{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# STDP - network\n", "\n", "[![Download JupyterNotebook](https://img.shields.io/badge/Download-Notebook-orange?style=for-the-badge&logo=Jupyter)](https://raw.githubusercontent.com/ANNarchy/ANNarchy.github.io/master/notebooks/STDP2.ipynb) [![Download JupyterNotebook](https://img.shields.io/badge/Open_in-Colab-blue?style=for-the-badge&logo=Jupyter)](https://colab.research.google.com/github/ANNarchy/ANNarchy.github.io/blob/master/notebooks/STDP2.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#!pip install ANNarchy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple model showing the STDP learning rule on inputs converginf to a single neuron. Model adapted from Song, Miller and Abbott (2000) and Song and Abbott (2001)\n", "\n", "Code adapted from the Brian example: http://brian.readthedocs.org/en/1.4.1/examples-plasticity_STDP1.html" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ANNarchy 4.8 (4.8.3) on darwin (posix).\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import ANNarchy as ann" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some parameters:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "F = 15.0 # Poisson distribution at 15 Hz\n", "N = 1000 # 1000 Poisson inputs\n", "gmax = 0.01 # Maximum weight\n", "duration = 100000.0 # Simulation for 100 seconds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Integrate-and-fire neuron:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "IF = ann.Neuron(\n", " parameters = dict(\n", " tau_m = 10.0,\n", " tau_e = 5.0 ,\n", " vt = -54.0 ,\n", " vr = -60.0 ,\n", " El = -74.0 ,\n", " Ee = 0.0 ,\n", " ),\n", " equations = [\n", " ann.variable('tau_m * dv/dt = El - v + g_exc * (Ee - vr)', init = -60.0),\n", " ann.variable('tau_e * dg_exc/dt = - g_exc'),\n", " ],\n", " spike = \"v > vt\",\n", " reset = \"v = vr\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An input population of Poisson neurons, and a single post-synaptic neuron." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling network 1... OK \n" ] } ], "source": [ "# Network\n", "net = ann.Network()\n", "\n", "# Input population\n", "Input = net.create(ann.PoissonPopulation(geometry=N, rates=F, name = 'Input'))\n", "\n", "# Output neuron\n", "Output = net.create(geometry=1, neuron=IF, name = 'Output')\n", "\n", "# Projection learned using STDP\n", "proj = net.connect( \n", " pre = Input, \n", " post = Output, \n", " target = 'exc',\n", " synapse = ann.STDP(tau_plus=20.0, tau_minus=20.0, A_plus=0.01, A_minus=0.0105, w_max=0.01)\n", ")\n", "proj.connect_all_to_all(weights=ann.Uniform(0.0, gmax))\n", "\n", "\n", "# Compile the network\n", "net.compile()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating 100.0 seconds of the network 1 took 0.4895188808441162 seconds. \n" ] } ], "source": [ "# Start recording\n", "Mi = net.monitor(Input, 'spike') \n", "Mo = net.monitor(Output, 'spike')\n", "\n", "# Start the simulation\n", "net.simulate(duration, measure_time=True)\n", "\n", "# Retrieve the recordings\n", "input_spikes = Mi.get('spike')\n", "output_spikes = Mo.get('spike')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean firing rate in the input population: 15.02164\n", "Mean firing rate of the output neuron: 25.91\n" ] } ], "source": [ "# Compute the mean firing rates during the simulation\n", "print('Mean firing rate in the input population: ' + str(Mi.mean_fr(input_spikes)) )\n", "print('Mean firing rate of the output neuron: ' + str(Mo.mean_fr(output_spikes)) )\n", "\n", "# Compute the instantaneous firing rate of the output neuron\n", "output_rate = Mo.smoothed_rate(output_spikes, 100.0)\n", "\n", "# Receptive field after simulation\n", "weights = proj.w[0]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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IgiCIPZ1IczcAAG666Sbbeg4AQ4cOxerVq/HAAw/g97//PTp37gwA2LRpE7p06WL/btOmTdh///2V2ywqKkJRUVHO255LvCznAGD6WCcdVJs1YORkXwRBEARBEARBEHs6eWE5r62tRSgkNiUcDsNszFbep08fdO7cGd999539fVVVFaZMmYKRI0c2aVubEj+W8xxpc2WyOYO0OUEQBEEQBEEQRE7IC8v5Kaecgvvuuw89e/bE4MGDMWvWLDz22GP4wx/+AAAwDAPXX3897r33XvTv3x99+vTB7bffjq5du+K0005r3sbniPpYAjPXVAAAIiFDa0VPeGRsT5eEYn+kzQmCIAiCIAiCIHJDXojzp59+GrfffjuuuuoqbN68GV27dsUVV1yBO+64w17n5ptvRk1NDS6//HJUVFTg8MMPx5dffoni4uJmbHnumLpyu/25IBxC3Ewo1zNNC+9NX4tBXVticNdWWdu/2nJO8pwgCIIgCIIgCCIX5IU4Ly8vxxNPPIEnnnhCu45hGLjnnntwzz33NF3DmpH6WEqMR0J6UfzNwk14c8oaAMCqB08SvjMMIF3Deq7c5QmCIAiCIAiCIAgneRFzTrgTchHnP6+r1H6XiZ1b5dZu5ciFniAIgiAIgiAIYk+HxHmewruQu3mTu2V0D2Xghq7KAk/SnCAIgiAIgiAIIjeQON8FcJPYDXF9RvdMxLkq0RwZzgmCIAiCIAiCIHIDifNdADeRXdsQ134X5UqxzXdxf1ehspxvrKoXEtURBEEQBEEQBEEQ2YHEeZ7CZ0t3y5K+vrLe1/bOfG5ioP3rSrSd9fwk+/OyzTvR+5bPcNHLUwNtmyAIgiAIgiAIghAhcZ6n8AnZXPLBCayvqNN+Vx/Tu7/zjF+yBee/NBmrt9V6rjv6sXEAgLGLt/hrIEEQBEEQBEEQBKGExHmeEuNc0nu3K/P1m0Mf/B47G93c+d8H4cJ/T8WEZdtw5eszAv2OucFbloWoSxw8QRAEQRAEQRAE4YTEeZ7CW857tSv1/bt3p61FZV3MNVGcH3bUxgKtz9zwz31xMobd87U9SUAQBEEQBEEQBEF4Q+I8T2El0o4Z0MFRSu23w7vjmAEdlL+759MFOPv5SUgkmja1OotRn7xiO2qiCfy0lFzdCYIgCIIgCIIg/ELiPE9hlvNwKOTI1h4yDIRD+ku3aGO1kKk9FyzdVC38TWXWCIIgCIIgCIIg0ofEeZ4SbxTXkZDhsJz/uHQLCsLuWeLiZm7F+Uez1wt/JxSl1wiCIAiCIAiCIAh/kDjPU2KNbulhhQiPmxYiYfdLF4vnViyHpBTypmQ6J0s6QRAEQRAEQRCEf0ic5yn18QQAoDgSdghdw0ha1N2I5dhyLu9e3h1pc4IgCIIgCIIgCP+QOM9TWF3ykkL1JZLj0GXSLaXml7C0/wSZygmCIAiCIAiCINKGxHme0hDTW85NC444dBlyaycIgiAIgiAIgth1IHGep9QzcV4QhiU5iSdMCx7aHNFEIkctAzZU1iEsi3MpIZzcZoIgCIIgCIIgCEIPifM8pSGedEsvLnBeoljC9LScT1u1IxfNAgBU1MYcMe/nvjjZzjAPkOWcIAiCIAiCIAgiCCTO85RoozgvjDgvUVlhxDPm/MEvFvnaT0VtFHd9/DPm/VLpu22mZTnE+fItNfhx6Vbf2yAIgiAIgiAIgiBSkDjPU6KNVuiCcMhhhf77Wft5Ws5VnPDkj/hmwSZh2T2fLsArE1fhlGd+8r0dywLCilJucc61nQznBEEQBEEQBEEQ/iFxnqewbOuFkZBD6A7sXI54wl3+HrV3B8eyhRuqcNlr04VlizdWB26bZalLufGLLPJrJwiCIAiCIAiC8A2J8zwl1ii+CxQW6nDIwOfzNrj+ftySLdrv1myrtT97ucerMC3LkRAO8M4gTxAEQRAEQRAEQaghcZ6HNMQT+H7RZgBAocKt3TAMtCkrTHv7a3ekxHkkHFxRJxQx5wDwh1emK9YmCIIgCIIgCIIgvCBxnoe8P3Od/VllOQ8ZQJ/2ZWlvn7dwq0S2F5ZlYbyLZT65TuDNEgRBEARBEARB7LGQOM9DKuti9ueCsOGoGR4yjLTc0RkGVyVd5Z7uhWkBH85e77oO1TknCIIgCIIgCILwD4nzPKRTyyL7cyxhOVKfh0MG0tDUNvxveXG+cEOVr997JaMDyHJOEARBEARBEAQRBBLneUhJQdj+nFCoXMNIL5EbI8QJct6KvqGyztfvWZk3N0icEwRBEARBEARB+IfEeZ5jWU4H8bBhwMhAnPNx5vxmeKHuRjTuQ5wHbhVBEARBEARBEMSeC4nzPIS3Oqss0MmY8/S3HwmpL7vfOPH6WCL9nRMEQRAEQRAEQRAOSJznIbxEjpsWLE6hX3xYb4RCBrq2Lmn6hjXiR5xb5NdOEARBEARBEAThGxLneQiva+WSaXeeMhgAcMNxe+PEoZ3x4oUHBt6+ye2Ad4/369Ze78OtPZOYeIIgCIIgCIIgiD0NEud5CO9ePrxXG6WzeauSAvzz/OE4blAn121dcngfxzIzQ6t2gw/Leab7IAiCIAiCIAiC2JMgcZ6HmI269pC92gLILPP5qH06Kraf2mCn8iLlcjf8uLUv2ljta1sEQRAEQRAEQRAEifO8hMVr58o13OQ0eJuyQvtz3HSK873al+H/Hbe3sKw+5u3W/q+fVqbfQIIgCIIgCIIgiD0MEud5TFa0ucIYbnIiXPeZ0bq0ANeO6o+D+7S1l/mxnHu52xMEQRAEQRAEQRApSJznIcy7nCVoy3b0doJzX+c/NygSvbUoLgAAvH35IbbgrvMhzuVEdgRBEARBEARBEIQeEud5CEsIxyznGZUlU1jfdXXUVRbxO04e1NgWA4WRUON63m7tCYUVniAIgiAIgiAIglBD4jwPMRu1r5GzmHNL+XljVb1j3X4dW9ifC0LJ9tTHRRHflotbZ5A4JwiCIAiCIAiC8A+J8zyEyVpD+lvHg6cPBQDcc+pg/cY4eOHMf37i26Wu+6msiwEAPpu7Qblc2C2VUiMIgiAIgiAIgvANifM8hAlbw6c6P2dETyy59wScMKSLz+2nPgcxcP+weItyucpKniBxThAEQRAEQRAE4RsS53mIbDn3Q2EkhHDI+QuV+Bbc2rkVSgvDAfboDnm1EwRBEARBEARB+IfEeT7CsrUHjDkPK9Y3FRZs3tLNf9+m1Bk7ni6qsmwEQRAEQRAEQRCEmrwR5+vWrcMFF1yAdu3aoaSkBEOHDsX06dPt7y3Lwh133IEuXbqgpKQEo0ePxtKl7jHSuypMMIcMVkrNn9A1FFezVUmBYvupz7z7eSzhnYXdL6pJAcaC9VW48Z3ZmLhsK6KK8m0EQRAEQRAEQRB7Gnkhznfs2IHDDjsMBQUF+OKLL7BgwQL8/e9/R5s2bex1Hn74YTz11FN47rnnMGXKFJSVlWHMmDGor3dmGN/VYeI5ZJdS8/c7leV8vx6t8crFBwnL+GRt/LZlcV4QTj9bvJvOv+jlqXh/1jqc99IUXPjvKWnvgyAIgiAIgiAIYnch0twNAICHHnoIPXr0wMsvv2wv69Onj/3Zsiw88cQTuO2223DqqacCAF577TV06tQJH374Ic4555wmb3MukS3nfpFjzjuWFwFwuqvz1nLexT2WEGcBPv/TEYH2z+OWrX1zdYP9efKK7WnvY0/BsixU1sXQOothBwRBEARBEARB5Bd5YTn/+OOPceCBB+K3v/0tOnbsiGHDhuHFF1+0v1+5ciU2btyI0aNH28tatWqFgw8+GJMmTWqOJucUJmxDIfa3v9/ptLws2k0hW3vqj6hk7u7fqdzfjhXwEwDvTl+L696elZYLu2VZ+HjOeizZVJ12W3Z1rn5zJva/5xvMXLOjuZtCEARBEARBEESOyAtxvmLFCjz77LPo378/vvrqK1x55ZX405/+hFdffRUAsHHjRgBAp06dhN916tTJ/k6moaEBVVVVwr9dBVNKCOc35lzl1g44xTlv1ebFeTzNmPPhvdo4lvETADf/dy4+mr0e705fG3jbY5dswZ/emoXjHx+fVtt2Bz6fl7zHX/pxRTO3hCAIgiAIgiCIXJEX4tw0TRxwwAG4//77MWzYMFx++eW47LLL8Nxzz6W9zQceeACtWrWy//Xo0SOLLc4t2XJrZ/pY3o6QrZ3T47ygPlAhuIsi6tvlhd8Nx60nDMRe7cu47TonFDZXBc8PMP+XysC/2V0xKXceQRAEQRAEQey25IU479KlCwYNGiQs22effbBmzRoAQOfOnQEAmzZtEtbZtGmT/Z3MrbfeisrKSvvf2rXBrbbNhW05b/zbv1u7bCFP/h+WrrIuWzvjnIN64N0rRjqWP/+74cr9tmtRhCuO6ouOLYu4fTi3G6PyahmhulYEQRAEQRAEQewe5IU4P+yww7B48WJh2ZIlS9CrVy8AyeRwnTt3xnfffWd/X1VVhSlTpmDkSKeIBICioiK0bNlS+LerYMecN2rtowd0BAAUFwS9XMntyKJ9wrKtuP3D+Xh32lpl4raWJQUIhZxW+326uJ9D3nKfUAjxGJVNywiqHU8QBEEQBEEQuy95ka39hhtuwKGHHor7778fZ511FqZOnYoXXngBL7zwAoCkuLz++utx7733on///ujTpw9uv/12dO3aFaeddlrzNj4HML3M3NHPPqgH2pYVYljP1mltT45F/2DWOvvzMQM6ONbXudN7udnz36t0ZDp11AN69u/WkOWcIAiCIAiCIHZf8kKcH3TQQfjggw9w66234p577kGfPn3wxBNP4Pzzz7fXufnmm1FTU4PLL78cFRUVOPzww/Hll1+iuLi4GVueG5hLOLN4h0MGfjVE7b7vBzdRHVeoaIXRHAAQ0X2h2E9Tu7V/MOsXPPrVErx44YEY1HXX8ZIIAhnOCYIgCIIgCGL3JS/EOQCcfPLJOPnkk7XfG4aBe+65B/fcc08Ttqp5MG3LeWbbsS3wLt7wqvJmcmI5e3nYS5ynPqvE+ZtT1uDYRhd9v8gu+TpueGcOAOD6d2bh6xuOCrSPfIYvIUdu7QRBEARBEASx+5IXMeeESLrZ2mWYlNOJbcBZ2xzQC2JVqbaLDu2d+t4j5hwALn1turYt2SCdWur5DF9CbuXWmmZsCUEQBEEQBEEQuYTEeR5iJ4TL8OpYPkS+0nLus146APzlxH3sz7yo31XDo7fXRPHC+OXYUt3Q3E1xsK6irrmbQBAEQRAEQRBEjiBxnofYpdTSsJyPv+kYxzI3cf7z+irF+up1ZXH+yJn7opCrfc6Lep3lPN+58vUZuP/zRbgsxxZ+giAIgiAIgiAIHhLneYgplVILQs92pY5lQbejKqMGOC3qnVuJyfh4S78q5jwdmjpb+5SV2wEAs9dWNO2OCYIgCIIgCILYoyFxnoeYUim1dPETc65Ct1tZtBeExdvnT6P625/TEec7G+I47R8T8OzY5am2gGqpEQRBEARBEASx+0PiPA/xEyvubzvJ/3WWcB31MX9J1Qqk7O0DO7fEU+cOA5CaYLACiPTXJ6/G7LUVeOjLRfaydE7B1JXbcc8nC1AbjQf/cYasq6jDpqr6Jt8vQRAEQRAEQRC7NiTO85BUnfPsbC+oyK9p0Ivad68YaX+WLecAUFIQBpCKOQ8Se14fS/he142znp+Ef09YiX/9uDIr2/NLXTSBwx78Hgff/90uG3PvB8uyMGn5NmzbmX9J8wiCIAiCIAhiV4XEeR6SLbd2hi77uo7aqF4kF3EJ4CKKdPJMr7MJhkQAy7nKhT2TM7C+UrRgb6+J4qUfV2CrJCrrXI43CPx2d7eSbjzfLNiEc1+cjGMeHdvcTSEIgiAIgiCI3YZIczeAcJJJQjgeK00LvJsFm7eWy27tyX0ll7FjMANoVFU7M5mfKJTa96e3ZuGnZVvx+bwNuPqYfnhr6lqUFIbxyZz1+OCqQzGsZ5v0dya11cLuazkft2QLAKCqvunDBgiCIAiCIAhid4XEeR5iZVBKTdhO4/9BE8K5WZL50mkqt3ZmpU80ivJglnPVstRS07Qc8fOrt9Uo2wE4z99Py7YCAGauqcAlr4ql0h77Zgn+c8nBvtuqgvd02I292lHcGLpAEARBEARBEET2IHGeh5hmlmLO03SPr3WxnBdyQjiisJyziQBmtfcTe21ZFiat2IY122sd3/FNj5kmrn19FgZ2LseNxw9AdX0MRz0yVrvdIJMS2Sj9xrc1W6Xk8pHiAoqGIQiCIAiCIIhsQ+I8D2GyLlsx50Hd4+tcspwXRFIbK1RYrFmTgySEm7euEue9OMVzvYnLtuHrBZvw9YJNuPH4AdhY6Z4VXT5uw0h5JcgEcb/XwVv5d2NtjuIIWc4JgiAIgiAIItuQCSwPyVbMOSOoe/wfj+qr/Y63Rqss08ytfenmnfh07npf4nzO2gpf7aqTLPpeJeLk7/lkdjLZsHTzuwtSQm5Xo4iznO/Ox0kQBEEQBEEQTQmJ8zzEylK29nRk0/49WmPUPp203/OZ31Xb5wXxNW/OwoINVWm0IoUhxHGLe/Q6P/L3brHSWdGYglt7FraXpxRxlvNoYvfNSk8QBEEQBEEQTQmJ8zwkVec8Q3GehuLs1rrE9fsiTuBGFJZrWRCv3LLTe6cux8l/Ix+Ol1Vebp6b5TzT7OqWZWFHTcz+e3eOOefPY32UxDlBEARBEARBZAOKOc9DslZKzed6B/dpiykrtyf36bHTFkUR3HLCQCRMC61LCx3fyz+P+zAhu+3RbX4irggU53cnTxQUucRKZ2rpfvCLRXh+/IrU9nZj0zl/j9TFEmiFgmZsDUEQBEEQBEHsHpA4z0PMLLm1+6V1aUpcKRKwO/Abkw4AsUT2RKq8pbhi23zGd+Z5cOdH8xFNmDmNOeeFOSCWkJu/rhKfzF2Pa4/tjxZFqUdu7fZaRMIGurRy91bIN3iPjFqX5IEEQRAEQRAEQfiHxHkeYmU5IZwXvKDOdEJA/n08w5hkXjPzotCyLE+rfNgwUF0fw6uTVnvuJ9uWbt7l/uSnfwIA1EcTuPvUIQCAmoY4jnj4BwDAivtP9PRYyCf4UyUn6SMIgiAIgiAIIj0o5jwPYd7amcec+1uPF9SZikRZnMcyFL28RVv87C38Q4a/Um6AaOnOBqrSbAs3VNufN1c32J93taRq/DmtJ3FOEMRuzgvjl+Oxb5Y0dzMIgiCIPQCynOchqZjzTLO1+xOc/H7CmVrOpememA/h6dZK0XKe+pwwLU+XecPw71afbX2sEvv89eDPs5+4/HyC92Coo4RwBEHsxpimhfs/XwQAOPugHp5JUwmCIAgiE8hynoekYs4z245/yzn3OcM7Qhb3sbi3eHNbxxRc2VPLE6blGSeeMP1NDgC5dWu398Et4k9TIotx+U0BfxyqpHwEQRC7CwlhMpI8hQiCIIjcQuI8D7GyZjn3B+8+n+k+ZVd8P+JYtQ47B7wQ5MV4wvIW56ZlIepjcoBtL5uYluVw+daVtovtYgKXP++qpHwEQRC7C7tzWUyCIAgi/yBxnoek6pyn9/vBXVsCAE4c0jnwb+Vs65n+3k88tVqcJ/8XLOfc9wnT8vQMMC2r2Szn01ftwMDbv8SDXyyyl/F7ECYadjG3dr69u5pLPkEQRBDE9wz1dwRBEERuIXGehzC9k25CuNf+MAIPnj4U9/5mqL2sd7tSAMCIPm0d65+yXxf7c+bZ2sW/562r9PxNVGF9ZZbs7xdttpfN/aUi9b3pHVGfML0zusv7C8LXP2/EY18vVlrE7/1sAQDguXHL7WWyWz5DN4Ggs7Q3N3yzyK2dIIjdGb6vztMumSAIgtiNIHGeh6QSwqX3+3YtinDOiJ5CTe2vbzgKM28/Dj3alNrLDuvXDkvvOwFtSgvtZdkupTZ/XZXnb1TilA2IZqzeYS97ffIa4Xsv8ZqwLP/Z2tOwAF/+nxl46vtlGLt4i6/1g1rOVYuZhX/hhiqsr6jz3dZskm9W/28XbML1b8/CzgaquU4QRHYht3aCIAiiKSFxnoewoUCmQpmnMBJC27JChLkrHjIMFIRDgit6OMM7wq0U28DO5crlqrhw72Rv3pZzM4Dl3I9b+/qKOtRGnQJwC1cWzQ1LELWp5bqM8irhm7AsrK+owwlP/ohDH/ze136zDd8sv9nwc8mlr03Hh7PX47mxy71XJgiCCADf3zV/b0cQBEHs7pA4z0OsDC3nbvBCnLnNZ7POua4U28DO5UqXesDdcq4jYVmeIyXTyk6dc8uysHZ7LQ598HscfP93ju9Vh6w6Czq3dl0bL3tturOdpoXFG6sVa4v8tHQrznp+EpZv2em5blB+WpbyFEjkkVu730kSgiAIv/ATt2RFJwiCIHIN1TnPQ5jeSTfm3A1eiLNPvGDPdsw5oygS0m5bJc5Vmq9FUcR2XTZ9lFIbv2QL3pu+1r3Bjejyxn3180bc+M5s1DSW0Kmud1rOVcdVoyi5w7eX/6yLOR+3xOkuHzctX/XrL/jXFADA1W/MxJfXH+m5fhAmLNsmtCdfCIdzMJtFEHswW6obsL6iDvv1aN3cTWk2hH47f+YiCYIgiN0UspznIamY8+yLDVGIJ/+P8G7tmYpzjTovjOhvtWhcnxCO59C+7ezPcR/Z2pdu3okqhZhWoRP6V/xnhlJoN8RTy/zWhg9qOVeRSHgfN8/mHFuT86mUWqb3LkEQIgfd9y1O/ccEzPvFO7Hn7oqunCdBEARB5AIS53kIGwzkwq09pKhpzgvqTN3adRMKRZGw9jtVuTVVwjfewuwn5jwIQQdd3y1MZZE3lE7s7vvgJx+CZDxPWMHEea4Ttv1z7LKcbj8ImZYBJAhCzZSV27xX2k3JtwSYBEEQxO4NifM8xMqh5Vxwa2/8yFscM7U+6n5fEDa0ddujcbULeIOUKK6Ws2D7ydYehKCDrgIuc1460wR8HKPK+qw7trhpCnvzOgfZrt8us6kqf+K8IyTOCYLIMg2x1Hson8J4CIIgiN0TEud5CJupz4WXLp+NncW0q1zd00Xn4h0OhbT2ZVmEA8lzsKM2KiybsnK7/TnblvMg4nzl1hohWVurkgJfv2PXde32Wpz53CR7uWrAp2uOPCnh1e49aTBJlnOCyA17sjd3NJGaFCa3doIgCCLXkDjPQ1Ju7TmwnPPZ2hv/j4Sz59Ye0ajzkKGfbFDVCX9j8hqs3Fqj3Y8Z0L3biyDi/KEvFkm/9fc71t7bP5ovLFcJaF174glxUsItyzyQnlU/KNn0YMgEWZwvWF+Fx75Zoix/R3izdFM1HvtmCarrY83dFKKZaYp+JF/h+/d8yrFBEARB7J5QtvY8xE4Il4Opk7Ai5ryQM6dnOiGgs16GQ0agbT/zwzI884M+njmeZbf2IBYReaDqt5wY+9VOKUldXJWtXtOeZ75fhrFLUvHu+ZA9OGFawgRPU8LfA/K9d+JTPwIAGmIJ3HriPk3art2B4x4fDwDYXFWPB8/Yt5lbQzQne5ADjoN0k3cSBEHkI7PXVqAwHMKgri2buymEBrKc5yFWDi3nvICprEtaxAq4TOo/r88sK69OnIcMQyj+vV/3VhntJ/sJ4fyvW1Ykzmn5t5yrcwnEFNYYnTv6O9PXCnHenpbzJhhLerUhl/DnSVd68Of1VU3VnN2S2WsrmrsJRDOTJ84xzYIukSdBEMSuRkVtFKf9YwJOfOrHvPF6JJyQOM9DUjHn2Rfn/DYnrUhm4C0tCNvLFm2szmj7Oq/4UMgAr6b/d+WhGNQl/Vm7hI9SakG355cWkjj3m23dnnSRnjqVlVxuT9uyQuU2Ex5ulk3R9TanNcnPvvOpwlplXQzPjVuOdRV1zd0U39D7m9iz3dp5y3nTuSptrq5vsn0RBLFnsKEy1a/Quz1/IXGeh9jiPAfbVmVTj4RDOGSvtgCA60f3z2j7ugkFSZsjEg6hfXlR2vtJWs6bp2cpkmq2L9nkb0KDtVb2LlAJTDnLus4joaktOaqZ1uZMOudn3/I9mTCtZptQuO+zBXjwi0U49ZmfMtqOaVp4a+oaLNqYe6+APVmYEUn25EGcUPayiWLOnx27HCPu+w4vjF/eJPsjCGLPgO/LKcFl/kLiPA/JZUI4Plv7oX3b2Z9fv+RgjP3z0Th5365Z3yegPpaCDJLPZTshHABEFVnjVUTC4mPzjx/8DaBMjVu7qoOURaeuRJ2nyMzyOVJmls8Ty7nubuKXm6aF4x4bh9GPjWuWdk9fvQMAsHVn1GNNdz6esx63vj8Pv3rix2w0yxUKsyVy7f74xpTVeG5cfgpRsxlizh/6Mpl09P7PF3msSRD5xbNjl+PGd2Y367iA8AeF6eQvJM7zEVucZ3/TfDb2Ywd2tD9HwiH0bl+W/R2y/RqGY4CXSRKxeJZjzgHglv/N9bVeQTi9x0aXS0BpOZfOlc5y7jXzme2zpLIcBbWcfzZ3A0595ies2VabcXv4c6drBX+6d9RGsWJrDVZurXGU6msK+LJ7fieDVMxbl1luiCBQXBqRy3G2ZVn46wfz8eAXi/DLjsz7hGwjuLXTs0AQrjz05SK8P2sdJq/c1txNITzIh4TChBoS53lILmPOeQtsLravI2Q4XSN1Zdf8YGaQrV2OGWe8P2ud8PftH85Xrpcu7LrKQturlFphJKSdyGhql/KYojcPak26+s2ZmPNLJW55399kiBt8vL/ufsijkHMc3CflrRL1m0nQg7pownulDNhV5UhlXQy/fW4iXp24qrmbssuTS03K92G1Ob6X04EX5JStnXDjurdn4cJ/T6UJTQANMVJ++Qg/7KfJxvyFxHkeknJ/zv62w4o6501BOGQ4Bvnjlzrrm/slk4Rwfi32/5m8Wrk8lqaoSlnOxeUq9y9+EPjjzcfoLeceg8Vs970xhbU33QkCVi3AL+OWbMEFL03B2u0p65qfMkf8JFRFwH1mGz5fgepc+oW/G/a9+yvUx3InanbV9/crE1Zh2qoduPPjn5u7Kbs8ucw7kO+C16Q654QPTNPCR7PXY/ySLVi+paa5m9P85NOsOKEk3/vePRkS53lILmPODcFynvXNu+5XHuRXS/W+gxDPICFcJMNZj0xEFaBwa3fJ1l5WGEanlsXpx5xnGaWVP80Ba1DR9/t/T8VPy7biz+/NSbUn4UOcN/5fH0tg1N/HpfYfbPdZgb+MKi+EtLaTsHDVGzMzaJU7u2rSmGgivQkLy7LwyZz1WL2NBtiMIN3Mhso6PPHtEmypbvBeGfk/QBQs57vos0DkHr6f3FX7TGL3hx87UF6A/CUvxfmDDz4IwzBw/fXX28vq6+tx9dVXo127dmjRogXOOOMMbNq0qfkamUPsetg5uDqRZrOcZ3d7mSSEyzQZV7ruyJbGrV1pOZfWDZKtnY9l1p2iytpYWq53MxsTmvH4LSUnk+4Ahh/087HXXoN8voQI0DwvJv6QVfXt0+X7RZuzti2ZXXWgWRQJe6+k4OM563HtW7Nw3duzs9ugNNm2swHnvDAJ78/8pfkaEeAeuPy1GXji26X44+szfK2f74K3ORLCEbse/K2R57d0zuDHFLkwLhGZw9+b+d737snknTifNm0ann/+eey7777C8htuuAGffPIJ3nvvPYwbNw7r16/H6aef3kytzC2sk89FTDjv0t20MedGVl0j4y5u7U+es3/W9qMi3Rhf2yPCR8w5GxAyUa5zxZ+ztgLXvz1LqJs9cflW+7NKgL86cRX2u+drfDp3g7C8LprAe9PXKt3NTdPCjNXbcaXCQpvugDXd3zGxuKW6QbAY69zr2W1eXCB2d83xYuKvRyYJ4eRnt2MGZQm92FWTxhRG0nu9TV25HQAwe21FFlvjTjRuIq6Z9HvsmyWYvGI7bnx3jvL7piDIo8omzGYoJvKU2+aTOubhWJHvp5qzbCSR3/CTmHtq+Ul6PPIfwcODLljeklfifOfOnTj//PPx4osvok2bNvbyyspK/Otf/8Jjjz2GY489FsOHD8fLL7+MiRMnYvLkyc3Y4tygK7mVDQo4c/y2mqbLVh1SuLVngumSrV1nZc4WdWnG97IW67K1/7Bos+1KG5fFucaN4sZ35+DD2etxzZspkcqLa1Xfy2Jw7/98obD8vzN/wU3/nYtRfx8rLN9QWYcD7/sWZz+fetbalBagfYukIExX5Pr5nerlwRbJmZ31Ft7kOZS/bo74UX6Pxzw6Fj8sTs/iLXcNvdqVpt+o3ZTCNN11ct1/yDTEExhx/7c48Sl1WbyqDMJ/skUuvSfEigv5N1hM7OGD2Se+XYK3p65p7mbkPaLoacaGNCPpetERTQdZzncN8kqcX3311TjppJMwevRoYfmMGTMQi8WE5QMHDkTPnj0xadIk5bYaGhpQVVUl/NtVSMWcZ3/bvAV23Y46lzWzS8gwcMp+XQAAe3UIVrJNNchOmJZ2wKiLz84W6ZaxYtdVNoKbloVJy7fh4lem4ahHxgJIDViZkPeKk1+2eaf92W8WfNnN+9M56wE43f7/8cMybK+JClajcChktyldketlOX9h/HLsd/fXWLBefHaDZL0HUkJW/jZbLqrxhIlZa3ZoLZ888j178cvT0tqnIQWlZNNFXiZo4r58oYjzlAhyrZvaHXPJxp2oqI1hyaadSk+XJp4rAJBMesm70Qe5uwoClshM5LmoMfdgy/nCDVV44tuluOX9ec3dFCVLNlVj0vL8KNnF3xq7aihQpvDPLzm15yd+kugSzU/eiPO3334bM2fOxAMPPOD4buPGjSgsLETr1q2F5Z06dcLGjRuV23vggQfQqlUr+1+PHj1y0eycYOXQch4J8wPWphsJhUPA8F5t8cOfj8bnfzoCgP9BnMo9NWFayhHj/6481OE2zvO3Uwf7a7ALq9Osz21naw/JlnNg1lrRBZS93CMebu0M/tt0BwbFBeoYXVkIAsnrycRxrtza7/98Eaob4vjLB+LA8JcddTjl6Z8cCaf4xHR8Rn12DmXhk62B9v2fL8Jv/jkRD3yxyHPdbL0L5Vs8lxaLnQ1xbE/Ty8ay0i95mCn8pF6QbPZNHSrJ57BQPRPNEbv50o8rBTf6IJewRNOP6OBv3XwcLPJNasp3Zros2VQtVLTIhJ0Nze+14cbxj4/HuS9Ozovkjfy9u6eKc7Kc5z/k4bFrkBfifO3atbjuuuvwxhtvoLi4OCvbvPXWW1FZWWn/W7t2bVa22xSk6pxnf9u8BTaX1jYZNsDs077MFoF+EzYpxbmlztY+vFcb18FsmabGeVNgWRbWbKvF+zPFeuoJ03QIYNty7uHWzuAFf7oDA9WcxsTlW/HR7HWKdQ17wiBdkevXRVQlrOatq8QzPywTlvEWuIralLW3pDB5n8mnJVtC4N8TVgIA/vXTSs91szVmk+/xXLvo83kM/LKpqh7D/vYN7v5kQVbasKmqHpe+Og0/+izBWMCJ8yChKE0thr1impsjr5J8joNMsEQChhPw/VUmFQxyhVjnvBkb4oMdNVEc//h4HPHwD1nZXnN4baTDiq01eOzrxTjm0bHY0YThejz8M5KHc0xNQj5OrhEifH9Lbu35S16I8xkzZmDz5s044IADEIlEEIlEMG7cODz11FOIRCLo1KkTotEoKioqhN9t2rQJnTt3Vm6zqKgILVu2FP7tKuSylBq/zXSzjqeDKvlckc+ETSoLu1tCOLexYa5FzN9/u5/2OwvA3z5zCpWE6RyAs5ecV0I4hs5yPqSb/r4vDIfQEE/guXHLsXhjtfJ+O+/FKcqY15Bh2OEDaVvOfb4YdInT3MQ2L+jZevL66dar52mIB8s/kC0rsnypcv0spxO//fWCTaiojeGViauyMmi78d3Z+HbhZvzuX1N9rc9P3gWxnDe1IOGtTap7sjks5/Iu5Qk/t2cn6PnLdzdLMVt7fqtzPjFoNuDf23kdb28BT32/DCu31uDFH1fkdFc3vTcHt33odPMXPSzy+FzlkI8bQ+OI/IXu012DvBDno0aNwrx58zB79mz734EHHojzzz/f/lxQUIDvvvvO/s3ixYuxZs0ajBw5shlbnhtymRBOtJw3rVu7jM6NWkZlOXdLCOd63rJ4SlWD0NOGddOub1mWMi45YVmObTnEuYflnB9EJQQ3UXE9Xky2LSvEs2OX48EvFmHME+MDZe8PcW7tflzZTNPCkk3Vgjj1e/s1aMS5nE2bf9Hw9zazRsp3TDZeTDsDJuvK1atwxZbcunWmc6r4ezobfc3STTu9V0IyS/iDXyzCzobUvR5MnOdODK/aWoMb3pmNxRur7WWC5Vwxedgc1kv5HPDa/O5PfsbgO77SuhIHPX+88G+OJI1e7KrZ2rMhpvn8LflsZeP79to0q6n4YVNVPd6b8Qten7wGtVGx7ye3duCOj362P++p5yDfoft016D5fHw5ysvLMWTIEGFZWVkZ2rVrZy+/5JJLcOONN6Jt27Zo2bIlrr32WowcORKHHHJIczQ5p7DnJRdjRD6JVialnIKiGrAVSaWtDu7TFlMayxjxFGgSwukt5859XX1MX/y0bBt+vV9X3PzfuT5b7U5RJCy4yz521n6uA2kLapdP07ScGdxZ0jOfCeEEyznX+S7cUIV1FXXo1roEALB2e8qy0rq0ABO5ZDryJXKz8how7PNsmknxddUbM3FAzza48ui+jvX/9tkCvDxhFa45pl+qnX4t5z6FnSjO+QF/8veObO1ZGLwGHbBmy/r09PfLHMsmLNuKw/q1z8r2nQRvtzxZ4ncyLtMWnPHsRABiebn6mP++LpclJi95dRqWb6nB1z9vxM/3/AqAOHGhcutu6uzxgPMc8Of+5QmrACA5sXeGWPIUCC7O891yvqtma4+bFgrTvHe27mxAi6KIcC0TpoUMH+GcwT82QSbiguJ2r/Lvy6Y0fGSLZZurMWP1Dvx2eA/XvD1+ycdnmZDc2uka5S15YTn3w+OPP46TTz4ZZ5xxBo488kh07twZ77//fnM3KyekLOfZ33aomSznqgFbsRRz/qjGJTxotnaVlfmmMQPx0dWHZSwQeNqXFwp/H9S7LQzD0App07S0LvryYDioW7vwW+m8HPbg9/bnjVyG9oRpCYNNudluotgwwMWcmxi/ZAu+WbAJD32pTorGBvR8nLif7OYA0OBzsPXZvFTddkHwJJjlXEQo4WRZWLyx2vNltXzLTiH+OqiXay5fhXN/Sa+KgB/S6Sr4e7o5LKKbuYSBwWLOc9GaJMsbPRxqorxV3z0hXC4nC3TI50DV1waZHHVDsJznodv4rpqtPd2B98bKehx477c4/vHxwoRtPh87fw9NWpG77O38OEY+G/zpyUcPEC9GPzYe//e/eXh/ljPHTDqQ8MtP8j0BJ5Ekb8X52LFj8cQTT9h/FxcX4x//+Ae2b9+OmpoavP/++9p4812dlOU8+4My3k0tmqMXyLc3HoX7fjMEJw3tYi/zspwf0LM1erRV12pWxaYnE8KpKYw0zWC2X4cWwt+yoJaxoJ44MC3LUV7N6dbu/5jcLNK8VUEebPHXaO32Wvy4RJ8EzLKS5dRYW/lj9iu6/b4XqurjWLKp2ntFDjEDttm4P3GHvBB44tulGPPEePztU/fkZaP+Pg7nvTgFSxvbE9hyvou6kaXTbsGtPQuiK5NTl65be1Nkmn/me37CKntu7fWxBE77xwQ88MXCwL+Vy1GqToOuBw762krk+WAxsQtZmvh7N92Jjh8WbwYArNleK/TriTwWnHzLVm+rxbglzqSRX87fiNcnr85oP/yzaEmnN98nmWR0fdtsqXJMuuyq77rdHSFbO12jvCVvxfmeTC5jzvmX7UWH9sr69gGgX8cWOP/gXoKoVsWc89+7jXl0bu260bpq/VzQsqRA+bdu/wnT0paFkwW9XMvbKwPytpqoLYrdXC+jQiy2OIDg77cjHv4Bl742Xbsd07JSdc5NC+XFqQiZap9x2EEGule+PsP3uvK27Zhz6X7h13nyu6UAgFcmrvK1/UWNMcOBY85z+C7UT1dlY9tp/Ib70YOfe5eZy00rkri5tcv3RaiJrYULNlTZn7OZEO7zeRswe20Fnh8XPEGWH7fWbFnO8z2mW0wIl3/t4+HnftO13vKTq8Kkax4LTvkZvv7tWY51/vj6DNz24Xws3+Ivd4UK3mDyr8YqHQxdWFU+cv/nC3HEwz+gkqtqwsjWLd7Unv2WZeEvH8zznGBXsSuFq2TKrjTZuCdD4jwPseth56KUGmeiPZGzbOeCRVzSI3W29pSLOXu5Fhc4b0mdoNV1K17J0545b5ggJtOlZbEoztuWJd3cdYPTFkURpVt7wrSEwXAycZw4QePHcn7Nm7Ps7engE8LJlpAgGiBpOU9la+cFRFW984WvIsiLoUIxiHDDFAZKZuP+xHUyEQIWksc55onxwX6XJXXe1GHI6Qxe+GPNlqtkuujc2rdUN2DE/d/hPq6KQnO646vuyXTFeSZtl/sb1bOq23omCeHycbA4fXXKkpiPkwc60vVW4Q+R767yWXCuq6gX/m5dWqhZE9jKhbsEhb+1n/puKaZwLvT8ucp3t/YXxq/ALzvq8PoUpydBtoRqU0/mrN1ehzenrMG/floZKJ/S/HWV2O+er/GyNNmyu2KR5XyXgMR5HpJLyzm/zVyX6PllR639WSUueRHL3gf//eOhjvW04lzTr3i5tZ+8b1fMueN413X80LIkJfD36lBmf9YJacPQewHw1yKWSMXTRwLEnH/588bk9lz62wbOghiTJjiC3A+WZdmur1NXbkcdF0NbVefTcm6pLdoq/A6K2bZU5ULkF1EmbpqWZWHGKqf738bKekcWX55sje3ZRJDYpuT/sYSJs56bhLs+/tmxjoqJy7biV0+Mx8w1enfGdF7i+aRjdAPOf09YiS3VDXjxx9TATHgWszTANE0LlqIqgzyIzGoptQy6d9lyHkSUBndrz2/L+UezU+Wh8nHygMcr878f+P6Yf0Pkc5Iz2Vp6kovhIZNLKHeDfOm6Xc2tXUe2BFtTC7/qhtQEfpB9/9//5qK6Po67Pwlucd8VcavmQ+QPJM7zENax5Dpbe67FeUlhyjKucsvu3zEVs82aIlujAX1COJ2o4wVwt9YlmHTrsY51QiEDp+zXFQBwzTH9cO6Inpqj0MO3lT+XOiGdMMW2nbp/cv8JTugCyRc76zRDdsy5/0fVbdZYjMXWu/N6YSF1nK9MXIUrOLfzaMJffG/CtFAfS2DUY+NwwzuzXdf1O5vPjknMnKsW55kMoHjPAZ5DHvgORz0yFgDwwvjluOClKWLN9Sy5nqs8Udg5+n7RZkxdtd23i/55L03Boo3VOP/FKdrznM44K9uDs0w2pxN9qnteSIKVBQtYbTSOox8diz+9PVu4Z5Zv2YlT/zFBbGcWY84z6d3lmHNV3g/d9ZV/64XoZpnb0eLSTdW4+OWpjjKMfvGaPLAsCy9PWImflurzdeQS/vSle+/yhyhsL88nJnj4W7CmIZ618lFy/y1MAnPbHe+SryWfUD2qfi7zD4s247uFm1zXaWrhx5dcDXKv5nocnG/w48N8n2zckyFxnofYwizHCeFy3SXxmdFV1uTrRve3P7PBX1ghbAs0CeF0/QovgI8a0AFdWpUo13v63GFY+cCJ+POYAUp3czf27tRCOD7+vG6qUrvNJUxTaBvLVi8LoljCClxKjfHgF4uUGdPZPnjLuZy4LUgCQlmc8nHm0bh4PPPX6bOIf7dwM1ZsqcEHjW7P0biJlyesxLLNYgI4vy/beOOkTUJhxchmKTULlnYSZkuj2+T9ny/CT8u24n8zf7G/y9a7UHU7xBo37ma5d6MulsDvX56q/C6dGsfZfu9nsjmd6FP1saIrb+YjzC/nb8Sa7bX4ZM56GFyvu7M+joVcvDmgcWtPU51nklBU7m+CZGsP+t5STaTliotfmYYfFm/BadKkiF+8JgmnrNyOuz9ZgAv+NSWt7WcKP+GYvlu72gLsN9FnPsDuo607GzD4zq/wm3+mrndGgkT6KX+u+Pv4fzN/aZJkkpliKEaBXvd4XTSBi1+ZhktenY6dDfp3Ta4n2l6fvBpfzk9VaOHHNkG84pqhUqXA2u21eG7cclR7hAPOXluBlyesTDvsoKYhjrpoQghtJLf2/CUv6pwTImxwXVaY/csjWM5z3CuVcOJVNV4r5Y6Pua6rRGiRpja4rlvhRZOXFcewxW9qH51aFmkFNuOkoV2Fc7nYRzbxhFRKjWWrT5iSmEyY9ouNHYtXQjjGc+OWK5evq6hDj7alQuxt3LQE8RFkTM0nhJPhrfP1sQROfvon7Xb4F4VlWXh14irc97kzu7TfAVVD3MTZz0/CHK6sWFxjOc9kkGaa/hMP8snIsvEuXLihSnl/xuyEgOlv+0eNxS+dcyUPTk0pt0Km2wuCbiJGJWATgljMfIDJP3P8Pah63lQCiF/PspxlF3Vk0rv7cWvXDeyaK1v7498swfilW/DmpYcIXls8v+yoUy73i9eE3obKzLafKZ/NVZeTTBdVScp8wa0/YO/P7xclM8/zZSbTmWi09yn9bQoWebkN+glcxs/rK3Hl6zPx/47fG6fu3y3tdqWL2nLufn74d3ZNQxwtitTj1FzO5azcWoPbPpwPAFj14EkAgPo4P7YJsPNmtpyf9NSPqKqPY/nmnXhEU04YgD2h2LasMPC9Eo2bGHznVwgZwN9OG2IvJ8t5/kKW8zwjljBR2xi/m42kZTJ7d2qBgZ3LcWjfdlnftkwZ12l7dQLMdV3lKqwSQZ/P34Aazawt7wbv142YF817tW+BvdqXuaydnG0NUt4McMaWs88JyxIG5XHTcnhPBN2XzM3/nQsAeOybJcJ++EFLEIuXqXHrBkS3qdqou4s773r50o8rMeeXCvU2fb7pF22oEoQ5kBpQy7dgJi7LpmX5Fuf8WVINKIPOhJ/x7ETlcnbeczEbno7VTG5HQ4AkPdlG1/+oJu+EutZZECS8dcpLGHglhAtyqwSIhHEgnxfVPZoty3m2Ys6f/G4pZq2pEDxVso3XoL+5XGSr62OIJ0ws2ZzKRJ5+zHnqM+8FlW9x1G63CptIUCZgzSjXiLQtl2SGfu7lP701C2u21+K6t2en3aZMUN2tXs3mz4Fbd5bJJIgX22uijmUN3CRoENEZZGj19tQ1OO0fE7B1Z/pJBWWqGr0OJy7f5rFmkqBlZQFgU1UyYaJpiTmBYgkT01dtFyZciPyAxHmewVtZdLP/mRAJh/D5n47AG5cenPVty/CWc6/OsnOrYgBqEaoa76zdXicITR5eNPnto/kZ7lBI/LtViTMOPhQyBLd2PyQssZQam3FOmJZglYjGTXswnCqlltmgj5WP4c+lHJseTP9b2jh43tritU1+APP4t0uUyf+CoBLxdok5jeV80UbRtbimIe6Z7dWy/MfW8ntVCWedaL37k58x5vHxQrI9QD/hwZ63XAyJ0rGayc9euu72jEyOSydUVM+VKiQiE4TayB4HobJ2yvko/O83/T5DDi8Kkq096G6FbO1ZMLcFqWkflHjCwlc/b8SL49Xl6TIJJUiXzVX1GHrX1zj92YkY0buNvTxdyzl/PaK7qOWc9alhxTsqkwkguf8WLefBPbPcSjw2F16i2m//mMvyZHyfyvbzlw/mc+3yv+8gOTJueX8eZq+t0I49M8Fv357paeWF+KNfL8GZz03yzPlDND0kzvMMvl/M1Sx8KGQ0ySCCn7XWdZbdWifjwU9rdNMJWiOXh4lofsDt9wXBC82QYUh/O9cPGUbgyZOEaQmJlVjG7YTkXr52R619vtj5yLR2Oxs4DO3WSrtOUMu5zkV59toKTFy+1V7PDT4uLRo3hfJ66aAaENmWc41lg3kVMPa9+2sc9cgP2FxVrxXpCcvCsi3+ZrD5Y1SNe96Ztgbjl2xxLH95wios3lSNj2b7K0PWobyocR/cgDGNN/nqbTWOZem4v8mDVS8vCi/4zdVG41iqsCDo2qnzJlBNBma7XrHuuVLeqx4J4YJch0z6eHnAqtqvH7d2P/dftrO1Z9tzhE9cGkuYuOI/M3Df5wsxgyuxxshWpBh/X3pd828aE3PN1XgMBYX/XSzOi/P8EpJuR/fW1DVYtnknCjye70z3yW/Lzaquo7lzkan27xU+5Ld/zGUCwZAhji03V9UL1vRglvPgF0HntZkJftuczjudP0T+OWY5Tz6ftzHwNoncQuI83+Ceu+buuDMl7GOA8f5Vh+J/V47EwXsl3eyDZCVn/GZYN7x04YH45sYjAQAF3Db8dnj8RELIMIQkdKpBbjgkegb4IWGmSqSdPqybfX5MyxJeZOe9OMWREC6TSQsg9aJ0c3UMlhBOH3P+wvgVOO/FKVhXUed5/uWBuarOfRDcBI/8HRPNO+vj0nILGyrrMeL+73Dy0z8q97N2ey1ueGeOzzalPqtOx12fLMCF/1YnYgP8D3LYS1eot5vGi1xVgi2d5FLyGM9vaIJ+e6kNnvzUTzju8fGYuCwVI//kt0ux711fKX+rOw98Lge2/WyUoxLQPFaqNqmsJ4Y0EPWLaLEPdhxyf6MSGrpt8m78ftrr5hqcDtn2ptXlIFhf4YwvD5qpXgc/wRzEEyAbyQz5CUn+mc232t1ekzCPfLVImaslsyod4j75vxzvFx/nqznGePwxqBPCuf9emLxxucdyaTkXKmqYpsP7LFA/mcaQw7SSHivZxG+b05l8FCYz8uw5JtSQOM8z+BjpXVybCx2CbtDVqWUxhvdqa/+djggNGQZGD+qEjuVJ13jeouvfrV20lPMz7gac8f/pWM5NKyXUDMOwjzVhWg4LrcOtPUNxrqv1zRO0lJrXtVqzrdbzRSJPCLw8YZX/RihQWbrZYEx++bG/WyrCFhhLNu1ULtfFxjP4gYlgOU/DOdu0khno4wnTIwkSu8apZekMRFWulum80J1VCLJneVuxNWnd/2Ruqgb1498uQY3GOq/rf/hJuZhiEicbdc514iqmuFdVliihHw1wHfhD5o9p2eadePybJa5hBrI1SenWrmlKUEu/EOPvY/2Jy7fi9H9OcGS6t9vluYVg8O3jrXOqvkZ492QgTvhJai9xzgssfo/pDsJ5q+A8rtJGNp6FbOKlUUxLE7aSieVc+im/KWepTu/9NEeOAr5dqt17urVLIXja9XIYc86ft1jCcnotBLhX0zEIfTJnPUbc/x2e1yTgTQfV8zp/XSVGPvAd3s+w4gt/nZsz9wvhHxLneQbfyTRH/Fo24cWb31lBlQj16uPdTpPfWUZ+vyHDEAY5hmHgnctHon2LQmFZUMs5kIp/DhkQxLksXNj5CmVJnLOBotvAJFC2dlNvObfXsSzP85/tbKHKmPPGfcjnmO1blVPAC69BFT+Q5e99twG77jvTtHDhv6fiqEfG4sznJml/z/bDTwCkYzlXTSCw7cz7pRJ3ffwzKmqdCXlk5F1nOmOv+rXf8Z9u33wfxWLxhFJSGbZ53JItuOOjlCcCvz/Vver1PPi9nhOWbcWf3pql/N2f35uDJ79biotfnqb9vWxwdCul5pgw4gfOPgbJ/DH76Q/Oe3EKZq6pwPkvqcuVZVsT8E3ik02qJptCLsc+ZcU2fDJnvfwTzT5TO633GEyL2fxTn+OmiU/nrsf3i9zrUcu89NNK+/OzY1PiY1ezuMUTppAc1l6ewTtnQ6VoLRVCiOT+zse9ny1PiyB4PWNek0r8cbl5Q+UyE7hoCTYdEwHBLOfpX4MHvliEsYs3p/17HlV/8qe3ZmFDZT1ufDflpZfpec238BRCDYnzPEMQhc3WiuzAW6P9WhFUHaWXtdHtPPl3axfd2Pl4QsMABnVtiTcvO8ReFjbEhH13nTLI135itjg37BdzwrQcL5O/fboAQEqU+y2lpt+vtzgP0mf7sZwnTMvz/Gf7RaGyMrFBpTy4/Hl9Fc5+fhJ+Xl/p+I0XXsfOW0D5c+A2mNEJmbhp4celW7Guok4Z55rap9OtPZ3MxCrrLZtUOuWZn/DKxFW455MFntuRBZ187JZl4aPZ6+xkhengV4jxlhQ+8zw/wcSsQKJbe2b3550fzRf+7tyy2P6sOs+q50FImOazP3vgC7EcIb+N2WsrACRrcutwlFJTtNW0ks/32S9Mxq+f+cluG/9LP/efWFfb//2qytgsby8b6M65MnlfiP9enJQ7+4XJuPatWVincIeX4c+Dt+U8BX/sm6oacM2bs/CHV6b7vo/dvCnyrc6513WOm5baMpyBuHnwC2eZT117Ln9thuf2cl3OVoVYm939exXC+yyu9+bKpTjnx4QTl29zWPCDTCRlmGsX70xbm9kGGlH1farxQjr9G79ptzHX+oo6PDduOSrr3GuuE7mHxHmeIcQD7eLqnHcNH9azdc7243ae/MYwC9nape2xP/lZ+FDIQCknzks1tT5lYmwAa6RezAlL7x6WrVJqZwzv1rgvfcceRChblnebEpbT3Uzm719nnvV0yl9G2cnQVC5b7Ljk4/tg1jpMWbkdW3d6W4FlvI69Qaonz3BzA9Ql1/E7yFGtl44rakM8oU2ex1igcSnmkQdtshv3Vz9vwnVvz8aov4/z1zDFaWCDNK+Yatb+92f+giF3fYUfGq0d/M8a4iZWbq3BG1PWpNqc4QBT9rDgq3GonjfVAM0SxKu/69m2rMhzu27I97dqQGhawJrttZi6cjvm/lKpLC/kZ7+i+33mAjBofH262/MKQeDv923cREKtj2RS/PMnV2tw2yc/mOfd03fU+htsu12vTJ+FbON1mZPC0bk8E8t5tZSfhH8u5D5z3rpKTw+j5rCc881UGT68Tg9/35/74mSc9s+J9rHz461cinO+m7j2rVl46rulwvdB9p1pPp9sdTeqNqs89NJKzirkCdD//rfPTcKDXyzCXz6YF3gfRHYhcZ5nCJbzXVyd84L32IEdc7YfVVITRmmhP9FcIGVr52F/80niQpJbu98BIRuwhUKGPQAev2SLdtDN5gMyzXRdXpx03Xbr2IOJc0tZpkZex+tFkmmSMKAxgV/juVSJX9aG7A4u3Z9N/rjemLzanon+dqHeBU5nmfIbuxdLWPh+0SZ8OT+VeTWdF3lDTOEmKL3Q/czey7uWBwUzVustt35h++CPWQU7nhvfnYP6mIk/vDJNWA4k7517PxU9AjK2Fkq3CW+Z/HHpVsjMWrMDRz3yA97lrDFCDgGfFqEyKR8Gs2B7PeObq+thWRbemy7WClfHnIvhOOzZC2rpD5qtXc7/4dye5yYCoXv+vM4lPzHGly/yOkRLShDqVYNYiCfl8kXw59WvJczNwy3TZ8GyLGypzl59aK87JZYwlf1UJuX6jh7QQdoHJ87TmAhojiEef1+omhfEcm5ZwJy1FVjVWOHDLQY/m8jP5GfzNgh/Byqllqk4z2KWC3kcqWpaOu90frNuYy7m1TN2UXZc9Yn0IXGeZ+SwP2tyePGWyUSD17vUTSPu3anc1z4KIpzlXNoea7qc0Z13a9dZREc2ZqFn2LHkhujStlSTeIydQ12H6nfSQ5exnCeQOIczLlW1z1wmhWGEQ4Zdl1llOY+byYRqqgRcQQhiweTvh6r6OP783hws3uheek13jf0KsvpYAn94ZTp+4jKYpxMnGk2YjvtEPl5/FlHJcu6I+Q/WLtUe2T5Ygjgdsns1a5opiCDnYD7TUmqyZYxPtqcqn/fu9F+welstbuPc4dNx+9ZlW/9cGsTa35sWLnttOkbc9x3+739zsVkSUUqLPtQhG6LYNmGaFu7+5GdtScCgMf5eZSV1ooB/fjuWFynXUW9PvdwrBIG/d6IBSpLJ+/Oqhc1PJtdzQr5B6IMyt5yn05dYloX56ypRH0vg718vwUH3fYu3pq7x/qEPvMRfLGGlJZjdaFEk5ifhr6VyIqCJw7r8wD8HftzaN1XV4/N5G+xjUb377HuQn0jMpeU8i7ls8sVyDgCLpfKgqrCHdM6r0C9RQrhdAhLneQabhdvFjeYARDEbhHtOHYzfj+xl/+1tXXXu56ULD8Slh/fB2Qf18LVPuc65autF4ZQYNy1LcHPXWbbfuPRgzL97jP03OxY+5hxwJpphsF2o3h+3nbQP/nhUX+XvZNgL1e2lFY377/RNH5bznQ1xbKjIbrkRFWGuLn2DJj4zbloZldAB3MsUDewsTgLJkzXfLNiEX3bUum5fN/h1c4XnUcWLpvMir48lPEWqnxwSTsu5FHMe0OKg8k5hi7z6Gt154BdH46ZjoKa6ZxriCV+eMpV1Mdd4erc+nr/motu3v3Mmu6Wz3+lcpN+bvhbfLEgmDntXspon26C2nIs1j1Ux+xa+WbgJL09Yhevenq3cd9CEcF7JGPXiPPW5KEDJRt21jiqeV/4W5wfB/MSc1zMpnwOvmHP+eHnLOW9xz4blPKiXU200jj63fo6Tn/4Jv//3VDzzwzIAwO0fzvf4pT+8HkGt5TwD0Sj3YU98m3KnTmdf/Dmd61EBJFuIlnNn++Qu7/jHx+OqN2biP5NWOX7PYM+km5t/NpG33VLypgnyrnfzvPTVliwepvyuV/V16ZxXcdLQ+9x47WLi8q1Y5TEhTmQGifN8o/Gh2A20eVolKgDgwpG9cfepQ+y/owHc+hijB3XCbScP8j0rKlvFxe0zt3aupJFpCd4AqnhLIDnz2aIoYrcjzotzIXmQxq29cR+qgUivdmXKUjEq2IDQbcY52zHnN747Bxf8S51ROZuEQqm26MqExBNWxlZQ/tcxaSKjTMo5oGpH61L3rPA6cf6/mU6xpEJdAi2dmHOn5VyOBfbjEeGIOZeOL6glTrU2a6eXNVU3SBaETTzhePblNm6qqsegO77CNW/NgmVZWL2tRjtYOuqRH1wHOX7zSKQTcy5bXNjx6xJLsiRxOuT7HUgO4Pjzp3Jrj5uWwwovI1vavfDMdeHjWgeZp9NtT/VsmZprdeUbM11/57a/IGKeF+S8UK/3GRblbjkP1pc8/f0y+zOffDBr7s4+xLlqYiUTi65bDg/VZj0t59xz9etnJrgm5MsWguu5on1y384mdr5rdHVWnT+F4TynMefytuVdBdl35m7p2TtO+dyqurr0LOepz37GQW7P6KKNVTjvxSk4+tGxgdtB+IfEeZ7BHoldPd4cSN9yzmCn4OA+7VzXy8a7XrScq9vBCwC58+/g4SbJRDbrGA1DSuSjEZXMOq3qkMMh/wN85tbrmvDHY/DFl5KzrMzdwbJFOJSqGa8T59GEmXHMpCBEpG2VSjG+qnZ4eRroLFM6rwoZlfdGOi/yvh1aOMSLI+bcx6mUX/BzfqnAT41x1s+NW47/TF5tf5cwLZzx7ERc8+ZMBIHds17i3I/lvCFuOia75GfinWlrkTAtfDZ3A4be9TWOemQs7v1MncG5wiMJl98KDOlka9dZznV9stf7pkEjRMVBn9NynjAtzxjfoG7tXv2O7hSlKxwCubXzbv4aTySvwbE8QeHVVl5M1QuWc65Cgc/jddtX0L5k6SZ1GE+2NJuXqIolLGU/lYlofH7cCu13KqHrmZdA+l5OOJcLvMJkdJ4i7Nl86ceVju/YOeV/m8uQNi8xnkuXeq+2ZIJ8HNlKCGe5jF3U6+u/W+gjGSyROSTO8wz2UOSH7MmM8w/uBQA4blCntH4//qZj8Pff7ocLORd3Fd8tDFbHVUXE1XLeuA43KGQd5LtXjMTlR+6F3x3S23X7bEDJl1Lj96MTlWz8rnphRkIh3wI55sOt3WsgMe2vo+3PpmWhMJIf3UfIMOzrp0ueFI2byLRML38JZEujU5w72+FdwzqzyYN09qliaLdWnnVj/ZSDknf9wvgVuOBfU7BmWy0e/GKR8N2zY5dhxuod+HSuOiZax87GjNSqesY8CdNUToDxz9WW6gaHt4983Pzzxvb97wnOwaofqn3GAfOXIt2Yc/Y73Xny6kbU50622jLLOb9fU/h79bYaXPf2LGGAx3c7fgaO3uJcfY683Hm129Occ5XITmgs5+LvglnO5fXXbq/FLf+bi2Wbdzrax/cB9ULFCH99i/v7IVhfkuvJW69HQefWnqs4b9W+vJ5X+X7PZRI11T5U11vXZHYPfasYb6U881LLcpqtXTpPDkt6k4rzLFrOpWdM9QylM05QTaK6EU2YmL5KnbDVy8hAZAc6y3nG7hRz3rNdKRbcMwYv/G54Wr/v0bYUZwzv7mlh0rmUB0Guc34AV/qNiWjeusReRiP6tMVfTtxHSA6nwinOxcRz2lJqrNya4uuyoojv0AH28nJ7aXkNvvjjt5B5ebdskbScs5hz/YA43Re2bRVwsdSUSVUB3LLG61C5DgdBtc90BqJx0zshHJCsieqGbtCycpszVu1RrqSeznKjWsxcLr3qBcdNC/8cu8yxnN/m9e/Mxsdz1ou/k85fNu/5TVX++i1B7PoUSPIEI7ueugk1z9KAiokfC5a3W3tCfGoue206Ppq9Hqf/c2KqbZokajr8urXPWL0d9322wI6z55+FIO9X3X2serZUMfgyXoNrZ0iJ+Pclr07D29PW4pwXJju+5/sAwXLu877Jplt7YcT9nZgO22uieG7ccmyqqvfM+6BLCJeNCiEqlPvyyBcif98UmtKrOoLuPaXKscD/Rr4eTSrOPSaT3chUW+fScq7q69IqpRYw5hwAznxukjKuPF/Gfbs7JM7zjJTlfPd4AEoLIzl30c9G51gYEd3aHz5zP/tvVevd6vG+ddkh6Na6BC9ffJC9LBVzbjXuwxDOi27AwEq8HTOwg+M7PpbdC/ayStet/byDewp/W5bl2y0314S5Umoq91sgOQhKd4abnZedLi6H8uSMyhPCU5xnaDlX3UPpvMjjCctxrmIJyzE4X6UQ2Ty60+01ScK+ro8lcOv78/D9ok14c8oaoUY4Y0i3VgC862ObpqUst+Z1T8jXsTlCOVQC2AtHtnYPce41ucH2yw/ADRiSGLWEfQGpSgmMJY1VKfhrKbqCe8dG+7Wcn/HsJLz440o89X0yaVc62caT21Mv98rWnq5bu5eLLjuHbFKa31w9d3/wYS7ZcGsPWooy07A2FTe8MxsPfrEIv/vXFOVUaTmX+0Mbc56pC5UGVV/iNREg30NNYfHlm6nqN7UJEF36nuS5FpfltJSaxwRWuhMDfkviZvobHfLEnaqvS+fYdBN4XsxbV+lYRuK8afBXBJpoMuxHiO7/JoV39wwZBtqVpeKrVX2h22BnZN92mHDLscIy1smyl7UhubXrKG7MKrxv99aO78qKwr4HGizm3O2F+fN6dSxR11bFuP83Q4VlppWbwVc6hPiYc43lPJpw1u72C7vW178zW7uOnBBO9QL0LP2TYYkT1bGnkwQvlnDWp/9mwSYMvetrYZnX6dQdr5dQiJsmwqEw/vXTSrw1dY1r6aWiRrHpHcdrKZMnep0deXDtFdueC/jBn1fN69RvxL/ZoE8u7cbwGnBF4yYe+3oxdjak9r91Z4MgJi57bTo+uvowYZkfK41K4LvhKc6l+4tlSucT0wUZ3+rrnKusjqnPOgu5V58tPx9u69c0xEW3dm7SY+aaHdpt6nCv5hHQcu7yrFTXx1Be7J4gU8W4xvKDSzbtdPQv143qjyP37oAznk16ZSQnZJ3bkO/JHxZtxsaqepw7oqdzZYnWpQVCLokWXL+vjDn3OGfyT3Jl1edRWc75tutuAbeJs4Tp9Ctzu283VNbh4pen4fxDeuF3h/TybrSE17s0Xct5QvOeSK6n3mbTu7WnM4GQ+hxkTMBCt3j482NZ1m6RHysfyQ/TF0E0M3xpnVDIQAFnYVINWILOXjIhnrKce8d5Au7xPW6W88P7tRf+9lNKTYfuF+lm488F7IWhG9xE4ym3dq/4ZBk2wPpx6VbtOvI23Szn+3Rpial/GYXLjugjfM+/dNOZjfdys/VLMk7Y+TvZcs3Wqa6P4db352HS8m3K751t8ufW6+U2D6SO2U8GbNWz5DWwkgWJauB2YK82Xs3MCP4S+hVIsqBkp1x3tF61tHc2xPHU98uE+PpFG6tx6wfzhPVO++cEyU1d77FS0xBHwlS7xrvB93mq6y4fO7tHTnhyfGqdQIN3jSXRIyFcLGHi2bHLcev7c4V1gru169cffOdXeOTrxak2cedve000tQ2fos/tvPidGGK4TWRd+9asQNtiCJNIUlPDIUMIV4hqY87FZRe/Mg23vj8PizZ6J7qSBTh/LbPhQt8Udc9VMed+kk66VV2QPWQA94Rwj329BIs2VqddVs/LyczrHaPDTfjqPcHS2pVm/96W83QmA9LxvgKSfbQM/x7N5WTS1z9vdIwp9iTyZ3RNAEgNBGguqmkRLefq5G88QWcv2fb4hHA6K5ZfyooiygFQr3alePUPI4Rl7OXJmn3GAd1976dVidrCEcRyHuRQ0zktXnXOownTtmqVFjljIft2KNNu24+7uXwdlDHnjc92OAR0bFnssLav2Z6qg56OV57qRZlO8pi4JsuxDGvj498sxVtT1+DcFycrv5fxY+UG/N0Hr09eA9O0fFjjLaV12GucI0+yFCgEfq4dUcVyb/6up05E6AZ2fOZ8Fbr9rt5WK/ydTBKX+jvGPXcyg+/8Cqc/O1FZBcE0LW1tbn7AqrqX5FshnhD7PtYuv+jECl8z/rq3Z+E3/5wgPIPRuIWHvlyEt6auFX7nNTgOmnma394KTe1h35ZzlwfCawJHxk2cj128JdC2GPy1l1uqCuUIkhBuo4+qGPLmvJIMut1nKkt7UO+EdFBla+ebousjquvjmLBMPUEdTzi9FNxc9PnzZlkWrn5zpmMSyw0vL7ggoQu8zd/tOdGdl2yWv/MTRpVOWEY6MeeA2nLOj/tydb9uqKzD5f+Z4RhTyIxbsgWn/WMClmgqQ+zKkDjPM+yYc1LnTUpRQUqwhQxDGFgESZqiQ5UQzo87kG6VF343HAVhdbb2juVFyoEK3+bbTtrHV7u7tS7BU+cOU34XxMU3iLW6KI0s8F51zpPZ2pPHLydvA4DlW/Tx035ehnIsr8oFkA1W2KRMkZQw6db356GyLoYVW3Z61p1WoXJrl9u+dFM1Tnn6J7vCgcoqGPMZAsCOh59U4NFZHD1LQyXE8+TFoo3VvuJ41eLc/XfyOS2IOLeR6wF1OpZzeSDJ/g5qdHnojGQ4S7DSY6KVxq3Nc9ZWiNnaG9e94vUZ2O/ur/HzemfMI9+3KcNHpLbGEiYuenmasCydUmqyhwQ/ufbR7PWYtaZCciXXJYQL5pKbjRhp/27t+mulm/jUkYvQVP49It/jhuE0aqjeBzpx4ucMyfvkz6vqervd+/WKd0TTWM5Tn1Xhbm6W2b9/vRjtWzjLxibd2v1PKvHjrbXb6/DZ3A14a+pa38fvFZufbsy5mweW7p24ZnstHv1qMaZpspsHQb5fVN5e6SWES30OJM4VeXb4cV+u3n1bq1NeP27v6N//eypmr63Ala/PyEk7mhMS53nK7pIQLls8c94whAzggkOccWHplmrjKRSytYsDQNWAJehLlIk3NlhIxpx7/063yvGDOye3qxC9qlj2eMISXi66uCqZT689HHt3Kld+53cbgD4RlQo/sfgydky/5mXBZ2tXZdY/on97xzKGn8Gx7EWgGhSywQpLvqWahFi6qRrH/n2cHTcZBNU9KQ+Qrn1rFuatq8Qlr05Xfs+W+RkAsHV08cq6cb5n7V8WH+0zbCJuetewj5vq0n9eYjWaEAfQqgmpXIvzdGLO5dMRT1j4fN4GPN2YHM0P4ZCB4wZ19r1+at+p9n63cDN21EZd1lZbdb5ZkJw8enXiKsf6IY9EmvK9O331DjtWmVEbTeC/M35xbRcgigD52rNwF8F66iPe3k8IhrB+FpKE+c207tbXqcSkG7moc82Hm8mbDxuGY1JaJS50x+g1UTdj9Q7URMVzYFmpa15V59yXW4bzuqjzfOqSCGYTZcy5IM7df9+tdbFjWdIzT78fGd0EvN+JKK82phtzno5b+47aGJ75YRl++9wk3/vUIfdnqiFWejHnfL/k//cqyzlPrtza+SGgn+PdutP9HbMrQuI8zyDLuZqT9+2KhX/7ldId+85TBmW8fSHmXDr5qs5h5F7tAm2fibdFjcmJQobhmSHZ13YVljylOJfKY/nNOu12HwaJOQ9iOU/HeiDXOR/Ruy1OP6Cb/T2frV2uSQ4AZx3YQ98eHz7eTsu58zfTViZn1tnAhL/nGH7qh+tQ7VO25vDJjAD1AMotTlj4LXPT10zS6EtQqYUygw3Q/E7+JEzLM5O0aVrKAaHXe59Zzk3TwradzjrogFowZ1Owp+XWrihrdNUbMzFt1Q7NL5xEQoadkDIIvEB9b8YveEUhsOW2MeTzpuoKhPUbV7ACiAvGn9+bo/3u3WlrcdZzk7CFK9MpP6+sn+Lb7MfLwTusQz4Hmd9L2XRrn/tLBc55YRLm/lIBIHkeFm6oylkprbemrsFdH/8My7KESdBfdoh9ZcgwHN5IKnHBCwq+DKvXaf6//6ndrtm5VYVhuCWEU53rpkgIJ8aXs3AX7nvujykr5Dwi6nbHTWe2drf3ON8X8/283+P3mvgJcu8J3g8e5eJyTa4s56o+k4d5Q8hGBtXzw596XQLeTOHHsH4mbJqyrn1TQeI8z7DrnDdzO/KRokhYOTgOYpXV4SYe+Y5t8q2j8PLFBwW21stWl5ABlBR4W3C9JmlUljxdhk/+OPxap908OILEnAe5RulkGGf3BXvxdG5VjMfO2t92RfVya3ebrPBnOZfEueIF+NJPKwGkLCzyQBIAljaWSUoHP+Xb5MuutJwrSqmpYC9EreW8cROyKI4lTCHLsQxrs997NG46y7w51zEd96BlOV0xZdg5vfbtWRh+77eYxbktM1QibKUm9hdQTw6pYGKHv0SsPc+PW477PlvgO4NwOlbMcMhASUE4cP8adF/1nLu0XP5KdR8Klna7xJv6+3S5+X9zMXXVdmFiQX5HsGecf9Z5QaKL0faafJSf2XT6Qxm/FsklG/Wxm+w6nfvCZExesd2uVX/VGzNxwpM/4vUpYlWFbFj8gWS4zysTV+HHpVuFfvaXHWI4TShkYO9OLXDCkJS3h1Kcx1PeGQfe+629PGFZOP+lybj45anK52rZZnXfzK5XrcoS7nKtVbdpphU7/MBPQqgs5/zze9N/xQkJy1LnI4knnH2pm9cA/07wClNR4eXlEOTe459HtxwtfvqVzdXeeQtkurUusT87EpBmrc556rOq/2HnUx4HqRLC8ec+V5NJQl4RH5OTuSzb11yQOM8zUpZzkucqVCIqHTdoGf5l4RAw3Eumc6tiHDOgY+Dr4xDnIQODu7Z0rLd/j9aBtqvqvFVNS5jiS9VvrUrDpYcIUuc8GxMobtgx5zHmEm0I+416uLW73UN+LPl+EsIxWBZllSWXt+QERZkQThogyceZUAygkkm8vF92cVucq68tG6ypxLnb7cfOt997NJYwfQkeWVwlE0a5b5tZxT+buwEA8Pz4FY51VOe9QnLl5ssFHdZPH0LBE1PEg0bjJtZV1OGBLxbhxR9XYr0miVU2XKOT2a/FspJ+CDp45AXUqm21GHH/d/bfVQprpNJynub+vSwu/C1YJE2msmec3wbv9ixXN2AEjTmXj8ev11OQfTLu+mSB9jsmztkxsm2yEIQXpWdD1bdkwpbqBuEZdlgZG/O4PHvBcFvwVNc7759o3ERdNIHLXpsuLN9c3YAJy7bhh8VbHB5GbjBBV6+43q4J4fLCct7Yx2gS28leQaalbreqL3WbMC3UVMPxbTn3jDlPL+Gj2ySWn01e8sp075UkerQVxflz45bjlKd/wtadDVmrc84LauWkUON5lycCaxoUuXOaxHLOtU16zmeu2YEtUuWA3dBwTuI832D3GElzNSpX12yIc15sy9bidDJey8jCwGgcSIwa2NFe1r5FEfpL8d2HeLjPqyYJWId+yn5d7WWxhCUch2+3dpfvgljOg9aHPmrvDgCA7m1KcCx3jgDgkL3aOtxt2X3BBkjsnmD7jcZTWaNVHguulvPGnl/nXbFv91a+Ys4Zd/16MACdOM9u7JR878o6WnVvx0y/2dobz4sitAJIDfiKZVGTMF2tgex8+71H4wnLVwZ4eYKoLpbAU9+5x2D7seSok06l2jPupqPRlhO4fhMesgGT4EYYNzGdSzykS9IlD6BVJWn4yY8+7Z3VCtj5b9cimDgPasWQBTg/8Ppu0WZUuoRi2ALZZ0IrmVrF+eO3XxgOc5/Vbu38/rZxk2sqscZ+F0+YuPOj+fhi3gbX/QNOYZ2OOGdihe33341ePEHwytYuC9Fsx5zHEqaYjCoh922p81LWWJGjShFz3hBP4KznnfHB/Fn1irXlYdcraHiLLqQo1/DXRZmtnWtC55ZifHlB2FBnpTedpdRiCRP/mbwa57042XE+ea8x3uPAb9JBr/MUZDLSK6kfw0+/Mm+dM4Eloz6WwGn/mID7P18oLOc3G02YePCLRZi3rhJ/+3SBWpynVUrN/fuk8caZa6ZaZTnnpkLlnCzZwpTOCWP6qqTHzoj7v5XW3/3UOYnzPMPu4EidK1F1VpmWJJORN5eNWTk5NpyJR36yYb/urVDI/X3CkM7Yt3vrwPti237y7P3xyJn7AkgOzlinziYG/CCv9/zvhqMoEsI/zjsgkOAOmoH96fOG4aJDe+O5C4ajdalYyu3VP4xwDJSZ8Kq3Leficr7mbXuF2HAb7zILgHwMw3u1wbtXjMSblx3iq845Y0SftsntKSYJtrhYzvu0L8NLFx6ob6gCx8DeRz6FuM9s7amEcOprywRqi2LRhT0Wd3dDjycsLN5YjSc9hLO9vmn6qh0t369vSyWuVPiJ8XbLCL1v91bo1a5MiFeWJyt0qMRfNG4Ksba6Qag8yHpBYfFn5RXv/Gi+0g2f3Stty5zZmd0IatmpVggonrFLNgt/y4NZIH1xrkoYxg/8+W3Jkzsz11Tgq583Cs8K7/mitZwnLHwwax1enbQaV74x03X/gNMKmM77jj2LH89Zj1cnrcY9n+ot5Dq8EsI5253dAXPctIT3qCx8+Ul6lkl/R41zsjOaMJUiim9/TYDyWOwZVFkRVZbgpZuq8e60tcrz4zenRCZYKsu5INhTbWhVKr4ry4sLlOOhTZX1uPrNWcKyWMLC7R/Ox8Tl2/DSj2L/w09m86XI/FrOPcsRBvDaUCXIU66XoQD8buFmzF5b4eiL+a3yxzVzzY6sWc49S8+ZltJ9XOXWzjc4E8t5vDFXhcp7iT/GGJckcWLjJLN8OA1xE2MXi++JXR0S53kGWc7dCepimS/IwoBdX941PBQyhAHgwY0izosfbz4GT3PlztggJRQy0Ktd0iIW56yhft2Fk9sS/x4zuDN+vnsMTtq3S6DtqMT5R1cfpl2/ZXEB7vr1YAzp1spRWzpkGI6BMrNwsZc7S6TC1ovFU67arUoL8fJFBwm/d3vhsYGtnBAqHDIwok9btFDUm3ezALAJGdU5kd2heQrDIWUSOTfc3NotS10fPJ7wl62d/VY3ScMGmuXF4uTKlp31rgnc4qaJ0/4xwXP/jPqY6RlTG084xfnCDVWe2/YzWI7GTYfViJWXY/ss5ixFZT5jzlPCk29PQhjA6SxIfsdvs9dW4NVJq5XfsYFh+4B9btCxY5XC9Zhng+S6n5AmKwAp5jzAeNErYRh/XVXP6xX/mSHsexvn+aIbuMZME5uq9LGpXjHnQfpdeZsbuf0GHeSz49HNDciCKVsx5wzZci4/m4I4b8wrsl0hznXXhW8/P2G0rqIOhz34vbZd7DyqJi9UIvK4x8fj5v/NxWPfLHF81ySWc1XMOXet5BrkPDUNcaWYuu/zhRgvVUTgj0WeJOG3IFrOfYpzj/4+yHn0mxAuU+us1pYheUYxonFTm9w3KF5tT5hq7zOVOP9o9nr7c0MG9+t9ny/ECU/+iGfHLXd8J0xIc9Z5N68huVzmrg6J8zyDYs7daV1aiDcvPRhXHLWXvSwbbuc8uTjzjjI8jZ1aAdfZhKX66oVSwjDdLdGjbSkO6p0S8nz/xTqzhJlyaw8SBqBKCMcmFIJYzuV19+7UQluiTUbOBm7Aaa2VxbptOWdu7ZzlPGQAxwzsiHcuP8Re3+3lxc6bnMCNt2AVKFymdbDBtVqc64VKUUEocHjAzoa4YBXlXT//8Mo05aBzyeZq/G+m/zJTqooBQErktJQs569PXuNqOY8lLNfzJ9MQT3i6tS/YUGVnl2aoXPZk/CYokvd/58c/J/fRKDz5SZXeChdyt23KlnN+4KkTWH6z11YoYroZrO/oUB7Mch4UL8v5Rkmc89ekQSHOg1i4VINPfvsJD3EOyFbH1GdVqSwgaQnaXK33kPGKOfdT5cOZ+NF5noI8Y0DKbVsX3iNbPbORZZ4Xh/GE5R5zzjWLJV3cphLnmmea3x6f/O2xr5e4VtFg10vl9v/qxFWorI1h2qrtDqHLixxVG3IF3/eyfkJMGMaLc/G3OxvivkUqL3Sj0j75c8U/J349B7zOk9vkb100gb9/vRi3vj8P1fUx4T51m1DK9HbmPab4a8C7iS/fkrrvEiaUCUv9Jne0t29ZytwdwjZNC+t2OO9x2YPki3kb8M70lMdZJvfryxNWAQAe/Xqx4ztdhRLe4+LSV3cvMS5D4jzvSLkeE2oO7dceN48ZiJbFEbQsjqB1aXat6bk49/KAhr2ceMt5OCSLcymu2mVQVlqU6vj5wRz7TTyRspyzQff1o/t7ttu1lFqAmHN5xvPL6470XaapQPptyDAcgtCRdKzRFYqd9xiXgZyJan5Cw20CmL0M20sihT8mOeZclblX/p0qW7uqHA+jMCyK8yfP2R+tSwtw43F7a3/zyFeLccyjY/Hj0qRVg59Q+GHxFuVvLAt4szHzslteASZc+Hv7w1nr7M8x23LuzMzObtG3uQkSe7sBLW71MdOXEJi5pkL4289AUBc3LKOrP75qW9KCzl9rPjuvG6lM5KnzUR83hQGkblLCr0B1G+ix57u5xbk8sOSvCfssuLUHuH9UlnN+8oO35OmSWurav0mTufnTuevxmsZbAXBek3RizuWKFGyb/LNVGyCuGki9s3TnQX6edJMTQZCThbnGnCvc2pWWc82zyk9W3Pr+PPuzV2Zw5kKt2u6O2hhOevpH/Pa5Sfhi/kbX7QBNYznnzxubtBEmmBSTfxcd2htAUqz5fbz4Y+HvhXNemIyHvlxk/817zuiujYxXv+wmGm99fy6e/n4Z3pq6Bg99uUh43oIm8AsCn+uGz3XBb/bHpVvtzwlFebpkG/23Y0dNFJe8Oh3XvT3bc90xT4x33dffv16Mq98Uw3C83qEzVm/H5a9Nx9rttdp1VJVbEpp3HD/W+Hbh7uXGLkPiPM+gkHN/hEMGpt02GlP/OjqtBDlutJTccLOBPKBhLxde/Mhu7bLgdKsrXsp1/Lx7HTs3cdPEym01wrJrj+2PT689HH84rI92u27voyBWXFnkhxozQftBzgpvGHC4usvnlx0rW97AubUzyxNvgXITM+yF3btdqeMYGPK14pN2ybDrGNRFvTASEvZzzMCOmHX7cRgzuLPLr5K8NXWNo81+UE0gMFQx59e/M9v+zAaB5UX656mXdE4B9yy/KupjCVvA+C1T5sWYwclSiW6TLDz6mtbJ5fxEVMuSAtccB/Y2FQnh6qKiW7vuXPkdQPs517noD3m83NplKxg/IGT9KL9GkEG0ynLOxziyvtQw9P2dzqo6VjP55WY1B5wWZ/ka+XnfyQNe9nwI4jygeGbnWudBYFmiCHObaPSL7HLMvy/dYs5ZPxAkrlvnSeB1vpnA1blksxwRT3+/zHU7gH/hZVkWPpq9DgvWe4fmyIhi1Hlf8M8be5ZaliT7gLXb6+yQHS/4SQD+3E6V3o28cPTr1q7Lf8D6WTdx/iHnsbBoQ7UywaSKTHMo8OOYeu450W01bqpLmgbxSBn2t2/w/aL0RSw75sUbq/H098sc7xUvy/kZz07C1ws24Zq3ZmnXUXXXsrcYQ/Ym3Z0hcZ5nsFuS3Nq9KYqEfSdX8sPfThuCQ/u2w8WH68VquuiyefPCJhIyhJlBh+XcxYrJd/z8AIkNKDdVNeD3/54KIDXYCIcMDOnWylXQuFm3ZYHsBj/oGNg55c5++8mDcOJQd3EpD44Myf0fcA4YmbVNla1dnWRF/5JhA0T5JcJfDrk9NS4DX7b7oEnyZHEeMpITHH48GNj59xNnzeN2/dmLW+fWzoSpynLOKFPMmru5JKpoiKdCFkoVNezToU2jN46qFJMKXZwy+8hPcrQoirhOtDHYc8wPVOpicakub2Zu7W4JmNgjEXQSKShelnO5lI6X5dxN3zxz3jDh74/mrMfp/5wgWHb4c8KsxSGX50yVVC4TZIHmKKXmY2wg9+kqca5Kesa8JH6lmPCLm8lEjm6Tsv/6KZXsykucX/rqdE/BI9eg5t+JTrd2pzhXoROAOmusfN3vPGWQ8Dc7Bq8Y+4UbqoRs/sq2xU1frsKTlm/DdW/PxolP/ej4bu32Wvz1g3nKJI8AhESbqooQgtu7SxJVL/hJAL8TQX7d2nXXkFmn/XogJCwxv4qb5T7zhOB8P85bzjXeT4rydEAwy3m20D0bfj0d1mxT34u6bfCXb9aaHXZIWq5L8uYTe86R7iKQ5bz5+N0hvfDmZYco3WwyRR7QsM6Of/EXhkNC5+NMeubvceXjuVRuyfLgTtfhfXrt4a6TREHc2vkEacdwpdEuObwPHjlzP2Hdx88W/1YN4OR9y8ewozGxmp0Qjos5Vw1u3dx7VVmzAdmt3d+1iXAeA/zE0m0n7eP526JISBB5bO9+Jkn81AJX71M/yGXnTLd/NsiUs7XzlBSEHeEaQWNV62MJ+x5pUZSdyToWKrOzIe7p1gqI1lbV6vwkR4uiiK9nh4kn/vavjSaE66i6pmu31+KnZVsdy1X4sVS53QNNAS96LMuSLOeN4oI7DLeJiZOGdhH+/mzuBsxcUyGUNxLc2hv3FTYMbVhR0NhtL7JRSk2etLZLqXlYzlkI0X49Wiu3Wx83Xe/dTVUp8elVjuzbhZswZaWzxB8PL1RNS0zqKLef79bd7lnd9eIntTtyoRzyRNqv9+uKb288Eq0arcmpyVvvfmIpF8uu4oXxy7H3bV/YYUjpbOeSV6fhjSlrlOXidtREhUz17PzynmOm5YxFb5tGIt6YMMmVWXiQjC5kgk3O+o2FTubi4TxlXPrDTLO1y/04Q7dV07KUfZnbOVpfUefqQp4OCdPSTtD6Pc9uE1eqyQa+D3zgi0X49TMTUNMQD2zQ2JXZc450F8GimPPdEoc4b+zU+OUFEdEiXCT9ZsyQpDWjZ1unKzAPP/hQleuSB3e6Ds/LK4EfpD362/3w/O+G+2qTbAnjhfWjv90PvxnW3XW/gPN8ysewoyYmbDvKxeqqBpchw9BOfvzzh2Q2UfkVwrtR+hXnOuuOn7jewkhYeEna9cB9CL2GmJmWiPDzMtSJBfbilrO180RChuM+C2oZSMacJz9nz3KebLNp+bP68BllVa3n74+yoogvgcUGoPygvy4qJr9TTSpd9tp0z20zbv7fXO13bDLKb26IXMEn/JQtax/NTuY4UJVSkycm3UpI8tdYjDlPubXrvB2yEVvNIw9k5YSnfiZ2SgrVzxQ/8aW6rxO2B4q676+PJVwnA03pXvXCy1LKf98QM4U+Ws54H3YJM/KD8I7i7gH5fBdEQujXsdzhOu9HvHmFXDBxeOO7c1zX459JeVJgyaakcN+iCJ/409uiezHro+V2xaRY9HQm6ITSdA3ZtZwzt3b5PrXd2n1ORMcS/i3nmcac65Ix6jZrWep9xhJq0R5PmDj0we9xxMM/ZLVPiiVM7fX3e72C5AEB1MddWRdLq1LFrgqJ8zwjdU/uOTfhnoAu5pzvbArDYVfL+W0n7YN7TxuCd68Y6bov3p1NJTjlflJnOXdLBgaIFtOCsCEkWJPhO3F58MmfA5XVVPXyktsmH0OnVkmxW8SL8wQLJUj99upj+mL/Hq1x0r5dtLPDizdVJwcxslu7cO38W84ZfIKY3u28M3gXhkPoWF6EI/fugKP27mBnQZcT5qloiCfSqkkqD/J5vNw4ox5u7cyLQBZ/frPRMutWQzxhD1DLAljO3crdtShOCWgvt2sAiMad4pCHXyaX3rvmmH6497Qhjt/U2m7t4rKoi1u7ZVlYtLHa/rtjwGRud5ycctllTc5m6FA68PeDHJ8+c00FJizb6qhNrioN5LdKhWDxi6fc2nX9oV+XXd1z4LCUS8JCfh78uLWXOCznTtfr2oY4/v71Ytzyv7n288PW0z339bGE60SkaVn4dsEmrK+os8+dG17WZt7iWhdLCEJ5ztoKYV3+vKQTilHH9Y+i95nagy2Vz6XRyuyje1UdbrfWJTh9WDdpPffzwj+TQWqj8wnH+N/K4ondc2x5OpqIf/4WbKjyZT1365N52LbkZ4rdt74tuglTFOcu78igAtPxe83ElW6rOnEOqCcf+GUbXUo1BsXN4853NZOA507lLWkheJnOXRkS53lGqpRa87aDyC7yjJ8dcy5ZzosjvOAVH8/SwgguOKQXOrcqVu7jvIN7AgDOHdHTXqYS3nVSrKFOnMuJ2Jzfp47JtCxXiw4/gJVfLLw1SyX4VOVEHKXUwuJg8qlzkrGlbEAdS6Qs52HutzeNGYgPrz4MxQVh1zjF/838BQs3ivHaglu7Ju76q+uPFGLs+XNqGAb+d+VIvH7JwcrEaDKFkRAMw8BrfxiBV/8wwj5vfqz2DXHTt8sgj1u8OBMRuvcle6nrwkTY/SKLP11pxN8M64YR3AQQ2259zOQsfv4t527ioSAUsre/s8E77lwWhzL8YKO4ICT0B73blymT+tXabu1irGJMmOgSj0HOddDHZ9k2xoG929ifU1az5h0m8Of2urdmO76fvbZCECgJ01IKAbdXqsqVHUiJhbCUrJPHr0dK61K1B4k8+PUqpebldREynH0624ecEO7p75fh7WlrsXBDckKHiRPmsi1TH3N3a/983kZc+tp0HPrg9/bA3W0s42WMlEMY+FMll0Lk3yPpWHr5JF313ISf/O5m/S1bnpCszCcM0edQUYkOwwD6dWohLKuqi7u6J/PPpFdCRTfYu1i2+tvivHFxyDB8V5lg7zL5vv55faVqdQG/Ew3MM072ygoacx53uLW7Wc59bdLl9xqvEs1DYMHSTgyrxLnf4/CirDCMJ8/Z3/47lrC0k0VBwgeCoJzg1iTI210hcZ5n2G7tzdwOIrvIA6q9GgfNvNWzKBwShErQjujuXw/G878bjr9y8cuqgXWt1HHrBjJeFll+ABhPWK6DeH7g45YhWjljqrKcS/uS992vY3Kww6wcDdwMuW5w2bpEH1d36/vzsGKLmNSEP286gdy6tEAILZAHesN7tcXh/dsrE6PJ6M6vfC5URONmIAsLo7RQ74LNZsPdEtoA6qRvQMrzQrbyqSzn4ZCBx8/eX7jnWCw7H3OeLct5JGzYExO+LOdCQrjU8kfO3BcA0L5FyoJtSPHLKjEFqC3ndVLMuXyudkilo7xCYGR46zLbb7NbzrkTMGmFM0Z5ysrtwmA0mrCUgtnNci7G8XODXE5g6vrJT+c661WraKMp+fmHV6YJMe9OF+Ng4jwSCjn6CqXlnJukZYkP2XlrLYlz1o/WxxKOSVt+X6okcO1c4pW9xuyCOI8nsNUloVo23dotK/VMixOqYkJVgBeyyf/PP7gXXrn4IOU+VKIpZBhCtRUgue8jHv4BK7aoY8v56+inf9Jhu7VLrwbm1s5XOHnxwgN9bXP/xnwF8iSTnwkTP++oySu22RnfW0qTx6yv8uvWnkwUqw+b4ck0Wzs/iy3ca5rVYwkLE5erczKoRHEijQR8KooKwjh1/272/Z3M16Ne1++EfzbEeYLEedPzwAMP4KCDDkJ5eTk6duyI0047DYsXi4Xp6+vrcfXVV6Ndu3Zo0aIFzjjjDGzatKmZWpw7yHK+e8IPHE4/oBtuaKxNLVjOHeI82D4KwiGMGdxZsFSq3K3l/i1dyzm/7bhpubp218YSKG9s19EDOmrX8xtvLA++5GNgVhRWeiMaTyVE08UtPXnu/ujaqhgPNwoqLwpdvBz45XxbdQNrP9ZvnQXaj0t9Q9xMaza9pCCsdaO1LeeaS8buX51HApskkV1o46bpOKaw7SWQaguz7tU0xNPK1u52PsIhwz7f1fVxrSWRwVuz+QHESfsmE5Dt06Ul7v71YDx3QTIvgzzgL1KEs9QqYs5ro3HhGZEtRBW1KXH06G/3cw1L8ILtt9nFucdAe/ySLfhmYWosENXc6+w2PqxfO8d301btsC2VMY3lXCf45Ek7HbqSdBOXb8ML41fgxndn4+f1lZi4TByQy6E+nvkKDIU3iuSmDIgCob6xf2SCqpVk5Wf3UUPcFCZtYwnTM4Nyh3K1pxfg7b7NT6DVRxPKOGoG32Xwbu3lPhO8yhM6TKjxx8ufeea9xYQHO7WRsIGjB3R0TDqq9gEkJ+d0z+n4JerEcPyknCzOdWNH1bnWxZzHExZ+Xl9pJ1YNGc57QofuXdYQT3i6hvuxxN7831SejJYlGst53N84Im6awiSCmzj3Kww3Vtbjd/+agi+luvbyJOvGynocdN+3mPuLt0eBjOo8xbh+QlUi0i/sdmfv2uS+/FvOo3ET01dtd/TbCzdU4dJXp2Hhhios2VTt+B2Pqsvnk/ruCeSFOB83bhyuvvpqTJ48Gd988w1isRiOP/541NSkXno33HADPvnkE7z33nsYN24c1q9fj9NPP70ZW51bDLKd71bwgvDuXw+2B/u82CiMhISBV9B4URV+6lrrxJ1X4iHejTCWMF0zuydMCz/cdDTeuPRgV7c/vzWurzy6LwDg5Ebx4xDnjf+zAXVD3ExlF9cc78DOLTHx1lE468AeOGQvffw8gx+s65JmFYTFhGeZJDTRZT33yg0AAGu216Ylzt1iN+0sxZoXN3uRqgapQEqgOt3a1a6f/G+A1MDs6wWbMKFR0ASptODmjlwQDtmTCrXRhOd2GwS39tRy3lr7+0N741eN9z7/bMnJCFP7dbq1m5ZYAks+V+yY9mpfhjOHd/edqJDBP8L5khDOz4Tdp3M22J+j8QQe/WqxYx12LR47a3/lNh5u/A0/4cHOZ8gwMi4p5xYiAgDvz1yHk576CV/+nBzURyTLLMOrD4nGTcdEQtwjW3tdNC4kWJO9iNg92SDFnNfHEq5W6oKwgcuP7KP93uvKypZzN0udzq3d7wSV3D+mKqpwyde4750x5yw+2zmRyFBZueOmhRLNpKIurwd/jz757RJB9OomU93ilOX9TF21HSc99RM2VNbb25St1Dp0t2cDF36kw887iu+LR+4lTrTZk0hpJoRzm/zxKwxf/HEFfly6FX98fYb293WxBL76eaPr/txQTSK45eYIghwu5245d7bjrx/Mw5nPTcL9ny8Slp/w5I/4duFmnPfiZJz89E/Cd/LEkcrSHk2YvvI67C7khTj/8ssvcdFFF2Hw4MHYb7/98Morr2DNmjWYMSN5c1dWVuJf//oXHnvsMRx77LEYPnw4Xn75ZUycOBGTJ09u5tYTuyt/OXEgAGdd03RgbtaAlEhMYX19/ZKD8dS5w9AjoEtqumjdpQPUMZdnUEsLwzh2oGghb9+iCIf1a+8q4nv5SIwGAAf0bINZtx9nx5Y7LefJ/9nLui6aqg/tR7A8fe4BnusI1k7NNuXa5H4yq+vQCUTDJVkVzzvT1gbeZ0lBWBtjo6qRy8NesNqJi8bnwCEkEpZ2EMefZ9n1Fgjo1u5iJQmHDM5amPAcmPH3Pz/Q0N3qvMAyDEOYRGMurizDsTwgqeJch53Jw5grLvMcCSjOuYvNxkde7qi5TqDLx9UfN6iTch1+MLqpqgEfzna6mrNr0allMS46tLfjeyYMeBGzelvSmh5ycWv3i5/QFR72XMjeEar+U+5r5Wcqla1dLc5rGhL41ROpmtnyRCAT5/+d+Yvw/qqP6TM5A8mJt9P274YbRu+t/N6ykvkBXhi/HMsU5cH456o+phcJgJQQjjt+v+JcznDN4u/5Z5XvBtgzlrKcs5wmye9Vz95tH853LGuIm9oJTF2/w09Y/bB4C96atsb+W+dZoervEmZSnMr9yFeS1dcwkp5EfqpM6AxL9T76UT/5G/jcDQf2bit4NbHz6DtRWUK0nP9n8mr8tFRdhtJvBnSvmvFA8tm78+OffW2vvCiCKX8Zhft/M9T1+Phnu6oufcs5e44KbXFuad/xqnvqvRm/AAD+PWGl8jc7amOO9ssTsNos9WQ5b14qK5NuHm3bJq1XM2bMQCwWw+jRo+11Bg4ciJ49e2LSJGctRwBoaGhAVVWV8G9XgNza84fLj+yLaX8djYsP08/8++X4QZ3x+5G9cMWRewmutyp31sP7t8ev9+ua8T51yGJJ75Lt/yaUO9fzRvTEvy9Sx92peP+qQ3HnKYMwZrBz8H3+wakEd6/+YYT9uU1ZoS1q5MEoGyCUcNZPNsgt1CRv4+lQXoSumsR7DH6fugmHAin+U1eOyQ9uljc/Ew6TV2xXLnfzZNANGoHUTL3udcn6Mt0xM4uUbBmMSRl0eVRu7Tx+st4z3AZbBWEDxZGwvV4Qcc43XTdQ5c+JPN4ttRPROS3nAFBZp7ecR6UJqIws5x6TK/Z6OR4v8fcHO1fDerYW1uEtkrr62vx2VMKJ3XMqS33I0Lu1+yWIVweQ6rvk9qjck+W7TC6hye5P/n7hXV9rYwnhvBVrwoTen7kOPy1LiZe6aMLVw6q4IAzDMHDE3u2V31sW8Mz3y3D/54sw+rFxDo8H/t6Pxt3dWkMay7lfbyU5wZyXFVe2nLMJxSCJOtl+dP2s6l60LAs/LRPd3Sdw10R3vLpM5MmQL3E/sodCyEgely5vgtA+WMrnqz7mbfn0EyvNi3PLsnDU3h3sv4t9JITj+zjVu+aRr51eN4AzV4+Orq1T44a3p63F1JXJ9y6/F7kMoBvhsIFOLYtx3sE97WNXurVzx1xVH/MMGdHBbp9CbnJQ99xlq2SbfL+p3v/k1t7MmKaJ66+/HocddhiGDEmWl9m4cSMKCwvRunVrYd1OnTph48aNiq0k49hbtWpl/+vRo0eum54VKCFcfuGn/rQfQiEDd586BLeeuI+wnHfp9VuOK1PKJBc6nV70M0vOkF8WXmW2ZA7o2QYXH9ZHKXL7dyrHnDuOx4r7TxRexDwOcd64GWaFrIsmEPVwaw+Kl1UyEkpaRPmBYpBzKpOpONcJ3gNdSuC5xRvHpSzFuv3pEnGxQX21lA1dNSDdq0OLxt9wlnNFDGSrkgKM/fPR2jbzuFnOI6FU/odkwjn3bb0wfgUmNSbv4Z8F3eXmBY0s4JmFdWej4JRPL28llic22N/sPBUG9NQQBq6N17fYh8V4aLdWvvcRVKTysZTsXMh5DFSJyGR4i7hq4pENblUDe9PK3HKerjiXB66qx1j2NJH7Qzsrt6bOea0kTOV8I7q7qCYad020xyZ2hnRthb06OCfO4qaFWWt32H8/88My+/N3Czfh8v+kXIOTybv07xW+GXwIgt8+V36HsXJqOi8eR7b2xp+HAorzhpipte6rkmN+PGc9Pp8njns3V6Xco3WhbLpJq2jcdFR9iEr7ZefQLbmf3WbTwqWHOw0a9bGEp1u7n1hpfmKzvLhAOM9+Sqnx68tu7UDyXo8nTFzxn+l4duxye7lfIcq/D2/7cD7Oen4SYglTEMu6a6GCP1425vhg1jpHe0TLecyzEoIOeXIpmjC12/ry542oqI2qvwyA/C5WWs7jJtZur8t4X7sKeSfOr776asyfPx9vv/12Rtu59dZbUVlZaf9buza4S2dzkLKckzzfE+AHfEFdUNPlmfNEl21+UuCaY/rZn4Pcg/LL3c6MniWf11alBa7x83IpNQbzUuAt534HTW08BiJe22Hf8wPFjGLOi/QJefwck86a4FZCrqQwrB2YMxGtTwjXKM41TWP3nRyHqYor/ef5yXuWP06V5TwcMtA7YPkwFZFQKldAfdz0tELMW1eJ819Khlj99YN59nLtxISUrZ1nWGO2Y53lnB94xqTnzvYOycCtnZVivLExaaWfvBUfXn0Ypv5llK99BPHIAUSBkkoyGEzoOtvgPC9sP6rnpCGeyDjmXJczQgezpsoD10VSSUcg2XY+8ZkszlliNV0iMS+Lpe4+qmmIu3oUMEtrYSSEL687ElOkeyRumlrPmktenS78nYw51T+H/IQw3ya/9e1lWD+km3x0xJwzt3aXmHMV0YTerf3xb5c4MtR/Mc9pkNriksWeoRNRDYmEYxIgKvXBbCzQ1o84T1jKSd1kWIJ7P1obTaC6PoYNlXoRxjwaBndtiQGdywVPOD+l1Pjxjq603bcLN+OrnzfhoS9TcdN+rPrlRRHl5PLGynrBa8Bv+UVAfFewtv97wkrc/YnoFs/vt7Iu5pnPQQe7r+0ytB4eK/Jzmg6yl4pqf9GEibnrgifP21XJK3F+zTXX4NNPP8UPP/yA7t2728s7d+6MaDSKiooKYf1Nmzahc2e1S2ZRURFatmwp/NsV2HOcNghAFG7Zsui6MbBzOUb2FZOoCC6AAQfO7GV4RH/Ros3E+muXjEB5cQRPnL1/Gq31j27wWMIl10qJc3/H+OQ5+7taBL0GfWw/frK1A864URk3y5sfl1s3cX6A5CbMb1d3mF7J+9j71ctyXiVZPWUx0rVVsV2vu1Bwa3cOFJmQzHRuMxwybKtffczbrR1ICkfLsvD1glTmcF07+GeODXw//9MRePb8A3BYv6QLsE6c8zhCAuxJMadbe5mP2FvDAO49bQi+uv5IXHbEXp7rM8IhA+1a+PMyClpWhx90skkStwklP6j6WvZ8qKxuDTGxgsBJQ7sE3mfQmHOWJIxvz4bKOuXgP5YwBc8a2crPnin+3FdzHhheYkH3bqrxCPk4tG/Knb0wEhJKCgLJrNr+LczullfeKyAb3krsnOgmBPiEWUDqOWXPfJD3udv9/Ng3S4S/O7V0PmduicXm/lKBpZuqHd4l7J0ZjZuOZHHyPcbOYdsWfiznpjIUpj7mna29JhrHuS9OxsgHvseabeo676y84R8aww0Fy7lLTPZ/Jq/GsY+O9WW1Vk0Q10W9fxdNmMr37JrttcLYvj6AO3hEShrMeGe6aHDkn+2K2ljaLuAh6f71Ssg5Y/UO1+/9IF8vdbZ2S6iksbuTF+Lcsixcc801+OCDD/D999+jTx/RJWb48OEoKCjAd999Zy9bvHgx1qxZg5EjRzZ1c3OKJXXwxO5NcRNbzlXiuzgDy+7EW47FR1cfhhF9RNfovo1uyIf2bY85dxyP04Z1S6O1/pEHA7ZbO0sIF0vYHbvfQVO/juX45NrDMbBzufJ7+RmdeMuxuItLHsiupzj5od/3M+cNc22Pu1u793Wr0Lj+lhVG8Malh+Djaw4TEhcCQOvSQq1li720dQMuNpDWW4+T25VFizyLfh6XcyDiZTk3mPulXijKycC6tylxrJMwU9afOq6Ouhc1UbXFSYa/X9kqg7q2xAlDu9iTMGwQ6RYiIk+Q2Pd4xCnOdRmhhfYiORAf0Lk8sPeWXxGkOxxd38MPds0siXNVCBGb2NBlteb75ztOGYSrj+kbaJ8tAiQrBICSxnuEn6zaUaN+huOmhfMP6QUgWWdatvI3KGLOecu5yp2YP0e6kKuahrjr4L2LlLdDvkdiphnIwuz2GPITVUJCuDRLAdbYk2Pq79k5SZUjSy5PWR79v8/dktbJnkXdFP2VLkRn284G/PqZCTju8fEOcV7EtV+e5JOFHbtsbX3EnEc1Ce7q4979aF00gfnrkp4h70xfo1yHvR/YPa50a1c8w7d/OB8rtnqXPTSgfmf5qcEeS5h2OATPqm01joRwfhEs59x9LWvvtTtSkxkVddEMxLnoddUUsd7s3C5YX4Ufl25RjincctHsjuSFOL/66qvx+uuv480330R5eTk2btyIjRs3oq4u6drSqlUrXHLJJbjxxhvxww8/YMaMGbj44osxcuRIHHLIIc3c+uzCbj0S53sGxYLlPPcXXZXFc68OLTCoS0uM6N028ARBm7JC7NfohgsAH1x1KK4b1R8XjuxtL/PjFpspspsri+Mt5ZIqMeEU1EPBrxDo2roExw5MJbRjgzd+oLhiizMjcWo/7uIp05hz3fu1tCiMksIw9u3e2jHJMaJ3W9fsvztqovi7ZNmRsxfr3NrZ/f7kOcOwV4cy7N0pOTHAi/PX/jACfzyqL/cbzhJcFHYIOq/YyFYlBejUUhQMZx3ozEfSEE9Zfxpizpi7bq1LcPaBPTB6H9HbYZsP91JAnLCRB4ItpJhzVrtcdR1i0mCFeaywTPj88+xn4q0p3jtyCAyDzyHwyJn7Ktdhh1tSkKlbu/NA2USHrkYy/xy3KilAOGByR7ewFBWsP+Brfess3Ocf3BNXHd0X/7lkBJ4+d5gz5lxRz5rP9VAXTaBnY3WQf190IADxHBVokmjWNMRd43u9hHE8EcByHnd3a+cH7vzkhN9s7TJMFOsEAW95BvyVUtPh1kZZGKneE7o2/rIj5R6+o0Z0a7fbn3DGnMv9HTsm1USmTH3MdCQkBJL96A6P+GS+TKSu/jd7Hphhw6/lPAiqvtaPPjWtVAlMnjXbaoXQKL/J5QBxQtrtebrvs4X25x01mcScJ//3E3Pu9vsgNMRNVNXHcOJTP+J3/5qKNdudXhPRuHcpvt2JvBDnzz77LCorK3H00UejS5cu9r933nnHXufxxx/HySefjDPOOANHHnkkOnfujPfff78ZW50b7JhzSgm3R9AUMec3jRlgf95e43w5hkMGPr32cLxzxSFpx+cxhvVsgxuO27vJ4ucZXqXUgFTSqODi3L8Q4Et5sX3zp1RV59b/ttMT516JqPgEgfzL/9C+7dCjbYk++288gXu5AQGDJb/xdGtvFDfDe7XB9//vaPxqcDJEiZUQY22ICBY8Q/i9fE7Yvtpp3C+r62OOyRbVQKw2msqgrHJrH9S1JR46c1/0bCvGt2/dGUUbRaI6GV48yLtnscnMcsee2W6t1RZ+HjnpIW/x9GfZzv17R2dpbcl5QrRrUYh//T4pEvlzz0RE0PhtmQJF/8QSLOnCP9q1KMLfTh2MR87cF8UF4cDZ24sLQoE8k1RWQFVSqjcuPRi/GdYtmRW9fwf0aFvqiPll8dq6mPOdDXH7Xmrb6HUSEe4dN8u5izj3EMaxhOk7lMprcC7GnIeVn1Xc/KsBSs8A5rmiyzfB3jkN0sSH7BbsBzfRJe/fLf+FM3kglyRMevfwkwteFQFYv3r2QT1ww+i98dHVh2nbEObydfDUxxP4YdEWxS9SY5Raru/fWKnOaM4s02wfqrJ5qnsyiAcF31ey58KvMFS949dsrxU8MPy4yDP4PsPNUMD3ExW10bTFuSPmPKDlPJ3wzIZYQihhN08RWx6Vyt6pSDdDfT6SF+I8OZBz/rvooovsdYqLi/GPf/wD27dvR01NDd5//31tvPmuDbm170nwlspcZWu/mkvypou3CoUMGIaBvTupXbh3BVTPTGE45BAlQc9zEMsLLxaZW3AmNUd53F56KrHB8BJl/IQCP6j6zyUHwzAM7eC5PpbAss3VjuWy+2lYJ86l7TJrC+/yJ7edPweRsOGYeGDrd+SqLIy76Wj7s2k5B2mq5h3Up43o1i699NlPZPfh7TVRDO6azFOwX3d9vgK3hFXsmKob4nj8myX2M6sS5/Ig1K3OuR9Dr9d75+R9u6C8OGIni0sHnZVPrFccsfuiWCJpVVm6qdoWEX7i54Fk/LzqeVc9S7ylSMfvRvbGbxs9LdwqGaiISGUVvSi1k1tZtlVWTgDYu10pDuvX3hGCoNpPVHIL3cmJiE1V9YqEZpxXl6YPqeESbSqPwVOcWyjw6YEgt1+Gt/4GCXsIG4ayKgubHNOJskLpfrGrUyi8Vrxw69vlY9adgknLt2HonV8L4pBfVXalLuImFxzhMZJYZ5eodWkhrhvdX/CWk7nzlEFKIVxVF9MmrmN9Hm851z2H9Y0TEGzsxL+f2X5Nyxny41USkmEYhiCIVV4nbvC5HBjrK+oEsRwoIVyYF+f6SckB3Nitoi6WtpVZrjYQS5j2fdSzbanns1XkMb5SvceiCROLN6bGEks3OccVMUVCSL5buv83Q133u6uR2fQzkXVSlnNiT4Af4OUyIVznlsXY6KO25hH92+P+3wzFwC67nkgvK4zYQoY9P4ZhoLQgLNSw1blo6mhZrLaEqmJyi4SYsOTDrHpZZxu3klnyfRUOGaILaEQtzpnQ1cWc18dMZamwZMxhavs6y7ncLnbu6mKN19BwnuOIZAl2ivPk/zf/aiB+WrYVZx/UA72k2ufF0uBi+86UN8nenVrgzcsOQfsWRfZkQdJyLradnRtZBG2vabBFwqUuCdUEa55sOeeO6cnvlgJIDkI6S/G7gLpGPJASDsJkhg8RpLuLPr32cHz980ZceXQ/FEVCCIUMR6KqTOHFeWlhyjIdjZsY8/h4bKist8+7H/H1/O+GY8zgznjkq8WI1okDdTdLqV+XWJ3QbldWiG0KD6XCiIGigrAjL4EO/hijCRPFoTASjthgXdvUbsW8gOWtUMu31Ngih90mfJ+im+DL1K09ljB998eW5R73O6hLajJMvDbuIiVkGGjfohDrKsQM4eydoZt7kN3aZU8ht/f5VUf3xWuTVvtKTibvn/XdXVsVYz1nXb7+nVnOxG7c+ZLdrZn3yc76uCM8pl6ywOsmWGXevvwQ7NWhheNcAsBbU/UVk1jIFh+vrUv+xcKe2LuKf07499eO2hgmLt+K0ft0QllRpPE79bu4W+sSu83xhCm8Z6LxZKk7r2R2DNlDAQA2VNYL4j5IfXDea6XMJW+FHNPuN8RKhr1z+ZwKfC6s0sKwa8x8QSQENO46EjIc1u4ahddAQ8zEEk6Qr1d4TcTiTsu5aQGvXHwQJq/YjrMP6rFbVbnKC8s5kSIVc7773GSEHr+ZvDPlhQuHoyBsKOuP8hiGgfMO7okDerbJWVtyBT+Dzj8/shgLOgly5vDuyuWqq8Xvlz3LfIbb3+QoMZ6blUaOv5atnuLMvPPlr485TyiHvbIbnKFpmuziK1vOVQNCIUdDKORwb2bnv2vrEkz762jcNGagYxulkmCYt64S//ergSiKhPDImfvZGaVTbu3OUmrsuZVFUGVdzB48u8WculnOVRaewkhIeW1kqyWzeLFryrfBT/eie+8M6dYKNx4/ACWFYdccEpn0YXwm79LCsP3cmlZycAukhElrH4mphjRWWlAJRFUfwAaNfhI/AXrL+f4aq2JQyznfbzXEnAndigtCeOys/ZS/Ve2nwSUh186GuJ3x2870z21Dm629wSnseLy8juIJZym1uEvJNNVEwI83H4N3rxiJAVziTv4+9tJUhgFHFnkg5Vng5dYuW1b9lFI7ed+uvj0v5P3bSRGliUnVcfIWWl5Q7dejtT3pXFUfc1iZ5Wziqn5BVcmEHVNQrxJV6JXWcm67tTdazrl98ffbfZ8twHVvz8bVb850rCfD8i0ASbd0/mhTJfXcj4H1fXL1ESBZ6o6/d4OI8wLBrV1vT5Vv05WNye9aBgwBYo8663/qoglh4snrmebfASqvO/78DO+VHGd+vWAj5q9X5xhg3PXJAizcUOVYfvSAjrjlhIE5HT83ByTO8wyynO9ZBH2Jpcu+3Vtj7p1j8NeT9mmS/TUHvKsr//zIVrKg4nxk33Z47oIDhGWRkIFT9uvq6/dXHd0PJwzpjBtG740HzwjmelVSEEZhOOQp6t2OqXVpgTD46Si5cPKDY9UARhcnq8pKCyQTavHet2EjZeHm26GznLO4Q5UIFCz7YcMRc84Len5AedygZKK+vdqXOQYXFxzSC1ce3Rc/3z1GcNdkgz9VtnYmyuVJker6uC2g3BKG8cchH6ZqIFwQVotzWUimygWGHO3TWc5P3T91Hwd576jui6Bx2Dz8fVlSGHYdTLcuLbCvqY7OjYn/ShXWJpVw2lkfh2VZvi3nOjfZyrqY8jxEwmIsbueWTk8InqJI2L43mEBg9+GIPm0x/64xOLB3W/VvVQm54qadk8AN9ljyngxay3k04VpS0StfRzRhOZ4hP7GlDMMAerQtdVQL4fGKQ40lLHe3dp8J4RKcdTH5vf7+DYXcE3zyyO7J7E85tEN13/J9NLOcn7Z/V/z3jyPt/VfVxx0eOPXStlSX/70/jsSz56fei6WFYbuySdAM+WVFEcc+dJNk7FlgfTDfn/OlPz+esx4AMHbxFtTHEq7ijc9RsleHMuGcq8oQqmDHrEp6Z1nApuqUNTiIWzvfbrdwHtntflWjOO+o6WdOH9YNv96vq2OShU0Ws+Opi6XC1AwApR7JOPl3sGqCnW2riJtwfnf6L1i7XV/bfk+ExHmeYZE636PgB3G5LldRUhjerT0y+FJR/GHKA/F0Yvv5QfA/zjsA8+8eoxzQCTRezlYlBXj2guG4bnR/z+REsiWse5sSzL3reK2FjOEmzqMJU5hIkNvNnx/VZJFbzLnqXEYTYgK1kGHgw6sPw9XH9MXjXL17+brY4rzRrV31YucHfZGQ4bAK6AZgj565H24aMwD/ufRghzg/ed9kzWq5zF0ZlzVdHpelyuSJv6nnhLxb8i83y7mKgnBIWQpNTgAVd0kIV1wQwv2/GYo+7ctweL9U/WlW9hAIlutE5a3hd7LxyXP2BwAc1q+dvUy0nEdQEA5prY+RUAjnHOTMss/j5gKvmhyJm1ajgPUnzkcN7KSsOT28VxvlPgvDouW8jaaigN1+w3AkHWNu6ZGQ4VqWUSX8GuImdjZ4h9iw+7Et1z7dvVxdH3O1KKq9FlLbiidMx1AnFrd8l0zy8+x4bak+llBbzj1KqdmlyOw6541tCjFxo78+IcPwL86lBjDhKJdUUwk+FiIEpCznbcoKURAOobzRcl5dH3PkMpAtu6p+tbggLHgr7NOlJWc5D/aODRmGkJgUUE82WJblSAjHP2uRkGFncT+0b6qPe/K7pa4x2MUFYfzttCEAkpOjvOcGu75ekzzsvaIrd8iXsvO6vXu3S1ny+fcvf43lZ1JnOW+tKDkKAH88ui+eUlR2YGNEuwxtNC64tR+yl34iDBDvFdUkIaOkMOw5HtqTIXGeZ9hu7c3aCqKp4AdYnmKPcEUuFcOQB7HplKzjLb51sUTOPB5OP6A7XrrwQPvvkJG0tnlNqrhNONQ0xIUXaltJFPDn5/eNNcBPGJJKtslbXGfdfhw+vfZwAMDm6galQKuPiVmVDQPo17EFbhozUEgGI18X9qJmlnP1gFAMA5GfGd1gvVVpAa4+ph+6tS4RBEO/ji2055ZZDuX6wMm2qsV5XSxhC2Q3Sw2fSM7P3RgJGUrBJ3svpCznzrjX4oIwzju4J37489Ho0z4Vh18qeJz4fzZUE0J+Leen7t8Ni/72K5x/cC97GV/ijrVJZ4ErjDjzDfD0aJu6z1SWHn6Chs8Sn4yh9mfVKikMY+Ito+y/B3Qqx+0nD8J1o/trLcb88+JV99wwUs+EnBHcO8mjeiKHJQsb4JL4k22br2mt25/q2eBRZdXntxVTWMkbEgltuT0ZP56spgXboquiPp5QvnvZudJNmutKqYVtcaO/Pw0Av26cMFUlyOKRd8/aU1YYwY83H2MvV3kw/N//5tmf5XAhNjlQrbCcy0Jf16/y4ovvR/j7z88kRMhwerioEg3y1vSUW3tq++GQ2u168optrhM+RZGQUIaNnxhgISVeCdbs32sm94JUaunPPZ/8+7dLq9S9wvrLpNu55bhPWQx9q5IC3HbSPnY1lNR2G3PKSOMh9ic7ntpoKueKYRj4vxMGuiYE5bdX7PI+KCkIOxKqEikoIVyeYXEPAbFn8N4fR6KqLiZ0vERw+IR3/POjSogWFF501PhI4gN4W2x08MLfbzfATzicMKQzrjq6H0555icAyUEkyyAOJBPcFUZC9gCEn4Hv074M8+8eI8Rl8y/bNmWFQo3Wicu3OdpSF0vA4t3aue3ztaxlyzh7UbNBpOoyyXW75UG1n2vLCz63REcsJlPlpsjaKlsG6qKmT8u5Oj8Cg78+gJtbuziITsWcs/ZxIQuF6msq5mrQNtmBSpy7JWr726mD8c3CzbhuVH8AyfucT7bYtqwQT5y9Pwwj9QzormckFEJxgb6x+/dI5cyQc04A4j1Q2Hhua6MJ7GyI+445l9vXobwIlzTm9FAJhFjCEu4JrxKHDfGEQwD6mfjRbbs+ZtoC4aLDeuPW9+c51uG3zVv2O2lcYys1lSjalhXi0iP6OCYCgeR9wyaVYqYFwxB7ymjc9O3d5Gcyaf8erXHBwT3xwax16NWuFH98fabwfUPMVFrOWQ4CXvQ8de4w+7Mu5pxdGrcJ3IJwCBcf1gfd25RgeC93S6QsKvn43x5tS9GiKJkINRIKOYRhVJEQLtz47LfkLOe6bPwMXZ4J/jrxfRr/XLcuLXAI06fPHYZ9upRj9GPjk20KGY2TGakkZrKWrqqPYfXWVP1rdn75Zy0cMjhRmdrnko3VrnkqCiMh4Xry51H2jNDh5cq/M4A4l70BGOeO6IkZa3bgs7kb0BBPYHN1PUbc9x2OHtDBMd5gJTiLCkK49Ii9cMnhFvrc+jmAZFjMXo0eU3I/bru1M8t5LAELqXu7tDCCP43qr00IyrfXzbunRFGO8jfDuuHzeRsC9cG7KzRtkWewh4Ck+Z7DQb3bYtQ+7vGThDfM2svH0ALOOK10Jr7436gSvvD0anRJGzM4vVKPvHXYb1t50VpWFMHQ7q3wwu+GY2Dncjxy5n7Yq30ZBndtiV7tStG1dYkwqJJfzi2KIsJgzJG4zcM6mpxpV2dr58W0nKk4la1dbznnrQjhkIEOLWRx7to0AOLAxy25GbOcqzLTsoGo03Iet11EXS3nglu74nvpQCJhQzn401vOk7/nrcaCIOX2H6TslNBGxX1Qzg3K5VJy/TuV47U/jLCTAAFAyxLR6nXasG44df9UfgXdeDgSNpRVFM4d0QP7dW+F209O5daQEwAC4oC+IBxKla+rd88+7gZvbVSd0/LiiDBYVVm3eWoaEly5KzHm3Kteuio29YKXpti/d7Mk25ZzTlj/8ei+OH5QJ1x5dF90aVWM0w9IXqNKbuKKHXOb0gLMvP04XHV0P6jg+5tkBmanoJRLeelw6x6/vP4I3DRmAK46ui86tizGFUf1FTK6M+qiCbTnYo5Z38jEFDtn14/ub1u7+fUaEmaj5TK5POXW7iLOI8kSn78a0sXuEz++5jAcr8ij4HBrl0q2MZHq9arQWc5Xb6vFU98vc/2t7nbjJ/909bhbFDmf0zalhYLHimGoPYN4Rv19nD3hHA4ZqT5OEufyJC+QzI0gZ5AXythGQnZ1gljCFMRhQ+NzzTwjTt63Czq1LMINo0XrsWoSkCdI1ZZSl4nU/2tMcloXTeDj2am4etmrpqJxnMJyn/BjCVZXHnAmNWXnL+XWnuByYXmPR/h3tFuopuzWfkT/9njsrP3QUREqtCdClvN8w7acN28zCGJX48HT98WofToJLtmA9yA4KLUeyVzevWIkxi7eLIiMIPAvLL9GfpU1+PjBnXE8N0HwwVWHIRwyEA41xrI2Gim8rHD792iDmWsq7L+9XPrronHBBZDfPD8w3y6FIcjbVSVUk0uD+XVrF/bDDXzcyuPwwlGGiSbZQlkX5WLO3bK1e0zA8NcHSA58VdZYR8x5o9BhljD+N8WStZjBu4UGee+cO6IHHv16CQ7kxDbvwvrfKw/Fe9N/wV8+SFpoVdeGF/NBUkEUcoKa55LD90K/ji2EZaqEcMLzEjJQXBDB5uoG7ORKg911yiD8b+Y6zFtX6atNfJwuv/3Th3XDgb3bokfbUmFCw8tyXl0ft9f/zT8n4ulzh3HJBt0vlMpixU96yeUFeVj/MbhrS6GtLzSG2/zfrwZixuodeH/mOsGt/dNrD8ct78/DRY2hMdq2cW2vj5uO58SrnjmP2/M+sHNLDOzcUljWs10pjh/UCV8v2MS1ISEkzSovjmBbTRQ7G8Qs3bKXDUv4liw15WyTm9hUeQbs2701nrtgOPb6y+fCctmd2mmhF/MS6GDhQuz8M3H849Ktrr9L7kvj1q6ZqOX7NFXMc2EkJMSYxxOmI+YcSMZ5s22xagKA6C4tP8u8O7YbLYoiqI81WpfDnOU8Ibq1pyznjbH+rUvw9K2jYBgGHv82ZT1WTQLyBHFr50Mi5ESexYWpSWxVVYLy4ggqamOorE0+m7xXxD2nDsbKrTVCny3nB2hdkpyoSiWE48S55nEzTcueLOL7Jq8yi3J/aBjJCXdKDkeW87wjFXNO6pwggtCqtABnDu/uEONeg2C/XDeqP7q2KvYcfHZqWYyzD+qZdlw6/7L0IzYBUXDqkoQXNlprgGBx9//v+L1xzTH98NmfkrHmbnFkgGg5V9UqZ8ju4vJATyXW+HaHQwY6lovutkHd2mVxK7YnrE1sVKgT51zMuVtd8WKPCRg5ll/n1j5/XRXOeHYitu1sgGVZWL0t6fbJymCJ8eTi9hjCOgHU+R+P6otX/zACL198kL3syP4dhH3wJYpUx+lV5kdneImEnWX0ALU7eSuFOJDPZQvbxTduD8Z7tC3F25cfgt8O745X/zDCtZ2A3nJ+0r5dcN7BPQFAECCqScP//nGk/bmmIS6sc+1bs+znyk/Neh0tiyNoU6pOEgWkLLJH7d0BfzlxIP71+wMd67B6y6xmeyRkYK8OLfDuFSNx4tAurvvn7z1+MosRi1u+Y87TMWLwVkMgmRCua+tUP1Jme1HE8NHsdVixZScAp5cN7wZtKiYj3SypOrd9lSePHEZlW+ilrNpeMDdvtg+5xKYbuvcQfxw6K2kkbOCyI5LhHgf2aoM/jeqPg3q3EdpdHzeVk2g6Dwr+3SqE5cAQRKUbvAAuKgjb96Ucc25n429cZBiGsp/0KjGmqmm/b3enJwcg9g3y5BXzGDKtVM13IJWwjk2QMss5//sLR/bGnacMFkvNSvcPm7RhCUjF93nqd9cck/KM4cMA+P1t5iZUwiEDXVulnrOSwrA0SZ38XxVisidClvM8w2uGiiCIYGRLnN9w3N64fnT/nOeDcCuzpaNUsH56/yhIObmyogj+zA1o3eLIgOTL3JIGkCq27pTFuWQ5V/yW33c4ZKB7WzFPg59YNf7YdeXgGK1KClAfa3AsZ8clC8S6WMrq5zshnLKeu3guCsIhwcLNM2P1Djz85WLs1aHMzgHArGP8AJgf5urc2oPc2ZFwCEft3UFYdvFhvVFcEMKhjdng+RwDquPkLecqS5cuQ3KEc2vlUQmVsw7sgZcnrJLK5KXWiydMe5Kguj5mD8YLIyGUFUXwyG/dKyUcsldbTF6xHWcdmMoez9eg5p8B0d3XeT15wbCzIe6YRGATP27hGF6UFxe49hHsuTMMA5cf2Ve5jmzldPMSkeEn4epjCcRNKUt3IoGE6a/P9jt5yaOqD14UCeP3I3th8aZq3HjcAJz1/CQ0xE1c9/Zs7b54cS54CrEqAa5u7f7bLYdvmFL/opqkUsHEKusbVCKI5V6Q0d1uouVW/ayaloW/nLgPzhnRE73bldnt5k9nXTShtJyf8OR4PHfBcCFBGiCJc+5zLGGmYqU9LOe8AC4Mh+yJhmhCjDl3JmNUb89rkkRlOT+0b3vM/cXpmdOWz80infzigrCdk4TfJnvvlBcVAKjj3kPu72teMCe3r3Brb/yOb8p1o/vjmR+S4RANMdO+Jm5eFi2KI0Bl6jj48C12L6nyVOyJkOU8z7DSTiNFEIQK/iX8NJfQJx2aIlGjkMHU5/6EuDsfv0mnnJxfeGuYqi17d0q6HcvCTlfShYevhR0OJeOObzlhoHYbXvBJg1R05pI08rXm4/ZASBxQ1kcT9ndugoUfiKoGvnIN7EjYPSZzY1U9Hvhikf03Ew68iOOFLrNwF0VCaSeEUxEJh/C7kb3t8my81drLQ0CVaFH3NmTCXLYAqwbI+3Rpicm3jsK7VxxiL+Pvk2jCsq1NvFu732fkpd8fhNcvOdi2DgLifcqfU/5cq64nP46OJUxHxm8mGrxizgFg6l9H4aOrD3Ms98qeHfYhtGWrf0EASz4vrPjSg4yGLMWc6+hUXmQLgLZlhfi/XyX7j7tPHYK3Lx+JYT1bK38nn3JezKnc2t0sqUEmR2Uhz3slAWrPEBUxaWKHr+3N0GWY9+ORpAtFaN+iCIZhoG+HFtrt9GpXqqz8sXxLDa58Y6ZjeZE0uXho33bYt3srdGtdYt9fbn170q1ezMEhJIRTWM5T4QTqY/CynFcpYs4HdW2pWFNMxqh6ttg150sjskkV+fn28pK74qi+GM3lPGL3Ne+BIN9zye2mPPF4LwXdJE1tNCFMxiaztTsnhv3cz1ccuRcAeJbT3JUhyzlBELs1fMkivt53vsJbkN1ionn4gYEfo5pqIJQtZLd2mdcvPRifztmAMw7oLiyXBzeqLOldW5fgn+cfIFgd/3hUX/RoU4qtOxtcY2lVVHnEAXZvU4I5aysAABcd2hsfzFoHIFW2SLZa1cbiSJjeAor/nWoS4oHTh+L8l6bYSYySQk0/+JMHfqrBP38nDeraEl9cdwQ6tSwWEhymY4l0oxUnnr0SrfVur7h2mtufDTgn3jIK+9zxpb1cF4bQWbIO8ec8ljCFhHANnOXcDy2KIji8f3thWRdufzrLuWowHzIM/O20IXjy2yW485TBuPUDMaP6uh3J+8GPWOpYXuwI+2DtBZIJmH5cuhUhQ8xE7Wdyr0xyQQ5iOe9QXgRsSH6uiyUcpdSSCeH8llILfr9GwiFMvnUULFgoDIccz19BOITyogiqpcki+ZwX8ZZz7hjYam6WVD+TKwz5uWFWenadZMv6oX3bKatoyPtuV+a0nPuxkOuQ51OePf8A/GfyavzlxH3UPwDw2Z8Ox7odddinS0tt/7B2e61jmSDqDANvXHqw/Zmdd92r86ShXfCnUf1x3+cLU9vjxHmDXEotznIPeIjzNCznutAC/tqoJstalxRgS3WDUC2BTW62lMStVwhMWVEEL/3+QPS+5bPk+mFxcqk2Grf7YfnYywrDqKqPCy77clk+Hn7ioKQgLLzH2T3WyiXkhnHBIb1wzoieQtjU7gZZzvMMKqVGENllGJf8ZFeAFxh+M0eXSIMVL4JYbvzw4OlDcWljGanaaNzux1QiomN5Mf5weB/HS1h289Ul9DlxaBccKVndT9q3i12jPZt04SzYvMBj10UekNVFTS5pl/4ctyhyt5z3bl+Gn/7vGPvvmoaEwx2Xp6ouJkyEqAb/skFjny4t0basUBgwuWXXTQfes0CXEOmbG47EKxcf5EjeBejdt1l4gyxw03lvxhKmbdGpqo/Z1ulMJrD26ZI6Fv4Z4C2TxRG1OP/dIb0w7a+jMahrSyzfvFP4fuXWGgDBxJ38rLBz9sx5B+CZ84bh1hNE8eRH+BdFwkLGd69QF557Txtif66PJZCQBvOxhOXa77FydUD6nh6FkRCKImHt/aLKGC0LEybO62Pq6hQ6S6pqQsAN+VzYIUON10m2NN78q4Fa67/cPjmrv+4Z9VVPXlLDJwztgjcvO0Rbhg8ABndtZSct1YUkqZZXSBO3fBy4boKOcecpgzCgc7ngOl4YCdnPZn00IZZSsy3nyb/5++DoAclnq2+HMuF6t/YhMJNtTf2GPU+H7NUWbcpSv1eVuWPXfEt1qnysznIeZOIM4EK2ilLeRPZku7RuOVeOj+GWzJF/75UUhgUPHHaY/P386/26opPiWbSsZNnXdMri7iqQOM8zUgnhCILIBscM6IhHf7sfPr328OZuii94d1qvpDYMuZyM5z6ybDnv3qbUbkMt59YexLIV1CW9KeAHXHyMJhtUyIPseiEhnIvlnBuU6PQwv+2dDXHX5GmVdXFhUKMS2bohE29p8YrTDAp/DHINZkb/TuU4ekBH5Xc6l0zV8iCClYe3nL84foWdFVrOgRCEYT1TE4L8wJW3OKsShrFDYOetj+RNoEtO5sZT5+wv/M0mlFqVFODkfbs6Jsn8PrN/PysVi+9VJ5unR9tS292+PmY6spFH46Zrv8cn0cq2pwdDJShlsc0my2qjCfD567wStXm5Gcv3sSxOmQhmhy5XlYiE3ENg+O23k+LOdZNzmbi1+0XXPwDO3BMbKus1a3pbsNmx9OCsrrybe000bpdPA1J5SVKx/qltPX7W/rhpzAD855KDhXO+P5ffwq1fKoqE7PfKS78/EG9eejBe+v1BnknRmPjnE67VNLrxy9b4oP3iiD5tAaREclVdXGs0LC9OeRwBwC87al2TrApu7YWS5bzxf5YtHgB6ti3FixeKCSkvObwPerbbfS3mjPwbDe3hWC7uoARBpMeZw7tjSDd1ZtR8g38BquJwVQR1a/eyLgQlHDLEwWoa/VhTegv5nXHn75lwyMDDZ+6L4wd1wrkjeirXr4nGbZdct33wbu1+JmC27WxwTWxYVRcTLLG/7HCWotElVysIh3DOQT0wamBHhxjMBlce3RfDe7XBqH3UAtyNQ/u2Vy5XeX6kW689lrDs2HVeX2QyWdSiKILR+3REaWFYSERXIljOnduXxeaT5+yPsw7sjsMbE+ytbxQlQQbcrUsLcRxXP1sWL/Lffp8NXkD4iVMX9tl4rVQx59FEwq4xrqKlRx6DbKAS57JFskVRSszxopadP11sv9f5lZNBerm1y5bzZDkxfV8RFsS5KORuO3mQ8jdukyDMM+P3h/bSruOHqIuok3W/2+SyPOkln27m5s17txRFwvY9aVqiBwFz2VZlLG9TVoirj+mHrq1LhOuwX/fW9mc3z4HighB+vPkYTPnLKHRvU4pD+7VHi6IIOnDPFi/AGewZ2MRNUrBbUA5l8evVMv6mY/DihQfiiMZ8JCxcoi6WsCeI5NuAz9UxYdlWHP7QD1i1zRmGwOCt4CUFYeEZMRT3c4grjQcAo/fpiNs19+juBsWc5xm25ZzEOUHs8ajKr6jgX2B+rEmqzLiZEAkbXNxuLFUbOE/dzloWR7Cj1pmgR+b4QZ1w05gBduKesw7sIWTllrEsIM7KXbnVOeeEtJ8JGNNyn7yIJkyh5vRpXPI6Vtf54sP6qH4KAHjwjH0925AuLOFWOvzt1CFYuKEKSyX3bpU49UrI5IZqAJ2pd8kLvzsQdbGE4LrZrbVYSkhGvsR7dWiBh8/cDw99uQg/LUvVow76XPETO0WS+JPzJvjddJvSlLCraQjmccEmklQx53VREwb0z4TfBGiZoHJrb1sqClnmBl3bILu1J//n29murBDbapKu2F4W5uKCEHZyeqxGSmwmV8KQY84LPJJH8uE2fGzzn0b1xwHaZHj6m+KlCw/Emu216NexhXYdP+zTpSUmr9iu/I4vrXdwn7a4iivjJSO/28qKIoLYZhNJzEIMJOPK+ZATPt8J65+ZYV/37PHXgZ/U7dSyyM4dIlMYTk4KyH0B7xmzXvHbDo0JJ2sUnk7yvet3Iq9nu1LBIl1eHIFhJO+3irrk+XBza/9kznrPffTvmAqFCYcMoW9ktxgfEhA2DClhaX6OJ3IBifN8g7mPkGM7Qezx+CkNBoixrH5cXlU1loPw1xP3ERLqhEOG/VKtrIt5Js9pblqXFvoS54Zh4GqXgaAbfmtRB3GfLggbdtZlVk6HwSzwU/86SrCePHvBcGyvidoDul2JVqUFeOjMfXH6PycKy1WDtEzyKKjEWKYVDULS4BMAjt67I84/uCcGdC5XCijdZJzsNRHUVbWllIiJhxeR4ZC6hrMKfvJCjgH2orgwFa/NkisyIVAbjTtc3Xl4EdTgUQoxXbq3cbrNtpbEOROB0YSJeu45VFkAO7YstsW5Vyb68uICocxkrTTxkepbk3/LrunhUEi4twrDIcFlnL+t23OW87BhaCdt3W63wkgoY2EOAP/v+AGIhAycsl9XPDt2Ob6Yv9H+jg8b+PdFB7m+v+TJm7JCUZzzpeT2694KP6+vwv49WiMcMlBcEEJ9zBTeDWxyxJLOu0wB9zzwWdjl+4anyIcH27oKpwt/J0WiR0YH6X4IGnPOCIUMlBdFUFUfR0Xj+ZDf57xbuzxJxFMYCeHB04fi2IEp76mWJQWSW3ty23xfbMESxjY676/dEXJrzzNYKbU8HdMSBJGHBHVrP7Rvu4z2d9mRe+HU/VOZ7yMhw44Vq6iNOQaQ6fDyxQdl1EY3rmkU3L9qTEaUCZ/96XD8v+P2dtRn9bJuPnj6UFxwSE/Xa3HBIUn3eZbgiY/ZU8Wgty4tcAzOwiFjlxTmDK+MvCzE4KYxA9LehyqreS4qGoRCBu77zVBcOLK30gLcrXWJ4lfOax20zjnvgl5SKB6XIM7THHgEDTfmM2qzSSU2uK9pSLm1D+/VBscN6oTzD06FkfADetmqnC36K8Sm/HyXcvkDWHv5Z553J+ZL/rnFVgPOa10TjQuixM7n0bivLlIlgkhItDbKOQX4+1oITQjpJ22bYpK1RVEEfz1pEPbt3toREsB7BXn1q3IyNrmyAP/7d64YiUm3jrInY5gQ5Pe3s3FyJOEx4RzjJmj42uGRkCGEtvC4hc5cfUxfAMDtJzuz3bu5ypcUhoX7LUiZQxnmPs/Oh86tvao+LpR/4/nq+iOx+G+/wukHdEdJYRjv/XEkzh3RAycP7SK5tSf/b895c2ypbhCeh6q63Dzv+QhZzvMMO/FC8zaDIIhdCDkpkBdnHNAdlgUc0Kt12vvsygkJ3nJeURdNKyEcT5vSAhyjSRKWDU4/oBsGd2uJvdpnbvEZ3LUVBndthc/nb8T2mpTFy8u6eY4mbp3ntsbBKjsX5cURex+yhQ0ABnQq3+1c/9q3KMJT5w5DdX0M9322EIOl2sD3njYEVx7VN3CSIGYlAzSW8xwnKOQtTcN6tsYTZ++vtbLJrudBLeftuckZOUu8YPEKeOuUFIR9J63k4eOqUyWgIqisi6E2Gkc0kWzI0G6tcNevB+ObBZvwxpQ1AERxlWEOMi17dyp3LJNFX0E4ZHuvsKR/usviN3s3oErSlkxKxsdEJ/eV3JlcJjAsJYRrU1pgJzkEIMSj8zHn4VBImdfid4f0CjwZlCnlkhWWVSkAvO99uZSYIyaf6x+LC8LCvVhaGMb2GrVbe9zjnXbC0M54ZeIqHNavvdAHV9bF8OFVh6IhbmJDZT3u/uRnjF28BYB7H/Pn4wfggkN6oUsr54SdKoM5ozASQrc2Jbb1P5PQslYlBfhlR53tGSO/W1oUpdzaO2smDAZ0Fp+lg3q3xUG9kyEFvKcQ8wLj77WNlfXCJBc/abK7Q+I8z7AnSHezARZBELmDz3DqJ/4zFDJw1kH62Gk/8FaXgnDKlXJHbcx2Q0xXnLu5AmYDwzCUpbsyoZU0QZKNePvigrAQ484PNFUJp/gkR7sTv94v6aVx+rDujmzX4ZCRVvbe8uIC1MdSmdn/ef4BuOqNmfb36WZ/9wsvIsoKI+jVTp+Mr7xITvoVbOKgg2A517u1+y3dyOjZthSLN1UH+g3QKGwb3a3ZgDt5jHWoicZtAcXEIm8JbIo8FrKVHHAmagOS7dsej9pu07r+bt/urfH5vI3K72TuOmUwFm+sxsWH9ca9nyVDh2qicfu6MSs6Ow9tSwsF1/VI2BCuqSxO+evfTrKcFxeEhLr3d50yCBe55KrIFbKLNC/Ova6/fLxtOUtsyHD3OmHvsIpa3nKevLbMMq4T1KWFEXyiqAizozYKwzBQXBBGn/ZlQvvcQmcMw1AKc8AryVwY/TuWY/66KgDe1QHcYNeBCX15S20bS77tqImmFdpQyj1TVfVO4b21Rpx8ZrHvewLk1v7/2Tv3+Kiqc+//ZhJyAxIgQC4QSEQkKhCQSwhELDXHgFhFeS0gVcqxaFVUigrBeqmnagLWHqqiKLZqT4sgh0vrBfrygrcIIpeooIKKxFBIgAhJMEQCmf3+Efcws2ffr2vv/Xw/Hz6amT0za6/9rGc9t7UWY9BRagRBCM+fVSLSYLAruhy1XjEYCDvUrWdDONUaW+aphj/PGI4LMjrhqalDzWuoTUQGSABrnLtIo0zcOY/N+HmJ5IQ4TWdqy7H0F8PQOSke5dcNAgBcOSgrygm0ugIh0tk7qbApoKmZc4GTaaRCgF92MUAk06wEH5w4VwlyboM1vj/4+xZuEmUHD6nYFZp35vj2Cp3zv91ciJljcjFzTK7q3+2TnoIPyn6KX1163rnjKSMCrm2Co9SCgmUr8cFgVHAzTaCXOkWUeXePCEIEfzwrPDJ7bnfGnKebYBf56u/anXM1eyIInfPIeUppH5AUkTX3fOacD35oHS/CvU0i+1evLhOr9OFJSYiLcpSN6Eu+Lxsl1pzzGwp+19yqq4olUr6+i6gC+03JBQgGgHmCpUqUOSccg45SIwgiLbmD6E6sarBrAotcpxsfDKBjQlx4wzLe4Naqxy6/MAOXX5ihfCGDCA0mKzJ8ketLI7OpnRLj0btrsmv7zgmG9e2KTx66IspA7JveESdONdjelu9FskaRCAMxWmUrsgzW6EZ3kfxiVF/06JwYda67WtKS41H//enwBmm8s96+xrr9mnOZ8whnLRC9MaJV/GdxHmaMzsWjb36OSyTuj99ATaqsvbh/dxT3bz8GL3IZhVo6JsbjVGtbVPmvsKwdAPqmp4R3BI8LBqL6K3YNdmRZe6RTf26jtKYfKwHkMrRWkiX43W8jnHMlusRkztVXYQnXpwMRzvmPmXOtRywKN0sUBtr0kBjfvq5cbFPT5A5x4T1KAGP7vvDOeXi3dsF38UG/YydPx2zWlpmahBmjc1X/Vn3EEQV3l/THrLF5McESrePHzZBzzhiUOScIYlS/dKzZdUjXZ5tscs5zu58rJeZ+POorLTkB9d+fDu9MzOpu7VbQu+u5EsR4Dbtea+G8iHPIIx22lbeOwsXZaWIfIWQQZgb7pqfg44MNtrdD6cjE2LJ2jc55RCCtvjn23OT4YCDmSDM1BAIBjB+YpflzgPTa4FOtbTHOeXqnRNxU1Bdn2jikJXdAesdE1DXF7mJtNnHBAB7+2cWS7/NjMLybtcxz6ZQYjx/OaCvL7ZgQh2NAuBIJiChrj9AvAzI7Y8v+7wC0P0u+3BgAego2g4zckT1yzTn/9CM3upMKSliNcB39tz+ena2maiItuUNUaX5koEJ5M77YvQH4sfnDj3srCE87kII/wnKaYG8RuV3NtZCRmiTqnCd1iMPwvueOiYvcqV4r/F42h3/cMV54wkT6j4GP75pbERLoj3/eOUZ0o00pjgnOcxerYvAT/r57BglvCOcjo5YgiGh+d/XF6JaSEHVetVrsypxHGvy8Yd01pUO7c/5jiRqr55xbQa8u54IVVpWDTh3ZB2/vO4aifuk42nTOmPFTP1vJpf174B8fK5/XazZKYza9k7ElE5HyKDyvG2g39KXOYrYKYfkxH9xqPn02LM9JEUdN/dc1A8P/371zgi3OuRL8c3niX/sAyAcjU0U2cFSCd1AigzdtItWVkYG5yCVGQHvmOC4YCJfDR28Wd+46XgYjS+idOuVBmLHfW9e+r4Hc+e088XFB9OycFJYPLbpYLMvevocKh5Yfs7bCPRukWDx1CLZ8/V24coJHuLu+Xnp0Tgz3C08w0J7ZDwQCeOTqi/G3D7/FzwqyJb5BGX6M8vLXQ+Bs8/JxvLk1Jrin9ihRHj3BQS9Dzjlz/Kh4HW4FQRDOkZrUAQ+oWPMYCb9z8MBe9mRQg8EA/t/cy9B8+twxKj1TE/HV0e+x/9j3ANRnGbxA34hNyTpY5CwndYjDK/85EgCw5O2vw6/7qULBSq4b2guHTrRgYC97N9ZTKtfsmBiPjglx4aUueoIxy2cV4t19x3DtJbEBv56piY4757k/boh3qrUtfGZ9Yry4/kjvyMbRgN0E7ZgwUPpoxgVXXohZf92BGwqVT2ngiTyqikesrP2KizOAVe1H8SXEBaOXAaA9A89/R2RZe6Qc8WXFSvsf2EG6RCm62C76YkQGbi7KSkUgELHZssbfbQtxOHGqNZw5F9sYUIyUhHiUXBS7zOjqgmy8s+8Yhucaq0oQm1uTO8SFE3szRudqKisXo7vg5ABhsIYPZrSFuHC1HI9aHTXqvG748JvjGNZXuj/4KgRhe7wMOeeMcS5z7mw7CIJwFxvuvhT/u/Pf+NWl59n2m8IdWjNT27NfO6qPA4gu9fY6F2en4r7SAXjz01pcfqF1x8DxRGaXyDk3h2AwgLtL+jvdDFF6piaFd63W45yP7tcdo/t1F30vQ0P5qVlEOufBAMI77je2nAk7pVLre4WVBE4RudnYFRdloGLyYMlr/+OiDHy44PKYMnM5+Ps8HrEeNyTYrR1oD+buevA/wruRR667Pt7cipSE+LBzLtWnfbu1B0cuykrFuyePmbo3gVaCwQBen12M75pPY+bL28N2sdrTKIb26YKqmgYM7p2Gon7p6NUlGf8+oRx86hq1QV77iQ6NLWdQ/30rWlq1lbVLER8XxFPTjG94KnY8n9qsvloij0sFYp3zDnFBdEnpgIZTZ6IqudrfU6ejnp0+DK9+VIPJl/SWvOaJ/1OA/u/vx3Uy13gN2q2dMc6tOSdjiyAI9ZzXoxPmjc/XtAGO2fAle4cb2zMXvbtqP+LKrQQCAdwx7ny8dfeluOeKAcofMEhmlHNu+c8RFnD35e2BgJ8PVzY6Iw1js5cxCI1wO4guvU4MH/f2XXNruJIgsYO4ierUWmghkZnWMeeLBz4iyUxL0lRmHbkbNk8ofN529LXdOiaE+zTyN440nY5aRy5cMvmvOWNxX2n7mdoA8Ph1gzD5kt5Ye8do1e20gkG90/CTAT3DFRVAbDBYij9cX4C7fno+ls8aBUB9kDhy7uyUGB8ec999fxotGjPnVjNuQGwAWE11gBZ6Cfqth0hQjM9mHz15rlrhl6NzVa8Z79YxAXeMOz9mn4FI0lI64L7SfPTrof24NrdCmXPG4GhHOIIgXEqGYIL1U+bcbiJ34KY15+7krsv74ycDeqjazC8yGGP2MX23j+uHf35yGP9xkfUVHzyRa2+7d0oIZ4lbz4Zw4kdnVKqsfdrIPjh68jRG5nYTfd8uInc7t8Jx4Pskyjn/0UhU6+Snd0pAt5QEfINm0fcHZHbGgMxz5eK9uiTjyZ8X6G2y6VzSp2u4YiQ3XV2wt1+PTpgbESDN6ZqCD3Fc8XORznnnpA7o3ikBXx8FjkU452Znp/UyfmAmHrrqIgzI7IzpL24DgJjScqNkC85ZFysrT++YgK9xbkO3KcNz8LurpTdRJNRBmXPG4GjNOUEQLqVvt2jjKbuLM0fx+IHIQMjps/45YsZLxAUDGNqnq6qzkyOdvziNmy0p0b1TIrbdfznKr5MuyzabyGx9eqcEpCTEhzeA49c9S5VgxwUDmPsfF8RstmU3kdUM5/XoKHOlPsK7YUeUtfMbjistZVlxyyj8fHhv3P6TfrJZSdYZc356+P9zu+vrY74q4IIM+QBKpEx2TIwL/11dfyp8lBor+6gEAgH8Z3GeqooNvSQnxKFXRJ+IOeeRx6kBgMmqybdQ5pwxaM05QRBuRbgmMCuNMudWkZrUAef16IimlrPo080/ywf8SmR204rlwHZXX2RHOIx8+XZ6x+iN6aQy56yQF+EsZlpwJjifmY/c5Z0/Sk3pcY06Lx2jzmt3bG8uzsMbn9ZidL90+Q8xyISBWVjy9tdIjI/T3ccFOV3wrzljFT8fWel1+mwoHBD77HBj+HVWnPNIkjvEhTP7ZnN+z07hMdldZL+E7h2jqzto/xNzIOecMWjNOUEQbqVH50R075QY3vnXrGNjCHH+75yxONPGMbMOkrCOi7PPBb5OtVpjiNtJZJaSDwx065gQ7ZxLrDlnhYzUJCyfVYjOiR0sOT6Rz1rWHD8Vfi1c1q7BCRrapyveve8nMUeUuYHkhDhsmDMW8cGAoSOGI4NbUkQGg777vjXsnO851BhxDXsyOW1kH/zlgwOWBIgiTyHpKFLSL9xXhpxzcyDnnFFIvgmCcCMDe6XinX3HAESvySTMJz4uCMaTi4RJ5ERUR8R5wECIPNKr7scNJHt1ScbuCEcoyQXCLbUDvhnwZdzHTp7GO/uOYl3VIez49gQA7U5Q33Tzy+7tooMDO8d/f/osBvVu3wuC3+A0MT5oSRDGKPMnDEDP1ESUXBh7dJtRZl16HtZWHcKQnC6iwRHhcg7a/8QcyDlnDM7s7RYJgiBsZOaYPLyz7xjyMzvTRE0QJvLqrFH4f18cwdVDsp1uiinkZ3bG3rqTuHJQ+/ngfbtHZ+FYz5xbTVpy+6Zk9d+34pcvbY96j9b2WsM1Q7Lxj48Po/TiDPTqkoxL+nTBrpoGp5slS2J8HH59WT9LvjunWwo+KPupZDm/cCNED8QNmYCcc0YhAScIwo1cdkEPrL6tCD06ua+EkiBYpqhfOopcuG5YiuWzRmFH9XGMy2/fJT5PkN118qxtVrgwKxXvf1Uf8zrtM2EN5dcNwph+3VFyUXsW+uGfXYxrlnwAQHxDND+QmhR7pjpPTrcUpCbFo+mH9k0cqazdHMg5Z4zwhnC05pwgCJcyrK+zRxwRBME+3Tom4IqLM8N/XxCxLjg+GGCyhNhuCvO6hZ3zv/+qEL27JuP702dVHb9HaCclIR4/H5ET/rsgpwveuutS/OWDAyjMo3lNSFwwgOL+3fHW7rrw34RxKCzJGOGj1Ei+CYIgCILwCYN6nXM4z4ZoiR/Qfp410L65ZmFeN/RN70iOuc1clJ2KP1xfgOuH5yhf7EOuG9o7/P9tNG5NgTLnjEFLzgmCIAiC8Bsd4oI4r3tHfFPf7HRTmOH8np3x5l3F6JzYAfFU5k8wyOUX9sTg3mn49N+NUeeiE/oh55wxzp1zTqlzgiAIgiD8w6PXDsQNy7ZheN+uTjeFGShTTrBMIBDAa7cW4eODDRhG49YUyDlnjHPnnBMEQRAEQfiH0f264+17f4KuKdKbUBEEwRZJHeIw6jzvbFbpNOScMwZ/lBolzgmCIAiC8Bt53d17JjdBEIRRaAELY1DmnCAIgiAIgiAIwn+4zjlfsmQJcnNzkZSUhMLCQnz00UdON8lcaM05QRAEQRAEQRCE73CVc75y5UrMnTsXDz/8MHbt2oWCggKUlpbi6NGjTjfNNMJHqTncDoIgCIIgCIIgCMI+XOWc//GPf8SsWbMwc+ZMXHTRRVi6dClSUlLwl7/8xemmmca53dqdbQdBEARBEARBEARhH65xzltbW7Fz506UlJSEXwsGgygpKcHWrVsdbJm57Dnc+OP/kXdOEARBEARBEAThF1yzW3t9fT3a2tqQkZER9XpGRgb27t0bc/3p06dx+vTp8N9NTU2Wt9EM9h9tBgAkxJNzThAEQRAEQRAE4RdckznXSnl5OdLS0sL/cnJynG6SKq4qyMK4AT3wn2PynG4KQRAEQRAEQRAEYROucc67d++OuLg4HDlyJOr1I0eOIDMzM+b6BQsWoLGxMfzv4MGDdjXVENML++KlmSMxPLeb000hCIIgCIIgCIIgbMI1znlCQgKGDRuGTZs2hV8LhULYtGkTioqKYq5PTExEampq1D+CIAiCIAiCIAiCYBHXrDkHgLlz52LGjBkYPnw4Ro4cicWLF6O5uRkzZ850umkEQRAEQRAEQRAEoRtXOedTpkzBsWPH8NBDD6Gurg5DhgzBhg0bYjaJIwiCIAiCIAiCIAg3EeA4/mRtb9PU1IS0tDQ0NjZSiTtBEARBEARBEARhOVr8UNesOScIgiAIgiAIgiAIr0LOOUEQBEEQBEEQBEE4DDnnBEEQBEEQBEEQBOEw5JwTBEEQBEEQBEEQhMOQc04QBEEQBEEQBEEQDuOqo9SMwG9K39TU5HBLCIIgCIIgCIIgCD/A+59qDknzjXN+8uRJAEBOTo7DLSEIgiAIgiAIgiD8xMmTJ5GWliZ7jW/OOQ+FQjh8+DA6d+6MQCDgdHMkaWpqQk5ODg4ePEjnsRPMQnJKsA7JKME6JKME65CMEqzjFhnlOA4nT55EdnY2gkH5VeW+yZwHg0H07t3b6WaoJjU1lWkhIwiA5JRgH5JRgnVIRgnWIRklWMcNMqqUMeehDeEIgiAIgiAIgiAIwmHIOScIgiAIgiAIgiAIhyHnnDESExPx8MMPIzEx0emmEIQkJKcE65CMEqxDMkqwDskowTpelFHfbAhHEARBEARBEARBEKxCmXOCIAiCIAiCIAiCcBhyzgmCIAiCIAiCIAjCYcg5JwiCIAiCIAiCIAiHIeecIAiCIAiCIAiCIByGnHPGWLJkCXJzc5GUlITCwkJ89NFHTjeJ8ADl5eUYMWIEOnfujJ49e2LSpEnYt29f1DU//PAD7rjjDqSnp6NTp06YPHkyjhw5EnVNTU0NJk6ciJSUFPTs2RP33Xcfzp49G3XNO++8g0suuQSJiYk4//zz8fLLL8e0h+SckKOiogKBQABz5swJv0bySbDAoUOH8Itf/ALp6elITk7GoEGDsGPHjvD7HMfhoYceQlZWFpKTk1FSUoKvvvoq6juOHz+O6dOnIzU1FV26dMHNN9+M77//PuqaTz/9FJdeeimSkpKQk5ODRYsWxbRl1apVyM/PR1JSEgYNGoS33nrLmpsmXENbWxsefPBB5OXlITk5Gf369cPvf/97RO79TDJK2Ml7772Hn/3sZ8jOzkYgEMC6deui3mdJHtW0xRY4ghlWrFjBJSQkcH/5y1+4zz77jJs1axbXpUsX7siRI043jXA5paWl3EsvvcTt2bOH+/jjj7krr7yS69OnD/f999+Hr/n1r3/N5eTkcJs2beJ27NjBjRo1ihs9enT4/bNnz3IDBw7kSkpKuKqqKu6tt97iunfvzi1YsCB8zTfffMOlpKRwc+fO5T7//HPu6aef5uLi4rgNGzaEryE5J+T46KOPuNzcXG7w4MHc3XffHX6d5JNwmuPHj3N9+/blfvnLX3Lbtm3jvvnmG+5f//oX9/XXX4evqaio4NLS0rh169Zxn3zyCXf11VdzeXl5XEtLS/ia8ePHcwUFBdyHH37Ivf/++9z555/PTZs2Lfx+Y2Mjl5GRwU2fPp3bs2cP9+qrr3LJycnc888/H77mgw8+4OLi4rhFixZxn3/+OffAAw9wHTp04Hbv3m1PZxBM8thjj3Hp6encG2+8wR04cIBbtWoV16lTJ+5Pf/pT+BqSUcJO3nrrLe63v/0tt2bNGg4At3bt2qj3WZJHNW2xA3LOGWLkyJHcHXfcEf67ra2Ny87O5srLyx1sFeFFjh49ygHg3n33XY7jOK6hoYHr0KEDt2rVqvA1X3zxBQeA27p1K8dx7Qo2GAxydXV14Wuee+45LjU1lTt9+jTHcRw3b9487uKLL476rSlTpnClpaXhv0nOCSlOnjzJ9e/fn9u4cSN32WWXhZ1zkk+CBebPn88VFxdLvh8KhbjMzEzuiSeeCL/W0NDAJSYmcq+++irHcRz3+eefcwC47du3h69Zv349FwgEuEOHDnEcx3HPPvss17Vr17Dc8r89YMCA8N8///nPuYkTJ0b9fmFhIXfrrbcau0nC1UycOJH7z//8z6jXrrvuOm769Okcx5GMEs4idM5Zkkc1bbELKmtnhNbWVuzcuRMlJSXh14LBIEpKSrB161YHW0Z4kcbGRgBAt27dAAA7d+7EmTNnouQvPz8fffr0Ccvf1q1bMWjQIGRkZISvKS0tRVNTEz777LPwNZHfwV/DfwfJOSHHHXfcgYkTJ8bIEMknwQL//Oc/MXz4cFx//fXo2bMnhg4dimXLloXfP3DgAOrq6qLkJy0tDYWFhVFy2qVLFwwfPjx8TUlJCYLBILZt2xa+ZuzYsUhISAhfU1pain379uHEiRPha+RkmfAno0ePxqZNm/Dll18CAD755BNUVlZiwoQJAEhGCbZgSR7VtMUuyDlnhPr6erS1tUUZlgCQkZGBuro6h1pFeJFQKIQ5c+ZgzJgxGDhwIACgrq4OCQkJ6NKlS9S1kfJXV1cnKp/8e3LXNDU1oaWlheSckGTFihXYtWsXysvLY94j+SRY4JtvvsFzzz2H/v3741//+hduu+023HXXXXjllVcAnJMzOfmpq6tDz549o96Pj49Ht27dTJFlklN/U1ZWhqlTpyI/Px8dOnTA0KFDMWfOHEyfPh0AySjBFizJo5q22EW8rb9GEITj3HHHHdizZw8qKyudbgpBAAAOHjyIu+++Gxs3bkRSUpLTzSEIUUKhEIYPH47HH38cADB06FDs2bMHS5cuxYwZMxxuHUEAr732Gv7+979j+fLluPjii/Hxxx9jzpw5yM7OJhklCJdAmXNG6N69O+Li4mJ2Hz5y5AgyMzMdahXhNWbPno033ngDb7/9Nnr37h1+PTMzE62trWhoaIi6PlL+MjMzReWTf0/umtTUVCQnJ5OcE6Ls3LkTR48exSWXXIL4+HjEx8fj3XffxVNPPYX4+HhkZGSQfBKOk5WVhYsuuijqtQsvvBA1NTUAzsmZnPxkZmbi6NGjUe+fPXsWx48fN0WWSU79zX333RfOng8aNAg33ngjfvOb34QrkkhGCZZgSR7VtMUuyDlnhISEBAwbNgybNm0KvxYKhbBp0yYUFRU52DLCC3Ach9mzZ2Pt2rXYvHkz8vLyot4fNmwYOnToECV/+/btQ01NTVj+ioqKsHv37igluXHjRqSmpoYN1qKioqjv4K/hv4PknBDj8ssvx+7du/Hxxx+H/w0fPhzTp08P/z/JJ+E0Y8aMiTmC8ssvv0Tfvn0BAHl5ecjMzIySn6amJmzbti1KThsaGrBz587wNZs3b0YoFEJhYWH4mvfeew9nzpwJX7Nx40YMGDAAXbt2DV8jJ8uEPzl16hSCwWjTPi4uDqFQCADJKMEWLMmjmrbYhq3bzxGyrFixgktMTORefvll7vPPP+duueUWrkuXLlG7DxOEHm677TYuLS2Ne+edd7ja2trwv1OnToWv+fWvf8316dOH27x5M7djxw6uqKiIKyoqCr/PH1V1xRVXcB9//DG3YcMGrkePHqJHVd13333cF198wS1ZskT0qCqSc0KJyN3aOY7kk3Cejz76iIuPj+cee+wx7quvvuL+/ve/cykpKdzf/va38DUVFRVcly5duH/84x/cp59+yl1zzTWixwINHTqU27ZtG1dZWcn1798/6lighoYGLiMjg7vxxhu5PXv2cCtWrOBSUlJijgWKj4/n/vCHP3BffPEF9/DDD9MxVQQ3Y8YMrlevXuGj1NasWcN1796dmzdvXvgaklHCTk6ePMlVVVVxVVVVHADuj3/8I1dVVcV9++23HMexJY9q2mIH5JwzxtNPP8316dOHS0hI4EaOHMl9+OGHTjeJ8AAARP+99NJL4WtaWlq422+/nevatSuXkpLCXXvttVxtbW3U91RXV3MTJkzgkpOTue7du3P33HMPd+bMmahr3n77bW7IkCFcQkICd95550X9Bg/JOaGE0Dkn+SRY4PXXX+cGDhzIJSYmcvn5+dwLL7wQ9X4oFOIefPBBLiMjg0tMTOQuv/xybt++fVHXfPfdd9y0adO4Tp06campqdzMmTO5kydPRl3zySefcMXFxVxiYiLXq1cvrqKiIqYtr732GnfBBRdwCQkJ3MUXX8y9+eab5t8w4Sqampq4u+++m+vTpw+XlJTEnXfeedxvf/vbqCOmSEYJO3n77bdF7c8ZM2ZwHMeWPKppix0EOI7j7M3VEwRBEARBEARBEAQRCa05JwiCIAiCIAiCIAiHIeecIAiCIAiCIAiCIByGnHOCIAiCIAiCIAiCcBhyzgmCIAiCIAiCIAjCYcg5JwiCIAiCIAiCIAiHIeecIAiCIAiCIAiCIByGnHOCIAiCIAiCIAiCcBhyzgmCIAiCIAiCIAjCYcg5JwiCIAiCIAiCIAiHIeecIAiCIAiCIAiCIByGnHOCIAiCIAAAv/zlL5Gbm6v7s506dTK3QQRBEAThI8g5JwiCIAjGee211xAIBLB27dqY9woKChAIBPD222/HvNenTx+MHj3ajiaq5tSpU/jd736Hd955x+mmEARBEARTkHNOEARBEIxTXFwMAKisrIx6vampCXv27EF8fDw++OCDqPcOHjyIgwcPhj+rhmXLlmHfvn3GGyzDqVOn8Mgjj5BzThAEQRAC4p1uAEEQBEEQ8mRnZyMvLy/GOd+6dSs4jsP1118f8x7/txbnvEOHDsYbSxAEQRCELihzThAEQRAuoLi4GFVVVWhpaQm/9sEHH+Diiy/GhAkT8OGHHyIUCkW9FwgEMGbMGADA3/72NwwbNgzJycno1q0bpk6dioMHD0b9htia8++++w433ngjUlNT0aVLF8yYMQOffPIJAoEAXn755Zh2Hjp0CJMmTUKnTp3Qo0cP3HvvvWhrawMAVFdXo0ePHgCARx55BIFAAIFAAL/73e8AAHV1dZg5cyZ69+6NxMREZGVl4ZprrkF1dbXB3iMIgiAI9iHnnCAIgiBcQHFxMc6cOYNt27aFX/vggw8wevRojB49Go2NjdizZ0/Ue/n5+UhPT8djjz2Gm266Cf3798cf//hHzJkzB5s2bcLYsWPR0NAg+ZuhUAg/+9nP8Oqrr2LGjBl47LHHUFtbixkzZohe39bWhtLSUqSnp+MPf/gDLrvsMjz55JN44YUXAAA9evTAc889BwC49tpr8T//8z/4n//5H1x33XUAgMmTJ2Pt2rWYOXMmnn32Wdx11104efIkampqjHYfQRAEQbAPRxAEQRAE83z22WccAO73v/89x3Ecd+bMGa5jx47cK6+8wnEcx2VkZHBLlizhOI7jmpqauLi4OG7WrFlcdXU1FxcXxz322GNR37d7924uPj4+6vUZM2Zwffv2Df+9evVqDgC3ePHi8GttbW3cT3/6Uw4A99JLL0V9FgD3X//1X1G/M3ToUG7YsGHhv48dO8YB4B5++OGo606cOMEB4J544gntnUMQBEEQHoAy5wRBEAThAi688EKkp6eH15J/8sknaG5uDu/GPnr06PCmcFu3bkVbWxuKi4uxZs0ahEIh/PznP0d9fX34X2ZmJvr37y+6yzvPhg0b0KFDB8yaNSv8WjAYxB133CH5mV//+tdRf1966aX45ptvFO8vOTkZCQkJeOedd3DixAnF6wmCIAjCa5BzThAEQRAuIBAIYPTo0eG15R988AF69uyJ888/H0C0c87/t7i4GF999RU4jkP//v3Ro0ePqH9ffPEFjh49Kvmb3377LbKyspCSkhL1Ov+bQpKSksJrynm6du2qytlOTEzEwoULsX79emRkZGDs2LFYtGgR6urqFD9LEARBEF6AdmsnCIIgCJdQXFyM119/Hbt37w6vN+cZPXo07rvvPhw6dAiVlZXIzs7Geeedh1AohEAggPXr1yMuLi7mOzt16mRa+8S+Xwtz5szBz372M6xbtw7/+te/8OCDD6K8vBybN2/G0KFDTWolQRAEQbAJOecEQRAE4RIizzv/4IMPMGfOnPB7w4YNQ2JiIt555x1s27YNV155JQCgX79+4DgOeXl5uOCCCzT9Xt++ffH222/j1KlTUdnzr7/+Wvc9BAIB2ff79euHe+65B/fccw+++uorDBkyBE8++ST+9re/6f5NgiAIgnADVNZOEARBEC5h+PDhSEpKwt///nccOnQoKnOemJiISy65BEuWLEFzc3PYkb/uuusQFxeHRx55BBzHRX0fx3H47rvvJH+vtLQUZ86cwbJly8KvhUIhLFmyRPc98E6+cJf4U6dO4Ycffoh6rV+/fujcuTNOnz6t+/cIgiAIwi1Q5pwgCIIgXEJCQgJGjBiB999/H4mJiRg2bFjU+6NHj8aTTz4J4FyWvV+/fnj00UexYMECVFdXY9KkSejcuTMOHDiAtWvX4pZbbsG9994r+nuTJk3CyJEjcc899+Drr79Gfn4+/vnPf+L48eMAlLPgYiQnJ+Oiiy7CypUrccEFF6Bbt24YOHAgzp49i8svvxw///nPcdFFFyE+Ph5r167FkSNHMHXqVM2/QxAEQRBugzLnBEEQBOEieKebL2OPZMyYMQCAzp07o6CgIPx6WVkZVq9ejWAwiEceeQT33nsv/vnPf+KKK67A1VdfLflbcXFxePPNNzFlyhS88sor+O1vf4vs7Oxw5jwpKUnXPbz44ovo1asXfvOb32DatGn43//9X+Tk5GDatGl45513sGDBAixYsABNTU147bXXMHnyZF2/QxAEQRBuIsAJa9wIgiAIgiBkWLduHa699lpUVlaGAwIEQRAEQRiDnHOCIAiCICRpaWlBcnJy+O+2tjZcccUV2LFjB+rq6qLeIwiCIAhCP7TmnCAIgiAISe688060tLSgqKgIp0+fxpo1a7BlyxY8/vjj5JgTBEEQhIlQ5pwgCIIgCEmWL1+OJ598El9//TV++OEHnH/++bjtttswe/Zsp5tGEARBEJ6CnHOCIAiCIAiCIAiCcBjarZ0gCIIgCIIgCIIgHIacc4IgCIIgCIIgCIJwGN9sCBcKhXD48GF07twZgUDA6eYQBEEQBEEQBEEQHofjOJw8eRLZ2dkIBuVz475xzg8fPoycnBynm0EQBEEQBEEQBEH4jIMHD6J3796y1/jGOe/cuTOA9k5JTU11uDUEQRAEQRAEQRCE12lqakJOTk7YH5XDN845X8qemppKzjlBEARBEARBEARhG2qWVtOGcARBEARBEARBEAThMOScEwRBEARBEARBEITDkHNOEARBEARBEARBEA5DzjlBEARBEARBEARBOAw55wRBEARBEARBEAThMLqc8yVLliA3NxdJSUkoLCzERx99JHv9qlWrkJ+fj6SkJAwaNAhvvfVW1Ptr1qzBFVdcgfT0dAQCAXz88ccx3/HDDz/gjjvuQHp6Ojp16oTJkyfjyJEjeppPEARBEARBEARBEEyh2TlfuXIl5s6di4cffhi7du1CQUEBSktLcfToUdHrt2zZgmnTpuHmm29GVVUVJk2ahEmTJmHPnj3ha5qbm1FcXIyFCxdK/u5vfvMbvP7661i1ahXeffddHD58GNddd53W5hMEQRAEQRAEQRAEcwQ4juO0fKCwsBAjRozAM888AwAIhULIycnBnXfeibKyspjrp0yZgubmZrzxxhvh10aNGoUhQ4Zg6dKlUddWV1cjLy8PVVVVGDJkSPj1xsZG9OjRA8uXL8f/+T//BwCwd+9eXHjhhdi6dStGjRql2O6mpiakpaWhsbGRzjnXQW1jCw7UNyOve0dkpSU73RzXEdl/AJjuS3rWhB8gOfcWbtKxhP3QeCcIwkm0+KHxWr64tbUVO3fuxIIFC8KvBYNBlJSUYOvWraKf2bp1K+bOnRv1WmlpKdatW6f6d3fu3IkzZ86gpKQk/Fp+fj769Omj2jkn9FHb2IK/VB7AnysPIMQBwQBQft0gTBnRx+mmuYaV22uwYM1uhDgg8ONrHNjsy8i2stg+gjADs+ScDH5l7OgjN+lYwn5oXpPHjjEq9RukQwkiFk3OeX19Pdra2pCRkRH1ekZGBvbu3Sv6mbq6OtHr6+rqVP9uXV0dEhIS0KVLF9Xfc/r0aZw+fTr8d1NTk+rfI9pZub0GZat3I7K0IsQB96/Zg7EX9DBNkXpZOdc2toSNAgCm9aUVfSZsqxXP2m2wJJtq2uJUe1nqJyn4NnZMiDNFzvUY/FaNW1b73qhTpFbmrdCxhDcwOq8ZHV8sj0/AnsCF1G9YoR+s7G/WnyXhHTQ5526ivLwcjzzyiNPNcC38hCa25qGN41Bdf8oU5eT1iPaB+uawUSCGmr4UTghW9ZlYW8181m7DTtlUmvTVtMWpseSGMSzMrAqHpFY512PwW9FPLPe9UadI7b2ZoWPdhlYnwYrr3eKoGJnXjI4vlscnYE9AXuo38jM7m64fAFjW36w/Sytxy1j3Epqc8+7duyMuLi5ml/QjR44gMzNT9DOZmZmarpf6jtbWVjQ0NERlz+W+Z8GCBVHl9E1NTcjJyVH9m35HzuCJCwSQ2z3F8G9omRjcqhzyundEMADdfSmcEOaPz8fCDXtNnUwjM4rCtpr1rPW0x8lnLSebgPh6Vr3tVpr01YwTp6oenKy2UNvfcplVHq1yrsXgr21swY7q4yhbsxucyeOW5UoXI06RlnszqmOtwEodptVJsOJ6NzkqYvKhRibMyLizPD4BewLyUr+xvfqEqfphwerdQMRzNrO/7X6WLNhAPHrHOkv34EY07daekJCAYcOGYdOmTeHXQqEQNm3ahKKiItHPFBUVRV0PABs3bpS8Xoxhw4ahQ4cOUd+zb98+1NTUSH5PYmIiUlNTo/4R6uEnNCHBAPD4dQNNGWxyE0MkK7fXYEzFZtywbBvGVGzGyu01un+ztrEFW/bXo7axxZbPZaUlo/y6QYgLtHdmAMCP/4u4QCCqL4W/ITYhLFy/V1WfqSWyb699dguuHdor3FZh++zAzGdtBCnZfKmyWrR9etstNelHypmacaJ2LKlFrbxL/e6bn9aKflbvOBKipb+lAo1BiXGoBjH9KGbw8+2889WPIdx61cjzAcx/5mYj1kdBQJWjrOXetOhYO7BSh6nRF1Zfr/U7nUYoH2plwuj4Yn18AsDufzfGvGZ2MEvKljxxqlWVDhVDrG9DiA3QmdXfdj5LVmwgQP9YZ+ke3Irmsva5c+dixowZGD58OEaOHInFixejubkZM2fOBADcdNNN6NWrF8rLywEAd999Ny677DI8+eSTmDhxIlasWIEdO3bghRdeCH/n8ePHUVNTg8OHDwNod7yB9ox5ZmYm0tLScPPNN2Pu3Lno1q0bUlNTceedd6KoqIg2g7MIfkK7f80etHEcggB+NTYPM8fkmWLo1Da24LvvTytGtM2MWOqNABrNEkwZ0QdjL+iB6vpT4Xvj/5+/B7HfyOmWIjoBBQKIMvT1TqZifbuu6jDW3F6EU62hqPbZQW1jS9QeByEOKFuz25FMg1i2JQjgxcpvTC3PU5O5UJP50ZsdEkOLvEtlLR998ws8/tYXUZ81cxM2Lf0t1Tdycq4U9RfqRzGDX9hOIcGAOkdVCjOfuRXwfRQ5pjkA7315TPG5a703NTpWDrOyPFZn2LRmOq243uxsqx0ZNqF8qPkdo+PLqfGppaJo4YbYvaLmTRhg6nPISkvG/PH5KF8f/VtL3/kG8yfkY9H6fZI6VAqp+RkW9bddz5K1ags9Y521e3Arms85nzJlCv7whz/goYcewpAhQ/Dxxx9jw4YN4U3fampqUFtbG75+9OjRWL58OV544QUUFBTgf//3f7Fu3ToMHDgwfM0///lPDB06FBMnTgQATJ06FUOHDo06au2///u/cdVVV2Hy5MkYO3YsMjMzsWbNGt03TigzZUQfVJaNw6uzRuGDBT/F/VdeZNhw2bK/Hs+/tz8qmySX5TArYqk3AmhWliArLRlF/dKRlZYc9f9yv8GXmUcSFwigbEK+Kdltqb491RqKap9d7Pz2REzJMccBu749Ifs5tdlYLVlbsWzLry7N01yep4SaDKyazI/e7JAQrfIu/N1IIj9rZrZNSm53Vp8Qfb5SfVOQ01VUztVG/SP1Y2XZuBiHU2kt9K+KzzM0xrLSkjF/Qr6hCgCr4MdafmZnRIoGB3XPXY88y+lYOczM8lidYVNbsWHl9Vq/Uw6zM2xyOl6LTPDXG9GpZulkLZhRUTS4VxfT2zWod1rMa20ch8G9usjqUCnE+rZ88iDL+tuuZ8latYWesc7aPbgVXRvCzZ49G7NnzxZ975133ol57frrr8f1118v+X2//OUv8ctf/lL2N5OSkrBkyRIsWbJES1MJg/CGjlEis2aRcACCHPDMDUNxSd+uqtYT6jEE9Eb77ViTtfNbcefuVGtINDs3ZUQfXF2QrSkLIAZrmTdOWPcbfl36M2qzscINwWZdmoeZxfJVIGLZuBd/PFKQJy4QwIjcrrr7UU0GVqwtYu3Wkx0SIlemPnFwluTvNrScQflbsVkYfqxw4EwbR2JyGwBw14oqSTlQ2zdao/5S+lGqMognCGBmca6hrOHK7TXhZS4BAPPGDzB93a+e9pm1+Z4Z8qyE2Vkeq3WqWn1h5fVav1MKs/veinXwRmXQDhnmkVqHrbWiyIr5X+639NqYUn2rp7/VHPNmx7NkzSbTM9ZZuwe34tnd2gl2UCrvDAHo1jFRd/moGqTKbz891ICifumaPmemouGPqxPC/0ZRv3TRCcGMoIlZfWsWw3O7xRjzAQDDcruKXq/WuBPbEOyF9w/gxcoDigacsJ/F+qsgp6uhflQ76at55kblQkuZOk9tYwsWrhc/SjNyrJg1jsSW3HBQ3ghITd+YEYx7/r39qFi/t70qCOLLUB6/biDe+/KYbmdCTKYXbdiHq4dkmzZ+9R4VZ+bme2YFh6UwO/hqh07V6iRYcb2aa5QCO2b2vZWltEZl0GoZ5pFah/1SZTXun3ih6GduLs7Dn38MOFs5/1s1LsT6Vmt/az3mzcpnyZpNBmjXH2ruIXIT4ubWNto0TgRyzl0OCzsi6pmEI1Ey1syIWGalia97WrR+H64ukDZorVSWUsfVCTfds3JytzOyr0RWWjIqJg/CgtW7EUJ7drF88iDJNqk17qTkT4sBx8v42At6oLJsXEx/Ge1Huww4Ne2IlPdIpPpLbsO1SDk2cxxF9vd3zacxe3lV1PtmZuW1OJPPv7s/SsdEVgb17pocXuMOAGMqNut2Jqyu6NHr7MjJAu8AzBs/AAfqmwHAcZk3+rzF5j47dKpWfcFfq7bfjQYC1QR2zAx823kMKAs2lxh53TuKVqq8WPkNZhbnRrVVWN1yi4n7CUnBkq3BY9Uxb0aQ6icn5U6rvom8h5SEIJpb21Db2IKstGTRKlrWT3xwAnLOXYyaI5isHsxqJ2GxSQNo/4waY80M50Vq3ZPSBG7VpCJlyD41dSiuKsg25TfUwPctv17PCeUf6fx+sOCnqvparXEnJ39qnr/aDCIrDrYRahtbkNMtBS/cdAlufmVnzPti/SW1Oc/a20ejIOdc1YPZ4yhSbq3KymsJItQ2tqBCpIKArwyK7Ist++sNORNWV/TodXaUNt/79FBDuBSfBYPMyPOW0wus6QI7jz5TG9gxM/BtRyltbWML/lJ5IJxpZkF+I8lKS8asS/PwwvsHol4PcYgat2LVLX9+vxozx+TZ0kY7xoVa29eKY97MQNhPcuOX1WBRVlpyTHWY8ChgHto0LhZyzl2K0gRox2SsZRIumxCbtQ4CuP0n/cKD1erJzsgEbsWkItUeqTJuK3Hy3Fq9v63WuJMyWgDlHbPNLpdkdSIFYrMpYoj1l9RziHRGI681+77Nrm7RG0Q4UN8sGYAUCxgZcSa03rNWudPbPjlZqG1swfQXP3QkGyWHnuftph2J7W6rlsCOWQE7q8uB+eVnkbfF4jOfWZwnui9K5Lg1ezkBa/OZ0dNGjO4jYzZy49fI0iirkTwKWOJ6O4MfboCcc5eitCOiHZOxFiV/62X9gMC5c7r58sbIKJrVk53VE7hb2+OkoWn0t9Uad2JGCwDMn5CvK7KuZxJxMgCihJq1wkB7ME3svp0uWbQqK68FqfX6YjJmxthXe8965M5I+6TaZWfpsVakqoeknA8r78Vsh8fuftca2DErYGeVDpJafgY4K79icqJm3JpVZWDXfKZlPOjZ0NOKfWTMRO50Ei33ancgRWoPBOEeLDy0aVw05Jy7FDkFa8ZkrGYga1Xyt47tF7XLuN52GlEyTjsRLLZH7XOwQrmbIatqjDvhJBxEu9N069h+sp8zy5BhPdOmtC8Ez5jze0i+F+mERf5tF06XEmuVMbP20lDSlXrlzkj7xNrF6i6+vF7bfagxquT+2qG9sLbqkKjzYdW9WOHwWLGuXg4ng85W6AA53ejUueVycqI0bs14Plr1il7bQc14iPxuPfaEVH+xYJsB0uNXeKY7IH2vTiQGpNo9b8KA8Nn2ka+rkUEWKzWsgpxzl6KkYI1MxlrW2GpV8sLJU2s7zVAyThvxQuxoj5xSU2O8maXche2w02DXM9maZWiynDUEpLO+kdgxNt2Onp1tAesCGkblzkzdxEqlUCRSR3yGOGD1rkNRf0c6H1bci1UBPCNt1Tum7XZsrDTapXSjcMNLK9oj1v9jL+ihKCdK49bo89GiV/TKkJrxIPzu+ePzdS/HkcqsOz0/S43fYX3Vld4b0StG5Fiq3ZFHAackBMObpCp9v9/sC3LOXYyUgjUyGWsdyEazK1rXTbKcfWQVJaWm9BzM6nepdlhhsEtNKnomWzMMTVazhjxiMjBpaDbWVR3WPTYXrN6NjonxGNa3q6/GpxYZizx2zQqDgzW5YyUbBSgf8SlE6HyYfS9WBvDk2ip3xrMRvS81Dsx2pK022sUqYn4ls7u5mYFssf7/07QhpsiJEcdTrV4xIkNK40Hsuxdt2If5E/LDmVkWAoBmIDV+1dhOevWKGXIs56NYWanhBcg5dzlSQm5kUyOtA9mIktfSTtazjyyiVqnJPQezlklItcNsI9cKY81oBJ3FrKEQsedwb+kAVQa91Pqy2curfBHl1oPw2DUrDA4W5Y6FbBSgfikHj5jzoedepJxTqwMpYm2V05VWzLdm62a7jHa1c5SZ7ZHqf3DGKiPNQK1eMSJDSuNB6rsH9+oietypmThRXi02ftXIpR69YqYcm6Hv/Wj7k3PuYfQMCicyLWrbyVoWiEXUOE1SSk3qOZjR70rtMMtgZznCylLWUArhc1Br0I+9oIdkWTxLz4AVpI5ds8LgcIPcOYHcUg6tlSNqUTp+zc5AipKuNHu+tUI322m0q5mjzGyP3GkuLATc1JzHvfvfjTGf03JCjtx9ysmnlQFA1sqrle5Vj15hzRn2o+1PzjkRBYuZFje0jQXUOk1alZrafte6rj0IICUhqOdWJWFtUhHCStZQL1IGdmXZuCgZEaL2Gfhlwxctx66ZgdvlTgqz10TOGz8Ag3t3Uawc0dtWJefUzkCKmoCpUb2v5ffEUPpuloz22sYWfPf9adPaI9f/rATchHpFzXGc8yYMUN1esfuMlAm77UGWg/9yaJUXK8aVFevXWe5zo5BzTsTAiuIXUtvYgpxuKVhze5HqTST8glqnSa9SU5IJrevagfay52uf3WJq5JklY82LyBnYvIzsrD6Bu1ZUaX4GrGUkrETLsWuEOFauieQxM6ih1jm1K5CiRlca1ftaf0/rd7NitAudUv64KKPtket/1gJuao/jHNyri6bvjbxPMZmwuoQ9EjuD/2YHqrXIi9njyg5d7TXIOfcJeo5DYUn4xQZ3Ub90p5vFDGqcJqNKTUomtKxrz8/sjEnPbgmfc2l25JkVY82rKBnYWWnJuKogGc2tZzU9A7dmJPQilNPIY9esrh5wujrBjN9nbU2kGlgLHKrRlXLPyqwzpdXOKQtW70Z+ZmcU5HSNutZpo13MKQ1ywDM3DMUlJmyGyZotJoWaPRysWBZRWTbONlvQrjHMQqDajHFV29iCHdXHXaerWYCccx/AwkA3gl8MdyNGqxqnyaq+kgsM8O/z99Tc2gZh1bPZkWenjTUvo9bA1voMWF+OYAVifWS1rnZ6LjDr990oLywGDuXGqdKzMvNMaSFSG0xOenYLKiQy6HpL440i1dZuHROZlUUrELNB+CqCkAlVBCyMeTvGMEv2rhG7UeqYSoB9Xc0C5Jx7HJYGul5YUMpWY9RoddLwkwoMfHqoAdNf/ND0NfBq8FOE1W7UGthanoHdWUWns8c8kX1kta52ei4w8/dZy0KrhcXAodg4VfOs9D4D/vMH6puj/o5EatkHp1Fm7AhGuVUWzUbKBjFL3lnpZ6vHsBfsXaVjKv04PrRi7m5MBHMoZTXdAK+UI/HS4JYyhGobWzR9z5QRfVBZNg6vzhqFyrJxtmXE+Ek5LtD+kPiNlRau3xtzTwBirnU6e0RoJystGUX90k17bkIZCgK4uThX9jO1jS3Ysr9e8zhZub0GYyo244Zl2zCmYjNWbq/R2WpzsVpXOz0XmPn7YjqHRT0iJqNmjx0rUPOs9D4DtePv5uI80U3F1MqMWfOqEm6RRTsQs0HMkneW+tnKMewFe1duiYOfx4cWKHPucViJNhqBxXJAMzEzUupUxlgYTbZjDTzhLXi5eKmyGi9WfoMX3j+AFysPiGa79GbEnM4ey2G1rnZ6LjD791nXI04vITCC2mel9RmoGX/CctgAojcXUyszO789oXpeNVpJw7os2omwGsjMCiU/9LMX7F2p03meNmkfBj9AzrnH8cJAB7ytlJ02ms1CGBhwag084W5erPxG1HgH2gNZHRPidDvYLJcMWq2rnZ4LrPh9VvUIy0EgNWh5VlqegdL4kyqH5ecSLdn5stW7Y14Xm1fNCqKwKotOYVVwyg/97HZ7V0p/TByc7XTTXAM55z7A7IHu1HpNryplp41mK8hKS8b8Cfnh0nYv3JPXYGXddSRSxjufTeePKhJWzKl1sFkPhFltlDlt9Dn9+3bBchBILVY8K6XxJ9ZvHICnpw5FeqfEqHZI6S/eYuMHVAAAsvRJREFUwRfqiGAAorvRuzmIwirUr8Zxu73rF11vFeSc+wSzBrqbS/VYxmuKbOX2mrBjHgAwb/wAkhOGYHUcS5XDRWbTxZayRRr4ckEHNwTCrDbK1Hy/lYEbtxudamA9CKQWs5+V0viT6rdhudGlsHL6S2q961NTh+KqgujMnReCKCxC/UoA/tD1VkHOOaHaEKNoqLV4RZGJnfu6aMM+XD0k29D9sZjpdSMsj2Mx4/3m4ly88P6BmGvFSl3VBB28FggzG1YDN27CDUEgOxDT2XLjT02/KekvOQdfiNlBFJqj2vFKcIognIKcc5+jxRDTssEK4V+kouZvflqLiYOzdMmKFQ4Db0h1TIhDc2ubbwwq1rMaQuMdAF6sPBBj6K25vQinWkNhA19L0MErgTCzYTlw4zb8HgSS09ly40+p35T0l9b18mYFUSiodQ4KThGEMcg59zFaDDEtG6wQ0fgtmi51Ru2jb36Bx9/6QrPRYoXDINwRGPCPQeWGrIbQeBcz9ApyojNhrAcd3AD1YSx69bff9H4kRnW2nPOuRn9pCYyYEUShoFYsrAan/DwuCfdAzrmPUWuIadlgJfIzpAD9GU0XRs0j0WO0mO0wSO0I7BeDyo1ZDTWGnhuCDqxDfRiNXv3tdb2vVHVkZZBHrf7SUh1jtJKGglrisFah5PVxSXgHcs59jFpDTMsGKwApQB4/R9N5Z+rNT2vx6JtfRL2n1Wgx22GQkmc9bXMrcs4uq4E1JUPPjUEH1tDbh6zKjBH06m+v6301VUdm6Gw5mWItK0tBLfbx+rgkvAU55z5GrSGmZYMVUoDn8Hs0PSstGRMHZ+Hxt74wZLSY5XRFZnvEyu71tM3NiDm7dgbWrHDoWDPa3YjWPvRqMFav/vay3ldbdWRUZ6uRKZayshQY1IedQT2vj0uvBUeV8Po9k3PuQswUSjWGmJaJx8sKUC1yTqCfnD/APKPFqNMlNPauHdoL66oOR5Xd+92gsjOwZqVDx5LRrhenDQ+1fejlYKzebKiXs6haqo706uxPDp5A2Zrd4FwmUxQY1IbdQT2vjkuvBkfl8MM9k3PuMqwQSjWGmNqJxykF6LQxyyPnBNrl/LHSFzxmGS16nS4xB2Jd1eHwbt8pCcGoXb/9il2BNS87dGbgJsOD5WCsUT2oN7Co5XOs6WolpDb7BMTnea06m994Vvj1rMiUEl4IDNqBE3OAF6sb/DiX+uWeyTl3EU4LpZqJxwkFyIoxq+QE2uH8sdIXQpw0WqQciFOtIRT1S3ekTSxiV2CNZYfOaZzW8VphNRtllh7UG1hU8zlWdbUcUpt9mjHPS208y3+/0zJFmIdTc4DXqhv8OJf65Z7JOXcRbhFKOxUgS8asU05gZBk9K33BEqw6EKxhV2CNnoc0btHxPCxmo9TMCVoy1noDi3KfY2ne0krk/G5m1ZFUybzcqTCEO3FyDvBSdYNSP7qtMkcNfrEfyDl3EW4SSrsUIEvGrBPPJzL7EgBcWw5oJSw6EKxiR2CNnoc0btLxPKxlo5TmBBYy1izNW3qwYn4Xk/0ggLW3j0ZBTuzms6zgRQfIamgOMAe5fmRBz1mBX2SHnHMX4Reh1AJLxqzdz0eYfaFyQGlYcyBYxo7AGj0Pcdyq4+2QGbVOkNycwErGmqV5ixWkZJ9lx9yrDpAd0BxgDmL9yIqeswo/yA455y7DD0KpBRaM2Uij0c7nI1cGGOLcs/u4XZkHL5WzeQG/PQ+1ci4sG25ubUNtYwszfeVEplCLEyQ3J2zZX89ExpqFecss7D49hhXMXj7hR/w2B1iFsB/dXpmjBq/LDjnnLsTrQqkVJyd0KaPRjjZIZV/s3IDOKJR5IPyAVjnPSkvGe18eY25sODFe9WSBpOYEljLWbnJEpXDq9BgWYH35hJmBAQoyuAuW9Byhj6DTDSAIM8hKS0Zu9xQcqG9GbWOLLb8pZTTa9ft89iUuEACAqDLAon7pzE+iTvefX6ltbMGW/fXUzzahR85ZHBtOtUnOCZIjKy05Rg9K6UyndKVYG90CizJqJ7wDFInS8gm7+mbl9hqMqdiMG5Ztw5iKzVi5vYaJ7yLsgTU9R2iHMueEJ1CKUlsR+WWhdMjN2RcW+s9vOJ3N8SN65JzFseFUm8zOArlZZ7IEazJqd3aX1eUTUoGB/MzOaG5t09Q/Xl+77GVIz7kbcs4J16M0gVjlkLBSOuREGaAZhhAr/ecXyNByBj1yzuLYcKpNVqzPdkvpNMuwJKNOBR1ZXD4hFTSZ9OwWcAr9I5zXWQvAENogPedeqKydcD1yE4iV5WVWlQ6xXnZsVpmbl0qvWH9mgP7yYCtwQ3+ZhZScA5DsAxbHhpNtmjKiDyrLxuHVWaNQWTaOqj0YgBUZdbqEnLXlE2Ll9gDAKfSP2LwuV7pPEGbgJ1tAC5Q5dwm0IYc0u//dGPMaP4FYHfk1u3SI9bJjs7OvXii9Yv2Z8bCS6XJLf5mJUM7f+/IYxlRslu0DFseGk22iLBB7sCCjrGZ3neobYaVJEEBIcI2wf6Tm9cqycZ45VYBgDz/aAmrRlTlfsmQJcnNzkZSUhMLCQnz00Uey169atQr5+flISkrCoEGD8NZbb0W9z3EcHnroIWRlZSE5ORklJSX46quvoq758ssvcc0116B79+5ITU1FcXEx3n77bT3Ndx20IYc0tY0tWLhhb8zr8yYMQFZasi2RX7M29XE6A6AGK7KvtCmSPbCQ6XJTf5kNL+cAVPcBi2NDrE2U/fAvWmTUCjlhObvr1PiNrDRZe8doxf6Rm9epaoWwAj/bAmrQ7JyvXLkSc+fOxcMPP4xdu3ahoKAApaWlOHr0qOj1W7ZswbRp03DzzTejqqoKkyZNwqRJk7Bnz57wNYsWLcJTTz2FpUuXYtu2bejYsSNKS0vxww8/hK+56qqrcPbsWWzevBk7d+5EQUEBrrrqKtTV1em4bfdAAiyP1Fnfg3t1AcCGQ6IWlsqOpWDZEHICNzyzSJw2tNzWX1bgtT6g4LE/MOpYWyUnrMzxrAWo+MBAQU5Xxf5RmtdZDBIS7sZr86DZaC5r/+Mf/4hZs2Zh5syZAIClS5fizTffxF/+8heUlZXFXP+nP/0J48ePx3333QcA+P3vf4+NGzfimWeewdKlS8FxHBYvXowHHngA11xzDQDgr3/9KzIyMrBu3TpMnToV9fX1+Oqrr/DnP/8ZgwcPBgBUVFTg2WefxZ49e5CZmam7A1iH1ZItVlBTqstC6Z0a7C471rNUworNmdwMK6XiWnCyPNiN/WU2XuoD2mTQHxgtP7VaTpye41kvz1XqH5rXCbvx0jxoBZoy562trdi5cydKSkrOfUEwiJKSEmzdulX0M1u3bo26HgBKS0vD1x84cAB1dXVR16SlpaGwsDB8TXp6OgYMGIC//vWvaG5uxtmzZ/H888+jZ8+eGDZsmOjvnj59Gk1NTVH/3AhlKuVRGzXXGvm1OwrOO8rzJ+TbkgEwksVwOvvKEqxkbdyC1f3FWvZKjKy0ZMyfkB/W626WGcp+eB8zqvfskBOnsrtuqW5U6h+a192L2LzH+lxItpM8mjLn9fX1aGtrQ0ZGRtTrGRkZ2Ls3dt0vANTV1Ylez5ej8/+VuyYQCOD//b//h0mTJqFz584IBoPo2bMnNmzYgK5du4r+bnl5OR555BEtt8ckFNFUxu2bsgl/b/74fAzu3cWyDIAZWQzanOkcTmdt3IaZ/RVZ/fHel8eYzl7xrNxeg4Xr9yLEAQEA88YPYLKdarAi+0Gbn7KFGdV7Xs6Seam6keZ19yFmrwJwxVxItpM0rtitneM43HHHHejZsyfef/99JCcn48UXX8TPfvYzbN++HVlZWTGfWbBgAebOnRv+u6mpCTk5OXY22zRIgJUxa1Kxu0xT7PcWbdiHyrJxlj1nLxkTLEDOhHbMGK+RRglfXMSLNavl1cLxzqF9vF89JJupdqrF7OAx6+XBfsQMx9rLSQYvBx4IthGzHxes3g1EyCOrcyEPBYTE0eScd+/eHXFxcThy5EjU60eOHJFc952ZmSl7Pf/fI0eORDnZR44cwZAhQwAAmzdvxhtvvIETJ04gNTUVAPDss89i48aNeOWVV0TXuicmJiIxMVHL7TENCbA92O24Kv2eFY4fK8aEF5xaciacQczJFcJiwMmLgTGzgse0fl0ZJ3SmWY61V5MMTgQevDB3EsYRm09CQMyE6PY5xo9ocs4TEhIwbNgwbNq0CZMmTQIAhEIhbNq0CbNnzxb9TFFRETZt2oQ5c+aEX9u4cSOKiooAAHl5ecjMzMSmTZvCznhTUxO2bduG2267DQBw6lT7uqRgMHqJfDAYRCgkPMHR23hBKbNyD2LtsNtxlfs9qxw/FrIYXnBqyZmwB7FxKnVKQyQsZq9YCYyZjRnBYy8GLszESZ1plmPt1SSDnYEHL8ydhDmIzSdBICpzDnhjjvEbmsva586dixkzZmD48OEYOXIkFi9ejObm5vDu7TfddBN69eqF8vJyAMDdd9+Nyy67DE8++SQmTpyIFStWYMeOHXjhhRcAtK8nnzNnDh599FH0798feXl5ePDBB5GdnR0OABQVFaFr166YMWMGHnroISQnJ2PZsmU4cOAAJk6caFJXsI9dStlK55mViUWqHXY7rlK/B4ifheyF3W294tQadSZYCVKxgFRfSI1TMaMkACDw42usls2yEBhjFa8GLsyABZ3pVcfaLOzoHxbkgOYtdpCzH2mOcTeanfMpU6bg2LFjeOihh1BXV4chQ4Zgw4YN4Q3dampqojLco0ePxvLly/HAAw/g/vvvR//+/bFu3ToMHDgwfM28efPQ3NyMW265BQ0NDSguLsaGDRuQlJQEoL2cfsOGDfjtb3+Ln/70pzhz5gwuvvhi/OMf/0BBQYHRPnAFdillK51nFiYWNe2w23EV+70t++tNySLJTaROGVteyZAZcSZYCVKxgFRfKI1TMaNEadyyYFh6tbzXKBS4kMYrOpMwhtNyQPMWe0jNJzTHuBtdG8LNnj1bsoz9nXfeiXnt+uuvx/XXXy/5fYFAAP/1X/+F//qv/5K8Zvjw4fjXv/6lua1ewQ6lbLXz7PTEoqUddjuuwt8zI4ukZSK102nxSoZMrzOhdpyx4EhajVxfKI1TKaNEqq9YMiwpCykOBS7EkdKZKQlBbNlf72kdQZzDyblTi33oh7nLTIz2l9h8QnOMu3HFbu2EPUrZaueZFafMynaYNSkZzSJpmUjVOC1mTrZeypDpcSbUjLPn39uPivV7wTHgSFqJXF+oGadqDRBWqnbsRjhu3WA0k1EZi5jOnDQ0G9c+u4WJYBNhD07OnWrtQ5aCoG6Axf5ywzzhdcg5dwl2KGWrnWdWnDKr2mG2kjWSRVI7kapxWqyYPLyUIdPqTCiNs+ff3Y/y9XvD73nZkZTrCzPHKStVO3YiHLfXDu2FtVWHmDICCfVE6syUhCAmLdkSdXRg2ZrdntQRRDROzZ1q7EO/BkH1wmJ/sRgs8CPknLsIq5WyGdlapWgbK06Z2e2wSsnqzSKpDbSoOcpN7BzNjonxGNa3qyP35nbkxlltYwsqIhxzHq86kko6x6xxykrVjl2IjdvVuw6F3xfTT5QtYR9eZ77x6eGY4wM5Dtj17QlMHGz82ZEssI0Tc6fc5mP80go/BkGNwFp/sRgs8CvknLsMq5WyXmNYS7SNFafMzHawpmTVBlqUnBapczRnL6+iqKoBpMbZzm9PiJ7ZHQzAs46kks4xY5yyUrVjF2qOmovUT5QtcRccJ/5wJV7WBMkCIYVQV7/35TGMqdgclpX54/N9FQQ1CmtBY9bsWD9DzjkRg1Zj2EvRNr0ZA9aULKAu0KLktIjdF4+bnzMLCMfZyu01KFu9W/Ta+RPyPd3HdgTszKyWYT2zKDdueXj95IT+Zr3/WGd4bjcEgKhAXgDAsNyuhr7XS3M5YQ28rhaTlUUb9mH+hHwsWr/PF0FQo7AWNGbRjvUr5JwThvFKtM1IxoA1JRvZLqU2yDktwvsS4sbnzCK8oSPs4QCAsgn5uHVsPyea5TnMCAK4IbMotYHYuqrDMfrJrGMb1eKG/mOdrLRkVEwehAWrdyMEIAigfPIgw89LzTInCqoYwyt9KCUrg3t1QWXZOMeXLroFVpZ6AuzasX6EnHPCMF6ItpmRMWBJySohNBDknBb+vnZWn8BdK6pc/ZxZRaoM+elpQ3FVQbb9DSJEcVNmUUwf3Vs6IEY/2am/3dR/rGPFfCMnCxRUMY6X+lBpM08az+phqb/cZMd6maDTDSBiqW1swZb99ahtbHG6Kargo21xgQAAuDLaJpcx0EJWWjKK+qUzfe8rt9dgTMVm3LBsG8ZUbMbK7TWKn8lKS8ZVBdmuf86swhs6kcQFAobLVAlzMUtP2IVQH4npJzv1N2v957a5VojZ842ULAAQDaq4td+cQCowZWYf2inPXrD77MCNOsYNdqzXocw5Y7g1sur2aJsXsv9qMJq5cvtzZhUqJ3MHXtUTdo1rlvrPrXOt1YjJgt1LH7yI1cv/nJBnsgfkef69/ahYvxcc6RhCI5Q5Zwg7IqtW4uZom1+iwGZkrtz8nFlmyog+qCwbh1dnjUJl2TiaxBnEy3rCjnHNSv+5fa61GqEsSFX2uD0oZSdW9uEnB0+gzCF5dos9YHcG+/l396P8rb3hExQin4kbs+mEvVDmnCG8srGakxjZbMXOKLBTm8KwlLkiYmFp7RkhDmWLjMFC/9Fcqw1hZU8QwLzxA6ivNGBVdRR/yodwyxKS53PYXVVQ29iCivV7Y15v4zi8VFmNFyu/oYodQhZyzhmCHCdjmKGA7XCOnCynpPJpgjCOG4IoLO8K7XT/eXWutfKZTxnRBw0tZ1Cxfi9CHLBww150SelAjoUGzA5MSZ3yAXhDns3AiU0oD9Q3iz6TABB2zO1qC+FOyDlnCHKc9OOWXYBZaCcLmSuCIKyD1lPL48W51upnXtvYgoXrY8t0WZtjWcfMwJTUKR/BAFwvz2bhRJWMWPAPAKYV5mD5toO2toVwJ+ScMwY5TvpwS5kiK+10OnNFEIQ1sBAAdANmzbUsVCjY8cxZmbuIc4g5gUEAa28fjYIcOukDcKZKRmwZyPwJ+bh6SDZWfHTQcxU7hPmQc84g5Dhpxy1lim5pJ0FYhdPOjNO/bzXkRKnH6FzLSoWCHc+c5i72kKoAIcf8HE5VyUgF/7xWsUNYAznnhCdwS5miW9pJEFbgtDPj9O/bgV+cKKeDLCxVKNjxzGnuYhOqtlTGzD7SonfEgn9mtMVp3UdYT4DjOJEVK96jqakJaWlpaGxsRGpqqtPNISyitrHFFZOUW9pJEGZR29iCMRWbYxyIyrJxtowBp3/fTlZur4lxorwUhHAyyMIbxsebWzF7eVXM+6/OGoWifum2tCUSu545zV2EX2EhuMtCGwh9aPFDKXNOeAq3LAlwSzsJwiycLrd2+ve1YDQz4uVsmpMZ60jDOID2f5Ei5WSFgl3PnOYuwo+wUCnDQhsIeyDnnCAIgrAcp8utnf59tZiVGfGqE+VUkEVoGHNod855mWKhzNurz5wgnMYuvSMXmHVTgJkwBjnnBEGEobVM7VA/mI/Ta1b1/r6dskCZEWWcCrKIGcYcgKenDkV6p0TPVSgQBHEOO/SOUmDWLQFmwjjknBMEAYDWMvFQP1iH0+XWWn/fblmgzIgyTgV5pAzjYbld6dkQvsNvAWyr9Y6awKzTAW45/CYPVkMbwhEE4avNsuSgfiB4nJAFkj/1OLExmRs22iMjmbAavwWwI8cUAEv0zpb99bhh2baY18U2mGRtU0a/yYNeaEM4grABLxlBXs7YaXlOZvSDl+TCzzgxJsQyI/PGD8CO6uMIBAIY1peytDxOrK92uvJDCTKSCavx29Ibu8aUlpJ1lvaW8Js82AU55wShA68ZQV5dy6T1ORntB6/JhZ9xakxEOoCfHmpAxVt7wzuCBwBUTCaZEmJnQIwlwzgSo0YyBRXZgPXnYGbQkvV7tdPxZLlkXQ6rg9isy4hVkHNOEBrxYqTQrRODHHqek5F+8KJc+BknxwT/Gzcs+zDqqC4OwII1u5Gf2RnNrW2+M1jEoIBYO0aMZOpDNnDDczAraOmGe7W7eor1yhwxrAxiu0FGrIKcc4LQiFdLwN04Mcih9znp7QevyoWf0SMLZkX6D9Q3gxN5PcQBk57dAs6HBosQCoidQ6+RTH3IBm55DmYELd1yr05UT7FamSOFVUFst8iIVZBzThAa8WoJOOC+iUEOI89JTz94WS78jBZZMDPSn9e9IwKAqIPO+dRgEUIBsXPoNZKpD9nATc/BaCDfLffqxYpCK7AiseMWGbEKcs4JQiNGS5/9uH7GCeyeWPX8HsmDdzA70p+VloyKyYNQtnq3qIPO4yeDRQgFxKLRYyRTH7KB256DkUC+m+7VaxWFVmF2YsdNMmIFdJQaQehE63EWfl4/4yR2Hzui9vdIHryFlqNwtFDb2IKd1ScQCAC9uybj2me3RBksQQBP3TCU+Z3crQpEueF4M9ahPmQDq54Di0Fgv8kci8+AdbwmI1r8UHLOCcIG6PxiIhKSB+9h1zONNFgCP77Gge0Aj9WBKNbO/XUj1IdsYPZzYDkIzKrMme1Is/wMWIdVGdGDFj80aFObCMLXyK2fIfwHyYP34Jc1xAXaXWarllFMGdEHlWXj8My0oQgEzq1J58voaxtbTP09o0iV+5vZzqy0ZBT1S3e98eYk1IdsYOZzsGPsGYFFmVu5vQZjKjbjhmXbMKZiM1ZurzH0faw/A9ZhUUbsgNacE4QN+H39DBENyYM3sWt9YlZaMrp1cseGOVKBqJ3VJ9CtE5V5EoRatGZ0/b6pllas2CGcngGhB8qcE2FqG1uwZX89RfQswK6sGuEOSB68i12Rfj7AEwmLAR6xdgYA3LWiyrTslFpojpOH+odd9GR03aIjWMGKijZ6BoQeaM25x1GKtPLv7z7UiIXr99KaGIvx0voZwjgkD4QRtGyYY/Y6Sv77OibEobm1TfZ7I9sZRHspfqThYcd+C7TuUx7qH3Yxsp+F1zbVshKr9g2hZ0AAtCGcKH50zpUm28j3hdDmVARBEOyjJsBjtuMlNncofS/fzu+aT2P28qqY943uai8HbcAoj1v6x687Xhs9CYKCwOqxcsd8egb+RosfSmvOPYrS2hnh+0JoTQxBEAT7KJ0va/Y6Sqm5Q+l7+XbWNrbYvt8CrfuUxw394+fMvtE9Ssw+g9rLWLVvCD0D8/BDkI7WnHsUpbUzYu9HQmtijEFr9wiCYAGz11HKzR1qvteJ/RZo3ac8rPeP33e8pj1K7IWVHcLJjozF7N30WYUy5x5FKdIq9n7kdaT49ePnCD9BEGxh9skASnOHmu+1a1d7Ht65EZar0hzXDuv944bMvtXYPWYIZyE7MhYrdtNnFV2Z8yVLliA3NxdJSUkoLCzERx99JHv9qlWrkJ+fj6SkJAwaNAhvvfVW1Pscx+Ghhx5CVlYWkpOTUVJSgq+++irme958800UFhYiOTkZXbt2xaRJk/Q03xcoRVrF3l8wIR+vzhqFyrJxvlcCevF7hJ8gCLYwO+sm/D4erd9rd3aKPx+e5jhxWO4f1jP7dsFKRpewFrIjxbFiN31W0Zw5X7lyJebOnYulS5eisLAQixcvRmlpKfbt24eePXvGXL9lyxZMmzYN5eXluOqqq7B8+XJMmjQJu3btwsCBAwEAixYtwlNPPYVXXnkFeXl5ePDBB1FaWorPP/8cSUlJAIDVq1dj1qxZePzxx/HTn/4UZ8+exZ49ewzevrdRirSyFonVuo6ExXUnFOEnCII1zNb1kd+XkhDEqdYQE3OIErTuUx5W+4f1zD5BmIkb7Egn7G+zq8BYRvNu7YWFhRgxYgSeeeYZAEAoFEJOTg7uvPNOlJWVxVw/ZcoUNDc344033gi/NmrUKAwZMgRLly4Fx3HIzs7GPffcg3vvvRcA0NjYiIyMDLz88suYOnUqzp49i9zcXDzyyCO4+eabdd2oH3drdxNaS3hYLflxy663BEEQBOEmaMdreVhMWBDaYd2OdNL+dvOxdFr8UE1l7a2trdi5cydKSkrOfUEwiJKSEmzdulX0M1u3bo26HgBKS0vD1x84cAB1dXVR16SlpaGwsDB8za5du3Do0CEEg0EMHToUWVlZmDBhAmXOPYLWEh6WS35o4xaCIAiCMB8q65ZGz0ZZtOEYm7BsRzptf7O8/MZMNJW119fXo62tDRkZGVGvZ2RkYO/evaKfqaurE72+rq4u/D7/mtQ133zzDQDgd7/7Hf74xz8iNzcXTz75JH7yk5/gyy+/RLdu3WJ+9/Tp0zh9+nT476amJi23StiI1hIe1kt+WFsuQBAEwSpGs32ULST8jp6NslitPiTaYdWOZMH+ZnX5jZm4Yrf2UCgEAPjtb3+LyZMnAwBeeukl9O7dG6tWrcKtt94a85ny8nI88sgjtrbTb5hlFGldR+KGdSd+UB4EQRBGMOogkINB2AHrASCtDpOUM5+f2RnNrW3M3qffYNGOdIP97QU0lbV3794dcXFxOHLkSNTrR44cQWZmpuhnMjMzZa/n/yt3TVZWFgDgoosuCr+fmJiI8847DzU14qU7CxYsQGNjY/jfwYMH1d4moQIzzxrUWsLDcskPoQyV0hEEYbQ80unySsIfuOFcZa272Us585Oe3cLkfZLNwA5kf9uDpsx5QkIChg0bhk2bNoWPMQuFQti0aRNmz54t+pmioiJs2rQJc+bMCb+2ceNGFBUVAQDy8vKQmZmJTZs2YciQIQDaS9C3bduG2267DQAwbNgwJCYmYt++fSguLgYAnDlzBtXV1ejbt6/o7yYmJiIxMVHL7REqseKsQa0lPKyW/BDyUKaLIAjAeHkkC+WVhLdxy7nKWnezF8t+AgDH4H2SzcAeZH9bj+ay9rlz52LGjBkYPnw4Ro4cicWLF6O5uRkzZ84EANx0003o1asXysvLAQB33303LrvsMjz55JOYOHEiVqxYgR07duCFF14AAAQCAcyZMwePPvoo+vfvHz5KLTs7OxwASE1Nxa9//Ws8/PDDyMnJQd++ffHEE08AAK6//noz+oHQgFVGkdYSHhZLfghp3GLoEIRWWC97ZRGj5ZFUXklYjR5bx25dwP/e2At6oLJsnCqHSejMBwGEBNewEOjSazO4UR+7rc1kf1uLZud8ypQpOHbsGB566CHU1dVhyJAh2LBhQ3hDt5qaGgSD56rlR48ejeXLl+OBBx7A/fffj/79+2PdunXhM84BYN68eWhubsYtt9yChoYGFBcXY8OGDeEzzgHgiSeeQHx8PG688Ua0tLSgsLAQmzdvRteuXY3cP6EDMooIPVCmi/AilNnRh9Gzq+nsa8JqtNo6dusCI78Xmf1MSQji2me3MGfT6bEZ3KiP3dhmwlo0n3PuVuicc3Nx81mDhDOwfnYnQWiFZNo4Rs+uprOvteG2DJ3TqLV17NYFZv+eFptOqwzplTmt9+hGfezGNhP60OKHumK3doI9aM0JoRXKdBFeg6pBjGO0PJLKK9VDGTrtqLV17NYFZv+e2vvUKkNGZE6rzeBGfezGNhPWQ845oRsyigitUFCH8BK0xIdwC27f88PJjL8aW8duXWDF7yndp1YZMkPmtNgMbtTHbmwzYT2ajlIjCDHomAtCC1lpySjql+4Kg5BVaMyxAR0rQ7gFuQwd67jhODO7dYETukerDJklc2ptBjfqYze2mbAeypwThqAyOcLrsLZGk8YcW1A1COEG3Jqhc1PG325dYPfvaZUhJ2TOjfrYjW0mrIUy54RupCZNyuYRXoG1jA2NOTahahBxqMKDHdyaoXNbxt9uXWDn72mVIadkzo362I1tJqyDMueEbmgjC8LLsJixoTFHmI2wMsSsShGq8GAPN2bo3Jrx9ypaZciNMkcQTkPOOaEbmjQJL8OiI0xjjjAToQN97dBeWFt1yLBDzWJgi2jHbRu5+vGUD9aWUgnRKkNukzkpnH4uTv8+YR/knBO68eOkSfgHFh1hGnOEWYg50Kt3HQq/b8ShZjGwRbgXP2VfqeKETex+LkJHXOn3yXH3FuScE4Zww6RJSovQA6uOsBvGHME+Yg60EL0ONYuBLcLdeCX7KgdVnLCJ3c9F6IjPH5+PhRv2Sv6+1wM6frThyTknDCM3aTo9qKxSWk7fF2EPrDrCfjBUWcKL413MgRai16FmNbBFECxDFSdsYudzEQsELFy/FyHBdZGbIno5oOP1wIMU5JwTluH0oLIq2un0fRH2Qo6wv/HqeBdzoCcNzca6qsOmONSsBrYIglXsrDjxYsBRiFn3aOdzEQsEhAAEAgAn8vteDuj4uZKEnHPCElgYVGqUllblzcJ9EQRhD14f72IO9L2lA0xzqCmwRRDqsavixKsBx0jMvEc7K4GkAgHzJgzAovX7RH/fq0uIvBx4UIKcc59gd5SUhUGlFO3Uo7zNvi8/RK8Jwq2woMd4rNIVQgeaHGqCcA6rK06MBBzdYq9YEVS1qxJIKhAwZUQfXF2QHfP7Xl5C5Oe9S8g59wFORElZGFRySkuv8jbzvvwQvSYIN8OCHgNIVxCEn7AyQKY34OgmHWRVUFXtczEaxJAKBEj9vleXEHk58KAEOecex6myTDMHlRFFJ6W09Cpvs+7L6+WyBOFWhPrGaeNAi65wS2bLi1DfE25AT8DRbfaKk0FVs4IYfjxLXkyHejXwoAQ55x7HybJMMwaVGYpOTGkZUd5m3BdL5bJSmGVsktFKuAUpfZOf2Rnbq09gRG5XFOR0tbVNanWFmzJbXoP6Xh6aA/RhRb/pCTi6wV6JxKmgqtuCGCwhp0OVAg9e1C/knHscp8syjUTzrFR0RpW30Sil089FCbOMTTJaCbcgpW8aWs60H2XjkAyr0RVkFDoH9b08NAfow8p+05pgYN1eEcOJjKvbghisYESHelW/BJ1uAGEtvBMaFwgAgKvWbMgpOjOYMqIPKsvG4dVZo1BZNs7WAc3yc5FSlLWNLY58j53UNrZgy/56pttIWIOUvqn40TEHnJFhNbrCal1JSEN9L40b5wAWsKPfstKSUdQvXZXNwbK9IoeWezQDPogRCetBDBbQq0O9rF8oc+4D3Lpmw45orZPlMqw+F7Oiv26LIns1AkuoQ0zfBAEmZFhJV7gxs+UVqO+lcdscwAos9hur9gpLsLBHiRvRq0NZHCdmQZlzn2B3BNEMnI7WrtxegzEVm3HDsm0YU7EZK7fXmP4bLD4Xs6K/booiezkCS6hDTN/Mn5DPjAzL6QqndaWfEfZ9EMC88QOo7+GuOYAl5PrNyeouFu0V1nCyItOtZKUlR821aucvL+sXypwTjiLMTAv/dipa6+d1hGZFf90URfZyBJZQT6S+SUkIorm1DfMn5GPR+n3MyzBltpxjyog+aGg5E14CsXDDXnRJ6eB7w9xNcwBLSPXbe18eo+ouFyBVkenFjcvMYOX2mvC+LgG0BzfVyPV7Xx4DF2G3BQLwjH4JcBzHKV/mfpqampCWlobGxkakpqY63RwCsWXE1w7thbVVh5iYeLbsr8cNy7bFvP7qrFEo6pfuQIvsp7axxRRD36zvsZLaxhaMqdgcU1ZVWTaO2TYT1iHUTfPH52Nw7y5MyzDhHFr1h9+MdDfMASwS2W8AaI5yMbRsThy9tpfY54IAPljwU2bHgxY/lMraCUcQy0yv3nUoJlP9ycETjpRweblcRi1mlbC5oRSOyoK9iZ4SUDHdtGjDPnIsCEm0bGhkx3Ip1nDDHMAikf1GGw+6F5aWzbG26a1euRb7XAjwzHigsnbG8EtEXWxgCWnjOEx6dgs4A5FGLf0pvJbK8fwFlQV7C72ZClriQGhF7YZGfl4uRRhDasPK75pPo7axheSHYViZU1jM3uvdDM7rG3GSc84QLA4cqxAbWGJwBowYLf0pda3XnTW/BIPUYvT8eoINjDhBXp/0CfNRG8xlxUgn3IdQxgIAOACzl1d53l50OyzMKU4FBpVsTL2JMK8n0Mg5ZwS/RdTFBtakodlYV3UYbRzXfoSR4DNajBgt/al0rRf7HzAnGETOPcEiRpwgr0/6hDWoCeayYKQT7oWXsZ3VJ3DXiirf2ItuQswmsnNOkbLJnAgMqrUx9SbCvJxAI+ecEfwYURcbWPeWDgjvlHzts1t0GzFa+tOPfW9GMMgNlR5WBQ8oKME2Rp0gL0/6hHUoBXPdEPjRq9tIJ9pDVloyunXyn83iBqRsotrGFuR0S8Ga24twqjVk2ZwiZ5PZHRjUamPqTYR5NYFGzjkj+DWiLhxYkX8bMWK09Kcf+95oQMINlR5WBQ/cEJQQ4jfD2QwniNVJ32/P0ims6me7Az9a7kOvbnOjTnQzfrRZWEfKJmpoORM+JowfG1ac+KOmAtTOwKAfk15mQs45I7ghom43RowYLf3px743OrnboXiNGMdWBQ/cEJQQ4lfD2YvZb78+S7uxup/tCvxouQ+9us2NOtHt+NFmYZFIG0XKJqpYv9fQ3klqUWOT2TknUgDJGOScM4QXjUmjGDFitPSn3/re6ORuteI1ahxbFTxwWzRYreHs1Wwsq9lvPZATZA9e6Wet96FXt7lNJ3oFv9ksrCG0UeaPzxfdTd+usaHWJrNrTqQAkjHIOWcMLxmTLKClP/3W93ZVJmjFDOPYquCB26LBagxnysa6A3KC7MEr/az1PuhII/fhN5uFFcRslEUb9mH+hHwsWr8vbBPNGz8ACzfstWVssOgMUwBJP+ScE4SPsasyQQtmGMdWTVQsToBySB1Z+OmhBhT1S/dMltAPkBNkD17pZ633oVe3uU0nEoRRpGyUwb26oLJsXJRN1CWlg21jg0VnmAJI+iDnnCA8ih2lylYoXrOMY6smKhYnQCmy0pIxf3w+ytfvjXp90fp9uLog2zNZQrtwsvyfnCDt6HleXulnPfdBRxoRhDJyNorQJrJ7bJAz7A3IOScID+LmUmUzjWOrJio3TYCDeqfFvMY74F7JEtoBC2OKnCD1GHleXulnPfehV7e5SScS7oDVvVC02ig0NgitBDiO45Qvcz9NTU1IS0tDY2MjUlNTnW6OLlhVVFbht/s1i9rGFoyp2BzjcFWWjXNVP9Y2trjeOGYBOXkAgL9UHsCfKw8gxCFsZLglkGMXXhlTfoGeF0HYhxW2GgvBUCXIRiG0oMUPpcy5S3CDojITv92vmZhdquxUkISizeqRe0ZSUf73vjwWHmMBALeMzcPMMXnU5yJQ+b+7cOp5sRxQZrlthHufjxW2mlv2QiEb5RxulV9WIefcBbhFUZmF3+7XbMwsVaYgCfuoeUbC8lYAUZlFDsCf36/GzDF5NrfeHfi9/N9thpcTz4tlXcly2wj3Ph+rbDUKhroLt8ovywSdbgChjJyi8iJ+u1+z4TOlcYEAAOhesy018dY2tpjdZEInWp5RVloyivqlIystmcaYRswaU25k5fYajKnYjBuWbcOYis1Yub3G6SYpYvfzYllXstw2wt3Px6p5hA+uReKnYKibcLP8sgxlzl2A37I2frtfKzBjQyOKXrOP3mdEY0w7XtkkTAturmKy83mxrCtZbhvh7udj1TzilRMT/ICb5ZdldGXOlyxZgtzcXCQlJaGwsBAfffSR7PWrVq1Cfn4+kpKSMGjQILz11ltR73Mch4ceeghZWVlITk5GSUkJvvrqK9HvOn36NIYMGYJAIICPP/5YT/Ndh9+yNn67X6uIzJTqgaLX7KP3GdEY04fRMeU23F5hYdfzYllXstw2L1Pb2IIt++sVM4gdE+IQcOnzEc4jQQDzxg8wZbxNGdEHlWXj8OqsUagsG8d0mbTaZ+3FdpB+sQbNmfOVK1di7ty5WLp0KQoLC7F48WKUlpZi37596NmzZ8z1W7ZswbRp01BeXo6rrroKy5cvx6RJk7Br1y4MHDgQALBo0SI89dRTeOWVV5CXl4cHH3wQpaWl+Pzzz5GUlBT1ffPmzUN2djY++eQTnbfsTvyWtfHb/bIIRa+dQcv6XiPPiMYYoQRVWKiDZV3Jctu8ito1uPx1nGB8PX5du228ZX898/s8TBnRBw0tZ1Cxfi9CHLBww150SelgijPthg3XWFlv7VQ7rNYvbtvvxCw0H6VWWFiIESNG4JlnngEAhEIh5OTk4M4770RZWVnM9VOmTEFzczPeeOON8GujRo3CkCFDsHTpUnAch+zsbNxzzz249957AQCNjY3IyMjAyy+/jKlTp4Y/t379esydOxerV6/GxRdfjKqqKgwZMkRVu71wlBpBOAEdF2IfeidYekaEVazcXhNjeLGcxXISlschy23zEmqP8RO7Lghg7R2jsbfuJBMOnxr8fGwhK/eutx1mOr5W6BdWAh9mYdlRaq2trdi5cycWLFgQfi0YDKKkpARbt24V/czWrVsxd+7cqNdKS0uxbt06AMCBAwdQV1eHkpKS8PtpaWkoLCzE1q1bw875kSNHMGvWLKxbtw4pKcpR+9OnT+P06dPhv5uamlTfJ2EMv0a6vIobotdewMj6XnpGhFVQhYV6WB6HLLfNSygtBeFtI7HrQgAOHnfXPg9+XnPMyr3raYfZjq/Z+sXN+52YgSbnvL6+Hm1tbcjIyIh6PSMjA3v37hX9TF1dnej1dXV14ff516Su4TgOv/zlL/HrX/8aw4cPR3V1tWJby8vL8cgjj6i6L8I8vBbpIsyDgjbysDLRE/rxkowL78Xt90MQdiC1FOTTQw2Y/uKHYdto/vh80esgeA1gex7w89IXVu5dazvc4Pj63R5yxVFqTz/9NE6ePBmVsVdiwYIFaGxsDP87ePCghS0kADpSgZDGjccx2Q1trOJuvCTjXroXgrATsc02540fgIU/rskG2m2jRRv2Yf6E/JhNOYf17erIPKB3MzE/by7Kyr1rbQdrG32KyZ7f7SFNmfPu3bsjLi4OR44ciXr9yJEjyMzMFP1MZmam7PX8f48cOYKsrKyoa/j15Js3b8bWrVuRmJgY9T3Dhw/H9OnT8corr8T8bmJiYsz1hLX4PdJFiOOGKC0L0MZN7sVLMu6leyEIJxAuBZGyjQb36oLKsnExS0bsngeMVjz6eekLK/eupR2sZPwBadnzuz2kyTlPSEjAsGHDsGnTJkyaNAlA+4ZwmzZtwuzZs0U/U1RUhE2bNmHOnDnh1zZu3IiioiIAQF5eHjIzM7Fp06awM97U1IRt27bhtttuAwA89dRTePTRR8OfP3z4MEpLS7Fy5UoUFhZquQXCQlga8AQ7qF2D5xelKwcrEz2hDS8FJr10LwThFMKlIFK2kdiSETvnAbOCcX5e+qLl3q1c+qS2Haw4vkqy52d7SPNRanPnzsWMGTMwfPhwjBw5EosXL0ZzczNmzpwJALjpppvQq1cvlJeXAwDuvvtuXHbZZXjyyScxceJErFixAjt27MALL7wAAAgEApgzZw4effRR9O/fP3yUWnZ2djgA0KdPdASvU6dOAIB+/fqhd+/eum+eMBdWBjzBFmrX4NH+BO342chxK14KTGq5FzevsXdz2wk2UCtDemwju+YBCsbZB0t7Mo29oAcWTy1AMBDAJX27OvKs1cieX+0hzc75lClTcOzYMTz00EOoq6vDkCFDsGHDhvCGbjU1NQgGzy1lHz16NJYvX44HHngA999/P/r3749169aFzzgH2s8ub25uxi233IKGhgYUFxdjw4YNMWecE+zj50gXGXviiBkmYmvwqHRWHyR3zuOlwKTae2HJ0NSKm9tuF6RX5NEqQ6zaRl4KLLIMS8uFWNF/JHvSaD7n3K3QOeeElbCi7Fgm8hzMA/XNuGHZtphrXp01CkX90h1onTuNUZI7tvDSWdJy98LK+b56cEvbndRHpFfkcYsMqWXl9pqYYBw9b3PZsr9e1OZ5ZtpQdOuUYNs4Z012/SR7lp1zThBELCxFRFlG7Ro8J2DRGFUyzknu2MNLJXhy9+LmUlg3tN1JfUR6RRk3yJAWWM3qewmxLHEAwF0rqmwd56zJLsmeOK44So1Qh96jMAhj6DmWwu/PipUjSAA2jwBUc5QVa8ehGMXvY8IJ9Pa5m4+5Yb3tTusjr+kVK2BdhvSQlZaMon7p5BxZhNDm4Z0vu8c5i7JLshcLZc5dglIWjcXMn1/Qum6GnlU7rERMWYskq81ceWm9Fo0J+zHS525eY896253WR17SK0roXTrAugwRbBJp83zXfBqzl1dFvW/HOCfZdQfknLsAJSOKytCcRYuy8+uzkjKCWCgDZs0YVWuce2WS9euYcBIz+pyV4JoeWG670/rIK3pFCTrb23zcuG+L3fA2T21ji2PjnGSXfcg5Zxw1RpTTkXZCvbLz47PSYgQ5MbmzZoxqMc69MMn6cUw4zUuVB0zpcxaCa3phte0s6CMv6BU57Drb20/OKlU/acPpcc6q/iPaIeeccdQYrk5H2ol21Cg7vz0rLUaQk5M7S8ao1knbjZNspNHqtzHhNLWNLVj2/oGY14MBMNXnfnJshNitj8T62o16RYiUDNkREPSTs0rVT/pgye4g2IKcc8ZRY7g6HYEj1OO3Z6XWCGJhcmfJGPXypC1mtPppTFiNklN7oL4ZYuen/qr4PGb63E+OjRR26SOv9rXcfVkdEGRhPrMTqn7SD0t2B8EO5JwzjlpnzsvGvNfw07NSawTR5B6LFydtKaO1smwcKsvG+WJMWIkaR0tsTAYBzCzOtbWtUvjNsXESr/a10n1ZHST323xG1U8EYS7knLsAtc6cF415r+LlZyXM3Kkxgmhy9wdyRisdpWIMtY4W69U7fnNsnMSrfa3mvqwMkvttPtO6Ka5fl6sQhFrIOXcJXnbmCO8glblTMoJYdxgIc/Cb0WonWhwtlqt3SEbsw6t9rfa+rLKr/DifqdEpXl1CQRBmE+A4Tmz5medoampCWloaGhsbkZqa6nRzCMJz1Da2YEzF5hiDqLJsnGqjpLaxhUmHgTCPldtrYoxWMtCMY8b4YwWSEfvwal+zcF80n53DS/qJsA4vV1Zo8UMpc04QhCmYUSLpVIWIlycEszHaVyxnbd2Ml7J1JCP24dW+ZuG+qOLxHF5dQkGYB1VWnIOcc4JgEDc6i24tkaQJQT1m9RUZrdbAgkOiB68e5eUWvNrXXr0vN+JW+4CwB69uTqmXoNMNIAgimpXbazCmYjNuWLYNYyo2Y+X2GsfaUtvYgi3761Hb2KJ4LZ+5iwsEAMAVmTupCUHN/foN6it3kJWW7KrN9VjSdwRBWIMb7QPCPuQqK/wIZc4JgiFYih7qyZK6LXNHpXbqob4izIYlfUcQbkFLZR1LVXhusw8I+6DKimjIOScIhmDFATJiNLuplJAmBPVQXxFmw4q+Iwi3oCVozuKSLTfZB26FpYCMWry0Z4oZkHNOEAzBigPkF6OZ9QmBpUmW9b4i3Acr+o51WNIDhHNoCZpTVYo/YTEgoxaqrDgHOecEwRCsOEB+MppZnRBYnGRZ7SvCnbCi71iGRT0gBwUSrENL0NwvAXbiHF4IyFBlRTvknBOEDE4YGiw4QG40mo08K9YmBFYnWTK8CbNhQd+xCqt6QAq3BRKEsK7ftATN/RRgJ9pxe0CG9fFnJ+ScE4QEThoaLDiLbjKaWTcKtU46Zk2yZk52rPcx4V5Y0HdqsNt4dJOx7bZAghA36DctQXMjAXa3OUlua69VuDkg44bxZyfknBOECG43NMzCDUYz689Kz6RjxiRr5mTHeh8ThNU4YTy6ydh2UyBBiFb95qQzqCVorifA7jYnyW3ttRI3VjwCZF+IQeecE65GyzncWqAzF91BbWML3vj0MLPPSu/Z4EbPhDX7THIaD4SfMXs8qcVNZ0PzgYRIWA0kCNGi31Zur8GYis24Ydk2jKnYjJXba2xq5Tmy0pJR1C9dlRxoudYpOdeL29prB1NG9EFl2Ti8OmsUKsvGuSJQQfZFLJQ5J1yLlRFTN2Us/Erk8xfCwrNSChwoGUtGlhWYncWi8UD4GSezwm5ZXuTWrB2gXr95PcPntuoHt7XXLtxQ8RgJ2RexUOaccCVWR0zdlLHwI8LnHwkLz4rPrjz25t6Y97RMOlqyHpGYncWi8UD4Gaezwnr1gN24MWsHqNdvXs/wOS3nWjGjvUarL62q3vQTZF/EQplzQhdWr7lS+n47IqZuyVj4EbHnDwAPTrwQVw7OcnxHc6cDB1ZksWg8EH7FzVlhu3Fb1o5HjX7zeoaPZTkXswmNttdo9SWtdzcPsi+iCXAcJ2JCeo+mpiakpaWhsbERqampTjfH1VitkNR8f21jC8ZUbI6ZJCvLxlk+qFnaGZSltuhBb/udfP5KbNlfjxuWbYt53YnAQW1ji22THQuyyEIbCO9i53giYmFhfK/cXhPjDHrNIRPKudP9rmQT6hmXRm0Ilm0Qt+O0vFmFFj+UMueEJqxec6X2+52K8LIUKWWpLXow0n6WI/xS2RUnMvpmZbGUJksWZJGFNhDexq1ZYS/Ayvj2Q4YvUs6d7nc1NqGecWm0+pLWu59DaB8Yca6dljdWIOec0ITVCknL99s9SbK0GQxLbdGDGe1n1UgyO3DgdBRZTdbCaVlkoQ0EwRJO6w0zYW18+yVIw0K/W2Vz7v53Y8xrWpYoeH2JgxApfSK0D64d2gtrqw7pcq5ZkDdWIOec0ITVCknr99s5SbIUKWWpLXowq/2sGkljL+iBxVMLEAwEcEnfrrrb6HQUWc1kyYIsstAGwl/Y5fzq+R2n9YbZ0Ph2hpcqDzje71bYnLWNLVi4IXaz1nkTBqi+Lxaq9+zSQVL6RMw+WL3rUPhzWp1rGufnIOec0ITVCokFhSeF05HSSEXsdFuM4vb2y2GWYcxCFFnNZMnCs2ShDYR/sMv51fM7LOgNs6HxbT+1jS1Y9v6BmNeDAdja73ptQjnHVWpD2cG9umhqm5PVe3bpIDF9smD1boy9oIdkP0aixbmmcX4OOkqN0IzVx6WwehyL2HEP88YPwIH6ZsljNMw6ZoM/muuGZdswpmIz3vvyGOZPyA8fI8JSEEMNXj06w8wj/lg4tkfNUTVOPEvhuGKhDW7AjW22AiP9YPUxnkZ/hwW9YTZenS9Y5kB9M8T8rl8Vn2d7v2u1CYX20srtNVHvm3lkXFZa+zGHAGzTrXbpIEBcn4QAvFRZLdqPQrQeHUvjvB3KnBNR8NHGjglxaG5tkyyXsbqcmNVy5chI6aeHGrBw/V7JyKWVGdSy1bsR+DHCGAAwb/wAZoIYajEadWZxTaWZZVksRJHVZi3szCBIjSsr2qB2nZ0byobd0GY7xrTRfrCr9FLv77CgN7Sg9pnz43tn9QkgAAzr29XGVroXvWNKTI6CAGYW55reRjWotQnVbiBnZoWm3brViA7SKg953TsiAMQEal6s/AYzi3Nj+nHS0Gysqzqsu19Z3UvIbsg5J8JEKhgeVo04J+GVxfQXP5ScAMwsLRRTxBwA/hBEDsCiDftw9ZBs1ykyvUEYVh0NMw1jVpZ4qJ0s7QioKY0rM9ugZZ2dWWXDVjmnbih1tmNMm9EPdjm/en+HFb2hBq3P/L0vjzGj942OVdYDUW6So0jUOq5mOYFO6Fa9ukHN5q5iZ8nPujQPLwiWOIQ4oLr+lGg/3ls6wFC/spqcsxNyzgkAsQqGh0UjjgWUJgCrM6hCIssWWcsmmw3LjobZBg0rUWRWJku7spZyMmZVG6x0TlnfaMeuMW1GP9jltBj5HVb0hhxanzlLet/oWHVLIMoNciREi+NqxrzmhG7VoxuU5EFOJmcW5+FFweaAcYEAUhKC2LK/HnndO4ZL+/n2uUFWWIaccwKA9AYZAHtGHAvOp9IEYEUGdcHq3QhJXBMXCODTQw3hbL7bswpysO5omG3Q0ER3DruylnIyZtXuwVY6HqyXOls9piOXa5nRD3Y5LUZ+h3W9ofWZs6L3jY5Vuc8D5gXXWT4RxUr7wO6Mv1O6VatuUNqLQqkiTax8/dpntzBhb3oRcs4JAPLZWVaMOJZKmZUmACsyqB0T4zF7eVXMe8FA+5pzfv074O6sghJWT4ZmGA6sG8ZuxS7DS07GrGiD1Y4H6yWqWsa01vEpdg6vkTWRPHaNca/qEq16nJUAk9GxKvX5lyqr8WLlN6bNm6z0lxA77Dg7M/5O6lYtukFOHtTIdGSfpiQEw445wFb1olcg55wAEKtgeCIVjZNZa5ZK2niUJgCzJ4hhfbuKbtCy9vbRaG5t80RWQQ1WToYsBYAIcewwvJRkzOw2dEyIQyBwbh8JwHxDmuUSVbVjWuuaSTF9tK7qMNbcXoRTrSHm+sFPaNXjrASYjDq9Uhut8Y45YM68yUp/RSJ3LJcVGXS77pVl3RqpE+XkQY1M8326ZX89E/amlyHn3McIDRlhZCzSeHHaaWGlpE2I0gRg5gQhNdkW5HRFbWMLE1Fyu56TVTtzsxYAYhWnl5fYYXgpyZhZbeB1q9Axt2odM6uyrNTfetZM5nRLEdVHp1pDUWskncDpMcQCWvW4lU6Q2udh1OkV+/zNxbkxG26ZMW+y5jTKHct1/8QLHWmTWbCoW8V0YmXZuBh50CrTdgST/Y4u53zJkiV44oknUFdXh4KCAjz99NMYOXKk5PWrVq3Cgw8+iOrqavTv3x8LFy7ElVdeGX6f4zg8/PDDWLZsGRoaGjBmzBg899xz6N+/PwCguroav//977F582bU1dUhOzsbv/jFL/Db3/4WCQkJem7B90g525EKhp+sjjb94LjTwmqJlhxKk70e40xqsmUlSm7nczJ7MrQjsOAFg9zpQJ2dWG1wiW3EGQSw5vYiFOT476gouf7Ws2Zyze1FTM4bfhpDPFK6T+sYs2JMan0eRp1e4ecBiG64ZYacsuQ0Kh3LxUo7vYBUMLOybJxoYFKtTNsZTPYzQa0fWLlyJebOnYuHH34Yu3btQkFBAUpLS3H06FHR67ds2YJp06bh5ptvRlVVFSZNmoRJkyZhz5494WsWLVqEp556CkuXLsW2bdvQsWNHlJaW4ocffgAA7N27F6FQCM8//zw+++wz/Pd//zeWLl2K+++/X+dt+xupQVvb2BK+ZuX2Goyp2Iwblm3DpCVbZI0iO+Cdz7hAAAD7yiCy/8ZUbMbK7TWa3pcjKy0ZRf3SRcvoK8vG4dVZo1BZNs4RY89tzykSPrAQiZmGvJFnzgpqdAehHqlM0qlWqa0f/Yvc+JRy3E+1hpjTR34cQyzrPr3PQ2oeVkvk5908b2ohK639WC4hIQ622pN+QCmYKYaSTIsFkwMAfnf1ReENDQlzCHAcJwxiyVJYWIgRI0bgmWeeAQCEQiHk5OTgzjvvRFlZWcz1U6ZMQXNzM954443wa6NGjcKQIUOwdOlScByH7Oxs3HPPPbj33nsBAI2NjcjIyMDLL7+MqVOnirbjiSeewHPPPYdvvvlGVbubmpqQlpaGxsZGpKamarllz7Flfz1uWLYt5vVXZ41CUb901Da2YEzFZsnd24H2yaOybJwja89ZKdGSQqz/IvtL6X0v4IbnJMbK7TUx1QdmBDm88syVdAehDa/IhV1Ejs8ggPkT8nHrZf1U6VxW9JHfxhBrMi7M4Es9j2emDcVVBdm2t40VObUK1uRBiBeq2wDj/SzWD1JjBfBPBZARtPihmjLnra2t2LlzJ0pKSs59QTCIkpISbN26VfQzW7dujboeAEpLS8PXHzhwAHV1dVHXpKWlobCwUPI7gXYHvlu3bpLvnz59Gk1NTVH/iHaUMoRSx6rxn3Eyqms0Wm0HShFLPRFNt+GG5ySGVdUHXnnmVlcXuI3axhZs2V+vO+vpl4yZWUwZ0QfzJgxAINBeYbBww16s3F6j2I8s6SO/jSGWdJ9YBl/seQDAXSuqbM/wsySnVsGyzmO5wkMrRvpZqh+kxgrgjwogO9G05ry+vh5tbW3IyMiIej0jIwN79+4V/UxdXZ3o9XV1deH3+dekrhHy9ddf4+mnn8Yf/vAHybaWl5fjkUcekb8hn6K0Pllq3TDtcKsOO89AJ8zHijV6dj5zL50hyzJmrRtmbdMmlqltbMHC9XvD6x0j9z9xSz+6dQzp1SuszHdya3DLrxuEBat3I3IxiZ1763glW6sWFseqFzeEVdPPak64iOwHsVOdeFjYpNkruG639kOHDmH8+PG4/vrrMWvWLMnrFixYgLlz54b/bmpqQk5Ojh1NdAVyg1ZuV3BCGSXjy63GGaEfO555bWML/lJ5AH/+cWMhL5whyypmG3IsbdrEMkqbNrqlH+0aQ2Y5fUYCUazMd3KyM2VEH3RMjMfs5VWi71vZVj9uDgiwp/NYPRHIKHL9rOWEC74feN21s/oE7lpR5XjQzatocs67d++OuLg4HDlyJOr1I0eOIDMzU/QzmZmZstfz/z1y5AiysrKirhkyZEjU5w4fPoxx48Zh9OjReOGFF2TbmpiYiMTERFX35VfkBi0Z4Maw+wx0Ihordso3ipXPfOX2GpSt3h21Cy5/hmx+ZmfTA2taDCstfe2WDJJXDTnWYSULawZWOydmOX1mBKKcmO+EukRJdob17Wq7bHkxW+tWvKRb1CAle2pOuMhKS8ZVBclobj3reNDNq2hac56QkIBhw4Zh06ZN4ddCoRA2bdqEoqIi0c8UFRVFXQ8AGzduDF+fl5eHzMzMqGuampqwbdu2qO88dOgQfvKTn2DYsGF46aWXEAxq3mieEEFuzaQf1j9ZiVL/Uf9ag5U75RvFimfOT7Ji+zeGAEx6dotja+e09LWb1vv5bd0wK7C8XpUlzNwR3qw143bOd2K6RM2+BHbLFkvr8f2OH3RLpL1vxgkXLJwQ5FU0l7XPnTsXM2bMwPDhwzFy5EgsXrwYzc3NmDlzJgDgpptuQq9evVBeXg4AuPvuu3HZZZfhySefxMSJE7FixQrs2LEjnPkOBAKYM2cOHn30UfTv3x95eXl48MEHkZ2djUmTJgE455j37dsXf/jDH3Ds2LFwe6Qy9oQyfi2nIryLUibCi5kKqQ0ceTiH7lFLX7vtubBSqmslrFYxUNWRMmZWdrgtoyinS1iraHOib1kd1yzgZd0itPfnj8+XlL2ifumq+4G15QleQbNzPmXKFBw7dgwPPfQQ6urqMGTIEGzYsCG8oVtNTU1UVnv06NFYvnw5HnjgAdx///3o378/1q1bh4EDB4avmTdvHpqbm3HLLbegoaEBxcXF2LBhA5KSkgC0Z9q//vprfP311+jdu3dUezSeBEf8iNuMYcJ8vDhJKxmlXixHFjPwhDhxj1r62o3PxU+GHGuBWzII5THT6XNbIMrovgR2ypbdfcv6uGYBL+oWMXt/0YZ9mD8hH4vW75PcG8lr/eAmNJ9z7lbonPNz1Da24I1PD+OxN2N32Dd61qoXHT4v4tVJ2q9nzEee/8xXW0cqdmEf2DFGtfS1V5+LG6Fn4Q0idQJveBvR8W45g9uN8mtH37qxXwhzkDqf/NVZo5DbPcUV49oLaPFDXbdbOyGPkuEd6ZQJMVpO5VWHz0vUNrZgR/Vxz1ZN+HWnfGEW970vj4neo51jVEtfi107b/wAHKhvDr9PWEfkvOHGKgYiFrMrO9ySSXOjjrejb2lc+xe5Shq3jGu/QZlzD6FkeItFTnmMRtYpKss+coEZwHjVBEsoZSLckgUygvAenRqjWvqav/bTQw1YuH4vBfpsQGwt4sINew3LCVVRWQv1rzxe0fFmPWc/22g0VsyvpGEBtz1Xypz7EDVryKU2jnpw4oW4cnCWIeGmqKy1GFVCQvkQwvIGP3pgaV2hUwjv0akxqqWv+eumv/ih7ZUdbpvozUDPWkQ1UBWVtVD/KuMFHW/mc3ZjRYEZ0Fhpx2t7pHj9uZJz7hHUGN5SpS1GHXO57/aSw+cUapWQnHMht6M365O08L786ESZgVvGqBNBBK9P9FJI9fXgXl1QWTZOkyHHj8uOCXGeXTbDArSZqz+w4jl7zUFTgsZKNF4IWAH+eK7knHsENYa3lZFTv0ZlrUatElJyLsTkIwjg6RuG4pK+XZl9TsL7unZoL6ytOuQ7J8oM3DJG7Q4i+GGil8KstYiR4zSA6M0IAaqiMhOqUvMHVj1nrzhoaqCx4k388FzJOfcIag1vKyOnborKuiX7qkYJqXEupORj4uBsO29HE2L3tXrXofD7fnKizMItY/Tm4jz8ufIAQpz1lR1+mOilMCNgIxynYgU6LFZouBW3VMAQxqDnbBzqQ/W4xSYG/PFcyTl3McLBpNbwtjJy6oaorJtKWNUoIbXOhVscMx65UnwevzhRZsLyGBVmYG8Zm4eZY/Isba8fJno5jOoFqXHK96ldFRpm7Msh9nnWjFa3VMAYxap+Z+l5yrXFL8/ZSqgP1eEmmxjwx3Ol3dpditsGEysY3bHUiYldaZdNr+7CKne6QCQLrszHrWP7Gfods4xyO+SDJePSTMSedxDAUzcMxTCLl154cSdbu5DSP2tuL8Kp1pAtgUCj86HU51meZ72yG7kYVvU7S89Ty14ydj5nL84vXh4rRtFqP7IkH257rlr8UHLOXYhXnTE72LK/Hjcs2xbzuppjxJyc2JWUkFedC+F9XXFxBtbvqYu6xojsm2mU2yEfUr/B0oSpF6mxCdgz3tw20bOEk/rHjICrVHDh2me30DxrM1bZNyzZTSy1JRKWgheEPWixiUk+jEFHqXkcP6+RNIreElanN41SKkU2u2SdFWdPeF8H6ptjnHO9si/1TPMzO2t+1mbIh1Kfi/3GgtW78cm/G7HioxrXT5hiY5PHjvHGcrm/2Zg9vp1cMmN0PpT6/PbqE6bNs2r6mxWd6zRW2Tcs2U0stYXHaRuHcAa1NjHJh72Qc844YhO239dIqkHK0NG7VoXFyVSIWc4Fa9FR4X2ZJftmGuVG5UNNn4v9RgjA8m015/528YQpHJtC+P4EQE6MAawa30b1j17n1Oh8KPX5EbldTdE1avpbyzPxuhNvlX3Dkt3EUlt43GDjKOH1sWEFam1iL8iHmyDnnGGkJmzhYAoCuLk419G2sqQUlQwdPVkeFidTK9ASHXXimZu5EYiZRrkR+VDb53KZ5UjaOA47q0+gWyc2xqMW+LG5s/oE7lpRFdOfnx5qwPQXP2QmcOQ2WM1+GAkYGNUJUp8vyOlq+k72Yv2t5ZmYGVipbWzBjurjCAQClu/poAWrNnsy63vNmPdY3NCKBRvHiEyyllRwE2psYhbkw0/QmnNGUbMmqbaxBS9VVuPFym8cVUgsKUUr13J5dV13JGrXHzn9zM1aHyz1TPU8a73yoXXNl1RmmScAIPDjJOr0eDSCsD/njR+AhRv2qhrbLAULWcLInhtWYZbONqoTpD5v5HvV9LfaZ2Lm3LZyew3KVu8OH3sXAFAxmS09YdUeEEa+1+x5z+p9LrTqQSdtHCMyyeoafq/hBxvYSmjNuQdQW0LCO+aAM1kQ1jIxVpbeuO0oMj2oiY6y8MzNKuGXeqZ6nrVe+dASkZbLLAPtBg0AZsajEcT2G1Aztp0OHLEMi9kPs3S2UZ0g9Xk13yvlBKnpb7XPxKx+qm1siXKCgPaz6Res2e24nhD2oxVt0fu9Vsx7Vu5zoUcPCnUu0B48sjrIKSWTZavVyaRXSq5ZDyr7wQZmhaDTDSDE4SfsSLScb20XLLQhEjX9ZoSstGQU9UvXtMnXlv31qG1sMeX3rYYvt4sLtHeiWLkda8/cKFLPVOuzNvIZpT4XXn9VQXbUZ4JoPxP86RuGQvBoPPNs1IxtKQPaLePParTKmlaU9J3Y+1brbKtZub0GYyo244Zl2zCmYjNWbj+3B4Sa/n7vy2OILIQJBCD6TMzqpwP1zTE6AmgfK07qCbl+NAsj87Gb5j0jepDXue99eczy58EjJZMcgF3fnlD8vNqxwbI9Zof8m4EeG4fQDmXOGUXNmiQWsiAstCESltZyuTWDJxcdrW1swXffn2bqmXsBszL1tY0tnn02asa2VzIoVqJV1tRmc5T0ndj7Yy/ogQP1zZg/IR+L1u9T1NmsZZbUZFOV9OmCNdEZwwAHjL2gR8xvmTW35XXviAAQ4wwFA3BMT9hRjaVnPo6UN9ZsHTmM6kG7q+PyuneUfE/Nwls1Y8Mqe8yITuI/2zEhTtcJMSzpQsJcyDlnGCUjigVHlIU2CGGh9IaF0m8jiJXbRU5u/LpmjjM/++ZX9JQ4Cj/D4ng0E6WxbeSoRD8ZOmplTcqgFfaXkr4Te79s9e6ovRHmj8/H4N5dJHU2i8FOtU4Q//8H6ptj/hY7gUHMiaptbEFOtxSsub0Ip1pDuue2rLRkVEweFL2+98f+dEr2X6o8YGlQTc98LCZvbtGtRgMJdgc5s9KSsWBCPsrX7416PQBgWG5XVd+hJghmtj0mlJH54/MxqHeaqnlEaE9JVby5RRcS5kLOOeMoGVF6HVG9xqjY55Ta4MQZr1au5VKD1OT25qe1mDg4i8kJXQ7h5MYBCHLAMzcMxSUM7fRLsBGcshK5sa0nOEGGjjhSBm1DyxksXL83qr9yuqXIGvNi+pDDuaxYiAMWbdgnuYETq8FOtU6QlIwZ+byRDfwi964IBOCoDq9tbMGy9w/EvG5mJl+rsyklb5Vl41BZNo553Wo0SOtElcCtl/UDAkDFW3vb7QsA5ZO1BYyk5gYrgg1iMsIHF9Qchyi0p4RI9beeE3U6JsShubXNluCz3wLdVkHOuQfQ6ojqNUblPifVBr+e8Sp17NWjb36Bx9/6QvIeWb0/qQxPt46JTLWTaMfp4JRVqBkfWoITrDp9diLVp1IGbcX6vVFO9f1r9mDN7UWyxryaYwDljGVWlyuocYKUZMzo5420/aoC5zd/O97cKuqc/Kr4PNOerVZnU07e3LLe1kiQ1qkKrFvH9sPVBdmmBz+sCDaIyQiP0hiV+izfRrn+1rMxauT3Wxl8pkC3eZBz7jP0TvR6PsfyGa9WI5zcIpG6RyP3Z7VT76b1doQ30TI+1AYntDh9rAbOjCDXp2JjPohYB7uN43CqNSRrzAv1YRA/Zs4jvkdOn7Csf5ScICUZM/p5NxKzRArRshAEMLM417TfE3M2540fELPMgEervLGqG4wEae2swBLrP6lnowczgg3CNioFHOXGqJR8qVmyoudEHR49gT21sk2BbnMh59xn6J3o9XxOzWfUfq8bBz4/ub35aS0effOLqPeE92jk/uwIWnh9LbNbYNUItBqrxr/RsmQ3o9SnUg6N2Fnzud1TUNQvXdaYFxr77315TLU+YV3/yDlBu//dGPOaUMaEn3frRmRqECvpDUBd1jDyO+T0oNLyu08PNcQszRCO55uL8/DnH9fCy7XJi7qBx44KLGH/XTu0F9ZWHTK9P40EG6SesVQCBpAfo1L6rCBHeX29Gl0ol9Vv4zjsrD6Bbp2Mb/IZiReDiE5CzrlL0WukS030KQlB2fMs9RgILJ7xajdZacmYODgLj7/1hew96r0/O4MWXl/LzDpeNgKVsGr8O1lW7DRq+lRszHdJ6SCbIZfrk8j3teoTN+qf2sYWLNywN+b1eRMGSLZf70ZkbgncSe0/8PTUoUjvlKj4bPWcChC5/A4Apr/4oeR4Fmb1bxmbh5lj8iSDAF7UDXYh1n+rdx0Kv292f+oJNsg9Y2HAR82JEzxG9JmejVF5AgDuWlGlaEdolW0rgohu0WlWQM65CzFipIsZo5OGZuPaZ7fIfp+ezIWaz6j9XjdnD9Tco977c2JXVb8pSRawwwhkeSJUGh9G2u7HsmJAvc4RjnkznWSt+sRt+kdsF3IAGNyri+j1ejcic1PgTkruhuUqb0qn51QAoZ5UOq9cmNX/8/vVmDkmT7Q9XtUNdiGX4eWJ7E8n5iilZ8z/K+qXrnm9vBF9JvdZoc3Jwy8nUmNHaJVts6ub3KTTrICcc5dhhpEeaVylJATDjrnS95l1FrOea1gva1TCqmPx3By0INRjtRHI+kQoNz6ef29/eJMyvW2XM3ScGmNWG6JGdKrbnGSzqW1swY7q4wgEAhgmsdO5nl3I9WxE5rbsrRG5U9KDavSk3HiW+vzO6hOim+fR/GsMNRtF8v3p1Byl5RmzpBeFdv6p1hC+az6N2curoq6TsiP0yLZZgVu36TQrIOfcZZhlpPNKZMv+es3RMa2DIzJiHfm31u91Y1ljJEr3qOf+zA5asJw99TNWGoFGJ0K7ZEZsfDz/7v6os3GtmMSdCAzqMUSlnoPc83G7TnWCldtros8IB1AxOfb5HKhv1rwLuZ5x7sbsrV65U+ofNf2nNJ7FnMW7VlShufWsKRWFxDmE/RcEMH5gJv712ZGo/gTgmLPm5mcstDlrG1s0BRr03LcZAQq5o4hH5Ha17Vg4JyHn3GWYbaQb/T41hrmZEU+rIpOsOKV67s8sA5ul7Ckrz4MVrDQQjBj3dstM5PiobWxBxfrY9bxGHBMpubN752KthqjUc1DzfFjK9rBObWNLlGMOtJeJLlizO+b5SO12z+9CLiZr7315DBFVqAgEoDjOWcreatHbegP9Wk4FkNKTUuOZ//yC1bsRirje7IpC4hxTRvRBQ8sZVPy4Qd+Gz+owf3w+BvfuEu5PqSSS2o3NzGijF56xVjvCzEy4FntO7ihiHqdtVKsJcJzINoMepKmpCWlpaWhsbERqaqrTzTHEyu01MYNLKKBaBoOa75P6nJLhV9vYgjEVm2MMh8qycQDAhAPGklNqFlqVodxzsjt76sXnYRa1jS3YWX0CCAA5XZN1R5AjnxcAXc/eqMwYZcv+etywbFvM68EA8EHZTzW3gRW5k7qvV2eNQlG/9JjXpZ7DmtuLopYs8a/b9XycQs9O3mqRejaA+PMRzq3zxg/AoN5p2H2oMWa38LEX9Ih5jkEAHyxQlmW9c7iZ2Dl+ahtbZB0GpfeVeOPTwzHlv4D0GCT0o2YeEbsmgPbgldP62o0YHR9a0KsXInWaFG6bz7T4oZQ5dyFK0Sytg0FPdExtdkcqK/dSZTVerPzGccXqxbUtUs9fzig1kj01Y80vjxnPw8tZ9/e+PBZzfqnWPhfKx/zx+aqPDYrEjHJaI89KKro+f0K+5t/vmBDHjB7QmgmVeg7bq0+4rtzZKGK6b+wFPcIyFjl+9OiqvO4dY87kBqTXkUsd3xUJL2t/mjYk9j1A1fNyOrP3ycETKFuzO5z1t3r8KGXdjVaDDOvblZlqBK+jZh4RVpTwsKCv3Yhd1VJG7Dm5o4h5vDyfkXPuUqQGl97BoHWwKinUSKNXrLSPd8zF2minc6XFwXCD0yf1/Btazsie66q3NFJszW/Z6t1oPRtCyUUZmvtJq8MXKWfNrW2iGSkrszd2yoPw2fJomfDE5IN/fkrHBgkxWk5rNNMmtl5x/oR83Dq2n+bfF3O4nJr4tZYeSj2HEbnucTDMGEtisl22enc4uxb48Tq+O/QY9FlpyaiYPCh6zfmPsiv1Hfzrkcd3CWnjOICLXe+s5XlpmcPNrnQSlvoD7jacWVxnbNYYYc2GUXMSx4I10fJlp75msc/Mxqp7NBrAz0oTP4qYJwggJSFoTmMZg5xzj6F0TIhZA1BOoQqN7muH9sK6qsPhSe7m4ly8INjFlm+j0cyGGiIV0e5/N8a8z99H5HV2tMsMpJ4/n9kGxI1SPcaI1JpfDsCD//gMD/3jM9GNkuSQkyvhBBIpZ2JYGU13ogRa7tgZtROe3HdwkD82SIgRA9asihW9GUPh74t1iVZHVs7A0Wr8aLkvqedQkNPVUQdD7T2bNZakzs/mZJ6xHoOefzY7q08gEAAuEezWLnbfSkdG8UeJ2fG8hEGpWZfmYWaxuoCcEDHHicfOQJAVzoXT1QiRmDFGWFm2I0RpHpEa14EAorLpVsgbq31mJkJ9cPtP+mFM/+6W+wlqEcpHJCEA1z67xZPPhZxzjyE1GD491BCO3JuhZKQUKhC7q+a6qsNYc3sRTrWGwoPyRcH5r3GBAFISgqaWlopN2EJFJMa8CQOinHEzMi52Ifb8A0BMSZiYUarVGJHajZiHg/hGSXKIZUNvLs7FPz85HJURnz8+Hws3xJaICrEimm7FUgg1xqXcsTNqJzylo2u09pdeA9bMHab1lOhJOUt832h1jOSMOLFlBIN6pykaP1ruS+o5mOlgaN3HRI1Ra+ZYUnMskxCxcaPmPrPSkkWP1pK6b7m28ToOMBZsUvNsxIJSL7x/AC9WHtBlE8iNI7sCQVY6UHaV/8ph1lIvVpbtiCEn91I27bwJA7Bo/T7TAlnCMcRqn31y8AQ+qj6OkbndUJDT1dB3iemDJe/sx5J39lvqJ6ipkI18P1I+TrWewa/+utO2JTROQc65xxDb7XXe+AFRa93MEmYxhSq1q+ap1lDURipiA7a5tU30s1JnjMoRWWrHH3Uz9oIeitkyAPi2/hQWbq+Rvc6Okj1hybbaHXAj+1as/Asw55zOjglxMdFrISFO3ZrJSHi54vclEFZZhDi0VwKo+C4roulmH12k1riUiiBrNUwi15cLkesvqclUjwHr9A7TUs7SbT/ph+LzexjKwkfqVyA2WMkvIzDTkZAzdMxwMLQ4QFqMWrODNMLAHgdpPS82bow4ekr3LZzz5o0fgO++bw3ruEgHWcu9a9nzY+e3sfsQiLVVLVI70q+9fbQmx0Fv5ptVB0qIkcy+GWPEDcftSekpKQdvyog+uLogO2x/Au0bNmrZBFeuMrJjYjxzfXbPax9j9a5D4b8nX9ILT/58iO7vk6vosdJPUNKzUu/zPoaaZJPbIefcQ4iuzeGAXl2TLVMyQoUqZfR+eqghyjkXG7BiZzAC0meMSiE87oZD+9rDp28Yqiqr8upHNYqOn9WOhFjJttqsW2TZ5V0rqmIUmRlZDb59Smc9SG2UpIbIfQmE8EEXuZ+3oiy0trEF331/2jTHUqtxGTluUhKC4WoUNfcorBq5ZWwe0jslqso+6HVa5Bx6q0t4hTvSR7YjKy0Z88fnR+2XAABL3/kGvxjVV1M75AxfDpzlxo/VpZdaZVSLI2B2kEY4r7z35bGYY7GAdgdyze1FUQ6kUUdP6b6FbQOiT0nQIw9ie35IfQcfsJZCj00gV0G37P39itm92sYW/KXyQDhYqFV+zXI6xfSU2teUEBuf+ZmdVWc/zRgjZnyHluoMu5YY8Lpc7clBfLv++cnhcEBLrDJSapw4eUThxs/rohxzAFi96xBuKuqrO4MutcEljxV+gpKeVXrf6cC+XZBz7iHEJqoQgBPNrbaszwEgafQuWr8PVxdky2bc+IleyxmjYuyoPh6jbDgA1fXNiple/lrhdVHHduBcGaIVyG38pTbrlpWWjG6dxKOiT00diqsKsk1tXxDA7eP6Ycnb+1VvlCSH0hrN8O+KlbuNHxB1RirfZqMGg9C55WVEj2PJt+d4c6tm41JrJrS2sQU7qo/HVI38+f1qVJaNi8o+SJWX6XFalAwmK9d0ii1f4RDdjkG902I+p8cYEasgidSvZi4jEGJH5lCrA6TFeLIiSBM5PqaM6IOOifExx2KFAJxqjXbZjTp6au47sm1SVWaRv6e0j4HYnh9ibZZbGy7VVrUIx/Ef/rUP8yOcmwkDM3FjUd+YexDbSE6r/MrtGaMWMT0FQNVrSkEEsfE5X+D4KWU/zRgjRr9DbQDQiSUGanSg3P40YmNC7DU7l2pEorS3zo7qE7qd86y0ZJRNiLXXeaTGkpWVIErv2xHYZwFyzj2E1Hrjh//5WYzhaKUwGzF6pYwpLUZSICC+mvzJ//tllNLlHTnh2mWp9UzCUmu96/SUUOOYqjFipIzFnG7Jmsq/1LQvBGDM+T0wfVRfyY2StKBm/SgH4OmpQ5HeKVE2i2yGwSC2NivIAc/cMFTxPuU2sgsgtgLAzMCZ3MTOj6mifumy7ZeaLHdWn0C3TtKOg9BgWrA6dv8BM0quhcht9hY5bsyIwItVkAj1q9RmNnp+T4gd5apa+0mr8WT1xltqj8UyKg9a71vp95T0ltSeH2LVSmbvsSCEH8efHDwRk91bv6cO6/fUxRzrKRUsUCu/tY0tWLgh1qmYN2GA6vuQ0lOIeC5Sr6kJIqiZy9VkP80YI2Ztnil172YHCtU6gGpODpJzbtWiNalhxQkUYgzPNbbu/NbL+gEBxBzzKKUTjNpTSnpPjR5mabNGqyDn3EMIjQN+zZ0wwyks5zMbo0aO0TNGc7omi5bqRP4d2Q9dUjrErAUc1CstvIldSkIQza1tONr0g+wRcGahdmMjNRlWobE4aWg2rn12iyFHVe75ZqWJb5SkFSlZFjqxw3KlHWOxjLHeZyYVkOjWMVFT9li4kR2HdufcLCM5EqWJ3cgmcgG0LzeRcxzE+uulymrcP/HCmHYqGTFaDB0lgzgyKKEnAi91Njogrl+FZ10b2cRI2A9SYzElIWgoABeJVqeztrEFOd1SojYBVWqDFUGayO9W034zMjJm7LKvprQTkJ4n5k/Ij/ldKTnR8ozU8FH1ccn3eCe3Y2J8+G8xhHpJauxLjfPBvbrEvKblO0JAjPEg9pqaIILauVxN9lNpjKjdyNDsTKfW69SgxQFUsjfVVuHJwdsaarHyBIpIJl/SyxRb/tax/cIVdJGJDiB6Hb+aknQ1MiinZ7Xoay865TzknDMK71gEAgHkdE1WvSFYpHHwXfNpVeV8ZmPUyDHy+XAmK+I1MUc9sh+ExnPkruDXDu2FtVWHwllO4fdYsRGF8P6lUHPG45QRfZCf2Rnbq08gr3sKZv11p2FH1aqyIqFiF1s/qvY31WSMtbRXT8BJ7kzxSCIrAMyMAstN7FqemVLQT0yOOibEiX7Xi5XfYGZxrmi5oZQRo2XDK0DZII7MLGqNwCudjS6lX3lDoqhfuuQyAiXDRqqvrAjACVHbT2JtjNxrRCtim2IC2o8EVdt+MzIyWoxGsXXoW/bXq1ruIjYu50/Ix61j+4m2Seq4PTMZmdtN9v0QgNnLq0QrhoDY0mE5/aC2pF3sO8Ze0CMsV2Ib2kHFa2qCm2rncqPZT63OoJZgp9q5z6y1wFoz8Er2iJ5THIQYrcYw8wSKAIC7Lj8fP83vaer4FeotMZnK6ZYiqZe0HDespGf9kBlXgpxzBhFbiwWoN7T4QSa2wZpeZWmVMWTG55UyWctmDItySgHxtYAAwsfNAe39FlmiJ6bbI8/g5oMpwwyUc/OIbfwVmXUD1J3xqORMaCkhlHOcjd6v3O6c/Her/U0tGWO1ss0bAPx+CEEorz/Tsm5ergJAL1I7KT+tohQfkD7KRCzoFylH/LMUI8Sd271fjRGjZcMrHuGzElJ8fveYKL8aB1Lr2ehadrdXMq7l+kqoK3jHXG1/qSUrLRlHm37AG58eFt3IyuyyVrEAm9T+AWrbr1XP2QHfLj3LXaR0oth9GNHZavulIKcrJl/SK6a0XYiwYigI4Fdj8zBzTF7UPcidgiBV0g6cy/YBsacllK3efW7/mB8D8OuqDsdsaCe2yZ2egPSUEX3Q0HImHGAUwmc/7dqxXqsjL+X8AtFZVbOC9moz8FLzk1C2he0KAICKvYciMVqNoWRnyc0V8yfkhxNGkTvVW4mUTK25vUiyUkur7lfSx17PjCuhyzlfsmQJnnjiCdTV1aGgoABPP/00Ro4cKXn9qlWr8OCDD6K6uhr9+/fHwoULceWVV4bf5zgODz/8MJYtW4aGhgaMGTMGzz33HPr37x++5vjx47jzzjvx+uuvIxgMYvLkyfjTn/6ETp066bkFZhHuNB6JVmPHDGVppDzH6OCS+zyvzHYfagwrLqlMVkpCB1X9oHUTMv573vvyWNQzC6D96DajClR4/0X90jEqrxsmPbtF1RmPWp0JKdQ4zkbQYlyo+U21GWOtst3QcuZcHwbOtV3KoFJz1BwATB3RBwfqm8P3ZxZixyqWXzcIEwcrr5uTe+ZiQb8gEA5SKa2R409uULNWUO2GV0L4ipFrlmyJea/y63o8/97+qAoZNXpNy7pdoaNVNiG/fW2fCGrkX6qv3vy0FhMHZ4XHhZpNxvSidIyPmWWtUnIU+aea+dCss9nNDr6KtVOoq9Uud1GT8eLvQ4/O1qonn/z5ENxU1Bc7qk/gxKlWPPfON6JZY6WKIT2nIHx3sjW8A34wAPyqOE9UhiLnz7W7DuGRSRejW0pCVNBSzNnTu2Z7ocAxF2Y/jdhZWsadlrlWzvl978tjUf3Mt1cYKGxubUNtY4smmVOTgZebn8QQq1DhT7ORCv5J/bbc76ttPyBuwwq/a+X2mij7dt74AZY75oC0TJ1qDWk6Btlrx5vZiWbnfOXKlZg7dy6WLl2KwsJCLF68GKWlpdi3bx969uwZc/2WLVswbdo0lJeX46qrrsLy5csxadIk7Nq1CwMHtkffFi1ahKeeegqvvPIK8vLy8OCDD6K0tBSff/45kpKSAADTp09HbW0tNm7ciDNnzmDmzJm45ZZbsHz5coNdwBZSm7zwqBF4OaUKqD8L0oqdgM3eNTsSOeezqF+64sSqpvxJuE4PAEaXb476bQ7t0Xorzlptbm1TfcajGZsAsbIbtNEyPGHGWOt9iWVwIzMwQgdM7VFzAQArttdg+Uc1pp97LXasIp91kvqMWAWKsG/4oJ/wuML3vjwmWvYmhD+5Qc1aQbGvUns8X0FOV9xyaR5eeP9A1OshDlFZLOH9Scma2nW7Yo5W+fq9QACiJcdq5F+shBcAHn3zCzz+1hdhuRE7Giegsr/kENvoS7iRlZlH3KgNlMrNh0bPZl+wejfyMztjb91JS4KvkYjdr5LzqvY+jG7Kpef7CnK6huWC3yRU6Agp7RmiJE9iOl64J8yL7x9QnNNDAB5c95mqQIae4IbUsx11XvdwxtzIM9My7tQ68krBWaX5QUuJsxClpJLe/hI+u6sKktHcelZzhYSa+792aHT1yKSh2VFzS6RDHomwOkQ4jyzasA9XD8nWNZa1ICdTYra02ipdJyqT3Ipm5/yPf/wjZs2ahZkzZwIAli5dijfffBN/+ctfUFZWFnP9n/70J4wfPx733XcfAOD3v/89Nm7ciGeeeQZLly4Fx3FYvHgxHnjgAVxzzTUAgL/+9a/IyMjAunXrMHXqVHzxxRfYsGEDtm/fjuHDhwMAnn76aVx55ZX4wx/+gOxs/cdCsYbSuYNSZZMAZKNwejKFZu8EbMWu2WJIOZ9qymjE1m8KS94iyzm37K+XrHKwImqoZSI2YxMgFnaD1mpkH6hvxvwJ+TEbb0VmjNVkbSPHllgGNzIDE+mAXV2QrWp3WD5KrzWLoabfpTY6UuPIqFn+MPaCHlFVARyky96EqN2QTcuGV1LMLM7Diz+eocwTROx3qlk3J2U0Csu7pRzLhev3xhwnKXWfQj0vVsLLIzToYlDh5PJIyZnURl+RG1mZVdYKqK86kTvqx+jZ7CFAtPLCiuCrlAzwzmttY4uqoLrZ+tqM78tKS5Z0hLTOx1KnIMQFAri5ODc2EAfgluLz8OfKA5Ibi4avtSDwDOjbsExLcFrLuFNjPyiNHa27o+vpV7ky9ZcE+lysvyKR6zup35FL5Ki5/7VV0YHMdVWHcUFmZ1GHXIhcdYhd2WglmRLa0mpkUJhUu2FkDu68vD856RJocs5bW1uxc+dOLFiwIPxaMBhESUkJtm7dKvqZrVu3Yu7cuVGvlZaWYt26dQCAAwcOoK6uDiUlJeH309LSUFhYiK1bt2Lq1KnYunUrunTpEnbMAaCkpATBYBDbtm3Dtddeq+U2mCYrLRkVkweJlrbLlU0CIiXdMlE4NQrTzEyIWRF9pYyK0R1oxZT1vaUDJBW1VDBFbXZPK1omYrXOhBxmyoAUcvekRW7EdkYXnneu5r6E3/Or4jzV/s3C9XvRq0uyfPAI7esrB/fuourIQD1BLS3PTc/yB7Vlb1LGMF/armWtoNyGV1KIyZbU8Ylq1s2pWbcrpROkAnZKY1pNFjnSoBNeykFdoFBOzqQ2+hJuZGXGXhRKVSd838rpPjPOZpfD7OCrnAxoGf9mnPsdiZn6X49syH1GrCpQGIiLCwQwszgXM4tzRTcWFWLHBq9qgpBag9Nq+1aN/aA0dswINqjtN7Eg9TJBAAaQtrfU9J3WCgm99y+154AQueoQs20vObSOV7nrxZJqyz86iFc/Omh6FZJX0OSc19fXo62tDRkZGVGvZ2RkYO9e8ch+XV2d6PV1dXXh9/nX5K4RlszHx8ejW7du4WuEnD59GqdPnw7/3dTUpHR7zMALOX9edO+uyYplk1IYicKZmQkxS2HLGVFm7UArFhWU6yNhMIVf22tVRFCL0jRqLJspA3JItVPL5jBCx2rRhn2oLBunKXABxAax1JRG8oR+9ESlql8enHghrvxxjbCaUjAjJXxqn5ue5Q9ayt7++fHhmF3q+dJ2fmxJ3YtV5/sKj0/Usm5OTQVO2YT8mHuWM6zk7lPtchsjBp2SnIlt9CV1jI9S/2hphxhPT1Mu9dZ7NrvUJoJCrAi+ismA1jXCRs/9FmK2/tcjG0rzb+R7Stk+INq+Eiu1t8L50RKE1BucVtu3SjpVaewYDTYYQWqp06+KzxMdD1YsydNz/2LVWmIoVYdYYXvJoXW8Sl0vZWNYUYXkFTy7W3t5eTkeeeQRp5uhm6w06fOitZzbaNRoM2tXbrMUtlQmTCpDagfCYIqanbCNokVpGjGWAfuOtRBrp1q50RP8EbsvsQ21xEoj50/IBxB7NBpfiirlnPGOOX+/RrMYcqh9bnqWPyi1PfJZDuqdFvObWgJzRuVX7DukHCGzjMpbL+sHBBCzy66SU682kCS23MaIQadGziI3+hqe29X0Y7ik2hGJ0jplHj1OJb+JYOSGm0BsZZqVwVehDGgZ/1rO/daCm4410pJB1lNqbwQ9QUirlpUpBTyUxo7eYINRpBzfmcW5MddauSRP6/2LVWvxyNmwbhp7csgt1zW7CskraHLOu3fvjri4OBw5ciTq9SNHjiAzM1P0M5mZmbLX8/89cuQIsrKyoq4ZMmRI+JqjR49GfcfZs2dx/Phxyd9dsGBBVDl9U1MTcnJyVNwl+6gtwTMrCmeWcWyWwmZRYckFU7yAGTKg93fVyI3e4I/wvqS+R1gaGf6MhAOm1jkzmsVQQs1zk+pjJefLqPNvV3meFMK+MduovHVsP8kzzbWiZbmNHv2o9hlFbvRlBWoqo9T2o55+KMjpigoRGbA7+Mpjxh4jZowzp/S/HrS0lSVbwkhw2mzU9IueYINRtOhoq/tO6/0Lq7XUJpXcNPakyEoTryYDrFsC6nYCHKdmFcQ5CgsLMXLkSDz99NMAgFAohD59+mD27NmiG8JNmTIFp06dwuuvvx5+bfTo0Rg8eHB4Q7js7Gzce++9uOeeewC0O9I9e/bEyy+/HN4Q7qKLLsKOHTswbNgwAMD//b//F+PHj8e///1vVRvCNTU1IS0tDY2NjUhNTdVyy0yycnuN6LmNSoO+trHF0YnI6d8n3IkauYkcE/ykrWctk9bvkWubGfJu1n0pYeXYtOsezMCvOoqVZyRshxOVUSzJgJbnwsozJMyDnmksascna33Hkl5xguff24+Kt/ZGVSFVmHRCjRvQ4odqds5XrlyJGTNm4Pnnn8fIkSOxePFivPbaa9i7dy8yMjJw0003oVevXigvLwfQfpTaZZddhoqKCkycOBErVqzA448/HnWU2sKFC1FRURF1lNqnn34adZTahAkTcOTIESxdujR8lNrw4cNVH6XmNecciB7oAHw96AkCMG/yY20SZa09evDCPXgdVp4RK+1gBS39QX3nPeiZ6of6ji1qG1scqUJiAUudcwB45pln8MQTT6Curg5DhgzBU089hcLCQgDAT37yE+Tm5uLll18OX79q1So88MADqK6uRv/+/bFo0SJceeWV4fc5jsPDDz+MF154AQ0NDSguLsazzz6LCy64IHzN8ePHMXv2bLz++usIBoOYPHkynnrqKXTq1ElVm73onBMEQRAEQRAEQRDsYrlz7kbIOScIgiAIgiAIgiDsRIsfGrSpTQRBEARBEARBEARBSEDOOUEQBEEQBEEQBEE4DDnnBEEQBEEQBEEQBOEw5JwTBEEQBEEQBEEQhMOQc04QBEEQBEEQBEEQDhPvdAPsgt+UvqmpyeGWEARBEARBEARBEH6A9z/VHJLmG+f85MmTAICcnByHW0IQBEEQBEEQBEH4iZMnTyItLU32Gt+ccx4KhXD48GF07twZgUDA6eZI0tTUhJycHBw8eJDOYyeYheSUYB2SUYJ1SEYJN0BySrCOG2SU4zicPHkS2dnZCAblV5X7JnMeDAbRu3dvp5uhmtTUVGYFjCB4SE4J1iEZJViHZJRwAySnBOuwLqNKGXMe2hCOIAiCIAiCIAiCIByGnHOCIAiCIAiCIAiCcBhyzhkjMTERDz/8MBITE51uCkFIQnJKsA7JKME6JKOEGyA5JVjHazLqmw3hCIIgCIIgCIIgCIJVKHNOEARBEARBEARBEA5DzjlBEARBEARBEARBOAw55wRBEARBEARBEAThMOScEwRBEARBEARBEITDkHPOGEuWLEFubi6SkpJQWFiIjz76yOkmET6hvLwcI0aMQOfOndGzZ09MmjQJ+/bti7rmhx9+wB133IH09HR06tQJkydPxpEjR6KuqampwcSJE5GSkoKePXvivvvuw9mzZ+28FcInVFRUIBAIYM6cOeHXSEYJpzl06BB+8YtfID09HcnJyRg0aBB27NgRfp/jODz00EPIyspCcnIySkpK8NVXX0V9x/HjxzF9+nSkpqaiS5cuuPnmm/H999/bfSuEB2lra8ODDz6IvLw8JCcno1+/fvj973+PyP2hSUYJu3nvvffws5/9DNnZ2QgEAli3bl3U+2bJ5KeffopLL70USUlJyMnJwaJFi6y+Nc2Qc84QK1euxNy5c/Hwww9j165dKCgoQGlpKY4ePep00wgf8O677+KOO+7Ahx9+iI0bN+LMmTO44oor0NzcHL7mN7/5DV5//XWsWrUK7777Lg4fPozrrrsu/H5bWxsmTpyI1tZWbNmyBa+88gpefvllPPTQQ07cEuFhtm/fjueffx6DBw+Oep1klHCSEydOYMyYMejQoQPWr1+Pzz//HE8++SS6du0avmbRokV46qmnsHTpUmzbtg0dO3ZEaWkpfvjhh/A106dPx2effYaNGzfijTfewHvvvYdbbrnFiVsiPMbChQvx3HPP4ZlnnsEXX3yBhQsXYtGiRXj66afD15CMEnbT3NyMgoICLFmyRPR9M2SyqakJV1xxBfr27YudO3fiiSeewO9+9zu88MILlt+fJjiCGUaOHMndcccd4b/b2tq47Oxsrry83MFWEX7l6NGjHADu3Xff5TiO4xoaGrgOHTpwq1atCl/zxRdfcAC4rVu3chzHcW+99RYXDAa5urq68DXPPfccl5qayp0+fdreGyA8y8mTJ7n+/ftzGzdu5C677DLu7rvv5jiOZJRwnvnz53PFxcWS74dCIS4zM5N74oknwq81NDRwiYmJ3KuvvspxHMd9/vnnHABu+/bt4WvWr1/PBQIB7tChQ9Y1nvAFEydO5P7zP/8z6rXrrruOmz59OsdxJKOE8wDg1q5dG/7bLJl89tlnua5du0bN9fPnz+cGDBhg8R1pgzLnjNDa2oqdO3eipKQk/FowGERJSQm2bt3qYMsIv9LY2AgA6NatGwBg586dOHPmTJSM5ufno0+fPmEZ3bp1KwYNGoSMjIzwNaWlpWhqasJnn31mY+sJL3PHHXdg4sSJUbIIkIwSzvPPf/4Tw4cPx/XXX4+ePXti6NChWLZsWfj9AwcOoK6uLkpG09LSUFhYGCWjXbp0wfDhw8PXlJSUIBgMYtu2bfbdDOFJRo8ejU2bNuHLL78EAHzyySeorKzEhAkTAJCMEuxhlkxu3boVY8eORUJCQvia0tJS7Nu3DydOnLDpbpSJd7oBRDv19fVoa2uLMhgBICMjA3v37nWoVYRfCYVCmDNnDsaMGYOBAwcCAOrq6pCQkIAuXbpEXZuRkYG6urrwNWIyzL9HEEZZsWIFdu3ahe3bt8e8RzJKOM0333yD5557DnPnzsX999+P7du346677kJCQgJmzJgRljExGYyU0Z49e0a9Hx8fj27dupGMEoYpKytDU1MT8vPzERcXh7a2Njz22GOYPn06AJCMEsxhlkzW1dUhLy8v5jv49yKXHzkJOecEQcRwxx13YM+ePaisrHS6KQQR5uDBg7j77ruxceNGJCUlOd0cgoghFAph+PDhePzxxwEAQ4cOxZ49e7B06VLMmDHD4dYRBPDaa6/h73//O5YvX46LL74YH3/8MebMmYPs7GySUYJgACprZ4Tu3bsjLi4uZlfhI0eOIDMz06FWEX5k9uzZeOONN/D222+jd+/e4dczMzPR2tqKhoaGqOsjZTQzM1NUhvn3CMIIO3fuxNGjR3HJJZcgPj4e8fHxePfdd/HUU08hPj4eGRkZJKOEo2RlZeGiiy6Keu3CCy9ETU0NgHMyJjfXZ2ZmxmwEe/bsWRw/fpxklDDMfffdh7KyMkydOhWDBg3CjTfeiN/85jcoLy8HQDJKsIdZMumW+Z+cc0ZISEjAsGHDsGnTpvBroVAImzZtQlFRkYMtI/wCx3GYPXs21q5di82bN8eU/gwbNgwdOnSIktF9+/ahpqYmLKNFRUXYvXt3lILcuHEjUlNTYwxWgtDK5Zdfjt27d+Pjjz8O/xs+fDimT58e/n+SUcJJxowZE3ME5Zdffom+ffsCAPLy8pCZmRklo01NTdi2bVuUjDY0NGDnzp3hazZv3oxQKITCwkIb7oLwMqdOnUIwGG3+x8XFIRQKASAZJdjDLJksKirCe++9hzNnzoSv2bhxIwYMGMBMSTsA2q2dJVasWMElJiZyL7/8Mvf5559zt9xyC9elS5eoXYUJwipuu+02Li0tjXvnnXe42tra8L9Tp06Fr/n1r3/N9enTh9u8eTO3Y8cOrqioiCsqKgq/f/bsWW7gwIHcFVdcwX388cfchg0buB49enALFixw4pYIHxC5WzvHkYwSzvLRRx9x8fHx3GOPPcZ99dVX3N///ncuJSWF+9vf/ha+pqKiguvSpQv3j3/8g/v000+5a665hsvLy+NaWlrC14wfP54bOnQot23bNq6yspLr378/N23aNCduifAYM2bM4Hr16sW98cYb3IEDB7g1a9Zw3bt35+bNmxe+hmSUsJuTJ09yVVVVXFVVFQeA++Mf/8hVVVVx3377Lcdx5shkQ0MDl5GRwd14443cnj17uBUrVnApKSnc888/b/v9ykHOOWM8/fTTXJ8+fbiEhARu5MiR3Icffuh0kwifAED030svvRS+pqWlhbv99tu5rl27cikpKdy1117L1dbWRn1PdXU1N2HCBC45OZnr3r07d88993Bnzpyx+W4IvyB0zklGCad5/fXXuYEDB3KJiYlcfn4+98ILL0S9HwqFuAcffJDLyMjgEhMTucsvv5zbt29f1DXfffcdN23aNK5Tp05camoqN3PmTO7kyZN23gbhUZqamri7776b69OnD5eUlMSdd9553G9/+9uo46VIRgm7efvtt0Vt0BkzZnAcZ55MfvLJJ1xxcTGXmJjI9erVi6uoqLDrFlUT4DiOcyZnTxAEQRAEQRAEQRAEQGvOCYIgCIIgCIIgCMJxyDknCIIgCIIgCIIgCIch55wgCIIgCIIgCIIgHIacc4IgCIIgCIIgCIJwGHLOCYIgCIIgCIIgCMJhyDknCIIgCIIgCIIgCIch55wgCIIgCIIgCIIgHIacc4IgCIIgCIIgCIJwGHLOCYIgCIIgCIIgCMJhyDknCIIgCIIgCIIgCIch55wgCIIgLOKXv/wlcnNzdX+2U6dO5jbIgt8OBAL43e9+Z22DCIIgCMIHkHNOEARB+IrXXnsNgUAAa9eujXmvoKAAgUAAb7/9dsx7ffr0wejRo+1ooiZOnTqF3/3ud3jnnXecbopqli9fjsWLFzvdDIIgCIJgCnLOCYIgCF9RXFwMAKisrIx6vampCXv27EF8fDw++OCDqPcOHjyIgwcPhj+rlmXLlmHfvn3GGqzAqVOn8MgjjzjmnLe0tOCBBx7Q9BlyzgmCIAgiFnLOCYIgCF+RnZ2NvLy8GOd869at4DgO119/fcx7/N9anfMOHTogMTHRWIMZJykpCfHx8U43QxPNzc1ON4EgCIIgYiDnnCAIgvAdxcXFqKqqQktLS/i1Dz74ABdffDEmTJiADz/8EKFQKOq9QCCAMWPGhF/729/+hmHDhiE5ORndunXD1KlTcfDgwajfEVtz/t133+HGG29EamoqunTpghkzZuCTTz5BIBDAyy+/HNPWQ4cOYdKkSejUqRN69OiBe++9F21tbQCA6upq9OjRAwDwyCOPIBAIRK0Br6urw8yZM9G7d28kJiYiKysL11xzDaqrq1X1k9xv8wjXnJ88eRJz5sxBbm4uEhMT0bNnT/zHf/wHdu3aBQD4/+3de3xNV/7/8fdJIidBLhJyqyB1aZiiRKXBtFEZhNGqtL41ZkpHKUJbaWfIt1r0O50YqvWtrzKXFm0ZqqNMaXVc6tZGXCp1qaZi3EkoTUJU5LJ+f8zD+fU0cSk5Z5/wej4e+yFnrXX2/uxjlb6tvfdJTEzUihUrdOjQIUe9P/yMTp48qSFDhig8PFx+fn5q27at5s2bV6m2a/0cL90/v3//fvXq1UsBAQEaOHCgJGnjxo165JFH1KhRI9ntdkVHR2vMmDFO8+KH+zh8+LB++ctfqm7durrttts0c+ZMSdKuXbt0//33q06dOmrcuLEWLFhwTZ8vAAA/VLP+qRsAgGrQpUsXvfPOO8rKylJiYqKk/wTwTp06qVOnTiosLNTu3bvVpk0bR19sbKxCQ0MlSS+//LJeeOEF9e/fX0888YROnTqlGTNm6N5779WOHTsUHBxc5XErKirUp08fbdmyRSNGjFBsbKyWLVumQYMGVTm+vLxcPXr0UHx8vF555RWtXr1a06ZNU9OmTTVixAg1aNBAs2bN0ogRI/TQQw+pX79+kuSoOyUlRXv27NHo0aPVpEkTnTx5UqtWrdLhw4ev+qC6qx37coYPH673339fo0aNUqtWrXT69Glt2rRJe/fuVfv27fX888+rsLBQR48e1WuvvSZJjofPff/990pMTFRubq5GjRqlmJgYLV68WIMHD1ZBQYGefvrp6/ocy8rK1KNHD3Xp0kWvvPKKateuLUlavHixzp8/rxEjRig0NFRbtmzRjBkzdPToUS1evLjS55GcnKx7771XU6ZM0fz58zVq1CjVqVNHzz//vAYOHKh+/fpp9uzZeuyxx5SQkKCYmJgrfsYAADgxAADcYvbs2WMkmf/5n/8xxhhTWlpq6tSpY+bNm2eMMSY8PNzMnDnTGGNMUVGR8fb2NkOHDjXGGHPw4EHj7e1tXn75Zad97tq1y/j4+Di1Dxo0yDRu3Njx+h//+IeRZKZPn+5oKy8vN/fff7+RZObMmeP0XknmpZdecjpOu3btTFxcnOP1qVOnjCQzYcIEp3HfffedkWSmTp36Ez+daz+2MabSsYOCgkxqauoV99+7d2+nz+WS6dOnG0nm3XffdbRdvHjRJCQkmLp165qioiJjzPV9juPGjat0vPPnz1dqy8jIMDabzRw6dKjSPv74xz862r777jvj7+9vbDabWbhwoaP966+/rvL3AwCAq+GydgDALadly5YKDQ113Ev+5Zdfqri42PE09k6dOjkeCpeZmany8nLH/eZLlixRRUWF+vfvr2+//daxRUREqHnz5lU+6f2SlStXqlatWho6dKijzcvLS6mpqZd9z/Dhw51e//znP9e///3vq56jv7+/fH19tW7dOn333XdXHV9dxw4ODlZWVpaOHz/+k4/30UcfKSIiQgMGDHC01apVS0899ZTOnTun9evXS7q+z7Gq1X5/f3/Hz8XFxfr222/VqVMnGWO0Y8eOSuOfeOIJx8/BwcG64447VKdOHfXv39/Rfscddyg4OPiafo8AAPghwjkA4JZjs9nUqVMnx73ln332mcLCwtSsWTNJzuH80q+Xwvm+fftkjFHz5s3VoEEDp23v3r06efLkZY976NAhRUZGOi6rvuTScX/Mz8/PcU/5JfXq1bumsG232/WnP/1JH3/8scLDwx2XY+fl5V31vTdy7ClTpmj37t2Kjo5Wx44dNXHixGsOqocOHVLz5s3l5eX8vyctW7Z09F/69ad8jj4+PmrYsGGl9sOHD2vw4MEKCQlx3Fd/3333SZIKCwudxlb1eQQFBalhw4ay2WyV2q/3H0QAALcu7jkHANySunTpog8//FC7du1y3G9+SadOnfS73/1Ox44d06ZNmxQVFaXbb79d0n/ud7bZbPr444/l7e1dab+X7p+uDlXt/6d45pln1KdPHy1dulSffPKJXnjhBWVkZGjt2rVq166dS47dv39//fznP9cHH3ygf/3rX5o6dar+9Kc/acmSJUpOTr6ufd4ou91eKfCXl5frF7/4hc6cOaOxY8cqNjZWderU0bFjxzR48GCnBwJKl/88LtdujKme4gEAtwzCOQDglvTD7zv/7LPP9Mwzzzj64uLiZLfbtW7dOmVlZalXr16OvqZNm8oYo5iYGLVo0eInHbNx48b69NNPdf78eadV39zc3Os+jx+v2v5Y06ZN9eyzz+rZZ5/Vvn37dNddd2natGl69913r/uYVxMZGamRI0dq5MiROnnypNq3b6+XX37ZEc4vV3Pjxo21c+dOVVRUOIXpr7/+2tF/6dcb/Rx37dqlb775RvPmzdNjjz3maF+1atW1nygAANWIy9oBALekDh06yM/PT/Pnz9exY8ecVs7tdrvat2+vmTNnqri42On7zfv16ydvb29NmjSp0uqoMUanT5++7DF79Oih0tJS/fWvf3W0VVRUOL6S63pcCqcFBQVO7efPn9eFCxec2po2baqAgACVlJRc9/GupLy8vNLl4GFhYYqKinI6Zp06dSqNk6RevXopLy9PixYtcrSVlZVpxowZqlu3ruOS8+r4HC+teP/w99AYo//93/+95n0AAFCdWDkHANySfH19dffdd2vjxo2y2+2Ki4tz6u/UqZOmTZsmSU7hvGnTpvrDH/6g9PR0HTx4UH379lVAQIAOHDigDz74QMOGDdNzzz1X5TH79u2rjh076tlnn1Vubq5iY2P1z3/+U2fOnJF09VXwqvj7+6tVq1ZatGiRWrRooZCQEN15550qKytTt27d1L9/f7Vq1Uo+Pj764IMPlJ+fr0cfffQnH+danD17Vg0bNtTDDz+stm3bqm7dulq9erW2bt3q+Cyl/1yZsGjRIqWlpenuu+9W3bp11adPHw0bNkx//vOfNXjwYG3fvl1NmjTR+++/r88++0zTp09XQECApOr5HGNjY9W0aVM999xzOnbsmAIDA/WPf/yDe8UBAJYhnAMAblldunTRxo0bHZex/1Dnzp01bdo0BQQEqG3btk5948aNU4sWLfTaa69p0qRJkqTo6Gh1795dDzzwwGWP5+3trRUrVujpp5/WvHnz5OXlpYceekgTJkxQ586d5efnd13n8be//U2jR4/WmDFjdPHiRU2YMEGjR4/WgAEDtGbNGr3zzjvy8fFRbGys3nvvPaWkpFzXca6mdu3aGjlypP71r385nmrfrFkzvfHGG05PSx85cqSys7M1Z84cvfbaa2rcuLH69Okjf39/rVu3TuPGjdO8efNUVFSkO+64Q3PmzNHgwYMd76+Oz7FWrVr68MMP9dRTTykjI0N+fn566KGHNGrUqEq/3wAAuIPN8MQSAAAstXTpUj300EPatGmTOnfubHU5NRafIwCgJiOcAwDgRt9//73T92uXl5ere/fu2rZtm/Ly8pz6cHl8jgCAmw2XtQMA4EajR4/W999/r4SEBJWUlGjJkiX6/PPP9cc//pFA+RPwOQIAbjasnAMA4EYLFizQtGnTlJubqwsXLqhZs2YaMWKERo0aZXVpNQqfIwDgZkM4BwAAAADAYnzPOQAAAAAAFiOcAwAAAABgMcI5AAAAAAAWu2We1l5RUaHjx48rICBANpvN6nIAAAAAADc5Y4zOnj2rqKgoeXldeW38lgnnx48fV3R0tNVlAAAAAABuMUeOHFHDhg2vOOaWCecBAQGS/vOhBAYGWlwNAAAAAOBmV1RUpOjoaEcevZJbJpxfupQ9MDCQcA4AAAAAcJtrubWaB8IBAAAAAGAxwjkAAAAAABYjnAMAAAAAYDHCOQAAAAAAFiOcAwAAAABgMcI5AAAAAAAWI5wDAAAAAGAxwjkAAAAAABYjnAMAAAAAYDEfqwtAZU3GrbC6hGt2cHJvq0sAAAAAgBqPlXMAAAAAACxGOAcAAAAAwGKEcwAAAAAALEY4BwAAAADAYoRzAAAAAAAs5vJwnpGRobvvvlsBAQEKCwtT3759lZOT4zTmwoULSk1NVWhoqOrWrauUlBTl5+c7jTl8+LB69+6t2rVrKywsTL/73e9UVlbm6vIBAAAAAHA5l4fz9evXKzU1VZs3b9aqVatUWlqq7t27q7i42DFmzJgx+vDDD7V48WKtX79ex48fV79+/Rz95eXl6t27ty5evKjPP/9c8+bN09y5c/Xiiy+6unwAAAAAAFzOZowx7jzgqVOnFBYWpvXr1+vee+9VYWGhGjRooAULFujhhx+WJH399ddq2bKlMjMzdc899+jjjz/WL3/5Sx0/flzh4eGSpNmzZ2vs2LE6deqUfH19r3rcoqIiBQUFqbCwUIGBgS49xxvF95wDAAAAQM33U3Ko2+85LywslCSFhIRIkrZv367S0lIlJSU5xsTGxqpRo0bKzMyUJGVmZqp169aOYC5JPXr0UFFRkfbs2VPlcUpKSlRUVOS0AQAAAADgidwazisqKvTMM8+oc+fOuvPOOyVJeXl58vX1VXBwsNPY8PBw5eXlOcb8MJhf6r/UV5WMjAwFBQU5tujo6Go+GwAAAAAAqodbw3lqaqp2796thQsXuvxY6enpKiwsdGxHjhxx+TEBAAAAALgePu460KhRo7R8+XJt2LBBDRs2dLRHRETo4sWLKigocFo9z8/PV0REhGPMli1bnPZ36Wnul8b8mN1ul91ur+azAAAAAACg+rl85dwYo1GjRumDDz7Q2rVrFRMT49QfFxenWrVqac2aNY62nJwcHT58WAkJCZKkhIQE7dq1SydPnnSMWbVqlQIDA9WqVStXnwIAAAAAAC7l8pXz1NRULViwQMuWLVNAQIDjHvGgoCD5+/srKChIQ4YMUVpamkJCQhQYGKjRo0crISFB99xzjySpe/fuatWqlX7zm99oypQpysvL0/jx45WamsrqOAAAAACgxnN5OJ81a5YkKTEx0al9zpw5Gjx4sCTptddek5eXl1JSUlRSUqIePXrojTfecIz19vbW8uXLNWLECCUkJKhOnToaNGiQXnrpJVeXDwAAAACAy7n9e86twvecuwbfcw4AAAAAVfPo7zkHAAAAAADOCOcAAAAAAFiMcA4AAAAAgMUI5wAAAAAAWIxwDgAAAACAxQjnAAAAAABYjHAOAAAAAIDFCOcAAAAAAFiMcA4AAAAAgMUI5wAAAAAAWIxwDgAAAACAxQjnAAAAAABYjHAOAAAAAIDFCOcAAAAAAFiMcA4AAAAAgMUI5wAAAAAAWIxwDgAAAACAxQjnAAAAAABYjHAOAAAAAIDFCOcAAAAAAFjMLeF8w4YN6tOnj6KiomSz2bR06VKnfpvNVuU2depUx5gmTZpU6p88ebI7ygcAAAAAwKXcEs6Li4vVtm1bzZw5s8r+EydOOG1vvfWWbDabUlJSnMa99NJLTuNGjx7tjvIBAAAAAHApH3ccJDk5WcnJyZftj4iIcHq9bNkyde3aVbfffrtTe0BAQKWxAAAAAADUdB53z3l+fr5WrFihIUOGVOqbPHmyQkND1a5dO02dOlVlZWUWVAgAAAAAQPVyy8r5TzFv3jwFBASoX79+Tu1PPfWU2rdvr5CQEH3++edKT0/XiRMn9Oqrr1a5n5KSEpWUlDheFxUVubRuAAAAAACul8eF87feeksDBw6Un5+fU3taWprj5zZt2sjX11dPPvmkMjIyZLfbK+0nIyNDkyZNcnm9AAAAAADcKI+6rH3jxo3KycnRE088cdWx8fHxKisr08GDB6vsT09PV2FhoWM7cuRINVcLAAAAAED18KiV8zfffFNxcXFq27btVcdmZ2fLy8tLYWFhVfbb7fYqV9QBAAAAAPA0bgnn586dU25uruP1gQMHlJ2drZCQEDVq1EjSf+4JX7x4saZNm1bp/ZmZmcrKylLXrl0VEBCgzMxMjRkzRr/+9a9Vr149d5wCAAAAAAAu45Zwvm3bNnXt2tXx+tL944MGDdLcuXMlSQsXLpQxRgMGDKj0frvdroULF2rixIkqKSlRTEyMxowZ43QfOgAAAAAANZXNGGOsLsIdioqKFBQUpMLCQgUGBlpdzhU1GbfC6hKu2cHJva0uAQAAAAA80k/JoR71QDgAAAAAAG5FhHMAAAAAACxGOAcAAAAAwGKEcwAAAAAALEY4BwAAAADAYoRzAAAAAAAsRjgHAAAAAMBihHMAAAAAACxGOAcAAAAAwGKEcwAAAAAALEY4BwAAAADAYoRzAAAAAAAsRjgHAAAAAMBihHMAAAAAACxGOAcAAAAAwGKEcwAAAAAALEY4BwAAAADAYoRzAAAAAAAsRjgHAAAAAMBihHMAAAAAACzmlnC+YcMG9enTR1FRUbLZbFq6dKlT/+DBg2Wz2Zy2nj17Oo05c+aMBg4cqMDAQAUHB2vIkCE6d+6cO8oHAAAAAMCl3BLOi4uL1bZtW82cOfOyY3r27KkTJ044tr///e9O/QMHDtSePXu0atUqLV++XBs2bNCwYcNcXToAAAAAAC7n446DJCcnKzk5+Ypj7Ha7IiIiquzbu3evVq5cqa1bt6pDhw6SpBkzZqhXr1565ZVXFBUVVe01AwAAAADgLh5zz/m6desUFhamO+64QyNGjNDp06cdfZmZmQoODnYEc0lKSkqSl5eXsrKyrCgXAAAAAIBq45aV86vp2bOn+vXrp5iYGO3fv1///d//reTkZGVmZsrb21t5eXkKCwtzeo+Pj49CQkKUl5dX5T5LSkpUUlLieF1UVOTScwAAAAAA4Hp5RDh/9NFHHT+3bt1abdq0UdOmTbVu3Tp169btuvaZkZGhSZMmVVeJAAAAAAC4jMdc1v5Dt99+u+rXr6/c3FxJUkREhE6ePOk0pqysTGfOnLnsferp6ekqLCx0bEeOHHF53QAAAAAAXA+PDOdHjx7V6dOnFRkZKUlKSEhQQUGBtm/f7hizdu1aVVRUKD4+vsp92O12BQYGOm0AAAAAAHgit1zWfu7cOccquCQdOHBA2dnZCgkJUUhIiCZNmqSUlBRFRERo//79+v3vf69mzZqpR48ekqSWLVuqZ8+eGjp0qGbPnq3S0lKNGjVKjz76KE9qBwAAAADUeG5ZOd+2bZvatWundu3aSZLS0tLUrl07vfjii/L29tbOnTv1wAMPqEWLFhoyZIji4uK0ceNG2e12xz7mz5+v2NhYdevWTb169VKXLl30l7/8xR3lAwAAAADgUm5ZOU9MTJQx5rL9n3zyyVX3ERISogULFlRnWQAAAAAAeASPvOccAAAAAIBbCeEcAAAAAACLEc4BAAAAALAY4RwAAAAAAIsRzgEAAAAAsBjhHAAAAAAAixHOAQAAAACwGOEcAAAAAACLEc4BAAAAALAY4RwAAAAAAIsRzgEAAAAAsBjhHAAAAAAAixHOAQAAAACwGOEcAAAAAACLEc4BAAAAALAY4RwAAAAAAIsRzgEAAAAAsBjhHAAAAAAAixHOAQAAAACwGOEcAAAAAACLuSWcb9iwQX369FFUVJRsNpuWLl3q6CstLdXYsWPVunVr1alTR1FRUXrsscd0/Phxp300adJENpvNaZs8ebI7ygcAAAAAwKXcEs6Li4vVtm1bzZw5s1Lf+fPn9cUXX+iFF17QF198oSVLlignJ0cPPPBApbEvvfSSTpw44dhGjx7tjvIBAAAAAHApH3ccJDk5WcnJyVX2BQUFadWqVU5t//d//6eOHTvq8OHDatSokaM9ICBAERERLq0VAAAAAAB388h7zgsLC2Wz2RQcHOzUPnnyZIWGhqpdu3aaOnWqysrKrCkQAAAAAIBq5JaV85/iwoULGjt2rAYMGKDAwEBH+1NPPaX27dsrJCREn3/+udLT03XixAm9+uqrVe6npKREJSUljtdFRUUurx0AAAAAgOvhUeG8tLRU/fv3lzFGs2bNcupLS0tz/NymTRv5+vrqySefVEZGhux2e6V9ZWRkaNKkSS6vGQAAAACAG+Uxl7VfCuaHDh3SqlWrnFbNqxIfH6+ysjIdPHiwyv709HQVFhY6tiNHjrigagAAAAAAbpxHrJxfCub79u3Tp59+qtDQ0Ku+Jzs7W15eXgoLC6uy3263V7miDgAAAACAp3FLOD937pxyc3Mdrw8cOKDs7GyFhIQoMjJSDz/8sL744gstX75c5eXlysvLkySFhITI19dXmZmZysrKUteuXRUQEKDMzEyNGTNGv/71r1WvXj13nAIAAAAAAC7jlnC+bds2de3a1fH60v3jgwYN0sSJE/XPf/5TknTXXXc5ve/TTz9VYmKi7Ha7Fi5cqIkTJ6qkpEQxMTEaM2aM033oAAAAAADUVG4J54mJiTLGXLb/Sn2S1L59e23evLm6ywIAAAAAwCN4zAPhAAAAAAC4VRHOAQAAAACwGOEcAAAAAACLEc4BAAAAALAY4RwAAAAAAIsRzgEAAAAAsBjhHAAAAAAAixHOAQAAAACwGOEcAAAAAACLEc4BAAAAALAY4RwAAAAAAIsRzgEAAAAAsBjhHAAAAAAAixHOAQAAAACwGOEcAAAAAACLEc4BAAAAALAY4RwAAAAAAIv5WF0AAAAAAMBzNBm3wuoSrsnByb2tLqFasXIOAAAAAIDFCOcAAAAAAFjMLeF8w4YN6tOnj6KiomSz2bR06VKnfmOMXnzxRUVGRsrf319JSUnat2+f05gzZ85o4MCBCgwMVHBwsIYMGaJz5865o3wAAAAAAFzKLeG8uLhYbdu21cyZM6vsnzJlil5//XXNnj1bWVlZqlOnjnr06KELFy44xgwcOFB79uzRqlWrtHz5cm3YsEHDhg1zR/kAAAAAALiUWx4Il5ycrOTk5Cr7jDGaPn26xo8frwcffFCS9Pbbbys8PFxLly7Vo48+qr1792rlypXaunWrOnToIEmaMWOGevXqpVdeeUVRUVHuOA0AAAAAAFzC8nvODxw4oLy8PCUlJTnagoKCFB8fr8zMTElSZmamgoODHcFckpKSkuTl5aWsrCy31wwAAAAAQHWy/KvU8vLyJEnh4eFO7eHh4Y6+vLw8hYWFOfX7+PgoJCTEMebHSkpKVFJS4nhdVFRUnWUDAAAAAFBtLF85d5WMjAwFBQU5tujoaKtLAgAAAACgSpaH84iICElSfn6+U3t+fr6jLyIiQidPnnTqLysr05kzZxxjfiw9PV2FhYWO7ciRIy6oHgAAAACAG2d5OI+JiVFERITWrFnjaCsqKlJWVpYSEhIkSQkJCSooKND27dsdY9auXauKigrFx8dXuV+73a7AwECnDQAAAAAAT+SWe87PnTun3Nxcx+sDBw4oOztbISEhatSokZ555hn94Q9/UPPmzRUTE6MXXnhBUVFR6tu3rySpZcuW6tmzp4YOHarZs2ertLRUo0aN0qOPPsqT2gEAAAAANZ5bwvm2bdvUtWtXx+u0tDRJ0qBBgzR37lz9/ve/V3FxsYYNG6aCggJ16dJFK1eulJ+fn+M98+fP16hRo9StWzd5eXkpJSVFr7/+ujvKBwAAAADApWzGGGN1Ee5QVFSkoKAgFRYWevwl7k3GrbC6hGt2cHJvq0sAAAAAUI1qSh6pCVnkp+RQy+85BwAAAADgVkc4BwAAAADAYoRzAAAAAAAsRjgHAAAAAMBihHMAAAAAACxGOAcAAAAAwGKEcwAAAAAALEY4BwAAAADAYoRzAAAAAAAsRjgHAAAAAMBihHMAAAAAACzmY3UBqNmajFthdQnX5ODk3laXAAAAAACXxco5AAAAAAAWI5wDAAAAAGAxwjkAAAAAABYjnAMAAAAAYDHCOQAAAAAAFiOcAwAAAABgMcI5AAAAAAAWI5wDAAAAAGAxwjkAAAAAABbziHDepEkT2Wy2SltqaqokKTExsVLf8OHDLa4aAAAAAIDq4WN1AZK0detWlZeXO17v3r1bv/jFL/TII4842oYOHaqXXnrJ8bp27dpurREAAAAAAFfxiHDeoEEDp9eTJ09W06ZNdd999znaateurYiICHeXBgAAAACAy3nEZe0/dPHiRb377rv67W9/K5vN5mifP3++6tevrzvvvFPp6ek6f/78FfdTUlKioqIipw0AAAAAAE/kESvnP7R06VIVFBRo8ODBjrZf/epXaty4saKiorRz506NHTtWOTk5WrJkyWX3k5GRoUmTJrmhYgAAAAAAbozHhfM333xTycnJioqKcrQNGzbM8XPr1q0VGRmpbt26af/+/WratGmV+0lPT1daWprjdVFRkaKjo11XOAAAAAAA18mjwvmhQ4e0evXqK66IS1J8fLwkKTc397Lh3G63y263V3uNAAAAAABUN4+653zOnDkKCwtT7969rzguOztbkhQZGemGqgAAAAAAcC2PWTmvqKjQnDlzNGjQIPn4/P+y9u/frwULFqhXr14KDQ3Vzp07NWbMGN17771q06aNhRUDAAAAAFA9PCacr169WocPH9Zvf/tbp3ZfX1+tXr1a06dPV3FxsaKjo5WSkqLx48dbVCkAAAAAANXLY8J59+7dZYyp1B4dHa3169dbUBEAAAAAAO7hUfecAwAAAABwKyKcAwAAAABgMcI5AAAAAAAWI5wDAAAAAGAxwjkAAAAAABYjnAMAAAAAYDHCOQAAAAAAFiOcAwAAAABgMR+rCwAAAACAm12TcSusLgEejpVzAAAAAAAsxso5bgk15V8qD07ubXUJAAAAACzAyjkAAAAAABYjnAMAAAAAYDHCOQAAAAAAFiOcAwAAAABgMcI5AAAAAAAWI5wDAAAAAGAxwjkAAAAAABbje84BXBe+Ox4AAACoPqycAwAAAABgMY8I5xMnTpTNZnPaYmNjHf0XLlxQamqqQkNDVbduXaWkpCg/P9/CigEAAAAAqD4eEc4l6Wc/+5lOnDjh2DZt2uToGzNmjD788EMtXrxY69ev1/Hjx9WvXz8LqwUAAAAAoPp4zD3nPj4+ioiIqNReWFioN998UwsWLND9998vSZozZ45atmypzZs365577nF3qQAAAAAAVCuPWTnft2+foqKidPvtt2vgwIE6fPiwJGn79u0qLS1VUlKSY2xsbKwaNWqkzMzMy+6vpKRERUVFThsAAAAAAJ7II8J5fHy85s6dq5UrV2rWrFk6cOCAfv7zn+vs2bPKy8uTr6+vgoODnd4THh6uvLy8y+4zIyNDQUFBji06OtrFZwEAAAAAwPXxiMvak5OTHT+3adNG8fHxaty4sd577z35+/tf1z7T09OVlpbmeF1UVERABwAAAAB4JI9YOf+x4OBgtWjRQrm5uYqIiNDFixdVUFDgNCY/P7/Ke9QvsdvtCgwMdNoAAAAAAPBEHhnOz507p/379ysyMlJxcXGqVauW1qxZ4+jPycnR4cOHlZCQYGGVAAAAAABUD4+4rP25555Tnz591LhxYx0/flwTJkyQt7e3BgwYoKCgIA0ZMkRpaWkKCQlRYGCgRo8erYSEBJ7UDgAAAAC4KXhEOD969KgGDBig06dPq0GDBurSpYs2b96sBg0aSJJee+01eXl5KSUlRSUlJerRo4feeOMNi6sGAAAAAKB6eEQ4X7hw4RX7/fz8NHPmTM2cOdNNFQEAAAAA4D4eec85AAAAAAC3EsI5AAAAAAAWI5wDAAAAAGAxj7jnHAAAALhVNBm3wuoSrsnByb2tLgG4pRDOAQAAANRYNeUfO4Cr4bJ2AAAAAAAsRjgHAAAAAMBihHMAAAAAACzGPeeAB+GeqepXUz5THroDAABwa2PlHAAAAAAAixHOAQAAAACwGOEcAAAAAACLEc4BAAAAALAY4RwAAAAAAIvxtHYAACzENwoAAACJlXMAAAAAACxHOAcAAAAAwGJc1g4AAK6Ky++BW09N+e8euFmwcg4AAAAAgMVYOQcAXLOatIrCCioAAKhJPGLlPCMjQ3fffbcCAgIUFhamvn37Kicnx2lMYmKibDab0zZ8+HCLKgYAAAAAoPp4RDhfv369UlNTtXnzZq1atUqlpaXq3r27iouLncYNHTpUJ06ccGxTpkyxqGIAAAAAAKqPR1zWvnLlSqfXc+fOVVhYmLZv3657773X0V67dm1FRES4uzwAAAAAAFzKI1bOf6ywsFCSFBIS4tQ+f/581a9fX3feeafS09N1/vz5y+6jpKRERUVFThsAAAAAAJ7II1bOf6iiokLPPPOMOnfurDvvvNPR/qtf/UqNGzdWVFSUdu7cqbFjxyonJ0dLliypcj8ZGRmaNGmSu8oGAHiYmvTwOsCT1ZT/lngIJICazuPCeWpqqnbv3q1NmzY5tQ8bNszxc+vWrRUZGalu3bpp//79atq0aaX9pKenKy0tzfG6qKhI0dHRriscAAAAlqkp/4gAAJfjUeF81KhRWr58uTZs2KCGDRtecWx8fLwkKTc3t8pwbrfbZbfbXVInAAAAAADVySPCuTFGo0eP1gcffKB169YpJibmqu/Jzs6WJEVGRrq4OgAAgOrHSi8A4Ic8IpynpqZqwYIFWrZsmQICApSXlydJCgoKkr+/v/bv368FCxaoV69eCg0N1c6dOzVmzBjde++9atOmjcXVAwAAAABwYzwinM+aNUuSlJiY6NQ+Z84cDR48WL6+vlq9erWmT5+u4uJiRUdHKyUlRePHj7egWgAA4KlYjQYA1FQeEc6NMVfsj46O1vr1691UDQC4H4ECAADg1uaR33MOAAAAAMCthHAOAAAAAIDFCOcAAAAAAFiMcA4AAAAAgMUI5wAAAAAAWIxwDgAAAACAxQjnAAAAAABYjHAOAAAAAIDFCOcAAAAAAFiMcA4AAAAAgMUI5wAAAAAAWIxwDgAAAACAxQjnAAAAAABYjHAOAAAAAIDFCOcAAAAAAFiMcA4AAAAAgMUI5wAAAAAAWIxwDgAAAACAxQjnAAAAAABYjHAOAAAAAIDFalw4nzlzppo0aSI/Pz/Fx8dry5YtVpcEAAAAAMANqVHhfNGiRUpLS9OECRP0xRdfqG3bturRo4dOnjxpdWkAAAAAAFy3GhXOX331VQ0dOlSPP/64WrVqpdmzZ6t27dp66623rC4NAAAAAIDr5mN1Adfq4sWL2r59u9LT0x1tXl5eSkpKUmZmZqXxJSUlKikpcbwuLCyUJBUVFbm+2BtUUXLe6hIAAAAAwKPVhGx3qUZjzFXH1phw/u2336q8vFzh4eFO7eHh4fr6668rjc/IyNCkSZMqtUdHR7usRgAAAACAewRNt7qCa3f27FkFBQVdcUyNCec/VXp6utLS0hyvKyoqdObMGYWGhspms1lY2ZUVFRUpOjpaR44cUWBgoNXlAFVinsLTMUfh6Zij8HTMUXi6mjJHjTE6e/asoqKirjq2xoTz+vXry9vbW/n5+U7t+fn5ioiIqDTebrfLbrc7tQUHB7uyxGoVGBjo0ZMMkJin8HzMUXg65ig8HXMUnq4mzNGrrZhfUmMeCOfr66u4uDitWbPG0VZRUaE1a9YoISHBwsoAAAAAALgxNWblXJLS0tI0aNAgdejQQR07dtT06dNVXFysxx9/3OrSAAAAAAC4bjUqnP/Xf/2XTp06pRdffFF5eXm66667tHLlykoPiavJ7Ha7JkyYUOmSfMCTME/h6Zij8HTMUXg65ig83c04R23mWp7pDgAAAAAAXKbG3HMOAAAAAMDNinAOAAAAAIDFCOcAAAAAAFiMcA4AAAAAgMUI5y4wc+ZMNWnSRH5+foqPj9eWLVuuOH7x4sWKjY2Vn5+fWrdurY8++sip3xijF198UZGRkfL391dSUpL27dvnNObMmTMaOHCgAgMDFRwcrCFDhujcuXPVfm64Obh7jh48eFBDhgxRTEyM/P391bRpU02YMEEXL150yfmh5rPiz9FLSkpKdNddd8lmsyk7O7u6Tgk3Gavm6IoVKxQfHy9/f3/Vq1dPffv2rc7Twk3Eijn6zTff6MEHH1T9+vUVGBioLl266NNPP632c8PNobrn6JIlS9S9e3eFhoZe9u/wCxcuKDU1VaGhoapbt65SUlKUn59fnad1Ywyq1cKFC42vr6956623zJ49e8zQoUNNcHCwyc/Pr3L8Z599Zry9vc2UKVPMV199ZcaPH29q1apldu3a5RgzefJkExQUZJYuXWq+/PJL88ADD5iYmBjz/fffO8b07NnTtG3b1mzevNls3LjRNGvWzAwYMMDl54uax4o5+vHHH5vBgwebTz75xOzfv98sW7bMhIWFmWeffdYt54yaxao/Ry956qmnTHJyspFkduzY4arTRA1m1Rx9//33Tb169cysWbNMTk6O2bNnj1m0aJHLzxc1j1VztHnz5qZXr17myy+/NN98840ZOXKkqV27tjlx4oTLzxk1iyvm6Ntvv20mTZpk/vrXv1727/Dhw4eb6Ohos2bNGrNt2zZzzz33mE6dOrnqNH8ywnk169ixo0lNTXW8Li8vN1FRUSYjI6PK8f379ze9e/d2aouPjzdPPvmkMcaYiooKExERYaZOneroLygoMHa73fz97383xhjz1VdfGUlm69atjjEff/yxsdls5tixY9V2brg5WDFHqzJlyhQTExNzI6eCm5SVc/Sjjz4ysbGxZs+ePYRzXJYVc7S0tNTcdttt5m9/+1t1nw5uQlbM0VOnThlJZsOGDY4xRUVFRpJZtWpVtZ0bbg7VPUd/6MCBA1X+HV5QUGBq1aplFi9e7Gjbu3evkWQyMzNv4GyqD5e1V6OLFy9q+/btSkpKcrR5eXkpKSlJmZmZVb4nMzPTabwk9ejRwzH+wIEDysvLcxoTFBSk+Ph4x5jMzEwFBwerQ4cOjjFJSUny8vJSVlZWtZ0faj6r5mhVCgsLFRISciOng5uQlXM0Pz9fQ4cO1TvvvKPatWtX52nhJmLVHP3iiy907NgxeXl5qV27doqMjFRycrJ2795d3aeIGs6qORoaGqo77rhDb7/9toqLi1VWVqY///nPCgsLU1xcXHWfJmowV8zRa7F9+3aVlpY67Sc2NlaNGjX6SftxJcJ5Nfr2229VXl6u8PBwp/bw8HDl5eVV+Z68vLwrjr/069XGhIWFOfX7+PgoJCTkssfFrcmqOfpjubm5mjFjhp588snrOg/cvKyao8YYDR48WMOHD3f6h07gx6yao//+978lSRMnTtT48eO1fPly1atXT4mJiTpz5syNnxhuGlbNUZvNptWrV2vHjh0KCAiQn5+fXn31Va1cuVL16tWrlnPDzcEVc/Ra5OXlydfXV8HBwTe0H1cinANwq2PHjqlnz5565JFHNHToUKvLASRJM2bM0NmzZ5Wenm51KUCVKioqJEnPP/+8UlJSFBcXpzlz5shms2nx4sUWVwf85x85U1NTFRYWpo0bN2rLli3q27ev+vTpoxMnTlhdHlAjEM6rUf369eXt7V3piX/5+fmKiIio8j0RERFXHH/p16uNOXnypFN/WVmZzpw5c9nj4tZk1Ry95Pjx4+ratas6deqkv/zlLzd0Lrg5WTVH165dq8zMTNntdvn4+KhZs2aSpA4dOmjQoEE3fmK4aVg1RyMjIyVJrVq1cvTb7XbdfvvtOnz48A2cEW42Vv45unz5ci1cuFCdO3dW+/bt9cYbb8jf31/z5s2rlnPDzcEVc/RaRERE6OLFiyooKLih/bgS4bwa+fr6Ki4uTmvWrHG0VVRUaM2aNUpISKjyPQkJCU7jJWnVqlWO8TExMYqIiHAaU1RUpKysLMeYhIQEFRQUaPv27Y4xa9euVUVFheLj46vt/FDzWTVHpf+smCcmJjpWe7y8+OMHlVk1R19//XV9+eWXys7OVnZ2tuPrWRYtWqSXX365Ws8RNZtVczQuLk52u105OTmOMaWlpTp48KAaN25cbeeHms+qOXr+/HlJqvT3u5eXl+PKD0ByzRy9FnFxcapVq5bTfnJycnT48OGftB+XsvqJdDebhQsXGrvdbubOnWu++uorM2zYMBMcHGzy8vKMMcb85je/MePGjXOM/+yzz4yPj4955ZVXzN69e82ECROq/OqK4OBgs2zZMrNz507z4IMPVvlVau3atTNZWVlm06ZNpnnz5nyVGqpkxRw9evSoadasmenWrZs5evSoOXHihGMDfsyqP0d/6HJPegWMsW6OPv300+a2224zn3zyifn666/NkCFDTFhYmDlz5oz7Th41ghVz9NSpUyY0NNT069fPZGdnm5ycHPPcc8+ZWrVqmezsbPd+APB4rpijp0+fNjt27DArVqwwkszChQvNjh07nP5/c/jw4aZRo0Zm7dq1Ztu2bSYhIcEkJCS478SvgnDuAjNmzDCNGjUyvr6+pmPHjmbz5s2Ovvvuu88MGjTIafx7771nWrRoYXx9fc3PfvYzs2LFCqf+iooK88ILL5jw8HBjt9tNt27dTE5OjtOY06dPmwEDBpi6deuawMBA8/jjj5uzZ8+67BxRs7l7js6ZM8dIqnIDqmLFn6M/RDjH1VgxRy9evGieffZZExYWZgICAkxSUpLZvXu3y84RNZsVc3Tr1q2me/fuJiQkxAQEBJh77rnHfPTRRy47R9Rs1T1HL/f/mxMmTHCM+f77783IkSNNvXr1TO3atc1DDz3kUYtFNmOMsWLFHgAAAAAA/Ac3fQIAAAAAYDHCOQAAAAAAFiOcAwAAAABgMcI5AAAAAAAWI5wDAAAAAGAxwjkAAAAAABYjnAMAAAAAYDHCOQAAAAAAFiOcAwAAAABgMcI5AAAAAAAWI5wDAAAAAGAxwjkAAAAAABb7f3gof1RS8m2uAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 12))\n", "plt.subplot(3,1,1)\n", "plt.title('Firing rate')\n", "plt.plot(output_rate[0, :])\n", "plt.subplot(3,1,2)\n", "plt.title('Weights')\n", "plt.plot(weights, '.')\n", "plt.subplot(3,1,3)\n", "plt.title('Weights histogram')\n", "plt.hist(weights, bins=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 2 }