu3fvxvHjx3Hq1Cl8/PHHqKysxLhx4/DFF1/cya4gIqJehmPGLExkZCSef/55HDp0CI888ojYcVpVWlqKv/zlLzh27Bhu3LiBjRs3wt7evtXXXb16FRMmTDA89vDwQGFhIXJyctC3b1/D85cvX4aVlRWefPJJzJw5ExMnTkROTg7UajVCQkLw0ksv4ZVXXsE333yDt956C+fOncOWLVtw+vRpAMDp06cN9/wMDw+Hh4eHYd2RkZHYu3cv/P39DePVNm/eDD8/v07ZN0RE1DuwGLMwXl5eGD9+PH744QezKMZcXV3x4YcfAgBSU1MxduxYZGdn4/nnn2/xdS4uLqisrDQ81mg0sLKyanbhwrZt22BlZYUTJ04AADZt2gSVSgWFQmEorLy9vXH+/HkAdWPAJk6caHi9n58fUlJSDI/l8pa/MuHh4a29ZSIiokbYTWmBHnnkEezZswdqtVrsKO0yYMAAjBo1Chs2bGh12cGDByMvL8/wuKioCAMHDmxWLBUVFcHT0xNz5swx/HNxcTG5XpVKhbS0tEbP1XdTEhERdQUWYxbokUceQVlZGY4dOyZ2lBY1LRaLiopw9OhRDB06tNHzxm6fumzZMpw4ccLws3Pnzhla05RKJZKSkgAAs2bNwkcffWS4QvP06dOIj49vtE6dTmf4/+zZs3H06FGUlZUBAMrLyxvl1Ol0jZbXaDSN5h67dOkSSkpK2rEXiIiot2MxZoECAgJwzz33YPv27WJHMeno0aP46aefkJGRgVWrVmHZsmVYvHgxHn/8cXz66aeG5XJycvD1119Do9Fg48aNhq7JkSNHYunSpXjttdfw448/ory8HM888wwA4N///jcWLVoEoG7utfDwcIwYMQIRERG4fPkyysrKUFJSgr179yI/Px8HDhzAxYsXkZaWhvvuuw8PPPAARo0aheeeew7x8fG4desWEhISEBMTg4sXL+LgwYPIycnB+fPncfLkSRw6dAgXLlwAADz55JP47rvvunlvEhGROZMIxpodyOytX78eb775JvLy8mBrayt2HEgkEkRHR2P+/PmdejskrVYLrVYLGxsbw3N6vR7V1dWNps4oKiqCm5tbo2kpWlJeXg4HBwdotVpYWVm1OU9PvVE7EZGlqr8d0pw5c7Bjxw6x43TEDraMWagFCxaguroae/bsETtKl5LL5Y0KMQCQSqXN5jDz8PBocyEGAE5OTpBKpe0qxACwECMionZjMWahPD098eCDD2LTpk1iRyEiIqIWsBizYH/84x9x4MAB5Ofnix2FiIiITGAxZsEiIyNhb2/fowfyExER9Xac9NWC2dra4tFHH8XGjRuxfPlyseMAAHztbbDz1RXY+eoKsaMQEZGFsJXLxI5wR1iMWbjHH38ckydPxpUrV3DXXXeJHQfbV7+NcVd+6dBrBQCdMf2qWq+HlZHB/Fq9ALm0+yZ4Nba9Gp0OtrLOOak0XJep9Xb3exaDXhAg7cSJexvuy87cf52dUwzdfTx11jmhJZ35nbRkXfW9aOt277+Q0y3b6yrsprRw9913H8LCwvDll1+KHQUAMG7cuFaX+VdSBlZfScXbl1KQXF6Nn3OK8djROMSXVrT4up9zivFdcg4+T8rEmxeTUaWtm5xVAPC7gxcwbNdpDNt1Gu9cSjH6+gl7z2Hnre4bX9dwe2cKlBi08yQ2XM++4/U2XFdr6236nk3tw3r5NWrM++VKm3KUqDR4+fx1vBpzA3+7kIy3L6Xgr7E3kFxe3fE3105fXsuEz9ZjqNXp73hdxvZlZx0znZmzu6n1emy4kQ0BXXc8dfSccCc66zt5PK8ED+6PbfTc2QIlEkorTbziN8UqDf58pm4C68ePXwUAHMouxvxfrsB/23G8eTG5zTluVdQg/PtTKNdoW1+4Hbrye2Eqs0Yv4P9dvYWP4tNwubjuGHB3d7/j7YmJxVgvsHTpUmzatAnl5eViR2nV6iupOJ2vxF/vGoAxfZyRWVULO5kMfe2sMdTV0eTranV6vB57EwuD+2LZYD84KeT4+noWAGB/ZiFmB3jhiwlh+GJCGFYOCTC6jq2T78JM/z53/B7OFChR0YYTXsPtjfN0QbCTHTpj0r+G62ptvQ0ztLQP1Xo9FhyLg1qvx0BnO2xMzsH7V1JNZjieV4IFx+KwOKQf/jFqIP7vnmC8OTwI74wIwdaUXCQqW/9F1Bke6e+FgprOuS2YsX3Z2jHT1mOhM3N2ptbyV2t1ePn8DcwJ9IIEXXM8dfSccKfa+p1saR9lVdUiraIWx/Ma35VjrKcLYovKcTpf2eK6j+QUw9feBinl1RBQV5zV6nTYOnkYTs4cgzVxt3C9rKpN7ye7uhaJykqUqzu3GOvI96KtjGWu1Ogw6sczCHSwQ9SQAIzzNH17O3PCYqwXeOKJJ6DX67Flyxaxo7SoVqfHO5dSsDy8P4C6E89kHzf8kJ6Pl4cFtPjaCo0WV0oqkF5ZA6CuVcbDpm6OsH8mZiC3WgWFVILxXi5wtVYYXccAR1vcact6RmUt5v1yBaomLRzlGi1KVZoWtyeXSlrsctEJApRGTqTG1t1wXS2tt2GGlvahlVSK1SNDsOFGNlIraiAF8JehAUbXmVutQtTZ69h471AMcXXA5pRcvB57Ez/nFONfSRn42/AgbE/97b6iOkGAVi9AJwiNWk7Uer1hP2r1AlQ6PbR6odHrADTa1yqdvtEvBdntNydB3fGl1rf+ubSk6b5s+hkW1KihEwQIMH0sGNNaTlNZG26vIY1egEbfttJeqxegF+r2b8OWOWP5dULjz+mj+DTc7+MGJ0XdiJfOPp46ck4wtp+a5q5n7PvUkLHvTns+Y197G4zu42z0Z48FeeOtS8mG47gpnSDgQFYRpvR1x8HsIjzQ1x3WUil+7+8JqUQCX3trDHC0hY9d2+Y27O9gC5lEYlje1PeungAYLTJbO98Axs+lpr5rpo5hY5kBYOnJBAx3d8KcQC+T79UcsRjrBVxcXDBv3jx8/vnnYkdpUalKA2crOUb3cYZeECCXSJCorISbtQLeti2fcPrYWGFBkA/u2xeDL69lQqXXY36gN6q1Ovja2SD6Vh7G/HQWf/o13uiXPqG0EhP2nsPnSZnNfpZTrUJCaaXRf01/4R3LK0FWVS0+S8pEXEkF9IKAJSfiEVdSgdcv3MTaq2mtbs+Yr69n4Z1LKdiWmosH98dCrdebXHdbNc1gah8Cdb+w372cCkeFDMNcHfFTRiF2pxcYXe+X1zLx9CBfeNpa4dWYG/guOQdvjwjGF0mZOF9Yd89P2e2xUbvS8uG95Rg+SczAkhPx8N16DJlVtQCA3ekFsPn2MJRqLdIrazBp33msirmBX3JKELrzJD5OSMdzpxPhu+04/nMjG2vibmHmoYsI2fErSpqc9NfE3cL0gxfQ57uj+CE9/473XdP9pxcEvHL+Bi6XVGDmoYu4pqxqdiy0RdOcAIxmNba9equvpOL9K6n4/eGLWJ+Q3uL2NqfkwmfrMbx9KQWRP1/CgO0nsCUlF0DzY/m/N3PQf9sJ/CspEyE7fsWniRn4JDED0/36NNsfQOccT+05J5j6TJvm/s+NbOxOL8BH8Wl4LfYGBmw/gahz15DSSvd5Z33G9aykUrhZKwz7u6Hs6lp8eDUNR3KKcTC7CB9eTUNmVQ3OFNS1pOkEAWvibuGlIQGGQrg1/eysEehYV9y09L0DgPUJ6Xjvcgo2p+QiYt95XC42fS5rqulxYOp1LR3DxjIDwNXSCmxLzYWLlRxP/ZqAfyako6yTW/rEwmKsl3j22WcRFxeHM2fOiB3FJB87azzQ1x1fXcvE+oR0TPP1wMcJ6VgR3h+fJGbgL+evY+3VNJPdBl9NCIebtQLLzyRhTB9nyKUS2Mll+HpSOOIfnYCdU+7GD2n5hq6ShsJdHeBhbXy2/W2pufjz2SSj/4pVjbuWZvl7AgBeDO+PYW6OSK+sRalag4lerngq1Bcbk3Na3V5TJ/JKcSi7GG+PCMazg/zQ38EW6ZW1JtfdVsYyGNuHACCVAC8N6Y/Hg/viQnEZNt83DENcHYytFucLyzDO0wX5NWr8v6tpWDUsEHKpBPGllYjsX7d/6k/8jwZ4Qa3TI8TJDhsjhmJpqB++uf35TPf9rZsjyMkOY2+3MNzf1w0qnR797Gzwr/FhWD0yBO9cSsGK8P44/LuR8LK1wtmCxt0/swO88Mv0UXh3ZAjeuphyx/uu6f47X1iGRGUlpvR1w5cTwqGQSpodC23RNCcAo1mNbQ8ALhdXwEoqxbJBfnj3nhD8NeZGiy1/8wK9UVSrxkO+Htg/7R78Y9RAvBpzA0DzY3lBkA9ya1To72CDa3MmYri7ExzkMsO2u+J4as85wdRn2jT3H4K88eLZa3hyoC/+NT4MDnI5xvRxQZCTXYufTWd9xg31d7DFyfzSZs/3s7PB7AAv3OvthlXDAuFjZ4037g7Cg/3qxkV9npSJH9IL8OczSUgyUsQYI5VIMNHLFUDL37vD2cXYnVaAN+4OwrOD/DAv0Buzj1xCcnl1m74zTY8DU5+LqWPYVGYAOFdQBk9bKywM7ovPJ4ThamklFhyLa9P77+l4NWUvMWbMGIwYMQJffPFFmwbRi+W7+4ahRKWBm7UCR3KKMd7TFRuTc/BjegEO/24kUsqrcaGoHCM9nJq9dtnpRPxz3CDcqqjBEyfiIZNI8GjAb03ZjwZ4Ia6kAkdyirE01LfZ601d/RM1JABRJsaZmVJ/UVygoy22338Xdt7Kx63KahTW/la8tfVqo+jUPER4/3ZC+npSuOH/ptbdVk0zmNqHUokEYS4OqNbqsDTUDwpp3WNj7BUyVGt1UKo1sJVJMdHLFUnKKtwoq8JkHzdkVNY2+sWlkErgYVPXdextZ2VoPWuJjUwKL9u6E36Aoy2creSwkdX9belja43cGlWj5cNu/6KfHeBlGBB9p/sO+G3/DXd3QlplDcbvOYfPxodhpIeT4S/29lwg2TTnrYoao8eQse0BdX84WMmkOJFX9wt+U8QwqIx0edar/wVY3w30SH9PPPVrPBJKK+Frb9Mov0IqgZ1cijAXBzgp5MiqqoVbky7/rjie2nNOMPaZNs2tEwSUa7S4XFKOCG839He0wQDH1u/f21mfcUMBDrbYfqv58f5LTgn2ZRbC1UqOL69lwlkhx/G8EkR4uwEAXgjzx/Nh/vjjsTh8npSBf44b3KbtjfX8rcvU1Pfux4wChLr8Vpje39cdL5xJQq1O3+bvTMPjwNQ50NQx3FLmnGoVhro6GpZ9dVggBn9/sllLuDliy1gv8uyzz2L79u09fkZ+N2sF9IKAzSm5+GOwD/5x5RaeHNgPEgCJykoMcrZv9prMqlpcLCrHRC9X/DG4L1aPDMFnSRnNlhvq5mgYt9JW/8ssxHuXU43+M9VEXn8qKqxV46EDFzC6jzMe8vVo13brWUkliClqfMLWC0KnrLuhtuxDO7kMU/u1fNXStH4eOJhdjFBne8zw64O18Wn4OacY9/d1x4Yb2fg+LR/LBvvdcd56xv6iNjEMB162VrCRSVGm1nbqvlNIJYiZNRYTvFxw797z+CXntwHbHfk9XZ/TSiYx+jmb2l5RrQaeNlaYE+hl+OdiZXyMpDFWUikcFXIENihOTOXva2eNghZ+IXfW8QS07ZzQ1u+DTCLBhklD8OLZa9ifVYSH+nlglIlxXQ119mcM1HU3ulg1bxNxtpLjXKESD/t74kJROab79UGfJuctCYD5A3xa/Ayaus/HrdVlpECj1rYQJztIJRIU1Wo69J0x9bm0tD9NZQ5xskNqxW/dyQGOtpBA0mgsqbliMdaLPP7443B2dsZnn30mdpRWbUzOwR+D+0IqkUCj1+OB2yfs4loNHBR1c9ko1VrDScNaKkVhrdrwpbzHwxm+djao0GhR3WBw6sGsIvxpYD/D44brqB/k25SNTAZHhfF/Tf8itpLVPVE/EHpbah6qtTr4O9ggr1rdaP1NtycIMNoFuyDIB7vTC7ArrW6s04GsIlwrq2px3Q3XZWq9TTOY2oft9WSoLxJLK3EkpxjR99+FF8L8sTzMHz//biSeG+yPh3w9DGNAgMbZGr4Ha5kU9nKZ4S/pglq1oZWn4WvUOgFtPRfHFpVjvJcLfs0vNbnvWtJ0X9bvv32ZRShRafDRmEF4+54g/JxT3OxYaI/6nP3sbIx+zsa2BwCz+nvio/g0XCquu3L6dL4S8W2YQqH+Mz9ToMRkHzfYyWVG8zd8/+GuDsirVkNv4pjurOOpXmvnhLZ+HwDgRlkVfv7dKPzO1wPPh/k32k7Dc0LD17X1M274egAwPjS9Tm61CuFGumfvdneEXgAe7OeOWxU1WBzSF2EuDtAJQqOLOy4Vlzdq5S+qVSO2yPhV8wLQqGgx9b2b6e+J84VlhvPm1dIKDHC0xZWSijbv34bHganPxdQx3FLmyABPaPUCsm4Pc0hSVuH+vm7wtG3fH9g9keytt956S+wQ1D3kcjkqKyvx6aef4oUXXoCVVfcdwG+//Tbmzp2LcFdHIPbXFpet1uqw4UY2Xrh9krSWSXEkpxg3y6sR2d8TdrdnWv4kMR3vXErBM4P8YK+QwVomxZ7MQpRrdDhXoMSzg/1wMl+J+/fHokSlwYm8Ujzk64FJDbr86tcxwt0JH98eDDqlrzscGwyKDXS0xRhPF6P/rGWN/55RSKW4fHuwc4izHQa7OGBdQjpiisrg52CLfZmFde9JKm20vWvKKnwUn4ZqnQ6Tfdwabb+fvQ1SKmrwWuxNfHktC6P6OGFaPw/Yy2Um112/LgeFDP++nmV0vTGFZY0yeNtZG92H7W1JlKBuqob9WUXYmpKLnGoVsqtUOJJTjAPZRfB3sIHf7S6wIznF+PJaFrztrBHu6lh3qb6yCg/394S7tQKlag1ePHsN6ZW1sJFJkVlVC4VUim9uZMHd2gojPJzwz4R0HM0twSRvV9Ro9Yb3PqWvO5wUclwpqUBsUTkSlVXYl1mIz8aHwcvW2ui+azg+pamYwrJGn9E1ZZVh//na2+CtiylwsZYjs7IWSwb6wtPGqtGx4O9guitMIZUazemokBv9nK+XVeGHtIJG23O1ViDAwRbH8kqw8tx1HM0tgYeNArNuj9Mz5e1LKZBKJLhWVoWvr2dj/dhBcLNWNDuWT+YrsS01DwqpFGM8665KvlZWhRBne3jbWnfZ8QS07Zxg6vuQUVnbKLeNTIplp5KwNj4NG25kY2tqLqq1esNVjw3PCQ0/75xqFVaeu97qZ9zwvJRTrcKniRk4la/EACc7BDnawarBOeP/LqXinXuCm7Veni8sQ4lai/GeLohOzcPTg+pako/llmLy/2KQWVmLy8UVuNvdEdMatDati0/HY0evYHFIv2ZXjScpKzHsh9NYHuaP0wVKk9+7ezycIJVI8NX1LDhZKfB5UibWjhmEgc72rZ5vmn4vpvR1h7eJ71ofG6tm+7OlzLZyGRRSKSb7uGNN3C1UanX48lom3rknBN621tih1AG2dpg3b167j68eIFEiCG38k5AsQmFhIfr374+1a9di2bJl3bZdiUSC6OhozBvgA3zxXovLVmp00Oj1JqegqKcXBFRr9YaWsnrlGm2jK4xKVRroAbgbWZ+pddypaq3OUDRqbs9GLcGdzUxdqdHBWiZt1C3XWetuquk+vBNFtWqUqbXo72DboXz1+/JO3l+tTg+dIMC+wS1TOnPf6QUBEokESpWm2XHb8FjoSE5jWaUSmNweULfP3awVbZrRX/LNQaTMuxeOClmzrrDW8mdX12LNlVutjlm60+OpreeEtnymJSoNvr2ZjccG+KCwVo1yjRb/uZGNtWMGwcVKbvKc0NbPuK3nlMvFFdiVno93RgS3YQ80fo86QTCMkWzqmxtZmBPgDWcj3Z8VGm2jP8haUqnRIbdGhSBHW8Nx1NHvjLHXtbQ/25K5sFbd6Hidm6YCXD2wY8eONmXqYXZwAH8v06dPH/zxj3/EunXr8Mwzz0Bq5LZAYqs7ibX+y0sqkRg94TU96bf0RTe1jjvV8JdXw+LpTn7hG8vZWetuqrMKMQDwsLHqUGtIvfp9eSfvz9gvLmP77g9Hjc8GP87TBStuz3VlTP0vK2PHWn3+tqzb1C9YU5+zqWO76f42te0xfeomzNQLgtFCDECLhWQ/OxssDumHvRmFLU7yeafHU1vPCW35Pqy9moZyjRY+dtbwsbNGYa0aAQ62hrFbps4JbfmMW3p9Q7cqavBTRkG7CzGg7j0qTIxSy6qqRaCDndFCDECbCzGgbp+HKBpfYdrR842x17W0PxsyldnU8Wqu2DLWC924cQODBw/G999/j8jIyG7ZZntaxoioe3x9PQt/u5CMJ0P7IWpIQLOrI9sqq6oW/extuvw+kZ2hoEaNNy7cRFxJBUb3cUaosz0Wh/Trkj/KTEmvrEH/Frqtqf3YMkZmZ+DAgZgxYwbWrl3bbcUYEfU8T4X64ikj07y0V/00GObA09YKX00Mb33BLsRCjJpiMdZLrVy5Evfddx/Onj2LsWPHdt+GgwYDz77efdsjIiLL93//T+wEd4TdlL3YpEmT4OzsjL1793b5tiQdnRWRiIioDebMmcNuSjI/r732GqZPn46YmBiMGjWqS7cVHR3dpesnIqLezc+v8yaT7m5sGevlxowZA29vb/z4449iRyEiIuqNdvS8eQ2oW73xxhv46aefEBsbK3YUIiKiXoktY4RRo0bB398f33//vdhRiIiIehu2jFHd2LEffvgBcXFxYkchIiLqddgyRhAEAcOHD0doaCgH2hMREXUvtoxR3bQTf/vb37Bz505cvHhR7DhEPUJlZaU5XypPRGaExRgBAGbPno1x48YhKipK7ChEoktOTsbYsWNx/PhxeHh4iB2HiCwcizEy+PDDD3HixAns2bNH7ChEojlw4ABGjx4NKysrxMbGYvLkyWJHIiILx2KMDMaOHYs5c+bg5ZdfhkajETsOUbcSBAFr1qzBzJkz8bvf/Q4nT55E//79xY5FRL0AizFqZM2aNUhLS8O///1vsaMQdZva2losXrwYr7/+Ot577z1s3rwZdnZ2Ysciol6CV1NSMytXrsR3332H69evw8XFRew4RF0qMzMTjzzyCNLS0rBt2zY88MADYkciot6FV1NSc2+88QakUilefvllsaMQdakTJ05g5DZ2DxYAACAASURBVMiR0Gq1iImJYSFGRKJgMUbNuLq64pNPPsE333yDw4cPix2HqEt89dVXeOCBBzB58mScOnUKgYGBYkciol6K3ZRk0uzZs3Hx4kVcvXoVDg4OYsch6hS1tbVYtmwZNm3ahPfeew+vvPIKJBKJ2LGIqPdiNyWZ9tlnn6GsrAxvvvmm2FGIOkV2djYiIiKwa9cu/PDDD1i1ahULMSISHYsxMsnb2xsffvgh1q9fj9OnT4sdh+iOnDx5EiNHjkRZWRnOnTuHhx9+WOxIREQA2E1JrRAEAdOmTUNGRgZiY2PZXUlm6auvvsLy5csxdepUfPfdd3B2dhY7EhFRPXZTUsskEgk2bdqEsrIyLF26VOw4RO2iUqmwdOlSPPvss3jppZfw448/shAjoh5HLnYA6vm8vLzwn//8BzNmzMBDDz2ExYsXix2JqFU5OTmYPXs2EhISsGvXLkRGRoodiYjIKLaMUZs89NBDWLlyJZ5//nkkJSWJHYeoRWfOnMHIkSNRXFyMs2fPshAjoh6NY8aozbRaLSIiIlBeXo7z58/D1tZW7EhEzWzatAlPP/007r//fmzevJl3kSCino5jxqjt5HI5Nm/ejKysLDz//PNixyFqRKvV4tVXX8XixYuxYsUK7Nmzh4UYEZkFjhmjdgkICMC2bdswY8YMDBkyBFFRUWJHIkJRURHmzZuHmJgY7NixA7NnzxY7EhFRm7FljNpt2rRp+Mc//oGXX34Ze/fuFTsO9XKXLl3CyJEjkZGRgTNnzrAQIyKzw2KMOuQvf/kLnnzySSxYsADx8fFix6FeasuWLZg4cSIGDRqEmJgYDBkyROxIRETtxmKMOuyzzz7DiBEj8PDDD6OwsFDsONSL6HQ6vPrqq1i4cCEWLVqEvXv3wtXVVexYREQdwqsp6Y4UFBRg9OjR8PPzw6FDh3iFJXW54uJi/OEPf8DJkyfx5Zdf4vHHHxc7EhHRneDVlHRnPD09sW/fPiQmJmL+/PnQarViRyILduXKFYwaNQrXrl3Dr7/+ykKMiCwCizG6Y+Hh4di/fz+OHj2KJUuWQK/Xix2JLFB0dDQmTJgAX19fxMbGYuTIkWJHIiLqFCzGqFOMHj0au3fvxo4dO7BixQqx45AFqR8f9thjj2HhwoU4cuQIvLy8xI5FRNRpOM8YdZopU6bg22+/xcKFC+Hn54dXXnlF7Ehk5srLy7Fo0SIcOnQIX3/9Nf70pz+JHYmIqNOxGKNO9Yc//AGFhYVYsWIFbG1tsXz5crEjkZm6fv06IiMjUVFRgePHj2PMmDFiRyIi6hIsxqjTLV++HBqNBitWrIBOp8OLL74odiQyM3v37sWiRYswZMgQHD16FN7e3mJHIiLqMizGqEtERUVBIpHgpZdeQk1NDf7617+KHYnMgCAI+OCDD/Daa6/hqaeewieffAIrKyuxYxERdSkWY9RlXnrpJUNBJggCXnvtNbEjUQ9WUVGBxYsXY9++ffjiiy+wdOlSsSMREXULFmPUpeq7KKOioiCTybBq1SqRE1FPdPPmTURGRqKwsBCHDh1CRESE2JGIiLoNizHqci+++CJkMhlWrFiB4uJirFmzBhKJROxY1EPs378fCxYswIABAxAbGwt/f3+xIxERdSvOM0bdYvny5di0aRPWr1+PxYsXQ6PRiB2JRCYIAtasWYOZM2di5syZOHnyJAsxIuqV2DJG3WbhwoXw8vLCo48+itLSUmzfvp33suylKisrsWTJEuzevRvvv/8+u6+JqFfjjcKp28XExGD69OkIDg7G3r174e7uLnYk6kYpKSmIjIxEXl4eoqOjcf/994sdiYhITLxROHW/UaNG4cSJE8jOzsb48eNx8+ZNo8sdPXoUW7du7eZ0dCcEQcCiRYuQnZ1t9OcHDx7EqFGjIJfLERMTw0KMiAgcM0YiGTx4MM6ePQsnJyeMGzcOx48fb/TzvLw8zJ07F8uWLUNeXp5IKam9/vvf/2Lz5s2YPXs21Gp1o5999dVXmDlzJh566CGcOnUKAQEB4oQkIuphWIyRaPr27Ytjx45h0qRJmDZtGjZu3Aig7sbQ8+fPR0VFBaqrq/HMM8+InJTaori42DC3XGxsLJ5//nkAQG1tLRYvXoznnnsO7777LrZs2QI7OzuR0xIR9RwcwE+isre3x65du/D2229j8eLFuHDhAhwcHHDq1CnodDoAwE8//YStW7fiscceEzkttWTlypWoqqqCIAjQ6XT45ptvMGDAAOzatQupqanYv38/HnzwQbFjEhH1OBzATz3Ghg0bEBUVhfLycjQ8LCUSCZycnHD9+nV4eXmJmJBM+fXXXxEREYGmpxOpVIrAwEAcOnQIAwYMECkdEVGPxgH81HNMnToVAJpNCCsIAqqrq/HUU0+JEYtaoVar8eSTT0IqbX46kUgkKCkp4f0liYhawGKMegStVou5c+eiuroaer2+2c81Gg327t2L7du3i5COWvLBBx8gNTXV0K3ckE6nQ2VlJaZPn46amhoR0hER9XzspqQeYeXKlfj444+N/kKvx+7Knic5ORlhYWGt3lFBLpfjscceM1ykQUREBuymJPHt3r0b69atM9oi1lB9d+ULL7zQTcmoNU8//XSry0gkEgiCgM2bN+N///tfN6QiIjIvLMZIdBMmTMCXX36JBx54AHK5HFKpFHK58Qt9NRoNdu7cie+//76bU1JTW7ZswbFjx0y2itWPEwsKCsIbb7yB5ORkTJ8+vTsjEhGZBXZTUo+iVCpx+PBh7N69G7t27YJKpYJcLm/0C18qlRq6Kz09PUVM23uVlZUhJCQERUVFja6gVCgU0Gg08PLywvz58/HEE09g+PDhIiYlIurxdrAYox6rqqoK+/fvx/fff489e/aguroaCoUCarUaEokEc+fORXR0tNgxe6VnnnkGX3/9NfR6PeRyObRaLZycnLBo0SIsWLAA48ePb3ZVLBERGcVijMyDSqXC4cOH8f3332PXrl0oLy8HAPzwww+IjIwUOV3vcubMGUyYMAGCIMDa2hqRkZFYtGgRpk2bBoVCIXY8IiJzw2KMzI9Wq8WxY8ewa9cunD17Fj///DPc3NzEjtUraDQajBkzBp6enli4cCEeeeQRODg4iB2LiMicsRgj86bX61FVVQVHR0exo/QKRUVF0Ov1HKtHRNR5WIwRERERiYjzjBERERGJicUYERERkYiMz6xJPd727dsxf/58sWMQUSeYM2cOduzYIXYMIhIJizEzx3m2iMzbunXrxI5ARCJjMWbm2DpGZN7Gjh0rdgQiEhmLMQvw4osvYty4cWLHIKJ24h9TRASwGLMI48aNw7x588SOQUTtxGKMiABeTUktqKmpETsCERGRxWPLmIU4cuQI1q5di/z8fEydOhUAYGdnhylTpmD8+PGG5fbs2YN169YhOzsbS5YswSuvvAKp9LeaXKPRYP369ZDJZBg3bhy7P4mIiLoYizELMWXKFBw6dAjXr1/H6tWrAQAHDx5EREQEzp8/j+HDhyMpKQlHjhzBt99+iytXrmDu3LkYPnw4pk2bBgCorKzExIkT8cYbb2DOnDlivh0iIqJeg92UFqTpDZunTZsGhUKBxMREAEBeXh7WrVsHf39/PPzww5gxYwYOHz5sWH7p0qUYPnx4s0KM3ZVERERdh8WYhRIEAVu3boWDgwMiIyMBAJMnT4ZEIjEs4+zsjJkzZwIArl69im3btsHFxQVPPfUU/vnPf6KsrAxA3QUCX3zxRfe/CSIiol6A3ZQWprS0FH/5y19w7Ngx3LhxAxs3boS9vX2z5SoqKpCVlYV7770XAHDu3Dl4enpi4cKFuOuuu/Dcc89hwYIF2LdvHzZv3gw/P7/ufitERES9AosxC+Pq6ooPP/wQAJCamoqxY8ciOzsbzz//fKPlPvjgA3z99deGwfs5OTkYOnQoRo4cCQB49dVXMXjwYJSUlCA8PLx73wQREVEvwm5KCzZgwACMGjUKGzZsaPT8xo0bMXfuXPj7+xueCwkJQWpqquFxQEAAJBIJtFptt+UlIiLqjViMWRC1Wt3ocVFREY4ePYqhQ4canvvpp58QHByMsLAwaDQaHD9+HKmpqf+/vTuPj6o6Gzj+my2Zmez7DglIWAQJKAq4QhUFq6AoqKxKq4ItdevLq3XBV6yKtrig1gq0FXEJYBFEQctihQIqArLLloTsezKZyez3/WPIkGFmQqiRQPJ8Px/+mJt7z33Oved+7sO5557LmDFjcDqdFBYWArB//36GDx9OYmIiO3bsoLq6+qzWRQghhOgs5DFlB7FhwwZWrlxJQUEBs2bNor6+noKCAiZPnux9bLlmzRrGjh3r09t18cUX89133wGeRO3pp59m+PDhrFixghdeeAGAadOmMXXqVGbOnHn2KyaEEEJ0cJKMdRDDhg1j165dLa5zww034HA4gv49JyeHhQsXUlFRwYQJE7zLt2zZQmhoaJvFKoQQQoiT5DGl8JOQkODzWxIxIYQQ4ucjyZgQQgghRDuSZEwIIYQQoh3JmLEOYN68eSxdurS9wxBCCCHEf0GSsfPcTc8+iWnSWCrbOxAhxBm7fvJY7PP+2t5hCCHamTymPM89/PDDbVKO4nT5LXNbbW1S9qlltWW5EDj21vytIzib9XM1Ws+JOFCUs7Kbtm6ngQwePJi4uLiffT9CiHOb9IwJAHaMnULGfVNIGHUd9d//wIFHnyJt6p2kTR7/k8ptXlZE395tVm5zzWNvYq+s4ujzr6DSaOg5d3bQbR21dRS8uQiVRo1Kq0Wl0eC22UkZfwuGzJPf46z+ajN5r76NsVsmvV56Bk58cL1223by579DSEI84b16ULH6S9ShoUQM6IurwYLGoCdj+t2ExMUCcOD3T2M5cozwXtlYjxehuN0Ysrpi3n+Q0JQk+syf26o6t7Z+bUFxucn785toY6IozV3BJZ99hKIolP1zNSm3jwaVyucc1Gzahr2iEpfZjL2iioz7pqIxGnxiP/T0C1z4xkst7rdocS4ukwm33UHSmBuxFhZT8tE/6frANMJ69fjZ6vtT23/1V5sx/bAPbWQEistF+j2eaWLqd/yAJiyMsOzubR2yEOI8Jz1jHVz99z/gMptPu17v118g7heej4ZHDrzIk4i0QQ9E87LastzmmsfeJCQ+DkO3rigt7Kt223b2z3yM5LE30W3W78h65AEyH7yfrEdmUL7yc8yHTn4eKvbqy4nM6UfZx5+S99rJx0rRl12MsXsWSWNGkXHvFNQGPSFJCXR/7CGyn/sDLouF72+6C8XtBsBZbyLno4Vk//EJdPGxaMKMZM95nJzcv+G2B58D7lStqV9bKf90LaoQHRm/mkSf+XNxO5wc/eM8T/J7IiltOgdum41jL71O0phRpE4chyY8jJIPPwbA7XCwb+ZjKA4HxqyulC5fRf4bCwLus+DNhdRv30mXGdOIHNAPW0kpaoOe0KSEnzURg9a1/2DXleVYPodmv0iX6XeTNuUOTLv3UfbJ555yB1yEafc+6ra3PB+gEKLzkWSsA7MWl7L3gd/jtvne5J0NZpx19T7LDF3SQX2yOag0Gu+NNhDF5cZZb/JbHqjs5mUFK9dtteEyW7yPwtwOBy6zxffxl6IEvAGeGrvbbsdZV49KrUGlDtzE7eWVHHn2ZXrNm0NYzwsoW/EZx16aT82mbRS9+xFdZ95LxeovfOuhVpP1+9+Q98pfqFr375P775qBPi0FwNMD1Kx+cddeg7W4FFtRCQCZD96PWqfzi0elUZP58PSAsZ6qpfopTidKgO+Jnnq+FJcbxeXGZWk87fbmAz96zhsQlt2dwgWLiR56KdrwsJPH4MQ5cJktNOz/EeuJ+jpr69HFxgCg1unoNmsmJR+toLGgCJVaTca9U/zrZ7OR9+pfSZt6JwCOmjqihwyicu16Mu7zXx8Ct7tgdQQCtt3mTm2n9qpqFJcbFCXodQVQ9eVGogdfgkrreegQP2IYFZ+u9f498eYbyHvlLU9ZQghxgiRjHVjtlm+xlZRR9O6HNBz4EcXt5sCjT2He/yNHX5rP8XfeBcD84xF2jJ1C8eLcVpVb8uHH5L/2NuWr1rBr4n24HY6gZbdW3fe72NT/KkpzVwDgqKph14T7cNZ7brCFi5aQP38BZSs+Y+e4aTTsOxgw9qJ/fMiRZ1+mauNmTzIVJKEsfn8ZKXeNJSQulqMvvkrZP1eT+dB0ipcsxbRrD0DARC79ngkk3XIj+x98HMuxfM96wZJWRaFy7Xoi+vVBn5EGQHjv7KDHILxX8L81aal+BW8uJH/+AnZP+x2Fi5Z4l596vko++Jitl99A8eKP2HbNTZQu/STo9pVfbKB263bqvttJ4aIl2CurKPr7B8QNu8JbfvNzoIuNIXH0SHaOn0bx+8tw2+0k/vJ6z+Fwush//R004WGE9+5B5b82Url2g18dnXUmtBHhRPbvi+J2o9JqMB86ii46kpCEeN9DHKTdlS5fFbCOlV9s4PiCxRyd+zpbr7yRw8++TGP+8aDHW3G7OfL8PBr2HWT3Pb/FciTP77pqzvTDXp8YQ+LjfHrC1Doduqgoyj/5LOg+hRCdjyRjHVj8iGEApE+bSHivbGxFJTjr6okaNICUO26hbPmngKe3o6n34nRqv9lO9ddbyHxoOqkTbkefloqtsCRo2a0VM/RSkm+/mca8AsDTU5Y6aRy62Bhqvt5K5dr1dP3tr0mdcDsJvxzB3vsfQXE6fWKv37mbsk8+o8ezj5M0eiSRAy8Kur/6nXuIHHgR9soqjr/9D7pMv9tz0z94mPgRwwGwlpT6b6hS0fP5JzFkdWHPrx8M2FNnPniIHx+fw/ab7sKQ2YV+f59/RscieMzB69ew7yAqnY7USePIevQBjr74Gs66+oDnK/KSHOzllYSmpXDp+k9IHD0y6PbxI4YRlt2dyAH9SL9nArbiMjRhRm/PD/i3n57PP4U2OopDT71AZE4/VFpPrxpqFenTJpJ8602Ydu+nz6vPE9bzAr96hiTGE3PFZRR/sJzCRUuIvWooRX9bQtrdEyj6+wccee7PnqRLUYK2u6TRI/3qqLjdHH5mLinjbyF7zuNowoxEDuiHoWuGXwxNTLv2YDl0lJihl5H9/JOotFq/66q5hgOH0MVEe3/rYqNxVNdgK6vwLtOnp1D33Y7WnHIhRCchyVhncKL3RJ+RRp83X6Lisy+p3fwN9urqk6uceAx1OhWr1hJ92SXe3z1ffBpDVpcWy26ttMl3ULp8FW6rjYo160i8cQQAlV9uwNg907tezNBLaSwoxHz4qE/s5avWEjVogHe90JRkCNJppTEacDdacdabUOtDibpkAJbDx7Acyyd6yCCsxaVBe6rUoaH0fXseztp69j/0hHc8WJOwnj1InTwO8+GjaAx67+D9n6ql+pWvWoPT1EDdtu1YjxfRe94c3HZ7wPMV1qMbaoOesB7d0YaHoQ4JCbr9qRoLjqONjvRb3rz9/PjEc/SYPYtec2dz4NEnqVizzrOOWu3dd8qdt6LSagnr0S1gXXu/8kcSRl1Hxq8mYdq9j8iLcyj7eBWVX26k++MPEX/dMEy79wdtdyqt1q+OKJ7HmU29qvq0FAwZ6S0e8/ALe2EtLGbHrZNxVFb7vNQRqNdVGxmBy2Lx/lYcTtQ6nU8b0KenYjma3+J+hRCdiyRjnUDTPcNRXcMPk2cQkdOP2KuH/ndl6XTex3hNFLe7TcoO7519YvzWahSXE7X+xDcx1WrMh4951zNkdkGlVqM6JdNS7HashcW+8QZ5hBh71RCqv/oPxm6ZxA2/kuPvvEvNpq3EDL2UktwVVH7+L1Injgsaa2hKEhe+9TJV67+m6N0P/evSK5vs557g8JyXqd3ybWsPQYtaqp+jupaQuFgSRl3n/aeNjAh6vk4VbPtThSYm4KgMnmjbSkpp2LOfqEEDSLr1l2T9z0yK3/3IZx2NQU/slUNOW19ddBSK203Zis9IuuVGCt5cRMr4MaBSYT50BGP3zDNqdyqNml4vPcPhZ+ZSvXETsVdfTkT/C1veRqvl4pXvE3lJDjvG3U3Nf745+bcATSvsgm7YK6q8vx01tRi6dT3ZO4hnLFugYyuE6LwkGevAmgaKu22eHo7ylWtwN1rRpyZ7bhjNBhErLpf/TTrA22RJo0dR+cUGKtasQ3G7qf5qM5YjeS2W7VdWC2+ppU0ez5Hn/kz8tdd4l8X94ipMO/d4B/ebDx5C3yUN4wXdfGKPH3kttVu+xWlqAMDVYA76hmLK+FuwHD5KzeZt9Jk/l7Qpd5A29U76L3mbtEnjiL36clQa38vDXl2DrbTc+ztq0AB6PDOLxryTY47cNjuKw7PP5LE3kTL+VvbOeBTr8SK/GNxW2xm9QdlS/eKvu4bjCxbTsPcAAHXbd2E+eCTo+UJRfM5DsO3hxKB+l+dFCmN2d+wVVX5tpekcqEJCsFfVeF+8iOjXh9CUpFbX8VRlH39K8q2/RKVWozidxFwxGABnbR2aMGPL7e6UOgJYjubTf8lfib3mCp9pK5z1JizNEv6m7avXf42jto4LnnyUrIdmULNpm9911Xz71InjqNu23bvf+p27/abHsJdXyvQWQggfmtmzZ89u7yDEmdu7dy/Lli1j6h/+l68sdQHXUWm1NOw9QOnyVRgzu2C8IIvCRe9h2rWX0NRkqjd8DQqoQ0IoXPQ+LlMD0ZdfRuORPAoXLMbVaCVmyCA0YUZvmaHJiTQWFHJs7usUL1lGxEUXEnvVUDQGQ/CyT5SlMRoo+WB5wHKbGLtn0rBnv/dNOvC8rYhaRcn7y9FEhFO8OJfuTzxCaEoSpl17vbGnjBtDY34hea/+BcvhY1gLjmOvqCSif1//R4UqFfEjhlO9cRPlK9dgLyvHVlZBzeZtVH+1GX1qik8SUbH6S4rfy8VeWU3UwP5oDHoAIi66EHt5BZEDL6Lu2x0UL1mGvawCY7euGLtlEnPlYCq/2EDJhx8T3jsbfXqqp7zP/0XxkmXYikvQpyYT1vP00zXo01Jo2HswYP0i+l9I7dbvODLnT9T+51t0sdHEj7gm4Ply1NRRvmoNap2WyJx+qEND0aenBty+ftceChe8h728kvALe2HomoHlyDEMWV0JSfBMVtr8HMRdew262Biq1n2Fq8GMacduUife7jOOqrVcjVZKc1eQNuUOwNOWajZvozGvgPgRw9EY9EHbnbW41K+O4HmEevydf1Cau4LylZ/jbrQSmdOXor9/SP5rb5N6122e+pxosyFJieTP+wvayAhsJWUk3z6akLhYn+tKn5bi3T7zoekobjeVa9fjamykMb+QLvdP9elGy3/tbbIeeQBtZASZOj0Vq78EYNy44D2xQogObZ9KORsTFYk2l5uby/jx49lgruGZipbHn7gard7kQXE6va/tK06Xz+OTM+EyW1CHhvgM5G6rshWn06fc5vu0l1ei75oedMoK8IwL0hgNKC5XwGkkAnFU1+I0mdCnpZ5x3IrTiaIord7XT9VS/RzVtWijI/2OT6DzFUiw7ZuzlZZT8Je/0WP2rNPG2Xz6izPlmdrEiTbKf4xac61td47aOkqXrSTp5pHYq6txmcyULv2E7k88giY8DHej1e8/CIrbjUqlwllv8ovD57pyu322V5wuz6P2E0lgk4Z9B6lYs46sh2cAcLUxir0zfg8g35cVovNaKjPwdwJNNwzA52b83yZLQMBerbYqO1jCoAkzYsjqctrtmxKAlhKKU+lio9HFnnnvDXjiDT4j25nZ95vACU7kwIu8M7m3VL9gdQh0vgJpzTEITU4keexNVK37t99ku839lEQMWh9za9td4TuLcTY0EJIYT0hiPI7qGvTpqd7xWwHb9IljHCgh9Lmu1Gqf7VVajV8s1uNFVH650ZuICSFEE0nGhDiH9Jn/YnuH0CoR/fpgKynzjI1qYXLgc0naPXdx7OX5fD9mEhE5fTF2yyR92sSzF4BaTebv7jt7+xNCnDckGTvPxVTqGLUlob3DEJ1SAuS1dwxnIgFufh1ubrboh7O8/wLfJV3SQ9l7NkMQQpyTJBk7z0XtCSHxsZ/2OKg1XIoTjUqaixBtKWnk2RlnKIQ4t8ndVbTKc6XXMzJyJoPCRrOncT3/bljMYds3XBk+kVuiH/Out9OyhrX1b1DjKuHK8AmMivodqgAzqOxu/BfHbDswqqNw42ZE5P1nszpCCCHEOUPmGRNeh23fYHU3BPzb9ISF5Bivp8FdjUOxMT1hIX9IXsvqulcodRwCoNhxkH3Wjfwq/i3uiJnDP2tfYE+j/7cHSx2Hea96FjdGPci1kfeSZ9/BVrO8SSaEEKJzkmSsg3Pjwo0Lm2LxWe5SHLiUkxOOVjkLebNiKg7FFrCcBG0mKtSEqAwMMI5EhZpYbSqJ2kyiNMkA1LnKuTP2eeK06eQYb6C/YQR7AyRjOyyf00t/BRqV5xHNQOONbDN/3FZVFkIIIc4rkox1YJsaPuCR431ZX7+AWYUD+bphCQCf1v2ZVXV/4pXyO/mi/i0ADlg3Ue0sZp3pHY7bfYcUFzkOMKfketabFhGiMgCeJG913StcHzkDg9ozNUBv/ZU+nygyqiPJMd7gF9cx+/dEaU5OqBqpTuSwrW0+GSSEEEKcbyQZ68CGhN1GrauMOG0Xnk/7liFht1Fg341WFcLwiGmMjXmCpTXPYHbXMtA4CoDrI2eQEeL7vb40XS8iNL4z2K+vX8h2y6e8Vz2LYsdBv31b3Q1Uu4rpqff/XmChfR8R6pPlRWhiMbkqqXWVtkW1hRBCiPOKJGMdmEalI1RtIFXXE4M6Aq0qlG3m5Vjc9Ry0/ocKRz73xr+N0+fRZOA5o9SnvOtxbeS9PJWyjkuMN7PetMhv/c/qX+WeuNcDDt43qqOwKmbvb5fiRKsKIUId/99VVAghhDiPyduUnYzJVUWXkH4MChvtXeZQrDgVz0eP6U5DCgAAAlBJREFUVWcwl7wKFZeF3coWc67P8s0NHzLIOIY4bXrA7VJ02dS5Tn5w2+SuIlnXXabOEEII0SlJz1gH5/n06MnPjw403sja+jfIt3tmuzxs20ahfT8aVQjgScwClnPiRQA3Lm/iBpBv38XVEVO8v3dYPidJl0WqricuxcEB62YqnHk+ZQ2PmMZB62aUE3EdtX3HLyJ+3RbVFUIIIc470hXRgW01L8WmWNhgWsTN0f+DUR1FX8Mw0kJ683TxVfTUD+XSsFv5RcSvABhoHMXrFZO4LfppsvWDveUcs31Pnn0XdsVKnCaND2oe5xLjaKI0iWSG5tBHfzXgmTtsfsUkXIrTu21mSA6zUzf6xJUVOoBrIqawrOb/6B46iEa3iVFRD/78B0QIIYQ4B6kUT9eJOM/k5uYyfvx4jq2289UDltNvcAqTq4pwTYzfmC670uh9YzIYl+LAjQudSt/ieqfjUpy4cf7kcoQ4X3UdqeONCk/P8tKlMteeEJ3UUukZ66QiNHEBl58uEQPPiwEafvpnXDQqLRrpnBVCCNHJyZgxIYQQQoh2JMmYEEIIIUQ7kmdE57mH37oTa7oM+xPifKQ9pGLHgW0MHjz49CsLITosScbOUxkZGdx2220AhCW3fm4wIcS5ZfDgwQwZMqS9wxBCtCN5m1IIIYQQov0slTFjQgghhBDtSJIxIYQQQoh2JMmYEEIIIUQ7kmRMCCGEEKIdSTImhBBCCNGOJBkTQgghhGhHkowJIYQQQrQjScaEEEIIIdqRFlja3kEIIYQQQnRSW/8fHpRk6meDNpgAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='diamond.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### With Refprune" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0m" ] } ], "source": [ "!NUMBA_LLVM_REFPRUNE_FLAGS=per_bb,diamond python diamond.py" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='diamond.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The incref in `entry` and the decref in `B26` is pruned." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implementation notes\n", "\n", "This pattern is relatively cheap to detect by using the dominator tree and post-dominator tree in LLVM. The incref must dominate the decref and the decref must post-dominate the incref. Since the pass relies on the SSA name for the same object, we must consider that some other SSA names might be aliasing the same object. We conservatively reject the subgraph if any other decref operations are in the subgraph. Also, we need to check that the decref is not inside a cycle that is dominated by the incref." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pattern 3: Fanout\n", "\n", "The fanout pattern involves subgraphs that start with an incref and then spread out into multiple subtrees that have decrefs at the exit node of the subgraph. Return statements within if-else trees are likely to create this pattern." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting fanout.py\n" ] } ], "source": [ "%%writefile fanout.py\n", "\n", "from numba import njit\n", "from numba.typed import Dict\n", "\n", "\n", "\n", "@njit\n", "def fanout(da, db):\n", " if len(da) != len(db):\n", " return False\n", " for ka, va in da.items():\n", " # The incref starts here\n", " vb = db.get(ka)\n", " if vb is None:\n", " # Exit node\n", " return False\n", " elif va != vb:\n", " # Exit node\n", " return False\n", " return True\n", " \n", " \n", "d = Dict()\n", "d.update({i: 1 for i in range(3)})\n", "\n", "fanout(d, d)\n", "fanout.inspect_cfg(fanout.signatures[0], strip_ir=True).display(filename='fanout', format='png')\n", "print(fanout.get_metadata(fanout.signatures[0])['prune_stats'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PruneStats(basicblock=20, diamond=2, fanout=0, fanout_raise=0)\r\n", "\u001b[0m" ] } ], "source": [ "!NUMBA_LLVM_REFPRUNE_FLAGS=per_bb,diamond python fanout.py" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='fanout.png') " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PruneStats(basicblock=20, diamond=2, fanout=13, fanout_raise=0)\r\n", "\u001b[0m" ] } ], "source": [ "!NUMBA_LLVM_REFPRUNE_FLAGS=per_bb,diamond,fanout python fanout.py" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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iInLdebDyn1wbFNwQERERERGR68/27fCPfzR1Lq5vJhMsXdogSSm4ISIiIiIiItef1FRYtqypcyENRGtuiIiIiIiIiEizpuCGiIiIiIiIiDRrCm6IiIiIiIiINJFiL7YpqWfa1nru1xwpuCEiIiIiIiLSyCzA74B3gX5AhYttdgC9gQ/qkf57QAegtL4ZbGYU3BARERERERFpZEuAQOC5yv/7u9jmVqAnYKtH+j8EMuudu+ZHwQ0RERERERGRRnYQ8K38f9/Kn/nARaft/ACT03OZGCM/HIMeFVQf/WFP24QxeqPc4TVL5aOoPhm/Sim4ISIiIiIiItKIVgCbgG3AmxhBjccwAh6/A/7uZj8r8DwQD0wCjlc+Pwd4DbgPeMNpn9eBe4B2wBfAx0AM8A4QC3zYEAW6Cii4ISIiIiIiItKI7scYrXEL8DSQjTFiYxTwODDfzX67gaPABIw1NfwxAh0BwFPAq8CLVB/9MRXYUPnaS8BMIB0jwHG88vdrgYIbIiIiIiIiIk2oG7AUWAasBy642e4mIAkYgTE1pSewGMgDNgNngAVAmcM+fSp/TsUYGZIGhFQ+3xJj3Y9rgV9TZ0BE5EqxWq34+vrWvqGIiIiI1NkDDzzA0qVLmzob14QLwIPAR0Av4B9utvMH9mBMXRkDrAKygEHANIftSqm5nkYkEIQxyuNapOCGiFzznnvuOYYPH97U2RARERG5ZsydO7eps9DsVQDmyv8vBoqBLsB3GIt92tm4tHDo18BgYC7GbV7XAZMxpraMxBjZsR0jgNHN6Xh7MUZ8dHRK81qh4IaIXPNuueUWpk+f3tTZEBEREbmmdOnSpamz0GztBrYCJzCCE7cBrwAPYKzHYcZYCHQ8RlDCijGtBIw1Mp7BGJnxOEawoi9G0GMMxgiQn2MET+4DfgN0wpiSshD4pHLfd4E/AK2vZEEbkYIbInLd0AgOERERkcu3Y8cO3njD+Z4cUhfDgESn585x6bavD3Lpw/pZh23uxbhLSi7wQ4fnV2JMTwnn0sKa/sCXGFNULECLyudncu0sIupIwQ0RuW7ceuutTJs2rfYNRURERMQtm+1am9BwdfB3+L+7D+r2wEUbF69FuNknqN45al50txQRERERERERadYU3BARERERERGRZk3BDRERL+zYsYOCgoKmzoaIiIiIiLig4IaIXJcqKiqoqKio9pzFYsFsNmOxWCgqunRn8JSUFKZPn05ZWVnVds7buFNSUtKwGRcRERERkRq0oKiIXHfmzJlDeXk5O3fu5M477+SZZ55h+fLl/OxnP+O3v/0tcXFxrFy5koMHD9K5c2c2btxIWloab7/9Nvn5+SxZsoTZs2czZ84c/vznPxMUFMTDDz/MW2+9xc9+9jPS0tKYMWMGy5cvZ+LEiTz55JM8+eSTTV1sEREREXE0ciQsXdrUubi+mUwNlpSCGyJyXYmPjycgIIBZs2YxadIkRo0axSOPPMKUKVN47LHHiI2N5dlnn+X555/n/fff56WXXmLy5MkAPPPMM4SEhPDGG28QExPD8ePHCQwMJDAwkI8++ojMzEzAGNnx4IMP0r59exYtWkTnzp2bssgiIiIi4kJap07seOCBps7Gdc0ENNS9DBXcEJHryuLFiwkICGDz5s0ALFiwoGq6ib+/PxERxk20oqKi2L17d7V9TSYT/v7+hISE0KdPH1q2bFn12uzZs5k5cybPP/88y5Yt45FHHgGgb9++jVEsEREREamjbcCMps6E0FA3FlZwQ0SuK1lZWQwaNIhp0y7FiEtLS73a1+Rh2Nz48ePp1KkTCxcuJC8vrypIIiIiIiIiV54WFBWR68rkyZOZO3cucXFxAGzfvp3Dhw8DYLNdihtbLJaq/wcEBACXgiA2m63atnazZ8/mxRdfZNiwYVXPxcXFkZOT0/AFERERERGRKgpuiMh1ZeLEifTt25fBgwczduxY4uPjGTJkCOvXrycnJ4dVq1aRkZHB6tWr2b9/P0lJSQQHBzN58mSmTp3Kz3/+c4qKinj33XfJzc2tlvaUKVPo0qULd911V9Vzs2bNYuHChY1dTBERERFpLszmxj9mcXHjH/MK07QUEbmuBAYGsnLlSrKysggPD8fHx4jxTpgwodpojPXr11fbb8WKFRQXFxMSEsI777zjMu3CwkKmTJmCn9+lrnXHjh0EBgZegZKIiIiIyDVh5Ej4n/+BaQ21tKYHFgv88Y/Qti188AHExYG//5U/biNQcENErkv1WRMjJCTE5fNHjx7l2LFj7N69mxdeeKHaawpsiIiIiIhHn34K0dGNc6wlSyAwEJ57Du6885oJbICmpYiIXLa9e/cyZ84cxowZQ5s2bZo6OyIiIiLSnHTvDj4OH80tFmOqisUCRUU1t7dYwGl6NBZLze0rKoyHo4MHwdfX+P81dlc/BTdERC7Tww8/zN69e7n33nubOisiIiIi0pwcOWJMS/nXv4zfly+HqCj45z/hscegUydITb20/bx58MorsHgx3HEHlJfDxx9DTAy88w7ExsKHH8KcOfDaa3DfffDGG8a+K1bApk2wbRu8+SYUFjZ+ea8gTUsRkevG3LlzWbJkSVNnQ0RERKRZS0tLa+osXDv69gXH6dJTphhBjdhYePZZeP55eP99eOkl2LwZ1q6FpUuNbffuheRkmDkTfvpTI8Bx/DgcOwY5OTBrFkyaBKNGwSOPwP33w6pV0KULPP10kxT3SlJwQ0SuC7OffJI7evVq6myIiIiIXBN+kZnZ1Fm4dvg5fSz3978U8IiKgt27jf8vWQJjx17abt68S/8PCYE+faBlS/jiCwgIMIIhAAsWQFnZlcv/VULTUkTkmmcymXj22WcbPN0ypzmMzr9fDovVelmv18WVLMf1qr7Xp7b96nNtGrKuXG0aou7a97maztOVyEtZeXmDp3mlON65ypXm0EfVVgZoXtfkcnhzvRqz/V2JfrYhXe658KZeNVQZY2NjGyQdqYOAANizp/pzrupMVha0b2/cfcX+aN26cfLYhBTcEBGpo6NJSTw2Zw6rd+1y+XtDePrNN9l84ECN5y8WFPD6J5/wD/twRDcKiov591dfMW/VKj789lvmr1nDvFWrOJuV1ajluJbtOX6cRWvXsmLLFpbbvxmp5Hz99icksG7vXlZu28bHq1dT6ubNp6vrbrZYWLphA8s2biTx7Nlqr+UWFvKzv/61Rjpmi4XVu3Zhs9nqnJeLBQX86eOPvTsJTaQh6q7zPu7a3OU6mJjI8/Z51LXwtn3XhdVq5YOvv2bl9u08/vrrmC2WBkv7Sli1fTsP/PGPlJvNNV6ry3V2bAMAe0+c4E8ff8xDL7/Mx6tXV22348gRfvP22zz62mssXr++avtjyckknT9f63G+2raNT9etY/6aNZzNymJ/QgJ/nj/f474NfU089UVXkqe67anfcqW+fWZ9yt5Q/aydu7oF7utXXfPnTT/iTb26nL/z3rYJqSf7YqB2jnXF8fmZM411M5YvN4Iaq1cb01Ds+9j3mzwZ5s41bvMKsH07HD5s/L+iwlis9Bqk4IaISB316dqV6IiIqjcpzr83hN89/DC3uFjBuk1YGJ3bt6/+R8/JwcRE/rxgAROHDuXxSZN47O67efjOO3n07rv5fv9+kivfnDRGOZqLo0lJFNdhuGbahQu8tXw5D06YwP2jR5OQmsqG/furXne8fuVmMx98/TUTbr6ZH4wcSUhQEN/s3OkyXefrXlJWxi/mziWqbVumjRtHn65dq22/YM0aMi5erPZcWXk57331FWMGDsRkMnmdF7PFwmsLFmC2WOjUrh3f7dnDJ+vWeX1OGlND1F3nfdy1uctxITeX8zk5HExM9Gp7b9p3XW2Mj8ffz49p48bx+0cewc++Qv5VatSAAeS6WeDO2+vs3Abyi4oor6jg9w8/zJu/+hWL168nNTOTlIwM4hISeH7mTH42eTIfr17NvhMnALgxJoaE1FSOnDnj9jifrlvHkTNneOj227kxJoYLubkE+vvTtlUrunXo4Ha/hrwmtfVFV4qnul1bv+VKffrM+pa9IfpZO3d1C/BYv+qSP2/7EW/q1eX8nfemTUg97dkD+/fDmjVw7hysX2+sl7FqFWRkGAGM/fshKQmGDoUHHjAeHTvC2bPGVJRPPjHukvLuu8ZdVCZONNbyGDzYmMYSHw9DhhjTW7ZuNdbt2LevqUve4BTcEBGpZLVaKSwpqfF8cWkpBcXF1Z7z9fHBZDK5/d2urKKCkrKyqmGiZouFkrKyasNObTZbjQ/WHdq2xccpvQqzmYLiYnxMJkw+rrvvnPx8/rViBS/86Ed07dCB9fv28cHXX7M/IYGvtm3jxxMnsik+3qty1JZ3a+XPCofof4XZXOubJm/3M1ssLr95qstxcwsLsVqt1V5zTjfz4kX+9PHH1dJzZKncv8Jsrvo2efvhwwzs2bPqzePIfv3YaP92hOrXr6S0lMRz56reHBcUFdGqRQuXx3K+7nOXLKFnp06MGTiwxrZrdu9mVP/+NZ5ftnEjN8XGEhIUVKe8+Pn6MmvSJL7dtYv07GxMJhPTb7vNZT6tVisWqxWr1VrjG1VX9bm2fVy9ZrZYqq6JxWqlwmyu1m68bYN2tbVjV20OcNkneCqLo3atW9O7Sxe3rzty175dtQOrm2O72vb0uXP4VKbXNSrqstOsrezu+lF37dn5utivgQnjQ67zPs7X2VW6zm0g0N+fEf36YTKZaNe6NR3atqVty5bkFBTw1P33075NG27t25fhffpU+/A5fvBg5q9ZU9XnOCo3m1mwZg33jx4NGB9yB/XsybZDh5g+fnyN7R25uibg+ty5qreOauuLXPH2+rjq++w81W1P/ZY79ekz61N252PVll93/aydu7oF1Fq/vM2ft/2Iu3rlXIdc9ZXe/K0Ez21CLsPQoZCSYgQ3oqNhwgQjyP3qqxAZaQQ7EhLAHnj7z38gL8/YZ9Ys47mZM419/v53Y/pJYCCsXAkXLsD338PPf25sN2wYJCbCzp1w881NUtwrSQuKiogA3+zcyYXcXMJbtmTLgQO89l//ha+PD39bvJi7hw9n/f79REdE8MC4cXVK92hSEi++9x5PTp7M/aNHk1tYyMsffsirjz9Oq9BQPt+0idKyMlqGhvL9/v384oc/xNfXl38sXcrYQYOYMmYMACu2bCElI4N+3buzKT6e2E6dXB5v1fbt3HvrrbQODWXeqlUknj3Lq088wavz5+Nf+QbQx01gxNu8Tx07lo++/ZZJI0ZwNiuLzfHxPHHffeQWFLA/IYHzOTm8/eyzhIWEVEsv7uRJ3vzsM6/2+3TdOiosFo4lJTGkd2+mjh1bp/1tNhv/WbWKwTfcwOcbN/LU/ffTJTLSZboHTp3iQm4uX27dyqj+/ekeHV2V5/X79vHOF19w36hRHE9OJvHcOZ6cPJkTKSnGN+yV2oSFcSQpCYCk8+erXb9WoaFMGDyYX7/1Fg/dfjsVZjPjbrqpxvl23u9Mejrfx8UxdexY/r5kCd07dGDisGG0CAoi6fx5fHx86OSQB4DS8nK+2LKFxS+9VOe8WKxWFq1dS5fISLpHR7PjyBH8/fwYO2hQtWNsPXiQfyxdysw77uBUWho7jhzhP88/T7vWrV3W5x4dO3rcx91rR5OS+NPHH7PitdfILyrizwsW0L97d56cPNmr+mtns9lqbcfO5wlg26FDpGdnczYriz3HjzOyXz8mjxrF6XPn3Jalvty1b1f1de2ePXzw9dfMmDCBT9at46f33stdw4a53HbboUMcOHWKsJAQlm/ezN3Dh7Niy5Z6pxnZpo3HsrvqR/18fV3mrbbrsnj9eg6cOkVCWhrPz5zp8gOmq3Sd2wBAYEAAYAQPlmzYwLSxYwkJCmJQz57V0gsNCqr2jbmfry9hISGs37+fO4YMqbZtYXExLYKD6d2lCzabDV8fH5LPnycsJITwsDC319rVNQkODKxx7l594gne/OyzWv/+eOqLXB3bVZ3eFB9f48R47PkAACAASURBVDy66/vGDx7stmyAx37Lnfr2mXUpu7tj1aefdeSubgG11i9v8uctV/UqKCCg1r6vLn8rwXObkEYWGurddo53YbkOaOSGiFz3DiYmsu/ECR656y5+MGIEkeHhZOTkkJGTQ0FxMf26d+eeW27hO+cFnLxwU2wsE4cNq1rroqyigh+MHEmr0FD2nTjBtkOH+NHEifxgxAjGDhrESx9+SKd27ap9S3UsOZkN+/fzq2nTGD94sMchvsdTUujTtSsXCwpYsmEDMyZMwNfHh6T0dEZWfjjIzM29rLyPu+kmKsxmIlq14ulp05g1aRIL16xhytix/L+nnqJNWBhHk5NdpufNfolnz+Ln58d9I0fy2D338P6qVRQUF3u9v/08JJ8/z+DYWJ6dPh1fX1+36Y6oPC9Tx46tFtgAGDtoEHlFRQzt3Zs5P/sZT0yaxH9WruRMenq1a9QqNJS8wkKy8/LoGhVV41vGZx98kLCQEN5avpzeMTH4uggwOe93LDmZ1qGhTLj5Zp6eNo0z6em8Nn8+FWYzm+LjXb6xTMnIIDgwsOqbzLrkxcdkYurYsdwxdCgJqam8+OMfV/v2z27UgAFUWCx0jIhg9o9+xD233sq3O3e6rc9mi8XtPp7SG3bjjVXHjI6I4MaYmBp58YY37dj5PNlsNt754gvuvuUWnp42jeCAAG6MiSE6IsJjWerDXft2V1/HDx5Mdn4+7du04aMXX2TC4MFutx3Zvz9dO3TgxpgYpowZw7msrMtKc2DPnm7L7q4fdZe32q7L6IED+dsvfsFP77mH+U7rGHg6P85twNFX27ax9dAh3lq+nJSMjGqvFZeVcSEvjwE9elR7PrJNGw6fPl0jrfCWLRl8ww18vWMHn2/axJDevVm+eTNTxoxhxZYtvPfll3y2cWONEWXO1yQ4MNDluTuYmOjV3x9PfZEjd3W6pKzM5Xl01/fVxl2/5Ul9+0xvy+7pWPXpZ13xVLfAff2qLX/eclWvvOn76vK30s5dmxC5Gii4ISLXvY1xcdXecPz6wQfp2K4dUW3b8sdHH2XzgQPEJSS4nQdem8mjRvHdnj2UVVSw9eDBqm/Ctx8+XO1bp5tiY0nPziYlI6Pa6IqNcXH069696vd2rVuDm+H3QQEBlFVUUFhSQqC/P/26dyclI4O0CxcYFBtL5sWLdPcwF9zbvAf4+9Om8tvJqPBwWgQFEVB5G7Pwli3JcfPm0pv9vo+Lo6ikhIOJiZzPyeGFH/+Yisqhsd4et2fHjmTk5PCrN98kt7CQjhERHtMFYxi8M/sHpPDKYcYjBwzgYkEBWXl5lDgMyTdbLPj5+tK6Mm/Oo2Pe/Owz/nvKFH49Ywb/79NP2XrwoMvz47hfdl4e3aKjuaFzZ/x8fZkxYQL7EhKYt2oV4wYNIrewkPyiImw2G7mFhZgtFs5lZdUYMeNtXkwmEzFRUQT5+3PPrbfi5+tLjIvghv28tKr81ig8LIyUzEyP9dndPp7SayjetmPH82SfWmNfWDAyPJwObdtekfy6a9/u6qufry9BAQHEREUREhSEv59frXXbriHSdFd2d/2ou3Rquy4xkZEAjB4wgNPnznE+O9ursrhqA3b3jx7NW888w+iBA/lq27Zqry3ZsIFfP/hgjeH6UeHhpF244DK9F3/8Y8YOGsS0ceM4mZpK327dWLt3L9sOH+a/7ruPEf36cTItzeW+jlyduyG9enlVb0ODgz32RXbu6rSn6ww1+77aFpR01295mloD9eszvS27p2PVp591xVPdAvf1q7b8XQ5v+r76/K301CZEmpqCGyJy3fP38+NESkq152w2G3mFhbzw7rv07tKFoQ7fItdVj+joqvUvLFYrgf7+gPFh0vEbno7t2mEymWq8+akwm8nIyan2nLu3R0N692bP8eN0bt+e4X368Nn337M/IYFBsbGs3rWLLQcPct/IkZedd0euviH1Zqkyd/vlFRXROjSUMQMHVj1Cg4PrdFw/X1/efu45+nbrxrP//CdxJ0/Wnq4Xbzr9fX0JDgxk+I03kpOfX/V8XlERndq3d/nt4oXcXE6mpdGve3fuGDKEx++9ly+3bq31WB3btSPd4QNdVHg4AKfOnuVvixfzh3nz+NvixZSUl/OHefM4kZJC21atPAbhvMlLYEAAQ3r1qjV/zrytz42tPu3Yx8eH38yYwdtffMHuY8cY2rs3vbxcO6Ou3LVvb9sBddj2SqRp57YfdZOOt9elTVgYAX5++PlVn0ntLt3a2oDJZGLcTTdV2+a7PXsYO3Ag7du0qbG9xWr1WG77NLj1+/Zxx5AhLF63jruHD8dkMpF8/ny1gJ87rs7dxYICr85Pl8hIr/oid3Xa2+ts7/s6VPZD7rjrt+pye1Nv+0xvy16f/HrqZ91xVbfAc/26krxpY/X5W1lbmxBpSgpuiMh1b/zgwWw7dIitBw9is9nYc/w4KRkZfB8XR1lFBe3btCEnP7/GAlrOw409LaQ5edQo3vvyS0Y4zLe9pW9fjqekVC3YeSY9nei2bekSGVm1uB8Yw7PjT56kqLQUMBYHc/ft0d3Dh5N8/jxxCQn84ZFHuH/0aO4fPZq/PvUU940cydDevWt8K1RbOVzl3XGbCrMZq4eyF5aUVH3o9Wa/Ef36sWzTJk5VfsN45MwZktLT63TcnUePUlBczFP3388jd93F/oQEt+nagyQVFRU18mtnf2N+NCmJQbGxPHDbbRxKTKzKz/HkZCaPGlW1veP18/fzI7ewsCqNGzp3JsJhfQbH4znuN7J/fywWCxcqpxGlZGRwU2wsf//FL/jnM8/wz2ee4c9PPEFIYCD/fOYZ+nbrRteoKHLy86udp7rkxVvO6YPn+uxuH0/p+fv5ERQQQF7lB4XcwsIai7560wa9bceO5wmMOzH89amnGHbjjdWubW1lcVbbArvu2net7cAhXU/bmi2WquvdEGm6K7u7ftRdOrVdF7sTlSMiIlq1qnZO3aXrrg049pmn0tK495ZbAGMEXXREBDFRUZgtFg4mJlb7sJuTn+9yepajtXv2cPvQoZhMJsxWKzffcAMA+cXFBAcGAtXbueM1cXfu5q9e7fb8OKZ138iRbvsi577MVZ32VCegZt9nX2PCfh2cueu3WoeGkldUREJqqstzWJ9+ylPZvT1WffpZ57Tc1S3wXL/c5dG5L4La+xGoWa88tTF7enX5W2nnTZsQaSq+L73ksOKSiMg1xGaz8corrzB9+nRiIiPJPHnS5XYRrVqRnp3NvK+/ZtX27fTq3JkhvXsTFBDA55s2cSIlhfZt2rDr6FHAeOO1bNMmyioqGNSzJykZGdV+t7+ZddS5fXtOpqVVrawPxjoCPj4+fL1jByFBQXy1dStPTp5MTn4+yzdvpri0lJtiY+nWoQOnzp5l/po1pGRkkJ6dTU5+Pr26dKG104JSJpOJUQMGsPvYMTbs309Wfj7ZeXnsT0hgz/HjtG/TpmrxvxMpKV6VwznvR5OS+HzTJlq2aEFsp058sWULB06epH+PHpRVVLBs40bKysu5qfKN8IotW1iwdi3do6O92u/u4cM5npLCu19+SfypU7QKDWVEv351Ou6F3Fze+/JLWgQHcyE3l7uGD6dnx44cOHWqRrp+vr6cOnuWtXv20KldO7YfPsyCtWuZNGIEAPPXrMHHZCIlM5Nvdu3i5z/8Id06dMBqs7H10CFKy8s5l53Ng+PHYzKZOJGSUu36hbdsSYC/PzuPHKG4tJRjycn8YMSIqnnV9vMT26lTtf3CQkK4KTaWxRs2UFJWxqrt23n0nnuqLVZYUlbGl1u3MmPCBMBYuT8lI4OO7doRHhZW57x4Iy4hgVU7dhAeFkbXqCiWbNhAamYmU8eOpWWLFjXqc7vWrd3uc2vfvpxMTXX5mn2NmHdWrCDz4kX8/fy4kJvLgB49SM3M9LoNetOOgwIC+HbXrqrzFBIUxJuffcZnGzeyevduNuzfT1l5Ob1jYjyWxfnbzOy8PFZs3cqRM2fo0LYt0RER+DuNQIgKD3fZvscOGkTy+fM16uuG/fv5Pi4OP19fesfEEODvT1R4uMu6fTwlhc83buRiQQE9O3akb9euLrfzNs3ggAC3Ze8aFeWyH3WXN3fXZWDPnpw+d46E1FSSMzLYdfQov5o2jeDAwGp91p3DhpGQmlojXec2ABB/6hS/efttLuTmknj2LD07dqwa5fa/77/PNzt3snDtWhauXcuZ9PSq9gSwYO1aHr37brffVJeVl7N6166q/tHf15e4kyc5e+ECI/v3J6gyGGBv5z07dap2Tdq2auXyb9CoAQNcnp9+3btXpTVpxAjatmrlti9y3A5wWafHDRrk8vqA676vZeWUH3d128/X122/9fmmTfx5/nwmDh1KqMPUofr2U57K7u2x6tPPOnJXt4Ba65erPDrnLyQoyKt+xLmtt23VymUbO5GaagShK/vK7Px8r/9WumoTO0+dwj8wkAceeMBl+7gaHTlyhGXLlmH/CJxf+eijR5M9+gIPAEuXLsVkMl1WfTLZ6nOjYxGRZsBqteLr68tnn33G6AEDOPzNNx63Lykrq3pzZme2WKpum2axWus03NWZ2WEes/Nxc/LziY6IqPVWlsGBgVisVpfpuJJXVERRSQmR4eFXJO/esNlslJaXuwz6eJJXVETLkJB6TWuw/2krLCmpMf/eXbpl5eUEBgTUyO/tzz7Lgt//npDAwKq1BuwslbfFDPDz7uZjxaWlVSvpO+a1tvOTV1hY49juZOXlsXj9ev57ypQ656UheFufvWW/LpfT/urajguKi1mzezfjBw8mt7CQ4tJSVu/ezZOTJ1+x4dju2ndd2oG3216JNO1c9aPu0vF0XcrNZqxWa1VwoC75c9UGzBYLVpvN67YKxqKlWw4e5NG77/ZYXrPF4nadDztv2rnzuXN3flyl5aovctyutjrt6jx66vu84arf+nbnTsYMGuTx7imOvOmn3PXDdT1WXfpZR/WpW3Z1zWNd1db31fVvpXObeGP1aoJbtmTp0qVXJP9XwpIlS5gxY4ZXo2GkcU2bNg0fH5/LqU823QpWRKSSqzedjm/QLyc44JyW83E7tmtX6/72N3h1CTK0atGiXiuvO6tvYAOM0SR1DWwAl5Vv+5sxVx843KVrH27tmN+qKQs2m8s3vb4+PnWqF67epHtzfuryhjuiVSsmDh3KziNHPN528EoENsD7+uwt+3W5nPZX13b82fffU1xWRnjLloS3bEleYSFR4eFXdJ65u/Zdl3bg7bZXIk07d3XZVTqerou3HxRdpeuqDdS1Dzufnc32w4c9BjbAfXmdedPOnV93d35cpeWqL3LcrrY67Xwea+v7vOG834XcXKLatq3TB3lv+ilXZa/Psepbzvr+faxPHuuqtr6vLn8rvW0Tzc33Rbm8klXzDm/SuL6PGdgg6WjNDRERETe+3bWL8LAw1u7eXetq/1eTGzp3pkfHjvpmqp6mjB1LudnML994g7eWL2djfDxTx45t6mxJHVxuGzD5+PCTO+9s4Fw1nbrW6SvR97Vr3ZqbYmMbJK2r6Vj11Rzy6OhaaxNybdLIDRG5LoTYzMSGNO1dG6T5eXr8rTw9/tamzka9xIY07sr815SQMIY++mBT50Iu0+W0gdgQz3cFaXbqWKebc98nV4arNuGrALpcZRTcEJHrQlj+BcJ2f1uvfW24v/VqQzBbbfj5NF7gxdXxSiwWgi9j6om7tNylW1uZGzI/TcVqs+FzhW6D6nj+rkT9aYzzb7XZjFvFerFtY7eRK93mnTV2+RqTvS41ZhnLrVYCLnMaoYjUzs9c1tRZuGbZzBZMfo3zPshSUopv8JWbHtWY1POLiFR651gKcw6c5uW4RE7lF7PuXDYPfX+QwxcLPO63MuUC47/ZQ69lW/nLgTPVbk+66XwOd3y71+P+I1ftYtmZDI/bNCTH4+3IzKX3sq18cOLsZafrmFZt6boqc4XVxl8PnWHu4STis2ue88yScgZ9sb3WfOSUVfA/u0/wwp4E/rDvFC/HJfLi3gRO5TfetJL3jqfS4dONlFo83ya0rjJKynlk0yF+tu1I1XMNWX8asj54sigxnehPN5JXbna7TbnVygcJZ7FRs4zrzmWz8NQ5/nUslf/df4oic/VbI2eUlDN9w4Fa81HfNt9QXF1Pb7nqW3Zm5nLkYqHXaZwpKKHv59vIr3B/HerLuS41VD11lWcbcPeafQxYvp0By7fzSlziZR9HRKQplGdlc/zXfyDht3+64seyWayc+etbnFv0GXsmTsVmbvi/BY1NIzdERIA5B05z5GIhC8cNYHVaFqlFpYT4+hIdEkj/NmFu9zuWW8T6c9l8NKY/B3IKeGBDPDe1DePOThGkFZWSVFDKpvM5Ho/96W0DiQ6p+4KbznZk5tKvTShh/p67dsfj3dq+NT1bhtAQA0sd06otXecyF1ZYGLVqF78f1INp3SJd7vNKfCLJhSUe87DpfA5zDpzhb8N60a/NpcXhKqw2/nLgNFO7RdKndf0WjauLH8ZE8uS2ow2ebmRwAL1at6gWqPGm/nhbNxqyPnjKw7Sukfx440G32xabLby49yR/urknJqqXsdRi5Xd7T7LzvlswAX8/lMS8E2k83TeGcquVRzcf5vWhN3BDqxDmnzpHWlEpvx3YvcYx6tvmG5Kr6+kNd33LLe1b8/HJc+SVmxkR2brWdM4Wl3I0t5D8cjMta6kbdeVclxqqn3OV529TLzC166W2fWPry19EWUSkKQREtCW4ewwlSalX/FiZq9ZgCvCn8+M/IXzMCEz1uOPP1UYjN0TkuldqsfJKXCK/7BsDQHZZBbd1COeL5Az+Z0BXj/ueLynjH7f0pktoED/o0o57O7fju3PZAHRqEcSwdq1qPX73sGAud7R2SmEp0zccoMxppEB+hZmLZRUej+fn43lqgMVmI9fFN+yu0nZMy1O6znl4YusRbmrb0m1g46OTZ/lhTHsPuYT04jKe23mC+WP6069NKIsS0/nd3pOsO5fNO8dS+MNNPVh6+ny1cpmtNiw2W7Vv/sut1qrzaLbaKLNYMVtt1fYDqp3rMou1WkDAt7JwJoz6VW6t/brUpsxi5WJZBb4mEz4OZ9b5XDpfL3d1wx3n61ZhtVFhrR7ucHfuHHnKg6/DdJ0Kq40SS/U05h5OYnyH8KoPr45lLKgwcyCnoCrQlVNWQUSQcUeVAB8f5gyJ5YOEs5wuKMEH+E3/rjXyVp827+qaWWyuz4Gr9uLM3fV0dyxHnvqWh3pE8VLcqap66klMaDC+JhMdKoMOtV1XG8b5d6W2/sBVP+eunJkl5VhsNpdBNuc8A/zf0RTSi8vw9zExIrI1bQL93ZZZRORqZS0vx5yXj8nHF5PD1Dqb2exyVIXNYsWcX1DjOZvFiqW4+pdBrtIoOp6AqXIKaosbejRUMZqUghsict27WFZBqwA/hrVrhdVmw89k4mhuIeGB/kQFe/6m8bYO4dU+lrQK8GNSZ+9vg3nkYiEjV+3iX8dqRujPFZdx5GKhy4fzh82N53NIKyrl7WOpHMwpwGqz8djmwxzMKeB3+07y90NJtR7PlXkn0nglLpHFp9O549u9lFutbtOub5kPXSxg8el0Wgf48fiWI/zfkeRq0xWOXCzE12SiVyvP38a+dzyV/+rdifbBAbywJ4GFp87x8uCevHssld0X8oBLH6qXJ2UQ9clG/nk0hcc2H6bTpxtJLSoFYEVyJkEffUduuZnkwhJGf72b2XsS2HAuh17LtvLmkWR+vv0onRZv4sOEs7x+8AyT1u4n9rMt5Dh9UHv94BnuWbOPdgu/54vkjHqfu7eOpvDcrhN8m5bF0tPnsccGnM+lq+vlXDfqYs6B07x24DT3fbefN44k13ru7Odv7uEkfrs3ge5LN/PcruO8n5DmMg/zTqTx0y2Hif5kIxvTjVEIRWYL/zyawj2V7ci5jO2CApjZowPjvt7De8dTKbNaebBbFGAEo16NP02Yvy8D2oTxVcoFViRn1ihXXdq8u2v28clzxCzezDvHUon9bAsfJpx1WfZEF6My3F3Py21bYAR4wgP9+SQxvdZtO4YE0i3MCBbUdl3fOJLMn+MTWZSYztivd1dNHfMmz87X0N0+VpuN53cnEJ9TwKS1+zmeW+Qxz2CM8ukUEsSSM+cZ/tVOfrrl8BUZeSQiciWd/XgxiX/6G9kbt3Hh67XY/zCkvPM+yW/N49Csp0n7YFHV9umLl5P8f++RuXI1B378M6wVFZz/fCU7R97FuQVL2DXuB5z/7Eu3aWSt/Z7cnfvI2xtP2geLsBQ1nzvCeaLghohc9zqEBHJ7dFv+fTyVN44kc2enCN48kszTfWP459EUfrP7BH8/lFTrG+aCCjNpRaWMifJ+hf6+bUKJCAxw+dri0+n8aucxl4/ssvJq207uYoxqeKZvDAPCw0guLOVieQWjItvweK9OzD91rtbjOdt8/iJrz2bz8uCePNm7MzGhwSQXlrpNu75l3pWZR/vgAH7UM5p/jezDoYuFzKycslBmsbL0zHl+0jO61nR3X8jj1vatySgp56+Hkpg9oBt+PiYOXyzk/spRH/YPa1O6RlJusRLbMoT5Y/vzRK/OvH8iDYB7Ol0KTvVoGcItld+Qj48Op8xipWNIEO+M6MOcIbG8EpfI031j+O7uIUQGB7AzM7danqZ2jWTDPUN5dUgsL+1PrNe523Uhj08S03l7xI3M7NGBWx2mGzieS3fXy7lueCs+u4AAHx+e6t2ZV2+O5cU9CVwsq/B47qw2G8/sPM6sGzrxzog+hPr5Mbxda57r19VlHm6PbsuCyjSWVI6qOZZbRKifL/6VX/O7qrP/HtmX8EB/frnjGMPbtapaqNLHBM/2i+HhntHsy85j0bgB1aYn2dWlzbu7ZjN7dCC9pIyY0CCOTxvFjB5RLsveo2WI19fzctuWXUxoMFszLta6nY/JxKhIo7/ydF2/O5vNiqRMfj+oB0/27sz0blFMXR9HhdXmVZ6dr6G7fXZfyONobiETosN5b2TfqjrgLs8AIX6+zBvdl8NTRrJswiC+SMpgXmW+RUSag/z4Q2R8+Q2xf/otkZPvpuXgAQAUHj2Byd+f6J9Mp9tvfsHp1/8Pc14+ubv3kbNlB12ffYroHz1AUMdoytLSiZx8N+WZWQR27MCwDV/SfvLdbtOImHgbLW7oQcub+tPppz/Ct0VILblsHpr/xBoRkQawcNwAcsoqCA/0Z/25bEa0b8P8U+f4MjmT7+4eQmJ+Mfuy8hkS0dJtGv/vYBLzRvWr8x0y3N1B4Ll+Xas+FHrLfuhuYcEsHT+QZWcyOFNYzIXSS8EQb+9YsOT0ecY6BGrmje5b9X93aXvLMQ/nisvo3yas6ty+MKAbN36+lZyyCt45lsKD3aPILCknq7QCG8aQ9daBfjXuhtDC35dis4Xc8gqCfX0YFdmGY7lFJOQVcVuHcFIKS6t9sPb3MRERZAxfjwoJqBrd4UmQrw+RwcaHtK5hwbQK8CPI18hHh+BA0kuqrxzfp/KD9dSukfxqxzGg7uduyen0ah/mOrcIqjYawH4u3V0v+yiYut64ZfHpdAJ8fdh83viQvGDsAMoqp9e4O3c2jKkG8Tn5jI0KJyYsiO5hwVVpOuchKsQ4lx1bBLL5vFGmxPxiwp2mFTjX2ae2H+X/bu3NmYISHt18GF+TiSldI/ExmejTOpRis4UnenXG38fkdo2VurR5V9fM38dEiJ8PfVqH0tLfD4vN5rHsdp6up6d2WxddQ4NZeqb2+gxwS/tL01vcXdcvUzLp1frSG9/x0W357x3HOJZbyIDwMK/y7HgN3ZXzprYtSSosYcTKXbw9oo/b/tYxz46mdI3kYE4B689l80SvTl6VX0SkqWWuXEOroTdV/R7YIYqSlFQyV67G5O9P3q59ANz4j1exlpdzYeUaWg8fUrV9r9f/t+r/PsFBtIjtgV9oi8q0XadxrdLIDRGRSuGB/lhtNhYlpvOTnh34y4EzzLqhIybgaG4hvT1Mi5h/6hwPdIukS2jD3Urrm9QL/Dn+tMuHu7tM2D8+XCgt567V+xjWrhV3dYqo1/EDfEzsyar+AclqszVI2o5iW4ZwuuDSh/WuYcGYMGG22jiUU8isLUeYvC6OWVsOU1hhYfK6OPZeyK+Rzp0dI1hzNpterVpwb+d2/P1wEuvOZTM+ui0fJJzl86QMnrqx82Xn187Vt8ruljmIDA4gyNeHvHJznc9dmcVGktNCqq4CFe6uV9U+Xh3tkqzSCtoHBTCtW2TVo3WA57UMfE0mPhjdj2d2HufbtCzu6hjBUIe1IbzJQ3RIIJkePtSnFpWyPyufUZFt+EnPaOYMieXtYynVtgnx82Vix7a1HsubNu9tfa+t7HaermdDtS2LzUbrAO++vxrXIbzWbXwwRtTYxbYMwcdkwmSqX57d7ePvY2LP5FsYGdmaMat2s+Gc68WYPeW5f3hY1RosIiLNga28nNK06qPeTCYTFTm5BLQNp909d1Q9/FqGYfL3p+DA4eppWF2vq+UujWuVghsiIg7mnzrHT3pG42MyUWG1cnvlB6Ts0gpC/Y1Fl3LLzdXe6H+VkknPsBD6tA6lwmpj0/kcThcYH15cL4lXPQ37ooTOgnx9CfN3/XD+cBvgazxhv/Xo4tPnKTZb6BIaxPni8mrpOx/PZsNlLmf26MCK5EyWJxlrRaxOy+J4XpHHtB3Tcpeucx7u79oes9VGWuWUkWO5RYyPDqd9cABLxg9kxw+Gs+MHw1k1cTBh/r7s+MFwl3eCmNWrE0cvFrL+XDZLxg/kv/t04Zd9urDu7iH8/MYu3NUpotpClo55cyxDoK8PLfx8q75Nziwtrxqx4LhPucWG1cvJ/Xuz8hkR2ZotGRfdnjt3pnaN5Pv0nKqAVn65mXJLzevp7no5143a2K/b5Jj2zD2cRFy2EUjavE22IgAAIABJREFUnpHL4crbjLo7dwAJeUWsu3sod3eK4Bd9ugA166d9H8ef9v/3bRPK+eLyaoEZx9cDfXy4UFpetcjrzRGt6BRS/6BibW3e2/rurux29jbv6Xp6OpZzv+OubwFjcd2+laOGskrL2ZtVMxhopEG1xXLdXddJXdqz+0IexZWLjB66WED3sGBubBXq9flxvIbu9vk6NYucsgrmDu/Nyzf3YF3l4sye8lxQYa7KF8CatCx+ekNHt+dGRORqE3H37eTu2IO5wPgbaykswlpeQcQd40idt4DCI8cByNt3gKITiUROvoestd9zYfV6bFYrOZu2UZyYZCRms1X7psVdGlC5yKjF9aLgzZWCGyIilYrNFnZl5nFb5beCLw7szptHknnveCo/6HJpHYb/nEituo3l6rQspq6PZ+SqXfh/uJaAD9fy610n6B4WzLniMuadSKPCamP+qXMUVlhqpLHnQh77s/JZk5bFueLqUxrGR4fzq74xLh/Ot20M9vVlckx7pq6PZ2vGRW7rEE5iQQkPbIgns/KD4OsHz9Q43p4LeezNymPN2SzSnY4/tF0rHugWxQMbDtDx002cLS6lT+tQj2nb0/oqJdNtus55CPb15as7BvO/+0+xKDGdl+NO8ZehN9T5+pmAReMGcDS3iGd2HmdB5RSDt4+m8JeDp8ktv7TY5/pz2eSUVbAq9QIZJeWsTstif1Y+SYUl+PuYeOrGzoxetYtf7jhGeKA/KYUlxhD6gmK+Sc0iu6yCz86c52R+EZvO53Ast4i47HzWnDVea+nvx31d2vObXSf4x+Fk3j2WysKxA9yeO0/GdWjD7dFtGfrlDn6+/SiHLxZypqCEIxcLq53Lji2CXF4v57rhieM17B8eSt82oQxescNYQDLHmKLh6dwBLDyVTv/l2+j7+TZGrdrFW0dTauRhceX6GotOpZNVWs7as9nEZedXTUmZ1i2SQ5WBFOf60j44gBcGduOluFOsSM5kw7lsfjuo5q1eveFNm3d3zT5JTKfIbOHdY6lVd0dxVXY7e5v3dD091Q/HfsdT3wKwLSOXxyunZbx3PI2hX+7gTEHN2ygfyy1kwBfbySmr8HhdJ3Zsyx9v6sFPtxxm7dls/nYoicW3DcTPx+R1f+B4DT2Vc+b3B/kiOYOiCktVGdzlGeDbtCw6Ld7E7D0J/GHfKaZ2jWRwW/fTB0VErjatbxlCm5G3sO++mST8/jWKEk5RmnqWgKj2tLihB3vvnfH/2bvv+Lrq+n/gr3N3bvaezWiaNmnSlhZKB4UOUMrQVprWij8FRFFUBIqKiF8VHAW/slQElC8iswMRtMpsKVC6VzrTkb33uDc3d57z++MmtzfJvbn3ZvTk5r6ej0cf5N7c+7nvM3LIeeUzcHTd7TCeOoPI2TMROacQiTd8Hqe++yPsWfB5WBqbEZ43FU1vvwOHqRf1r251raISe9Uij210l5xA14Ej6PhkDwzHx37perkIkuTHn42IiIKQKIpQKpXYunUrirMSgec2Dvt6o80Bmyj6XEZQlCSY7KKrJ8eIahuDNjwx2R3Qq5xt2kTJtRSjve/rkTDaHNAqFQOGYYxV24O1mK1IHKMu5a1mK7qsdmRFhI2ovv59OZrtMztEOCQJ4aoLx3mk+67bZkeESgm7JA2Zb8Sdp+Plvj2BajVbEadV+zWXTLvFhhfP1eErU1PRYrai22bH387W4bEF+YjRqPyuoc5kxqMlFfjDooJhX9dtsw8J+gLh78+8P8fM17YP/pn3djy9fZa/14yjbQa8WdWEh+dNcz33f2drUZydgmgPQ1UMNjsi/dyHRpsDDb0W5EaGDTgfRnJOe3qPKEkQBAGdFtuwx2RwzR0WG0QA8VwCluiiKq4wQxGfhC1btshdit82b96M9evXo/8W+KOeTjzcWiVzVU52Yw+U+jBIDgcU6gvXM1t7J1QxUQOWhwUAR48JCq0Ggsr3NdxbGxPFR1lzUFxcDIVCMZrzSeKEokREfZw3Db5vvBSCMOpQYiza8MT9xtH95nY04YOnOseq7cHGKtgAgASdZlRj7/v35Wi2r3+yUXee9t36j0o8vn9RUgzuLswCANdNvMZHyODtvOrfHn8+y10g+/Cx45XottmRqtciVa9Fi9mK7Igw1/wP/oYr6XodbslLx7bqFtyY6X1p5dEEG4D/P/P+nO++tn3wz7y34+nts/y5ZlQYevGv6uYBwUZtjxk5EXqPwQYAv4MNwLm/8tRDZ9QfyfXA03v6AxNfYdPgmn29nogoGPRPAjo4gFDHDR2KCyCgFU68tTHZMNwgIiKS2ablcybFZ91dmIWfHTqHhf/ai8sTozEjOhz3BrjiT79LE6JQ22OGhMAnQ5XDWG77SCkE4Odzcwc8lxGuQ0b42E10TERENFEx3CAiIqIxkRSmwV+WFPp+oZ+C6aZ8rLd9JLIihi49S0REFCoYbhBRaFBrgKnDj98nIiIiIj9VeR7mSCQXhhtEFBpsVqD89IjeOt7d4sdyQs7RGlxLr8OBMOXYzA0yuC1vbfvaH2NZkxxESfJrcs6R6t9/43FeXax93z+xpD/VX8yfHzmGyLhPtjme540c3M+niXQdJCI/if4tMU50sUzM6VKJiGTw59PV2FhSjoeOlOF8twkf1rfhKx8dw4kOw7Dv+3d1C1b89wBmvLELj5RUQHRbhOrjxnZ87p2Dw77/im378EZFk1/tjbf+WvY0dyL/jV144UzdqNsc3JavtgfvD8C5ssL/Hq/A4ycqcbRt4PFo7rXikn/u9llHu8WGH+0/g5/0LRn50JEyPHDwLM53m0a4ZYF7rrQGqa/vhNkx9r8QNvVaccvHx/Htz04C8LwfR2oszwdfXi1rQNrrO9HVt7yqJ1ZRxAtn6yBh6HZ+WN+GV87X45nTNfjF4fPosV9YJrWp14p1O3z/pXGk14Kx5H48Az1vPF139jZ34mTf8rr+qDD0ovAfn6Hb5v04jJSn82msztfBdQ93PhAR0eTCnhtERAA2lpTjZIcRryybjXdrW1HTY4ZeqUSaXotZsZFe33e6swfb69vw4lWzUNJuwNodRzE3PhLXZiSgtseMSoMZHze2D/vZry+fgzS91md7o7GnuRNFsRE+V0bor0WnVGBalB5jEassSooZ0Nbgx95q6Ge0ObBk2z787JJcFOckD3n9w0fLUGXsHbaGjxvbsbGkAr+/fAaKYiNcz9tECY+UlGNNTjJmxkQM08LY+FJWMr7z2fisJ58cpsGMmHBXWDN4P3rjz7nh65iNlnsNxdnJ+H87j3l9rcnuwAMHz+FXl06DgIHbaXaIePDgOez94kIIcK5g8vyZWtxZMAW3fnICj86fjunRerx0vh61PWb8dM7UIe2P9Fow1tyPZyDnjbfrzsKkGPz9XD26rHYsTvY9a36dyYxTnUZ0W0e33K4nns4nf89XX9zr1igUHs8HT6sCEVFoWh4eg+XhobGSSChguEFEIc/sEPHwkTLsvOFyAECbxYav5qbiR/vP4Eezs4d9b2OvBU8szIcAIDNChxumJOKD+jZcm5GAjHAdLk+M9vn5UyPDYO3r2jlceyNVbTRj3Y4SHFm9CJFuKyZ22+xwiNKAZRTda1Ephh8W4JAkGGwO11KXw7U7uK3h2navAQC+tesk5sZHeQw2XjxXhy9lJeHV8/Ve62wwWbBh7xm8c+2lSArT4NWyBpzqMGJ5WhxOdhjxP3Nz8cvD5/FLt+UzHZIESQIEwXl+hKuUsIoiJAnQKhWwixIckgSlIAzoSt//nMUhQtu3DKzFIUKjVEAAoOx7rQBnuwoB0Axa8s3T/vPF4hBhsjugFAQo+vbs4P3YX5/7MfN2bnji6ZjZROftqXrQPhi879x1Wu0DzpnBNSjdhl7YRAl2SRwwFObxE5VYkRrnuuF2306DzY6SdgOqjL3IjghDu8WGmbER0CgU2HhZHl44W4dyQy/yo8Pxw1nZQ7ZxJNcCT8fL0dfbyp/t92Tw8fTnvOk33HXnK7kpuPH9w3jn2ksH7GdPsiLCoBQEpLoFDsMdWwmA0Wb3GJL5c00YfL56+zlo7rUiXqeGwsuwJfe62y02j+cDEZFLRzdQWSt3FSFOAOaOzbx4DDeIKOR1WGyI1qhweWI0REmCShBwqtOIOK0aKWHD/yVxeWrcgMfRGhVunJLo92ef7DDijs9OYl1OCu4uzPK7vXqTBR0Wm8c2p0eHD7jZ3NnYjtoeM54+XYMvZSWhKDYCt396ErfPSMdrZQ3IjdTjvlnZQ2oZzvNnalHTY0aqXot/VDThP9fOg0oQPLYbiME1HO8wYFN5A+4pzMI3Pz2J2XERuCUvHdEaFU52GKEUBMyIDh+2zedKa3BHfgaSwjT4yYGzKGk34N+fm4f1H5W4Agj3G703K5vw7c9O4adzpuJIWzf+Xd2MYzddgT3NnfjyjhJ0fO1qtJmt+MrOY7gyORaPLZiBHfXtuHP3KXw7PwPnu03YWtGE382fjmazFR/WtaHC2Iv9X1zo+oxHj1VgZ0M7DrV248WlRfhSVjJESRrR/vvTqWqc7uzBFckx2FLeiHkJUR6PpadjNvjcmB3nf8+EjSXlsIoS9jZ34tqMBNxTmOV1300J1+GtqmaUG0w4323Cu7WtWJ2VhO8VZOKz5s4BNfT3oHn+TC1K2g3YVt2Mf14zF8tS49Bjd+CPp6pRu36Zx/MlUafBzbmpWPafA3hgTg4soogv56TALkr49dFyFMSEY3ZsJP5V3QKNUoF1OSkDtimQa4G34/X3c/V48OA53D8nBxtLyvGbS/Nw2/R0r9ufG6X3eTyHO28CoVEoEKdV47WyBnxtWtqwr03Xa5ETGeb62Rju2D55sgpGmx0JOg1eL2vAUwsLcEl8pN/ntPtxvGtmpsf3iJKEnxw4h2vS4/HEiUo8viAfBTFDf/bd6/Z2PhARuZgtQGOr3FUQxibc4JwbRBTyUvVaXJMWj7+U1uDJk1W4NiMBT52swt2FWfjjqWr8cP8ZPHa80meXfIPNjtoeM65KifX7swtjI5Cg1QTc3qbyBvxg72mP/9os1gGvXZWZBAC4pzALs+MiUWU0o8Nqw5LkWHxzRgZe6uv1MFwt7j5p7MD7dW14aN40fCd/CrIiwlBlNHttNxCDa9jX3IWkMA2+Oi0Nz1wxE8c7jLh55zFYHCK2VDT6vEEDgP0tXViUFIOmXiv+93gl7p+dA5VCwIkOI1ZnOfdNTY/Z9fqbspNhdYjIi9LjpaWz8K0ZU/B/Z2pxfcaFkCk3So+Fbn8dX5EWB4tDRLpehz8vnomNl+Xh4SNluLswCx9cdxmSwzTY29zpev2a7GTsuH4+fn1ZHn55uAwARrT/9rV04bWyBjy9uAA356ZiUd9wg8H70dsxG3xu+OtomwEahQJ35k/Bry/NwwMHzqLDYvO670RJwj17S3H79Az8efFMRKhUWJAYg9wovdcarkmLx8t9bWwubwTgHLYVoVK6wjtP5+xfrihEnFaNu/acxoLEaKgUAhQCcG9RFr4+LQ2H2rrw6rLZA4Yn9QvkWuDteN2cm4qGXguyInQoLV6Cm3NTh91+f45nP0/nTaCyIsKwq6nD5+sUgoAlyReuPd6O7Qd1bXirshk/uyQX38mfgnU5KViz/QhsouT3Oe1+HL29Z39LF051GnF1Whyeu6JwQIA7XN2ezgciIpqc2HODiAjAK8tmo91iQ5xWje31bVicFIuXztfj7apmfHDdZSjrNuFQazcuc/sr6mC/O1aJ55cUBbyigbdftodrb0NRNjYUZQf0Of3N5ESGYcuKOXijogkVRhNazBfCEH9+8d9c3oilboHL81cWur721m4g3GuoN1kwKzbStd9/MjsHBf/YhQcOnsU3Z2SgudeKVrMNEpzd1WO0qiHd9cPVSpjsDnRabQhTKrAkORanO3twtqsHy1PjUG00D7mxVysEJOic3eFT9Brsb+nyWbdOqUBymPMGLTsyDNEaFXR9PUNSw7Ro6LW4XtvfNX5NdjJ+sOc0Kgy9wx4XbzaXNwy4kZsSrkNZ35wb7vvR2zHrn7Qz0EU4NpU3QKNU4JNG503yy0tnw9I3pMDTvpPgHGZwtL0bS1PikBWpw9TIsAFtDq4hRe/cl+nhWnzS6Nymsm4T4gYNUxh8zt65+xT+sCgfFYZe3PrJCSgFATdlO+dUMdkd+NaMKVArBK9zrARyLfB0vNQKAXqVAjNjIlxDZxyS5HP7geGPJ+D9vAlEdkQYtlT4Pp8BYGHSwOEtno5tq8WGGTEXQpoVafH4/p7TON1pxOy4SL/P6f7j6O3nYG58FCqNvVj87314evHMYa/F7nV7Ox+IiGjyYc8NIqI+cVo1REnCq2UN+Nq0VDxSUoHbp6dDAHCq04j8YYY/vHS+HmtzkpEZoRuTWny199+aFvzmaLnHf95Wmei/BWwxW7Hy3UO4PDEaK0cwl4dGIeBA68CbI1GSRt2uJ3lRepQbLtzcZUeGQYCAI20G3P7pSaz68Ahu//QEjDYHVn14BAdbuoe0cW16At6ra8OM6HDcMCURj52oxIf1bViRFo8XztbhH5VNuLNgypjU28/TX5U9LXqTHKaBTqmARimMaP9ZHBIqB02m6imo8HbMXO/x69MuaDXbkKTToDgn2fUvRuN90g6lIOCFK4twz95SvFPbipXpCZg/aF4If2pI02vRPMwNck2PGYdbu7EkORZfm5aGjZfl4enT1a7v61VKfD493ufn+HMtCOR4+bP9gP/H0/28CZRDknzO+dFv2aBhcp4o4OxR0y8vSu+cD0MY2bXG23vUCgEHVi3EFckxuGrbfuyo9z5Rc3/dvs4HIqJgZ3dwBSh3DDeIiNy8dL4eX5uWBoUgwCaKuKbvRqjNbEOE2jl5XqfVPuCX+X9VN2NapB4zYyJgEyV83NiOcoPzBkXyMpjFvQ2HJLkmIPTVXj+dUolIted/g2+G+m+A+peR3FTeCJPdgcwIHRpN1gGf7V6LJMFj9TfnpuKtqma8WdkEUZLwbm0rSrt6hm13cFve2h5cw+rsJNhFCbV9w0ZOd/ZgRVocPrp+PvZ8YQH2fGEBtn1+HiLVSuz5wgKPq0DcPiMDpzqM2F7fhs0r5uD7MzNx18xMfHjdZfhuQSZWZiQMmVzRvbb+WrRKBcJVStdfkpvNVldvhcHvsTokiH4sLXKwtRuLk2OQrtcNu/+8WZOdjI8a2l2BVrfVDqtDctXd34a3Yzb43BiO+zFblZWEx09U4kibM0za3dSJE33LjHradwBwtqsHH143H9dlJOB7MzNdzw+uof897v/t/7owNgKNJuuAYMb9+1qFAi1mK+x9O//ShGhk6EcWOPq6FgRyvg+3/e7XguGOpzv382ZwG4D36w7gnGC30G1ITqvZioOtQ0NBCXDtR/fn+vVv742ZSdjf0gVT3xKrxzsMmBoZhoLoiID2Uf9x9Pae/9S0ot1iw+ML8vHQpbn4sL7N4/a51z2W5wMR0UR0xQ+/hzd27ZS7jAmDw1KIiPqY7A7sa+7CrXnpAIAH5kzFUyerMCVchzVu3Zj/eqYGm8oacWj1Irxb24o1248OuAm4NCEKB1ctQr3JgufP1MImSnjpfD1uykp2BST9bTx7xUwcbu1Gr92B9VNTcazd4LU9dyvS4rAizfdfVQEgTKnEqqwkrNl+FL+9LA/LU+Pw8JEyrN1xFKuzkmEXJTx6rAIrUuNcteRG6nGwtQsiJKzJTh6wYsL8xGiszUnB2h0lSNJp8OvLpmFlRgJECV7bdW+rtsfste0DLV0D9keaXot/fW4efnH4PFakxeOtqiY8Mn96AEfV2SPg1WWz8UxpDf5d3YL8mHCkhmlR22NGQ68FNwyasHV7fRvaLTZsq2lBTqTeuRyo0Yw6kxl3FkzBldv2YW1OCuK0alQbe1FnMqPaaEaFwYT/1rRiVlwktlY04lx3Dz5ubEeSTosjbd0QBODGzER8MTMJP9x3BhnhOhxrN+CVpbMBwOtxuX92jtdtW5Yai2vS4jH/7T24Jj0edT0WdFntePFc3YD96O2YARhwbrgPiXB3oKVrwDH7fHo8CmMjMO+tPbgqJRZfnpqC7xZket13lcZevHK+AU+erEKsRo1YrQrrp6bi+zMzh5yfZd3OIO/V8w34xvR0vF/XhtOdRpR1m5AbpUdxTjKOdxgxJy7S4/nykzk5+OWR87gsIRrH2w346SVDl3v1xZ9rgbfjNSVchx67A8+ersH/zM119ZLwtv3u1xNvx7PGaPZ63gADr0nDXXcA4LOmTry4tMj1+LnSWvzs0DmUr7tqwBCX051GzP7nbrR8dblriI6nY/vIfD1+PjcX3/j0BL4xPQN/P1eHTcvnQKUQhr3WDL4m9B/H+2bloMzQO+Q9M2MicPNHx3BPURZ6bA58c0aGx2PnXndSmGZMzgcioonq9ft/jrS4sektOxkIkuTHn4aIiIKQKIpQKpXYunUrirMSgec2Dvt6o80Bmyj6XIJTlCSY7OKAG4aAaxuDNgJlsjug71u60SZKrqUY7X1fB8poc0CrVAwYgjEW7XrTYrYiUed7wlNfWs1WdFntyIoIG1F9/ftxNNtndohwSNKQZUJHuv+6bXZEqJSwS5LXJUIBz8cMGHhuBKLVbEWcVu1znpl2iw0vnqvDV6amosVsRbfNjr+drcNjC/JdN//+1lBnMuPRkgr8YdHwM6t32+yuOS8C5e+1wN/jNdz2R6mVQ64F3o6nt/PG3+vJ0TYD3qxqwsNuyx4DwP+drUVxdgqiBw1XMXhZ2tUTo82Bhl4LciPDBpwPIzmnPb1HlCQIgoBOi83ncfFU92jOByLyrLjCDEV8ErZs2SJ3KX7bvHkz1q9fD9ctcEMLcPS0vEV54OjrGWq2WhGuc/Y46zb1wCGKiI0YOE+Y1W6DRnXhutjc2YH4qOi+IYLOa67N7uwRqFZN0OvgdVehuLgYCoViNOeTNEG3jojo4nPeGPi+uVIIwqhDibFoI1DuN47uN7cjvUH3VP9YtOvNWAQbAJCg0yBhFG3178fRbF//RKODedp/6z8q8fjaRUkxrmVe+2/aND5CBm/nXP82+fNZ7vzdj48dr0S3zY5UvRapei1azFZkR4QNmPvB33AlXa/DLXnp2FbdghszvS+7PJobWX+vBf6e7762f/Bx8XY8vZ03/lxPKgy9+Fd185Bgo7bHjJwI/ZBgA4DfwQbg3IY8tX7I8yO5Jnh6T39g4ivYADzXzWCDiILF3z98Fw/+/a+4f+1XsXHLK/j117+JT08ew+2fvwGv7fwAuanpuO+mL+NkVQXu+MPvse6q5bh7VTFEScRP/vYXXHPJpXjin1vw+B3fR8GULGzc8gqsNjv2lp7EtZdejntWr5V7E8cNr/REREQT2Kblc4L+s+4uzMLPDp3Dwn/txeWJ0ZgRHY57A1ztx92lCVGo7TFDQuCTocphrLd/JBQC8PO5uUOezwjXISOc81AQEU0UNy+7Bt944lFkJSWj9C8vo6G9Hf/a+xmWFM6CXqvFbU88gvtu+jIKs3KQEH1hcur9Z0pxqroSG2+9A/lTMmG12XG0/Dw0KjVu//wNuHHBIiz54fdxyzUrh/T+mCwYbhDRpCdJEtY+8AugvFTuUohC2pQIHRp6LWjotWBno/fVLiYrf7d/b3MXpkfpEafz3UuBiEgu+3pELFqaJHcZk45apYJep8XMzGxE6cMRpQ/Hlp/+Em/s2omKxga0dHW6XqtSXui1Nzc3D5VNjVh833fx9HfvxWV5M/CTvz0HjUqNT044e2a+/MMHYbHZLvo2XSwMN4goJLyx/WNgEYB0uSshIhqGBOAfwJS+FYKIiCai2r5/NP5aujrx5Y2/xIv3PYAZGZl44q2tHl+nVilx4Knn8ODfn8dVP7oL2x56BK3dXbhk6jQUL1nmep3Z6n1J9WDHcIOIQscGAMVyF0FENAw7ADUvV0Q0sW0GsF7uIiYxSZJcy3pv+ngHTBYLMhOT8UHtQddkowDgcIiux//Zvxfzpk3H49/6HlJj4/DhkUNYtXAJ7n7uD7hi5izMzc3D7tMnoFGpcVneDFm2a7x5n1KdiIiIiIiIiC6a13Z+iB6zGc/+52109hixfM5clDXUYe1vf4Hmzg7YHQ48uvU1HDhbisNlZ/Heof2ob2sFANz86MP45+5P0WMx45srb8Dn581HYWYO5t31TSz98Q9wtOz8pA02APbcICIi8t83AJQCmA2gAoADwHQAJQAy4PxTFhHRBPA2gEcBqAEs7XuuEcBxAE8CWCBTXUQ0vJuXXYObl13jehwTHoH6V96ESqmEIAj48lUrXHNtVP/9whCVlLg43Hj5InT2GPGlxVe6nv/3LzeitbsLcZGRUAiTu28Dww0iIiJ/dQLYCUAD4GsAjAD+DGfIwTEERDSBrILz8qQH8LDb81sBdMhSERGNlFp14bbdfRJRd/3BhaeVUBKiooc8Nxkx3CAiIvLXL+AMNgZTAnjoItdCRORDBNA3av+Ca+AMPIiIJpvJ3S+FiIhoLM0Z5nuzL1oVREQjsh/APwFo5S6EiGgcMNwgIiIiIpqkTgJ4AMA9AL4icy1EROOJ4QYRERER0SRVCGAjnJOIfgYOSSGiyYtzbhARERERhYAUAOvlLoJoIomNAuYWyF1FiBPGrCWGG0RERCPRC8AidxFERN6ZMZa3DUSTTyNEHBb5P3M5CQJw3Ri1xXCDiIgoUP+As3+3FcDr4EB2Ippw3gZwAIAI5ySiX5K3HKIJ6WB7K+46tFfuMkJexRfWjkk7DDeIiIgCtabvHxHRBLWq7x8RUajghKJEREREREREFNQYbhAREREREREFOcnhCPw9lskz5wjDDSIiIiIiIqIg13j//6DnMz/nEBFFdLz8OgzvfIC67983omBkouGcG0QUOvbAObMaEdFE1XeN4uWKiCYyTsE5MSX+8G4o4+L8em3Pp7shqNUuS3TvAAAgAElEQVSIWn0jwubNgaBUjnN144/hBhFNek888YTzi8flrYOIyF+8XBERTTKiCCgUkGw2CGo1ADi/Vqmc66H26e9BMSRs8OP9qpRkSHb7gPdIkgRBECBZbRB0Wte3rJVVUISFAQDUmVP6PlyCaDa7ng82DDeIaNISBAHFxcUA4Pov0VjZvXs3lEolFixYIHcpRETD2rt3LyRJwqJFi+QuhSYZnlO+mY+dQNszf0XktZ+DraERps/2IPbW/wdHVzfMR4/B1tSMtMc2QhEZga43/gnJZoflzDmEzZuDqC/e4Pf7HR0daP3TXxB+5SJEfeF6mPbsQ9vTf0H02ptgLa+Aaf8hpP3x91AlxMO09wDMJ05BEREB4d//RcTnVsD4/naIvWYoo6LQ88kuxH3rNmimZsu9+wLCcIOIJi1BELB161a5y6BJatWqVYiKisLLL78sdylERMO6+eabYTab+f9EIhnoZhdBstmhjI9D1OobocnNQeemN5D+5ycRvWYVGn78P7CcOQdlXCwElQoRn1sB/fxL0fCT/0HEimV+vz/ssrlQRkW6Ple/aAFan/ozVGkpiFp1AzpefAXGD3Yg5itroV84H6YDh6BKTEDUF65H79FjMO09gJTf/tL5ZlFE8yOPIf2ZJ4NquAonFCUiIhoBURShUPB/o0Q08SkUCjgmwWSBRMFKUKuhjIkGAKiSk6AI10PQOIeWKONi4OjoQM+nn0HsMcF84jRsTc1IuPcuSDab3+93PhgURChVUEZFOb+MiYGtts5jfaZ9B6BOT3M91s0ugr2xCbaa2rHZARcJe24QERGNgMPhYLhBREFBqVRCFDlFLdFE4KknhCRJcHQboJmajfArFl543mrz+/2jqklQwFpb7XqsSktxzuPhNhdIMOBvZURERCMgiiKUQdRVk4hCF3tuEMntQvgg2e2AODSM0C+Yj+63tsFaXgEAsJSegbW62u/3A3BOOupwDzLd3jc44HQ4nP8AhM2fB8vZ85AsFgCAraoa6pRkqDPS/dy+iYE9N4iIiEaAPTeIKFiw5waRfCylZ2FvbEbvoSPQZGfC9Nke2BoaYD5xCsroaFjLKyEIgnMCz8wpqL/nfugKCxB+5WJEXn+t3+9XJcTDWlYOyWpF+FVXwFZTC9FgdM6tkZyE3sNH4Whtg725BY7OLphPlUIZFQX9gvkImzsHMeuL0fqHZxBxzXIYd3yMxB/dE1TzbQCAII22DwsREVEIuvrqqzF9+nQ888wzcpdCRDSsO+64AxUVFfjggw/kLoVIVps3b8b69etdwzi21dfgrkN7Za5qIEe3AcrICFmGhIhmMxztHVCnplzUz6/4wloUFxdDoVBgy5YtI21GYs8NIiKiEeCEokQULNhzgyh4uK94crEpdDoo0lJl+/zR4m9lREREI8BhKUQULJRKJefcIKJJj7+VERERjYDFYoFWq5W7DCIin1QqFWy2oasuEBFNJgw3iIiIRoDhBhEFC51OB7PZLHcZRETjiuEGERHRCFgsFmg0GrnLICLySavVwtK3xCMR0WTFCUWJiIhGwGq1sucGEQUFrVbLnhtEHqTq9LguNUPuMkLaWC7KwnCDiIhoBDgshYiChU6nY88NIg8ujYvHpXGL5C6DxgjDDSIiohHgsBQiChbsuUHkWeU2Gz6+yyR3GSHvloroMWmHc24QERGNAIelEFGwYM8NIgoFDDeIiIhGgMNSiChYsOcGEYUChhtEREQBkiQJVquVw1KIKCjodDrYbDY4HA65SyEiGjcMN4iIiAJkMpkgSRIiIiLkLoWIyCedTgcAHJpCRJMaww0iIqIAGY1GAGC4QURBQa/XA3AGs0QU3M5b9sMsGuUuY0JiuEFERBQgg8EAAIiMjJS5EiIi3/qD2P5glogmFhEOiHDAIg0MIB2SDQ7J5nrcZq/Fn1tuhU2ywC5ZYZcsfa+zwy5Z4JDsXtsU4YBDsnv8nMmC4QYREVGA2HODiIIJww2iiWuX8XXcV1OEHd3P4/7aefjU+CoAYFvX4/h312N4svkreL/7GQBAqXkX2u312G74K97u/B2+WZUMk9iFNkcNftN4HbZ2/MJjm082r8fdNdPxoeEveL71e7i3pgDt9jrZtnm8MNwgIiIKEHtuEFEw6Q83enp6ZK6EiAZbFF6MTkcT4lWZ2Jh+AIvCi1FtPQ6VoMGKyNuxJvZn2NrxEHrETszTXw8AuDbqu7gh+l5XG0mqHORq53tt8/uJf4ddsiJZNRV3JDyLpZG34BPjyxd9W8ebSu4CiIiIgk3/Xz8ZbhBRMAgPDwfAnhtEE5FSUEOrCEOaegbCFM7fK/b1/ANKQYMz5t0AgDsSnoNdskAjhPW9Swi4TSXUiFTGAwCilcmosBwanw2SEcMNIiKiABkMBgiC4Jqkj4hoIuOwFKLgYnC0IVMzC/PDV7mes0lm2CUrAEDwEW6EKg5LISIiCpDRaER4eDgUCv5vlIgmPq1WC7VazWEpRBOUJEkAJNfjefob8F7306iyHgMAnLfsQ631NJSCBoAz6FALGmgFPQyOVgCAwdECW1/44alNyf1ryTGOWyMf/lZGREQUIKPRyCEpRBRUIiIi2HODaALa27MVFsmEjwwvwCR2AQCKwpYjXVOAX9RfhY2N16PKehw52rnQCDrM01+PP7Z8DWWWQ1gRdTt+03gdXmn/McIVsWhz1KDD0TCkzVPmj9EjduCo6T10O5pxrPdDVFpL0GqvlnnrxxaHpRAREQXIYDBwpRQiCioMN4gmpoXha7EwfO2A51SCFvckbYLB0YYIZSwEtz4JP0h6DVapFxohDNN1C/GlmJ9CI4TBIdmhFFQe25ypW4oXsztdj+9P+dc4b5U8GG4QEREFiD03iCjYREZGMtwgCjL9E4AOdmFi0Qtf9wcboYzDUoiIiAJkNBrZc4OIgkp0dDS6urrkLoOIaNww3CAiIgqQwWBgzw0iCioxMTHo7Oz0/UIioiDFcIOIiChA7LlBRMGG4QYRTXYMN4iIiALEnhtEFGwYbhDRZMdwg4iIKEDsuUFEwYbhBhFNdpxSlYiIKEBcLYWIgk10dDTDDaJBsm9UI/vGaLnLoDHCcIOIiChABoOBPTeIKKiw5wbRUF0NDag+fFjuMkLerBtuGJN2GG4QEREFiHNuEFGwiYmJQVdXFyRJgiAIcpdDNCGYDQY0nzsndxk0RjjnBhERUQBEUUR7ezsSEhLkLoWIyG8xMTFwOBwwGAxyl0JENC4YbhAREQWgo6MDoigiPj5e7lKIiPwWGxsLwHkNIyKajBhuEBERBaCtrQ0AGG4QUVBJTEwEALS0tMhcCdHEZrHZhn08XhyiOCHbCoRc+64fww0iIqIAMNwgomDEcINoeKcqK3Hbxo14d98+j4/H291PPYVPSkomXFv+kHvf9eOEokRERAFguEFEwSgiIgJhYWEMN4i8mJmdjbSEBEiS5PHxeHvw619HfLR/y9KeqqxEdmoq9FrtqNsaC3Lvu37suUFERBSAtrY2hIWFISwsTO5SiIgCkpCQwHCDaBhKhWLAakLujy02G3otFlisVgCA3eFAr8XiGgIi9v3XZre73m+z2/2+wU+Nj4fC7bNFUYRDFCGKIsx9nwkAzR0d+NXf/z7gc8RBr/O3LV9EUYSxt3fI8yazGQaTacBzw+07AOg0GiGK4rgGHuy5QUREFIC2tjaulEJEQSkxMZHhBtEInaqsxAPPPYfvrFqF1VdeiU6jEQ/97W9Ys3QpXnznHdy4eDHqWlvxydGj+NYXv4hOgwGHz55FY3s7nr73XkTq9V7brmxsxBNbtmDpJZfgpquuwq5jx/DEli24+XOfw/naWuw5eRJ//fGPkRgTg5Lz59HS2Ym3d+3CklmzcL6uDi/85z9Yf/XVeO3DD3H1vHk4VVXlV1vD+e/evWjp7ERcVBQ+LSnBb++4A0qFAr/ftAnXLViA7YcPIy0hAWuXLRu2HUmS8Ndt2zBv+nT8Y+dO3Ll6NTKTk0dyCHxizw0iIqIAtLW1cUgKEQUlhhtEIzc3Lw+fv/xy1LW2AnD25PjCFVdg2dy5sNntSIiOxt3Fxbj9xhvxynvv4aalS/G7O+9EbGQkTlVVDdt2dkoKosPDXY+XzJ4Nm8OB9IQE3P/Vr+L6RYvwzt69AIDFs2YBANYsXYqpaWlYMW8e2rq7kRQbixcfeADfuOEGv9vy5lhZGQ6dOYNbVq7EFxYvRnJcHJra29HU3g6DyYSiqVNx/cKF+ODAAZ/7rbS6GlWNjZiXl4d7162DUqn0+Z6RYrhBREQUgNbWVoYbRBSUGG4Qjc6qJUvwwYEDsNhs2HXsGJZecgkAQKNWIzYyEgCQEheHcJ0OGpVzkERcVBTau7p8tq1QDLw1VymViI6IcLYRGYnq5uYB3xfcXqfTaJCVkgK9Tge1ShVwW4PtPHIEs3NzXY/v+/KXkZ6YiJT4ePz81lvxSUkJjpw9i06j0ed2TUtPR1N7O37w1FPoNBqRPo69XxluEBERBYA9N4goWDHcIBqd3LQ0ZKemYvuhQ3CIIrRq9ZDXqDz0TBiXWSbc5rMYa2qVCmeqqwc8J0kSuoxG/OTZZ5GfmYn5BQV+taVSKvH0hg0ozMnBvX/8I46cOzceJQNguEFERBQQhhtEFKwYbhD5NnjCy8GPVy1ZgufefhuLCws9vsZmt0McwaSZ/ZOCemrT/fn+8MRmsw187aDX+9OWNyvmzcNnx49j17FjkCQJB0pLUd3UhI+OHIHFZkNSbCzau7uHtOVp3+09dQoGkwl3rl6NW1auxOGzZ31+/kgx3CAiIgoAww0iClaJiYlo9tEdnShUnamuxpmaGhw8cwbt3d1DHve7cvZszJ0+HdmpqQCcE402trdj3+nT6O7pwcclJahracGxsjJUNzXhfG0tDpaWorunZ9jPPtf3urauLhw5exYGkwl7T55Eh8GAA6WlOFdbi8b2dmjVaiwuKsIv//Y3nCgvx47Dh2G2WvHv3bth7O0NqC1vZmRmYukll+ChF1/El3/xC7R2diIrJQWXTJuG+tZWPPzii+g0GuEQRWzavt3nvvvtyy9j1/HjMFutuH7hwrE7aIMI0sVefJaIiCiIpaen40c/+hHuueceuUshIgrI22+/jdWrV6O3txc6nU7ucoguus2bN2P9+vWuHgZNZ8/ixH//G3A7dofD4/CTi8litUKr0YzrZ/RaLFCrVAO21e5wuJZ5dYgilIrh+0v072tjb6/XFWOuvuceFBcXQ6FQYMuWLSMtV+JSsERERAFob29nzw0iCkqJiYkAnBMjZ2RkyFwNUfAaabDx65de8vj8zOxs3HTVVQG1Ndpgw59awrTaId9333ZfwQYACH1zgwy3FO5YYbhBRETkJ6PRCLPZzHCDiIJSf7jR0tLCcINIBj/7+tflLsFlItUyVjjnBhERkZ/a2toAgOEGEQUl93CDiGiyYbhBRETkp/5wI2Ec12gnIhovMTEx0Gg0DDeIaFJiuEFEROQn9twgomCXkJDAcIOIJiXOuUFEROSnlpYWqNVqREVFyV0KEdGIJCYmMtwg6hOTloZZN9wgdxk0RhhuEBER+am+vh4pKSlQ+DE7OBHRRMRwg+gCrc2MpK5GucsIbQIA5I1JUww3iIiI/NTY2IiUlBS5yyAiGjGGG0Ruzp8EntsodxX0/Ltj0gz/9EREROSnxsZGpKamyl0GEdGIJScno7GRf6kmosmH4QYREZGfGhoa2HODiIJaeno66urq5C6DiGjMMdwgIiLyU0NDA3tuEFFQS09PR0NDAxwOh9ylEAUtk/3i/PzYRemifI6/egddNwY/lhvDDSIiIj9xzg0iCnbp6emw2+1obm6WuxSioOOQJDx48ByeLa1B0ZufwTbO4cMV2/bhjYqmcf0Mf+xp7kT+G7vwwpk6j48nCk4oSkRE5AeLxYLOzk723CCioJaRkQEAqKur4/WMKECbyxuhVSqwoSgb16YnQK0QxrT9Pc2dKIqNQKTaeZv++vI5SNNrx/QzRmJRUgymRekheXk8UbDnBhERkR8aGhogSRJ7bhBRUEtLS4MgCKitrZW7FKKgc6zdAKXgDDQKYyNgFUVYHCIA5xASi0N0DSVxSBLsogSHJKHHwzAWhySh02p3Pa42mrFuR4mrPQCYGhkG9/xEAmCw2TGYr8/yZnAN/bptdnRYbAOeUykECMM8BoDmXisckiRb6MFwg4iIyA8NDQ0AwL90ElFQ0+l0iIuL46SiRAF6q6oZHzd24LOmDjx1sgpGmwNvVTVD9+IH6LTaUWXsxZX/2Y/7D5zFm5VNSHltJ/54qhq3fXICGa/vRE2P2dXW82dq8fCRMmwqb8Dn3jkIqyhiZ2M7anvMePp0DY61G3Cyw4grtu3DM6drAABPnqzCb46W4dWyBiz9z34cbTMAgM/P8sZTDaIk4bZPTuBYuwEPHjqHx45X+rVvREnCj/efxdF2A258/zBKO3sC3b1jguEGERGRHxobGyEIApKTk+UuhYhoVLhiClHgVmcloTAmAguTYnB3YRYi1Epcn5Ho+n5ulB4LE6MBADdlJ8PqEJEXpcdLS2fhWzOm4P/OOHtLfdLYgffr2vDQvGn4Tv4UZEWEocpoxqrMJADAPYVZmB0XicLYCCRoNQCAD+ra8FZlM352SS6+kz8F63JSsGb7EdhEadjP8sZbDVVGMzqsNixJjsU3Z2TgpfP1fu2b/S1dONVpxNVpcXjuisIxH67jL4YbREREfmhoaEBcXBy0WvnHvhIRjUZGRgbDDaJxplYISNCpAQApeg1Ku5y9GTaXN2JpSqzrdc9fWYi8KL3rseCWC6j6QoK3q5sxI+bCa1akxaPc0IvTncZhP8sbbzXkRIZhy4o5eKOiCdvr29Bitvq1rXPjo1Bp7MXif+9Ds9mKaW7bczEx3CAiIvIDV0ohosmCPTeI5KNRCDjQ2jXgOVG6MEuFpz4PCgCn3YZ65EXpoRCEAUHIWNTQYrZi5buHcHliNFZmJPjdnloh4MCqhbgiOQZXbduPHfXtIytslBhuEBER+aGhoYHzbRDRpJCens4JRYlGwCaKsLsFEVqlAuEqpauHQ7PZCovonBDUfVJNh9t7bs5NxVtVzXizsgmiJOHd2laUdvVAo3QmFWa3CUUdknOS0Bszk7C/pQumvslCj3cYMDUyDAXREcN+ljfeathU3giT3YHMCB0aTdYBbUnSwM9xf/yfmla0W2x4fEE+Hro0Fx/Wt/msYTww3CAiIvIDe24Q0WTBnhtEgdvf0oVdTR14v7YVh1q7ATh7LNxZMAVXbtuHu/acRpxWjWpjL146X492iw3balrQ1GvFu7WtONzajUpjL+YnRmNtTgrW7ihB+usfo85kxsyYCIQplViVlYQ1249iV1MHDrR04XBrN96rbUVRbAR+PjcX3/j0BN6va8Pvj1di0/I5UCkEbK9v8/pZ3nirYXlqHMoMvVi74yiazVbYRQmPHqvAgZYuHGztwnt1rWgwWYY8BoCbPzqGf1Y1ocfmwDdnZFyUYzKYIEl+RDtEREQh7rLLLsOKFSvwu9/9Tu5SiIhG5Z133sH111+Prq4uREVFyV0O0UWzefNmrF+/Hq5b4AMfA89tHHW7JrsDepUSdlFyzZPhi9HmgFapGDL5Zn9b3t7T0GtBbmQYFCMdk+KjBlvfNgiA39sjShIEQUCnxYZYrTrwQp5/F8XFxVAoFNiyZUvg73eSVCN9JxERUShhzw0imizS09MBALW1tZg5c6bM1RAFv/4wwt9gAwAi1J4DDG/BRv978tT+T9a5/qMSj88vclvxZTD3oMPf7ekPWkYUbIwhhhtEREQ+iKKI5uZmzrlBRJNCRoazy3hdXR3DDaJJbNPyOXKXcFFxzg0iIiIfWltbYbPZkJycLHcpRESjFhcXh7CwMM67QUSTCsMNIiIiH6qrqwEAmZmZMldCRDQ20tLSGG4Q0aTCcIOIiMiHmpoaCILg6spNRBTsuGIKEU02nHODiIjIh+rqaiQlJUGn08ldChHRmMjIyEBtba3cZRDJKy4RuPRKuasIbaNf9MWF4QYREZEPNTU1mDJlitxlEBGNmfT0dGzfvl3uMojklTsTuJOT6k4WHJZCRETkQ01NDefbIKJJJSsrC5WVlXKXQUQ0ZhhuEBER+cCeG0Q02WRnZ6O9vR1dXV1yl0JENCYYbhAREflQXV3NcIOIJpXs7GwAQFVVlbyFEBGNEYYbREREw7DZbGhsbOSwFCKaVLKzsyEIAoemEE0gdrvdr9eZTKZRfU5vb++o3j9RMdwgIiIaRn19PRwOB3tuENGkEh4ejsTERIYbRBNAU1MTbrnlFnz7298e9nUOhwMPPvggnn32WRQVFcFmswX0OXv27EF+fj5eeOGF0ZQ7YTHcICIiGkZ1dTUAsOcGEU062dnZDDeIJoDk5GTMmDEDkiQN+7rNmzdDq9Viw4YN2Lx5M9RqdUCfs2jRIkybNm3A5+zZswcGg2FEdU80DDeIiIiGUVNTA7VajeTkZLlLISIaUww3iORnsVjQ0dEBpVIJheLC7bnNZhvSM+PYsWNQKpUAgMLCQtfz3d3d6OjocD22Wq2wWCwAnENdLBaLa8iLSqWCIAgAnH/AWbduneu1wY7hBhER0TCqq6uRnp7u+mWCiGiyyMnJQUVFhdxlEIWsP/3pT9iwYQPeeecdbNmyxRU6bNy4Eb/97W/xxS9+EU8++SQA4K233sLHH3+Mzz77DE899RSMRiNEUcRtt92GY8eO4cEHH8Rjjz3meq1Op0NnZyeqqqpw5ZVX4v777x/y+Tt37kRtbS2efvppHDt27OJt+DhRyV0AERHRRFZTU8MhKUQ0KWVnZzPcIJLJvn378Nprr2H37t0AgN27d8NiseDo0aPQaDS4/fbbceONN2LJkiW45ZZbsHr1amzbtg2ZmZm4++67AQAVFRXo6OjAkiVLoNfrcdttt+G+++7D9ddf7/qc3NxcLFy40GMNq1atAgDcc889iI6OHuctHn8MN4iIiIZRU1PDyUSJaFLKzs5GV1cXOjs7ERMTI3c5RCFl8+bNWLJkievxlClTUFZWhk2bNkGj0eCTTz4BALz88steh43k5ORgy5YteOONN1BRUYGWlpYR1dLfYyTYcVgKERHRMKqrq9lzg4gmpezsbADgvBtEMrBYLEN+9gRBQGtrK5KSklBcXOz65y18bGlpwcqVK3H55Zdj5cqVI66F4QYREVEIYM8NIpqssrOzIQgCh6YQyWDNmjX46KOP0NXVBcA5KajVasWqVavw+OOP48iRIwCcw1VOnDgBwDnJaP/EoACwadMmmEwmZGZmorGxEQ6HAwCg1WoRHh7u6snR3Nzs6v0hSZJrtRSNRgMAMJvNF2GLxx/DDSIiIi9MJhPa29sZbhDRpKTT6ZCSksKeG0QyWLZsGa655hrMnz8f3/3ud3HixAlUVFQgPT0dhYWFmDdvHpYuXYqjR4/isssuw/79+7Fr1y68//77OHToEABg+fLlKCsrw9q1a9Hc3Ay73Y5HH30UarUad955J6688krcddddiIuLQ3V1Nd566y0cPHgQ7733HhoaGhAWFoZVq1ZhzZo12LVrl8x7ZPQEyddiukRERCGqtLQUBQUFOHr0KObMmSN3OUREY27x4sW4/PLLXSsyEE1mmzdvxvr16zGRboG7u7sREREBu93u6kkBAK2trYiLixuwPKwnNpvNtbyr3W6HSnVhWk2TyQS9Xj/k+cH6Xyen4uJiKBQKbNmyZaRNSJxQlIiIyIvy8nIAzgm7iIgmI66YQiSvqKgoABgQbABAQkKCX+9Xq9WurwcHGP2BxXDBhvvrgh2HpRAREXlRUVGB+Ph41y8eRESTTU5ODoelENGkwHCDiIjIi4qKCkydOlXuMoiIxk1WVhZ7bhDRpMBwg4iIyIvy8nIOSSGiSS0nJwcGgwHt7e1yl0JENCoMN4iIiLxgzw0imuz6A9z+OYaIiIIVww0iIiIvKisr2XODiCa17OxsqNVqnD9/Xu5SiIhGheEGERGRB+3t7ejs7GS4QUSTmkqlQnZ2Ns6dOyd3KUREo8KlYImIiDzo76LNYSlENNlNmzaN4QaFlLVr18pdAg2yd+9eLF68eFRtsOcGERGRBxUVFVAqlZgyZYrcpRARjau8vDyGGxQSpkyZguLiYrnLIA8WLVqERYsWjaoN9twgIiLyoLy8HBkZGdBoNHKXQkQ0rvLy8vDqq6/KXQbRuFu8ePGoewfQxMWeG0RERB5wpRQiChXTpk1DW1sbOjo65C6FiGjEGG4QERF5UFFRwclEiSgk5OXlAQBXTCGioMZwg4iIyIPy8nKGG0QUErKzs6HRaDjvBhEFNYYbREREg4iiiJqaGoYbRBQSlEoll4MloqDHcIOIiGiQ2tpaWCwWzrlBRCGDK6YQUbBjuEFERDRIeXk5ALDnBhGFDIYbRBTsGG4QERENUlFRAb1ej+TkZLlLISK6KKZNm8Zwg4iCGsMNIiKiQc6dO4fc3FwIgiB3KUREF0VeXh46OjrQ3t4udylERCPCcIOIiGiQc+fOuZZGJCIKBf3XPPbeIKJgxXCDiIhoEIYbRBRqMjMzuRwsEQU1hhtERERuJElCWVkZww0iCilKpRI5OTkMN4goaDHcICIictPQ0ACj0chwg4hCTl5eHs6fPy93GUREI8Jwg4iIyE3/Xy0ZbhBRqJkxYwbOnDkjdxlERCPCcIOIiMjN2bNnERERgZSUFLlLISK6qPLz81FaWgpJkuQuhYgoYAw3iIiI3PRPJsplYIko1OTn56Onpwc1NTVyl0JEFDCGG0RERG64UgoRhaqCggIAQGlpqcyVEBEFjuEGERGRG4YbRBSq4uPjkZiYiNOnT8tdChFRwBhuEBER9RFFEeXl5Qw3iChkFRQUsOcGEQUlhhtERER9amtr0dvby3CDiEJWfn4+e24QUaaHgPsAACAASURBVFBiuEFERNSHy8ASUahjzw0iClYMN4iIiPqcO3cO0dHRSExMlLsUIiJZ5Ofno6mpCW1tbXKXQkQUEIYbREREfTiZKBGFuv4VU86cOSNzJUREgWG4QURE1IfhBhGFuszMTERERHDeDSIKOgw3iIiI+pSWlmLGjBlyl0FEJBtBEDB9+nTOu0FEQYfhBhEREQCr1YqKigrk5+fLXQoRkazy8/MZbhBR0GG4QUREBOeQFLvdznCDiEJeQUEBh6UQUdBhuEFERATnkBSFQsE5N4go5BUUFKCiogK9vb1yl0JE5DeGG0RERHCGG9nZ2dDr9XKXQkQkq/z8fIiiiHPnzsldChGR3xhuEBERwbnsIYekEBEBeXl5UKlUHJpCREGF4QYRERGA06dPM9wgIgKg0WiQl5eHkydPyl0KEZHfGG4QEVHIkyQJZ8+eZbhBRNSnqKgIJ06ckLsMIiK/MdwgIqKQV1dXh+7uboYbRER9CgsLGW4QUVBhuEFERCGvtLQUABhuEBH1KSoqQllZGXp6euQuhYjILww3iIgo5JWWliIuLg6JiYlyl0JENCEUFRVBFEVX+EtENNEx3CAiopB35swZFBQUyF0GEdGEMW3aNISFhXFoChEFDYYbREQU8k6fPs1wg4jIjVKpRH5+PsMNIgoaKrkLICIiupjuuOMOdHV1YdasWZg5cyaKiopQWlqKlStXyl0aEdGEMmvWLIYbRBQ0GG4QEVFIUSqV2Lp1K9566y3YbDZIkgSFQoGnn34ahw4dwuzZs1FQUICioiLk5ORAqVTKXTIRkSwKCwuxY8cOucsgIvILww0iIgopRUVFUCqVsFqtrudEUURlZSVqamrw5ptvwmq1IiUlBefPn0d4eLiM1RIRyaeoqAi1tbVob29HXFyc3OUQEQ2Lc24QEVFIKSoqgt1u9/g9h8MBq9UKhUKBX/3qVww2iCikFRUVAQBOnTolcyVERL4x3CAiopBSWFg47PeVSiWmTp2KW2+99eIUREQ0QU2ZMgUxMTGcd4OIggLDDSIiCikJCQnDdq92OBz4wx/+AJWKIzeJKLQJgoCZM2fi5MmTcpdCROQTf3MjIqKQM3v2bOzcuXPI82q1GgsWLMB111138YsiIpqAioqKcPz4cYiiiLKyMhw9ehQlJSWIi4vDhg0b5C6PiMiF4QYREYWcSy65BLt37x4wqSgA2O12PPnkkzJVRUQ0MRiNRhw/fhwlJSVoaGhAVVUVwsPDYTabIQgCAOD++++XuUoiooEYbhARUcgpLCyEw+EY8Jxarca6detw6aWXylQVEZG8mpqasGTJEpSVlUGSJKhUKgiCAJvN5npN//LZ+fn5MlZKRDQU59wgIqKQU1RUNCTcAIDf/OY3MlRDRDQxJCcnY8mSJa7eGXa7fUCw0U8URYYbRDThMNwgIqKQU1RU5PrlHQBUKhU2bNiArKwsGasiIpLfI488Ap1O5/N1M2bMuAjVEBH5j+EGERGFnIiICKSmproeh4WF4cc//rGMFRERTQzJycl48MEHoVQqvb4mPj4eMTExF7EqIiLfGG4QEVFImjNnDgRBgFKpxK9+9athl4clIgol9913H9LT06FQeL5V4JAUIpqIGG4QEVFImjNnDiRJQlpaGr7zne/IXQ4R0YSh1Wrx+9//HqIoDvmeWq3GrFmzZKiKiGh4DDeIiCgkFRYWAgAee+wxaLVamashIppY1q5di8WLF0OlGrq4IufbIKKJiOEGERGFpKKiIixYsADFxcVyl0JENCH96U9/GrKylM1m47AUIpqQGG4QEVFIys/PxxNPPDFg1RQiIrpg7ty5uOWWW6BWqwc8z3CDiCYiQZIkSe4iiIiIiIho4mlqasLUqVNhMpkAABqNBr29vV4nGyUikonEqxIREREREXk0eGnY3NxcBhtENCHxykRERERERF5t2LABKSkpAMCVUohowho6/THRBLV582asX79e7jKIiIgohKxduxZbtmyRuwxZ6XQ6PPHEE1i3bh0KCgrkLoeIyCOGGxR0Nm/eLHcJ/5+9+46Posz/AP7ZmmTTeyGNElrondDBEykKRxFERe4870TPet4p593PeqJ3inq20+NQUaTIWRBOWoDQewgBQkIS0ivpbfv8/kiy7Cazm92QEDZ83q8Xrxc7O88z33nmeZ7sPPPMDBEREd0G1qxZ09Uh3DIWLVqESZMm8TWwRHTL4uAGOR1BEDiDg4iIiG6KyMjIrg7hliCRSPDuu+9CLufpAxHdmtg7kdPiDA4iIiLqLMeOHcN7773X1WHcUkaOHNnVIRARWcXBDXJa9957b1eHQERERN2UIAhdHQIRETmAb0shIiIiIiIiIqfGwQ1yavHx8Zg9ezZGjhyJVatWYdWqVXjttddw9OhRi/V++uknTJ8+Hf369cObb74Jo9FoczkRERERERE5D96WQk5txowZ2L17N1JTU7F69WoAwK5duzBlyhScPHkSw4cPR0pKCuLj4/HFF18gKSkJixcvxvDhwxEZGSm6fObMmV28V0RERETtc/ToUbz77rtdHUaniYuLwzPPPNPVYRDRLYiDG+T0PDw8LD7PnDkTCoUCly5dwvDhw1FUVIR3330XEokEkZGRmDNnDvbs2YM5c+aILm8e3GhoaICbm1tX7BIRERFRu+Tm5mLr1q2YPXs2ysvLuzqcDpWWlgaJRMLBDSISxcEN6lYEQcCmTZvg4eGB+fPnAwCmTZtmsY63tzfmzp2LqVOnii5vNn78eDz66KN49NFHOz1uIiIioo60fPlyLF26tKvDICK6aTi4Qd1CRUUFnnvuORw4cABpaWlYv3493N3dW61XU1ODvLw8TJ48uc3lGzZsQERERKfHTkRERNRZustbXzZv3szBGiKyiYMb1C34+vri7bffBgBkZmZi3LhxyM/Px+OPP26x3t///nesXbsWUqm0zeWxsbGdHzgRERERERHdMA5uULfTq1cvjB49GuvWrbMY3Fi/fj0WL16MyMhIi/WtLSciIiLqDuLj4/HOO++guLgYd955JwBApVJhxowZiIuLs1g3ISEBr7/+Ovbs2WNatnfvXhQVFaGmpgZFRUX405/+JDpDloioK/FVsOT0tFqtxedr165h//79GDx4sGnZtm3b0KdPHwwcOBA6nQ4JCQnIzMy0uhwAEhMTu92DuIiIiOj2M2PGDAwePBiVlZVYvXo1Vq9ejTFjxmDKlClITEw0rZeXl4esrCwkJCSYlqnVarz44ou4//77sXLlSnh5eWHt2rVdsRtERDZx5gY5tf3792Pbtm3IycnB888/j+rqauTk5GD58uWm21R27tyJhQsXQq/Xm9KNHDkSr7/+uujy06dPAwAefvhhrFixAk8++eTN3SkiIiKiDtbW2+UAIDw8HGPGjLFYr6amBklJScjOzkZ0dDTKy8sxcOBA0/d8uxwR3So4uEFObdq0aUhKSrK5zl133QWdTif6nbXlAHDs2DG4uLjcUHxEREREtxqxt8tZExgYiGXLlmHq1KlYtWoVNBoNlixZYvqeb5cjolsFBzeIrODABhEREXUn9r5drqXPPvsMY8aMwRNPPIENGzZALr9+CsG3yxHRrYKDG0REREREtwF73y7X0sqVK/HPf/4TV69exYoVKyCTybBgwQIAfLscEd06+EBRIiIiIqLbjPnb5WzJzc3F2bNnMXHiRDz44INYvXo1Pvroo5sUJRGR/Thzg5zW4sWLuzoEIiIi6qby8vK6OoQOZe3tcvfee6/FckEQLD67uLigtLQUer0ecrkcI0eOxJkzZ0zfJyYmIioqCn5+fp0XPBGRHTi4QU4nIiICn734InoFBHR1KERERNSNPV5S0tUhdAh73i4HAAUFBVi7di10Oh3Wr1+PBQsWICgoCC+88AJefvlljBo1CsnJyfjzn/9sSsO3yxHRrYKDG+R04uLi4FlejpL09A7NV6PTwUWhsPr5RhiMRsik1u8Ca+t7R3Tmftyu2nt8bKVr73HpyLpyqzEvk/aUj3maW6WcOiMOjVYLF6WyQ/PsTIIgQCKRiH7nDP2TrfgdcTPrZFvb6upyv9GysKcNdNQ+xsTE3HAetwJ73i4HAGFhYVizZg3WrFljsfyxxx4DAFRXV7d6uwrfLkdEt4qu/+VH1MUuZWXhV6tXY+eJE6KfO8JT77+PgyI/KipqavDWN9/g3S1bbKavqa/HZ9u2Ye327fj855+xftcurN2+HfnXrt3U/ejOTl2+jA27d+OHQ4fw3cGDFt+1PH5n09Kw9/Rp/HTkCL7cuRPqFlN9raXTGwzYsm8fth44gIz8/FbrV9bW4nf/+Eer5XqDATtPnIAgCA7FUlFTg9e+/NL+Qugi5nW1PfVWLI21Nncjzmdk4E+ffGLXuva2bUcYjUas27EDPx09it+89Rb0BkOH5d1Zth89isX/93/Q6vUWyx09zuZt4HRqKl778kvc98or+HLnTov1jl28iOc++ggr3ngDm+LjTdPrU7KzkVVUZHMb244cwca9e7F+1y7kX7uGs2lp+Nv69a3S2eorbDGvk/b2IR2xrWa2+h9rfU+z9pS5o/HZ077saQM38rfPnnpyu/Py8mq1jAMbRHSr4OAG3fYGRkcjLCDA9IOs5eeO8OLy5Rgn8jRxX09PRAQFATa2dT4jA3/76ivcOXo0fjN3Ln41axaWz5yJFbNmYf/Zs8hu+iF2M/bDGVzKykK9RuNQmrzSUnz43XdYMmMG5k+ahLTcXOw7e9b0vfnx0+r1WLdjB2aMHIm7J0yAytUV/zt+XDRf83QNGg0eX7MGIf7+WDR1KgZGR7da/6tdu1BcUWGxTKPV4tNt2zB56FBIJBK7YtEbDHjjq6+gNxgQHhiIPadO4Zu9ex0qk5vJvK62p96KpbHW5tqrtLISReXlOJ+RYdf69rRtRx04dw4KuRyLpk7FXx56CHKZrMPy7iwThwxBZW1tq+WOHGfzNlBTXw+tToe/LF+O9598Epvi45HbdNtATnExEtPS8Kdly/C7efPw5c6dOJOaCgAYEBWFtNxcXLx6VXQbG/fuxcWrV3HfHXdgQFQUSisr4aJQwN/bGz1DQ03rtdVX2NJcJ+3tQzpiW83a6n/E+p5m1XV17SpzR+Kzt33Z0wZu5G9fW/WEiIhubRzcoG7LaDSitqGh1fJ6tRo19fUWy2RSqcW045afm2l0OjRoNNA0XWXTGwxo0GhgMBoBNE5fFjuxDvX3h7RFfjq9HjX19ZBKJJBYmZ5bXl2NT374AS/cfz+iQ0MRf+YM1u3YgbNpadh25AgeuPNOJJw71+Z+tBV3c3k1x2UeY1s/EO1NpzcYRK+y2Zu+srYWRqPRZr4lFRV47csvLfIyZ2hKr9PrLa4kH71wAUP79DH9UJ4waBAOJCaavjc/fg1qNTIKCkwnAjV1dfB2dxfdnnm6NZs3o094OCYPHSq67q6TJzFx8OBWy7ceOIDhMTFQubraHYtcJsPDc+fi5xMnUFhWBolEgnunTRPdrtFohMFohNFoFL16bK1OW0tnbbneYDAdF4PRCJ1eb1H/zOuutfbXzJ42LNbmALTqE9ra/2aBPj7oHxlp9Xtzttq2WDswWimvlutlFhRA2pRfdEhIh+TZ1v5b60etteeWx6b5GEjQOBhnnkbsOIvla94GXBQKxA0aBIlEgkAfH4T6+8O/6UpyeU0NVs6fjyBfX4yPjcXYgQMtTrSnjxiB9bt2mfqcZlq9Hl/t2oX5kyYBaDyZH9anD44kJ+Pe6dMt1m2rr7CluU7a24d0xLaa2ep/rPU9zW6kzO2Nz972JdYG7OkPAPG/IWL1zVo9ISKiWx+fuUHd0v+OH0dpZSX8vLxwKCkJb/z2t5BJpXh70ybMGjsW8WfPIiwgAIunTnUo30tZWVj16ad4dN48zJ80CZW1tXjl88/x+m9+g71nzkCt0cDLwwP7z57F47/8JXr36IGsoiK8u2ULpgwbhgWTJwMAfjh0CDnFxRjUqxcSzp1DTHi46Pa2Hz2KOePHw8fDA2u3b0dGfj5ef+QRvL5+PRRNP3ildty3bCvuzMJCvP/tt5gbF4f8a9dw8Nw5PHLPPaisqcHZtDQUlZfjo2eegadKZZFn4pUrdqfbuHcvdAYDUrKyMKp/fyycMsXu9B5ubvj39u0Y0bcv/nvgAFbOn4/I4GAAaJWvl0qF0spK/Hj4MCYOHoxeYWGmeOPPnMHH33+PeyZOxOXsbGQUFODRefMwfcQIpObkNF5lb+Lr6YmLWVkA0Or4eXt4YMaIEfjDhx/ivjvugE6vx9Thw1uVuXm64TEx2J+YiIVTpuCdzZvRKzQUd44ZA/emAYusoiJIpVKEm8UAAGqtFt8fOoRNL7/sUCwGoxEbdu9GZHAweoWF4djFi1DI5ZgybJhF/ofPn8e7W7Zg2S9+gfS8PBy7eBH//tOfEOjjAwD4b0KCaJ22li41J8dqfkeSk/Hal1/ihzfeQHVdHf721VcY3KsXHp03r83620wQBLvasFibO5KcjMKyMuRfu4ZTly9jwqBB8PfywuZ9+6zuf3vYatti7WD3qVNYt2MHls6YgW/27sWv58xBRXV1q/WOJCcjKT0dnioVvjt4ELPGjoWbi8sN5dnW8RfrR+Uymeg22zo2m+LjkZSejrS8PPxp2TLRk2mxfFu2gebnLBiNRmzetw+LpkwxDfwN69PHIj8PV1eL2QFymQyeKhXiz57FL0aNMi2vra+Hu5sb+kdGQhAEyKRSZBcVwVOlgp+np0WetvoKW1rWSXv6kI7a1tXCQqv9j7W+x9yNlLk98dmrZRu4a8wYfPT99232B4IgiP4NEatvgPV6QkREtz7O3KBu53xGBs6kpuKhu+7C3XFxCPbzQ3F5OYrLy1FTX49BvXph9rhx2HPqlMN5D4+JwZ1jxpiedaHR6XD3hAlIz8/HkeRk3H/nnbg7Lg5Thg3Dy59/Dr3BgOiQEIurcinZ2dh39iyeXLQI00eMEL09odnlnBwMjI5GRU0NNu/bh6UzZkAmlSKrsBATmk4OSior2x23t4cHhsfEQKfXI8DbG08tWoSH587F17t2YcGUKfj7ypXw9fTEpexs0TztSZeRnw+5XI57JkzAr2bPxn+2b0dNfb3d6S/n5CC7qAgjYmLwzL33QtY0qCOW7+DevQEAC6dMsRjYAIApw4ahqq4Oo/v3x+rf/Q6PzJ2Lf//0EwDgamGhxTHy9vBAVW0tyqqqWh0/AHhmyRJ4qlT48Lvv0D8qSvTBeObpUrKz4ePhgRkjR+KpRYtwtbAQb6xfD6DxKn/CuXOiP6Jziovh5uJiunJrbyxSiQQLp0zBL0aPRlpuLlY98IDFlf5mE4cMgc5gQI+AADx///2YPX48fm6aHn8mNdVqnbaWzlZ+YwYMMG03LCAAA6KiWsXTFnvbcMtyEgQBH3//PWaNG4enFi2Cm1KJAVFRuHf6dKvxtoettm2tHUwfMQJl1dUI8vXFF6tWISo4WHS9CYMHIzo0FAOiorBg8mS4ubjccJ62jpe1ftTaNts6NpOGDsXbjz+OX8+ejfUtntlgq3xatoFm244cweHkZHz43XfIKS5ulV+9RoPSqioMaeoTmgX7+uJCZqbFMj8vL4zo2xc7jh3DfxMSMKp/f3x38CAWTJ6MHw4dwqc//ohvDxyAIAg2+wpbWtZJe/qQjtqWtf7HVt8jpr1l3lZ89mrZBqrr6uzqD8T+hlirb83E6omz6uMyBmM8ftkt/r3z8CYoJa5dXaREdAvjzA3qdg4kJlr8uPrDkiWm///fihU4mJSEorIy0fvA7TFv4kT84cMP8Zu5c3H4/HnMnzQJn23bZnGFbXhMDD7473+RU1yMXmFhFrMrDiQmYlCvXqbPgT4+KCgrE92Wq1IJjU6H2oYGuCgUGNSrF3KKi5FXWophMTEoqahAL7P7wR2Nu5lSoYBv0xXKED8/uLu6Qilv7B78vLxQbuXHtD3pkjMyIJfJTPdSv/DAA9A1TQO2J/2ImBgUl5fjyfffx5OLFqFvRAQAYH9iYut8m257ELuhofnkyK9pOvWEIUPwzubNyCoqgoebGxpaTN+Xy2TwaYqt5eyY97/9Fr9fsACF5eX4+8aNkEmlmDhkSKttNqcrq6pCz7AwU+xLZ8zAr998EzX19dh2+DCmDhuGytpaVNfVQRAEVNbWwsPNDQXXrrWaMWNvLFEhIdBotZg9fjzkMhmiRAY3msvF28OjsWw8PXE5JwdA45R4W3XaWjpryztCiL+/3W3YvJyab63JyM/HkN69Eeznh1B//w6P11bbFq2vBgM8ZTK4KpWICgmBytUVR5KTrbaXljoiT2v7b60fXbt9u2hebR2bqKbZVpOGDMGH332HohZ9nrV9EWsDADB/0iTMmzgRb27YgG1HjuD3CxZYfL953z78YcmSVrcmhPj54YDZrXzNVj3wAGrq6+GpUiExLQ2xPXti9+nTOHLhAv7+6KMoKCvDlby8NvsKW8zrpD19SEdty1r/s3b7dsweN0607xF7lkV7y7yt+NrL3v6gT48erf6GWKvHpryt1BNnExcXh5fuHA5DcnCnbscg6CGT3JxTio/d7J/tR0S3Hw5uULejkMuR2uIERRAEVNfV4bUvv8Sfli1DRFAQtiYktCv/3mFhpudfGIxGuCgUkEgkFleyegQGQiKRiP7I0+n1uNZisMDaT8FR/fvj1OXLWD5zJsYOHIhv9++Hq1KJYTEx2HniBOQyGX5pNkjhaNxixH7U2vNYNmvpqurq0DsszOJe75ZvTrCVXi6T4aNnn8W6HTvwzAcf4PVHHsHwmBjRfCtqahr/Y8ePa4VMBjcXF4T6+SEyOBjl1dWm76rq6hAeFCR6NbW0shJX8vLw7JIlGNSrF2rr6xtvgxEZ3GjWIzAQu8yuKob4+QFofPZEZmEhjl+6BKDpWShaLf66di0enTcP/t7eNk/g24rFRanEqH792iwLMY7U6Zulqra2XW1YKpXiuaVL8dH33+PhOXMwun9/9LPz+RmOsNW27W0H9q7XWXk2s9aPWsvL3mPj6+kJpVwOudzy54e1fG21AYlEgqnDhyP+zBmL5XtOncKUoUMR5OvbKo3BaISHm5tofp4qFQRBQPyZM/jD0qV44LXX8PDcuZBIJMguKsLwmBiH+gpr7O1DOmJbgPX+Jz0/H29v2gSgdd8T27OnaF7tKfPOYm+dE/sb0labsFVPnElERATCw+uRnazr1O38rWgmZnk9idHujQMPFxr24WDtV0jXnMQkjwfwS59VpnXP1e/EruqPUGEoxCSP+zHb+ylIRCaSJzfsxVVNIlRSbxhhxJ1ejwIA/JvqLxGRGN6WQt3O9BEjcCQ5GYfPn4cgCDh1+TJyiouxPzERGp0OQb6+KK+ubvWwsJYPqrT1IM15Eyfi0x9/RFzTvcXjYmNxOSfH9MDOq4WFCPP3Nz0bovnhfkDj9OxzV66gTq0G0PgwNGuvdJw1diyyi4qQmJaGvz70EOZPmoT5kybhHytX4p4JEzC6f/9WV8Bs7UfLuMXW0en1MFrZ99qGBosTXnvSxQ0ahK0JCUhvevXgxatXkVVYaHf645cuoaa+Hivnz8dDd92Fs2lpVvPNKy1tzEt3/Ydcy5ibH2J5KSsLw2Ji4KJU4p4JE5CckWGK53J2NuZNnGhKY378FHI5KmtrTfn0jYhAQNMzClpuqzndhMGDYTAYUNp0C1FOcTGGx8TAx8MDf33oIXzw9NP44Omn8bdHHoHKxQUfPP00Ynv2RHRICMqrqy3Kyd5Y7NUy72Zt1Wlr6awtV8jlcFUqUdV0olpZW9vqwa/macXanyNt2LycgMY3T/xj5UqMGTDA4thai1dMWw/XtdW222wHTXnbWk9vMFg8hLUj8rS2/9b6UWt5tXVsmqXm5iK2Z08EeHtbbN9avi3bgNFotOgv0/PyMGfcONPnoxcuICwgAFEhIdAbDDifkYFCs1ki5dXVordoNdt96hTuGD0aEokEeqMRI/v2BQBU19fDzcWlzb6iqq4Oabm5onk310l7221HbAuA1f7nnccft9r3tMyrvWVuLcaW7RNou30Blm3A3v5A7G+IrTYBtF1PbkfpmpNQG8UHGlcG/gfDVDMBALXGcugEDVYG/gcvhuzCjqr3UKS7AgAo0KXikvoAfhPwCZb6vo7vK9/EhYb9rfIr0qXj6/LnMcf7adzh9VtkaRNxvO7bzts5Iuo2ZC+/3PSULqJb3MWLF7F161a8/PLLKElLQ115ueh6Ad7eKCwrw9odO7D96FH0i4jAqP794apU4r8JCUjNyUGQry9ONF0tV8jl2JqQAI1Oh2F9+iCnuNjis5vI+9sjgoJwJS/PdGtHWEAApFIpdhw7BpWrK7YdPoxH581DoI8PUnNy8N3Bg6hXqzE8JgY9Q0ORnp+P9bt2Iae4GIVlZSivrka/yEj4NE0PbyaRSDBxyBCcTEnBvrNnca26GmVVVTibloZTly8jyNfX9PC/1JycNvejZdxA40n+fxMS4OXujpjwcHx/6BCSrlzB4N69odHpsPXAAWi0WgyPicHPx4/jq927MTcuzu50s8aOxeWcHPzrxx9xLj0d3h4eiBs0yO70gT4++OLnn+Hu5obSykrcNXYsPFUqhPj5ISk93SLfyUOHIj0/H7tPnUJ4YCCCfH3xw6FDppjX79oFqUSCnJIS/O/ECTz2y1/CS6WCv7c3jIKAw8nJUGu1KCgrw5Lp0yGRSFodPz8vLygVChy/eBH1ajVSsrNxd1wcvN3dLbZlnm50//6IGzQIm/btQ4NGg+1Hj2LF7NmtHlbYoNHgx8OHsXTGDACNbynIKS5Gj8BA+Hl6OhSLPRLT0rD92DH4eXoiOiQEm/ftQ25JCcbHxqJvRITVOm0tnatCgQPnzonm5+XujtqGBnz8ww8oqaiAQi5HaWUlhvTujdySElNddVUqseP4cdH2Xd4p2AAAIABJREFU50gbNi8nlasr3v/2W3x74AB2njyJfWfPQqPVNh4LK/vf8qptWVUVfjh8GBevXkWovz/CAgKgaDH7IMTPz2rb7h8Z2aq+xg0ahH1nz5puyegfFYXIoCDR9S7n5OC/Bw6goqYGfXr0gL+3t2gbcCRPW8c/OiREtB+1tk1rx2Zonz7ILChAWm4usouLceLSJTy5aFGr/qlnaKhovi3bwLn0dDz30UcoraxERn4++vTogVH9+wMATl2+jJf+8x/87/hxfL17N77evRtXCwtN7QkAvtq9GytmzRK9Kq/RarHzxAlT/6iQyZB45QryS0sxYfBguCqVNvsKoPEhvH9bvx53jh4ND7Pbaczb7vjYWHh7eLTZbjtiW8NjYuCpUmF4TIzN/qdl32PuRspcLMaW8alcXe1qXy3bQI+AALv6g7Lqanz6448Wf0P69OghWt/E6snx9HQoXFywePHiVmVzqzL/vZS1Q4eqdOsDt0YYIECAVlBDLmmc0WkQdBBghFTSOKOyTJ+HNSULMdljOVykrW8Tc5f6WKwfrhwACSRwk3rgRN1/cafXY1BIXJCnS8E0z19DJfVGiKIPsrXnUWeswCA3y7cSHardAFepB0ao5gAABAg4VvctxrkvwkWvH6H0lDrV8SCim0citOdF4ERdYPPmzVi6dCkEQUDy9u0oSU+3uX6DRgOFXG5xu4PeYDC9Is5gNDo8vddc8/3PLbdZXl2NsICANqfv16vVcHNxgcFoFL0lQ0xVXR3qGhoQ7OfX7tjF4raXIAhQa7WiAz5tqaqrg5dK5fBtDc1dVG1Dg+i992L5arRa0xP+zWO+45ln8NVf/gKVi4vpOQPmDE2vxVTK7btjr16tNr01oOW2rKmqrRXdtjXXqqqwKT6+1f3tbcXSURyp0/ZoPjbtbX/tacM19fXYdfIkpo8YgcraWtSr1dh58iQenTevU6ae22rb9rYDR9pLZ+TZTKwftZaXrWOj1ethNBrh2tQuHYmxZRvQGwwwCoLd7bRZRn4+Dp0/jxWzZlndV73BINrPtGSrr/j5+HFMHjbM9DYkW+xptx21LcDx/qdZe8sccDxGR+Nqqz+w9TdErL61rCfv7dwJNy8vbNmypcPj7yzmv5cOPFaP7J/Fb0s5XLsR/614FXO8n8b2qnex0PevqDIUQy9okaE5jcFuM3Cn10ocqd2Ef197FPN9XsBI1d2IUF6f/Zmvu4zPrz2FMe6/NN06AjQOmvyv6n14Sv0xxfMh0e3/59rjmOBxH/q7TrRY/nHprxCiiMECnz8DANLUx/FB6QP4ICIdm3v8Ch5hcqc6HkR00wi8LYW6LbEn7MtlMtOPmBsZ2GjOS2ybzc8maIvK1RUSicShgQZvd3eEBQTcUOztHdgAGmeStGdgA2iMvT0nx83PebB2wiGWr4vZCVRzzKZp7YJg9ce9TCp16Md7y5MSe8rH0ROLAG9v3Dl6NI5fvOhQLB3FkTptj+Zj09463J42/O3+/SgqL4eflxd6hYUhIigIIX5+nXZPva22bW87cKS9dEaezcT6UWt52To2yqbbktoTY8s2IJfJHD7JLiorw9ELF6wObACN+2rPwAZgva8oraxEiL+/3Sfy9rTbjtoW4Hj/06w9ZQ60L0ZH2NMf2Pob0rK+2VNPupPx7otQaSiGvzwSq3ucQpiiH+QSJaZ7PoyFvn/BtxWvoM5YiRGq2QCAmV6PWQxsAEAPRX94ylo/B2Nf9X9wpn47vi5/HgW61Fbfq421KDcUoJ9rXKvv8rSX4Cm9nqenzA81hmuoNBTd6C4TUTfHwQ0iui38fOIE/Dw9sfvkSYtX/jmDvhER6N2jh133pFNrC6ZMgVavxxPvvYcPv/sOB86dw8IpU7o6LHLAjbYBiVSKB2fO7OCoWgv08cHwmJhO387N3lZ7OUOM5m5WPblVyCQKuEjdEKboBzepJ87Wb0e9sRqp6qMo1WXjtwGfQi9ozFKID45KRd5PcIfXb/F/ofEYpboH+2rWtfr+f9Xv49f+H4g+TFQl9YZaqDN9Ngh6yCVKeEoDHN9JIrqt8G0p5JSCpHp4q7rurQ3kfJ6aPh5PTR/f1WG0W4zq5r2FoNtReWL0iiVtr0e3tBtpAzEqvmGB2iZWT2S30aByjaEMkcrBpreeAIBOUEMvND5YWmL13W7iJJBgrPsCHKuzvIXkSO0mjFbNh788XDRdqKIvqgwl1+MyliFE0fumvW6WiJwXewlySsHZF4Azhzs0zwaDAW5m069bfr4ReqMAudT6j4K2vr9VGAUB0k56Fah5GXR0eXRW+TrLcXNUR7QFAdZfceyIm1nGHRWzvbpr/SHqTuR6TdsrObHG2VCNAzgjVHOwofx5xLiOQ5RyCNI1JyCDEj2UAwA0DnS4ovWtTQIMMKLxjTpGGGAUDJBLGm9Dy9YmWTxzI7H+ZwQreiJM0Q8GQYcrmpPwl/dAoDzatM50z4exruwJCBAggQSZmtOY4flIJ5UAEXUnvC2FbnvHSirRf+thrEvNF/3cESZsP4GtV4tbLS9u0OKhhGT87ojt5ymUa3T448lUvHAqDX89k45XEjOw6nQa0qtv3u0Vn17ORejGA1AbbL8u01FiZWCtvNqro/LTGo1Yl5aP5ut45vnuLSjD1+kF+CQlFy+dTUed3vL1vsUNWty7L+mGY+hM7WkLH6fkYHVSJl5JzEB6dT32FpThvv3ncaGixmK9nXnX8Pq5DHx4KQfvX8y2O6bOKGN7Y+4s9rZ7MQlF5fjFz6ctlh0vqcTFCvFXNBIRWXO87ltohHrsr1mHemMVBrlNQw/lALxUMBmri2YjW5uMni7DoZS4YoRqNj4ofRBp6uMWeVzVnEWWNgkXGuJRaShCqvoI/pQ/DN+Ur8KOqncR7TIMA10bbwNMbtiLD0sfxOuFM/FwdgAezg7EpvIXLQY2AKCny3BM9XwIWytexdn6/6HBWIOpnr+6WcVCRE6MMzfotjc+yAd9vFSmE9aWnzvCxmlDEaZq/aDJYDcl+vm42xykSCgqx+qkq3h7TD8M8r1+xURnFPBmUiYW9gzGQJ/2PSTOEb+MCsajRy51eL5iZWCtvMwdK6nEIF8PeCra7sbM83Mknbl6vQGrTl/BayP7mK7uN+erNhjx4ukrOH7POEgAvJOchbWpeXgqNgpaoxErDl7AW6P7oq+3CuvTC5BXp8afh/ZyaPs3g6NtYXVSJi5W1OLrqUOwM+8acuvUUMlkCFO5YLDv9ddMplXV4cljKbi4cCIUUgkeTEjGNxmFWNY7tM2YOrqM7Y25M9nT7sXk1amRVaNGQpHla7DHBfngyysFqNLqERfs05GhElE3Ns59Mca5W75S9emgTagxlMFD5mvxPIwng76BVmiAUmL5IOaeLiOwJvz6QK2PLAT/6JEEIwxQSCwfJDvY7Q78J+qaXbHN8HwEBkEPI/SmB5oSEbWFMzeo2zIIAiq1+lbLq3V6VGgsX4sml1reSdryc7MGgwG1OgPqm64Ya41G1OoM0BsbT/8EADW61tvs5emGlrPPNQYjKjQ6yCQSSK1Mhi+s1+DZ46lYP3kwBvl6YENGIV48fQV7C8rwcUoO/jq8N7ZkXn96uEEQoDcKMAiCxVVtrdEITdOMC71RgMZgNMXcnK45JvP4zE9qZU07IAGgNhihNVrO4BAr17ZYK4OW5dXyWObUqnHvviSLeG1pzs9aOp1RgM5oeQpvECzLcc2FLEwP9YOX2aBIc741Oj2SymuQXdsAoHGmTYBr45RcpVSK1aNisC4tH5k1DZACeG5wtGic1o5fM7H6ZStNe+qDvW1BbTDi1cQMPBEbBQAo0+gwLdQP32cX449DLPdvW04ppob6QdF0UOdHBWFzpn1Pve/IMnYk5mZi9bpl3Wgm1t+0ZKvdt9WGwt1dMSbQW/S7+3qH4OXEdFNbJiJqL0+Zv+iDPlsObFgjkyhaDWy0h0wi75B8iOj2wcEN6pbWpubh1cQMbMosxC9+Pg2t0QijIOBXBy/gfHkNXjxzBe8kZzmc77HiKvh9HY91aY3T9EvVWtzx8ylUaHV472I2/nYuAxsyCjFlx0mcK2uc4n6xohYTtp/AJym5pnw+vJSDZ0+k4ue8a9iSWQRrj7H49HIufts/HEFuSrxwKg1fpxfglRF98K+UXJwsrQIAyJoSf5dVjJBvDuCDSzn41cELCN94ALl1agDAD9klcP1iDyq1emTXNmDSjpN4/lQa9hWUo9/Ww3j/YjYeO3oJ4ZsS8HlaPt46fxVzd59FzLeHUN7iZOut81cxe9cZBH69H99nF7e7XK2VQcvyEjuWB4rKkVenxkcpuThfbvtWAvP8xNKtTsrEG0mZuGfPWbzXdLvEl1cKELXpID5OyUXMt4fw4aUcfHApB7MjAkXzDXRVYlnvUEzdcQqfXs6FxmjEkp4hABoHD14/lwlPhQxDfD2xLacUP2SXtIrT1vEDIFq/bKVpT31wRIVGB2+lHGMCvWEUBMglElyqrIWfiwIhbpazbk6VViHEbCZOsJsSx0oq29xGR5exIzFbq9ct68bnafn4IbsEay5k4c+n09Bry0E8e+IyMkRmZVir8x3RNymlUvi5KPBNRqHDaYmIiIi6Aw5uULdzsKgCu/PL8MqIPni0fwSiPNyQXatGdq0aFVodJgb74jf9wrE+vcDhvKeH+WFFTA9caTpxadAbsXJAJM6V1eCHrBL8ZVhvPNo/Avf2DMHC+ETojAJifT0Q4KI05XGitArfZBTio7gBWNY7FONtTCM/WVqF8UE+KG7Q4h/JWXh+SE/IpRJcqKjF/KggADCdsC6IDobWYESMlwrrpwzGI/0i8J/UPADA7PDrJ+W9vVQY13T1d3qYHzQGI3qoXPFx3ECsHhWDVxMz8FRsFPbMGoVgNyWOtzgJXRgdjH2zR+P1UTF4+WxGu8rVVhmYl5e1YzkvsnHfn46NwhA/27cSmOfXMt25shoopVKs7B+B10fGYNWpNFRodFjWOxSFDRpEebji8qKJGO7vBQ+5zDTzoGW+APDZhFj4uSjwxLEUjA30Nj0oUioBnhkUheV9wnCmrAobpg6xuL2oma3jtye/TLR+3R0ZZDVNe+qDI0JVLrgjzB+fXc7FexezMTM8AO9fzMZTsVH44FIOnjuZineSsyAASK6oQYCLwpQ2wEWJUrUWBfW2H9TX0WXsSMzW6nXLurG0dwiePn4ZD/cNx8dxA+Ehl2NsoA96e6kstm2rzndE3wQAUR5uOFxc0a60RERERM6Oz9ygbmdzZhGmhFx/ZeDaSbGm/2+ZPhRbrxbjam09StXaduX/+MBITN1xEm+OjsF3WcV4IjYSfzyZhn4+109mpof54/fHUpBSWYshfp4Wb0TYnFmIicHX44twdxW9ygsA7goZ6vUGVGp1cJNJMTHYFymVdUirqsO0UD/k1KotTu4VUgkCXBtPIkNUStPsDltcZVIEuzWeQEZ7usFbKYerrHHcM9TNBYUNliegA5tOGhdGB+PJYykAHC/XtsqgubysHcuqpun/9r64peUbKZrTbcoshFImxcGixhPCr6YMgcZohK9UApVcioE+HvBSyJFXp4af2cm5WL4rj17CP8f3x9WaBqw4eAEyiQQLooMhlUgw0McD9XoDHukXAYVUYvUZKdaO3485JVbrl61j3p764Iivpw5BuUYHPxcF4gvKEBfki/XpBfgxuwR7Zo1CRnU9zlyrho9SgVqzWzh0ghFKqRRBrkobuTfq6DK2N+ZRAV6i9VrRom4YBAHVOj3OlVdjSogfojxd0cuz9dRtW3W+p6dbh/RN0R5u2HK1Y48xETm32N+4IHpu679fzuqHj/mGKSKyjoMb1O0opRKcumb5A98oCCjT6LBkXxK+mDwY/XxUePeC/W9sMDfUzxODfD2xIb0QekGAm0wGKYCUyjrTOjFeKkglEtGTb41BQJ66wWKZtZP0mT0CsCu/DC8N7405EYF450IWVHIZpof5Y11aPhRSKZ6MjWzXfohRtHwwCABrt/AHuynhKpOiSqvHw4cuOFSu9paBtWNpStPmlsQ1p7um1mGYvycW9Qw2fSf2NpgwlQtKbJxw5tapcfZaNf49MRYTg31RodHho5QcLIi+nq9KLsOdPfzbFa8j9etm83NRwCgI2JBRiLUTY9FryyGsHhUDCYBLlbWYHuqPAT7uKDKbpXFNrUNfb5VDr0HtyDK2J+ZStdau/kImkWDdpEF4+vhlvDGqL+7qEYDRIjNhbNV5e7fVFoMgwEfJP+tE1EhyK/yR6ASLFy9ueyUiui3xVxB1O8t6h+IXO0/ju6xizI8Kwu78MkR6uCK+oBz1egMiPVyxJ7/O4sF7ggCLh2e2/NzS4wMj8OiRSzg8dywAYG5kED5LzUO93gCVXIbkihr08nTDAO/Gq8fNDyAEGmc8LNmfhCqtHt5KOaq1emgN4lt7uF84lu5LQnxBGTZPH4o6vQHuchmeGBiJWp0BuXVq0zM3AMuYzffPRSaFu1yGUrUWPko5StRa08MYzdNoDQKMdj6P8PS1asQF++BQcYXVcrWmrTJoLi9rx7Jn05VxtcEITzsuSDXnp5RJLNLNiwrCU8dTMCHYB8P9vXC0uBJKmRSjArws6kCsrweK6rUwCgKkZuXdnK+LVIpStRZ6owC5VIKRAd44c63avoI0Y+342apf1tLYys9mfXCwLQDA+vQCPNgnDFKJBDqjEXc0DTCUqXXwUMiwckAkfnPoAgQ0DiydKKnC4wOvD8pdU2uRVavGqACvVnl3dBnbG/PnV/Lt7i/Squqwd9Zo+IvM7qnU6lFYr7FZ5zdlFlndVnP6AT7ujdu2cTQK6zWIFbkdh4huL3Fxcdi8eXNXh9FpIiIiujoEIrpFcXCDup3Rgd5Y3DMEi/clIchViddH9cFd4QEwCsCriRlYvO8c5kcFQ28U8Nb5q5ge6ofT16pghICF0cHIq1NbfA4VeSXpwugQfHu12HRf/509/PF/w3vj14cu4Nd9w/HllXxsmjYUcqkEp0qrcPZaNRr0BiztFYqpob64I8wfo388hjt6+CO/ToMqrR4XK2pbnZhIAGyYOgSfXM7FTzml6O/jjlA3F+TVqVHYoMEcswdcxheUoVyjw/bcUvT0VDW+5rJWjazaBkR7uGHlgAhM2n4Ci3uGwM9FgZzahsZp8DX1+F/uNQz288S3V4twpboOCUXlCHJ1QWJZNSQS4JfRwfBSyHFPZBCeO5GKcHdXnC+vwddThqBMoxMt1+eH9LR6jGyVQb3eYFFeYscSaByYWBh/Dm+MirGY7t9Sy/I3T3dnD3/E+npgxA/HMDnEF0t6heCxAZH4JqMQdXoD/pWSi78O7w0/FwUW9QxGckUthjbdBtQy3xeG9sTLiekYFeCN5PIa/HmYY696tXX8rNWvhKJyq2kyqusdrg8/ZJc43Bbq9QacKKnCipgeAIBVQ3vh/YvZiHB3xcKmWRWjArzwSL9w/Pl0GsYF+qBap8fzQ6/Xj08v5+EvZ64g897JpoGrzihjR2KeFuonWq8j3F0t6oaPUo6v0wvx3sVs+CoV8HWRY2mvUPy+afDm36m52JRRhFPzxlmt89a29fyQnqb0Z+aPR0G9BmtT86AzClifXoAFUcHwUMhM+3WkuBJfTBnUrjIhou4jIiKCAwBEdFuSCALfG0fOYfPmzVi6dCkEQQA+eR04c9jm+rU6A1xkUotbLXRNV30lgOkKcHvpjEKr2zhqdQYUNmjQ29PN4gq/mGqdHh5yGfSCAKXUvmf7XlNrUaXVI8rDrV2xN1/5v5F9VxuMMAgC3OXXT6raW672loHYsTTfH0e1THdNrYWfi8LmMcuvV+OtpKv45/gBNvOu1uktXhfbkRypX/boiPpQqzNAZzTCV2TWQkt6owC9IJie6WLuP2l5WBQdAm87bqu40TK2N2Z76nW5RocvruTjvl6hKFVrUa3T4/O0fLwztj98lHIYBQH1eqNpEMJanbe2rZbprTlXVoPvsovx6og+jhUGEdm06KoaUv8gbNmypatDISIi2wTO3KBuS+xkwPzk+EYGNlrmZb7NGIVKZO3Wmk/OlA6cpAa4Kk23D7RH8wn9jey72ImpWLku3Z8kmn58kA+eio0CYH8ZWDuxa94fe7Yllq6ZPWXaQ+WKh2J6YHtOKeZGBlpdr7MGNgDH6pc9OqI+NB4b+waY5FIJ5CJPSsmrU6Onh8qugQ3gxsvY3pjt6S/eSc5CtU6PUJULQlUuKFVrEe3hZnr2hVQisai/1uq8tW21TC/mak0DtuWUcGCDiIiIbmsc3CCiTrFp2tBut62RAV7Iq1Obnh1BHSPc3RXh7q5dHUa7PBUbhb+cuYJx245jTKA3+nm745lB0Tc1BqkE+L/hvW/qNomIiIhuNRzcICJygLOehFPnCHJT4rOJsW2v2ImiPFq/epaIiIjodsPBDXI6ixcvBmqrAZ31V3MSERER3ajjKWmImxjU1WEQEZEdOLhBTiMiIgKLFi1q/ODR+pWRRERERB1p/IQAjB8/vqvDICIiO/BtKURERERERETkzAT73j9JRERERERERHSL4uAGERERERERETk1Dm4QERERERERkVPj4AYREXV7Z86cQUVFRVeHQURERESdhIMbRETUrRmNRowaNQrx8fFdHQoRERERdRIObhARERERERGRU+PgBhERERERERE5NQ5uEBEREREREZFT4+AGERERERERETk1Dm4QERERERERkVPj4AYREREREREROTUObhARERERERGRU+PgBhERERERERE5NQ5uEBEREREREZFT4+AGERERERERETk1Dm4QERERERERkVPj4AYREREREREROTUObhARERERERGRU+PgBhERERERERE5NQ5uEBEREREREZFT4+AGERERERERETk1Dm4QERERERERkVPj4AYREREREREROTUObhARERERERGRU+PgBhERERERERE5NQ5uEBEREREREZFT4+AGERERERERETk1Dm4QERERERERkVPj4AYREREREREROTUObhARERERERGRU+PgBhERERERERE5NQ5uEBEREREREZFT4+AGERERERERETk1Dm4QERERERERkVPj4AYREREREREROTUObhARERERERGRU+PgBhERERERERE5NYkgCEJXB0FERNRRli1bhuTkZItlWVlZCAoKgkqlMi1TKBTYtm0bwsPDb3aIRERERNSxBHlXR0BERNSR+vXrh40bN7ZaXltba/G5f//+HNggIiIi6iZ4WwoREXUr999/f5vrKBQKrFixovODISIiIqKbgrelEBFRtzN06FAkJyfD2p84iUSCzMxMREdH39zAiIiIiKgzCJy5QURE3c7y5cshk8lEv5NIJBg9ejQHNoiIiIi6EQ5uEBFRt3PffffBaDSKfieVSrF8+fKbHBERERERdSYObhARUbcTFhaGuLg4SKXif+YWLVp0kyMiIiIios7EwQ0iIuqWHnzwwVbLpFIppk2bhuDg4C6IiIiIiIg6Cwc3iIioW1q8eLHozA2xQQ8iIiIicm4c3CAiom7J19cXd955p8WDRWUyGebNm9eFURERERFRZ+DgBhERdVsPPPCA6cGicrkcd999N7y9vbs4KiIiIiLqaBzcICKibmvevHlwcXEBABgMBjzwwANdHBERERERdQYObhARUbelUqlMt6GoVCrMmjWriyMiIiIios7AwQ0iIurW7r//fgCNDxh1dXXt4miIiIiIqDNwcIOIiLq1mTNnws/PD/fdd19Xh0JEREREnYSDG0RE1K0plUo89thjmD59eleHQkRERESdRCIIgtDVQRAREXUmnU4HhULR1WEQERERUecQOLhBRERERERERM5M4G0pREREREREROTU5F0dAFFbNm/ejKVLl3Z1GERERHQbW7x4MbZs2dLVYRARkRUc3CCnsXnz5q4OgYiIiG5Da9as6eoQiIioDRzcIKexZMmSrg6BiIiIbkPjxo3r6hCIiKgNHNwgp/Lss89i7NixXR0GERER3QYEQeCtsUREToKDG+RUxo8fj0WLFnV1GERERHQbMBqNHNwgInISfFsKERERERERETk1Dm6Q04mPj8fs2bMxcuRIrFq1CqtWrcJrr72Go0ePWqy3e/duLFmyBJGRkXjppZcsvvvpp58wffp09OvXD2+++SaMRuPN3AUiIiIiIiLqQLwthZzOjBkzsHv3bqSmpmL16tUAgF27dmHKlCk4efIkhg8fjrKyMqjVamzcuBF5eXno27cvli1bhn79+iElJQXx8fH44osvkJSUhMWLF2P48OGYOXNmF+8ZERERERERtQdnbpBT8vDwsPg8c+ZMKBQKXLp0CQDg5uaGe+65B1KpFOHh4ejVqxdCQ0MBAEVFRXj33XcRGRmJu+++G3PmzMGePXsAAA0NDTd3R4iIiIiIiOiGcXCDnJ4gCNi4cSM8PDwwf/58AIBKpQIAGAwGvPXWW3jmmWfg5eUFAJg2bRokEokpvbe3N+bOnQug8YGl//rXv27yHhAREREREdGN4G0p5LQqKirw3HPP4cCBA0hLS8P69evh7u5usc4nn3yC77//HsnJyZg4cSIGDBhg8X1NTQ3y8vIwefJkAMCGDRsQERFx0/aBiIiIiIiIbhxnbpDT8vX1xdtvv43Tp0/j3Llz+O1vf4uPPvrIYp3f//73OHHiBBYuXIhPPvmkVR5///vfsXbtWkiljU0hNjbWNMODiIiIiIiInAMHN6hb6NWrF0aPHo1169a1+k4ikWDJkiUoKSmxWL5+/XosXrwYkZGRNytMIiIiIiIi6gQc3CCnpNVqLT5fu3YN+/fvx+DBgwE0PmvDfJ3ExEQ88sgjps/btm1Dnz59MHDgQOh0OiQkJCAzMxOJiYkoLy+/OTtBREREREREHYLP3CCns3//fmzbtg05OTl4/vnnUV1djZycHCwyA0sXAAAgAElEQVRfvhxvv/02ACAhIQEPPfQQFi1ahODgYIwcORIzZswAAOzcuRMLFy6EXq835Tly5EicPn0aI0aMwIoVK/Dkk092yb4RERERERGR4zi4QU5n2rRpSEpKsrnO9OnTkZmZCYPBAFdXV4vv7rrrLuh0OtF0x44dg4uLS4fFSkRERERERJ2PgxvUbSkUCigUCofScGCDiIiIiIjI+fCZG0RERERERETk1Di4QUREREREREROjbelkFNZs2YNNm/e3NVhEBERERER0S2EgxvkNNbcNw/PqNQAaro6FCIiIrpNHF0+B3/Jre/qMIiIqA28LYWcxjPPPNPutEIHxmGN1mi8CVtprcFgEP1/S3rjzSiFrmMUOm//zMuuo8uxux2X7rY/zVq2LVttzZqOKpnuWsa23Erlf6N4/Jzv+MXFxcHPz68LIyAiIntwcIO6lY9TcrA6KROvJGYgvboeewvKcN/+87hQYXu2x085pZj+v1Pot/Uw3ky6ajpR3p1fhiX7khC5KQEvnU23SCMAmLXrDIZ8dxRDvjuKVxMzOmu3RB0rqUT/rYexLjXf4v/WTNh+AluvFgOwvV/WysKaco0OfzyZihdOpeGvZ9LxSmIGVp1OQ3r1zbvK9enlXIRuPAC1oWMHmIobtHgoIRm/O3LRtMy8HDtCR+d3s2mNRqxLyzedeJjvz96CMnydXoBPUnLx0tl01OktT2iKG7S4d5/t1zp3tZZty5625kg/lFBUjl/8fNqhmDqqjFn+19nq96x9t/VqMZ47mYoPL+Xg+VNpMNg5wMrjd3OPn62/d0DrNni8pBIXK2rbs7tERNTFOLhB3cbqpEwcLa7EqqG9MDbQG7l1aqhkMoSpXDDY19NqupTKOsQXlOGLyYPx9ph+eDkxHXvyy1Cm0UFtMGDjtCE4PHcs3jp/FalVdaZ0P+eWYmF0MP41YSD+NWEg/jAo+ibs5XXjg3zQx0sFocX/rdk4bSjmRgba3C9rZWFNQlE5lh04j4dieuDN0X3x2sg+eGl4b7w6IgYbMwpxqfLm/ED8ZVQwShq0HZ5vsJsS/XzcLcq1uRxtOVZSiRqd3q5tmOfnSLqu0DK+er0BfzyZhkU9gyFpWta8P2qDES+evoL7+4Rh5YAIeCnkWJuaB6BxQGTZgfPQGo3o663C+vQCvJGU2QV71LaWbauttuZIP5RXp0ZWjRoJReUOxXSjZczyt2Sr37P2XbVOjz+eTMXbY/rh9wMjUa834L0L2XbtE4/fzTt+bf0dF2uD44J8cPpaNY4WV3ZEERAR0U3EwQ3qFtQGI15NzMATsVEAGn/QTAv1w/fZxfjjkGibaYsaNHh3XH9Eerji7shAzIkIxJ6CMrjJpLgnMghSiQTh7i7o5emGUJWLKd0/L+WgsF4DhVSCuGAf+LooOmRfDIKASm3rE9xqnR4VGp3FMrlUYjqpNP+/mF6ebpBKYHO/rJWFmMJ6DZ49nor1kwdjkK8HNmQU4sXTV7C3oAwfp+Tgr8N7Y0tmkcV+6Y0CDIJgcXVSazRC0zTjQm8UoDEYW03bbr4iqjGbmaExGE0/kGXSxj2XoLEuiN0iJFZ+tmgMRlRodJBJJJCalWxzObaMr/mY5dSqce++JItYbWnOz1o6nVGATqQ8WpajNdbK3Vb+YsTiW3MhC9ND/eCluP74pub9qdHpkVReg+zaBgCNM3wCXJUAAKVUitWjYrAuLR+ZNQ2QAnhucHS74heAVgNCttK0px62bFvW2pqj/VC4uyvGBHqL7rctN1rGHVX+YmXfVhqx79rqAzqr/JvZ6vesffdjdgmG+F0/2Y4L8sH32fbNwOLxu3nHr62/49ba4H29Q/ByYrrds3GIiOjWwMEN6hYqNDp4K+UYE+gNoyBALpHgUmUt/FwUCHFzsZl2WqifxQ8tb6UccyMCoZLLADT+mHvr/FU8MyjadBJXrzcgXOWKzVeLMHbbcfz60AXRK1EF9RpcrKgV/Sd2Qrk2NQ+vJmZgU2YhfvHzaWiNRhgFAb86eAHny2vw4pkreCc5y+HyuVhRiwnbT+CTlFyb+2WtLMR8ejkXv+0fjiA3JV44lYav0wvwyog++FdKLk6WVgEAZJLG3L7LKkbINwfwwaUc/OrgBYRvPIDcOjUA4IfsErh+sQeVWj2yaxswacdJPH8qDQCwr6Ac/bYexvsXs/HY0UsI35SAz9Py8db5q5i7+yxivj2EcrMBi7fOX8XsXWcQ+PV+04lGe8rvw0s5ePZEKn7Ou4YtmUVo2g2LcmzW8pjtzr+GvDo1PkrJxfly27dDmed3oKi8VbrVSZl4IykT9+w5i/cuNl4V/vJKAaI2HcTHKbmI+fYQPk+zPr3bVrlby/98eQ36fnsIC/aeQ3GDFmO2HceR4spW8dXpDfjgUg5mm9UP8/0JdFViWe9QTN1xCp9ezoXGaMSSniEAGk+AXj+XCU+FDEN8PbEtpxQ/ZJc4HP97F7Pxt3MZ2JBRiCk7TuJcWY3NNO2th/a6kX7IXh1Rxh1R/mJl31Yaa991RNkD7S9/W/2ete+yaxtQUH+9Lsb6euBYSZXowLQ5Hj/rOuP42fp7Z4tSKoWfiwLfZBQ6vB9ERNR1OLhB3UKoygV3hPnjs8u5eO9iNmaGB+D9i9l4KjYKH1zKwXMnU/FOclabDySr0emRV6fG5BBf07JPUnLxfXYJnjyWgpTKxumsKrkMayfF4sKCCdg6Yxi+zyo2TSc2tymzEE8eTxH9V6axvI3iYFEFdueX4ZURffBo/whEebghu1aN7Fo1KrQ6TAz2xW/6hWN9eoHD5RPr64EAF6XFMrH9aqsszJ0srcL4IB8UN2jxj+QsPD+kJ+RSCS5U1GJ+VBAAmH4UL4gOhtZgRIyXCuunDMYj/SLwn6bymh1+/eS4t5cK48yuok0P84PGYEQPlSs+jhuI1aNi8GpiBp6KjcKeWaMQ7KbE8ZLrU4cXRgdj3+zReH1UDF4+2/gMFEfL70RpFb7JKMRHcQOwrHcoxgf7WC1HsWM2zN8LAPB0bJTFlV0x5vnNiwyySHeurAZKqRQr+0fg9ZExWHUqDRUaHZb1DkVhgwZRHq64vGgilvUOtZq/rXK3lv8QP098MXkwDhVX4Ov0Anw0fgAmBPu0ii+lsg4echkUZtNYWpbPZxNi4eeiwBPHUjA20BvypnWlEuCZQVFY3icMZ8qqsGHqEAzy9XAo/j35ZfghqwR/GdYbj/aPwL09Q7AwPhF3RwZZTdPeemivjuqHbOmIMr7R8rdW9jqjYLOMrX3XEWUPdEz52+r3zL9b3DME58trkVPb2Mdl16ohl0jg3nQybQ2Pn3Wdefza+nsnJsrDDYeLK9q1L0RE1DX4KljqNr6eOgTlGh38XBSILyhDXJAv1qcX4MfsEuyZNQoZ1fU4c60aowK8rObx9/NZWDtxEKSS6ydsvx8YiccHRuLBA+fxSUoO/jl+gEWaBdHBOF9eg/iCMjzSL9ziu2cHReNZO5/FsTmzCFPMfpCtnRRr+v+W6UOx9WoxrtbWo1TdvmdLyFvcS9HWfomVhTl3hQz1egMqtTq4yaSYGOyLlMo6pFXVYVqoH3Jq1RYn9wqpBAGujbfuhKiUptkdbXGVSRHs1ngyEO3pBm+lHK6yxnHZUDcXFDZoTOsObPqBvzA6GE8eS8HVmgb09HRzqPw2ZxZiYvD14xDh7ooMs4ejmpfj/7N33+FRVfn/wN8zk0mZ9N4LgUAglBBKCC2YUAQRUFrouuqqoCyoP5Vd3fVrXevKoiJgQVAJIGggSDH0EhBIgFBDgJBCep+UybTfH0lmM8nMpJBkSPJ+PQ+Pzsy9537OuSUzn3vOubr2WUntnVs9zdZIw/1St1707SyYioQ4ll3z5Xpz+EDIVCrYCwWQmAjRz86qWXcg9bW7vvIBYKSrHRb0dEdseh5ebtDdvS6+W6UVcNAxFKt+fZ4/dRX/DQvEnbJKPHHsMkQCAR73c4VQIEA/OytUKJR4po83xMKa1y2JPyYtF33sJJrlIjwc8UL8NVwrlho81lp7HDZXW1yHmnK/bXy/7Z8vk+tt+4EO1p26/Q1d9+p/1sfWErsmDMbr55LhZ2WBexVVGOhgpZXs04f7T7/22n9N/b3Txc/KAtvutG39iIiofTG5QV2Kg5kYKrUaP93Kwjejg+C/7Tg+GBoAAYCrxVJEuDvqXXdTyj3M7uEKHyvzRp8JAMz1d8dPt3Tf9R/gYI18HfM5/J6eh8QC3UMTXujnA1vT/52CpkIBzuZrf5FSqdUokMkx99BFbBw7AH3sJPhPMyetaw599TLUFnUmeTphf2YB/jW4Jx7xdsanl1MhMREhwsMR3yVnQiwUYnmQT5vFCkDnDwddQ6JdLUxhLhLCVCRAXlV1i9pPplQjo6pS6z19iQp9+wyAwflPDKlbL79KjmBHa8zq4ar5rC2fBtNU+eYiIW6UlGNXWi6m1fbaqB+fh8QMuQYSRenlVUjIL8WG0UEY7WqPIpkcX15Lw+N+/9uexESEiZ76z0lDhIDWHdgAGwmEAkGzk0rt6X6uQy1xv23c2vZ/kNseaH37G7ru6fpskpcTJnk5QalWI2z3GbwR3LNFcXL/6dYe+w9o+u94Q0q1Gnam/JpMRNSZcFgKdTmbUu5hUS8PCAUCyFUqjK/98ldQJYeVuKbLcHG1QuvL3a60XPSylqCfnRXkKjWOZhfiZmmF1sSUiQWlmp4ZZXIFKupNtLY/Ix9/6e3ZKBZzkQjWYt3/Gn6RnN/THb/dzcXO1Byo1Grsy8jH9ZJyRN/ORoVCCR8rc2RXVGtNcKZWQ9NFt/7/61I3CaVSrdZbL31tcbusslF5T/XxwtUiKQ7eK8DWiEF4oZ8PXuzng7jJQ7G0rw8e9nLSzLkBaMdWvw5mIiEsTUSaHhW5VdWaHgQN16tWqtGMuS9xLr8UI13t4CkxN9h+usz0c8XhrEJND4zSagWqlf9bp64NAd37rK6tmpuIqCvPVCTQWm+6rws+u5yKxIJSAMCpnGJcrn08YVP7uj597W6o/E0p9/Cojwu+HtUPz528iuJqRaP4guytkF1R3ehRwXX1MRMKkVdVrZlYcIiTLbwk+pNlLY1/qo8L/swr0ZyHSUVl8Le2QF9bK73rGCrP0HHYsL2b0/7NuQ7VxKO7pPyqapzLL9X5WVu3sSG62stQ2+tbx1B5TV4D2qn96/8dMHTda+qa+FbCLfS3t8J03/8lAbn/Hoz919Tfu5o66Y4mq0KGIB3DfYiI6MHFlDR1KRUKJc7kluCJgJpEw6pB/lh95S68Lc0xs97dsA030hF9KxvnZ4RhX0Y+Zh68oDW7+xAnG3w0rA8ifj+LWX6ucLUwwxAnG0R61HzB2puRj+dOXsUzfbxgKhRipp8rQhwbd5ON8HBAhIdDs2If5myL2T3cMPvQRbiYm+Ldob3wsJcTVGrg7cRbmH3oAmb4ukKhqpkYLcLdAefyS6CCGj5W5pr/n+nnqjUbPACczStBQn4pKhVKuJibYtW5mzrrpa8tzk0PaxSvAMBP4wZi7fV07E7LQ6CdJdwtzJBRXoWsShkeqTfR5MF7BSiUyRGbnoce1hLsy8hHurQKqdJK+FlZ4Pm+3hgTewaze7jBwUyMNGklMiuqkCatwp2yCvyeno8BDtbYficbN0vLcTS7EC7mZkgsKIVAAEz1ccY0Hxe8cuYGvCzNcamwDD+GDwRQM9mcrvZ7bWAPnfthnLs9xns4YlhMPMZ7OiKzXIaSagWuFElRoVBq2jHK313vPpvu64KZBy/g/aEBWkNcGqq/X6L83bXWm+jpiCB7K4T8Fo+xbvaY6++GpX198POtLJQrlPj6WjreHNzT4J1FQ+2ur/w/Mguw6eY97JkYgiqlCgIA8w7X9HxpWK9ZPVyRVCTFoNrhRw3r8/qgHngrMQVDnWyRVFiGvwf76421NfH/c3BP/OX4Zfyltxd+uJmJ6IcG4Wh2od51bpVWtPg4/O1urta5lVFeZfBcA5p/HbpXIcM3NzIgV6mxKeUeHvd11fxwW3c9A2+cv4nbc8aih7WF3mPmftu4Ne3/72ESnW1vIhQY3Gf62j+zokrvNeBeuazd2r/u78B7QwP0XvcMXROTisrw7Y1MjHGzxztDemnFwP33YOy/Q/cKseRYks6/d4Dhc/BkTjE2hvdvs/1BRETtT6BW8zlX9GDbunUroqKioP7zCLDuA4PLSuVKyFWqJh/LqlKrUaFQad1B1UVe+8i7ujke6iuSyaEC4NhGj4CtI5UrYSYSag3BkKvUmsfnKWr//34Yqldr5VdVo6RaAV8ri1bFV6FQQmIiuq/6VSlVUKrVjSb1a037lcoVsDIRQaFWw1RouJ107bO6+rRUw/Xyq6rhYCbWO/fJ/Wpp+fXjy6yowocX7zQ5fr1UrmjW/CCtIZUrkVUpQ09rizZpo7Y4Dpt7HWrKt8kZmOXnpjV8TZ/2bGN9HsS2r4urLf8O6FJcrUB2hQx97Cz1DkHj/mt9XB31d1yfCwVl2Hk3B2+H1Catho3FrD8SIBQKsW3btmaXQ0REHUrNnhvUpdR8yWn6i6pQIGjWF1qxUACxnq+u9/vDRR9dcdX/0Xy/iY268vTVq7WczE3hZG7a9IJ61P1gvp/66fvy2rD9og5f1LlcmIsd/hbkCwCaHxqmzfjSr2uf1dWnOdvStV6d5rRpS7fR0vLrqx+fp8QcSwI8EZuWh6k+uh8ZDKBdf7RZiUUIEEuaXrCZ2uI4bO51yJCM8ir0sJI064cx0L5trM+D2PZA2/8d0MXO1MRgrynuv9bryL/jutwpq8SutNz/JTaIiKjTYHKDiLqd6IcGdaltdWR9GhriZIOM8iqo0fpJVKkxL0tzeFm27fwL1HG4/zovoQD45+CWTQ5LREQPBiY3qNMQDB9n7BCIiIiou/l2P0aMGAFvb29jR0JERAYwuUGdy0sAQo0dBBF1KioA83j5IKKWUwOIMnYQRETULExuUOcSBmCWsYMgok5FAWAeLx9E1HIqMLlBRNRZtN2jEoiIiIiIiIiIjIA9N4ioc/oLgOsABgK4A0AJoDeAiwC8AGw1XmhE9OCLAfAhADGA8Nr3sgEkAfgcHMJERETU2TC5QUSdUzGAIwBMASwCIAXwFWqSHBx7QERNmI6aS4YEwNv13t8OoMgoEREREdH9YHKDiDqnf6EmsdGQCMD/dXAsRNQpWaFmwsj6xqMm4UFERESdC+fcIKLOaZCBzwZ2WBRE1IX8CeBXAGbGDoSIiIhajMkNIiIi6rauAFgFYAWAeUaOhYiIiFqPyQ0iIiLqtoIAfICaSURPgkNSiIiIOismN4iIiIgAuAGIMnYQRERE1CqcUJSIOr9KADJjB0FEnU0VAIGxgyAiIqI2wZ4bRNS57UBNX/IzALYYORYi6jRiAJwFcBo1k4gSERFR58aeG0TUuc2s/UdE1ALTa/8RERFR18CeG0RERERERETUqTG5QURERERERESdGpMbRERERERERNSpcc4N6lw+A7DV2EEQUaeirvkPLx9EREREXReTG9S5xBs7ACLqrHj5IKLWOn36NLy9vY0dBhERGSBQq9VqYwdBZEh6ejri4/mzhAybP38+li5ditGjRxs7FCLqRNRqNaKiorBy5UqMGDHC2OHQA8zb2xthYWHGDoOIiHRTM7lBRF2CRCLB2rVrsWTJEmOHQkSdiEqlgkgkwvbt2zFr1ixjh0NERESto+aEokTUJZiYmEChUBg7DCIiIiIiMgLOuUHURS1fvhw//vgjHB0d4eHhAR8fHzg7O8PDwwOurq5wdXWFu7s7XFxc4OLiAoFAYOyQ74tYLIZcLjd2GEREREREZARMbhB1UeHh4VizZg2KioqQkpICoVAIkUgEAFAqlVCpVJplRSIRbG1t4eLiAm9vb3h4eGDQoEFYvny5Zp0HnYWFBSorK40dBhERERERGQGHpRB1UWPHjtXqjaFSqSCXyyGXy7USG0BNsqOwsBDXr1/HH3/8AZlMhkWLFnWaxAYAWFlZoayszNhhEBERERGRETC5QdRFOTs7o1evXs1eXiwWw9HRETt27MCWLVvg5OTUjtG1PRsbGyY3iIiIiIi6KSY3iLoouVyOoUOHwtTU1OByQmHNZWDatGm4ceMGHn/88Y4Ir81ZW1szuUFERERE1E1xzg2iLuT27duIi4tDXFwcDhw4gOrqaoOTbJqYmMDFxQXff/89Jk6c2IGRtj0mN4iIiIiIui8mN4g6sby8PBw5cgRxcXHYt28f0tLSYGVlhREjRmDVqlUYMmSIzqSFSCSCSqXCk08+iU8//RTW1tZGiL5tOTg4ICsry9hhEBERERGRETC5QdSJVFZW4uTJk5reGYmJiRAIBAgODsa8efMwfvx4hIeHQywWa9bp2bMnUlJSNK9NTEzg7u6OjRs3IiIiwhjVaBfu7u5ISEgwdhhERERERGQETG4QPeCuXLmC2NhYxMXF4cSJE6iqqoK/vz/Gjx+P1157DRMnToStra3e9SdOnIjU1FSo1Wqo1Wq8+OKLePfddyGRSDqwFu3Pzc0N2dnZxg6DiIiIiIiMgMkNogdMQUEB9u7diz179iAuLg75+flwc3PD+PHj8fXXX2PChAnw8PBodnnh4eH46quvEBAQgE2bNmHEiBHtGL3xuLu7Iy8vDwqFAiYmvLQREREREXUn/AVA9AC4evUqYmNjERsbi1OnTkEkEiE8PByrVq3C+PHjMWDAAAgEglaVHR4ejr///e/45z//CTMzszaO/MHh7u4OlUqF3NzcFiV/iIiIiIio82Nyg8gIlEol4uPjERsbi5iYGFy/fh2Ojo6IiIjAd999h+nTpxscatISrq6ueO+999qkrAeZm5sbACArK4vJDSIiIiKibobJDaIOUlBQgEOHDmH37t3YtWsXSkpK4O/vj6lTp2LNmjUYN24ch1PcB3d3dwDgvBtERERERN0Qf0kRtaPbt29j9+7diI2NxZEjRwAAoaGhWLVqFWbMmIE+ffoYN8AuRCKRwMbGho+DJSIiIiLqhpjcIGpDKpUKp06dwo4dOxATE4M7d+7AxcUFjzzyCLZu3YqJEyfCysrK2GF2We7u7kxuEBERERF1Q0xuEN0nhUKBI0eOYOfOnfj111+RnZ2NwMBAzJs3D48++iiGDx8OoVBo7DC7BT4OloiIiIioe2Jyg6gVqqur8ccff2Dnzp2IiYlBQUEBgoODsXTpUsycORP9+vUzdojdkqenJzIyMowdBhERERERdTAmN4iaqW7Iyfbt27Flyxbk5eWhX79+eOGFFzBv3jzOn/EA6NmzJ3bs2GHsMIiIiIiIqIMxuUFkgFqtxunTpxEdHY1t27YhOzsbISEhePXVVzFnzhz4+PgYO0SqJyAgALdu3YJSqYRIJDJ2OERERERE1EGY3CDS4dq1a9i8eTO2bNmC1NRUBAYG4vnnn0dUVBR69+5t7PBIj969e0MmkyE9PR1+fn7GDoeIiIiIiDoIkxtEtQoKCrBlyxZs2rQJZ8+ehbe3N+bPn4+oqCgEBwcbOzxqhrrEU3JyMpMbRERERETdCJMb1K0plUocPnwY69evR0xMDEQiEaZOnYo333wTU6ZM4dCGTsbe3h6Ojo64efMmJk6caOxwiIiIiIiogzC5Qd3StWvXsGHDBmzevBmFhYV46KGHsGHDBsycOROWlpbGDo/uQ0BAAG7evGnsMIiIiIiIqAMxuUHdRmVlJX755Rds2LABx48fR48ePbBixQosXrwY3t7exg6P2kjv3r2RnJxs7DCIiIiIiKgDMblBXV5SUhI2bNiAH3/8EeXl5Zg2bRr279+P8ePHQygUGjs8amMBAQE4deqUscMgIiIiIqIOxOQGdUkqlQp79uzBf//7Xxw8eBA9e/bEa6+9hieeeAKurq7GDo/aUUBAAFJTU1FdXQ1TU1Njh0NERERERB2AyQ3qUvLy8vDNN99g7dq1yMzMxNSpU3HgwAFERkZCIBAYOzzqAL1794ZCocCtW7fQt29fY4dDREREREQdgMkN6hISExPx3//+F9HR0bCwsMBTTz2FpUuXokePHsYOjTpYv379IBaLcfHiRSY3iIiIiIi6CU44QJ3aiRMn8Oijj2LIkCGIj4/Hv//9b6Snp+Pjjz9mYqObMjMzQ2BgIC5cuGDsUIiIiIiIqIMwuUGdjkqlwu7duxEWFoYxY8agqKgIMTExuHbtGv72t7/xUa6EwYMHM7lBRERERNSNMLlBnUZ1dTXWr1+PPn36YMaMGfDy8sKff/6p6b3BOTWoTnBwMBITE40dBhERERERdRDOuUEPPLlcjh9++AHvvvsusrOzsWTJEvz+++8ICAgwdmj0gAoODkZubi7u3bsHDw8PY4dDRERERETtjD036IGlUqmwfft2BAUFYenSpRg7diyuXr2KdevWMbFBBg0ePBgCgYBDU4iIiIiIugkmN+iBo1ar8dNPPyEwMBALFixAeHg4bt68iU2bNsHf39/Y4VEnYGdnB19fXw5NISIiIiLqJjgshR4oJ06cwEsvvYSEhAQsXLgQ+/btY0KDWiU4OFhnzw2VSgWhkHldIiIiIqKuhN/w6YGQnp6OxYsXY+zYsbC2tsa5c+ewceNGJjao1eqSG3l5edi1axdeffVVhIaGYs6cOcYOjYiIiIiI2hh7bpBRSaVSvPPOO1i9ejX8/PwQExODRx991NhhUSd2/fp1xMfH488//0ReXh5cXFwgEAhgamoKuVyOIUOGGDtEIiIiIiJqY0xukNHs3r0bL7zwAqRSKT766CM8//zzEIvFxg6LOqHq6mosWLAAcXFxKC4uhkgkgkAggEKhAFAzj4tMJoOZmRm8vLyMHC0REREREbU1DkuhDpednY3Fixdj2rRpCA0NxbVr17B8+XImNqjVTE1NERQUhOLiYgCAUqnUJDbqk8vlTG4QEREREXVBTG5Qh1Gr1csnxo4AACAASURBVFi7di0CAwNx8uRJ7Nu3D9u2bYOLi4uxQ6Mu4O9//zt69eoFkUikdxmVSgVvb+8OjIqIiIiIiDoCkxvUIXJycjBlyhQsX74czz33HJKSkjBp0iRjh0VdiKmpKb799luoVCqDy7HnBhERERFR18PkBrW7P/74A4MHD8a1a9dw5MgR/Pvf/4ZEIjF2WNQFjR07Fk8++aTBIU6enp4dGBEREREREXUEJjeo3chkMrz++ut4+OGHMXr0aFy4cAGjRo0ydljUxX322Wews7ODUNj48mZjY8PEGhERERFRF8TkBrWLrKwshIeHY+3atdi4cSO2bdsGOzs7Y4dF3YCtrS3++9//Qq1WN/rMw8PDCBEREREREVF7Y3KD2tzFixcRFhaGgoICnD59GosWLTJ2SNTNREVFYfLkyY2Gp/j5+RknICIiIiIialdMblCb2rFjB0aNGoXevXvjzz//RN++fY0dEnVTa9euhYmJiea1WCyGr6+vESMiIiIiIqL2wuQGtZnVq1dj9uzZePLJJ/H777/D3t7e2CFRN+bj44N33nlHM/eGUCjkk1KIiIiIiLooJjeoTXz++edYuXIlPvroI6xZs0brjjmRsaxYsQL9+/eHiYkJFAoFn5RCRERERNRFMblB9+0///kPVq5ciffffx+vvPKKscMh0hCJRNi0aRPUajWUSiW8vb2NHRIREREREbUDJjfovqxevRovv/wyPvvsM7z++uvGDoeokUGDBmHFihUAwJ4bRERERERdFMcOUKtt3boVL730Ej766COsXLnS2OEQ6fX222/j119/5ZwbRIQ9e/agoqJC81qtVsPV1RUJCQmNHiEdGRkJBweHjg6RiIiIWkGgbviXnKgZjh07hokTJ2LZsmX49NNPjR0OUZOOHz+OMWPGGDsMIjKyBQsW4Oeff25yOWtra+Tm5sLc3LwDoiIiIqL7pOawFGqxq1evYsaMGZg2bRo+/vhjY4dD1CxMbBARAMybN6/JZcRiMWbOnMnEBhERUSfCnhvUIvfu3cPIkSPh4+ODAwcO8IsfERF1KnK5HE5OTigtLTW43IEDBzBhwoQOioqIiIjuk5rJDWq2iooKjB49GlVVVThx4kS7j0NOT09HfHx8u26DiOhB5O3tjbCwMGOH0WU9++yz2LhxI6qrq3V+bm9vj9zcXD7WnIiIqPNQ8682NYtarcaTTz6JtLQ0nD17tkMmWDt16hSioqLafTtERA+a2bNnM7nRjubNm4f169fr/MzU1BSLFi1iYoOIiKiT4Zwb1Czvvfcedu7ciW3btqFHjx4duu3o6OgO3R4REXVtY8eOhaurq87PqqurmzUvBxERET1YeFuCmhQTE4N//etfWLNmDSIiIowWx9atW422bSKijhAfH4/PP//c2GF0eUKhEAsXLsSaNWsaDU3x8vJCaGiokSIjIiKi1mJygwy6cuUKFi1ahKeffhpLly41aixz5swx6vaJiNobp8HqOPPmzWv0KHNTU1MsWbIEAoHASFERERFRa3FYCukllUoxe/ZsDBw4EGvWrDF2OERERG1myJAh8Pf313qvurqacz0RERF1UkxukF7Lli1DTk4OfvrpJ5iamho7HADAwYMHMWXKFAwZMgSrVq3CqlWr8M477+DUqVNayx04cABz586Fj48P/vWvfzUqJzc3F8HBwR0VNhERPYAWLVoEsViseR0YGIj+/fsbMSIiIiJqLSY3SKf169fjxx9/xM8//wxfX19jh6MRGRmJAQMGoLi4GB988AE++OADDB8+HOHh4UhMTAQAFBQUoKqqClu2bMGJEyfw4Ycf4saNG1rlvP3227h7964xqkBERA+IhQsXQi6XAwDEYjGWLFli5IiIiIiotZjcoEaSkpKwYsUK/P3vf8ekSZOMHU4jVlZWWq8nTZoEsViMq1evAgAsLCwwbdo0CIVCeHl5wd/fH+7u7prlN27ciMcee6xRuZWVle0bOBERPVB69eqFAQMGAAAUCgXmzp1r5IiIiIiotZjcIC0VFRWYPXs2QkND8dZbbxk7nCap1Wps2bIFVlZWmDFjBgBAIpEAAJRKJT788EOsXLkSNjY2AGomSBWJROjTp0+jssLCwvD11193XPBERGR0ixcvBgAMGzaswx91TkRERG2HyQ3S8tprryEnJwebNm2CSCQydjh6FRUV4ZVXXsGwYcPw7LPPYv369bC0tNRaZu3atfj111+xfPlyXLt2DTKZDNu2bcOiRYt0lvnTTz9h/vz5HRE+ERE9IKKioiAUCvX+bSAiIqLOgY+CJY24uDh8+eWX+PHHH+Ht7W3scAyyt7fHJ598AgC4ffs2RowYgczMTCxbtkyzzAsvvIBly5Zh0aJFWLt2LVxcXDB37lzk5uYiPz8farUaubm5sLOzg6mpKYKCgoxVHSIiMhIvLy+MGzcOs2fPNnYoREREdB/Yc4MAACUlJXjqqacwY8aMTtd7wd/fH8OGDcN3333X6DOBQKBJaCQlJeGpp57C9OnT8dRTT0EqlWL69Ok4d+6cEaImIqIHxRdffAFXV1djh0FERET3gT03CADw4osvQi6XY8OGDcYOpUnV1dVar/Pz83H48GHMmTMHQM1cG0qlUvP42sTERDzzzDOIjIzUrJOVlYV+/fohPj5e815iYiJ8fX3h4ODQAbUgIqIHRd++fY0dAhEREd0nJjcIBw4cwObNmxETEwNHR0djh2PQ4cOHsWvXLqSlpeG1115DaWkp0tLSsHjxYs0wlaNHj2LJkiWYNWsWXF1dMWTIEK3Ehj5PPfUUnnjiCSxfvry9q0FERERERERtiMmNbq6yshJLly7FzJkzMW3aNGOH06SHHnoIFy9eNLhMREQEbt++DaVSCXNzc53LuLu7o6ioSOu9+Ph4mJmZtVmsRERERERE1DGY3Ojm3nnnHeTl5eHzzz83dihtSiwWQywWt2gdJjaIiB4M6enpWsMGuxpvb2+EhYUZOwwiIqIuhcmNbuzy5cv45JNP8Nlnn8HLy8vY4RAREQEATp06haioKGOH0W5mz57N5AYREVEb49NSurEVK1YgODgYS5cuNXYoREREjURHRxs7BCIiIuok2HOjm9q9ezcOHjyI48ePQyjsHDmu2bNnGzsEIqJ2lZGRYewQHkhbt241dghtIj4+vssNAyUiInpQMLnRDSkUCqxatQqzZ8/G6NGjjR1Ok7y9vbH+H/+Av5OTsUMhImp3y3JzjR3CA6fuUd+dnVqtNnYIREREXVbnuGVPbWrt2rW4efMm3n//fWOH0iwjR47EiBEj2rxcmVxu8PX9UKpU9/V5S7RnPQxtT18dZNXVLSqvLduis7mfuje1bnsfB82No7Nqi/OqtT9kAwICWrUetUxlZaWxQyAiIqI2xJ4b3Ux5eTneffddvPjii+jVq5exwzGKq6mp+HjLFswYMwbTR49u9Lot/G31asyJiMDYQYO03i8qK8P63bshEgrxioHJ8soqKrAlLg5CoRAikQgioRDVcjkmjxgBz9oeLB1Rj/oalt+wjiqVChv37oWNpSX2nTmDr195BSYiUZPl6murruLs9etITkuDpYUFVGo1Hh87VvNZw7onJCejsLQUlTIZCsvKMDciAuampgAAhVKJuHPnMGn4cAgEAp3tplAqsfPoUQiFQvTz80M/Pz/NZ8VSKV5buxbr/t//0xmnoW0bUj+OpsooKivDFzt34s0lS1rUhh2pNefVrpMnUV5ZCblSicghQ5BTWIi9p09j/oQJ6OHurlnu3I0b2Hv6NK6mpuLh0FAsefhhAMC1u3dhYWYGPze3DqljZ3Xw4EF8+umnyMnJwcSJEwEAEokEkZGRGDlyJAAgOzsbkyZN0kosOTo64vDhwwAAuVyOzz//HCKRCGFhYZzUk4iIqAthz41u5ssvv0R5eTleffVVY4diNP38/ODh5KT58tvwdVv4x+LFGBEU1Oh9e2treLu4AAa2denWLby3eTMmDhuGp6dOxZOTJ2PxpEl4YvJkHE5IwN3s7A6rR30Ny29YxyMXLkBsYoJZ48bhjSVL9CY2rqamokIm07zW11btqWEM7bVeRl4evti5E3MjIzFjzBgkp6fjUEKC5vP6da9WKPDdnj2IHDIEj44aBYm5OX4/fRpATW+Ydbt2YeygQRAIBI3WBYBKmQzLPvsMbo6OmDVunFZiAwA279+PnKIinXEa2nZT6uIwVIZCqcT7mzdDoVTCy9kZf5w9i5/j4prXiB2spefVlrg4XLlzB/PGj0dfX1/kFRfDTCyGo62tVmKjtLwc1XI53li8GKuXL0f0wYNIrx1+0tfXF8np6bhy5077V7ATi4yMxIABA1BcXIwPPvgAH3zwAYYPH47w8HAkJiYCAHbu3Im33noLW7duxdatW/Hmm2/Cr/ZckEqlGDZsGHr06IGXXnqJiQ0iIqIuhsmNbqS8vByffvopXnzxRbi4uBg7nDanUqkg1dHNuKKqCmUVFVrviYRCzY9EXa/ryORyVMpkmqEWCqUSlTKZpiu+Wq3W+WPX3dERwgblyRUKlFVUQCgQQKBnEtfC0lKs/e03vL5gAfzc3XHw/Hl8t2cPEpKTsevkSSycOBFHL1xosh5NxV3XXnVx1Y/RUHKk/vYa1vH2vXuayWnr34FWKJVQKJUAgNyiIrzzww9a29TVVs2NrX7Z+hRLpVCpVJp1dcWg6xhRqVRQqVSoqm1DXevVp6zdhlyhQHXtMqcuX8agXr00iZ5R/fvjSO2PsIZ1r6yqwq179zQJiLLycthaWgIAfjlyBIMDAiAxN9e5LgB8tnUrenl56ewBs//PPzF6wAC9bWRo202pi8NQGSYiEZ6aOhV7z5xBVkEBBAIB5jz0kM7yVCoVlA3avj5d55yhdfR9plAqNftSqVJBrlBozo/mXh+qFQps3r8fM8aMAVCTwAju1Qsnk5IwJyJCa1kzsRgj+/eHQCCAs50d3B0d4Whjo/k8IiQEm/bv1xz7pJuVlZXW60mTJkEsFuPq1asAgPnz5+Oxxx5D37590bdvXyQlJWHmzJkAgGeeeQaDBw/GrFmzGpXLISpERESdH4eldCNfffUVysvLsXLlSmOH0uZ+P30aecXFcLCxwfGLF/H+X/8KkVCIT6KjMTk0FAcTEuDh5ITZ48a1qNyrqalYtW4dnps+HTPGjEGxVIr/+/57vPv004g7fx5VMhlsrKxwOCEByx57DD09PZGanY3/bNuG8OBgzRCE344fR1pODvr7++PohQsI8PLSub3YU6fwSFgY7Kys8E1sLG5lZuLdZ57Bu5s2QVz7A7k5T7cxFPftrCys3r4dU0eORGZ+Po5duIBnpk1DcVkZEpKTkV1YiC9XroS1RKK3/IZ1PJmUhIspKbCWSLDz2DFMDg2FhZkZtsTFQa5U4lpqKoYGBsJGIkFecTFiTpzA6AEDIBQKtcpJvHmz2bE1LHtmeLhWjGq1GhtiYxHSuzd2HDmC52fMgI+rKy6mpGhiGNW/vybe+sfIgbNn8d2ePYiKjMTPcXH4yyOPQCQQaMXu7+Gh2dbB8+fx1a+/Ytro0bh+9y5u3buH56ZPx420tJqeOrXsra1xJTVVZxvaWlkhMiQEL3/xBeaNHw+5QoFxgwejqroavx4/jui33tLb/neysnA4MREzw8Px6dat8Hd3x8Thw2Fpbo7U7GwIhUJ4GUho6tt2UxrGoa8MpUqFnw4cgI+rK/w9PBB/5QrEJiYIDw7WKu/EpUv4z7ZtmD9hAlIyMhB/5Qo2vPoqnO3sAAA7jh5tdM5lFRToXcdQeSeTkvDODz/gt/ffR2l5Od7bvBkD/P3x3PTpTda7jrSiApYWFgj08YFarYZIKMTd7GxYSyRwsLbWWtasdniOSqXC1kOHMCs8XCtZZSISwVoiwcF6PXvIMLVajejoaFhZWWHGjBkAALvaY6XO/v378Y9//ANJSUmIjo7GihUr8PTTT2PgwIFYsmQJbG1tAQBhYWF47rnn8Nxzz3V4PYiIiKhtsOdGN1FVVYVPP/0Uy5Yt63K9Ni7duoXzN25gycMP49GRI+Hq4ICcwkLkFBairKIC/f39MWXECPxx9myLyx4cEICJw4cjMz8fQE1PjkdHjUJKZiZOJiVhwcSJeHTkSIQHB+Ot77+HQqmEn5ub1l3va3fv4lBCApbPmoWIkJBGwwXqu56Whn5+figqK8PWQ4cQFRkJkVCI1KwsjKq9855bXNzquG2trDA4IAByhQJOtrb426xZeGrqVPy4fz8eDw/HR88/D3tra1y9e9dg+Q3rOGrAAPi5u6Ovry8eHzsWFmZmuJWZCRMTE0wbNQpPTpmCb2NjMaBnTwDAzPBw+Ht4NCqnubHpKrthz4vraWm4m52NkIAArJwzB6La5NDI2nacGR4OS3NzncdIREgICkpL4WJvj42rViEyJERrvfqJDQAIDw5GSXk5hgUG4oNnn8UzU6diw+7duJOVpVU/WysrlEilKCgpaVR3AFg5dy6sJRJ8sXMnAn19IRIKkZaTAwszM61hPrqOMTsrK0QOGYK/zZqFO1lZeH/TJsgVChy9cAEThg41uD/1bbspDePQV4ZQIMDM8HBMGDYMyenpWLVwoc75JUYPHAi5UglPJye8tmABpoSFYW/t0JbzN27oPOdGBAXpXcdQecP79tVs18PJCX19fZusb0MONjYI6d0be+LjsePoUQwNDMTOY8fw+Nix+O34cayLicH2I0e0ehztOnkSJ5KS8MXOnUjLydEqz9XeHpdv325xHN1NUVERXnnlFQwbNgzPPvss1q9fD0sdPY2uXLkCf39/mJmZ4cyZM3BxccGCBQuwdu1aJCUlYf78+Zplf/rpJ63XRERE1PkwudFN/PTTTygqKuqSvTaOJCZiYO2PZgB4ee5ceDo7w83REf984gkcu3gRicnJKJZKW1X+9NGj8cfZs5DJ5Thx6RLCg4Nx6vJlrTvygwMCkFVQoPmxUr93xZHERPT399e8drazA3R0cQcAc1NTyORySCsrYSYWo7+/P9JycpCRl4fggADkFhXBv944/pbGXcdULIZ97Z1lNwcHWJqbw9SkpiOXg40NCktKmiy/qR4khxMTUV5ZiUu3biG7sBCvL1yoGQZQv/YNy2lObDrLbjA8pZenJ3IKC7F89WoUS6WaiVjrCAC9x4iJSARzU1P4urlBYm4OsYmJ1noN1SUeHGqHGYwaOBBFZWXILylBZYOhECYiEexq69ew7qu3b8cLjz+Ol6Oi8NGWLThx6RLu5efr7EVTf92CkhL08PBAb29vmIhEiIqMxPnkZHwTG4txwcEolkpRWl4OtVqNYqlU51AeXdtujvpx6CtDIBDA180N5mIxpoSFwUQkgq+eyTNNRCLY1g49cLC2RlrtvBSGzjl96xgqr62sWrgQ4cHBmDVuHG6mpyOoRw8cOHcOJy9fxl+nTcPI/v1xMyNDs/yMMWPwxYoVGDNoEHadPKlVlpuDAzLy8to0vq7I3t4en3zyCc6dO4cLFy7gr3/9K7788stGy23fvl0zJOXevXsYMGAAhg4dCrFYjNdffx1//PEHCgsLAQBBQUGwqTdMiIiIiDofJje6iTVr1iAqKgpuXXA2frGJCW6kpWm9p1arUSKV4vWvv0agjw+G1btL21I9PTw0818oVSqYicUQCARad109nZ0hEAh0jsuXKxTIqf0CXUd3agMYGhiIs9evw9vFBaH9+mH74cNISE5GcEAA9p05g+OXLmHaqFGtjlsXXRN/tsWUpCXl5bCzssLYQYM0/6wsLGo+1JPcaW5sBsuut+6XL72EoB49sHLNGiTevKldkEDQumOkGbGLRSJYmJkhtG9fFJaWat4vKS+Hl4uLzl4RecXFuJmRgf7+/pgwdCiefuQRxJw4AUdb2yYTc57OzsgqKNC8dnNwAACkZGbik+hovPnNN/gkOhqV1dV485tvGp0v+rbdEs0pw8zUFEP79GlRuXVacs51NGuJBGq1GgfPn8eEoUMRHReHyaGhEAgEuJudrZWUAWrqMm7w4Eb7ValSNTqOyTB/f38MGzYM3333XaPP9uzZg8mTJwOoebzu7Xq9Yvz8/CAQCKDQM4cOERERdT5MbnQDhw8fxsWLF/HCCy8YO5R2ERESgpNJSThx6RLUajXOXr+OtJwcHE5MhEwuh4u9PQpLSxtN1NdwckpDE2lOHz0a62JiMLL26RQjgoJwPS1NM2HnnawseDg6wsfVFcD/JqMEgDGDBuHCzZsor6oCUDN5pb5JMCeHhuJudjYSk5Px5pIlmDFmDGaMGYOPn38e00aNwrDAwEZ3+w3Vo2HcupaRKxRQ6am7tLKyUdf5unXr1xGo6ZVQf8LSkf3745ejR5GSmQkAuHLnjuautFwu1yzXsJzmxKar7NSsLK2YT1+9irKKCjw/YwaWPPwwEpKTAfwvYSKXyw0eI2q1WuupNvXX09c2dfW/mpqK4IAAzH7oISTduqWp0/W7d7UeJ1q/7mITExRLpZoyent7w8nODn5ubigsLW20n+uvO2rAACiVSuTVDllKy8nB4IAAfLpsGdasWIE1K1bgvWeegcTMDGtWrEBQjx5aZenbdp2S8nIkp6c32g/142iqjOaqX8/6+8PQOadvHUPliU1MYG5qipLaBEOxVKo1WWxLrg8AcODsWYwfNqzmB7NKhSG9ewMASisqYGFmBpVKpXXep2Rk4JERI7TKKCwt5eNgm1DdYMLY/Px8HD58GAMaTJh79epVeHt7a4arzJgxAwqFAhm1vWiuXbuGiIgIzTDNxMRETS8OIiIi6pxEb71Vb5Y66pJefvllODk54Y033jB2KC1y5coV/PLLL3jrrbeQm5yMcj1fPJ1sbZFVUIBv9uxB7KlT6OPtjaGBgTA3NcWOo0dxIy0NLvb2OFM7m77YxAS/HD0KmVyO4F69kJaTo/Xawsys0Ta8XVxwMyND81QEDycnCIVC7ImPh8TcHLtOnMBz06fD2c4ON9LSsPPYMVRUVWFwQAB6uLsjJTMTm/bvR1pODrIKClBYWoo+Pj6wazDzv0AgwOiBA/HntWs4lJCA/NJSFJSUICE5GWevX4eLvb1mcsUbaWlN1qNh3EDND+8dR4/CxtISAV5e+PX4cVy8eRMDevaETC7HL0eOQFZdjcEBAdh7+jQ2HziAqSNHam3P3NQUe8+c0dQxLTcXO44cQVFZGXp5esLR1hZuDg64mJKCr2NicCElBba1PS1SMjNx4OxZeDk7o6isTKutUrOzmxXb5NBQXE9L0yp7ZP/+AGomb9184AAG9eqFdTExsLSwQF5xMR4ODYW1RAITkUgTQ09PTxy/eLHRMZJbXIzDiYkwEYkQ6OsLU7FYaz0vZ2ecunxZ0zYAsGn/fggFAqTl5uL3M2ew9LHH0MPdHSq1GieSklBVXY17BQWYGxEBgUDQ6DhxsLGBqViM01euoKKqCtfu3sWjI0fC2c4OaTk58HR21kxS2XBda4kEgwMCEH3oECplMsSeOoUnpkzRmtSyUiZDzIkTiIqMbHR8m5ua6tx23XwaO44exXubNmHisGGwqjdEpn4cYUFBsLWy0ltGcyQmJyM2Ph4O1tbwc3PD1kOHkJ6bi7CgIPT29tZ5zmXk5upd52Z6ut7PbCwtIa2sxFe//YbcoiKITUw0j3H9/fTpFl0fZNXV2HfmjOY8E4tESLx5E5l5eRg1YADMTU1xISUFr3z5JfKKi3ErMxO9PD0xNDBQq5zNBw7gicmTcTkzE2IzM8yePbvZbdfV1F3/Z82apfk7cPjwYaxevRopKSkoLy/Hzp078cMPP2Ds2LH4/PPPYVo7aSsArF27FiNHjsTAgQMBAGKxGA899BA+/PBDSKVSrFu3Dm+//bamN+MjjzwCoVCI0NDQDqlXUFBQt96/RERE7UGgbup2FHVqOTk58Pb2xsaNGzvdZGlbt25FVFQU1Go1kmJjkZuSYnD5SpkMYhMTraEMCqVS8xhHpUrVrEkS9ambL6HhNgtLS+Hh5NRk9/iKqipYmJlBqVLpHG6hS0l5OcorK+Hq4NDq2HXF3VxqtRpV1dU6f9A1V0l5OWwkEq32kVVXa54ecT90lV0Xs3lt+dLKSp1zVtTF0NJjpG69hm0zfuVKbH7jDUjMzDRzPNRR1j6O1NSkeQ+oqqiq0nqSRn5JCaIPHsQLjz/e5LolUmmj7bdEw23X2Xv6NMYGB8NSx2fNLaMttOSca466/Xk/14dKmQwKpdLgE4aAmnNRpVbrPA5uZWbi+KVLeGLyZHy+bx8sbGywbdu2VsXTFdRd/6OjozV/B1oiLy8PdnZ2EOsYjpeXlwdnZ2et92QyGczu4zrXXHX1mj17drfev0RERO1AzWEpXdyPP/4IiUSieUxeV9bwiRJAzVCCuh9A95PYqCtL1zbrxv43RWJuDoFA0KJEg62lJTycnO4r9tYmNoCaniT3k9gAaurQsH3aIrGhr+y6mOvmY9D3g7MuhpYeI3Xr1W8bzVAdtVpnYkEkFDY7sQGgUWLAydYWE4cNw+krV5pc934SG7q2DdTMp+Hm6NisxIa+MtpKS8655qjbn/dzjlmYmTWZ2ABqjjVdx0F2QQFOXb6MJ2rnh6D75+zsrDOxUfdZQx2R2CAiIqL2xeRGF7dp0yZERUVB0owv3kTUOnvPnIGDtTUO/Plno0fStpXe3t7o6enZ4jvYbcHZzg6DAwI6fLvdhUAoxKJJk4wdBhEREVGn1vxbidTpnD9/HpcuXcK6deuMHcp9M7Oygm0zH4FK1NHmPfYY5j32WLtvh+dA19Rovz4AT4AhIiIi6myY3OjCtm3bhl69emFEgxn5OyOZVIqS2qdhtFmZcrnW41Ebvr4fTY3fv9/5P+prz3oY2p6+OrR0Po22bIvO5n7q3tS67X0cNDeOzqotziu1Wt264TOcCquRrjL5Zt3TWoiIiKjtMbnRhf3222+YOXOmlyxBsgAAIABJREFUscN44FxNTcXHW7ZgxpgxmD56dKPXbeFvq1djTkQExg4apPV+UVkZ1u/eDZFQiFeiovSuX1ZRgS1xcRAKhRCJRBAJhaiWyzF5xAh4Ojl1WD3qa1h+wzqqVCps3LsXNpaW2HfmDL5+5ZVmzfehr626irPXryM5LQ2WFhZQqdV4fOxYzWcN656QnIzC0tKaSTPLyjA3IkIzMapCqUTcuXOYNHw4BAKBznZTKJXYefQohEIh+vn5oZ+fn+azYqkUr61di3X/7//pjNPQtg2pH0dTZRSVleGLnTvx5pIlLWrDjtSa82rXyZMor6yEXKlE5JAhyCksxN7TpzF/wgT0qNcrI/7KFew4cgT5JSV4ODRU8+Sca3fvwsLMjI+B1cHb2xsfDD4I93NDjB1Km8l3afvrMxEREXHOjS7r4sWLSE5OxmMd0FW+s+nn5wcPJyfN3AUNX7eFfyxejBFBQY3et7e2hreLi8E7s5du3cJ7mzdj4rBheHrqVDw5eTIWT5qEJyZPxuGEBNzNzu6wetTXsPyGdTxy4QLEJiaYNW4c3liyRG9i42pqKipkMs1rfW3VnhrG0F7rZeTl4YudOzE3MhIzxoxBcno6DiUkaD6vX/dqhQLf7dmDyCFD8OioUZCYm+P306cB1PSGWbdrF8YOGqTpCdCw3SplMiz77DO4OTpi1rhxWokNANi8fz9yiop0xmlo202pi8NQGQqlEu9v3gyFUgkvZ2f8cfYsfo6La14jdrCWnldb4uJw5c4dzBs/Hn19fTWPk3W0tdVKbKTl5CAxORmvzp+PZ6dPxw/79uH8jRsAgL6+vkhOT8eVO3fav4KdzMiRIzuk96FSrWj3bdQJ4Pw1RERE7YLJjS7q119/haenJ4YPH27sUDqMSqWCtLKy0fsVVVWNJnmse/Snvtd1ZHI5KmUyyKqrAdT8SKuUyaBUqQDUdDvX9WPX3dERwgblyRUKlFVUQCgQQKCnG39haSnW/vYbXl+wAH7u7jh4/jy+27MHCcnJ2HXyJBZOnIijFy40WY+m4q5rr7q46sdoKDlSf3sN63j73j0Ia+tV/w60QqmEQqkEAOQWFeGdH37Q2qautmpubPXL1qdYKoVKpdKsqysGXceISqWCSqVCVW0b6lqvPmXtNuQKBaprlzl1+TIG9eqlSfSM6t8fRxITdda9sqoKt+7d0yQgysrLYWtpCQD45cgRDA4I0HoKScN2+2zrVvTy8tLZA2b/n39i9IABetvI0LabUheHoTJMRCI8NXUq9p45g6yCAggEAsx56CGd5alqH5tbv+3r03XOGVpH32cKpVKzL5UqFeQKheb8aO71oVqhwOb9+zFjzBgAQGl5OYJ79cLJpCTMiYjQWrawrAzPz5gBF3t7hAUFIbRfP01yAwAiQkKwaf9+zbFPHeu97Ek4Wx6jeX258hC+ynsSL2UE4dfiD7SWvVCxDx9mP4rXM4diT8l/oIbufZZUGYddxR8jrnQ9DpR+3a7xExEREYeldFl79+7F1KlT2+xxiQ+630+fRl5xMRxsbHD84kW8/9e/QiQU4pPoaEwODcXBhAR4ODlh9rhxLSr3amoqVq1bh+emT8eMMWNQLJXi/77/Hu8+/TTizp9HlUwGGysrHE5IwLLHHkNPT0+kZmfjP9u2ITw4WDME4bfjx5GWk4P+/v44euECAry8dG4v9tQpPBIWBjsrK3wTG4tbmZl495ln8O6mTRDX/kAWNmN+A0Nx387Kwurt2zF15Ehk5ufj2IULeGbaNBSXlSEhORnZhYX4cuVKg4+2bFjHk0lJuJiSAmuJBDuPHcPk0FBYmJlhS1wc5EolrqWmYmhgIGwkEuQVFyPmxAmMHjAAQqFQq5zEmzebHVvDsmeGh2vFqFarsSE2FiG9e2PHkSN4fsYM+Li64mJKiiaGUf37a+Ktf4wcOHsW3+3Zg6jISPwcF4e/PPIIRAKBVuz+Hh6abR08fx5f/forpo0ejet37+LWvXt4bvp03EhLq+mpU8ve2hpXUlN1tqGtlRUiQ0Lw8hdfYN748ZArFBg3eDCqqqvx6/HjiH7rLb3tfycrC4cTEzEzPByfbt0Kf3d3TBw+HJbm5kjNzoZQKIRXvTga0rftpjSMQ18ZSpUKPx04AB9XV/h7eCD+yhWITUwQHhysVd6JS5fwn23bMH/CBKRkZCD+yhVsePVVONvZAQB2HD3a6JzLKijQu46h8k4mJeGdH37Ab++/j9Lycry3eTMG+PvjuenTm6x3HWlFBSwtLBDo4wO1Wg2RUIi72dmwlkjgYG2ttWxwr15ar63MzbV63piIRLCWSHCwXs8ealspsj/hJe4Hc2HjxyU/7/wt7EQ1SVmpqhBytQzPO3+LQsU9vJY5BGGWs+AmDsA9+Q1crTqCp53WIr36Mr7IWwIf04EYYBGpVV62PAU/Fr6G9z1OQyQQY33+szhdvh0jLLvG3CFEREQPIvbc6IKKi4tx/vx5TJgwwdihdIhLt27h/I0bWPLww3h05Ei4Ojggp7AQOYWFKKuoQH9/f0wZMQJ/nD3b4rIHBwRg4vDhyMzPB1DTk+PRUaOQkpmJk0lJWDBxIh4dORLhwcF46/vvoVAq4efmpnXX+9rduziUkIDls2YhIiSk0XCB+q6npaGfnx+Kysqw9dAhREVGQiQUIjUrC6Nq77znFhe3Om5bKysMDgiAXKGAk60t/jZrFp6aOhU/7t+Px8PD8dHzz8Pe2hpX7941WH7DOo4aMAB+7u7o6+uLx8eOhYWZGW5lZsLExATTRo3Ck1Om4NvYWAzo2RMAMDM8HP4eHo3KaW5suspu2PPieloa7mZnIyQgACvnzIGoNjk0srYdZ4aHw9LcXOcxEhESgoLSUrjY22PjqlWIDAnRWq9+YgMAwoODUVJejmGBgfjg2WfxzNSp2LB7N+5kZWnVz9bKCiVSKQpKShrVHQBWzp0La4kEX+zciUBfX4iEQqTl5MDCzExrmI+uY8zOygqRQ4bgb7Nm4U5WFt7ftAlyhQJHL1zAhKFDDe5PfdtuSsM49JUhFAgwMzwcE4YNQ3J6OlYtXKhzfonRAwdCrlTC08kJry1YgClhYdhbO7Tl/I0bOs+5EUFBetcxVN7wvn012/VwckJfX98m69uQg40NQnr3xp74eOw4ehRDAwOx89gxPD52LH47fhzrYmKw/ciRRj2OKmQy5JWUYGDt+VDH1d4el2/fbnEc3Z0KSqighEz9v2uAUi2HUi3XvC5QZOCrvCcgV+seVuZs4gdB7VciU4EFBksmQwAhHEw84GLiB9vaxEeJMhfzHD6Ao4kXgiUPY5DFRFypPNyovMSKvQg0Hw2RoGYS2hDJIzhTvrPN6kxERESNMbnRBR06dAgA8JCebt9dzZHERK0fCS/PnQtPZ2e4OTrin088gWMXLyIxORnFUmmryp8+ejT+OHsWMrkcJy5dQnhwME5dvqx1R35wQACyCgqQlpMDQLt3xZHERPT399e8draz0/uoR3NTU8jkckgrK2EmFqO/vz/ScnKQkZeH4IAA5BYVwb+ZjwPVFXcdU7EY9rV3lt0cHGBpbg5Tk5qOXA42NigsKWmy/KZ6kBxOTER5ZSUu3bqF7MJCvL5woWYYQP3aNyynObHpLLvB8JRenp7IKSzE8tWrUSyVaiZirSMA9B4jJiIRzE1N4evmBom5OcQmJlrrNVSXeHCwsQEAjBo4EEVlZcgvKUFlg6EQJiIR7Grr17Duq7dvxwuPP46Xo6Lw0ZYtOHHpEu7l5+vsRVN/3YKSEvTw8EBvb2+YiESIiozE+eRkfBMbi3HBwSiWSlFaXg61Wo1iqVTnUB5d226O+nHoK0MgEMDXzQ3mYjGmhIXBRCSCr57JM01EItha1dxZd7C2RlpuLgAYPOf0rWOovLayauFChAcHY9a4cbiZno6gHj1w4Nw5nLx8GX+dNg0j+/fHzQZPyNh66BBenju3Uc86NwcHZOTltWl8Xd0J6Ra8nN4fh0q/wWsZITgu/QmxJZ9hd8mn+Dx3Hg6UrgUAXK86gULFPRws24D06itaZWTKr+PdrEk4VPYdgJrkBlCTNNlT8jkm2SyFhbDmnO1rPgaCelcBidAGwZKHG8V1pzoBtiJXzWsboQtSZC1PsBMREVHzMbnRBR08eBAhISFwcHAwdigdQmxightpaVrvqdVqlEileP3rrxHo44Nh9e7StlRPDw/N/BdKlQpmYjEEAoEmkQEAns7OEAgEOocByRUK5BQWar2nb7DQ0MBAnL1+Hd4uLgjt1w/bDx9GQnIyggMCsO/MGRy/dAnTRo1qddy66Jr4sy2mJC0pL4edlRXGDhqk+WdlUfOjQV9yp7mxGSy73rpfvvQSgnr0wMo1a5B486Z2QQJB646RZsQuFolgYWaG0L59UVhaqnm/pLwcXi4uOntF5BUX42ZGBvr7+2PC0KF4+pFHEHPiBBxtbZtMzHk6OyOroEDz2q323E/JzMQn0dF485tv8El0NCqrq/HmN980Ol/0bbslmlOGmakphvbp06Jy67TknOto1hIJ1Go1Dp4/jwlDhyI6Lg6TQ0MhEAhwNztbKynzx9mzCB80CC729o3KUapUjY5jMizMchaKlTlwNPHBB55n4SHuAxOBKSKsn8JM+zewvej/UK4qRohkCgBgks1SeJtqT2DsKQ6Etajx38tDpd/ifEUsfix8DffkNxp9XqWSolB5D33MRzb6LKP6KqyF/yvTWuSAMmU+ipXZ91tlIiIi0oPJjS7o2LFjGNfCuSU6s4iQEJxMSsKJS5egVqtx9vp1pOXk4HBiImRyOVzs7VFYWtpoor6GXcUNTaQ5ffRorIuJwcjaMfIjgoJwPS1NM2HnnawseDg6wse15k5d3WSUADBm0CBcuHkT5VVV/5+9Ow+Lqt7/AP6eBRBkFxEXvEauIW5oAhoumJi4oEJw6edSaW6l1m3RNrtp2aKVZrnmVbsmiJoiXkVRww1QXAlQy10UWRWQbZbz+4OYHGEQcODA4f16Hp+as33fZ2ZA5zPfBUDp5JWGJsF8oW9fXE9Lw5lLl/DRxInwf+45+D/3HL6ePh2j+vVDn86dy33bX9l9PJq7omNUajW0Bu49v7BQ7wPlw+c+fI9Aaa+Ehycs9eraFVtjYvBnaioAIOnqVd230irV393FH71OVbJVdO1rd+7oZY5LTkZeQQGm+/tj4rBhOH3pEoC/CyYqlarS94ggCHqr2jx8nqHnpuz+k69dQ48OHRA4aBASL1/W3dOF69f1lhN9+N5NlErcy8/XXaOjszMcbG3RzskJ2bm55V7nh8/t5+YGjUaDjL+GLN24exc9O3TAkpkz8f2cOfh+zhx8NmUKLMzM8P2cOXB96im9axlqu8z9Bw9w6ebNcq/Dwzked42qevg+H349KvuZM3ROZdczUSrRxNQU9/8qHN3Lz9ebLLY6vx8AYN/JkxjSpw9kMhnUWi3cO3YEAOQWFMDczAxAae+TVg4O+IeTE9QaDc5fvqxXlMrOzeVysNWkkJnATG6OViadYC63wumCSBRoc3Gx6DgyVNfxmsMqqPWGolRcDJNXMAXZEOvX8HHLA+htMUrXq+Nh/8tdileafa8bzvIwC7kNioQHuscaQQ2lzBRWcodyxxIREZFxcEJRicnLy0NKSgo+/fRTsaPUmU5t22JAjx749/r1sLO0xMvDh6NP584QBAE/R0Xh0/XrSz/8abUIPXAAPTt0wMWbN6EVBHh3746Me/f0HpcNLXjYc926IebsWbT7a0hI706dMN7XF1+HhmJY377Yd+IEPpgwAQq5HBdv3MAft26hRKXCoJ490aN9e/Tq2BEzvvkGvTp2RNb9+8gvLMS1tLRyH2RkMhneHz8eu44dQ2xSEpxbtEAza2tk3LuH7Nxc9H3mGd2xF2/ceOx9PJobKP3gnZadjfiUFDzVsiVizp1DakYGzl++DFtLS/x56xZkAPq7uWFvfDwOnTmDFf/6l157jnZ2eveYcf8+fr9yBbcsLeHVtSs6Ojujd6dOaOfkhGmLF6Pb009jYM+eGNWvH7y6dsUn//kPXvXzg4lSqXeduzk5Vco2c8yYCq8NAP+LjcWhM2cwYdgwfP7zzxg7YACKSkow/K/lJM1MTHQZBru743ZmZrn3iKOdHYpKSrDr+HH839ChsDQ31zvvVT8/JF+7pntuyuw8cgQt7O0Rl5yMOYGBaO3ggOGenvhp9248064dHhQVIeivVTQefZ80s7HBP4cMwca9e9HR2RlX79xByJAhsLKwgHf37rhy5w6e/muuj4rOXTh5Mjbs3YueHTrgWGIiJo8cWeWfIVtLywrbLhN5/Dj+87//4b8ffginZs303oMP56jsGlVx5tIl5BUUIC4pCU729jh54QLS791DWna2wZ+583/+afCcO5mZBvc52dtjVL9+mPP99xjQowesLCyQnpODY4mJ1f79UFxSggvXr8P3r9Wp/unjg+2HD6O5rS2e+2v1mpMXLuDf//mPXgGwo7MzfnzrLd3j369exbshIQg9caJazxv9LU+ThbambujT9O+JYVVCEdRCaVFMZrDfXMVkkKFv07GIfbBFb/ux/FD0sfBHM2XFk0O3NOmI+5q/h0DlabPgZPI0FDL+s4uIiKi2yITHfR1FDcrBgwfh4+ODW7duoXXr1mLHeSJhYWEIDg6GIAhIjIxE+p9/Vnp8YXExTJRKvaEMao1Gt4yjRqut0iSJhpTNl/Bom9m5uWjl4PDY7vEFRUUwNzODRqutcLhFRe4/eIAHhYVoYW9f4+wV5a4qQRBQVFKi++a5Ju4/eABrCwu956e4pARmpqY1vmZl1y7L3OSv6+cXFlY4Z0VZhuq+R8rOe/S5GfLmm/j5ww9hYWamm+OhjOav5UhNlVX7YFNQVKS37Gvm/fsIPXAAr48d+9hz7+fnl2u/Oh5tu8yeuDh49+iBphXsq+o1jKE6P3NVUfZ6Psnvh8LiYqg1mkpXGHqcy6mpOHL+PCa98AK+27sX5tbW2LJly+NPlKiHf///NqMA1/eoDB479XorfNrqCFqYPI2zBXuxKfs9vO74M/5h2g1/FsdDAVO0Nu2C16474XvnP2GlKN97Yll6CDo26Ydh1jNLJygVNFDKSn+H7Lz3JTo08cAzTUpXZDpTsAdWCns8ZeoOQMAfxSfQTNkazZXtdNe7WnwG67LewKetjkAGGXbf/xYWchsMsnoFYa1fhmUrZaN+fYmIiGqBwK8QJObEiRNo2bJlgy9s1ERFH8Af/lD/JIWNR6/1cJutmzev0vllH/aqU2iwadq03Ioa1VXTwgZQ2pPkSQobACrMb4zChqFrP5rZ0AfOsgzVfY+UnfdwO7qhOoJQYWFBIZdX6/33aGHAwcYGQ/v0QVxSkt7yoRV5ksJGRW0DpfNpODVrVqXChqFrGEt1fuaqouz1fJLfD0/6M5KWlYXjv/+OSS+88ETXaYziHoSjWCjAobx1GGX7LrqaD0Jr0y6Yf9sbnZp44dmmY+FjNRkA0MtiOL7PGI8A2/no2MRDd42rxadxreQcSoQieDQdhzuqS1iTOQ29LUbDRuGIdmY9dIWNxMJoLM8YD43w9xCmdqY98Emr3/RyPWXWEwOtJmJrzqd42qwPCrV5GG4zp/afECIiokaMxQ2JOX36NJ79q2s0EdWNPfHxsLeywr4TJxAwcOATfYNvSEdnZ2TcuwdBEOp8Es3mtralq/xQrZDJ5Rjv6yt2jAbJo2kgPJoG6m2b4xiKPE0WLBV2evNhzHL8BSVCoW41lDJPmfXCN23+XkHFVuGEr1ufgxYamMj0C3Vu5kPw0z8yq5TNx2oKNIIaWqh1E5oSERFR7WFxQ2KSkpIwZswYsWMY1c2bNxF19Chy0zjLPNWtsglQ2zymp0DTJk0w868hI2UTlxJVx4Xr13X/fzstDU9XMLcHVZ2VolmF2x8tbBiikJlAgYpXmKoOhUwJBf+pRUREVCf4N66EqFQq/Pnnn3B9TLf1hub48eN458svxY5BRFRnnv5rtRUiIiIiqhoWNyTk0qVLKCkpkVxxQ4dT31JdawMEpgKc9o/qShiAYLFD1DOOvWo+b1B9pLhUt8PKiIiIGgsWNyTkwoULkMvl6Mhv/IiISAICAwMff1ADc+ZCPLy8vMSOQUREJDksbkjI1atX0apVKzSpxZUKqAF4BcAFAN0AXAWgAdARwDkAbVD61TBRLdgJ4EsAJgAG/LUtDUAigO8A9BUpFzU8zs7OCAgIEDtGrfD09ISnp6fYMYiIiCSHxQ0JuX79Ov7xj3+IHYPEdg/AbwBMAYwHkA/gR5QWOaT5WYHqidEofatZAPj0oe3hAHJESUQNlZeXF3s3EBERUbWwuCEhLG4QAGA+Sgsbj1IA+HcdZ6FGxxLlp8cZgtKCBxERERFRbZE//hBqKG7evIm2bduKHYPE1r2Sfd3qLAURAOAEgF8BmIkdhIiIiIgkjcUNCUlLS4OTk5PYMYiokUsCMA/AHAD/FDkLERERETUOLG5IhCAIyMrKQvPmzcWOQkSNnCuARSidRPQYOCSFiIiIiGofixsSce/ePahUKhY3iKhecQIQLHYIIiIiIpI8TigqEZmZmQAABwcHkZNQvVIIoFjsENSYFAGQiR2CiIiIiBod9tyQiNzcXACAra2tyEmo3tiG0jEB8QA2i5yFGoWdAE4CiEPpJKJERERERHWFPTckIj8/HwDQtGlTkZNQvTHurz9EdWT0X3+IiIiIiOoae25IxIMHDwCwuEFERERERESND4sbEpGfnw+ZTAZzc3OxoxARERERERHVKRY3JKKkpAQmJiaQy/mSEhERERERUePCT8ISIQgCZDKuUUBERERERESNDycUpYaDtRsSQTj41iMiIiIiqu9Y3KB6b+PGjfDw8BA7RoN0/fp15OXloWvXrmJHaZDy8vIAAFZWViInaVi0Wi1OnDiBzp07c3nqGrh06ZLYEYiIiIgaHBY3qN5ydnZGQEAAAMDCwkLkNA2TVqtFQkICHBwc0KRJE7HjUCNRUlICAHB0dISjo6PIaRqeNm3awNPTU+wYRERERA0KixsSIcU5N7y8vODl5SV2jAatqKgIzs7O6Nq1KxYtWiR2HGokUlNTERERgUWLFvFnmIiIiIjqBCcUJZKwJk2aYMGCBViyZAlOnToldhxqJDIyMgAADg4OIichIiIiosaCxQ0iiZs6dSoGDBgAf39/pKamih2HGoHbt28DAFq1aiVyEiIiIiJqLFjckAiZTAZBEMSOQfWQTCZDeHg4bGxsMHToUN0HT6LakpqaCmtra1haWoodhYiIiIgaCRY3JKJJkyYoKSmBVqsVOwrVQ7a2toiKigIA9OvXDxcvXhQ5EUnZlStX8I9//EPsGERERETUiLC4IRGWlpYQBAEFBQViR6F6qnXr1jhy5AhatmyJvn37YseOHWJHIolKSkqCm5ub2DGIiIiIqBFhcUMimjZtCgDIz88XOQnVZ/b29jh06BCCg4MxduxY/Otf/0JRUZHYsUhifv/9d7i6uoodg4iIiIgaERY3JKJsbPuDBw9ETkL1nZmZGVauXIkNGzZg7dq16NWrF06ePCl2LJKI7OxsXLt2Dd26dRM7ChERERE1IixuSAR7blB1jR8/HhcuXICLiws8PDwwdepU5Obmih2LGrhjx44BALy8vEROQkRERESNCYsbEsGeG1QTLVu2xK5du7B69Wps374dnTt3xqZNm7jyDtXY0aNH4erqCnt7e7GjEBEREVEjwuKGRJQVN9hzg6pLJpPh1VdfxYULFzBixAhMmDAB7u7u2LNnj9jRqAE6ePAg+vfvL3YMIiIiImpkWNyQiLJhKey5QTXVrFkzrF69Gr///jvat28PPz8/eHl5ISYmRuxo1EDcvn0bp06dwogRI8SOQkRERESNDIsbEqFUKmFubo68vDyxo1AD16VLF2zZsgWxsbEwNzfHwIED8fzzz+Ps2bNiR6N6bteuXTA3N8egQYPEjkJEREREjQyLGxJiZ2eHnJwcsWOQRPTt2xcHDhzAnj17kJWVBXd3dwQEBCA+Pl7saFRPbd++HUOHDoWFhYXYUYiIiIiokWFxQ0Ls7e2RlZUldgySmGHDhuHUqVPYsmULbt68CQ8PDwwYMACRkZGceJR07ty5gwMHDuCll14SOwoRERERNUIsbkhIs2bNWNygWiGTyTBu3DjEx8fjyJEjsLa2xqhRo9CxY0csXboURUVFYkckkf3yyy+wtLSEn5+f2FGIiIiIqBFicUNCWNygutC/f3/s2rUL58+fh5eXF9555x20b98eX375JTIyMsSORyIQBAE//fQTgoKCYG5uLnYcIiIiImqEWNyQEBY3qC517doVGzZswOXLlxEUFIRFixbB2dkZ48ePx/Hjx8WOR3UoOjoaKSkpmDFjhthRiIiIiKiRYnFDQljcIDE4OztjyZIlSEtLw88//4wrV66gX79+6NKlC7788kvcu3dP7IhUy5YvXw5vb290795d7ChERERE1EixuCEhLG6QmJo0aYLAwEAcO3YMCQkJ8Pb2xqeffoq2bdti6tSpOHfunNgRqRakpKQgMjISs2fPFjsKERERETViLG5ICIsbVF+4u7tj1apVuH37NhYvXoxjx46hR48e6N27N5YuXYrMzEyxI5KRfP755+jUqRP8/f3FjkJEREREjRiLGxJib2+PBw8eoLi4WOwoRAAAGxsbvPbaa0hMTER0dDQ6d+6MefPmwdnZGSEhIdi3bx+0Wq3YMamG/vzzT4SGhuL999+HXM6/ToiIiIhIPPzXqIQ0b94cALhiBdU7MpkMPj4++O9//4u0tDSsWrUKGRkZGDZsGJydnTF79mwkJiaKHZOq6b333sPTTz+N4OBgsaMQERERUSPH4oaEODo6AgDS09NFTkJkmLW1NSZMmID9+/cjJSUFEyZMwLZt29CtWzf0799qprSzAAAgAElEQVQfq1at4vCqBuDQoUPYvn07vv32WyiVSrHjEBEREVEjJxMEQRA7BBlHXl4erK2t8b///Q8vvPCC2HGIqkyj0WD//v3YsGEDdu7cCbVaDV9fXwQHB2P06NGwtLQUOyI9RKPRoFevXnB2dkZkZKTYcYiIiIiIBPbckBArKyuYm5uz5wY1OAqFAsOGDcPmzZuRlZWFTZs2AQBeeeUVNG/eHCNHjsTGjRtRUFAgclICgJUrV+LChQtYsmSJ2FGIiIiIiABwWIrkODo6srhBDZq5uTkCAwOxa9cu3fwcQGmho3Xr1pgwYQJ27doFtVotctLGKScnB5988glmzZqFTp06iR2HiIiIiAgAixuSw+IGSYmdnZ2umHH16lV88MEHSEpKwqhRo+Ds7IwZM2bg4MGD0Gg0YkdtNObOnQu5XI4PP/xQ7ChERERERDosbkhMixYtcPfuXbFjEBmds7Mz3n77bZw6dQoXLlzAjBkzcOzYMfj4+MDJyQmvvfYaoqKioFKpxI4qWVFRUVizZg2WLVsGGxsbseMQEREREelwQlGJefXVV5Gamoq9e/eKHYWoTly7dg07d+5EeHg4jh8/DltbW4wYMQKBgYEYOnQozMzMxI4oCZmZmXBzc8Pzzz+PjRs3ih2HiIiIiOhhnFBUajgshRqbdu3aYfbs2Th69CguX76MefPm4dKlSxg9ejRatGiB8ePH49dff+VkpE9oxowZUCqVWLp0qdhRiIiIiIjKYXFDYljcoMbsqaeewjvvvIO4uDhcu3YNn3zyCa5evYqAgAA4ODhg9OjRWLduHTIyMsSO2qCsX78e27Ztw4YNG2BnZyd2HCIiIiKicjgsRWI2bdqEl19+GcXFxZDJZGLHIaoXMjMz8b///Q+RkZHYs2cPCgoK0LNnT4wYMQJBQUHo0qWL2BHrrStXrqBXr1545ZVX8M0334gdh4iIiIioIgKLGxKzf/9+DB06FNnZ2fyGlagChYWFiI6ORmRkJCIiIpCWlgYXFxfdPB1eXl6Qy9mpDQAePHgALy8vKBQKHD9+HE2aNBE7EhERERFRRVjckJqzZ8+iZ8+euHDhAjp16iR2HKJ6TaPR4MiRI9i5cyd27tyJq1evolWrVvDz84Ofnx+GDBmCpk2bih1TFIIgIDg4GAcOHMDJkyfx1FNPiR2JiIiIiMgQFjek5vbt22jdujUOHz6M5557Tuw4RA3K+fPnsWvXLuzatQsnT56EqakpBg4ciBEjRsDPzw/t2rUTO2KdWbhwIT799FPs27cPAwcOFDsOEREREVFlWNyQGrVaDVNTU2zduhVjx44VOw5Rg5WVlYWDBw/qih337t3TDV8ZOXIkBgwYABMTE7Fj1oqoqCj4+flh2bJlmDFjhthxiIiIiIgeh8UNKWrWrBk+++wzTJs2TewoRJJQUlKCI0eOIDIyEpGRkfjzzz/RrFkz+Pr6YsSIEXj++efh4OAgdkyjSE5OhqenJ1588UWsWbNG7DhERERERFXB4oYUdenSBf/85z/x8ccfix2FSJIuXryIyMhI7N69G0ePHoVGo4G7uzt8fX3h6+sLDw8PKJVKsWMadPHixQrn5Llx4wb69esHFxcX7Nu3D2ZmZiKkIyIiIiKqNhY3pMjb2xvdu3fH999/L3YUIskrKCjA8ePHER0djYiICKSkpKBp06bw9PTEiBEjMHr06Ho1V0dCQgK8vb0RFRWlNy9PZmYmvL29oVQqERMTw9WWiIiIiKghYXFDigICAqBQKBAWFiZ2FKJG58qVK4iOjkZ0dDSioqKQm5sLFxcXDBkyBEOGDMGwYcNgZWUlWr7Bgwfjt99+g4WFBY4ePYoePXqgoKAAQ4YMwd27d3H06FG0bNlStHxERERERDXA4oYUzZgxAykpKTh06JDYUYgaNbVajbi4OERGRiI6OhqnT5+GQqFA3759MXLkSAwZMgS9evWCTCarkzwxMTG6lU+USiWsrKxw+PBhvP322zh9+jSOHj2Kjh071kkWIiIiIiIjYnFDij7++GPs2LED58+fFzsKET0kPT0dMTExiI6Oxq5du3Dnzh20aNEC3t7eGDFiBEaMGAF7e/taaVsQBPTp0wfnzp2DWq0GAJiYmMDS0hIajQYxMTHo0aNHrbRNRERERFTLBLnYCcj47OzskJ2dLXYMInqEo6MjAgMDsWrVKty6dQsJCQl48803kZOTg8mTJ8PR0RG9e/fG3LlzER0dDZVKZbS2t23bhlOnTukKGwCgUqmQn5+P5s2bw9nZ2WhtERERERHVNfbckKCNGzdi6tSpKCwsFDsKEVVRTk4ODhw4gKioKERFReHmzZuwt7fXzdXh4+MDFxeXGl1bo9Ggc+fOuHLlCrRabbn9JiYm6Nq1Kw4fPgxLS8snvRUiIiIiorrGYSlSFBkZiZEjR+LBgwewsLAQOw4R1UBycjL27t2Lffv24ciRIygoKEC7du3g4+MDHx8fDB48GC1atKjStdatW4cpU6ZUWNgoo1Qq4e3tjT179sDU1NRYt0FEREREVBdY3JCi2NhYeHl54ebNm2jTpo3YcYjoCanVapw7d063CsuRI0dQXFystwrLkCFDKly+taioCE899RTu3r2Lqvy6nzZtGlasWFEbt0FEREREVFs454YUlU1IyHk3iKRBqVTC3d0d7733Hvbv34/s7Gzs378fgYGBOHXqFIKDg9G8eXO9+TqKiooAAMuXL0dGRobBwoZSqdT9v0wmg4mJCQoKCurkvoiIiIiIjIU9NyQoMzMTzZs3x8GDBzFo0CCx4xBRLcvMzERsbCyOHTuG6OhonDp1CkqlEl27dsWFCxd0hY6HmZiYQK1WY+DAgXBzc8Py5cuh1WqhUCjQunVrbNy4EQMGDBDhboiIiIiIqo09N6TIzs4OcrmcPTeIGgkHBweMHDkSX3zxBRISEnDnzh388ssvkMvl5QobcrkcZmZmmDRpEpKTk3Hw4EHk5ORALi/960Cj0SA1NRWDBg3Ca6+9hry8PDFuiYiIiIioWljckCCFQgFra2tkZWWJHYWIRODk5ARvb2+kpKQAKP2dAAAWFhZo0qQJiouLsWvXLixYsADr1q1DVFSU3hKxGo0GgiDgP//5Dzp37oz9+/eLch9ERERERFXF4oZE2dvbs+cGUSP22WefobCwEDKZDN7e3ti9ezfy8vKQl5eHhIQEzJ07FyqVCrNnz0Z6enqF11Cr1bh79y6GDh2KgIAA/k4hIiIionqLc25IVJ8+fTBo0CB89dVXYkchojp29epVuLu748UXX8Ts2bPRpUsXg8euWbMG06ZNq3SZWKB0jg5ra2usXbsW/v7+xo5MRERERPQkBOXjj6GGyNraGvn5+WLHICIR5Ofn4/LlyxUuDfuoo0ePQqFQPLa4oVKpkJOTgzFjxmDcuHFYuXIlHBwcjBWZiIiIiOiJcFiKRFlaWnIiQKJGys3NrUqFDQDYv38/VCpVlY4tK4Bs27YNrq6u2L59e40zEhEREREZE3tuSJSlpSV7bhBRpa5evYo7d+4AAJRKJeRyOTQaDTQajd5xlpaWaN68OZycnNC2bVs4OTnB0dERubm5yMzMZA8OIiIiIhIdixsSZWVlhbt374odg4jqseTkZPTr1w8tW7ZEy5Yt0bx5c7Rq1QqOjo5o0aIFWrZsCUdHR5iZmYkdlYiIiIioUixuSBR7bhDR4/j5+cHPz69W2wgLC0NwcHCttkH0pDi3OhERUcPH4oZEcc4NIqpPPDw8xI5AVI6pqSkOHz4sdgwiIiIyAhY3JIo9N4ioPomLi4Onpydat24tdhQiAEBsbCycnZ3FjkFERERGwuKGRFlZWbHnBhHVK2+99RYCAgLEjkEEAAgICEBqaqrYMYiIiMhIuBSsRHFYChE1FoWFhRVuV6vVBs+p6T4iIiIiqp9Y3JAoKysrqNVqFBcXix2FiEjnwIEDGD58ONzd3TFv3jzMmzcPCxYswPHjx/WO27VrFwYPHoxOnTrhiy++gFar1duvUqnw9ddf45tvvsHZs2crbKtfv37YunWrUfcRERERUf3EYSkSZWlpCQDIy8vjMo5EVG/4+Phg3759uHjxIhYtWgQAiIqKwoABA3DixAn07NkTKSkpOHDgANavX49z584hMDAQPXv2hK+vLwAgPz8f/fv3x4cffljpMJfNmzejVatWRt1HRERERPUTe25IlIWFBQCgoKBA5CRERPrKiq9lfH19YWJiguTkZABAWloavv32W7Rt2xYjR46En58f9u/frzt+ypQp6Nmz52Pn73BxcYFcXvFfc1XdZ2jICxERERHVL+y5IVFKZelLy7Hj1Fht2bJF7Ai1wtnZGZ6enmLHMBpBEBAaGgpLS0v4+/sDAAYNGqR3jI2NDUaMGAEASExMRGhoKObMmYPJkyejW7dumDhxImxsbPTOSUpKwmuvvYYXX3wRs2fPrvE+T09PTJs2DdOmTTP2rRMRERGREbG4IVEmJiYAWNygxkmr1SIoKEjsGLUiMDBQEsWNnJwcvP322/jtt99w6dIlbNy4EU2bNi13XF5eHm7dugVvb28AQHx8PBwdHfHSSy+he/fumDFjBkJCQrB7926981xdXeHg4FBh29XZt2nTJi4XSkRERNQAsLghUWU9N1QqlchJiMTz2WefoX379mLHMJoNGzaIHcFo7OzssHjxYgDAlStX4OHhgdTUVMycOVPvuK+++gpr167VDRO5ffs23Nzc0Lt3bwDA3Llz0aVLF2RnZ8Pe3l7v3LLfgxWp6j5XV9fq3RgRERERiYLFDYlizw2i0hU34uLixI5hNB4eHhX2bmjoXFxc0KdPH6xbt06vuLFx40YEBgaibdu2um0dOnTA+vXrdY/btWsHmUzG33VEREREjRwnFJUo9twgKhUYGAhBEBr0H41GI/bTaFQlJSV6jzMzM3Ho0CG4ubnptkVERKB9+/Z45plnoFKpEBMTgytXrsDf3x9qtRq3bt0CAKSkpGDw4MFwdHTEvXv3kJKSoruGRqPRPXc13XfmzBlkZ2cb+RkgIiIiImNjzw2JKuu5weIGUc0VFhbC3Ny8Wueo1WqDQx5quk9KDh06hIiICNy4cQPvvfcecnNzcePGDUyYMEE3TGXv3r0YN26cXm8Md3d3JCQkACgtfMyfPx+DBw/Gjh078MUXXwAA1qxZg9DQUJw6dQonT57E6dOnUVhYiODgYGzatKlG+1599VVMmjQJs2bNqvsni4iIiIiqTCYIgiB2CDK+tLQ0tGzZEocPH8Zzzz0ndhyiOqXVaqFQKODh4QFnZ2dMnToVS5Yswd27dzF06FAApcsl+/j4wMvLS+9clUqF7777DgqFAp6enrrJO6Ojo5GWloa8vDykpaXh3XffrXCISN++ffHOO+9UuExpTfc9ej8NaSWYsLAwBAcHAwDCw8Mfu3xrdWRkZKB58+a6x1qtFgUFBeWWmn2SfcXFxTAzMzNaZqo/AgICkJqairi4OPCfQkRERA2eIP2vCRspDksh+puPjw/27duHixcvYtGiRQCAqKgoDBgwACdOnEDPnj0BAPn5+ejfvz8+/PBDvQ/hRUVF+OCDDxAXFweZTIYlS5Zg7dq15ZYRBYDNmzejVatWFeao6T6q2MOFDQCQy+UVFiieZB8LG0REREQNA+fckChOKEqk79EPr76+vjAxMUFycrJu25QpU9CzZ89yvQvy8vJw7tw5XL9+HQCQnZ1tcClRFxcX3coeT7KvsLDw8TdFREREREQAWNyQLPbcIDJMEARs3rwZlpaW8Pf3BwAkJiYiNDQUtra2mDx5MpYtW4b79+8DKO0hEBISgoEDB2LVqlUoLi5GUFBQuesmJSWhX79+WLFixRPv8/T0xMqVK411y0REREREksZhKRLFnhtE5eXk5ODtt9/Gb7/9hkuXLmHjxo26eTPi4+Ph6OiIl156Cd27d8eMGTMQEhKC3bt3AwBWr16NZ599Fm+88QY2bdpU4eSfrq6uBnt0VHffpk2b4Ozs/CS3W+9s2LABx44dM8q1Ll26hJYtW8LKyqrS48rmSOnQoYNR2iXpOHfuHIcdERERSQiLGxJV9sGLxQ2iv9nZ2elW5Lhy5Qo8PDyQmpqKmTNn4vbt23Bzc0Pv3r0BAHPnzkWXLl2QnZ0Ne3t7TJ8+HcuWLcPVq1cxadIkKBQKjB07tlwbla14Up19rq6uNbnFei0yMlLsCER67O3txY5ARERERsJhKRLHGeCJKubi4oI+ffpg3bp1AIAOHTrgypUruv3t2rWDTCaDWq3GzZs3cfr0afTv3x/jx4/HokWL8MMPP4gVvcEKDw+HIAhP/KdsuF1Vrlc26asx2uUfaf0ZN24cOnbsKOaPBBERERkRixtE1CiUlJToPc7MzMShQ4fg5uYGAPD394darcatW7cAACkpKRg8eDAcHR1hZmaGjIwMXU8od3d3tGnTRnete/fuISUlBQCg0Wig0WieeN+ZM2eQnZ1ttPuvz6rTw6ygoKAWkzQ+NZm49tGfpdpUl20RERFRw8ZhKUQkeYcOHUJERARu3LiB9957D7m5ubhx4wYmTJigG6Zibm6OiIgIzJ8/H4MHD8aOHTvwxRdfAAAcHR0xd+5cfPLJJ+jduzcSExPx/vvv666/Zs0ahIaGYuXKlTh9+jQKCwsRHByMVq1a1Xjfq6++ikmTJmHWrFmiPGd14e7du3j33XehVCrx008/VXqsRqPBxx9/jGbNmul625TZu3cvEhISYGtrC41GU+ESvYZs3boVcXFxaNeuHW7evInPP/8cCoUCALBr1y58++23SE1Nxcsvv4x3330Xcrnc4HYA2LdvH3766SfExsbi5Zdfxr///W9dWxXtS0tLg6+vLwTh7152zZo1w6FDhyrNUNl9V5YBKJ1o+rvvvoNCoYCnpyc8PT0BANHR0UhLS9PNU/Luu++iadOmEAQBw4cPR2pqKgBg1KhRWLhwod4109PTMXToUJw9exYADN7X5s2bK73fytoylK+y19/QOURERCRBAkmSRqMRAAjh4eFiRyGqc2Xvfw8PDyEwMLDa56enpxvcd//+/Qrby8vLM5ilJvuKior0jnuS+xFTaGioAMDg76PPPvtMePnllx97nU2bNgn//ve/BUEQhLNnz+qud/HiRaFDhw5CSUmJIAiC8H//93/Cpk2bdOfNnj1bMPRX3f3794V27drpHr/++uvC4sWLBUEQhOTkZGH27NnC9evXhYiICMHMzEzYu3evwe2CIAiZmZnCzp07BY1GI1y/fl0wMzMTLly4UOm+H374Qdi+fbuQnJwsJCcnC1u2bBEmTZpUaQZBEAzed2UZBEEQ8vLyhO7du5d7LQoLC4Vnn31W0Gq1giAIwuLFi4XvvvtOEARB2L17t7BmzRrh2LFjwrFjx4Ts7Oxyz+XMmTMFW1tb3WND91XZ/VbWlqF8lb3+ld2TIAjCuHHjBA8PD4PvDyIiImpQtByWQkT0iObNmxvcZ21tXW6bXC6HpaVlhcfXdJ/UV3EoLi5GTk4OFAqFridCGZVKVW4Z6/Pnz+t6VDw82WpERAQGDhyoWyHK398fYWFhVcqwc+dOdOvWTffYy8sLv/76K4DSngfffvst2rZti5EjR8LPzw/79+83uB0o7f0zatQoyOVytGnTBi4uLmjZsmWl+0JCQjBmzBh06dIFXbp0QWJiIsaNG1dphsruu7IMADBlyhT07NkTAQEBes9FXl4ezp07h+vXrwMAsrOzdSv4LFu2DHfu3IGJiQm8vLxgZ2end+769esxZswYvW2G7quy+62sLUP5Knv9K7snIiIikh4WN4iIqE4tX74cb731Fvbs2YMtW7ZAJpPp9i1atAiff/45Ro0ahe+++w4AsGPHDsTExODYsWNYunQp8vPzdcefPHkSTk5OusctWrRAbGxslXJcv34dt2/f1j12dXVFbGws7t27h0GDBunlsrGxwYgRIwxuBwALCwsApUNovvzyS7z55pu6Ypihfba2tnqZoqKi8PzzzwNApW0Zuu/KMiQmJiI0NBS2traYPHkyli1bhvv37wMoLeiFhIRg4MCBWLVqFYqLixEUFISCggK0adMGYWFh6Nu3L1555RW9ISVJSUlQKBTo1KmT3n0Yuq/K7reytgzlq+z1N3QOERERSROLG0REVGfi4+Pxyy+/4IcffkBISIhuvgcAOHv2LExNTTF9+nQsXLgQ8+bNQ05ODvz9/eHq6goPDw/Mnj1br7dLYmKi3rfxDg4OyMjI0CtaGBIYGIjz58/jxo0bAEqLHUqlstycDHl5ebh16xa8vb2rtH3FihX49ddfMWvWLN2EsVXZl5SUBBcXlwp77Tza1uPuu6J24uPj4ejoiJdeegkrVqxAYmIiQkJCdNdYvXo17O3t8cYbb6Bv375QKpWwsLDA2rVr8fvvv2Pr1q349ddfsXbtWgClvW+2bNmC8ePHV/o8G7qvR7dX1pahfI97Hio6h4iIiKSJf8sTEVGdCQsLQ//+/XWPnZ2dcfnyZQBAaGgoTE1NcfjwYQDAzz//jOLi4kqvZ2trq9eTQ6VSwdTUFI6OjuWOTUhIQFxcHIDSSWJffPFFREREYO7cuWjXrh1u376Nbt266YY4lPnqq6+wdu3acsNnDG1//fXXMXPmTIwfPx4rVqzAsmXLqrQvPDxcb4hGZW097r4rauf27dtwc3ND7969AQBz585Fly5dkJ2dDXt7e0yfPh3Lli3D1atXMWnSJCgUCowdO1bXxtixY3H+/HkcOHAAU6ZMwddff42goCCkp6cjMzMTgiAgPT0dtra2MDU1fex9VXa/j7YFoMJ8j3seHndPREREJB0sbhCRZGVlZSEuLk6va39DlpWVBWdnZ7FjPJZWq0VcXBy2b9+OPXv26O0rLi7WLbdbpuz1yczMRI8ePfTmgygqKqq0rS5duiAtLU33ODMzEx07dqzwG3q5XK7bXjZ/h6+vL3x9faHRaODp6YkPP/xQ75yNGzciMDAQbdu2rdL2h+8pKCgImzZtqvK+3bt345133il3fEVtVeW+H22nQ4cOWL9+vW5/u3btIJPJoFarcfPmTZw+fRpr1qxB//79kZOTgx9++KFcIcDNzQ2ZmZkASnuP7N69G0Dpkq35+fkYPXo0lixZAi8vr8fel6HtFbVlKF9lz0NV74mIiIikgcNSiEiy/vjjD7EjGFV9v5/c3FwsXLgQzs7O6NevH3bv3o02bdroHTNu3DgcOnRIN9dDbm4uSkpKAACjR4/GN998gzNnzgAAjh8/jt9//x1A6TfyarW6XJvTp0/H4cOHdXMzxMfHY+bMmRXm69WrF6ZNm4Zp06aV6zHwySefoGvXrhg9erRuW0REBNq3b49nnnkGKpUKMTExuHLlisHtGo1Gdy8AcObMGV2vg8r2AUBycjKcnZ3LDYkx1Jah+66sHX9/f6jVal1xKSUlBYMHD4ajoyPMzMyQkZGhe47d3d3Rpk0b5OXloaCgQHe9qKgovPLKKwBKe+HExsYiNjYWkZGRsLKyQmxsrF5hw9B9VbS9srYM5avs9Td0DhEREUkTe24QkeTI5XK9SQ+pdhUWFuLbb7/FkiVLoNFoMHPmTISEhMDV1RVhYWHYt2+f7tiBAwdiyJAh6NOnD4YMGYLU1FTcv38fSUlJGDp0KFxdXdGrVy94e3sjKCgIM2bMwIkTJ3D06FFcvHgRo0ePRvfu3XXX6927N6ZMmYL3338fHh4eyM3NxXvvvVfl7ImJifjpp5/w3HPPYcGCBbrte/fuxbhx4/QKKu7u7li4cGGF2xMSEnDw4EFMnDgRAQEBaNGiBdzd3eHj4wMAiImJMbgPALZu3VquR4GhDAkJCXBxcanwvg8dOmSwHXNzc0RERGD+/PkYPHgwduzYgS+++AJA6TCduXPn4pNPPkHv3r2RmJiI999/H3v27MG0adMwZcoUmJqaYty4cejVq1eVn9+K7svQ9sraMpSvU6dOBl9/Q+cQERGRNMkEfgKQJK1WC4VCgfDw8HJL/hERGcvRo0cxefJk3LlzB2+++SbmzJmjtyJGWFgYgoODAUDv91Fubi4sLS2hVqv15mcASocW2Nvbl5vLooxarYaJiYne9dRqNdRqNZo0aaJ37Jw5c7B06dIKi1337t1DWloaOnXqZLShSyqVChqNplyOx+3LyMiAra1tufk+Hqei+66snYfbM7TkcW5urt6Sxzk5OdBqtWjWrFm1spW1U9F9GdpelbYezQcYfv0rOycgIACpqamIi4tjMZSIiKjhE9hzg4iIqq2oqAjvvfceli9fjhdeeAHR0dHV6vJf9kHz0cIGAL3VL6pKqVRWeyUMW1vbckuTPikTExODBYrK9hkqNDxORfddWTtVae/RIoCdnV2NslXWjqHtVWnr0XzA41//is4hIiIiaWFxg4iIquX69esYN24cLl++jPXr1z92KVAiIiIiotrG4gYREVVZTEwMgoKCYGdnh9jYWHTu3FnsSEREREREXC2FiIiqZs2aNfDx8cGgQYOQkJDAwgYRERER1RvsuUFERI+1cOFCfPzxx5g/fz7mz59fo2sEBgYaNVN1rmesCUNJWjw8PMSOQEREREbC4gYRERmk1WoxZ84c/Pjjj/jxxx8xbdq0Gl3H2B8is7KyYGlpCTMzM922S5cuQSaToUOHDrptxcXFyM/Pr9FKH1KUlZWFP/74gx/q/5KXlyd2BCIiIjISFjeIiKhCgiBg6tSp+PnnnxEWFoZx48ZV+xrOzs61shx1RSuz3Lp1y+A++tsff/zB5+ghzzzzjNgRiIiIyAhkAhd3lyStVguFQoHw8PBa+WBBRNImCAJef/11rF27FuHh4Rg1apTYkR4rMDAQcrkcYWFhYkept7Zt24aAgACo1WooFAqx4xAREREZi8CeG0REpEcQBLzxxhtYs2ZNgylsUNXI5aXziPN7DSIiIpIarmAe1PsAACAASURBVJZCRER63n33XaxevRpbtmzB6NGjxY5DRlQ2sapWqxU5CREREZFxsecGERHp/PDDD1iyZAnWr18Pf39/seOQkbHnBhEREUkVe24QERnB8uXLkZycLHaMJxIaGopZs2Zh8eLFmDBhgthxqBaw5wYRERFJFYsbRERG8MEHHyA2NlbsGDUWHR2NiRMn4q233sJbb70ldhyqJey5QURERFLF4gYRkRHY2Njg/v37YseokQsXLiAwMBDjxo3DV199JXYcqkXsuUFERERSxeIGEZERWFtbIzc3V+wY1ZadnY1Ro0ahffv2WLt2re7DL0kTe24QERGRVLG4QURkBNbW1sjLyxM7RrWoVCoEBASgpKQEkZGRsLCwEDsS1TL23CAiIiKp4mopRERG0BB7bsyYMQMJCQk4duwYWrRoIXYcqgNlPTdY3CAiIiKpYXGDiMgIrK2tG9ScG6tXr8a6devw66+/ws3NTew4VEc4LIWIiIikisNSiIiMwMbGpsH03IiPj8esWbPw0UcfYdSoUWLHoTrEYSlEREQkVSxuEBEZQUMZlpKeno6AgAB4e3vjo48+EjsO1TH23CAiIiKpYnGDiMgIrKys6n1xQ6PRIDg4GGZmZggLC4NCoRA7EtUx9twgIiIiqeKcG0RERmBjY1Pv59z4/PPPcfz4ccTFxcHOzk7sOCQC9twgIiIiqWJxg4jICOr7sJSjR4/i008/xTfffIMePXqIHYdEwp4bREREJFUclkJEZATW1tbIz8+vlx8a7927h/Hjx2Po0KF4/fXXxY5DImLPDSIiIpIqFjeIiIzA2toaWq0W+fn5YkcpZ9q0aVCpVNiwYYPum3tqnNhzg4iIiKSKw1KIiIzA2toaAJCbm6v7//rgxx9/RHh4OPbv3w8HBwex45DIyiaRZXGDiIiIpIY9N4iIjMDGxgYA6tW8G0lJSXj77bfx4YcfYvDgwWLHoXqgrLihVqtFTkJERERkXCxuEBEZQVlvjfqyYkpRURFCQkLg7u6Ojz76SOw4VE8olaUdNlncICIiIqnhsBQiIiN4eFhKfTBr1izcunULZ86c0X2gJWJxg4iIiKSK/+IlIjICKysryOXyelHc2LVrF9asWYNt27ahbdu2YseheqRsWIpGoxE5CREREZFxcVgKEZERyGQyWFpail7cuHfvHqZPn44JEyZg7Nixomah+oc9N4iIiEiqWNwgIjISGxsb0efcmDFjBgRBwHfffSdqDqqfWNwgIiIiqeKwFCIiI7G2tha158bOnTsRGhqKyMhI2NnZiZaD6i8WN4iIiEiq2HODiMhIrK2tkZeXJ0rbmZmZmDp1Kl599VUMHz5clAxU/7G4QURERFLF4gYRkZGI2XNjxowZUCqV+Prrr0VpnxoGFjeIiIhIqjgshYjISKytrUWZc2Pz5s3YunUr9uzZA1tb2zpvnxoOFjeIiIhIqthzg4jISGxsbOq850ZGRgbmzJmD6dOnw9fXt07bpoaHxQ0iIiKSKhY3iIiMRIxhKVOmTIGlpSW+/PLLOm2XGiYWN4iIiEiqOCyFiMhIrKys6rS4sWXLFkRERODgwYOwtLSss3ap4WJxg4iIiKSKPTeIiIzExsamzubcuH//Pt58801MnjwZAwcOrJM2qeFjcYOIiIikisUNIiIjqcthKe+++y40Gg2Ho1C1KRQKaDQasWMQERERGRWHpRARGYm1tTXy8/Oh1Wohl9de7fjIkSNYs2YNNm/eDDs7u1prh6RJqVSy5wYRERFJDntuEBEZibW1NbRaLfLz82utjZKSEkybNg3Dhg1DUFBQrbVD0sXiBhEREUkRe24QERmJtbU1ACA3N1f3/8a2aNEiXLt2DZGRkbVyfZI+FjeIiIhIiljcICJ6QsXFxcjNzUVeXh4A4MCBA7Czs0NeXh5yc3ORm5uLOXPmwMzMrMrXXLp0KV577TWYm5vrtl26dAlffPEFPvvsMzz11FNGvw9qHFjcICIiIimSCYIgiB2CjE+r1UKhUCA8PBwBAQFixyGSHEEQ0K1bN1y4cMHgB0W5XA5BENCxY0dcuHChytdOT09HixYt0Lp1ayxfvhz+/v4QBAFDhgxBVlYWEhISdKte0N8CAwMhl8sRFhYmdpR6Y8GCBUhMTERRUZFustvTp0/DxsYGtra2AEpX3pHL5di5cye6d+8uZlwiIiKimhL4r2MiohqQyWQYO3YsFixYYPAYrVYLU1NTjBo1qlrXTkhIAADcuXMHY8aMwZAhQ+Dr64vDhw8jPj6ehQ2qMjs7O4SHh5fbnpeXh1u3bukeOzg4wM3NrS6jERERERkVJxQlIqqhadOmPXZVlJKSEgwfPrxa1z158iRMTU2h1WoBADExMZg7dy6GDx+ODh061DgvNT4hISEwMTGp9BhTU1MEBwfX6go/RERERLWN/5IhIqqhli1bYuTIkZV+eLSwsEC/fv2qdd2TJ0/qDXVRqVTQaDTYs2cP2rdvj40bN9Y4MzUu9vb2GD58eKW9fUpKSjBu3Lg6TEVERERkfCxuEBE9gZkzZ0KlUlW4T6FQYNiwYY/95vxR8fHxul4bD1OpVMjMzMTEiRMxcOBApKSk1CgzNS6vvPJKpROI2traon///nWYiIiIiMj4WNwgInoCPj4+cHFxgUwmq3C/n59fta53+/ZtZGZmGtxfNllwQkICrl69Wq1rU+M0fPhwNGvWrMJ9JiYmCAoK4jwuRERE1OCxuEFE9ARkMhneeOONCucr0Gq1GDZsWLWud/LkyUr3m5iYwMHBAUeOHKn2XB7UOCmVSkyYMKHCHkQqlYpDUoiIiEgSWNwgInpCkyZNqvCDo6urK1q1alWta506dQpmZmYV7lMqlejevTvOnTuHnj171igrNU6vvPJKhcOnrK2tMWjQIBESERERERkXixtERE/I1tYWL730kl6Bw9TUFP7+/tW+Vnx8PEpKSsptl8vlGDt2LA4fPowWLVo8UV5qfLp27QpXV1e94VMmJiYICAjgkBQiIiKSBBY3iIiM4PXXX9f7ZrykpAQvvPBCta9z8uRJCIKgeyyTySCTyfDRRx8hLCwM5ubmRslLjc/kyZP1hk+pVCoEBASImIiIiIjIeFjcICIygh49esDd3R0KhQJAaXf/vn37Vusa169fR05Oju6xQqGAmZkZtm/fjk8++cSYcakRCgkJ0XtsaWkJHx8fkdIQERERGReLG0RERjJr1iwIggCFQoHhw4frCh1VlZCQoBs2YGJigmbNmuHo0aM1Gt5C9ChHR0cMGzYMSqUSJiYmGDNmDExNTcWORURERGQULG4QERlJUFAQrK2todFoqr0ELACcPn0aMpkMSqUS3bp1w7lz5+Du7l4LSamxevXVV6HRaKBWq7lKChEREUkKixtEREZiZmamm9egukvAAkBcXBy0Wi0CAgJw9OhRODk51UJKasz8/PxgY2ODJk2awNfXV+w4REREREbDKdKJiIxo+vTpOH78OBwcHKp1niAIOH/+PBYsWIAPPvhAb1ULImMxNTXF+PHjkZ6ejiZNmogdh4iIiMhoWNwgIjIiFxcXLF68uNrn3b17FytWrODqFVTrJk6ciGvXrokdg4iIiMioWNwgIjIyT0/Pap/j5OTEwgbVCXd3d7i5uYkdg4iIiMioOOcGERFRI8NVUoiIiEhqWNwgIiIiIiIiogaNxQ0iIiIiIiIiatBY3CAiIiIiIiKiBo3FDSIiIiIiIiJq0FjcICIiIiIiIqIGjcUNIiIiIiIiImrQWNwgIiIiIiIiogaNxQ0iIiIiIiIiatBY3CAiIiIiIiKiBk0pdgAiosrcvHkTsbGxYsdoNJydneHp6Sl2jEYpNjYWN2/eFDuG0clkMgQGBoodg4iIiCSOxQ0iqteOHz+O4OBgsWM0GoGBgSxuiGTJkiXYtm2b2DFqhSAIYkcgIiIiiWNxg4gahLCwMLEjSN6GDRvEjtDo+fn5YcKECWLHMJqLFy/i448/FjsGERERNQIsbhBRgxAUFCR2BMnz8PBA06ZNxY7RqGVlZUnqve7h4SF2BCIiImokWNwgogYjPDwcAQEBYseQHK1WC4VCIXYMeogUhnEEBAQgNTVV7BhERETUSHC1FCIiEajVar3/PqqgoKDS84y5jxo3vqeIiIhICljcIKIG5cCBAxg+fDjc3d0xb948zJs3DwsWLMDx48fLHRsTE4Pnn3++3Pa9e/di4cKFWL58OZYuXarbHh0djf/+979YsWIF5s+fjwcPHhg9/927dzFx4kRMnToVANCvXz9s3bpVt1+j0eCDDz7AypUr0bVrV6hUKr3zHz3eGPuofqrOex0A0tPT0aNHD93jqr6f+Z4iIiIiKeCwFCJqUHx8fLBv3z5cvHgRixYtAgBERUVhwIABOHHiBHr27AkAuHXrFq5du4aYmBi98y9duoRZs2YhKSkJJiYmGD9+PH755ReMHTsWH3zwAeLi4iCTybBkyRKsXbsWs2fPNmr+Fi1aoFOnTvjzzz8BAJs3b0arVq10+8PCwmBmZoa33noLvr6+MDEx0Tv/0eONsY/qp6q+18t8+umnuH79OgCgqKioyu9nvqeIiIhICthzg4gaHEtLS73HZUWA5ORk3bY2bdrg2WefLXduREQEBg4cqCsa+Pv7IywsDHl5eTh37pzuw2F2djYcHBwMZlCpVOV6VWg0GqjVamg0mgq/JS8uLkZOTg4UCgXk8tJfvy4uLrr/B4Dz58/r5r9wdXUtd41Hj6/pvsLCQoP3RvVHVd7rALB+/XqMGTNG97g672e+p4iIiEgKWNwgogZNEARs3rwZlpaW8Pf3f+zxJ0+ehJOTk+5xixYtEBsbi+bNmyMkJAQDBw7EqlWrUFxcbHDVikWLFuHzzz/HqFGj8N133wEAtm/fDicnJ3z//fd4+eWX0aZNG9y8eVN3zvLly/HWW29hz5492LJlC2QyGZKSktCvXz+sWLECALBjxw7ExMTg2LFjWLp0KfLz8/XaffT4J9nn6emJlStXPvb5ovrD0Hs9KSkJCoUCnTp10m2r6vuZ7ykiIiKSChY3iKhBysnJwdtvv40+ffpg6tSpWL16dZWWMU1MTNT7BtvBwQEZGRm4ffs2Vq9eDXt7e7zxxhvo27cvlMryI/fOnj0LU1NTTJ8+HQsXLsS8efOQk5ODsWPHoqSkBB06dMDGjRsxZcoU/PTTTwCA+Ph4/PLLL/jhhx8QEhICT09PAKU9Mx7O4u/vD1dXV3h4eGD27NnlvrV/9Pgn2bdp0yaEhIQ89vki8VX2Xi8uLsaWLVswfvz4cudV5f3M9xQRERFJBefckKiyZQQNdScmaujs7OywePFiAMCVK1fg4eGB1NRUzJw5s9LzbG1t9XpEqFQqmJqawtHREdOnT8eyZctw9epVTJo0CQqFAmPHjtU7PzQ0FKampjh8+DAA4Oeff0ZxcTEAwMTERPeBz8nJCSdOnABQOo9G//79dddwdnbG5cuXAaDCD5yVqez46uyraMgL1U+Vvde//vprBAUFIT09HZmZmRAEAenp6bC1tcXMmTMf+34G+J4iIiIiaWBxQ6JKSkoAoNxkhERS5OLigj59+mDdunWPLW506fL/7N15XBT1/wfw1+6yIAgIqICK9y1qlpqWppYdZl558kWNr6WZWmmmmZWFfU3U0kot80zNC/H+ad5J3iiKB4igiIiCHHJfe87vD2TlWHDBXYZdXs/Ho0fu7uzMa2c+M+y+Zz6faYuHDx/qHicnJ6NVq1aIj4/H5cuXsXr1avTs2ROpqan47bffSvwYTE5ORqdOnTB8+HDdc3l5eWUuU6FQ4P79+0Wek0gkhn48Ip3ibf369es4cOAAgPzjflZWFgYPHoxZs2YZ1J6JiIiILAVP61uoguKGtbW1yEmIjK+gfRdITk7GiRMn0KFDhyLPF1zBVNikSZNw8uRJ3WtBQUGYMmUKbGxskJSUBLVaDQDo3LkzPDw8dO9LS0tDeHg4Bg8ejCVLliAkJAQAcPbsWYSGhpZYnkaj0f172LBhOHHiBNLT0wEAGRkZus+g0WiKTKtSqXQZii9b3/QVfS0kJAQpKSkl1g9VLU9r6/7+/jh37hzOnTuH/fv3w8HBAefOncPLL79sUHsG2KaIiIjIMrC4YaEK7uLA4gZZmhMnTmDfvn24d+8eZs2ahUmTJsHHxwfvvfceli9frpsuLi4Oa9asgUqlwsaNG3VdUbp06YIJEybgq6++wt69e5GRkYGJEyfC1dUVX375JXx9fbFnzx78888/+Oqrr3TzW716NcaMGYM333wTnp6eeOGFF9C7d29cuXIFXbp0wfHjx5GSkoL9+/cjISEBhw4dwuXLl3H37l306dMHr7/+Orp27YrJkycjNDQU0dHRWL9+PS5fvozDhw8jLi4OFy5cwOnTp3HkyBFcunSpxLIvXrxYZPpnee2DDz7Apk2bTL69qOIMbev6GNqe2aaIiIjIUkgEfac2yezFxcWhQYMGOH36NHr06CF2HKIK8/f3h5eXFwAgICCgSHeQZ6FWq6FWq1GjRo0Sr2VkZMDR0bHIc1qtFjk5ObpBPpOTk+Hi4lKucW0yMjJgb28PtVpdrsJj8WUb4zWFQgEbGxvddDKZDN27d0fDhg2xfft2g7NVJSNGjIBUKoW/v7/YUSpk+PDhePDgAc6fP6/3qqOKMqQ9G+O1wm0KMN3nISIiItJD4JgbFordUojKZmVlVepgicV/CAL5g/MW/kFX2l0kylIw3/Lul8WXbYzXCv8IJctmSHs2xmtsU0RERCQmdkuxULm5uQAAOzs7kZMQERERERERmRaLGxaqYFA3Z2dnkZMQERERERERmRaLGxYqNTUVAIsbREREREREZPk45oaFSk1NhY2NDWxtbcWOQmQ0I0aMEDuCRXv06BEaNmwodoxqreCqO4lEInIS42jZsqXYEYiIiKia4JUbFio1NZVXbRBRudy6dUvsCNVeZGSk2BGMim2KiIiIKguv3LBQaWlpcHJyEjsG0TMbNWoURo0aJXYMIpPbsWOH2BGIiIiIzBav3LBQ8fHxcHd3FzsGERERERERkcmxuGGhYmNj2XeeiIiIiIiIqgUWNyzU/fv34eHhIXYMIiIiIiIiIpNjccNCsbhBRERERERE1QWLGxYoJyeHt3QkIiIiIiKiaoPFDQsUGxsLALxyg4iIiIiIiKoFFjcsUGRkJCQSCVq0aCF2FCIiIiIiIiKTY3HDAkVERKB+/fpwcHAQOwoRERERERGRybG4YYEiIiLQpk0bsWMQERERERERVQoWNyzQzZs30bp1a7FjEBEREREREVUKFjcsUGRkJFq1aiV2DCIiIiIiIqJKweKGhUlISEBiYiI8PT3FjkJERqbVasWOQERERERUJbG4YWGCg4MhkUjwwgsviB2FiIzo+PHjePHFF5Gamip2FBLZzz//jA8//FDsGERERERVCosbFubSpUto2rQpXFxcxI5CREbk6emJxMREDBkyBEqlUuw4JJKIiAh8/fXXaNy4sdhRiIiIiKoUFjcszOXLl3nVBpEFcnd3x759+3D58mVMmjRJ7DgkAq1Wi/Hjx6Nt27b44osvxI5DREREVKWwuGFhLl26xOIGkYXq1KkT/P39sWHDBvz8889ix6FKtmjRIly8eBEbNmyAXC4XOw4RERFRlcLihgV5+PAh7t+/z+IGkQXr378//Pz8MGPGDOzbt0/sOFRJwsPDMXfuXPzvf/9D+/btxY5DREREVOVYiR2AjOf06dOQyWTo3r272FGIyIRmzpyJqKgojB49GqdPn8Zzzz0ndiQyIbVaDR8fHzz//POYPn262HGIiIiIqiQWNyzIqVOn8Nxzz6FWrVpiRyEiE1u2bBlu376Nd955B0FBQWjQoIHYkchE5s+fj7CwMISEhEAmk4kdh4iIiKhKYrcUC3Lq1Cm88sorYscgokogl8uxfft21KxZE4MHD0ZOTo7YkcgErl69ih9++AF+fn5o1aqV2HGIiIiIqiwWNyxERkYGrl27xuIGUTXi4uKCgwcPIiYmBv/9738hCILYkciIVCoV3n//fXTt2hUff/yx2HGIiIiIqjQWNyzEmTNnoNVq0bNnT7GjEFElatasGXbu3Im9e/di7ty5YschI5o7dy4iIiKwfv16SKX8c01ERERUFn5bshBHjx5F+/bt4ebmJnYUIqpkvXr1wh9//IHvv/8emzdvFjsOGcHly5exaNEi/PTTT2jRooXYcYiIiIiqPA4oaiEOHjyIgQMHih2DiEQybtw4hIWFYfz48WjWrBleeuklsSNRBSkUCvj4+KBXr16YOHGi2HGIiIiIzAKv3LAAd+/exc2bN9GvXz+xoxCRiBYtWoS33noLgwYNQlRUlNhxqILmzJmDe/fuYd26dZBIJGLHISIiIjILLG5YgEOHDqFmzZro0aOH2FGISERSqRSbNm1CgwYNMGjQIKSnp4sdicrp3LlzWLJkCX7++Wc0atRI7DhEREREZoPFDQtw+PBhvPbaa7CxsRE7ChGJzN7eHn///TfS09Ph5eUFtVotdiQyUE5ODv773//itddew7hx48SOQ0RERGRWWNwwc7m5uTh69CjeeecdsaMQURVRv3597N27FydPnsTMmTPFjkMGmj17NhISEtgdhYiIiKgCOKComTt48CByc3MxePBgsaMQURXSuXNnbNiwASNHjkTLli0xefJksSNRGc6cOYPly5djw4YN8PDwEDsOERERkdnhlRtmbvfu3ejZsyfc3d3FjkJEVczw4cPh6+uLqVOn4ujRo2LHoVJkZ2fjv//9LwYMGIAxY8aIHYeIiIjILLG4YcZUKhUOHDiAoUOHih2FiKqoOXPmwMvLC8OHD0dYWJjYcUiPGTNmIC0tDStXrhQ7ChEREZHZYnHDjB07dgxpaWl49913xY5CRFWURCLB2rVr8fzzz2PgwIFISkoSOxIV8s8//2DlypX47bffeAUeERER0TNgccOMbd++HV27duXtAomoTNbW1tixYwekUimGDh0KhUIhdiQCkJGRgXHjxmHw4MEYOXKk2HGIiIiIzBqLG2YqJycHO3fuxNixY8WOQkRmoE6dOvi///s/hIaGYuLEiWLHIQCfffYZcnNz2R2FiIiIyAhY3DBTu3fvRm5uLkaMGCF2FCIyE23btsW2bduwefNmLFy4UOw41drRo0fx559/YsWKFXB1dRU7DhEREZHZY3HDTP3111/o378/3NzcxI5CRGbkrbfewuLFizF79mz4+/uLHadaSk9Px/vvv4/Ro0dj2LBhYschIiIisghWYgeg8ouLi8OxY8ewbds2saMQkRn69NNPERERgXHjxqFp06Z48cUXxY5UrXz88cfQaDT49ddfxY5CREREZDFY3DBDGzduhKOjIwYMGCB2FCIyU0uXLkVMTAyGDBmCCxcuwMPDQ+xI1cK+ffuwefNm7N+/Hy4uLmLHISIiIrIY7JZiZgRBwNq1a+Hj44MaNWqIHYeIzJRMJsOWLVtQu3ZtDBo0CNnZ2WJHsnjJycmYOHEi3n//ffTv31/sOEREREQWhcUNM3PkyBHcvn0b48ePFzsKEZk5R0dH7Nu3Dw8ePMB7770HrVYrdiSLNmXKFMhkMvz4449iRyEiIiKyOCxumJmVK1eiV69e8PT0FDsKEVmApk2bYufOnThw4AC++eYbseNYrD179iAgIABr1qyBs7Oz2HGIiIiILA6LG2bk4cOH2L9/PyZOnCh2FCKyID179sSqVavg5+eH1atXix3H4iQlJWHixIn46KOP0K9fP7HjEBEREVkkDihqRlasWAEnJyfeOpCIjO69997DzZs3MWXKFLRo0QKvvvqq2JEsxqRJk2BnZ4eFCxeKHYWIiIjIYrG4YSYUCgVWrlyJSZMmwcbGRuw4RGSBfvjhB0RHR2PEiBE4f/48WrRoIXYks7dp0ybs3r0bx48fh4ODg9hxiIiIiCwWu6WYiY0bNyItLQ2TJk0SOwoRWSiJRIJ169ahefPmGDhwINLS0sSOZNbi4uIwdepUfPLJJ+jTp4/YcYiIiIgsGosbZkAQBPzyyy/w9vaGu7u72HGIyILZ2tpiz549yM7OxsiRI6FWq/VOJwhCJSerui5cuKD3+QkTJsDJyQnz5s2r5ERERERE1Q+LG2bgyJEjuHHjBqZOnSp2FCKqBurVq4e9e/fi7Nmz+Oijj0q8fuXKFYwcOVKEZE+sX78enTp1QocOHXT/BQcH48KFC0We69SpE/766y+T5dBqtejXrx/efvttxMfH655fu3YtDh06hPXr18Pe3t5kyyciIiKifBKBp9+qvL59+0IqleLo0aNiRyGiauTAgQMYPHgwlixZgk8//RQAsH37dowdOxZKpRJhYWFo166dKNkiIiLQpk0bg6aNjIxEy5YtTZLj8uXL6Ny5M2QyGezs7LBixQr06dMHHTp0wPjx47Fo0SKTLJeIiIiIihA4oGgVFxQUhH/++Qf//POP2FGIqJp55513MG/ePEyfPh1NmjTBtWvX8O233wIArK2t8eeff+LHH38UJVvr1q3RoUMHhIaGltpFRiKR4LnnnjNZYQMAjh07BrlcDpVKhczMTIwdOxZ169ZFnTp18P3335tsuURERERUFLulVHHz5s1Dt27deFtGIhLFl19+idGjR2PMmDH49ttvIQgCBEGAUqnEunXroFKpRMv23nvvQSaTlfq6TCaDj4+PSTMcPnwYGo1G91gQBKSkpCAuLg4BAQEmXTYRERERPcHiRhV29epVHDhwAN98843YUYiomnr06BEiIyORk5NT4gqJ1NRUHDx4UKRkgLe3d5HCQnEajQYjRoww2fKVSiXOnj0LrVZb5Hm1Wo2cnBz4+Phg+PDhSE5ONlkGIiIiIsrH4kYVNn/+fHTs2BHvvPOO2FGIqBoKCwtDp06dcOnSJb1FBJlMhjVr1oiQLF/9/Ks3xwAAIABJREFU+vXx8ssvQyot+adMKpWiZ8+eaNCggcmWf+7cOeTl5el9reAKlz179qBdu3Y4ffq0yXIQEREREYsbVdb169exY8cOfP3115BIJGLHIaJq5uDBg+jWrRsSEhJK7XqiVqvx999/IyEhoZLTPTF27Fi9x0iJRIL33nvPpMs+fvw4rK2ty5xGo9Fg4MCB6Ny5s0mzEBEREVV3LG5UUXPmzIGnpyeGDRsmdhQiqoZu3rxZ6kCdhUkkEmzatKkSEuk3YsSIUosbQ4cONemyDx48CKVSqfc1uVwOW1tbbNq0CWvXroWtra1JsxARERFVdyxuVEGXLl3Cvn374Ofnp/dyayIiU/vss89w+/Zt+Pj4QCKRwMpK/8211Go1Vq5cWcnpnnBxccEbb7xRJJ+VlRX69esHFxcXky03MzMTISEhel+zsrJC06ZNcfHiRYwePdpkGYiIiIjoCf5yroK++uordO3aFf379xc7ChFVY/Xq1cPq1asRFBSEjh07QiqV6r1K4tatW7hw4YIICfONGTOmyKCeGo0GY8aMMekyAwMDSx3M1MvLCyEhIfD09DRpBiIiIiJ6gsWNKubff//FkSNH4Ofnx7E2iKhK6Nq1Ky5evIg///wTTk5OkMvlRV63trbGunXrREoHDB48uMjYFzY2NhgwYIBJl1l8vI2CbihbtmzBX3/9BTs7O5Mun4iIiIiKkgiGdKqmSiEIArp37w4nJyccPnxY7DhERCWkpqbiu+++w2+//QapVAq1Wg0AqFmzJhITE0X7UT9q1Cjs3r0bQP44HJs3bzbp8lq3bo3IyEgA+d1Q2rZti127dqFFixYmXS4RERER6SXwyo0qZNu2bQgODsaCBQvEjkJEpJezszOWLl2K4OBgdO7cGRKJBBKJBNnZ2dizZ49ouUaPHg21Wg2VSgVvb2+TLishIQG3bt3SXV330Ucf4eLFiyxsEBEREYmIV25UEUqlEu3atUPv3r2xdu1aseMQET2VIAjYvHkzpk+fjqSkJPTu3RuBgYGiZFGpVKhTpw4AICkp6am3aH0WW7duhbe3N+zt7bFx40a8++67JlsWERERERmEV25UFUuXLkVcXBx8fX3FjkJEZBCJRIIxY8YgKioKM2fOxPnz5xETEyNKFrlcjpEjR8LLy8ukhQ0gf7yNLl264Pr16yxsEBEREVURvHKjCkhMTESbNm0wefJkzJs3T+w4REQVEhERgfj4ePTp00eU5Z84cQIymQy9evUy6XKWLl2Kjz76yORFFCIiIiIymMDiRhUwbtw4HDt2DOHh4bC3txc7DhGRWSq4HaxUyosSiYiIiKoZwUrsBNXdmTNnsGHDBgQEBLCwQUT0DFjUICIiIqq+eOWGiDQaDbp06YK6deviyJEjYschIiIiIiIiMke8ckNMy5cvx40bN3Dt2jWxo1RJ/v7+8PLyEjsGERERWaiAgAAMHz5c7BhERGQELG6IJCEhAb6+vpg5cyZat24tdpwq7X//+x8OHDggdgwiIiKyEIIgICgoSOwYRERkRCxuiOTzzz+Ho6MjZs+eLXaUKq9ly5Y4f/48z6wQERGRUZw7d07sCEREZGQsbojg9OnT2LJlC3bv3o2aNWuKHcdsBAQEiB2BiIiILMCwYcOwa9cusWMQEZERcWj5SqZWqzFlyhS8+eabGDx4sNhx6Bmp1Wq9/y4sJyenzPcRERERERHRs+GVG5Vs8eLFiIyM5NmCCjp+/DgWL16MhIQEvPnmmwAAOzs79O3bFy+//LJuukOHDiE4OBhOTk7QaDSYOnWqUXMkJCTgiy++gJWVFdauXQsA6NGjB2bOnKnrPqPRaPDtt9+idu3aWLduHUJCQiCXy/VOS0RERERERBXH4kYlCg8Ph6+vL7799ls0b95c7DhmqW/fvjhy5AgiIiLg5+cHADh8+DB69+6NCxcu4Pnnn0dkZCQ+/fRThIWFQS6XY+zYsdiyZQu8vb2NlsPNzQ2tW7fG7du3dc9t3boV9evX1z329/eHjY0Npk+fjrfeektX2NA3LREREREREVUcu6VUEq1WiwkTJqBt27aYMWOG2HHMmr29fZHHBYWDGzduAAD27duHPn366IoJQ4YMgb+/f6nzU6lUUKlUuscajQZqtRoajQbZ2dklplcoFEhNTYVMJoNU+mQXatasWZHH165dg0wmAwB4enoWmUfxaXNzc5/6uYmIiIiIiEg/FjcqyY8//ojg4GBs3LixyBl8ejaCIGDr1q2wt7fHkCFDAAAXL16Eu7u7bho3N7dSR0X38/PD/PnzMWjQIPzyyy/YtWsX3N3dsWzZMowbNw4eHh6IjY3VTb98+XJMnz4dBw8exPbt2yGRSAAAYWFh6NGjB1asWAEA2LNnD/7991+cOXMGv/76K7KysnTzKD4tALz00kv4448/jLdiiIiIiIiIqhF2S6kEN2/exNy5c+Hr64v27duLHccipKamYsaMGQgMDERkZCQ2btyou/PM9evX0aNHD920derUQVJSEuLi4op0Bbly5Qqsra3xwQcfYMCAAejZsyfi4uKgVCrRsmVLfPbZZ/jiiy+wdu1a+Pr6IigoCFu2bMHZs2cBAGfPnoVCoQCQf2VGnTp1dPMeMmQI9u/fj0aNGpUY76P4tACwefNmNGzY0LgriYiIiIiIqJpgccPEtFotxo8fj7Zt2+Lzzz8XO47FcHZ2xk8//QQAuHPnDrp3744HDx5gypQpcHJyKnKlhEqlgrW1NVxdXYvMY9u2bbC2tsbJkycBAH/99RcUCgXkcrmu+ODu7o4LFy4AyB9Do2fPnrr3N2zYEFFRUbrHVlaG707Fpy3ebYWIiIiIiIgMx+KGif30008IDg5GcHAwu6OYSLNmzdC1a1esW7cOU6ZMQdu2bfHw4UPd68nJyWjVqlWJgkJycjI6depU5I4leXl5pS5HoVDg/v37RZ4r6JZCRERERERE4uGYGyYUEREBX19fdkcxMqVSWeRxcnIyTpw4gQ4dOgAAJk2ahJMnT0IQBABAUFAQpkyZAgBIS0tDeHg4AGDw4MFYsmQJQkJCAOR3MwkNDdW9D8gfXLTAsGHDcOLECaSnpwMAMjIyimTRaDRFplepVFCr1brHhZddfNqQkBCkpKRUdJUQERERERFVayxumAi7o5jGiRMnsG/fPty7dw+zZs3CpEmT4OPjg/feew/Lly8HAHTp0gUTJkzAV199hb179yIjIwMTJ04EAKxevRpjxowBALz55pvw9PTECy+8gN69e+PKlStIT09HSkoK9u/fj4SEBBw6dAiXL1/G3bt30adPH7z++uvo2rUrJk+ejNDQUERHRyMsLAwXL17E5cuXcfjwYcTFxeHChQs4ffo0jhw5gkuXLhVZdvFpAeCDDz7Apk2bRFijRERERERE5k8iFD5NTUbj5+eHuXPn4tKlSxxPoYL8/f3h5eWFbdu2wcvLC+Vtqmq1Gmq1GjVq1NA9p9VqkZOTU+R2ssnJyXBxcSlya9ayZGRkwN7eHmq1GtbW1gbn0bfsAgqFAjY2NgbPi4iIiCpu2LBh2LVrFwICAop0TyUiIrMlcMwNEwgODoavry8WLFjAwoaIrKysSoyzIZVKSxQXit+55GkcHR0BoFyFjdKWXYCFDSIiIiIioopjtxQjy8rKwujRo9GnTx9MmzZN7DhEREREREREFo9XbhjZpEmTkJqaisDAQN5Jg4iIiIiIiKgSsLhhRNu3b8fmzZuxd+9e1KtXT+w4Fmf79u1iRyAiIiIL8ODBA7EjEBGRkbG4YSTR0dGYMGECpk6dioEDB4odx+JMb98E0pV+YscgIiIiCzDdTsAosUMQEZFRsbhhBGq1GqNHj0ajRo0wf/58seNYnFGjRmFUyi3g0ukKvV8AYIwOQkqtFtZ67qii1gqwkorTBSlXo4GtTFbq4wJlZSztPeZEKwiQmqgbWOF1Z4ptbYz1X1mfvzIYa381VOHPZ0nrsTIZehwqi6m3e2UeA431WSy1zVSV9qIVBODEM86EiIiqFA4oagS+vr4ICQnBli1bYGtrK3acauv38Hvwu3oHc0OicDsjB8fiHuE/J64hNDWz1PfsiE7AjAsRWH7jHmZdjISm0O1mBQBvH76EjrvOouOus/g+JErvPHrsD8KO6ARjf5wynUtMQ5sdp7Eu4oHex8UVz6jSCvjxejSWhN7FlUcl109irhKddp99ao4UhQozL0Tgy4uRmHPpNuaGRGF2cCRuZ+RU8JOV38qbsai3NRB5Gq1R55uQq4TPv9cx8UyY7jljbuunbTND+N95iAZbA3EnM9comQootVqsi3wAASU/87G4R9h0Ow4rwmPx3eXbyFZrirw3IVeJkf9cfeoyKrK/GlPx7VvedvTvwxS8cTDY4OWZaj2KqbzHIaB8213fOj50PxnzrkRh+Y17+DUsxuCspjgGGvpZnratDcnM9lL2Oi7tb/n5xDSEpWaZ7kMREVGVwuLGMwoMDMSCBQvwyy+/oEOHDmLHqbb8rt7B2YQ0zH6uGbrVrYXY7DzYyWSob2eDDs4Oet+ToVJj5oUI/PRia3zcrhFy1Br8Evrky/LB2CQMa+KGP3q0wx892uHz9k30zmfrq89hQKO6pvhYpXrJ1QktHO0glPK4uMIZs1QadN17Dk3t7TC9fRO85OpUYvrvr0QhJqvsH8z/PkyBd+A1+LRsgAVdW+F/nVvgu+eb4/sXWmJrVDxupFXOF8p3G7shMVdp9Pm62VqjtVPNIuvUkG19LjENmSr1U+f/tG1miJHN3JGiUD3DHErKUWsw80Ikhjd1gwRFP3OeRouvg29hdIv6mNS2IRzlVlgTcR9AfkHEO/AalFotWtWyw8bbcZh/9Y7eZVRkfzW24tu3PO3ofnYe7mbm4d+HKQYvzxTrUWzlPQ6VZ7vrW8eR6dn49Fw4ZnVsho/bNUJwcga2RMUblNXYx0BDP0tZ29rQzGwvZa/jsv6Wd3d1QnByBs4mpJn2wxERUZXA4sYzSEhIwOjRozFo0CBMnDhR7DjVVp5Gi+9DovCJZ2MAwCOFCq/Wc8HumATM7Nik1PftjUlER5cnX5BednXC7pgnZ/aW3riH+BwF5FIJXnZzgrONXO98mjnYwlhXDmsEAWnKkj+MM1RqpBb7EWsllRS5LLf449IyTjgdhudrO2J4Uze9066/9QDvNnYtM2d8jgLTz0dgY68OaO9sj81R8fg6+BaOxT3C7+H3MOf55th+52GRz6XWCtAIQpEzjkqtForHZ8rVWgEKjRZqbdGvugVn4BSFzqgrNFrdF2LZ4w8mQX5bUGpLnnnXt/7KotBokapQQSaRQFporerb1oW32b2sPIz852qRrGXRt80EQG9xRN/zksfz0KesdavWCtAK+c8Vv1JhSehdvFbPBY7y/F6LhT9zpkqNqymZuh99KQoV6tSwBgBYS6Xw69IS6yIf4E5mLqQAZnRoUiJXRfZXfdtPI5RsTwD07j/F6du+hrSjAh41a+DFurWeupzCjL0egdL3K6D0dlTWe/S99rR91NDjUHm3u751vO9eEvrUc4H88Yoc0tgV/oWOM2Ux5jGwPJ+lrG1taObKaC+A/jZT3vYClN1mTNFenva3/D/N3eEbcrvIlZlERGSZWNyoIK1Wi7Fjx8LW1hbr1q0TO061lqpQoZa1FV6sWwtaQYCVRIIbaVlwsZHD3dam1PfFZOUiLidP99jT2R7nEtORplQjR62Bh10N+Ec/RLd95/H+qVC9Z5fCUrPQY38QVoTHlngtLkeBsNQsvf+ptCXntibiPr4PicK2O/F442AwlFottIKAcSdDcS0lE19fuoXF1++We/0Uzng9NRPb7sTDydoK40+FYWlYDNIL/RgMS82CTCJB61o1y5znypux+LCNB1xtrfHlxUhsuh2HuS+0wB/hsbiQlA4AkD0eu2DX3QS4bwnEshv3MO5kKDy2BiI2O3+974lJRI31R5GmVCMmKxevHLiAWRcjAQD/xKWg9Y7T+DUsBpPP3oDHtn/xZ+QDLLwWjQFHLqNlwKkiVy0svBaN/ocvoe6mE7ovthVZf8tv3MP0oAgcvJ+M7XceomAIBn3buvg2O/IgGfez8/BbeCyupZS/e8UvYTH44UoUNkfFo/eBC7rL5Ut7vrCEXCVe2X8BayLuI0WhKnXdbo6KR72tgZgbEoUhx0LQbPtJ3dnvbLUGy27cQ/+GdfV+5ro1rOHdvB76HLiIlTdjodBqMaqpO4D8HzHzrtyBg1yGjs4O2HcvCXtiEkvkLM/+Wtr223ArDo23ncTv4bFoGXAKf0Y+wJ6YRCwJvYuvgiPRbPtJTA+6iSg93aNK274F9LWjZ2WK9VjWflVaeynrPaW9VtY+Wh4VPU4XdjEpHe52T6Z1s7XGucSnn5E39jGwPJ+lrG1taGZTtxdAf5upSHsByj6uG6o867isv+VAfgHIxUZu8FU+RERkvljcqKBvvvkGp06dwvbt2+HkVPKSVqo89exs8Hr92lh1Mxa/hMXgLY86+DUsBlM9G2PZjXuYcSECi6/fLVGcGNHUHddSsnAvK/9LUUxWHqwkEtS0ksHOSoY1r3gidGgP7OjbCbvvJui9lNjT2R51bPSfhdt2Jx6fng/X+98jRdHL308+TMWRB48w94UW+KhNQzS2t0VMVh5isvKQqlShp5szxrf2wMbbceVeP4UzBiWmw9XWGqNb1MeKHu1wPTUL3oHXAOSfzd4e/RBjW9R/6jwvJKXjJVcnJOQq8eP1u5jVsSmspBKEpmZhyOMzngVfdIc2cYNSo0VLRzts7N0BE1o3xNrH67K/x5MuHs0d7dC90Jna1+q7QKHRooFdDfz+cjv4dWmJ70OiMNWzMY6+3QVuttY4X+iHzbAmbvinf1fM69ISvpfzx0cp7/oLSkrHlqh4/PZyW3g3r4eX3J7s28W3tb5t1qm2IwBgmmfjImcSDXH0wSPsuZuIbzo1x0dtGmJkU3cMOx6Cv2OT9D5fuECWq9FgdUQsdvTthPGtPeBiIy913Y5s6o7kPCX6edTBwbc6Y0HXVvjy8Q+P8LRs2FvJdGfG9bXvVT084WIjxyfnwtGtbi3dlSNSCfBZ+8Z4r0V9XHqUjs19OqK9s32Jz1me/bW07efdvB7icxVobF8DN4f3hFdzd0w7fxMftPLA7y+3g72VFbrVdUJzRzuDt28Bfe3oWZliPZa2X5XWjlRaocx9sbTXytpHy6Oix+nCrqdmok6hK+jq2FgjKU+JuBxFmcs29jGwvJ+ltG1taOay5vGs7QUo/dgzsJFrudsLUPZx3VDlWcdl/S0v0NjeFqcTUsudg4iIzAvvllIBBw4cwMKFC7Fq1Sq88MILYschAJv6dESKQgUXGzmOxz3Cy67O2Hg7DntjEnH07S6IysjBpeQMdKnjqHtP61o1se+N5/FlcCSa2NsiLicPHV3sdT/sCgxt4oZrKZk4HvcIE1p7lFh2aV9Up7dvgumljNNRnP+dh+jt7qx7vOYVT92/t7/2HHZEJyA6KwdJeRUbW6IgY1yOAh2cHXTr4cuOTdF252mkKFT4PfweRjVzR2KuEsl5KgjIH1TPycaqxF1iasplyFFrkKZUwVYmRU83Z4SnZSMyPRuv1nPBvay8Ij/u5VIJ6tTI/1Hibmetu7rjaWrIpHCzzf+C38TBFrWsrVBDlp+lnq0N4nOf/Khp9/gL/bAmbvj0XDiiM3PR1MG2XOvP/048ero92Q4Na9Yocva/8LbWt80KzgBX5IYbe+8lorXTkx/jr9WvjY/PhWPBtWi0dapZ4vnwtCzdOvY+cQ1zX2ihW1dlKWjf9R6fAX+3sSvGnwpFWGoWojJy4FKs+1Xx9j3p7A0sfakNojNz8d+ToZBJJBjaxA1SiQTtnOyRo9ZgQuuGkEvzH+tTnv1V3/aTSyWws5KinZM9HOVW0AgCMlRqXEnJQG93FzR2qIFmDiUHd37a9gVKb0fPyhTrUd9+laxQ6W1HBe2lrH2xovupoSpynC7MyVqOrELdH1RC/h2sXA3o5mHsY2B5Pktp29rQzIDp2gtQ+rEnPC3LbNrL0/6WN7G3xfZo4+YjIqKqh8WNcrp37x58fHzwn//8Bx988IHYcagQFxs5tIKAzVHxWNPTE822n4Jfl5aQALiRloXX6tUu8Z63POrgLY860AgCXvq/IHzTqbneeXdwcUByOQdu/Ds2CSF6ug8AwMftGqGW9ZPdz1oqwcXkol+8tIKARwoVRv1zFet7dUBrJzv8XGjA04po6WiH9beejEzfxMEWEkig1gq4npKFA7HJAAClRosslQaDj4Vg8Yut8XKxM9xvNaiDww8e4bvnm+OdhnWxOPQu7KxkeK1+bayLfAC5VIpPPRs9U9biihedAEBfF2o3W2vUkElhLZMgKU9ZrvWn0Ai4n1d0EMHSChWlbTOgYrcolCL/yokCLR3tIJVIIJNI9D5fONfH7Rph0tkb6FKnFhrZ1yjXcq2lUjjIrdDUwRYpChUSyygAxWbn4XJyBlb39ERPN2ekKlT4LfxekR9qdlYyvNmg5L5WnCH7q6HbTyaRYN0r7THt/E3M79IK/RrUQVc9Z4vLs30LtyNjM+Z6LK60dmSiO9yWW0WO0wXaOtXEw0JXaSTnqdCqll25bpdqrGOgoZ/FkG39NKZsL0DVbjOGtpen/S3XCAKcrPmVl4jI0rFbSjkoFAoMGzYM9evXx6pVq8SOQ3psvB2HsS3qQyqRQKXV4vXHX/Ye5algL8+/RDVNqS7yRQ4AfC9Hob2zPQY/7lKRqcofd6PA4fvJeL9VA93jwvMoGNiwuBoyGRzk+v8r/qXRu3k97IlJxK67CdAKAg7dT8bN9Gxsu/MQOWoNGtnXwMMcZdFb1Qoocgl38ceFFWQc0sQVaq2A+4+7jISnZeO1+i5wtbWG/2vP4dzAbjg3sBv2v/kCHOQynBvYTe+X+g9ae+BGahaOxz2C/2vP4eN2jfBJu0Y49nYXTG7bCP086ujG3ACK5ir8GWxkUtS0kunOyCfmKaEoNJBj4fcpNQL0DFVSQnByBl52c0IDuxplrj99hjVxw4n4FN0VGBlKNZSaJ+8pvK31bbOCW7IaejvRwttsQCNXXEhK17W766mZaOZgi5kdmuh9vm2tJ2dn+9avjY/bNsK7x0J00z1t3RYM8HcuMQ2v1nOBnZUMns72eJij1BVpin9mG6kUSXlK3Xs716kFD7vyFVMKe9r+Wp72H5mejWNvd8XbHnUwpV3RwlrB/vq07VtY4Xak75gh6NnbkvOUCE7O0Ds/U6xHfftVae2ooL2Uti+W9tpT99FyHIcKGHKczs9TdE6T2jbCyYepumeDEtOLbGtD1r+xjoGGfpanbWtDMpuyvQBlt5nytheg7DZjyvYClPxbXiA+RwHPx1dllbXOiYjIvMl8fX19xQ5hLj7++GMEBgbiyJEjqFevnthxLF5YWBh27NgBX19fIPgkEH+vzOlz1Bqsi3yAjx9/2bWRSXE87hFuZeRgSGNX2D3uf7vsRgy+D4nCxDYNcT01E35Xo9HNtRZmP9dMN6+99xLx2sFgpChUOPkwFf086uCVQl0QCubxQm1H/Pp4QLq+9WvDQf7kzFBTB1t0c3XS+5+NrGhdsUHNGojKzMVXwbew8uZ9dK3riLca1EFNKxl+DovBxeR0NLS3xYHYpPzPJpViSehd5Gg0eLWeC26mZRd5XDjHxaR0Xca3POpiUCNXLLwWjSy1BitvxuL7zi1LDNCWpdLgt/B7+LLQOilMgvxbZx68n4ytUfGIy1HgQbYCx+Me4dCDZDSyr4GGNfO/fB+Pe4SVN+/D3c4Gns4OWHgtGhFp2RjY2BW1beRIVaow7fxNxGTloYZMitjsPPSq54yw1Cz8HHoXtW2s8UIdRywNi8GJ+BS84u6MXLVW93nf8qiDW+k5CE7OwI20bByITcJvL7eDg9yq1PVXuGtCYY3ta+DKo0zMDbmN8PRsRGXk4mGuEl3r1kJMVm6Rbd3GqWaJbfZOw7q4kpKJDbfi0LKWHRrZl96d4WJSepFt1qm2A6QSCVZF3IejtRwrwmOxuFsb9K7novd5j5o1EBD9EJuj4lHfrgY+bOOBn0NjsO9eIjo4O6ChfY1S1+2S0BhIJRLcTM/GmogH+KV7G7jYyGFrJcPN9Gy0rFUT7rY2RdpO3/q14W5nAxuZFP8Xm4QMlQZBiWn4qG1Dg+/+UJgh+2tp2+9eVh623XkIuVSKbq5OqCGTYtKZcCwOvYt1kQ+w9U48ctRa3d02CvbX+V1alrp969vVwNWUTL3tqPAxA8jv2rD8xj2cSUhDM0c7NHewg7VMip9DY/CfE1fh07JBkbsrmWI9lrZfTWvfGC42cr3tpax98VJyht7XhjRxhQDobUcRxY47ZR2HyrPdS1vHTRxsoREE7I5JQLZKgzuZufiiY1PdlVKGrH9jHQMNbsNyWZnb2pDMgxq7ok4NuUnay8DGruhcx1HvMSYiPbvc7aWs47qtlQxrIu6bpL2U9re8wP9C7uD7zi3gZC3XrfP3WjTA0hsxGDlyJNq1a2fwuiQioqpLIgi8N5Yhtm7ditGjR2P79u0YPny42HGqBX9/f3h5eUEQBGDFPODS6TKnz1JpoNJqS71lawGtICBHrYVaEPAwR4HWTjX1diNIVaigBVBbz/wK5lH8rNGzylJpYCOTFumCodIKutvlqR//2xiS8pSoW4Efpfok5ymRrlSjsb1thfLlqDWws5I90+fL02ihEYQig8gBFVt/GSo17K1kUAtCib72xenbZgWfpyKyVBrE5yrQ3MEW0kJXv5T2/NPoW7eStYcRNbIXHOSyEm3gQU4eFl6NxtKX2pY53wyVWne72IowdH81ZPulKFRYf+sB/tOsHpLylMhQqfFn5AMs7tYGTtZWJfbXsravvnZUnv19beR9DG/iXqTbWVmedT2WpqLtpTTG2EcLchkxM9mqAAAgAElEQVSy3cui1gpQC4Ju/J3CyrP+n/UYWN7PUtq2Lk9mU7UXoGq2GUPWcZpSXebf8iuPMrErJgHfv9BC99zayPsY2tgNLpv+QUBAAL/XERFZBoEdEA1w7do1TJgwAdOmTeMfwCos/4fH0398SCUS3Y+UsvrglvVlqvA8jEnfPAv/aDZWYQOA0QobAFCnhnWFzt4XKCgEPMvn0/dDB9C//rxOXNU77UuuTpjq2Vj348HagC/4+rZZwed52nJKm19LuZ3Bzz9N8XVb0OVEKwh620ADuxrwadkA++8lYUCjuiVeL/CsP7AM3V8Naf+Lr99FhkqNenY2qGdng6Q8JZrY2+r27+L7a1nbV187MnR/v5+dh6b2dgYXNgpnMbaKtpfSGGMfBQzf7mWxkkpgpednbHnX/7MeA8v7WfRt6/JmNlV7AapmmzFkHTtZW5X6tzw6Mxf77iUWKWxUZD8lIiLzwCP7U6SkpODdd99F586dsXDhQrHjEJERbHv1OYtaTnmsi3wAd1sbrL/1ANPbNylxdxQA6FzHEfez8yCgYoOjVrapno3xzaVb6L7vPF6sWwuta9XEZwbeqciYPGrWgEfNio9BQs/GHNe/OWY2J1IJ8O3zRQcXLVjnWl64TERkcVjcKINWq8WYMWOgUqkQEBAAubzil9ESEVUF41t7YLyeWxoXZ04/uFxtrbGqp+fTJySiaqVxGeMeERGR5WFxowyzZs3CiRMncPLkSbi6uj79DURERERERERU6VjcKMWWLVvw008/Yd26dejatavYcagKy9VoYCvL7xNszAE/iYiIiIiIyDBl3wagmrp69SomTJiA6dOnY9y4cWLHoWcUnZkLz51nkKFSG3W+5xLT0GbHaayLeKB7rsf+IOyITnjmeZeW+d+HKXjjYHCJ6Ut7noiIiIiIqDrglRvFpKSkYOjQoejevTsHELUQD3LycCMtCxlK495C7yVXJ7RwtEPhIcm2vvoc6tvZPPO89WW+n52Hu5l5+PdhSpFpS3ueiIiIiIiouuCVG4VoNBp4e3tDo9Fg27ZtsLJi7ccSNLa3hUwiQb3HRQeNIECtFaARBGSrNSWmFwBk6rnKI0OlRqpCVeQ5K6mkyN0kmjnYonivFH3vA4DEXCU0ggB947UXzwzkD/D4Yt1aJaYt7XkiIiIiIqLqgsWNQj7//HOcOnUKe/bsQd26dcWOQ0bSwM4GTR3yiwW77ibAfUsglt24h3EnQ+GxNRCx2Xm6aX8Ji8EPV6KwOSoevQ9cwJVHmdAKAsadDMW1lEx8fekWFl+/q3c5YalZ6LE/CCvCYwGg1PdpBQFfXIjElZRMDDhyGTfTssvMTERERERERGVjceOxVatWYenSpVi3bh06deokdhwyIqlEgp5uzgCAoU3coNRo0dLRDht7d8CE1g2xNuI+AODog0fYczcR33Rqjo/aNMTIpu4YdjwEURm5SFWq0NPNGeNbe2Dj7Ti9y/F0tkcdG2vd45isPL3vu5CUjhtpWehb3wUre3hCrmcA0sKZiYiIiIiIqGwsbgA4efIkPvnkE3z33XcYNWqU2HHIBLq7Pum2IZdKUKeGHADgbmeNm+n5V07svZeI1k52uuleq18bdzJzkavRYPtrz2FHdAKOxz1CUp6y1OUUvlNKUwdbve97vrYj7mbl4uX/C0JinhItHO30zqtwZiIiIiIiIipdtS9u3LlzB8OGDcOgQYPw7bffih2HTKRPPZenTiMFEF6oi0hLRztIJRKkKVXod+gSXqxbC/086hi8zKQ8pd73yaUSXBzcHT3cnNBr/wX8E6d/IFBDMhMREREREVE1L26kpqbi7bffRuPGjbFhwwZIOL5BlZamVBcpPhR+XPy1wgQAaq1Q5HEBjfDk0YBGrriQlI6cx4OMXk/NRDMHW4Q8ykSOWoNG9jXwMEdZ5D2CUHJ+Ba9vu/NQ7/sOxCYjRaHCkm5tMLdzcxyLe/TUzE+e1zf8aOnPExERERERVQfVtrihVqsxcuRIZGVlYe/evbCz0981gKqO1RGxGBN4Te/j4q8VFp6WhY67zyJFocLxuEdIUaiwPzYJCblKHLqfjMvJGbiblYs3G9TGt883x/unQnHkwSP8dP0utr36HPrWr42ozFyM+OcKEvOUUGsFLLwWjYtJ6QhOTsfhB8mIz1HgYlI6Lidn4PD9ZMTlKPBqPRe97wMA7xPXsDsmAdkqDca39igzc4G4HAXWRNyHSitg4+04ZKk0ZT5PRERERERUXUgEQaiWp3wnT56M9evX499//0XXrl3FjkN6+Pv7w8vLC4IgACvmQRt8CjlqLezlMgD5dx0peFz43/pkqtRwkBt2a98slQbxuQo0d7CF9PHVPCqtoLvtq/rxvw2h731aQYBEIkGaQgVnG3mp7y1PZiIiIjKcVhAgW3cEAQEBGD58uNhxiIjo2QnV8pfTr7/+ij/++APbtm1jYcOMSCWSIsWLwo+Lv1ZceYoE9nIZWsqLXslT+I4mhhY2SntfQcGkrMIGUL7MRERERERE1Vm165Zy+PBhzJgxA35+fhg5cqTYcYiIiIiIiIjoGVWrU8Ph4eHw8vKCt7c3Zs2aJXYcMpC/vz+8Js8ROwYRERERERFVUdWmuPHo0SMMGjQInp6eWLVqldhxqCL8xQ5ARFXeBgB/83BBRGVbAiBI7BBERGRU1aK4oVKpMHz4cKjVauzatQs2NjZiR6KKYC8iInqas/n/4+GCiMrCAigRkeWpFsWNKVOm4NKlSzhz5gxcXV3FjkNERERERERERmTxxY2FCxdi7dq12LNnDzp06CB2HCJ6Fu8DuAmgI4BoABoArQBcBeABnoojIp29ABYCkAPo/fi5hwCuA/gFQDeRchEREZFpWHRx4++//8bXX3+NJUuWYODAgWLHIaJnlQYgEIA1gLEAsgD8jvwix3DxYhFR1TMY+YcHOwDfF3o+AECqKImIiIjIlCy2uHHlyhWMGjUKPj4+mDp1qthxiMgYvkN+YaM4GYC5lZyFiKo8ewBCsedeR37Bg4iIiCyLVOwAphAfH49BgwbhxRdfxB9//CF2HCIylufKeK1jpaUgIjN1AcBuABxWnIiIyPJYXHEjNzcXgwcPhq2tLQICAiCXy8WORERERCIJAzAbwDQA/xE5CxEREZmORXVLEQQBH3zwAaKionDu3Dm4uLiIHYnKKTMzE1euXEFoaCiOHj0KAFi2bJnIqYiIyFx5AvB7/O8vkT9sDxEREVkeiypuzJkzBzt27MDBgwfRqlUrseOQgbKysvDXX39h+/btOHXqFDQaDZycnODo6AgAUCqVIickIiJL4A7AS+wQREREZBIW0y3F398f8+fPx7Jly9C3b1+x45ABVCoVFi9ejIYNG2LGjBlo0KABtmzZgpiYGKSmpmLRokUAgM8//1zkpFQl5QJQiB2CiKqyPAAsjxMREVUPFnHlxpkzZ+Dj44OZM2di4sSJYschA8TFxWH48OG4cuUKZsyYgWnTprEbERluJ4AzyP/VshXsSE9EJewFcBGAFvmDiL4rbhwiIiIyMbMvbty9exdDhw5F3759MX/+fLHjkAHi4uLQq1cvyOVyXLp0CW3bthU7EpmbYY//IyIqxeDH/xEREVH1YNbFjczMTAwaNAj169eHv78/ZDKZ2JHoKVQqFYYNGwa5XI6TJ0+ibt26YkciIiIiIiIiM2e2xQ2NRgNvb28kJycjKCgI9vb2YkciAyxZsgTXr1/HxYsXWdggIiIiIiIiozDb4sbUqVNx/PhxBAYGomHDhmLHIQNkZmbCz88PM2bMYFcUIiIiIiIiMhqzLG4sW7YMv//+O7Zs2YIXX3xR7DhkoK1bt0KpVGLq1KkVm8EI4+YhIgt0Nf9/PFwQUVmCxA5ARERGZ3bFjcOHD2P69On44Ycf4OXFu9Wbk927d2PAgAFwdnYu1/tu3bqF7t27A/dNFIyILEamdSYe1n6I+y1bih2FqpDz58+jVatWvCsX6XgIAh4EscRBRGRJzKq4ER4eDi8vL4wePRqzZ88WOw6V05kzZ/Djjz+W+31z5swxQRoismSPHj0SOwJVMZGRkWJHICIiIhOSCIIgiB3CEMnJyejevTvq1auHY8eOwcbGRuxIVA6JiYlwc3NDYGAgevfuLXYcIiKqJrRaLWQyGQICAjB8+HCx4xAREZFpCFKxExgiLy8PgwcPhlarxa5du1jYMEPR0dEAgKZNm4qchIiIiIiIiCxNle+WIggCxo8fjxs3buDcuXO8faiZevDgASQSCRo0aCB2FCIiIiIiIrIwVb64sWDBAvj7++Pvv/9GmzZtxI5DFSSRSGAmPaCIiIiIiIjIzFTpbimHDh3CnDlzsGTJErzxxhtix6FnYG1tDQBQKpUiJyEiIiIiIiJLU2WLGzdv3oSXlxfGjBmDTz75ROw49IwKihsKhULkJERERERERGRpqmRxIyUlBQMHDoSnpydWrlwpdhwyAldXVwDAw4cPRU5CRERERERElqbKFTc0Gg3GjBkDpVLJO6NYkObNm0MikeD27dtiRyEiIiIiIiILU+UGFJ0+fToCAwPx77//ws3NTew4ZCT29vZwdXVlcYOIiIiIiIiMrkoVNzZs2IBly5Zhy5Yt6Nq1q9hxyMhatmyJyMhIsWMQERERERGRhaky3VLOnz+PDz/8EF999RW8vLzEjkMm0KVLF5w7d07sGERERERERGRhqkRxIzExESNGjEDv3r0xd+5cseOQifTo0QPXr19Henq62FGIiIiIiIjIgohe3CgYQFQmk2Hr1q2QyWRiRyIT6dmzJzQaDYKCgsSOQkRERERERBZE9OLG7NmzcerUKezcuRO1a9cWOw6ZkLu7O5o3b46TJ0+KHYWIiIiIiIgsiKjFjb179+Knn37C77//js6dO4sZhSpJv379sH//frFjEBERERERkQURrbgRGRkJHx8fTJo0CePGjRMrBlWyQYMG4erVq4iOjhY7ChEREREREVkIUYobWVlZGDp0KNq0aYMlS5aIEYFE8uqrr8LJyYlXbxAREREREZHRiFLcGD9+PBITExEQEAAbGxsxIpBI5HI53nzzTezdu1fsKERERERERGQhKr24sWrVKgQEBGDr1q1o2LBhZS+eqoARI0bgxIkTuH//vthRiIiIiIiIyAJUanEjLCwMn332GWbPno2+fftW5qKpChk0aBCcnZ2xZcsWsaMQERERERGRBai04kZeXh5Gjx6N9u3b47vvvqusxVIVZG1tjREjRmDDhg1iRyEiIiIiIiILUGnFjWnTpiEmJgb+/v6Qy+WVtViqonx8fHDjxg0EBweLHYWIiIiIiIjMXKUUN3bu3ImVK1dixYoVaNKkSWUskqq47t27o02bNli9erXYUYiIiIiIiMjMmby4ERsbiw8//BAfffQRvLy8TL04MiOTJk3Cpk2bkJqaKnYUIiIiIiIiMmMmLW6o1WqMGjUK9evXx5IlS0y5KDJD48aNg5WVFTZu3Ch2FCIiIiIiIjJjJi1uLFiwAFeuXMG2bdtga2trykWRGXJwcIC3tzeWL18OrVYrdhwiIiIiIiIyUyYrbty4cQPz5s3DvHnz4OnpaarFkJmbPHkybt++jaNHj4odhYiIiIiIiMyURBAEwdgzVavVeOmllyCXy3Hq1CnIZDJjL4IsyBtvvAFBEHDs2DGxoxARkYXRarWQyWQICAjA8OHDxY5DREREpiGY5MoNPz8/XL9+HWvWrGFhg55q1qxZOH78OIKCgsSOQkRERERERGbI6MWNGzduYP78+Zg/fz7atWtn7NmTBXr99dfRuXNnLF68WOwoREREREREZIaMWtxQq9Xw8fHB888/j6lTpxpz1mThvvjiC+zatQu3bt0SOwoRERERERGZGaMWNxYsWMDuKFQhw4YNQ9OmTeHn5yd2FCIiIiIiIjIzRituREREYN68efjhhx/YHYXKTSaTYc6cOdi4cSNu3rwpdhwiIiIiIiIyI0a7W0r//v0RGxuLkJAQWFlZGWOWVM1oNBp07NgRHTt2xNatW8WOQ0REFoB3SyEiIqoWjHO3lL179+LgwYNYvnw5CxtUYTKZDHPnzoW/vz+uXLkidhwiIiIiIiIyE8985YZCoUCHDh3QtWtXbN682Vi5qJoSBAHdunVDvXr1sHfvXrHjEBGRmeOVG0RERNXCs1+5sWjRIsTHx2PRokXGCETVnEQiga+vL/bt24fz58+LHYeIiIiIiIjMwDMVN2JjY7Fw4UJ88803aNCggbEyUTXXv39/9OrVC3PmzCnxWmJiIqKjo0VIRURERERERFXVMxU3pk+fDnd3d0ybNs1YeYgAAPPmzcOxY8dw4sQJAIBKpcLPP/+M5s2bY8eOHSKnIyIiIiIioqqkwqN/BgYGYseOHThw4ABsbGyMmYkIr7zyCvr27Ys5c+Zgzpw5+PjjjxEdHQ2tVovLly+LHY+IiKqov//+G9nZ2brHgiCgZs2auHjxIooPM/b666/D2dm5siMSERGRCVR4QNGXXnoJjo6OOHz4sLEzEQEAdu7cCW9vbyiVSshkMmg0GgBA06ZNcefOHZHTERFRVTR27Fhs2rTpqdM5OjoiMTGRJ2iIiIgsQ8UGFN23bx+CgoLw/fffGzsQEbKzs+Hr6wtvb2/dWbaCwgYA3L17F1lZWWLFIyKiKuw//8/efYdHVWYPHP/OTAoJaSQEQgmJQACpCUVKgCBBEERAehN0KSvurqLsWn4q6q4rurq4KC4WQASVAIpUKdIhSA+EmkAkhEASAuk9U35/JJmdngmpwPk8D8/DzNz7vue9d25m5txz3ztpUrnLODo6MnbsWElsCCGEEPeRClduaLVaunXrJnMfiCqn0+lYtWoV8+bNIyMjA7VabXXZyMhI+vTpU4PRCSGEuBeo1WoaNWpEenq6zeV27dpFeHh4DUUlhBBCiGpW8cqNn376iejoaN59993qCEg8wBISEpg/fz63b9+2mdhwcHCQeTeEEEJY5ODgwIQJE3BycrK6TMOGDRkwYEDNBSWEEEKIalfh5MaHH37I6NGj6dChQ3XEIx5gAQEBnDx5kt69e6NSqWwuGxUVVUNRCSGEuNdMmjSJoqIii685OTkxderUcj9nhBBCCHFvqVByY8eOHZw8eZJXX321uuIRDzgfHx/27t3L+PHjUSgUFpdRq9UcPXq0hiMTQghxr+jXrx9NmjSx+FpRUZFd83IIIYQQ4t5SoeTGBx98wODBg+nevXt1xSMEzs7OfP/998yfPx+FQmExyRETE0NhYWEtRCeEEKKuUygUTJ061eKlKf7+/vTo0aMWohJCCCFEdbI7uXH69Gn27dvHK6+8Up3xCAGUfDF95513WL16NQ4ODmblw2q1mgsXLtRSdEIIIeo6S5emODo68swzz1itDBRCCCHEvcvu5MZnn31G+/btGThwYHXGI4SRCRMmsHfvXtzd3XF0dNQ/r1KpZFJRIYQQVoWEhNC6dWuj54qLi5kwYUItRSSEEEKI6mRXciM9PZ2IiAj+/Oc/y9kOUeNCQ0M5ceIE/v7+ODg4AKBUKmVSUSGEEDY9/fTTRonx9u3by4ToQgghxH3KruTG8uXLcXBw4Omnn67ueISwqFWrVhw7dowePXrg4OBAcXExx44dq+2whBBC1GFTpkzR31rc0dGR6dOn13JEQgghhKgudiU3Vq5cyaRJk3Bzc6vueISwquxOKmUlxWfPnkWj0dRyVEIIIeqqVq1a0aVLF6BkrqaJEyfWckRCCCGEqC7lJjdOnz5NdHS0VG2IOsHZ2ZlVq1bxzjvvUFhYyOXLl2s7JCGEEHXYtGnTAOjZsyctWrSo5WiEEEIIUV3KTW6sWrWKwMBA+vTpUxPxCFEuhULB22+/zZo1a7h48WJthyOEEKIOmzBhAkqlUk7SCCGEEPc5hU6n01l7UafT0aJFC5599ln+/ve/12RcQthFrVbrJxkVQgghLBk8eDDfffcdjRo1qu1QhBBCCFE9dDaTG8ePH+eRRx4hKiqK4ODgmgxMCCGEEKJKxMTE0LZt29oOQwghhBDVR2fzspRNmzYREBCgn4xLCCGEEOJeI4kNIYQQ4v5ns55/06ZNjBgxAoVCUVPxmFm4cCG//fZbrfUvhBB1xbx58+jVq1dthyGEEEIIIUSdYzW5cevWLc6ePcsHH3xQk/GYOXz4MIcPHyYgIKBW4xBCiNp05MgR/W2Q7yXXr1+XBLUQQgD+/v707t27tsMQQoj7ltXkxv79+1EqlYSGhtZkPBYFBARw5MiR2g5DCCFEBR0+fJiJEyfWdhhCCFHrxo0bJ8kNIYSoRlaTGwcOHCAkJAQPD4+ajMcmG3OfCiHEfWnNmjWSHBBCiHucXFIohBDVz2py4+DBg4SHh9dkLNUqPz8fFxeXGu2z7Dal1m5XmpeXh6ura43GJIQQteXll1+mZ8+etR2GEELUGJ1OJwlqIYSoIRaTG4WFhVy4cIHXXnutpuMp1+7du/n3v/9NSkoKgwcPBsDV1ZXw8HD69OljtGxxcTH/+c9/UKlU9O7dm969e7N582Y++eQTbty4wbPPPssrr7yCUmnzpjEVlpKSwiuvvIKDgwPLli0jNDSUv/3tb4wdOxYAjUbD/Pnz8fHxYfny5URFReHo6FilMQghRF3Tu3dv/d9BIYR4EGi1WkluCCFEDbGY3Dh37hzFxcV18haw4eHh7Ny5k5iYGBYsWADAjh07CAsL49ixY4SEhACQk5ND3759efPNN/Vfpi9evMju3btZsWIFZ86cYdy4cYSEhDBkyJAqjbFx48a0bduWK1euALB69WqaNm2qf33NmjU4Ozvz8ssvM2TIEElsCCFEOYqKinBycqrtMIQQQgghRB1lMblx5swZXFxcaNOmTU3HYxc3Nzejx2UJggsXLuiTG7NmzSIkJMToLGFycjKffPIJCoWCFi1a8MQTT/Drr79aTW4UFxcDGCUfNBoNOp0OhUJBQUEB9evXN1qnsLCQvLw8VCqVviKkZcuWFBUV6ZeJjo7G3d0dgA4dOgC1c9mMEELUNHur73Q6HcOGDePGjRsAjBgxgvfeew+AXbt2kZycTHZ2NsnJybzyyitmf4uFEEIIIcSDxeL1GBcvXuThhx9GpVLVdDwVptPpWL16NW5ubowaNQqAs2fPEhERgZeXFzNnzuTTTz8lMzOTRx99FIVCoV/X09OT4cOHW2x3wYIFvP/++4wYMYL//Oc/AKxfvx4/Pz8+++wznn32WZo3b87169f16yxevJiXX36Zbdu2sXbtWhQKBefPnyc0NJQlS5YAsGHDBvbv309kZCSLFi0iJycHKCnX/uKLL6plGwkhRF0RHh5Op06dyMjIYMGCBSxYsIBHHnmEsLAwoqKi9Mtt27aNMWPG8MUXX/DFF18wb948AAoKCnjjjTeYMmUKc+bMwcPDg6VLl9bWcIQQQgghRB1hMblx7do1AgMDaziUiklPT+evf/0rPXr04I9//CNfffWV/szd0aNHadSoEVOmTGHJkiWcPXuWyZMnG62fnZ1NYmIi/fv3N2v79OnTODk5MWfOHN577z1ef/110tPTGT16NEVFRQQFBbFy5UpmzZrFsmXL9H3+8MMPfP7550yePFl/q68OHTrQsGFDfdujRo2iQ4cO9OrVixdffFFfhfL999+bxSiEEPcjW9V3ZT799FOSkpJwdHSkT58+NGjQACj5233mzBmuXbsGQFpamv5vbH5+fg2NQAghhBBC1DUWkxsJCQkEBATUdCwV0qBBAz7++GNOnDjB6dOnmT17Np9//jkAN2/epFOnTnTv3h1HR0dee+01fv31V9LS0vTr/+tf/2Lp0qUWJxONiIggMzOTAwcOcPXqVVatWkVhYSFQcolK2RdpPz8/Ll26BJTMo9G3b199G/7+/voqEUt3SjHVoUOHOnXbXSGEqAmWqu/y8vJo3rw5a9asoWfPnvzhD3/Q3wrc19eXyZMnM2DAAL788ksKCwuZMGECIBVwQgghhBAPMou/uq9fv46/v39Nx3LXWrZsSY8ePVi+fDl/+tOfCAoKYsWKFfrXAwMDUSgUqNVqAFauXMm4ceNo0aKFxfZu375NcHCw0XwdBQUFNmMoLCwkMTHR6DnDS2CEEEL8T1n13b59+4iNjWXlypX66jtXV1f9pSbr169nxowZ9O7dm1mzZgHw1Vdf8cgjj/CXv/yF77//Xp9A/v777++pzy4hhBBCCFF1LFZupKam0qhRo5qOxW6Gk3NCSTJi7969dOrUCSi59EOtVuuTDRcvXmTgwIE0atSITZs20bp1a9q3b09xcTH79+/n999/ByAjI4OLFy8ycuRIFi5cqL/++/Dhw5w7dw5Af/YQSiYXLTNmzBj27t1LZmYmAFlZWfo4NRqN0bLFxcX6REuZqKgoo8oSIYS4n9mqvjM0evRoXnzxRXbv3q1/bs6cOXz66acsW7aMZ555hvXr1wNSASeEEEII8SAzq9woKCiguLi4zn5B3Lt3L5s2bSIhIYFXX32VrKwsEhISmDZtGh9//DEALi4ubNq0ibfffpuBAweyYcMGPvjgA7Zv386YMWOMEgvdunXjxIkTAHz99ddERERw+PBhOnToQNeuXenfvz8TJkzg+eefZ/fu3aSlpbFlyxYeeughtm/fzvXr14mPj2fAgAEMGjSIHj16MGjQIG7cuEFmZiYrVqzg1KlT5OfnM3HiRBITEzl06BAxMTGMHDmSbt26ATBjxgyeeeYZXnjhhZrfqEIIUYtMq+9MderUidu3bwMllYWnTp3i66+/pm/fvqSnp/P5558zevTomg5bCCGEEELUIWbJjaysLAD9rUrrmkcffZQzZ86Uu1xwcDDLli0jNTWVKVOmANClSxf97V0tmTdvHnPmzMHZ2ZnNmzdz+/ZtvL299fNyhIeHG1VuGJ5JBFi9ejVZWVm4ubmhVqtxcnIC4JlnnjGtAUEAACAASURBVNEv07RpU+Li4sz6/u2333B2di53XEIIca+zVn03fvx4oGTSUJVKhaurKwA7duzgueeeA8DZ2ZnU1FTUajUODg5069aNkydPAiUVcAEBAXh7e9fgaIQQQgghRF1gltwouzWp6Wz29ypfX1+7l1UqlUbjNrzLib3KKl7KEhv2ksSGEOJBYE/13bZt23juueeYNWsWTk5OjBkzhq5duwLQqFEjXnvtNd555x26d+/O2bNn+b//+z9AKuCEEEIIIR5kZskNmQRTCCFEdbGn+m78+PE89thjaLVafHx8zF5//vnngZJKw7I7rIBUwAkhhBBCPMjMkhtlFQe2Lt8QQgghqlODBg3KXcZ0bihJbAghhBBCPLjM7pbi6OgISHJDCCGEEEIIIYQQ9wazyo169eoBkJ+fX+PB2NI+MJABISG1HYYQQtS4hp6e3C69zbQQQgghhBDCnFlyw8PDg3r16nHr1q3aiMciHx8f5k+fjlNBQZW2W1hcjHNppYqlx5Wh0WpRKc0KY+x+vSKqcxy2+rM2hsKiIpwrMKFqVW6L6lCV8VWmrfLWre79bm8c9zLDbXg321On01XLvEXZDRrwlMFdl+5VCxcuZM2aNbUdhhBCCCGEuA+ZJTcAGjduTEpKSk3HYpWrqyvNmzfn1pUrVdLehfh4Plq9mlH9+jGyb1+zx1XhxUWLGD9wIP27dDF6Pj07m682b0alVPLXiROtrp+dl8fqXbtQKpWoVCpUSiVFxcUM7dWLZqV3camJcRgybd90jFqtlhXbtuFRvz7bjx7li7/+FQeVqtx2rW2r2mbvvrLk+KVLxCYkUN/FBa1Ox+j+/QHzsZ6KjSUtK4v8wkLSsrOZMHAg9QwSQ2qNhl0nTjDkkUcsbie1RsP6/ftRKpW0DwykfWCgURwZOTm8umQJX/7tbxbjLK9/SyoyhvTsbBavX89b06dXaPvVNMP3dlDz5uUeR5siI8nNz6dYoyG8WzdS0tLYduQIkx97jIeaNDFaNjouju927uRfc+ZYbMt0H128dg0XZ2cC/fz0y/Tq1auKRlp7Xn3uOR5r27a2wxBCiBr3WNu2RBw+XNthCCHEfc/i6de6ltyoau0DA2nasCE6nc7i46rwxrRp9OrQwez5Bu7u+DdqBDb6io6L45+rVjG4Rw9mDh/Os0OHMm3IEJ4ZOpS9p05xLTm5xsZhyLR90zHuO30aRwcHxg4YwJvTp1tNbFyIjyevsFD/2Nq2qm327CtLElNTWbx+PRPCwxnVrx+x16+z59QpwHisRWo1y7duJbxbN54MDcW1Xj1+OXJE305hURFfbtpE/y5dUCgUZtspv7CQPy1ciJ+PD2MHDDBLbACs2rGDlPR0i3GW17819oxBrdHw/qpVqDUamvv68uvx4/ywa5fd27CmGb63yzuOVu/axfmrV5k0aBAPBwSQmpGBs6MjPp6eZomN1IwMktPSiI6Ls9q36T56OCCA2OvXOX/1atUMro546aWXqrzNQpO5oUwfV4ZGq63U6xVRneMorz9L4ygsKqpQe1W5LapDVcdXmfZsrVvd+92eGO51VXEsVcd3qD59+uDt7V3l7QohhDBmMbnh7+9PfHx8DYdSeVqtlhwLc4XkFRSQnZdn9JxKqTQqHzd9XKawuJj8wkL9lz21RkN+YaH+y4FOpzP6oV6miY8PSpP2itVqsvPyUCoUKKyU9adlZbFkwwZemzKFwCZN2H3yJMu3buVUbCybIiOZOngw+0+fLncc5cVdtr3K4jKM0dYHu2F/pmP8/eZNlKXjMjzrrNZoUGs0ANxKT+cf335r1KelbWVvbIZtW2NpGa1Wi0arRavVUmDhi7w9+0qj1aLT6ShWqykyiPPwuXN0ad1an9wJ7diRfVFRZmPNLygg7uZN/Q/b7NxcPOvX17fz4759hAQF4Vo6D47pdlq4Zg2tmze3WvGy49gx+nbqZHW7lNe/NfaMwUGlYsbw4Ww7epSkO3dQKBSMf/RRi+2Vty+sHWPW1rP2vFqj0b+fNFotxWq10fFg+N629vegSK1m1Y4djOrXD4Cs3FyCW7cm8uxZxg8caLa8r5cX7Vq0sDhusL6PBnbtysodO/THgTB2IT6eZxcsYPvRoxYfV4UXFy3igIVb1qZnZ/PhDz/wydq1NtfPzsvjq02bWLplC99s28bKHTtYumULN27frtFxGLLUvuE4tVoty7duZfPhw8z88MNy/7ZaaqMusXdfWXL80iW+37mTDQcPsv7AAaPXDMd7KjaWXSdOsDkykm+3bzf7G6bWaNh+9Kj+s8t0W6k1Gtbu2cOP+/YRd+OGWRwZOTn88aOPrMZZXv+WmMZQXhvp2dn849tvy223Nt3NsbQpMpLVu3axcscObty+zanYWP65ciXxpSeQDEXHxfHKkiVGz/12/jx//fxznnn/fSJ279bv44vXrllsQwghRPWzeFlK+/bt+emnn2o6lkr55cgRUjMy8Pbw4OCZM7w/ezYqpZKPIyIY2rMnu0+domnDhowbMKBC7V6Ij+f1L7/kuZEjGdWvHxk5Obz7zTe8N3Mmu06epKCwEA83N/aeOsWfnnqKVs2aEZ+czCdr1xIWHKy/HGHDwYMkpKTQsWVL9p8+TVDz5hb723L4ME/07o2XmxtLt2wh7sYN3ps1i/dWrsSx9Mey0o75DmzF/XtSEovWrWN4nz7cuH2bA6dPM2vECDKyszkVG0tyWhqfv/QS7q6uVts3HWPk2bOcuXIFd1dX1h84wNCePXFxdmb1rl0UazRcjI+ne7t2eLi6kpqRwcZDh+jbqRNKpdKonajLl+2OzbTtMWFhZnFaWuZQdDSfrF3L5Mce40piIr+dP8/Xr7yCr5eX3ftq98mT/PfnnxnRty+Xrl0j7uZNnhs5koFduxKTkFBS8VGqgbs75+PjzbaZp5sb4V27Mm/xYiYNGkSxWq2fNLegqIifDx4k4p13LG7vq0lJ7I2KYkxYGP9es4aWTZow+JFHqF+aCIlPTkapVNLcIA5Ttvq3d79ba0Oj1fL9zp20aNyYlk2b8tv58zg6OBAWHGzUXnn74qf9+y0eY9bWi0lIsNpe5Nmz/OPbb9nw/vtk5ebyz1Wr6NSyJc+NHGlzzIZy8vKo7+JCuxYt0Ol0qJRKriUn4+7qire7u93tlG1La/vIQaXC3dWV3adO8Vj37hVq90FQU9V3Pp6eZs+XVXTdTE21um50XBw/7NrFcyNGEGhQzaPWaIjYvZt+nTsT4OdX69V3YDxOw+q77u3a2bys8EJ8PIFNmuDq7Gx1W9U2e/aVJWXVd8tefRUHlYoPvv+ePadOMbBrV+B/26yscu2zuXNRKBSs27ePX44c0X/uFxYVsXTrVp4dOlSfLDXcVvmFhcz99FOmDB5sNUltT/Wdtf6tMYzBVhtqjYZ//fADs558Ul+Bl5qZyeRBgyq0PWtCRY+l1bt2EZ+czOtTp3L80qUKV+AlpKQQFRvLK5MnE3fzJn9fsYLWzZrRvV07Hg4IYOfx4+Tm59PhoYeqb9BCCCHMWPyV/PDDD3P58mWKKliaWlui4+I4GRPD9Mcf58k+fWjs7U1KWhopaWlk5+XRsWVLhvXqxa/Hj1e47ZCgIAY/8oj+bFthcTFPhoZy5cYNIs+eZcrgwTzZpw9hwcG88803qDUaAv38jM6AX7x2jT2nTvHC2LEM7NrV4uUDZS4lJNA+MJD07GzW7NnDxPBwVEol8UlJhJae4b2VkXHXcXu6uRESFESxWk1DT09eHDuWGcOH892OHYwOC+Nfc+bQwN2dC9eu2WzfdIyhnToR2KQJDwcEMLp/f1ycnYm7cQMHBwdGhIby7LBhLNuyhU6tWgEwJiyMlk2bmrVjb2yW2jatzrG2TN/OnSnWaGjWsCGvTpnCsN692VZ6OYa9+yosOJjM3Fx6tGvHgj/+kVnDh/P15s0AXE1KMhqTp5sbmTk5uLu4mFVGvDRhAu6urixev552AQH6iToTUlJwcXbW/7iw9J7ycnMjvFs3Xhw7lqtJSby/ciVQUnWy//Rpu34UW+vfGtM4rLWhVCgYExbGYz16EHv9Oq9PnWpUzVPG1r44GRNj9Riztp6t9h55+GF9v00bNuThgIByt48pbw8PurZpw9bffuOn/fvp3q4d6w8cYHT//mw4eJAvN25k3b595f44tWcfNW7QgHO//17hGO9ltVF9B5arg2q7+s6e2CtbfWc6Tnuq78C8Aq8y1XeW2rekohV41VV9ZzjeilbfGa4Ldbv6DqiyCryKVt9Ze60i1XeWHpepigq8tOxs5owaRaMGDejdoQM927fnZEyM/nWpvhNCiNphsXKjQ4cOFBcXc/nyZTrUwbkQTO2LiqJz6Y9mgHkTJuj/P/+ZZzhw5gzJd+6QkZNzV+2P7NuXeYsXM3P4cA5FRzOqXz++2rTJ6Ox8SFAQn/30EwkpKbRs2tSoumJfVBQdW7bUP/b18uLmnTsW+6rn5ERhcTE5+fk4OzrSsWVLElJSSExNJTgoiFvp6bQ0OatQkbjLODk60qD0TLOftzf169XDyaHk7eDt4UGaHbedLK+CZG9UFA4qlf5sx2tTp+q/mBh+3TBtx57YzsbFmbdt8sXXYv+lyzioVHi6uZW06e7OpYQEwP59Vfal19vDA4DQzp3595o1xCcn4+biQr7J5RAOKhVe7u5mY120bh1/Hj2apLQ0/rV6NSqlkr6dO3Pz9m2zyhnDde9kZvJQ06a08fcHYGJ4OH/44AOy8/LYdOgQA4KDycjJISs3F51OR0ZODm4uLmZnYq31b4u9Ywjw86OwqIhhvXvjoFIRYCG5UbYtLe2Lw+fO2TzGrK1n7fmq8vrUqWTn5eHu6kpUbCwdHnqInSdOEHnuHP967jlu3rnD5cRE/b6xZO2ePeXuIz9vb/YZ/Ai+39VG9Z2nm5vF6iCVSlXr1Xe2Yh8TFsaKbdsqVX0HxpVYjRs0sKv6bkxYGGeuXNFX4DX39WXjoUN3VX0HlqvrTFW0Aq+6qu9Mt9no/v3trr4zXTckKKhOV98BVVKBV9HqO18vL6uvXYiPr3T1HVRNBV5w69ZGj93q1TOaE0uq74QQonZYrdyoX78+R+yYXLAucHRwIMbkB4xOpyMzJ4fXvviCdi1a0MPgrG1FtWraVH8GTqPV4uzoiEKhIMFg0tVmvr4oFAqLZwmK1WpS0tKMnrN2s8ju7dpx/NIl/Bs1omf79qzbu5dTsbEEBwWx/ehRDkZHMyI09K7jtsRS6XFVFEVn5ubi5eZG/y5d9P/cXFxKXrTzdpnWYrPZtj39W1GRfWXIUaXCxdmZJt7etGjcmLSsLKM4mjdqZFYVkZqRweXERDq2bMlj3bsz84kn2HjoEAA+np42k3HNfH1JMki6+JVOVKbRavk9KYmPIyJ4a+lSPo6IIL+oiLeWLjU7Rmz1b6/y2nB2cqL7Xd4hoyLHWE1zd3VFp9Ox++RJHuvenYhduxjasycKhYJryclGP4wssWcfabTact+v94vaqL7zdHOzWh3U3Ne31qvvbMU+ICSk0tV3YFyJZW/1XXZeHn1KxzEmLIyBXbveVfUdWK+uM1TRCrzqrL67k5lpVr1mb/Wd6fau69V3QKUr8O6m+s5We1VRfQdVV4FXJq+wkNTMTKOTbPBgVt8JIURts/gp6OjoSM+ePTl48GBNx3NXBnbtSuTZsxyKjkan03H80iUSUlLYGxVFYXExjRo0IC0ry6w80PSDy9YH2ci+ffly40b6lGbme3XowKWEBH258NWkJJr6+NCicWOgpKSyrL9+Xbpw+vJlcgsKgJISa2sluEN79uRacjJRsbG8NX06o/r1Y1S/fnw0Zw4jQkPp0a6d2Vk/W+MwjdvSMsVqNVorY8/Jzzf6gWm4ruEYoaRCwbBEtE/Hjvy4fz9XSidJO3/1Koml1z4XG8xgbtqOPbFZajs+KckoZlvLGPZh2Hd5+8p0e5SN90J8PMFBQTg7OTEiNJSzcXH6Pi5du6a/pajhWB0dHMjIydG30cbfn4alc00E+vmRlpVlFmfZuqGdOqHRaEgt/ZGUkJJCSFAQXm5uvDV9Op/Nnctnc+fyz1mzcHV25rO5c82u/bXVf2ZuLrHXr5tt94qMwV7W9kV5x5i19aw97+jgQD0nJzJLk0YZOTlGJfOm65b3xXbn8eMM6tEDhUKBWqulW5s2AGTl5eHi7GyzHXv2UVpWlsUfEvcjS9V3zXx98fPx0VffRcXGVqr67tfjxyksLuZQdLT+zLOl6qCkO3dISEkpt/rOWoK2KqvvbMVeFdV3YLuKZG9UFLn5+UTHxZGclmZWIVe2Be6m+s6e9stbxrRKK+HWLbv3laXqu/Ts7HKr70zHW1a5Nm/iRP61ejWHoqMBLFbfGa5rWH3noFIxMTyck7GxZOflWa3ssvS9wVr/tlirvjNtQ6FQEODnRz1HxwpX4CXcumXz+LK2jq32qtLrU6cSFhzM2AEDuHz9ulEF3uwRI+jTsSOXExPtamvNnj3MmzDBLPHu5+2t/84jhBCiZli8LAWgX79+rFq1qiZjuWttW7QgLDiYd1esoIGbG88OG0aPdu3Q6XSs2rGDv69YUfJjUKslYvduQoKCiLl+Ha1OR/8uXUjNyDB6XPZlx1C/zp3Zf/q0fnK47m3b8vSQIXwUEcHjPXuy89gx3pg2DZVSSUxCApcTEykqLubRkBCCW7ema5s2PL9wIV3btOFOZiY5+fnEJyeb/XhRKBT839NPszkykt/On8e/cWN8PDxIzcggLSuLnu3b65eNSUgodxymcUPJD/HktDSOXrzIQ02asP/MGW6kphIdF4eXmxtXEhNRAH07dWL70aPsjYpiybx5Rv01atDAaIypmZmc+/13Et3c6NOxI238/eneti2Bfn489/HHdG7VigEhIYwIDaVPx4688803zHjiCRwdHIzaSUlPtyu2Pz31lMW2AX757Tf2RkXx6YsvWlwmqvQL5JHz5/Hz9ub4pUvcKp0wrLx9Vdb2knnzANh48CCNvb05cuECc8eNA0p+4A/r3ZtlW7fSPjCQ3IICJgwcaPa+8PH0ZNKgQazcvp02/v5cTUrST9Tm7upK/y5d+D0piVZNm1pc972ZM/l2+3ZCgoKIPHuWmU8+WaHjxsvNzWr/Ww4f5ptffuG7N9/Ez8fH6D1n7xjsYWtf2DrGrK237cgRq+35eXszIjSUuZ99RlhwMO6urtxKT+d2ZiZ3MjON3tvl/T0oLCri0rVrDHnkEQAmhYez/sABfL286Gdw/fydzEz9rXF/PX6cvp07GyU+bDl39SqvTJ5s97a8l1mrvsvKzeUf337LK5Mn49+oET/u339X7VurYrO3OqhYrea2SbKgvOq7aUOG6Kvv6jk56avvHFQqnjK4RPBuYzdUndV3rZo2NZoTokit/l9S0I4qKluxWWvfnhisqci+MlSZ6ruXJ0ygY8uW5OTllUyW3bmzXdV3OwwqkUyr745cuACUzrNSWtn13MiRRglQW/3by5427rYCry5X34FxBd68iROZ+o9/MGP4cH0FXkhQULlt/Hr8OGFdutCoQQOz1x6k6jshhKgrrCY3+vfvz7vvvktCQgItbNzKsK54ecIE5owahaODw/8mYWzShDXvvqufVGpASIj+y8kag+tgvT08jB5b4qBS8ea0aUbPTR40iPzCQtKysnh96lT9B3bbFi1Y/fbbRsu+MW0aeQUFuDg7o9Fqbc5Cr1Iq9fNjZObmkpufT8/27c2+WLVt0aLccViKu31gINs//lj/+OXx43l5/Hj941Vvvqn//7hHH+XJ0qSBaX99OnbU/9/H09NoPSj5wfLezJlk5ubi4eqq3z5/nzGDwqIinJ2cAIy2lY+np92xWWrbMGZr/Ye0acOuTz7RL//R888bxW1rXxluD4Cn+vfH1dnZ7DrxkX37oimdEK1sO1l6X5QlZPIKCvQl62VmjxhBxO7d/Hn0aIvrtmrWjL9OnEhmTg7h3bphibeHBxvef9/ia7b6n/LYY3i7u+NuUr5c0TGUp7x9Ye0Ys7Xe0F69rLY3e8QIpj/+OM5OTmi0Wv0x1dDT0+p72xKtTscfnnhC/3iUlR+rPp6ezBk1ijmjRllty9I+irtxg86tWul/8NzvBnbtyitLlnAoOprQTp04ERNDIy8voi5f1lffnYyJqXT13X/WrmXRCy/on+vVoQNbf/tN//fIsDrItPruvW+/JbeggPr16pVbfffeypX66ruCoiLqOTkxql8/8gsLSc3IqFD1nbXY7a2+g5KKs7SsLKtVT2XjtFR99/nPP9OxZUtaN2vG+atXcXRw0J+9Ly4uBmfnu6q+s9V+04YN9fFaW6aNv7/FKq3y9pXptrBWfffviAh0Oh0KhcKo+s5wmxlWrqmUStr4+xNberbfsPrO8POpbN3QTp34evNmUjMy8PXyMqu+K5OWlcUfPviAz+bONdt+tvqHku8PKWlpZvP/WKu+s9SGvSztC1vHl7V1bLVnWH3n5uJCRk6O2SU2FfmbAJWrwDt87hxNGzYkwM8PtUbDhfh4fL28aFJ6QuBBqr4TQoi6wmblhpeXFxs3buQvf/lLTcZ01yydETX8YVretajlsZSQcHF2ppmvr13rl82YbiuxYcqzfn27Zj+3pSL9mVIoFHafabbGUvxliY3KstS2acx3s/2s7auytvWX5uh0+tJZUyql0u73nOFs+mUaenoyuEcPjpw/bzRRmSlr/VeEaf+pGRn4+fjoJ7e7mzaqSkWOMXuUvfcq8/egsseELcl37nD43DmeGTq02vqoa2qj+g6sV+BdSUysM9V3lmKvSPWdR/36+oqzuePGmfVXNs4mPj52V98B+gq8vp0731X1Xd9Onay2v3bPHn2FnLVlrFVv+Xl7V1v1Xdk+MxyvvdV3ltatzuo7sFyBV9XVd2C9Am/m8OEVrr5LTksj6fZti6/dzsy0q/rO3r8JlanAO3f1Ku9+841RMrCNvz//ffll/eMHqfpOCCHqCoXORlp78uTJJCcns2fPnpqMycjYsWNRKpW8NW0at65cqbU4hDD0y5EjrPjlF4b26sXYAQPKvStBZaRmZNDQ07POlPKK6pWSnk5jkxLnDkOH0qRdO9atW8fYsWNrKbK7s2bNGiZOnEhyTAznfvnF5rL5hYVG1XdQUk1QVn1nWG1zN8rmTrDUb1pWFk0bNrR5nNlbfWeorPqusbd3tcRuD51OR0FR0V0n5SxVyAFGFXiVYdq+pXitxWCNtX1l2Pagl15i1Ztv4ursbDFJXFZ9VzZfSHn9mSZ4b2dm6qvvbMnMyal0ktpS/wDbjhyhf3CwXYlqa21Ulr3Hl73K3neV/XuQX1iIWqOpls/vuBs3OBgdrU9SN27ThneWL0epVLJ27doq708IIQQAOpuf2E899RSTJk0iNTUV3yo8cyrEvW5Yr14MM7j8oTr5VnCCTnFvM01sPEhqo/qurF97qoNqq/quon2aqmwFnrX4q6sCz1K8Fd2GD3r1HVS8Au9Bqr6D6qvAexCr74QQoq6wmdx4/PHHcXJy4ueff2b27Nk1FZNFzm5ueFZghnkhhLhfKCvxw1YIYW7b0aN4u7uz89ixaq2+a+PvT2pGhtncGzXB18tLkuO1QKFU8vSQIbUdhhBCPJBsJjfc3d0ZPXo0S5curfXkRmFODpmlt/GssjaLi41mnjd9XBnllUtWtpzSUHWOw1Z/1sZQ0VLlqtwW1aEq46tMW+WtW9373d447mWG2/Butmd1/YDRWpm88l6icnCQBLWoMyY99RSTnnqqRvqS9/2DxdL+dqqC6i0hhBDlK/dC0lmzZjFgwACioqIICQmpiZiq3YX4eD5avZpR/foxsm9fs8dV4cVFixg/cKDR7esA0rOz+WrzZlRKJX+dONHq+tl5eazetQulUolKpUKlVFJUXMzQXr1o1rBhjY3DkGn7pmPUarWs2LYNj/r12X70KF/89a92lVJb21a1zd59ZcnxS5eITUigvosLWp2O0f37A+ZjPRUbS1pWVsk1ydnZTBg4kHoGiSG1RsOuEycY8sgjFreTWqNh/f79KJVK2gcG0j4w0CiOjJwcXl2yhC//9jeLcZbXvyUVGUN6djaL1683mv2/LjJ8bwc1b17ucbQpMpLc/HyKNRrCu3UjJS2NbUeOMPmxx3jI5IttdFwc3+3cyb/mzDF6/kRMDNuOHOFCfDyP9+zJ9McfB+DitWu4ODvfd7Psa9RqSVBbUVsJarA8DklQV197ttaVBHXlVcWxVB1J6nru7lXanhBCCMvK/XQLCwujXbt2LFu2rCbiqRHtAwNp2rCh/ppb08dV4Y1p0yxeY9vA3R3/Ro3ARl/RcXH8c9UqBvfowczhw3l26FCmDRnCM0OHsvfUKa4lJ9fYOAyZtm86xn2nT+Po4MDYAQN4c/p0q4mNC/Hx5BUW6h9b21a1zZ59ZUliaiqL169nQng4o/r1I/b6dfacOgUYj7VIrWb51q2Ed+vGk6GhuNarxy9HjujbKSwq4stNm+jfpQsKhcJsO+UXFvKnhQvx8/Fh7IABZokNgFU7dpCSnm4xzvL6t8aeMag1Gt5ftQq1RkNzX19+PX6cH3btsnsb1jTD93Z5x9HqXbs4f/UqkwYN4uGAAFIzMnB2dMTH09MssZFaOvt/dFyc0fNZubkUFRfz5rRpLHrhBSJ27+b6rVsAPBwQQOz165y/erV6BnsfuBAfz7MLFrD96FGLj6vCi4sWceDMGbPn07Oz+fCHH/iknEkBs/Py+GrTJpZu2cI327axcscOlm7Zwo3bt2t0HIYstW84Tq1Wy/KtW9l8+DAzP/zQ6u1uTVnbVrXN3n1lyfFLl/h+5042HDzI+gMHjF4zHO+p2Fh2nTjB5shIvt2+nYKiIqNl1RoN248e1f89Md1Wao2GtXv28OO+fcTduGEWR0ZODn/86COrcZbXvyWmMZTXyK0uXAAAIABJREFURnp2Nv/49tty261Nd3MsbYqMZPWuXazcsYMbt29zKjaWf65cSXzpdyxD0XFxvLJkiV3PX7x2zWIbQgghqp9dqfsZM2awatUq0q38SKortFotOfn5Zs/nFRSQnZdn9FzZ7PvWHpcpLC4mv7CQwtIPe7VGQ35hof72XzqdzuiHepkmPj4oTdorVqvJzstDqVCgsHLWJC0riyUbNvDalCkENmnC7pMnWb51K6diY9kUGcnUwYPZf/p0ueMoL+6y7VUWl2GMtpIjhv2ZjvH3mzdRlo7L8KyzWqPRf0m+lZ7OP7791qhPS9vK3tgM27bG0jLa0lnwtVqtxS+D9uwrjVaLTqejWK2myCDOw+fO0aV1a31yJ7RjR/ZFRZmNNb+ggLibN/XJh+zcXKNJ837ct4+QoCD9JG+m22nhmjW0bt7casXLjmPH6Nupk9XtUl7/1tgzBgeVihnDh7Pt6FGS7txBoVAw/tFHLbZX3r6wdoxZW8/a82qNRv9+0mi1FKvVRseD4Xvb2t+DIrWaVTt2MKpfP6AkSRHcujWRZ88yvvRWkYZ8vbxo16KF2fPOjo706dgRhUKBr5cXTXx88DG4VeHArl1ZuWOH/jgQxiRBfXcstW84TnsT1GCcpH6QEtTwv/FWNEFtuC7U7QQ1cE8lqSt6LFVFktra85KgFkKI2mNXcmP27NkolUr++9//Vnc8d+2XI0dYtXMne6OieGXJEtQaDTqdjo9Wr+b3mzdZ/ssvrNu3r8LtXoiP56k33mBbafY/IyeHV5YsIScvj5/27+eHX39l98mTvLx4sf6sS3xyMi9++imbIiP17Ww4eJAlGzZw/NIl9p8+jbWCxy2HD/NE7954ubmxdMsWdp04wfShQ9l8+DCXrl0D0CcQ7jbuqMuXeeb991l/4ACLfvyRie+8w/Zjx4jYvZs3vv6a6e+/b5YMMmU6xsizZzlz5Qrnr15l/YED5Jd+6V29axc/7NrFW0uX8tP+/Zy5coXUjAw2HjrE7zdvmrVTkdhM27bE0jKHoqMZN38+Gw4e5KPVq5n4zjukZmRUaF/tPnmS8fPns3LHDuYvW8bUf/xD/+U3JiEBb4MS1Abu7pyPjzcbq6ebG+FduzJv8WK2HD5MsVrNgNJLvwqKivj54EEeefhhi9v7alISe6OicHNx4d9r1vDzgQPkFhQY7R+lUknzRo2s7kNb/Vtj7xg0Wi3f79yJq7MzLZs25bfz54k8e9asvfL2hbVjzNp6ttqLPHuWoX/7Gzn5+aSkpTH3s8/4evNmm+M1lZOXR30XF9q1aIFOp0OlVHItORl3V1ejfV6espJ/rVZLxO7djA0LM7pTgYNKhburK7sNflA9CGojQQ2WE2i1naC2J/bKJqhNx2lPghrMk9SVSVBbat+SiiapqytBbTjeiiaoDdeFup2gBqosSV3RBLW11yqSoLb0uExVJamtPQ+SoBZCiNpiV3LDw8OD559/nk8++YScnJzqjqnCouPiOBkTw/THH+fJPn1o7O1NSloaKWlpZOfl0bFlS4b16sWvx49XuO2QoCAGP/KIvpS4sLiYJ0NDuXLjBpFnzzJl8GCe7NOHsOBg3vnmG9QaDYF+fkZfMC5eu8aeU6d4YexYBnbtavHsTJlLCQm0DwwkPTubNXv2MDE8HJVSSXxSEqGlX3JuGfz4q2jcnm5uhAQFUaxW09DTkxfHjmXG8OF8t2MHo8PC+NecOTRwd+dCaSLFGtMxhnbqRGCTJjwcEMDo/v1xcXYm7sYNHBwcGBEayrPDhrFsyxY6tWoFwJiwMFo2bWrWjr2xWWrb9MePtWX6du5MsUZDs4YNeXXKFIb17s220jNV9u6rsOBgMnNz6dGuHQv++EdmDR+u/6F8NSnJaEyebm5k5uTg7uJi9sXzpQkTcHd1ZfH69bQLCNBfB52QkoKLs7P+y7Wl95SXmxvh3brx4tixXE1K4v2VK4GSL/X7T5/mse7dbe5DW/1bYxqHtTaUCgVjwsJ4rEcPYq9f5/WpUy3OIWFrX5yMibF6jFlbz1Z7ZYkigKYNG/JwQEC528eUt4cHXdu0Yetvv/HT/v10b9eO9QcOMLp/fzYcPMiXGzeybt8+u8+8b4qM5NDZsyxev56ElBSj1xo3aMC533+vcIz3qtpIUIPlBFpdSFDbiv3gmTOVTlCDcbLS3gQ1YJSk3nPq1F0nqK21b6qiSerqSlCbbrOKJKhN163rCWqgSpLUFU1Q23qtKhLUUHVJalse1AS1EELUNrtnlJo7dy75+fksX768OuO5K/uiouhc+qMZYN6ECTTz9cXPx4f5zzzDgTNniIqNJeMuEzMj+/bl1+PHKSwu5lB0NGHBwRw+d66k3LVUSFAQSXfu6H+gGH553RcVRceWLfWPfb28wMpkVfWcnCgsLiYnPx9nR0c6tmxJQkoKiampBAcFcSs9nZZ2zrxuKe4yTo6ONCj9EPfz9qZ+vXo4OZTML+vt4UFaZma57Zf3BX1vVBS5+flEx8WRnJbGa1On6s+6GI7etB17YrPYtslZPVvLOKhUeLq5lbTp7k5C6XwH9u6rsqSDd+mlBKGdO5OenU18cjJuLi7km1wO4aBS4eXubjbWRevW8efRo5k3cSL/Wr2aQ9HRANy8fdvs1oSG697JzOShpk1p4++Pg0rFxPBwTsbGkp2Xx9o9exgQHExGTg5ZubnodDoycnIsnhm11r8t9oxBoVAQ4OdHPUdHhvXujYNKRYCVCTKt7YvyjjFr61l7vqq8PnUqYcHBjB0wgMvXr9PhoYfYeeIEkefOMXvECPp07MjlxES72hrVrx+L586lX5cuRj+koeS9n5iaWqWx11W1kaD2dHOzmkBr7utb6wlqW7EPCAmpdIIajJOV9iaos/Py6FM6jjFhYQzs2vWuEtRgPQFtqKJJ6upMUN/JzDRL8NqboDbd3nU9QQ1UOkl9NwlqW+1VRYIaqj5Jbc2DlqAWQoi6wO7khq+vL7Nnz2bBggV1rnrD0cGBmIQEo+d0Oh2ZOTm89sUXtGvRgh4GH4oV1appU315sUarxdnREYVCYXSmtZmvLwqFwmIJZLFaTUpamtFz1s76dW/XjuOXLuHfqBE927dn3d69nIqNJTgoiO1Hj3IwOpoRoaF3Hbcllq6rroorvjNzc/Fyc6N/ly76f24uLiUv2jkTubXYbLZtT/9WVGRfGXJUqXBxdqaJtzctGjcmLSvLKI7mjRqZfelMzcjgcmIiHVu25LHu3Zn5xBNsPHQIAB9PT5vJuGa+viTduaN/7OftDZScafs9KYmPIyJ4a+lSPo6IIL+oiLeWLjU7Rmz1b6/y2nB2cqJ727YVarNMRY6xmubu6opOp2P3yZM81r07Ebt2MbRnTxQKBdeSk42SMuVRKBQMCAkx298arbbc9+v9ojYS1GA7gVYXEtS2Yq+KBDXYTlKXl0Qu2wJ3k6C2p/3ylrGUyKzuBLXpeCuSoDZct64nqIFKJ6nvNkFd3mtVoSqT1NY8SAlqIYSoKyp0L7D58+dTVFTERzZm7q4NA7t2JfLsWQ5FR6PT6Th+6RIJKSnsjYqisLiYRg0akJaVZXbto2lW3laWfmTfvny5cSN9Sifh6tWhA5cSEvTXQl9NSqKpjw8tGjcGSq4XLeuvX5cunL58WV9ymldQYPX64qE9e3ItOZmo2Fjemj6dUf36MapfPz6aM4cRoaH0aNfO7IuJrXGYxm1pmWK1Gq2Vsefk55uVy5etazhGKPkCaHj9a5+OHflx/36ulJahnr96Vf9BX1xcrF/OtB17YrPUdnzpbSbLYra1jGEfhn2Xt69Mt0fZeC/ExxMcFISzkxMjQkM5Gxen7+PStWv6W4oajtXRwYGMnBx9G238/Wno5QWUnF1Ly8oyi7Ns3dBOndBoNPoy3oSUFEKCgvByc+Ot6dP5bO5cPps7l3/OmoWrszOfzZ1Lh4ceMtqGtvrPzM0l9vp1s+1ekTHYy9q+KO8Ys7aetecdHRyo5+REZukP5IycHKP5AEzXLe+s3c7jxxnUowcKhQK1Vku3Nm0AyMrLw8XZ2WY7Wq3W6H11JTGRJ3r1MlomLSvrvrsdrDW1kaAG+xNotZWgthW7oVpJUINdSWpbsVVHkloS1FWboIa7T1LX5QQ1VG2S2pIHKUEthBB1RYWSGw0aNODVV1/lo48+4rqVHz61oW2LFoQFB/PuihVMePttbmdkEODnR3Dr1ty8fZu/r1ih/wEWsXs3MQkJxFy/zomYGNKyssweW9Kvc2dC2rQhsPSMW/e2bXl6yBA+iojgREwMa/fs4Y1p01AplcQkJHA5MZETly5xJzOT4Nat6dqmDc8vXMiiH38kPjmZpDt3LN4qTKFQ8H9PP821lBT++/PP/HriBIfPnWPjoUNE7N5tNNmePeMwjRtKfognp6Vx9OJFsnJz2X/mDDdSU4mOiyMhJYUrpbFn5ebyy2+/seC778z6O3zunNEYLyUkcO733zkZE6P/Udy9bVsC/fx47uOPS661vXmTTi1b0qdjR9755hvO/f672bayN7Y2zZubtd3G3x9AH7Ol/tv4+xNVenbsyPnzpGdnc/zSJS4nJpKcllbuvjLcHgAbDx7kp/37+e7XX5k5fDhQ8gN/WO/eLNu6lcPnzpFbUMDw3r3Nxurl5sakQYNYuX07kWfPEnX5MpMHDQJKvnT179KF30uTMabrOjs68t7MmXy7fTu7T55k5Y4dzHzyyQodN7b633L4MM8vXEiywZdvS3HYasMetvaFrWPM2nrbjhyx2p6DSsWI0FDmfvYZi9evx93VlVvp6dzOzDR7b5f396CwqIhL164R3Lo1AJPCw1l/4ABbDh+mt0Ei8U5mpv7WuL8eP66fx+BMXBxPv/ceSzZsIGL3btr4+xNSmhwpc+7qVYaaJDzuV7WRoAbbCbS6kqC2Fru9CWowT8paS5rak6COT0rSJyzKktR3k6C21b5hvBVNUld3gtpwvBVNUBuuW90JarCepK7qBDVY3hd3m6C29lpFE9SWHpuqTJK6vPYfpAS1EELUFQpdBS8qLCgooF27doSHh7Ns2bLqiktv7NixKJVK3po2jVtXrthcNr+wEEcHB6MzRWqNRj9jtkarLfd6VFvKSlNN+0zLyqJpw4blno3IKyjAxdkZjVZr8xZ7hjJzc8nNz6ext/ddx24pbnvpdDoKioqMPuQrKjM3Fw9XV6PtU1hUpL9jRGVYats0ZkvLlMfavjJse9BLL7HqzTdxdXbWl88a0pTO9l5Wjl1ef4Yz6gPczswkYvdu/jx6tM11M3NyLPZfEZb633bkCP2Dg6lv8nxF2qgKFTnG7FH23qvM34P8wkLUGo3FsnN7qTUatDqdxfdH3I0bHIyO5pmhQwHoMHQoTdq1Y926dYwdO/au+6wNa9asYeLEiSTHxHDul1+sLrdwzRq2HT1KAzc3nh02jKG9ehGflMS8zz+nS+vWhHbqVHJ7zoEDCQkKYv7y5QQ1b87L48eTmpFh9Njb4La6ZdQaDe+tXMk7zz5r9PwPu3bx+82bPN6zJzuPHWPsgAHodDre+eYbAho35m+TJuHt4cH7q1YRm5hI1zZtuJOZSU5+Pi+MHWvxx4tGq2VzZCQ3b9/Gv3FjfDw8SM3IIC0ri57t2+vngYhJSLBrHKaxX4iP5+XFixkdFsbEgQNZunUru44f54PnnsPLzY03vv6aoObNmTtuHB7167N2zx72RkUxd9w4s/7KxvlkaChfbNyIl5sbfxkzhjb+/hSr1by7YgVHzp+nc6tWDAgJ0VedzF+2TD/3xY/79um3VUp6ut2xuTg7W2y/LN4l8+ZZjSEqNpa/LVnClMceY1S/fry/ahW3MjL44I9/ZPnWrVb3lWHbg156idH9+9PY25sjFy4wd9w4mjVsCMDGQ4dIzcigfWAgF69d4w/DhqFQKIhJSDB6b0SeO8edzEza+PtzNSmJsOBg/Rn/91etYkJ4OK2aNtXvb8N1M3Jy+PngQUKCgvRzU5QtWyYtK4s/fPABG95/3+Jxsyky0mr/3//6K9/88gvfvfkmfj4+FmPw8fS02YY9rO2LD597jj2nTpkdX2UnGaytk3T7ttXXNh06xK8nThAWHIxGq+V2RgYvjhvHnczMCv9NKCwq4ouNG3lx3DigZCLa9OxsfL286Neli35ukjuZmazdu5ef9u/n1cmT6du5My7OzlafL/Py4sW8Mnkyft7eNG7ThneWL0epVLJ27Vq7t60QQogK0VU4uQEQERHBlClTOHDgAKEVKK+9GxVJbghRU3Q6HY+9/DLfvvGG/stwdYi9fp20rCx6mVxWVN1SMzJITE0lJCioRvsVkHznDr+eOMHTQ4bon3sQkhtQOwnqsn7tSaDVVoLaVuz2qGyS2lqCuLqS1JbirWiSWhLUJSqSpH6QEtRlcVU2SW2NaYJakhtCCFEjdHf1qTBx4kSGDRvGjBkzKLRw73Ih7nfbjh7F292dnceO2XXLxbvVxt+fVs2aVXrW9ory9fKSxEYtUSiVRomNB4np3SWgZM6Gsh9ElfkhU9aWtX7L5gOwxbVePRQKRYWSDJ7169O0YcNqi90eCoWiUtV3nvXrW9w2VZHYsNS+pXitxWCNtX1V1rZ+7iidzmpiQaVU2pXYKOvPVENPTwb36MGR8+dtrlvZxIa1/lMzMvDz8bG7+q46Ehtg//Flr7L3XWWPKRdn52pJbCTfucPhc+f0iQ0hhBA1x75PbQsWL15Mx44d+fDDD5k/f35VxmTmzp07zPvgAwrr2F1axIMhKzeXG7dvm912rmPLlly/dYtP5CyMqGaeO3bUdghC3FcME9RjBwyolh+5UJKgTs3IQKfT1fhEmr5eXiV3ixE16kFOUAshRG276+RGQEAAb7/9Nm+++Sbjx4+nXbt2VRmXkby8PI4cOQL3VjW2uF+cATIgrHTiNyFqUiKw+cyZ2g5DiPvKsF69GFZDE/ZKguHB0rhBg9oOQQghHlh3ndwAmDt3LmvXrmXq1KkcPnwYpyoqUbVqXfU2L4RFc4FF8vYTtWMNMLG2g6gC6ltNUZ+aXNthCCFEjStCASyv7TCEEOK+V6nkhoODA6tXryYkJIS33nqLDz/8sKriEkIIcR8pznAm+aDl26dWJY1OjUpRqY82IYSoUvU8HGs7BCGEeCBU+htgq1at+OSTT5g9ezaDBw8mPDy8KuISlfUH4BLQGbgKaIA2lFxi0ZyS08FCVJONwIeAIxBW+lwycBb4D9CzluIS979/Jg9hqMcL9Kg/knP5eziQs4orhcfo5zaVp7xe1y93Om87O7I+J12TRD+3KQzzfBEF5hMUns3fxdXCKFyVnmjRMtjjuZocjhBCCCGEsFOVnN6aMWMG27dvZ/r06Zw+fZqG1XhrTGGnDGAf4AQ8DeQA/6UkySFzl4hqNpKSt5sr8HeD59cB6bUSkbifXCk8RnPH9tRTmt9lYo7vMrxUfuRo0yjWFTLHdxlp6pu8eqMbveuPxc8xiJvFMVwo2MfMhku4XnSOxanTaeHUmU4uxsn55OIrfJf2Ku83PYJK4chXt//Ikdx19Ko/rqaGKoQQQggh7FS5+2gZ+Oqrr3B0dGTixIloNNVfeizK8TYliQ1TKuDdGo5FPJDcANN7AwwCHq2FWETdp0WDFg2FOuNbK2t0xWh0xfrHd9SJ/Df1GYp1lm9D7usQiAIlTgoXQlyHokCJt0NTGjkE4qnyAyBTc4tJ3gvwcWhOsOvjdHEZzPn8vWZtReVto129vqgUJSXlXV2f4Gju+qoashBCCCGEqEJVltxo0KABGzZs4LfffuO1116rqmbF3epi47XONRaFEHrHgJ8B59oORNQ5h3JWM+96R/ZkLeXVxK4czPkegC2ZC9mc+W/+c2sSO7OWAHCp4BBp6pvszv6a60Xnjdq5UXyJ95KGsCd7OU4KF6AkabI18z8M8XgeF6U7AA/X64fCIPXmqvQg2PVxs7iuFp3CU9VY/9hD2YgrhcerdvBCCCGEEKJKVFlyA6BLly58/fXX/Pvf/yYiIqIqmxZC3IPOA69TcsOZSbUci6i7etcfS4YmBR+HFixodpze9ceSUHQWB4UTA91nMKbBm6xLf5dcbQZdXYcBMMTjefydOhi108yxHe4qb6Pn9mQt42TeFr5Le5WbxTFmfRdoc0jT3KRtvT5mryUWXcBd+b/23FXeZGtuk6FJrophCyGEEEKIKlSlyQ2AyZMn88ILLzBz5kzOnDlT1c0LIe4hHYAFlEwiGknJHBxCmFIpHHFWutDUsS0uSnccFM4czf2JPG0WMQWHSS2+xuyGX6I2uhTF9KKnEkqTqaQGecxmfpPddHcdwZ5s81sx/pK1iD/4fGZxMlFXpScFulz9Y41OjYPCCXelzCslhBBCCFHXVHlyA+Djjz+mZ8+eDB8+nMTExOroQghxj/EDJtZ2EOKeka25g4eyIT3qj9T/c1V66l9XWEluWKJAQc/6o8nWpBo9H5kTQQ/XUfg4NLe4XhPHNmRqbv0vJu0d/Bxbya1mhRBCCCHqoGpJbjg4OPDzzz/j7e3N448/TkZGRnV0I+yVD1iee0+IalMAFNV2EOKeodPpAJ3+cVfXJ9iR9TnXiqIBuFJ4lMSii6gUJTMlF+sKLLdTOjGpFg1q3f/egdeKzhDmPl3/OCpvG40dH6KpY1s0umIuFUSSqo43amug+wxiCiLRlcb1e+EJwt1nVcVwhRBCCCFEFau2008eHh788ssv9OrVi6eeeort27fj7CxTCda4nyi5HqAIWI1MfCBqxEbgOKClZBLRp2o3HFHHHcldR6Euj73Zyxnh9QquSk86ujxKM6eHeftmf9rW68Mj9UcT7j4TgK6uw/gs9WnGer1Nm3q99O1cLTxFfNEZinQF+KiasTr9/+juOhJPVSMCnYNpXy8MgLP5u1ic+jQanVq/bqBTMO803WcU10POIQxwn86P6X+nlXMP8rXZDPOcW/0bRAghhBBCVFi11tY2a9aMTZs2ERYWxuzZs1mxYgUKhf2lxKIKjCn9J0QNGln6Twh79Ko/jl71xxk956BwZm6jCLI1d3BTNTCaE+OFRj9QpMvX3xGlzEPOXVnY/H93UOnq+gRaNDgq6hkt18llEMsCbtsVW7j7LDQ6NVrU+slMhRBCCCFE3VPtFw6HhISwbt06RowYgZeXF4sWLaruLoUQQtwn3FU+Fp83TWxYolI4osKx0jGoFA6oqv/jUgghhBBCVEKNfFsbMmQIERERjB8/HpVKxcKFC2uiWyGEEEIIIYQQQjwAqmVCUUueeuopli9fzqJFi/j73/9eU93+f3t3H1TVfaBx/LncFwVBMfiOGqsNSkhMFEzAxqCQiBKnorIqIK2JNdGaUZtk1m66s0022TXJ1LZbG9PYbaZqrIpWW19YNUY0q0ES4ksUBHU0FTQYRCuIyIXL2T+ot8ugiVruPdx7v58Zxjlvv/scBvnj4Xd+BwAAAAAA+DmvzrPNzs5WXV2d5syZo5CQEL300kt3NkCOZ3IBX+tk8z/8+MEMB8wO0EY+ubZJwW+anQIAvO+CpPKfl6t///5mRwEAv+b1h4ifffZZ1dXV6Uc/+pGcTqdefvnl2794mudyAd+EHz/g7k2bxv8gAIGNcgMAPMuUFdIWLFigDh06aN68eaqurtYbb7zxtecfOOAvf7sEgMAybdo0ig0AAAB4nMUwDMOsD1+1apWeeeYZzZ49W0uXLpXVam11Tn5+vsrKykxI5z+2bt2q3NxcLVu2zOwoCEAff/yxfvWrX2nt2rVmR/F5I0eOVN++fc2OAQAAALQ3hqnlhiRt2rRJWVlZSkpK0po1axQWFmZmHL/06quvKicnR0VFRWZHQQBat26dMjIy1NTUZHYUAAAAAP7J8NrbUm5l0qRJ2rNnjz777DONGjWKWRoeUF5erl69epkdAwAAAAAAjzC93JCkRx55RIWFhbJYLIqNjdWuXbvMjuRXjh8/rujoaLNjAAAAAADgEe2i3JCkyMhI7d27V4mJiRo/frzeeustmfzEjN8oKSnRkCFDzI4BAAAAAIBHtJtyQ5I6d+6snJwcvfnmm/rJT36iSZMmqaqqyuxYPu3s2bOqqqrSAw88YHYUAAAAAAA8ol2VG5JksVj0wgsvKC8vTwcPHtTQoUO1c+dOs2P5rO3bt6tTp05KSEgwOwoAAAAAAB7R7sqNGx577DF9/vnnevzxxzVu3DgtXLhQdXV1ZsfyOdu3b9eYMWPUoUMHs6MAAAAAAOAR7bbckKTw8HCtWbNGK1eu1O9//3sNHTpUu3fvNjuWz6ipqdEHH3yg1NRUs6MAAAAAAOAx7brcuGHGjBkqKipSTEyMnnjiCc2aNUuXL182O1a7t2LFChmGoYyMDLOjAAAAAADgMT5RbkjNb1P505/+pJycHOXm5mrw4MFavny5mpqazI7WLhmGoWXLlikrK0vh4eFmxwEAAAAAwGN8pty4IT09XcePH1dWVpaef/55xcXFad++fWbHandWr16tEydOaP78+WZHAQAAAADAo3yu3JCa1+L4xS9+oWPHjql3794aNWqUnnzySR05csTsaO1CTU2NFi1apNmzZysmJsbsOAAAAAAAeJRPlhs3REVFadu2bdq2bZsqKysVGxurmTNn6osvvjA7mql+/OMfq76+Xq+//rrZUQAAAAAA8DifLjduSE1N1cGDB7Vq1Srt379fUVFRmjVrlk6ePGl2NK9btWqV3nnnHS1btkwRERFmxwEAAAAAwOP8otyQpKCgIGVkZKi4uFjvvvuu9u3bp+joaGVmZurw4cNmx/OKgoICPffcc3rhhRc0depUs+MAAAAAAOAVflNu3GC32/X000/r+PHjev/991VUVKRhw4YpMTFRf/zjH+VyucyO6BH79u3T2LFjlZSUpDfeeMPsOAAAAAAAeI3flRs3BAUFafr06Tp8+LB27drU/LZvAAAOR0lEQVSl8PBwTZ06VYMGDdJrr72m8vJysyO2mc2bN2vcuHFKTk7Wxo0bZbPZzI4EAAAAAIDX+G25cYPFYlFycrL+/Oc/68SJE5oyZYqWLl2qAQMGKDU1VRs2bND169fNjnlXGhoa9OKLLyotLU2ZmZnKycmRw+EwOxYAAAAAAF7l9+XG/zdo0CAtWbJE5eXlWrt2rSRp+vTp6tmzp7Kzs7VlyxY5nU6TU96evLw8jRgxQsuXL9eKFSu0fPlyZmwAAAAAAAJSQJUbNzgcDqWnpys3N1dlZWV67bXXdObMGU2cOFE9evTQtGnTtHLlSl28eNHsqK0UFhZq8uTJSkpKUt++fXXw4EFlZ2ebHQsAAAAAANNYDMMwzA7RXpSVlWnTpk3aunWr9u7dK5fLpbi4OI0ZM0aJiYl67LHHFBoa6vVcV69e1ZYtW/T2229r//79GjZsmBYvXqyUlBSvZwHu1Lp165SRkaGmpiazowAAAADwTwblxi3U1NRo586d+uCDD7R3716VlJTIZrPpoYce0ogRIxQXF6fY2Fjdf//9HlnnorS0VPv379eWLVu0Y8cOOZ1OTZgwQQsXLtTo0aPb/PMAT6HcAAAAAOBhlBu3q6KiQnv37tWBAwdUWFioQ4cOqba2VlarVQMGDNCQIUMUFRWl/v37q0+fPoqMjFTPnj0VGhqqkJAQde7cucV4tbW1qqqqUlVVlSoqKnTmzBmdPHlSpaWlKiwsVGVlpUJCQpSYmKjJkycrLS1N3bp1M+nugbtHuQEAAADAwyg37pbL5VJJSYmKi4tVWlqqkpISnTp1SmVlZbpw4YJcLtcdjde1a1fdd999uu+++zR8+HCNHDlSsbGxstvtHroDwDsoNwAAAAB4mMHrNe6S1WpVTEyMYmJiWh1zuVyqqKjQhQsXVFtbq9raWtXU1LQ4JyQkRBEREYqIiFCPHj3UpUsXb0UHAAAAAMCvUG54gNVqVWRkpCIjI82OAgAAAACA3wvIV8ECAAAAAAD/QbkBAAAAAAB8GuUGAAAAAADwaZQbAAAAAADAp1FuAAAAAAAAn0a5AQAAAAAAfBrlBgAAAAAA8GmUGwAAAAAAwKdRbgAAAAAAAJ9GuQEAAAAAAHwa5QYAAAAAAPBpNrMDAPAfdXV1+vLLL1vs++qrryRJp0+fbrHfarXq3nvv9Vo2AAAAAP7LYhiGYXYIAP6hsrJSvXv3lsvl+sZzU1JStH37di+kAgAAAODnDB5LAdBmunfvrqSkJAUFffOvloyMDC8kAgAAABAIKDcAtKkZM2Z84zl2u11paWleSAMAAAAgEFBuAGhTkyZNkt1uv+Vxm82mCRMmqEuXLl5MBQAAAMCfUW4AaFNhYWGaMGHCLQsOl8t1W7M7AAAAAOB2UW4AaHNZWVlqbGy86bHg4GCNHz/ey4kAAAAA+DPKDQBt7qmnnlJoaGir/Xa7XVOnTlVwcLAJqQAAAAD4K8oNAG3O4XAoPT1dDoejxf6GhgZlZmaalAoAAACAv6LcAOARmZmZcjqdLfZ17dpVY8aMMSkRAAAAAH9FuQHAI5KSktStWzf3tsPhUHZ2tmw2m4mpAAAAAPgjyg0AHhEUFKSsrCz3oylOp1MZGRkmpwIAAADgjyyGYRhmhwDgnwoKChQfHy9JioyMVFlZmSwWi8mpAAAAAPgZg5kbADzm0Ucf1b333itJmjlzJsUGAAAAAI+g3ADgUdnZ2ZKk6dOnm5wEAAAAgL/isRQAHlVSUqJp06bpyJEjZkcBAAAA4J8Myg0AHpebm6vU1FSzYwAAAADwT5QbAAAAAADAp7GgKAAAAAAA8G2UGwAAAAAAwKdRbgAAAAAAAJ9GuQEEoPT0dFksFr/92rBhg9nfYgAAAABeZDM7AABzJCQk6Nvf/rZOnjxpdpQ2YxiGCgoKzI4BAAAAwMsoN4AA1bdvX127dk3l5eWKj483O06byM/PNzsCAAAAABNQbgABLiEhQTk5OWbHaBNTpkzRxo0bzY4BAAAAwMtYcwMAAAAAAPg0Zm4A0IcffqglS5bowoULGjt2rCQpJCREycnJGjlypCSpoqJCKSkpMgzDfV1ERITy8vIkSdu3b1dhYaHCw8Plcrm0YMEC798IAAAAgIBEuQFAycnJ2rlzp0pLS7V48WJJ0o4dO5SYmKhPPvlEw4YN08aNG/XKK69oyJAhkqRjx44pNzdXknTixAnNnz9fRUVFstvtys7O1h/+8AdlZmaadk8AAAAAAgePpQCQJIWGhrbYTklJkd1uV3FxsSQpMzNTkyZNUnR0tKKjo3X06FFNmTJFkrR582aNHj1adrtdkpSWlqZ169a5x6qrq/PSXQAAAAAIRJQbAFoxDENr1qxRaGio0tLSJEnh4eEtztmxY4eefPJJSdKnn36qXr16uY/17NmzxZtLEhIS9Jvf/MYLyQEAAAAEIh5LAeB2+fJlvfTSS9qzZ49OnDihlStXqlOnTq3OKyoq0sCBA9WhQwdJ0tGjR/Wd73zHfbxbt26qrKzU+fPn1adPH61evVr9+vXz2n0AAAAACCyUGwDcunbtqp/97GeSpNOnTys+Pl7nzp3TvHnzWpy3fv169yMpUvOsjqtXr7q3Gxoa5HA41KNHD0lSTEyMF9IDAAAACFQ8lgLgpgYOHKgRI0bovffea3Vs27ZtGj9+vHs7OjpaFRUV7u2LFy8qKipKNhv9KQAAAADPo9wAIElyOp0tti9evKi8vDw9+OCDLfYXFxerX79+LR5XmTt3rj766CP3a2ILCgpazPY4dOiQLl265MH0AAAAAAIZf1YFoLy8PG3evFlnz57VokWLVF1drbNnz+p73/ue+zGVGzZs2KDJkye32BcXF6fZs2fr5ZdfVnx8vKqrq7Vo0SL38VmzZmnmzJmaP3++V+4HAAAAQGCh3ACgMWPG6MiRI7d17ty5c1u9OUWS5s2bp8bGRjU2NmrixIktjuXn57sXHwUAAACAtka5AeCOdO/e/ZbHbDbbTdfZoNgAAAAA4EmsuQEAAAAAAHwa5QYAAAAAAPBpPJYCBLjy8nLl5OSYHaNNnDt3zuwIAAAAAExAuQEEuOGn5uij56+bHaNNxGqOClRgdgwAAAAAXka5AQSwDes3aMXAKx7/HJfRKKvF879uDDVJlR7/GAAAAADtDOUGAI/7j4oUje88XyM6Nb8i9ljdbn10dZVO1X+iUaEzNCn8XyRJh69t147qt3XZ9aVGhWYptcsCWW6yNNDRul06U39IIUFd1KQmje08x6v3AwAAAKB9odwA0CZO1X+ivvb71TEotNWxud1/p3BrL0nS1aZLajDqNbf773Sp8bwWnYtVQqd0NalJxdf36Afd3lGZ85h+Xfl99XcM1YPByS3Gqmg4pfcvLdJ/9jkgq8Wu5Ref04Ha9Yrv9E9euU8AAAAA7Q9vSwHwtZrkUpNcqjeuufe5jAa5jAb3dlVjuZZVzlSDUX/TMbrbBrhnYDgswRoWMl4WBekeWx/1sA1QF2svXXF9pYx7FivC1lcPh4zTQ8FjVVSX12qsQ9f+R0M6PiarxS5JGh7ylApqN7blLQMAAADwMZQbAG5p39U1erHsAe2u/m8tKh+u/726Wluv/FxbrizRL7/K0M7qdyRJJdf36VLjeX1Y81uVOYtajHGuoUSvf5mi3TXvSWouN6Tm0mTblV8qpfMPFRwUpuiOo2SRxX1dSFBnPRwyrlWmM86D6mLt6d7uHNRDp+o/bfN7BwAAAOA7KDcA3FJCp3T91XVBEbb+Whz5qfrYB8tmcSgpbJamdP1Xrb/8qmqb/qrhIamSpJTOP1Q/R0yLMSLtQxRmvafV2Lurf6fPrm3V+5cW6XxDaYtj15uu6pLrvAZ3HNnqunJnscKC/j5emPUe1bgu6q+uira4ZQAAAAA+iHIDwC1ZLXZ1CApWH/tgBQeF6eC1rbrWVK3S6x+rsuEverbbu2ps8SiK5abjBN1keZ8nOj+rf+v9oeJCvuue1XFDbvV/6ZmIpTddTDQkqIuuG7XubZfRKJvFobCgbnd3kwAAAAB8HguKArhtNa4q9Xc86H7riSQ1GNfVaDglqcVjJbfDIose7TRZ+bU57n37r67ViJA0Rdj63vSa3vYoXXF99fdMTVXqZR8kq8XW/CpYAAAAAAGHmRsAvpZhGJIMSc2Ld+6oflt/cX4uSTpVX6By53FZLQ5JzUXHTcf426KkUvNaGzfKEEn6i/OIEsO+L6l5sdCe9m+pj32wXEaDSq7vV2XjFy3GSgqbpdLr+2X8LdPp+kIlh81us/sFAAAA4HuYuQHglg7Urle9cU15Ne/pu+H/rAeCxyjSEa2fnn9cgzuO1COdJis57AeSpOEhqVpama308J8qqmO8e4wz9Qf1hfOInMZ1xXeaoi8bTui3F+coLmSiulh7aECHh3V/x0QdrdulX1dmy2U0uq8d4HhYr/TZ0yLTtzoM0+iw72vD5X/XoA4jVNdUo9QuC73y/QAAAADQPlmM5j/LAggg6enpCgoKUs66HK0YeOWOr69xVSnU2rXVmhhOo879NpSv4zIa1CSX7JaOd/zZfx+jUU1qbDGGoSY9/cU9Wr9+vdLT0+96bAAAAAA+xWDmBoA7FmaNuOn+2yk2pOaFSq2y/0MZrBabrEw+AwAAACDW3AAAAAAAAD6OcgMAAAAAAPg05nQDAaq8vFw563MU/KbZSdqOYRjSdLNTAAAAAPA2yg0gQOXn5ys/P9/sGAAAAADwD+NtKQAAAAAAwJcZrLkBAAAAAAB8GuUGAAAAAADwaZQbAAAAAADAp1FuAAAAAAAAn0a5AQAAAAAAfBrlBgAAAAAA8GmUGwAAAAAAwKdRbgAAAAAAAJ9GuQEAAAAAAHwa5QYAAAAAAPBp/wdxWMJUCXHTBgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='fanout.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that the variable `%arg.db.0` no longer requires any refcount operations. In fact, all refcount operations are pruned. There are two fanout subgraphs to consider, one inside the loop body starting at `B34` and ending at `B62.endif` and `B58`, and one for the entire function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implementation notes\n", "\n", "This pattern is more expensive to detect because it is implemented with a graph walk. Once the pass finds an incref, it considers each outgoing edge as a subtree and tries to find a decref at exit of the subtree. Once all the decref candidates are found, the pass walks backward along all incoming edges to find any violations. The backward walk must reach the incref node before reaching the function entry node. Also, no backward route can visit any decrefs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pattern 4: Fanout & Raise\n", "\n", "The last pattern is a special case for the fanout pattern. It recognizes that Numba omits decrefs at the exception raising exits (which is a known problem that causes memory leaks)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting fanoutraise.py\n" ] } ], "source": [ "%%writefile fanoutraise.py\n", "\n", "from numba import njit, typed\n", "\n", "@njit\n", "def fanoutraise(lst):\n", " if len(lst):\n", " # Using non-raising version of getitem\n", " x = lst[0]\n", " else:\n", " x = 0\n", " return x\n", "\n", " \n", "fanoutraise(typed.List([1]))\n", "fanoutraise.inspect_cfg(fanoutraise.signatures[0], strip_ir=True).display(filename='fanoutraise', format='png')\n", "print(fanoutraise.get_metadata(fanoutraise.signatures[0])['prune_stats'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Without refprune" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PruneStats(basicblock=4, diamond=0, fanout=0, fanout_raise=0)\r\n", "\u001b[0m" ] } ], "source": [ "!NUMBA_LLVM_REFPRUNE_FLAGS=per_bb,diamond,fanout python fanoutraise.py" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='fanoutraise.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### With refprune" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PruneStats(basicblock=4, diamond=0, fanout=0, fanout_raise=3)\r\n", "\u001b[0m" ] } ], "source": [ "!NUMBA_LLVM_REFPRUNE_FLAGS=per_bb,diamond,fanout,fanout_raise python fanoutraise.py" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename='fanoutraise.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Numba emits the exception raising exit in LLVM IR as `ret i32 1, !ret_is_raise !12`. The `!ret_is_raise` is the metadata used to annotate the raising exit. The first fanout+raise subgraph consists of the blocks `B10`, `_ZN5numba....exit.thread` and `B10.if`. The second adds the remaining blocks of the function. The `B10.if` raising block is shared in the two subgraphs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implementation notes\n", "\n", "This pattern is largely the same as the fanout pattern with an additional condition to accept subtrees that exit the function due to raising an exception, as marked by the `!ret_is_raise` metadata." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }