{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "nap17HlwBG_h" }, "source": [ "1.绘制双叶曲面$\\frac{x^2}{16}+\\frac{y^2}{25}-\\frac{z^2}{36}=-1$" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 200 }, "id": "Io1n5QJSApIn", "outputId": "b6be2e93-3077-489d-e318-f709421e26ed" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAb4AAAEuCAYAAADx63eqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9eYxd2Xng9zvn3HvfvtW+kUWymk02exGlXqiW10TjBEFgK7IG1iSOZWTseLJhDBiYjDDBOH/JI8Mx4hkjmwFPLNjOZDSxE3mgscd7HMuyWmp1S61eydr37e3L3c45+YN+pVfFIpssLt1s3h9AFHhf1b33vXp1fu875zvfJ6y1JCQkJCQkPCrI9/oGEhISEhISHiSJ+BISEhISHikS8SUkJCQkPFIk4ktISEhIeKRIxJeQkJCQ8EiRiC8hISEh4ZHCeZfHk70OCQkJCQkPI+JmDyQRX0JCQkLCI0UivoSEhISER4pEfAkJCQkJjxSJ+BISEhISHikS8SUkJCQkPFIk4ktISEhIeKRIxJeQkJCQ8EiRiC8hISEh4ZEiEV9CQkJCwiNFIr6EhISEhEeKRHwJCQkJCY8UifgSEhISEh4pEvElJCQkJDxSJOJLSEhISHikSMSXkJCQkPBIkYgvISEhIeGRIhFfQkJCQsIjxbt1YE9IeKgxxhDHMb7v4zgOSimUUkgpEUIgxE2bNCckJHxAScSX8IGkLzytNcaYg6/W2kOy64swEWJCwqNDIr6EDxTGGKIowhgDgBACKeXBv0GstQdSPEocx7iuSyaTOfjZRIgJCR8MEvElPPRYa7HWsre3Ry6XOySp/vF6vU4+nyeXy5FOpw8eP05k1lrW19fJZrOMjo4eHO9LVCmF4ziJEBMSHlIS8SU8tPSF14/wrl69ylNPPUU6ncZay87ODgsLC+RyOYrFIo1Gg42NDXzfR0pJNps9kGEulyOVSh1IrC81pdSh6/UjxDAMD44nQkxIeLhIxJfw0NEXUBzHh6Y0+xHe1tYWi4uLFItFnnnmGdLpNFEUHZKQ1pput0u73aZWq7G2tkYQBEgpyeVyhGGI1ppSqYTnee8aId5KiP2kmkSICQnvD4S19laP3/LBhIQHyVHh9eXRF95Xv/pVjDEMDw9z9uxZ0uk08N11v9uRTRzHdLtdVlZWDtb+giBAKXUQGfb/9YV4q/vt/xtkZ2eHycnJRIgJCfeXm/4xJRFfwvseay1a64PMzMHoyxjD+vo6KysrxHHM008/TaVSOfYctyMVx3EoFosUi0Vc12VychK4LsROp0On02F/f5/l5WWiKMJxnGOFCNxUZKurq4yPjxMEwaHjQogbMkyPS8pJSEi4OxLxJbxv6QsvjuMDcQ0Kb3V1ldXVVUZHR3nuued48803cV332HPdaSR19Psdx6FUKlEqlQ4dj6LoQIi7u7ssLS0dCHFw/TCXyx3cW38K9OhzBQ6e79F7Obp+qJRKosOEhBOSiC/hfcdxwuuLQmvN2toaa2trjI+P88ILLxwSynFT9ycRxM3OdRTXdSmXy5TL5UPHoyii3W7T6XTY3t6m0+kcbJHwfZ+NjY0DITqOc2ja9uhr0X/eg0K01h5KqDk6ZZqQkHBzEvElvG/oC69ardJsNpmZmTkQXhzHrK6usr6+ztTUFFeuXMFxDr99pZQHyS7vhvrTPyH1Tz5H8N/9Y/QP/js3vZ+T4roulUrlhmnXMAx5+eWX0VqzublJp9NBa43neQcizOfzZLPZOxKitZZut0u322VsbCwRYkLCLUjEl/CeczTCi+OYdruNEII4jlleXmZzc5Pp6Wk++tGP3iC8PrcbpTn/5l/jfuGfI1//Dpn/5NNE//lPE/70f4E9dfrQue4HnufhOA6nTp06OGatJQzDgynT9fV1ut0uWmtSqdQNa4iD05yD99mfdhVC3BAxAwcR4tE1xESICY8aifgS3jP6ktNaH5rSlFKitebatWtsb28zMzPDiy++eGhP3XHcjvic3/sd0j//jxCNOvqpi5jZ03j/5xdw/+9/SfD3f47oP/27kM4crCM+CIQQpFIpUqkUQ0NDB8ettQRBcEiInU4HYwzpdPqQDLPZ7MFzPy6ppv9YHMdEUXTosUSICY8aifgSHjh94fXXrAbX8MIwZG1tjZ2dHR5//HFefPHF285qfDdZOb/9z8l87ucxlSH0pRcRNsb9+v9HfOUF6Pl4/+p/x/vS/0Hw3/y38PTzdzXVeS8QQpBOp0mn0wwPDx8ct9bi+/6BEKvVKt1ulzAMD4Q1KMRBiSVCTEhIxJfwADlOeP1BNAgCFhcXqVarjI2NMTo6emg68HaQUt5UVql/+k/w/uVvEH/sY8h3riJUBNaiz80hem2EDTCPP4565WXc3/+/OP17v83m3/l7cIf38CAQQpDJZMhkMoyMjBwc393dpVqtUigU6HQ67O3t0e12sdaSyWQO1g9zudxBDdLbFWKtViMMQ8bHxxMhJjz0JOJLuO/cSni+77O4uEitVuPMmTNcuHCBTqfD/Pz8HV/n2KnOOMb93D+E+bexwyPIlXnsM49jjcV59ZvEl56CoQrizddxXnuZ6Ad+ANlukrn6HU79s5/HvvUS4d/+aWxl9PiLvs9wXZfR0dFDNUaNMQcRYrvdZmdnh16vB3CsEAd/P/2v/d/fYLJREiEmPKwk4ku4bwy2BoLDwuv1eiwsLNBsNjl79iwXL148lIRxkmnGG8Tn93B+6R/B0jzq7e+gZ05jHnsG55W/RoQh0d/6W8jdTdQb38Dki4Qv/ge4X/8LhNF0Lz+LNTG5P/xXuH/xZYLP/H2iH/wEuKm7f2HuI8dJpl+X9GjRbWMMvV6PTqdDq9Via2sL3/cByGazh9YQBwsHHHedwQgxDMNDjydCTHi/kYgv4Z7Tr1vp+z6vvPIKL7zwwsEg1+l0WFhYoNPpcO7cOS5dunTDAHjSxJJD2xkaNZz/7fPIv/gDRBQRfe8PIDtV3G9/FTMxSXT6HO4b3wAg/vAVcBXe619BnzuLzRRxmzs4zRrxM8+DEqS++E/x/uhfEPzt/5r4+Y/DB2DQ7tclzeVyjI2NHRw3xtDtdg8JsdlsIoSg1WodEuJgpwu4cXP+YCHxRIgJ7xcS8SXcM45GeEqpg0ih3W4zPz+P7/ucO3eOkZGRmw5wd7Ifb5CDiG97DfeX/iHy9W9iZ04Rj07hbFwFHRNffh4Ad/4V9IVLiL19SAvk3hrxE5eR+9sIXSccG7++STytkHvL6IuXkSvzeH/2W3hf/R2CH/6v0OeePvmLdR+4V8k4Ukry+Tz5fP7g2Pr6OsYYyuUynU7nhk4XR7dcDHa6uFlh774Q6/U6W1tbzM3NHVy/X6UmEWLC/SARX8Jdc7Mpzf7a3quvvkoYhszNzTE0NPSuA9jt7sc77ufclat4/+vPg99DX74COkLtvo0+ex65ugwZD9new8yeR60voC9cAsdFBB2E38DMTiPaHdIbV2nNPUUmm0ZsRajtBfQTFxFhgFp+C+/f/hp2eJzg4/8Zdnj6RK/b/eB+yaFfKaZQKFAoFA49prU+yDAd7HShlLqh9dPNOl0YY1BKHQgxDMMb6qsejQ77+xkTISbcKYn4Ek7E0V54cHgNr9FoHER4Tz311LGFo2/GSSO+/FvfYPKL/yP21HnE+ioircBvEw5P4C2+Tuvxp3BETGZ/E1IZ4uevoFavIRv7xI8/jU17uFdfxQpB+yMfI71+FWevhZ6axozN4Lz9dYS1RB/5PmRjG+fNr+Asvkr44o8QPfcJbLb07jf5kNIX33EopQ4Kew/S73TRbrfZ399nZWWFMAwPdbrI5/NorQ9Nlb5b66dbCbEvxUSICbciEV/CHfFuwqvVaiwsLCCE4Ny5c/i+f0fSg5OJT/7xFxn/wy8Qjs+Qnn8N/eGPEvg90turuEoRXPl+ckuvo3pt2qfmCD2Poflvoh2P+oUPU6it4Ox2iM9cxBaHyC99E+2kiC48iwwbuGuvok+fRedGcTdeA2uJz18GYUm99Dt4r/4+wQ/8BNGTHwfnvUmAud/7Du9UJIOdLgYZ7HSxu7tLo9E4yDodnC7N5/OH6rAmQky4VyTiS7gtbtX8FaBarTI/P4/jOJw/f/6Gwe5OuKOpTmNQv/uryOW3oV1Dtaq0n/8e3JW3yfpt9GMXsZVh0tdexmQKROeeJ9vYItdaJT7/IYw2FGvLxPkCvcIwkZKUtl+nPj6H167hRFUQhnjmAigHt/Y2ZvYCNBsIFSGbW8TnPgRxTOql38J77fcInvs08ePfD/LWlWbuB/dzqvNenftop4tqtUq1WmV2dvaQEBcXFw8Kex9dQ7wTIX7rW9/imWeeOfi+RIgJifgSbslg7czBDL6+nPb29lhYWCCVSnHx4sUb1n9Owm0PQEEX9bv/DPn2N5E7a3THJmjny4ytfhubyaHnXkAENeT6a8SPPQN+D9XdwJZK2FQaPIXT3cPMXsRdfgP52FOkjQY5TC5qEI6UCN0cud0FGl4eKULc7BDe/grx2AzCzSA6DiiNNE30zEXUzgLe1T8k9fa/IfjQp4hnrzywDND7GfHdS/EdxRiDlPKmnS4G65gOdroYLOw92OkCDgtRa31wfFCIR+mLcLD9UyLEDyaJ+BKOZTDCC4KA73znOzz//PMHwtvZ2WFxcZFMJsOTTz5JLpd7sDdY38b58q8hX/kTEIq90xfJmi5j7WXM+WfA95HhDjZTwI5MI4gRqRhTnsFZeZ34sQ+BoxAdg9q7hn76Oeg0cHaX0OUJouJp0lvvoHq7RBefoxC0ULsLGDdN7+wl3P0VvOYateIMWCgFbWTYJZiaQ1mLs3MN99of4y39EcET/xF6/MFkgD4MEd+dntvzPDzPOzRlfrSw92Cni6OFvQc/ENxOhBiG4aHvH2z/lAjxg0EivoRDHNcLz3Gcg0/I29vbLCwsUCgUePrpp8lmsw/8HsXqmzi/8z8gtxZpVyYhnWdY14hdj17mFClihBdi89OI5e9gzz2FdRzkxg5Oa5fo8vcg6xuovS1MYRg9/gzOyisILNFjH0EGDbK1d4jyOczEh3E2v42wlnjmEtZzye2+jU15RKefp1y9hgi7xKURerkx8rW3EcDeyBxe3KPY3sb7+q8Rjl0gPvtxxOgTD/z1uhe8l+I7jlsV9g7D8KAXYr/TxUsvvXRIiP3WT/3C54kQHy0S8SUAt27+KoQgDEO++tWvUi6XuXz5MplM5o7Ofc8Gg9f+DOdLv4RB0pu+QDrtodrr2PE5nKXvEE6chUIetmrIzTfQH/oYor6Js7eOKVSIJz6Cu/4KViiiM5cRxsfdeQ09Notxc6jeOkLH+OMXCOOIYv1N9Ngs1giEE6Na68STT4DROK1r2GwGXTmNkIZCaxE9fAqTLjPcnEdYTTByjkgo8vU34JU3WMtcxDOnuHatcuwAfDc87FOd94JBIfYLe7fbbZ577rlDnS5WV1fpdrs3dLro/z4G3/u3EmKz2WRtbY0LFy4cfH9/H+LRPYiJEN8/JOJ7xLmV8IwxbG5usry8jNaaK1eukE6n7+j8/Sosdzuwmzii++X/meHX/4Du8GnS3QaZkRJEHawpI9Zfp3fhMrJTQ269ic0U0ee/D7X6DaxQxKefAWlwd76NHpvDao2yTdA+8fjjoEOceAc9NIOsbUDaJeU3iAtzyNYWlEewTgYbd0FapG2iR+ZQtUVEWiDiEF05A4ATLGMqM5hY47iSVHcTPTKHVhlmmu8wIxdo+A125FOs1XMHrYb6dTP7A3C/kPSdvt73g/sd8d0r8d2M2+10sb+/f0Nh76OdLvrnGyyx139/94UYBMEN1z+uSs39ft4Jx5OI7xHl3YS3vr7OysoKIyMjPPfcc3zjG9+4Y+nBd7cmnFR8xhg2rr3F0J//T5R7O8SnLpHZXsSeuQAIxNYquCn0M99DZu1VhNHoMx9COAK18ypm4hzEGqF8RNQlHnsM4beQWReTHkbtXEO4ArIZTM+gagvo6SchCnE7XQjBTM8hujWc5iLRyHlwHKjuINurhFMXkHGM214lKs+iHYXjjiO7O0RDMwjh4NpRtOeh/WX08Bx+vYZr15mqv8lE8Qnsk/8epCfxff9gim53d/egkHS/bmZ/I3g/yehBcr8jvvcqGrpZpwtr7UEd08FOF8AhIWqtD8nruMiuH4n3/96OXv9mG/MT7h+J+B4xbtb8Fa7/Ya6vr7O6usrY2BjPP/88nufd1fVOuhndWsvKygq1t77O5aV/jSoMI3UK/CrmwtPI6gais485/QQ2ncLZfJU4P4wvM2RFF9FtYcYvQncfchmsW0Tu7iKyBez4BKK1i1O7RnzqKTAhTnUeKx3is8/h1K7ixD6t/ASp8jBe/R0sgmD6w8jOKspvofNlosIMTu0tBIbu1NOgezjtVWLhEE5eQvX2EMEmveJZjJQ4toQNq4R5B5kdRvYUWkaYxf8FkT+PN/pxRkenbygk3a+b2Ww2jy0T1hfi/Wyce7+nUe9X5HPS+xZCvGth734vxF6vR6PRuKGw9806XRy9t1sJcXD9MBHivSMR3yOCtZZOp0MYhgd/kIPCW11dZX19nYmJCV544YWDfVJ3y52KzxjD2tra9c3MS19hbuuPYXgKufY6euYSZLPItdfA8dBnn0V2NxDNFmb6SWynQUr6UJiEoAkEMDYBnRpO/RrRzCWE0Di1eax0CU8/i1N7C2liouE5bCqD13wTm8rSLZxCRvvI7iJh5RxGpjG9a2jHI8o/jhExovsOYXEUnDImXAcbEVXmsMpDdubRSMKRp7DhNtKvEzo54vJZqC9je6v0So9hsShTAd0m2PwCKn0Kr/L9uJnZg9fvaN3M/u9scHpuZWWFTqeDlJJut3uoTNi9+l3ez4ivv93gfpz7Xkp18AMHQC6Xo9vtcvr06RsKex/tdHE0Yr8dIW5tbR2cv/8BoS/EpI7pyUnE9wFnsBfe3t4enU6Hxx57DLheQWNlZYWNjQ2mp6e5cuXKPR+Abld8feGtrq4yOTrMs82vMtHrIaRC7L1DfOljqPoKYnsRM3YWmykgmwvY/Bh4GayykHeJIge3eg0zdQkkyP13sNK5LrnmO0gTEQ+dQ3sZ3NZbmHyFWOYwjkD4KwRD5xFBG60aRCKNcoroVAodbkDp3PUpzJTBah9VOAM2JrJbiPwEKgqJPIUJ1lDFOYS1hNEKCFCl81hijL+ISQls4Rl0sA66TZwew7h5ZGCI/TWi+r9FNNNkih/Dyzx27Ot1XJmwjY0NoiiiVCodu+dtUIa5XO6Opp/fb1mdt8u9Ft9RtNYHAjruA0o/Ym+32zcU9j4qxMHC3vDdQg79adCjEeLg6zYYISZCfHcS8X1AOa75a39bQhRFrKyssLW1xfT0NC+++OJtDYInGaD6HRpuhtaatbU11tbWmJiY4KOXZkn/9a/R1B1Ecx0yReILL6LWXwHHw0w8ASkX2VzCjD6G3HkHM30JIQXO7gaOiYnPPI+sX0NGXXTlDCZTwmm8hUlXiFUWnU5j/Q1M5Tyqs0WYkSA9HFNA2x5BIQUmT6qzgp8/j5EWZTIQbNGtTCFRiGCHMFskclI48QjC3yEongIhkaZArDSBaONkZhG9PQInRusabuEczUaLTLwASqGyjxObJjZawyoHmZtDRHUI12l2vo7u/iX57PNk008gxK0HcGstjuPcsAl8cM9bu91mfX39IKEmnU4fDLy3Sqh5WOV0v8X3bue/VcTejxDr9Trr6+vHdrrwff/QpvzBr31uJcSk9dPxJOL7gHGrbufWWqrVKnt7e5w6dYqPfvSjt/2p/6RJKjeL+I4K78qVK3hrX0f99Zch6FIOt4hPPYVUBmf/NczYWYgiyACE2HQJ2VjCnP0Qwq8hm1tEhWGaqkil+QY2lSMqnEenFLa7TFw5j2pv4OfKIBUqSmPiGv7wFDKOUN01evnTxF4G2VlG2Jjt7DkKwkf4O2gnjy4/juksIGwM5fMYEWP9NQIUYvgiJtyFqAHZKYyThqBLGG9hipNIqxC6QawkphhgvTOIqEVHNtDCJ+2dAQT+30SIXuEJYtPERHs0e99gP3yZYuopiqmnkOLO1l1vtedtMKFmMIFjcL0qn8/f1wSUh1WqcP19fJKpZKXUbXW62NvbQ2vN9vb2DVVqBjtdwK2bA0dRdOixR12Iifg+IPQ32R4nvCAIWFpaYnt7m1QqxZUrV+54MFBKHUzr3AlHxXec8BwMzqu/iWhuIBqrYGGvcp7hYBOsRo9dRARtyElsKovcv4rJDmPGn0FW30JgiUefJDIdCv4GceUxhF/Hz9rr04xeERtX8UdmEFoje6uE2Ul0qoRoz2MxRMNPEeldCHYgXUC743jRIgECVTyPFhEmXECkckhvAj9aQxCjsjNYlSEOl0BI3PwFQrOPjffASSFT54nCFbAhTv40VghsDIGpoTMFHDIQbRE5Cl9vk8nMghG07N8IMHuWSEAYrVP1v0bVXCOrphl2n8GVd1cebjCj8bgEjna7TavVYnNzk3q9TrPZpFgsHpqe6w++d8P9TG55EBHfvdiD2efoFLaUkmKxeNAHcXBNNwxDHMc5Vojw7hFiHMdUq1V2dnYO9UJ8FISYiO8h52a98AB832dxcZFarcbs7CxTU1MsLCycaCC4m+awfSnfIDzHQTRWcb71WxD6yOoipjyJLU4yUv0OOjuOMBbhKnAzEPqo+jWiyaextodsvIXOj2LdAiE1rADfGSWjuwSlIkKmEa1FwuwUkVdAdpYQNiYeukQU70OwiMiOINwhgngZpIOTO4tWgihaJRJDZD2PrtPD2C6p7FmM0bTZwEkPoYwgdD0CvUk6Mwsmpim2QEHam0ULQVevIL0UnpqlE2+AjYhllmx2iihcJaKGk5klEgZhPEJh6LgNMmIaqSM6qk1su3ipEZQo09Or+GaPDvsokWHEeZq8nADunUCOJnAAvPHGG0xPTyOEOMhmPDr4njSh5n5Gkw9qje9+n/9oYe8+URQdrCHu7u6ytLREFEU4jnPDmu5gYe/+1/7rM7iGeKsI8Wtf+xqXL18+NHPwMJKI7yHlVsLr9XosLi7SaDQ4c+YMFy9eRAhxUKniJJxUfABbW1u8+eabTE1NfTeBxlrU/B8h17+OaG8jgib61GWEbiGbb9FIT5MPa+jRMwgpkbUVBAJ/5llM+x2EtZihx9HWEJkdZGYaWiv4XhlbHoLuJkLvYEeeIorq2GAJkS4hUiME0SpIBzd3hlgqwngVN30KG9XopSTadHHccTBN2mkPV5SwoU/oSHwR4NkJonCHKDsBCCRFIhHTc33ScpI42sF3JIFtkFEzGBtTF9soL0OGCdq6TsTa9f/LCdpmDWtjUqlRtEojYh/f1jGpAooijs6ASlG36zgyS0aM0zVbGLuFH/eIJIzLi1hSwP3bFtAX3NHOG1EU3bKI9OAAfJwkHvaI770Uq+u6NxVif0138Hcy2Okin88TBMFtryHGccyv/uqv8rnPfS4RX8KDxRhDrVY7qJE5KLxut8vCwgKtVotz587xxBNPHHoT96crT8K7Jakcpb9FYnNzk5GRET760Y9+N2PUr+G89psQBYj6Ijhp4lPPolpXwcliS6dxO3X88dO4OkA0N4iLU0TZIWz7bciMIKwkTrnEpomyw5jOIkHlAmG3juouIVQGSk/jB9ewVhDYUXQMjrdObCukbJuesCB7eO4oUbxHlB9HoojjNloVaXtlcsT4egOZncUKiKI9YnqowjmsaRHrKo47hnEyEPl0zDZOdub6axDFBFLjK0PaThDEO3RcQ2QFWWcaC+yLdZRKk2WYLnVi6kjHI61OoXWVgH1SqWlCAlJmAmEFu3IDoSQlzuLbDgE11sy38ScseX+MMnmynLwt1HHcah3uuK4Kt5tQ098EnkR89/b8t9PpYmtri2q1itaaer1+Q9m244TYarXuuL/m+5FEfA8BR5u/futb3+JjH/vYwRuy3W6zsLBAr9fj3LlzPPnkk8cOJHcjPinlbf3s4J7AyclJTp06RaFQOPgjkhsvoRZ+H5DI5ip6+Cw6k0e23iYunkZ19oiyOVpKkQ930TokHnuSUDfBX0CW5rDdPcLCEEIqbKeJERIzdpmwu4jjhdj0WQIrieMFIlsi7VicQhlMG8U4iCo9dxyjLdI0CY1LlyFSUQ2pInCmMA4odxcfSTp9gbZZxxLhecMIWaRtrq/B5bw5erJBZLeQrktGztG2G1hiMt4UsVQEZpNQ9PAy01hrsG6N0FF0RJecnSTWLWpuC4OgYKbQAvbFJkhBiTl8mvg0QI3gi5CcncQYn6qqEouIop1E4BLZTRrZNV6jgUeWKc4zygySB18H9N0SavpC3Nvbo1qt0mg0KBQKhwbfe1Gh5oMe8d0pRztdrK6uopRieHj4QIgbGxs3dLpYXV3FdV1ardYNMr1dVldX+cxnPsP29jZCCH7mZ36Gn/3Zn6VarfLpT3+apaUlzpw5wxe/+MX7LtdEfO9jbtbtXEqJtZZ2u838/DxhGHLu3DmGh4dvOVDczXTlu/3sUeH1pzQXFxev/1zYxHnrXyD8GiJsQ9ginL6M8bcRvT1M+TFordMZmwVryQU7GCdPXHmcKFhEODlUdpIYn6A8gjQG01tC5qaIUgVi/xrCzdHr5rG6h5A9PHcKR1YJ8mMI4xDHHbSMoXgOG21jVQ/pnMYqgdJbaFxMPI7vVRFSE7fzCFJ0U2sIPFJmCN8xBGKTrJpAWYd9uQNAnimMkOyzgUOaLBUaYh9DREqV8ESFmlhDCLC9Ck5ZEdgeRhiEU8Szio7dxVeKtmhQtFMIYEduAlC2M2g0vq2jhQEvTdqO4JgOPanpiDoqTuPERUKvTYdtQml5XXyTSTvLtJmjSOmmv7/b4V5EZceVCHv99dc5ffo0UsqDhJqtrS16vd6xFWruJKHmYRPTgz5/HMek0+mbfkjpF/b+q7/6K/7gD/6ApaUlXnzxRU6fPs2TTz7JJz/5SV544YXbupbjOPzyL/8yH/nIR2i1Wjz77LP80A/9EL/xG7/Bxz/+cT772c/y+c9/ns9//vP84i/+4v16ytfv5b6ePeFEHO12Ptj8tf/4K6+8gjGGubm5255v7wvzJBs3P+4AACAASURBVNxsqrMvvLW1tWM3wUspSde/g7Pwp5Adh/Y61ssTTHwE03wTvArKHUcTEo6ehqgJYZWuO4HMFbHRAk7uNLa3RVwYQ0uJ6W2gTYisPElH72KiZZzUDN1eiyBvSLtFHGswIiLOncLoFrHZwclMo5WDr9eQyiMlz9EUuxhCss40IGmkdklRRmoIPIPN+2TiMSLboK4ibGyRcYa2CAhzbdJRBWSLnqvoitb1iM367KoGLjkyxiNSkm2xTdYOkTZZquVtqjIgZ0dQIkPDbiGkJS9m0BisgVBCVbWomAkwEVXVIhIhOTOMR44m23RFh4xzveByzqYIdEQt3wALo+YMET4REXXR5Kr3xxRNiTNmjgkzSZo7q7t6vzewK6UOtlAMMpjef1xCzaAQj0uoediyOo/yIMR3s/MPFvb+zGc+w0/8xE/wfd/3fbz88susra3x+uuv31ES0+TkJJOTkwAUCgWeeOIJ1tfX+dKXvsSf//mfA/CTP/mT/OAP/mAivkeJdxNevV5nfn4e3/eZm5tjfHz8gd3b0anOo8I7tIbXx68xvv3/kA5WsdlJZOMa0cgTREpD+20ozIJfo1csY6SA9jICsOVLROEWil3c3CxxbxtdmQWrif0VhJtDpR+jES0gRQajK3S0DwUP4wtidhGZUxjp0o1WkChSqcdosYMhIOtOgZVU1R4pinjGECmXlmyQtxN0zQ7KGyPUXVKkCJ0exhkhjaRjtkmJMSIhkLpF12tggxIm9CEbUY9axK5LOi7Qcxrg5AnldWFZYdn06ohehoqXw1eGttwja0vkdZEduQXCUhKjREIh6dCUbazySNsSno2wUrEld3FtirIZpSmqhKJH2Y7SSgXkggop12PDvR6JDuspQiBjcgiheMV9FcG3OK3PMGyHmdKTuLcxDLxX3RmOq1ADt59QE8fxfY/47uf573fnisHu9LeLUorZ2VlmZ2dPfN2lpSVeeeUVrly5wvb29oEQJyYm2N7ePvF5b5dEfO8DjuuUMCi8Wq3G/Pw8Sikee+wxFhcXH3jH8/5Up9b6oMzZ1NTUscKz1sDO1xDzv4sjMsQqh+ht4U99GN1dQUQBsjiHiTv4pRGEsJjuMiJdgcwYfrCElgWkMEQiIqqcwUZ7GN3Gy50lkpJWvIQxQwjbhPwwrucQR1VkpovKXKRtdolNm7Q7hlQF9tjAJYdnikTK+xvJXc+O9LwprAAMNEUNzztFZLvofA9DCSWKdNjGCk1RnMEXXbqihpQOBXGWlrNDLCLydhwtJaHaJcRHdMoEooPNB/hhBuN4pGyeXqpFWzkYDAU7hMRl1dsjYwoUTY6qahCJiJRNUbAVOtSpyjoFRglFRNGMgoVVdxdhBeNmhp7wCZ0Ix3rsu23KZgTPKHZVDSM0eVMgQFKyY1gbsuisMS9WKOlF0uQ4rSeZ1mM3leD7rTvDuyXU9JvQ1mo1rLXUarVDCTWDLYbuhvstvjum3UJ96xXUa68SffLHsOMTt/z2OI5vW3xhGN6Tuq/tdptPfepT/Mqv/MoNH2geVN/CRHzvIbdqDWStZX9/n/n5eTzP48KFCwdVHu4mSeWkCCHY3t7m2rVrt6zraVvLmI0/Q+y/is2dQnZ26XkV4tIMpnUV4WQgPUXgOUReGqFDdLCFLJwndDRhuEIqO4vurOCnZ1CpFH6wghQuqdx5GrZGrENMUMJL+devgaAbraNUllZvHJlZRUqHvDpFpARNu02BSbpmB5sqYQFhJE2xT8qbxaeNTwNPFXBFhSqbCGGRzRJ+2aEndkjZLHnKbKrrn0aH7DhaKDbUDo51GTZj7Dt1IhGRNSVytsR2eQuA4XiKXiqk6zbpGoGtZYlSPUw+IuzkiVIh+ahErEI23C7SelRMhUhoNpw9hBWM6VN0ZJu27ODYIeqqR8WMYK1m1alihKXQLaFxkFi6IqTqWqRNM6Tz+CKkrpoEJo0WgqytkNaSpuyyI7eoyiZfS73OqK5wNp5mUg+T5rsVYh6G6irHJdT0kzcqlcqhhJrBFkODJdtOklDznolPa+TKPOrNbyGuXcP56/8X6xYQtX3Cv/ez7yo9uDPxNRqNG0R1p0RRxKc+9Sl+/Md/nB/90R8FYHx8nM3NTSYnJ9nc3GRsbOyurnE7JOJ7DziurNig8Pb29lhYWCCTyXDp0qUb6vw9SPHFcczq6irLy8uUy+Wb1vW0URuz9ofYxpvg70NpDutX6ZSm0CYm1bmGyIyhnQyhihBKoP061mpk+Sla8TLSODjpKcKoRjszhVIRYbSD641gVJF9u4EOM6QdF6eUQ3sjRHGN2HbJpWYJlMWkdsjIMTCatmMxaFK2SMvUUN4UETFd9vBUHldMsM8mAijbU3RUQE3ukLNlUnGKnUoNKS0VM44RsObsUzRDCKNpK0FLNBk2Y8TErLtNPJuiZIpoIVl19iiZMmntse02iYVmSA+hRIqt0T0AxqNJOqkeHa9DEDoYX6G0pVeIIA7ppWKGoyGUdFj29gGYiiYIRYwvIloyoiMNZT2EsJq61yN0e6SNS9oUyJiQtmxTc0KasseQHiKNR13UaYoOXZmhIyzjehSJpEuVqmyxmX6DCM2ZeIKyKXBajz7URao9zzu2597RCjXHJdT0hXgvKtTcFdYittdQy28i15ZRr34VrIO8+hZ69gKi18VUxnC++RLBP/jvif/DT9zWaW+1xneUZrN54ozO60/B8lM/9VM88cQT/NzP/dzB8R/5kR/hC1/4Ap/97Gf5whe+wCc+cXv3fjck4nuADEZ4r7/+OjMzMwdvJGstu7u7LCwskM/nefrppw/26h3lbsQ3WK3hVvSFt76+zszMDHNzcwdJCIMYE2N3voKpvgbdHYTuYQvnCB1FXChi4wDX7kP+LKHr4ettPG+CqLOETI0TZ4bohQu43gjogNhxiVITmGAbKyPSapa67mHYIsUYNr0L6VliAW29gZIOWTXHvtjFYrCdPGFBE3iSNGm6egtPFFDeNA17fbqybGfoyui7ktMeO14LgKIZRQMb6RZuM4PMxwTSoS19imaIjmgj3TyedXBw8YWhJTUlW6YmaiiVxxcxRVMmFpq1VI+iKZExEZF02VB1Ms0U5XSRVa+BFZbReATpKLbTVayFkXCEWMZoEdIIQur5HvmGhycEq/kGWlrKUQlHpDE0qKoODhmiyKXUzSA9h3W3jrCCYTOCBHIGtFAsOnWklUzGQxihcYjpCE1VNUkZj4wtkDeWiB6rqsZVd5t39Cbd53waztvM6lEmTZmMvbs+jYO8V9HkcRVq4LsFpNvtNrVajbW1tYON3kcTau5Ln0KjEfvryPV3mH3rm2S+/tugBertbxOfuogIY2w6h7r6Bub0HLJVxeSHkLs7+P/gHxP/6H98+5e6g2i72WzesFH+TvjKV77Cb/7mb/L0009z+fJlAH7hF36Bz372s/zYj/0Yv/7rv87s7Cxf/OIXT3yN2yUR3wPguOav/U4J1lq2t7dZXFykWCzyoQ99iEwmc8vz9X/2JPTX6m72Zj8qvH6Et7m5edBfrI+uv4Ve+xKoHHQ3EEKiy+fxRRukC1GA1S2azizSDcG2cbwR/GAFVblExzSJ4iXSqVNEUQObGwEkfriGEC5+OEIzW8XxUqTVMJFpo1Jn6Nouga2TUcNIVWBTbJBnCGsCusoivCzWhtTsNkX3FIGIabJNyqbJmhLbbh0LVMwYMYbNVIeyKdOlRihdejImY3K0Cy2KjBMBXeETK03ajhDQo6HqVPQwWigC0WNLNBgy48Qipik7WJtHiAxZE7Mv25RMBYuloHP4BCx5bUZMCaE1DWVoyA5DukjJZFhK7SEETESjmBy4soktuNSEIRumEFFMQ4VsZwNkDOV2ljij6XgxrklRc0LG9TAZq1h0qtfPFZfpipixeAiJYNmtAzARV4iEYVh7CGDdbaCsJGeuf+gajYsYofEzXXZMg3e8HTSGuWicDB7TusxkXCbLyUX4fuvOcLMC0oMJNTs7O7TbbbrdLq+++uoNQrztTMyghayuofYWEa06zvzLWBRq/RrR8BmGGm1sZQS5toiemUNWdzBDE4heDz13EefVrxGfv4wIfMJP/h3iT9y+9Prc7oeOer1+V+L73u/93pt+UPiTP/mTE5/3JCTiu4/cqtu5lJLd3V3efvttKpUKH/7wh0mnby/F/G4rsByXyTXYm29QeH0GszpNexm98xVM9RVE/iy2vYzNTRCnK4Tdq6jMKXSwC06WMPs46GWkHMbaNJENMKUn6EbrgCHtnSIUhjBXRKIJ4k2wZTohqEqHnBwn0DVilQKvRMNsApaCOkXH0XTYpcQULbNN2psi8K9v9hYCKvIcW3ILg2HYjqMRbHg1yraMT5tQKrrSkrFZ9mSVsp0gxNAQbaRSyFqB6lCbUERU9BAKly1nH2EFk3qSHdXClyFZk2ZYF1lzqiAsE/EYgTDsqwZYwYQepyW7NFWXIV0gsJacUdRklxR5lJUMxQoPj3fcBmVToBylWHPbxEJT0BlSJkOkujRSITk3Tyw0o7GLNYbNchuA4l6aroywjqHd7bFSMmTjFGNxnrrbo6183LjMimoxrssUtcum0yCUMZNxiTXVYkSXKJoUNdWhKwJAsq+6pLop8LIM6QzCaubdXYyw7MYdvpx5g7JOM6tHKJsMk3GRYZtD3UH5tPf7+iHcmFBjreWll17i0qVLBx0ujlao6csw70HeNFDdfVRtCQIfZ/llbKqMqO+gC+MIIzGFCnJ7FT08jazvIJwcIgowE6dx3vk2engGEfrYTA65vYG+8Ayyukf07/7IiaR3J9xtxPd+IhHffeBWa3jGGDY2NlhfX6dYLPLss8+SSqXu6Pz3Qnx9+sLb3Ny8ZW8+KSUy3idc+ga2tQRBFZE/i+ltEA9fJDJttD+PmztL3NvAls4SExOFK8S2gjARJjeOloJeuIyjcriySNdVaAFad4lNh6AzhCgLbK6HE4/QYR8vPU2IoW02SckcaVFhV9Vx8MhQok0bx52mR0BUCshTwSXPqtwia3OkcfClQ0N0KJohaqJKnnFCoCUaSCGp2FPsqerfSK6CFB5bozVc6zASDbHvdOjKLiO6gmccrrl1HBTjeogAy7xXp2RylKIUq26XSGjGdRlPeyx4dbAwG43RkD7NssWxlrF4hI7ssa/aTMQVmkIzogvEGBbcHp71mNBpOiJi0W0irOBUPEJXhDRVl7xJs+4ETMUV0lawMNIAJFNRmShtKAUhxJp3sm0QMLznUXd93KxEa8ObqSYSydlolEjEpK2LZ6/LF+B0NIwRhmEt6cZd1rItcsYjBoTNMhnniISmpLNkrMOr3jrSQtnN0pA9TscVstZj1OQZ1XkqJkuGe9MN/na5n9Fkf+rf8zyGhoaolDLXN2D6McLfgc46bm2eaAfyrQWaVCCK8J0sjhVEpSnSjU1svoDs1jHpEkILzMgkamMBnc2gghgcB9HtoE+fRy7NoydOX5fhyATOt18m/OEfJ/qxv3ui+7+TDxyNRiMRX8KN3KoX3mCH8dHRUWZnZ3Ec546lB9flFQTBie6xL76jwrtVbz7j75Le/zJebwMdAXELUTh7fR0vPY2Nq5ioiZOZJZSGuDyNsR3ieB/HnSEyPUwuhxKWXrROyhkBJ0dV1EiLIbrxLlZLpJwhHtnDEzmcME+gQlRmho5t49sWRTWOFinW5S5DjNIxe0g5hJRFauxgMahalt6wYpddRhijS4e28nCMxAhLTXXJ2ykaok1X+pR1GYc0y+4+nnUYicvUVEBbNMjVXbKFLCteh7R1GdJpwGXBbTOph2jJNg0h6YqIsbhCRMSC61MxWYTVxLgsuS2m4xLKWhacDjGGcs0hny+w4DbBwrlwlJryqakeJZ1G2RQV7bGvulSBhjBMRRUk8I7TBOBcOEIkDCCIgEXVodhLUdYOW5mAnhMzojNEjmBKOxgbsTUUEAlDxU/R0lD0FdYarhYbWAmj3RR7rmYiKuNZwYJ7PXKeigvs5kIm4iw569ATAVrErDhtAqGZivMsqx5DukTJuAQiIm8su6pNW4aM6Ty7qTZWwOm4QoxhXOfJ4lEyGTp5TY/ovkjxXonPWkNsOhjdQps2IqwThTXGc5u0V7+JZ9OI9lUcbwbR2UB4Ezg6RmSLZII2cepxirVljJcnFVsiFDoMaXkl0o0drIFYtxFuGqUtdmgStbaA9ApgNDabR64vY8YmkUGASReR+zuEn/wJwk//lyd6Tne6Ob7RaDA1NXWia73fSMR3D7iV8Abb8YyPj/PCCy/gui4bGxt3La+Tsrq6SrVaZWZm5tbC620T77+E3vlLpDuMsSFWx+jSBQKzi1Q5jO5gTQ9ZmKMt/b/ZD9fD6BZeZo6OCAilISMUvXiDlHcG37F07R5OWKStNpFmFCefpWW3yItRItu53ildCDrsg4CSOE1T9QhpUGaEmt0j707hE1Nnh4zNkKfM+tA+GWEp2QpdYgKVw7OSXVWjqIs4ZNhw9lBWMhqPUXN8WrLOuK6grWbNCchYl5K5PsBvScuwLrKj6qQZoisMOZNiR3XJ6iIKSVd2SQuPEI+y8diVHYZ1iQhLyaTxMewpzXhcoCd9ejJmS/U4FZfwrOANpwUCzkQVYmDNaSGNYDKqAAYtAiIUi7LDTFwiYwXvqOsimYzzaBRlLKEIWU4ZDIozUYFIWLZFi0BoIhRZnWPCKtpuxH7ap2wytDEUtUPeh4YMaLkRcSOkVhR4kctox6WX0jgChCN5x2nhWUnBpEhpwZhxiKTGsRLPOtejRQvjJkdd9JiIhrACRnWFlBXsqjahiOnKkLrsMa7z7Dzv8xp/yaQu4MuYybiIEYaM9SiYFJ51yJkUjrh+DdcqXBwcK1FI1C1qkQ6Kz2AwaAwxmhhzfU6C2IZYGxITII0msk2khVDvgTUQ1dG6S9akieN9cmIcoxsoMYzjdhFOhVj3UPnHMZ1lRHoIp7OGdodwjEB7WVToo0tTyOY+yhqEW8Z6KURsIOUhq9u4OiAgQ4hFNhvYVB7hB3RFB4VAVsZILV1FT51DhAHR9/77RD/8kyceB+5kKwNcn+q8ePHiia/3fiIR311wq+av/SSRjY2NQ7Ur+ziOQ6fTOdF1TyK+OI5ZXl5md3eXycnJm05pApj2CnrrTzG6h2kvIjJjEPv4TgnKQ4S9eZzUJDpuYZ0sJn+aVjiPJ8fR+vp6k8o/zp5ZxRVFLJLANvFyj7NnN8FITNfDZDqk0ufo0iC025TkJKENCL0SJrD0vBopsqTF8P/P3pvEWJbdZ36//zl3fmO8GDIiIyPnrKqsiRRV3TRlmw2D3TBaTfTCC8HshdAtWQa0sRfSrkFA8l6AFoIASYAW2mhjQxut3O1GaabEocgaWFNmVk4xR7yIeNOdzjl/L6KqxEFFMlmlhk3qWwVuIM49D+/E/e5/+j4e2yM6dIlUmVOR201OZEIlFSu6ijcx980x2VlC23M40z/3w+OME9Oy4TY4Ngvm9oSRHxCHiPvJglxjlnyfBsOx9YxCl317yppfotaAojy2UzbcGqVxHNg5RYgZuiX2oimNeLbaJZzAvp1gVLjUrjAxFWNbsuI7hBCTSMkjO2fV9/F+RlctrRruSs2WGxCkZQ/PqWlZd10GIeVtOwGBa25II5BrRI1yXxqWfMGyxuybiompKYIlrzOGVpiljj08x9Kw4jsshZQTW3EqLbUKx+q53PTJsZRmwdx4JqlhJoYrzZAoF2LfYlW5369RgdGRZado6E4sOYZJrwEDc9Mys44LvmBXPMtuSC9YFqYhCxET23BqatZ9hwfvk/UlN2RhWtbbczWb/DRitdNnaitQ5VF0zMI0bLohb8QP6YSEIJ5aHBfdgIPohKEvWMicQGDke5yZGet+yJk5IdMU0ZaWluSm5V73HZbDkKkckIccCTWeli49FpyyHFaZ6S49HeH9KREFiVoUISHCRwNSGdDqgsReZd48Ik/WaauHqOkR/BSRFIPHdbaIqjFtMSSpFzitiaMhPoqxAbToQ7nANGNCto5aQVpBiw6yqElNS5r20CyHR/dwaYKkKU4NHOwwGazC8TEn117g5Jmfo7Oz8+QNNe/jSSO+yWTyE+HMAP9EfD8WPiC8O3fusLa2RqfT+S7Ce/DgAXt7ez9w0PuTrNP9IHznfi5dusTm5ibLy8vfd+BVA+H0DcLJ64TxN5DuNZjdx+RrNNmQOkxpGoMp7xKlF8/flLsbBAnUzV3S5CKNO8Pk63gjTN0DMrtG46fUWlDkSxz5R9AkWBuTDYd4G3GqRyhKX9apbcRCPJHCPD0lK4dIt8tjOWSFFc44pitriFj2OCDCsqLrHNuGmhnLusxxZ8xQLtCIcmDGpJpwIazxbnxEjOWCG+FFuB8v2PB9DuwZGUMcgtLyyE655NaYScPZkpKHiI12xL34FBXlcrtEifJuNCVTy+V2yL1oipPABd+h8Blvx1NE4WazzLFpOYwWRMFw1S2zZ+fMhoZNV+DUUhjPvjTYkNDBsqqWSGNetXOWQ86FkPCOmeOMshZSCDEjY5hLywKhUsNl10NVuFvMMQobvkOEsB4MgvBtO0cUrvk+oHijVAj3zIJEhYu+IBLo0HJsWs7EsRISFkZZ9V16IWI3O2Oewmrc5160QNSwtjCE4Bi0wiKumXeVooZvFwtQ2AwFR1Kx0S6hwHpIyIATU9LiGNvAmakZivBuMsGqsBRSxsax1a5wZCu6YYlUzzVml4OlNY4Vt4IFEk1Jgjm/5kd48XTDkEQNThy9YDmTU4Z+GTXQYwMrgWADnSC00tAPl5jZU2JdYxpOMBKTe8eEU7o6ZKandFnGmYpYu3ga4uw6tTtB0gvE4ZCWnMSfp7YjSWjTJZJ6jotaEhcRmiMkWSPEYDRH4hrVDtKM0WQF0hRtKozMCFEfjCJNQ9MfYU5PiOKYyHu4sEX64A7N5/41/X/97zHf0VCzWCzw3n9XQ80PU6j5cSK+f6rx/RTie81fy7LEOYeI0LYtDx48YH9//4emEOHjjSREUfRhlPlR+IDwdnd32dra+nA/d+/e/S6xaXVzwvE3CQd/A1F6nqrpXiNUB+dNK1Ljmh1MvEFqHmGL69RxTOUPicVTNzskySZtFFOlQyI8ldsjj9ZxgMuWqF1Jq9tY3yPJCqrUIsSc6j6JZBQy5MRWRBi8OhZS0Wk2GBcTRM5YZpUJUzKzQYnjRI7oa5+MgofmjD4dIgJTafHzgvGwZCEV62EZT8Tb0QndWYKKZ6wtbSx0NGY7mrLmV6jEsW+n5CFm061xJzonuaWxJel1eSs+YxgyhiHhkWmp8Fx2A1B43c4ZhJQLaqiIeCNacMl3SYPwlqlwBK61PUB43c6JVFjbF45HnlN7Hqmt+y5jU/HAlFx1XSYELlIgwLeoyELCdZ8ypmXblqTBsB66GFEWUjJV4YGpWSkjVkLMo6yhNoGrrsOBtFx2PVKFN6PzDMNV32EmniuuS4TybrQgCuekM1fhihYYgYlZsCCwbUqaPOaWL5hL+HC9e/kMK5ZOyDkyDattxFgCvbOYpHacJQtMDEdRySwNbDQp9+MSBS6GDmNzToqnTFh1PfIgNMaz0Z470aOGVCP27ZShTziMzxBg2Wec2DkX/YCHyZgiJBjjqai54Ac8io5Z8wN24kOizKDRlJaG5dBnamYshSELWRBrghdHTA+rYMwaVgONqSj8gKnu0ZcVJn6bQpYJfkwkHUQdJhqg1YzSDOkZR6MLUu3idEEiHVySE5mIRg9JpAfNCSTLaBwg9DHNLiFZQUKJch7VaZlg/IwQjdAkIzrYxmc5CGicYR/eof3v/w3tv/lfSIDRaPRDLZ++U6HmOwkxz/MnJr6zs7N/ivh+mvBRbudRFFGWJQcHBxweHnL58mU+97nP/UjFdGvtDyWvH/S3H0Wa3xvhfdRYQpjcR4/+Fp09hmof6V5GJ+/B0tPUscHFS6AzfH1MnF+mcVNOzQapmaKuJY6WqZod4s7TzGSBY0YsXeb+gE5yjcoq03BCmBtMt6QjG7huyphjejLiRPfpygoqBdt2j2VWmeqYVLr0zBq7nT2SJqEgoxGDkaVztRGpuBBWqcVy35yyriOOOGakKzgxnA3HxOK56NfYkQUVC/pnEW0HhB6mFabxnMgJ8VHMg6UJwcLqLMOZiDfzM0YhoxcsO2mNMw1bbkCN4560rPqUxDjaYHlsarZ8jwOz4DSkBGBdcxzwSByboWAmNaUaHknNVddFNXB3UCMq3Gx61MC37QJReLYZcCAth7Zmw2c0CltSMKbmIZ4JyvW2S4zwlj1/oN10XYLAiipJ63it8CTBctv1OBXHKZ4VTXlNStbanC1N2DU1x6ahCAWvS8VKm3NJE06lpaTlDGVbanohRkLMRRFmZ2dsL9UsjOe6L3jLlNgQcTMUeFGuhoTWBMZSsmUL7nffj/p8yp6tWZvGzIKnM7OkLjDLK5JIOLE1ZwNh6ODteEIeLKkxTE3DFdflTjShG1JOTMCRctF3ODUlI7/CWCqyMCRWoZGWtTBkahcs+RWmpsTQJ7iKeaqs+RUOomOW/ZA9c0ShGY1OCOrphYxSWnrapxV3TmC2pfCXaMyMWC5SuQNslEB7htOYXDo4E6EktElG7HKqZp+cNdowIzZdvA3EySpu/ogoWUf8FKSAyKHpMnayg+teheAgKEQGlRzUI3VD3RkRz2doFGFmU5r/4X+i/Rf/80c+F/4hyyf4e4Wa+Xz+XQo1H6Q6P3Bl/2EKNT9JEZ/8EOWBfwRZgv9/4KO88D44FHVd88orr1DXNTdv3mRjY+OJusfKsuTNN9/kM5/5zBPvra5rXnvtNV566aUPr30n4W1tbbG5ufn9EWc94eSd/0xaPyALh2i+hs4fot1rePG0eRfXHoMGJBng3tfQLO15I0BVTYhjiOJlXBTjopSFP8BIRCwdGiqiZI1x2IVWsOSEiCsjWwAAIABJREFUZEE97cGyoAQ69JhwRN9c5tTMWTBnmRVOOGIgG1TiOJExvbZL41uifIjBcMQYg7AW1tiJJgiGnmacypyBjlhIw7GZks8Nw2jIg3hKUQpxEpPYlFYNLY4TW3LRDXBqeBhN6YSIlSZh1zoqE1ieKo0ETrOYztwTupZeSJlaoYdhRxZcCn2CwoEtQWHoC0TgkZ2z6Qu8GmppOZWWNd/FAiemoqcx28GzNK3x/ZhYE3ZpuU5KosLrpgTguVCwQHnPlOTBsKwpuRj2KVkm5Q41m8Rc0Jg3WNAa5UYoOGoqlowltYa3pEEFntEcD5TiKDC8q+c1uxe0oBVlIS09NbxlzsUJngoFDUqKYgTu2JK+WqrGUcWG25rjUJBAgfC2mROJsBQS9kzDRkgIAh01DDAsxFEbh0E5tDVXfMEDu8CostJEHKWO4YmjKQyxUwZqILZ0sBALRiBRoRFPHgyVaRFVYhEacfRDTGlqch/hTIugZMHgJFBoxMn0hOXOAG8csVoCDQKItjTUdELMmRmz6peZsM9SGFHrGbl2iQMYNVj1qAaML2nDlG7IaP2ExI1wvqKfdFC/IPaGUD8kt5dQXxGTg1sQO0Gm7xFl1xBfI04w9Qm0FvUOtV1wDebkADUJ2AJVA/ffou1tkIjBPfff0X723z7xs+IH4fHjx1RVRafT+XAwv65rrLXfJeidpilFUfD5z3+er371q0/s5gDwS7/0S/zpn/4pa2trvP766wD8xm/8Bn/wB3/A6uoqcK7i8vM///Of5Ef8yFmNfyK+78EPI7yqqrh37x6np6d0u12WlpbY2tp64vu0bcsrr7zyI5s4fiecc3z961/ns5/9LG3b8vDhww8J79KlS99NwK5Cjl6Fk3eQ07eoTUHUHMLgGr4+xi1dofHnKh5BlODnmHQdH0e4OKVqHhNFAzyBupmT9a8x54TIdCnDGSKG2A5po4i6dVQyxmhCGnUgKvAmZux3SW1OQoE3BjU5Z3KMAgMG1ECQmFpqZsxZ1RGVCxzbhuWoz74cMwhdcnrct0eshB61NCSaImQcmSk17zc+TKZMlwwbTcE4XbAals4H182EQOBqO+K+XVAaz2XfgQAPTcNqSGmMIw8xpyi5CrtRyfosofGBw44nABfOLLNCmKTKyMWMQs47Zo43ym3X5ZTAY1sRBeFW6PBYak6N44rPiLDsUlGqY50OKcKh1KxpylvU3CQF9WxLYEZgS2NGGvFtWRAM3PIFHqikpYflDRoKDM9oyq607EnLZms5MnBJYnLgXampRdnShDLAilgiAm9LRTBwI2Ts4dkgoge8TUVlAjc14x2pWVXLGgmnswl5N+dQWhYmcDNk3DEVuRpuktESMKJ4lG2puELKfVsiCpc045GpuBxSvCgphp4aGgmIeqaLKaaXMwqWx3ZG1wll5HBGGU2UswGMFpZJ4bAqDDXmxFZcc112ojNGPmduSkBZ9gmnds6mG7AfnVBMBN8N5BrT8RFeAv2Q4sS9T5COJBhqKUlCRKVHxBpjtUY1MPA9AkqmMV5b4qA0/oSOdqjbfaJ6iTwzxCECPycOMb68TxZfQXxFFCJMfUYSYqQ8wiQXEF9D1WCmO/hiE7wi89n5YDoRKhlmMmZeK0kI6Gf+R9zPfqKEAMDDhw9JkoT19e8Ws3bOfZgunc/n/O7v/i4vv/wyVVXxC7/wC7zwwgu88MILPPfccx8pq/i9+PM//3O63S6/+Iu/+F3E1+12+fVf//VP/LO9j48kvn9Kdb6P7/XCg+8mvMViwXvvvcdkMuHatWvcvn2bnZ0d2rb9se73cZtbnHPcuXOH/f19tra2vjvF6mrM4avI6T3s8auEbACzbcLgGvH0IZPOVeLUoMkSoTnA4NF4ANpA/wZzt0MULdO0+1jbAZOgScGsTajCQ/LoAo0/JbZdNF7iSLdhmkOxIDYFiV1mYksyLKfsIy4isQPKSLASMeaYmJgePebGEIAFC1paVvUCE+tZmJa4tuwmJ1wMG4xNw2MZcymMOJUpPV0iIDwyJ2REDCcZ72Ul0olY0w4nac0grDDDsWumLIWUgSt4NZ7RCxGbLsNrxCOpuegLHpoZW76PQzg1C44IrB4I45HlVJRVnzPSlDcGC4zC5YlwLIFHeUm3hvXa8M1ORRC40WTEYnlFSmyA50OPh1pzbFo6wbAyVg5Gnql4nvI5tcLAWA5x1N4ykpgRHrB8VRsGJDztU96mYiaBGyHjMCg3bU6L52uhpUW5XhkSG0HiGatnpgLE3JaYUgP7UoPCsSoZKTckZiaBubQ44O+0QTC86DtUomyiZMbwqlQkWcQQodKIp1xCAK6Q0wnwWrTAKmxowmNpuBhSDlDWQocltVTGcznkIMqxNFzWjNfsnEyFnhjG/ZgbPuHbdk6hCa21ODyXXca4W7PWWBrbUJSWtPaUxjGsDcdFRZ8CjSC3BT1i5qbhglvhyM7p+gHzfIqRCKMR+/GcDdfncXzMuhswtmd0Q4daHFZTRJSMFQwNDVBgGdsxIz9iIQsKOnjbkrFCFU6wukxIjkA28NISmQ5tOCNJL9OW2yTxBiotRF3cfJs4XUV9CRojEtB0hLgSSNE0Q+ankA2RtiVkA6Kzhyx+9t8S/yOQHpwT3D8kjxhFEYPB4MO05m//9m+jqvzcz/0cX/ziF3n99df5/d//fb74xS/+yILSn//857l///4nuf2PhZ964vth5q/z+Zx79+4xn8+5fv06zz777Ie/+6DG9+Pgx3VD/6CJZj6fkyTJ3xNeeYLZ/xYy2cbufw3tXUTO7qGjm8j0Ee3qs7TG0ZgNxJ9AEyFxB0KD71+llhKxXZrqAVEywrspNhnh4y4Tv01mOth8QmZX8Bg0W2PuHBWPsHWf0C0poi1aY9hnnyXWOOWQjqxwUlfsds5YlhWOOR9LSBjw2B6zokucyRkREcts8J49ZqAdjBqquGUtbHDXnCIIF3WJmTiEIXMJHJopgzLBzwL3l5VN7TFupzgMPT9g18wpxXPDLzFR5Y1owRXXZSY1ixC9365ueCgVm26JE9NyYGqW/Xkk98ZoTqzKTd9hHJRvmIrLLqdQeJB4PHDTJ3gT+HbuWGuExDsOfcNhbtlcKLEYvp7WCPC0z2kQ3hwYEi98ii7vasOpeEbOsvZ+ne2eNlwNGTOUWybDBuWvaIgxvEjBMZ6H0nLBR5TeclUSnHj2bcvEKkMX0SWmEOWYhvsEDtSzSUqfiMh4Fup5E8+EwDUyKoSbJseifI0aVXiOlDdDzSYZ0dmMaBQh6rlvHGd4boSEb9DQcSk3SWhQbhCBKBNpGCJ8w5yT4kVJ2Kbliiu4Zxq6LmNNY2rxrI1b/NByue1RGCjxjDRhYh1GDWIMrRhWQ8ZRWlIEi3Y9LrTkrbBQRz71HEUVUQtncUNsLJEx2Cpitdt/X5atw9TOWfIr7NtjuppzaqYYFXohoQW6muIEOhrTmIqeX2cc7THyqyx0QkEPZ1oSXaK2B0RuRO0PyWQVLy2x6eHcPkm6jrZT1PTwUhIlq+hiD0k3gebcbcEvCPEyIJjJEaEYIEFQE2GPH3H/6S/Qe+Ff/qNp3TyJCe0HKjVf+MIX+MIXvvCJ7eF3fud3+KM/+iNeeuklfuu3fuu/WvPMTy3xfUB4h4eHDAaD7yO82Wz2odv59evXWVlZ+b6i74/SXflJ4Tu7Rre2tugWGVfSOeb1/xMpjzG7X0eXbyEn99ClqzDfo117Hh9BSDZRP4a2RkwHG2q02KIxHi2GVO1DomQN14wx8RI+GVCZCmNSyvY+RbxJ2R7SVEtEnR6TcIjOUujM6eoarpNQ2w4LHFNOWGKNOXPy6BIzaShHLauyyjHHDGWThTgO5JA1XeZQTlhmjRrhrj3mQhgwlQWFdqnLhrv9E7okFCGhlpgWy4KGqalZOrQsejFny54r2mObKfk8QfsJd82UXCNu+D53OH85uew6TMXhfUb2/kD4KCRs+B5vmhmq8Ezb4zgEvmFKVifKoEh5LwQUuB7OG1feCp4rZBxSU3vLjsINk7FjGzrSIYsMazhsarjjA1tlYBI5tuuKozRifVaTZSl/HTVYgedNziQo36JBFD5NlzGex9LScSn3Q+AZm9Go55XQUqE8IxkZhgOtmRPoaExoAjcig0aWV7UlVtgiIzFCD0cD50TlhREJK0bYRBmLZ5eWSz5iLwS6EnNLYuYS6ElEIZY3+jlxG1iTmMYFbpuMIMplETrAN01FBKwT81gdW5pyH8dIcy4QURN4Ss4fN8MQM8TwwNRkCmXvXOj7aTJeMwsuhIRHpsZr4BIZb5uS677gjeg8Wm+NZy4tW1LwIJ9xxXfYyyfviwU0zMQzrIWTuKY7DezVp2StoY4NqVi8DQxZIdDgpCBVZWymrIYex/aUkR/QGEcaOjS2Yug3mcgOfTOiChMyunjjwPcJ0QmWEc5PSKSHNy1RvEZT3ieNNwm+IZYEHw4x2QU0VBg1YA0h6gKKNBWhWMKUM4KkmPKE6l/+rxxMYoZPOJv3JHiSrs7FYvGJm1//6q/+Kl/+8pcREb785S/za7/2a/zhH/7hJ3qPj8JPHfF9r/nrm2++yec+97kPSW06nXL37l3atuX69euMRqOP7HL6OCMJPyo+ILyD3W1uDIRbvRPs3a+werRDvDdHO8tIO0WzVWjnhI1n0cigdYXqAjM9hO5FfHVIGD5FE2pKm5C0jzHpKr45IzYdvE3xaYEaw8I9JreXWDS7pOklGpvQJiPaUDLxu+cRXlGTxdeZmgUtczK6TDhiSTaprVCTv1+zmxJPUuqhkMgqJ1IyZcG6rrCgJZdVTmk5MTM2whIVHsOAWpTxoGU5dEg15cA0DAIcMUMDrM26PF4+r3Gta8YJLUthiXE8Y8/M2Qwdck15RWZsac5CWtpggIxaWnZNyVOuz4kqr5oFq5qy4i1v6/mLzM2QM/Yz7nnDFWK2qfDBMgswMsLb1NwKBU5hQkvrYU0LGgLvSsOtNsUFQ08cj2JhPeRkqTCThlYiHhGzVXpmxvOWU07jiOsOOmL46+g8ff6SKahQJurYVWHuDFs2xuE5RNgJjh4RNyXmGM+OETpeuOsDt0zCyFpe9w2lV25JzAPvuWUzCiN8WxsIMCRiOwi3bU4OiAQg8PVwnu57ThLuqGd54bnc63GkHgg8CJ4jPDcl5hvakpNwQxIaUW4To0Zp5bxZ5RVTkiEsqeFAHE+HlG9IReoMiQhVCDxFhyNpuei7GKOsENNXoTKBW76PM4Gttkck4FS5oEJpHNfaJSrTsOL6KIGFCMshZjedccUP2btwyqovmJgpqQN1noUPxDMlGCVTQ5lCXwccZzNWfJ8De8SKH1GbhtSnNFLTZYOZ7tCVpfNBdnK8LLC6RM0BuTlXNjIkeJ0QxZv49pRIBgRqItvB12fE0YigHlvNUFuAgkY5ZrxNyFcR11L9i18mbDyDf+WVJx5KfxI8iRffx3Vm+Idw4cKFD3/+lV/5Fb74xS9+ouv/IPzUEN8PcjsXEc7Ozj6ccbtx48aPFHJ/nJGE79zXP0Ss7fEu49f/iubgPtfaA55JBXP/mNBfxcyPENNBs5SQD5BeH+IEc3YX1QF2fJ+wdB0t93CjW7TGodlVGrcPJsNqjUhGMAku6xKiiEXziEy2qOtt8nSdxihSXGYhDVU4xM9SpKgozCXcIMJJy4QJjoaCJSoaevYqO3JMIgmWiBlTVuQij/Ix3ngCgTkV67rKzCiVRKi2TKRk069QieHUeAqFvXjG8DTB9nLumilrVcKjdMKoTEmSHne6U9a1g1eHkhCpsCclZSHcbHsciXKXkhvaY5s5y75LG+ChWWBUeLrp8yoVHuUpnxMUvknLDVKOqWm9ZR4Shmr5NjXPhC6NKg+oiL3wTOjyHg2nErhKQsdHvMq5ZNtntMNO8DympaPCLXLu0zIm8Cwpk6YlySz7iSX3EeuJYHBYsXwNuFK2pG3L3+WCF2HTCX0RJlZ5JzhWiHEoz1mLKvxNe34Gb9eKTS2jSEmw/EXliDG8FCXMNAAeFwx/2TgStbyYnK+jAc5QXg+eFRFULasmZtUKE/VUqgwC/JVriBQuScJcA8/Z8w7Oa2LoAa9qTSSwJpZt77gpMd+iIfERm5JQojwrKU6Um+QUYphqS7xoOO15fDjvJD3CsaER75mKXIWJKAs8lyVlW2o2NGHXVKRYEEdQoa8RtXguhITGeK64Ia205OOIZgCJdoit4zSquOALzoo5F9sBldYkNZQ0RKcJR/mEtEo56h7SLQuCcaSS0kpDYdZZ+B06MsRrS1BLsC252aBt9rBmhSCO2HRxzUOyaOM84lPBhzlxvERQJa7nhKSLeAEizHSX0D1vMKn+2ZfQ0RXgyZVVnhRPEvH9Y4wyfOC6DvAnf/InPP/885/o+j8IP/HE94MID84P19e+9jWMMdy4ceOJvtyPm+o0xhDalmi8DYePMXt30PEj6tNDkrPHrI42ycpDdOUKcvCIsPk0GE9Yu4HMDtDBCLt4jHbWkMUeIVtDXUmz9izeBEI0wocT1NUQ97He0SZ9Smo6/SFldZ+YLerqMVmyRkuD6VxjIS21TrC+S8kYqQYkvYKzRUw9mGGJMMQ0VPRlg4ltMJJzxJhze9YYJKUvfR7IERaDogQMq2xw1x6xpF0CSiUtF8MF7tkzCj3XZTySOZv1CvfyCeiczhkc9hou+hXGWctDmXI19JhriyenVct7MiMPltUT5bVBQ5eIi2SM1dMNPeYEHpmaSyGjG2K+KiWrGtHV84aNHXVck4w7UnHDd3AKR6nl1Aduh/Na3ESU62QUwfAVbUgQPiU597zn27RsSsJFIv7SnUdsn7IpLghf8S0x8JLJecs7jrOcUWO4KjH3aXmgnhdIqBUuGY9JIt7WjAvBsELgIBi+LkLSBq6WFbPEsZfGZBW8i+WZOGbJCn9lBLzwKWIOAzwXJSQof1Gfn9GfsRkTVZ6359f/tnGIwjM2Yt8FnrMRicADdcxCYDcoM1WeMwm7IXDLZwyMsB8cTuE+ngMNPGMj/k5bBMvzJqZEed7EBFGuk9ITwyNtMKqcRoGpBp6TlK9RsRIMZR5Rq+MpTXmdiqsu4Q1TEXtDbCyHtNwOHd60czZDyh1TkagwEGXXNNwIGW9FM675gjvRlNVwHnlaBVEh05QkKJU4LmjBkZ2yHoY8SsZcdAPqoqIbCiRTEu1TxlOsS6jTM7RKaJoanBJH58Pui+iMLJzriRrJafWUNFrB+xqrKSFMie0FvJ8TkRHEE5MScCRBCFGBLM5Q08FUZ4R8GUxE/Zkvof2/77BU1X80Zwl4shrfx3Vm+NKXvsTLL7/M0dERly5d4jd/8zd5+eWX+eY3v4mIcPXqVX7v937vx17/SfETTXwfCEf/Q4Q3Ho8/TGk+++yzLC8vP/H6T0R8Z2Nk7xEc72EOHiMHD3n2cJ/s//o/0EvXMQfvMR9dJD3Zxq5fIequYLoDwmgESQIyAhrM7JBgL5BVE+j00WIZzXuQp2gco/PHEHrI7BGmf5XQHBP6l2mMQ4seTb2D0KWtd0miFbx4ouIKjVHKcEwiGZU/xC961MmCNL9MOZwRxKNJi8GQyABvIjLpsy0HdGVARUmMJWOZQzulp5ZjOaJHTtm2SN4lFsM9OWKkXTyBTDskGN62JyxrQUAxmrAcOrwTnRE1StcJSadPEmIemZISzzXfx2E40cCSGN41M66ELjZEvDGcc9mnTI1DQkyswi4lcwk85zpsq+ddqXlac2bqOPExHYSAsq2Oa6HLnjoOxLM296zmXb4SagqEFyThkVNeU89tm5Fo4KttIBHh2SgBJ/xZ67llY2IDOw1s+8DzcUqiyp9VngjhellDp8dfe0eM8Nk4545z7GngurF4NVw1yo73tBpzFpQXYwELX03P/2VfamHhPbEEZlXFN+KCoVOuh5btFHaN8DwRX6+VG3HMhhXeaj2HGvgZIv62DmxFMTciw1EIzL0yE3iz8fQwrBrLuoGehRPvOTERl1T487rFAtdtxJlXPm1jvIenxNA1cDc4HIEJwoF6njcxf6MNGbBqI45bxwsmYwfPJQosDlt7ni4KFqI8SxdvAldDh0Kg9soaCY0J3Gp7eBO46DukopQSuOkzjkzNZtvjYbSgCCln4nDiWVHL6QCGapiblt77Ywzrvs/cVKz5JfbtmJHvMDMlRUhxKDld6mhGogMkW5ClHVIVxEPrT6EtaHyJrzzB1qQhIsQHpH6EoyaThNYfkptVfAjE7QI1QhQiVARb7hGSEdLUaLCQptT/7D+gWf+Jn0EfB0/iXPFxie+P//iPv+/aL//yL//Y631c/EQT3wf44MtVVY6Pj7l37x5pmnL79m3u3LnzQx3PPwrWWrxzcHKCHB7A0T5ydopsP0CbEnO4h4x30TjBPHyHcP0pzN599PJ15OgxWXeIL4bU8znV8CJZp4MZPkWqDUQ5drKLdpeQs220v4KUU8LqTbCBeVinr3OIlzDTh2hnFTs5wnfWCXjc6CmcaQlRH++PIRhUI4zJaZ0hKjZoTcTCbZNKTl3vkNp1JotTnI6wQ0NkMloWoB4rOQRHZlY5NIf0ZcSEMQUFRiMi00HF8FAOWNVlTmXCUJdAUnYGYzZU2JExI+2SkHMkDUYNj8wpK9oh0pgZEBrlcXJGtzHEJYR+D1XLtiwQFa6GAbs4IJBieS8seCYscZ+GU1lwcQqzwpP5ghbD2zqno5ZntcvXQkWB4aZkVAqnLmFFDG9JzVVN6ATLt7TGCnxKc95S5b5recak2KC86pRChKdNDF54tYFn4piH3lG3lj2v3LYxh8HjG8vICOsCwQl/WynPpwlTHDuaclrBC2lCCvyXhccg/DdJwtjB696TA9clxRplPzhKF/FK6Xk+ixkZ+IvSo2J4MY5wcc5to5Sh4asUuFp43pVMfc0gi6gcvEyMQ/hcEtO2wjUjDIH/Z35eo/7ZJGVSKy9aS2rgVefoGHAOTgJcq8/3/bRNGRo4Cv7caonAYQi8EEf8ZXtOijdswokLPG8TqhB4hpTCGsoQGIllGhRRyCLhcVCWAryuNUkQCguH6niOhFe14rJEbBtHojCSiDmeS8RMaOkHSymBoU8Qo1x0XZBAjacQZd8uGE0Nd4aTc/k2O2fkM2oJFCGjkZaRX2Ziz8iDpZUWiDAKCV1qmWAkJajDERMbJZMhteyShSGtm9OJC1RPiOplnC/xTaDROVEd48yEIgSEiCgoogazOCJkK9C2UC3Q7hrVS/8Boie3J/uviZ8kLz74CSe+D7o0VZXDw0Pu3btHp9Phueee+7BDKYqiH2sWT/7TfyL+j/+RT8URyXyKri2DevANrK4ihzvo9Rsw3kevXiVcfQrSlHDzNqQxIdpEZicsgqEox+T9LczRA3T9KnJ2TNi8hXa6aFZgOum54/LpGLRGxtvYZAlpFmhnldDfJCQ5PhVCkqLlLqQpMtvGdrfwYQH5Kq3UqE0g2kZZoql3yJIVqrakdMvMaIiKlDSy59qDLFFLSxatM+YEZ2LGckyXLq029MwygZgde8gKKYccsawDPEIiS5QiHMgxvUnMYX/Cul5gTmDbzLgY+jwyp1wKI1os92TC8AyOB8qGL4htxtu9Gdc14qHMGGlKTwu+yYwrmjOVllgt18KIV3RGIobrWjAJJXWbIFZ5lwVPaQEh4m9CyVUSWjzORyz0PPn6hrZ8OpzX5N7Ulk2JWQuWrzSexEc8QwJeeKMOPB1H3PEtK8Fy5mFV4NuN4xopXuDYtRAsXR/jjfJ66/m0iSlVWDZwv/GkPqZoajQ2OGf4yjzwqTzGmMDXZnAW4Pk0ZmSEv1h4VOCfJykuwJpV8ML/PVUuRBHPpnCvgcc+cDUynNQpT6eGODa86wsmFi6rUAblFo4QWr7SJDTGcMNVfMsk3IhgJRbuN8peCHw6tXyl9HTFsBRZIgPXTGA3WA7awMhE/JfSkaBcSSKOW88LSUrTKs+alJ6B4xAYqLCNZzd4Pp3E/HXbcsEYWvFMUV60EV9vG7bU8l4cIw6u2IgHvuUFU/AqFRdI2TaeJghXJeYONc+S8i1TckUT3jELukRkcm42dJH0fCaSmAbP5abLUTRhq+3zMDrjQsjZj+YMfYogRBqjtPR9j1KmLIww8AEnligEUulQy5hWYlIFweJYkMqIICXqBU1bMt9H4wlZ1EeSlqhRJBaiBrR2aDthVlni9gScJZIpSVPil67hXvx351Jo/x/HZDL50Hn+JwE/0cSnquzt7fHee+/R6/V48cUXv09p4Met0+m/+le0zz9P+b//bwwkgDlPRZ3Lxkfgh2gaYSJFmhKZlbCwaJ7jp0fM+sskXkmW1zBphOYZml1GixxpMvAlppyioQs4pC0Jvc3ze194Ci2n+KxLFE5R7aPzMTYboItD6G7hRHCDG7RUEGc4f4yYmKA12qT4whLSdcZVhaYL0s4ylZyQ2wsswoIsuchEFkRSMOaYhJQ2Kil0gDVdTu0ZXYRD9ljRZeayYFnWKQkcmynLOmDPnHAxLDNmTqQ5p9JyLAsuhQETaVj3q+zqgqm0jGaG0z5c9cscScuRLFg+U+7351z2S0zxfEtm3NCCQz2323HAN3XGqsQMQ8RZsCywNBLYUcfPaJ932pYTap41OcehBZ/iRXigDSmGT4WCv3MNQeAFmxCc4S8bz/NRwqOwoG3PSW7FwGuN4xkyauAd19IzwlOacyd4jkPghSghcsLXG4cK/LdxynYbuOc8a0bYMjGPQuC9qOBnfUTphAsWDls4bgyXE8OGBBpn+M9V4GJseTYx/M3CM1d4MbFMvPBioixC4K+nMA/w2SLCBOGRBh60gtYGEP55JtTAK41nI0qY+oQY+NlEWJicfRdwPvByYwkiPN+WHJcxz0RCEVm+WQX69lz+4oicT4vhUancjmKWLEyDsinwuA3shMBLieXPGkdXYGgNO21CW2duAAAgAElEQVTgZ5KUdyrPJRNTKCgRT1uY+8CL5LShJWphtZNTB+XTEtEG5TY5VqANgY6BSpUXiJkYx/VQMDGOzGdEouyK45akvGkXPB1yHkvFekiZS0NSGZoULroBZ3ZBHBKmpqbRmKUAQoTQkmqBZ8HMtCwFC0ZQbUm1hzLH8/+y9yaxll33ud/vv9ba3WlvW/fe6qtYLVlVrGIrSpSepCc/x3mQjQCBnUkyFTJLJo7gjAPYoyCIJ3mAgQgJMhCSvAR4QRyHlmhREkWKXbGKRVaxqb6//el2s9b6Z3BIPtOhxE4y3qP8TS7u2fusfQ5w9vr2v/u+BCORRAsm3KXHDI3ZxGlOqWt0ZA7FY8MExZBIgksE22zjinlcUuMmBo1CHA3YnDvBteIEo7OvE2P8iIh0p9Mhy7LP5I7+mfevz+i+vr29zeHDh39rn+cfG19q4tvY2GB9fZ3Tp0//ynRmkiSfv0FlZYVL/8V/yaIV3H/9X0GnDZur6IEDaN4B1WmkZyHYHpOmpAmBbrtFf2GWeHeL6CvM4A46Mwehns70zOyadqst7AGjYAUzvguJQ0Y30XQfnfFtfLqXqIaQdgitLtGlNPUEHPjyFpLsgvI+prVnqr6SdakZMakttb9NqHu41pg8XaYm0kr2MJKKKDklW4gqUYSUAmu6lC7iTMo9c4c5XWBDNlmQZRocIxtR9azKNss6xzYVy3GJu1IyacFMNNx3Q/aFBTZFGQXLRrPNOFN2+TaxndKLcFsqtmnYF9us6pDZ2OMunrtUHNEOdYgYzRijvMOEfZrTiilvhIqDJmEtETrBcJIuP/MTusZw2OTUQRj7hK4IZ2PDMckxwfCcb1gylkUM92vDWog86BxXfKA9ErwxXPENbSMcp+Ci92yocsqlSDD8tPJkAk9lCa+NYC0q+5zjgDX87WCaRnyqSBgG+OkkYoGT5YhrrT7X/TRS6yCoKBcmkQeMZRThdGpJVPm/N5SWMXyjZbhRw8U6stsLRMfRDIYx8t5YuFErs8DO1BATw40m8t5EuFxNI7NlK8xYZStGzo5hLRiOpJaxppxOoWWUs3TZinBaPc+VjnYMtGOJFWEu1gy1zYYYlqzwo1GkbZQdznDNRx7NUm6WyiFJmUmgibDTKmVUFtQwK4YbIbBkldf9tKlm1gk3UY4hvBBq9hrLhvHEqOw1lrsaOGYcN7RhXqfHXBSMETrRkYtQaeS4JKyZhkNNl4t2yP6Y8a4dsegdkoIqqEA/FExMRcCBBLaMMhcTwGEkEklx2jARTyc6DCml2SSLKYgi0VHJkDZzeErwQshrCumj6jGhAZPhosdGgWod52axwZOUY1RSTKzxx/4l7aUzHH9/G1HVD0Wkh8Mhd+/eZTweU5YlFy5c+JAM2+32rxWR/iz4LKMMME11/lPE9+8J5ufn6fV+fcH486Y6P4AxhvD4E+jfPIv54f+M+1f/PRo9srmK2nkYbtM0I8p2l3YzpHXwCOITVCzljn3YJCX29oAzIBEzWkUlYLZvEbP9mO2b6MIeVC0qBp07CElC2VnCOsAk4LcwQYhecLagaUqkexBvDTHdQ6UTMI66WaP2ASuB1CxAv4N3s0xEqRiTktDELXI7T1SDcz22ZEQqBffkHi5kDNMBcywSSRDTY0hkXdZYjLPcMVssxyWGJlCRUFJRSU2rNITcsCMu8rYMsI1iPDSF5UCc5T07poPSSGCbhgOhzx08Y+toCKxRczz2WAuRLYSeGN5hwonYZTXARa05ZnLeChN2Dw2kKT83E/aYhEJhWBuiQqPKxRh4lIJLPnBfPSdcQgzwdgO7rMEQWffCks+4JYF3q8Apl2KD4bnK0xbhK5nj9RGsxsjJzNE18MyW0jHwWG6pvfDXW5EjmWXRwrkhrHk407J0RfhxOYMZw9Nty1oDvygjCfBk4dgO8HYZmRXLuZHyWFvwqvzdBowjPN625AKv1JH7Dcy/7z7+RA6DUc3zo2nd8EhusQJnMqUBfrKt9A3MiKVnhcOpMlI4V0aOqfBiCY0avtk1DKPjTKK0jOWFiaVvoCFls3Q8SMnZ0rGsDfMmos7xsDOMG2UCLKbw00lglxVGogxUeSSz/HTiOegMF3ygwXA0tVyqPQ+K4S1xzHvLplE21fBQ4njL15yyKa/Eil1quWIaiLBghcvR86Bk3MezhGEiykJMKSVwKE4tnnoxZ9uViBraAhEoEPKYEgyMpWYWGElDVxOiJlOpMoEiGoKAqqfQDg0DDAVRplFmqZv06FGZMTZGoipODUKKhG1szFA/IjEdJEbMZJtoc0yE8uh/jPb3fmQPERFarRatVutDweayLLl48SJ79uxhOByytrbGtWvXqOsa59xHyLDdbn9m4ejP0tEJXy5nBviSE9+neTL6osT3Qao0TVPif/KfUf8H38X8T/8KeeNVxkTCZEjen6U7O4NZr4kEZLQFmSWpxphxROYWYbyB7jxAbM9DkhGXDkGaovZ9l+YsR+otkAIpR4gpsJMN4tw+ovWEtI2Xkmhz6vIWRrv4yR1ssZO6HjDWORoMaXeWJqyR5gXDcJtCl6nDKq1khcoomdnFQIZYSRmyiSOl1gkzzDKIHhVHZSyrss6CznFX1liOy5RGKJjlrpnQSJxuPKZkOcxzOduig7LltwGlT4HkBRoNF2TIHBkBJY8pfe3yKgNWyAkCXuFImOEVHbFAQoFhLQaOxxnOhgkiwmHJuBcC+7XDHZlwl8BxyXFBuNREDljDW76i5QNHG8dzJpAJnHQpoYY3KuVYajlXN5ywKRqE1ypPkJSvmYSzI7gfIycyR8/Aj7eUeSc8nAjiDc8OlcfahntRuTc2rDbKo7llGJRfDoU9qbCYKtoY/p9t5QhjFnptXtiAzQCPtC1zFp7ZnErYfbvjmFQw8sqdCdybGI60BGMiNyZwpYRZa3i0ZbgblAsTpYvw6rjgeK4cKAwvTZQ1DydbhnMj5WTbsOzg7Uq50SibtXCtguMtizbwcAqZgRe2I0OFpzqG/3cr0jeWxRzKuuJEP2OibWajspym/GISmYsRU0fWER70I36WtFhAwULLGB7KhUEDj9oEkSnxdq0yjsrjJmESGg56pd921AqHrWMclUdNThkjxyWnNhEThLaB677hsC14jQkPkXKOMftjSm2UQg0BZTbkVKYhNClKxW2p2BszalFyEdCENsqGVCzHjIpIiuLIiNpQCyRxWgMcyRq92CZqIFFhxAZ9+kQClhqkixWDCZHot8hog9Y4NRgFqgHGdhCbMznwXcg/nSTXB8TU7XbpdrsfOVbX9YfR4e3btxmNRh+a0H5Ahp1Oh6IofmMmtP8U8X3J8EX0Nj94/wfEB1C32lz5/f+I8co+Tjzzr2nNLyLVCJKUuLIfkgRd3gNFRpw4IhGb55hKUW0w4zViZpHxGNIM0hSZjNDZJTAB0gyVFtErhAnReLS8D9YgfhPSGVy2iMcQ811slxXR5JgCCmeJtsQ2QowVrWQnwSQYt8RIApWUpGIIVCSakZs2SIuBGVBIyrC7TT/MsGk32aELNBg6ssiaVFTiaWuLsSlZCQsMTSTXHlfMNqaKjHRCJynomi5vypDdKtyVMX11dDRlXcFhOc+AZTJshGQi9JKCV3TEMikOIY0pSRReiRPaWJax+GBJouWWetaccDJYxsFwMXj2KbwWKo5WSmNyfimwwwfaTc2VkBCNYcYI50rlOClrHt72gd3W0h8M+OsyoW/g0cwSG+HvRsqjHcs1H5hUlkGAwxm8V0InONoJXA2BUS1sVoZDGZwbRx5KLesBHsxhODa8smY4UMCeBLQWntmGQy14oIAfr0KtcLJlmQvCxEQujZQVLC7CN9uAwo9XFVHhG32D97BfSvo4/uaeYBC+MydMFPa6SBKEv9mATIRTHTDAvpYyUHhpoBzL4XIJdTR8e1YY1vBEbmhZeG0SSdVxewAbAZ7qGp7diKw4w57cTuujDiZpj9MaycVyz0favuSNYAgKsy5y2yacTCJ/1wi7348IS4V9CO9UnlOp5Q0fWBRhTERUmXcWicKicZRRecgYtmLkpLS4ZioWyLlpKrpqUAGryowYsuiQGBiqoe8cN03Jfi3wGnEiVFjaatk2U7d5QamlwpHhFAShMhO6oUdDRQdHQ0VbO0QJ2Fij0WEj06jPDyikg4SA8SVWE2gmJFIQW0s0e/8A7KdvYvl1w+tpmpKm6UdENj4wof3AUeH+/fuMx2NE5MOo8IMoMU3Tz+W+/mUivi+1LZGqUtf1rz1nfX2du3fvcvz48V973q/C+fPn2bt3L3mec/nyZVZXV9m/f/+H/nzmZ89g/8f/FmbnYOMuLC5DPYY8oep20WZItrx7uhOlDhIDWQqxRCRAliPj++jsTmR8D53ZiZT3mSQ9NHW4VhufFQRriDRUTFBbMPGb1KEgyRpcsYNaGshmqY2ysT3A9BsKt8ggrlHYBbZ1g06yQmlAxbEpA3IpGDIhk4IST5xYbJJTZ4KKZVPGzGmXO7LFclygEsFjuG3GtGJC2TQ0GihGjqpX0DE5l2XAsrYYqWdG20Q1XGDIIdq8x4QVLchjwpuxZG675nbPsVNTupryTgjslISLsWQGx4qmvO0Dy8ZxM9Q0CvtGgQsupS3Qqiq2nGOvaXE7KDdi4ETiSILwehk5klouN4FuVLpV4JI6RsZyohlRkfAGOQ+6iBeDBsswQN8pdxpYwNKx8MoksCsR+mpZC8qVWvlaYQkRXhpPXT6ezA0j4MVh5HRLqLcmFL0WFybKCWsoI3QySIBfrsFCCid6cHUE702ms3RnusIEeH2gnGoLZ7fgwR6spPDshjKJ8EgyZjUW7OkaikR5Zm1a2/paV7g6hj0t6KTKi9tKpbAnE94ewYMdaCdgDFirvDyObAX4ak/4+bYyY5VZrWgVOfuKacrVA30Hb9eRvoPrPlKq8kjb8MokciwTrseIV+Wh3PBGFTmZBN5UoR8DhQtsWcehMOGdLOcho7xrlUUjYCNjDRxILZfV84h13MSz3xgqo7QERMAJjMQTRalNQ01ktzFElDmxTJqaqBVVYZmRiCeyqCkBBakppaanBgdkOh14n8iAmVhgCGRRGeuA2dgG9ZgwwqkljUoaYLC1ykLRQUJFFi2uAdMMyYLFek/ilTj7EHH5a595X9nY2GB1dfULN5TEGD9iMTQcDqnr+sPh+J07d34YJf46IvzOd77Dj370o9+4XudvGb+7fnxVVf3a49vb21y9epWTJ09+rvXPnz9PCIHRaMS+ffs+3pC2qTHP/O/YH/0faK+HTLYhEZq8BZN13MpeZLiKzswjsQYr6OwCEsdob/59UkxBPKQ5EobUsSbYBJMGNJ/D+zU028G42mBIh6TbxrbaVDpCkhalbmDdLLUOGE8MacchyQzRpkSxDGSIMTljRmTSZSgj2vQJJgFJuGcG2LFlqz1hh85zVzZZ0kVKMTTAuilxajFq2NYStymYVossLXiXAcu+YDPxzMaclJRrWjOvGW8z5ABtyhhJNWWkymWtOEqLt/2II6bHIMLFWHHc5FyMJUdp4YPhZV9x0mVcDRW7JSPxlufrmqW6xhhhzrUIWK40noEqjyaOzUq4VE8347OV57RLqSO8PAn0LJxKHS8PlFKV/WHE2CRs1JYdWnPF5OyQSAfHOobrjfB0y1AH4afbESPwL/uGV7fhdg0HcziawbObUCn88xkoG8ML25HCCo8X04js5YHyZE+4NRR2d5Q1r2yODAMPZ2Yhk2mNTxSe7gsBuBuUHanw4j2hsPD0gnJ9e8K7IeP0jOHFVZhP4ZFZ5X4NFydwogsvrEMi8PgMRBEaiYyA14dwrA1Xh1BF+GcLsOUhd+Cs551RTbeV8U4Nk/hvSXFnqnigjPCVGbjdwI4UPIoAsymMotIySv0+YRVOqRW6RlmrJiShISQWvEet0ljLTKLcd5b9znBOAg85yxVTsRuDs9PItScy3dpMoCRi7LQefMgkNCjt2lPFhrztWDcVO2OC6rQWG4iUZkweDT21JMDADJj1GSKBIiojHTAbWxhVNA7IYoKNkSxE0Ip6bcBsp4vzDYlXrC/JguAC2BDRHV9H+5+PuFZXV9ne3ubgwYOf6/2fhJs3bzIYDOh0Oh+S4gfp0g+iw3a7TavVwhjD17/+dV555ZXPpSTzcSa06+vr/Mmf/AlXrlxh//79/PCHP/xtODP87hLfB083vwrj8ZiLFy9y5syZz7zu5cuXuXnzJisrKxw9evSTfxSba9h//VfI6g1wQk2gDg2duRkII2h1p/5cWqHdWUy5SpzdhZmsErvzSCzBpWhnhroZUbmCrNuisZZxucFEHVlWYdoLeJ0Qk4IoEW8TJOlRG4jWsjbeptXpMJERmekx0gG5nWEkNZmdpRbBi7IlQwppM5SKjIxhXZJpF1sUbElNRBhJTTe2WDVjusOpDmWWFdxpNSxrh3WpcFUkiy18miBquMyIg3S4rGMOao8yCle0YoWUS0w4pi3qaLi9PaZot7mqNQ+agq3gyWLKUJX3QsNJl7HhA1lIaULgzRjYWVUUNqU0OT0xnK8aEhEedgnPDyIdKyw64a6PrGDZDHCpVo6lhkURntlSDuVCahSGY7ZMh5kMXp8oX0mhrCMvlRYReMoPuBDabJJwKPXsT4VnN6eyX0/NwtZEOL8Nixmc7sLzq9NoaZ8dc7jX5rlVaIBvzUMV4LXBtDnE1MJKB+57pYjCW5vC3o5ypAO/XIcND1+Zg3tj2NGeRmov3AVFeHTGE8WCU6yBF+9P7/2nFpSNSugXU+L56dr05t7fhouDafRYGHAOEhe5NIabFZyZg5e2YNHURJtSKzw2q6w30HZgLZQK7SRyP0JQpe3gVqMca8FrZWSHg5FMO1BPtYWLdeRMIbzrIzPRY13EuoSdmTCKMGMCo+DJomdIIPUNm7kjE6EqFIcw66YkutNaAoozypBAZiN3KDkuOeOmIoseKVIwDZV4dsYUIeLtVEItRWmpIUhNKwqehrYavFa0IlgFdEIREyR40thgQkMahdHqFvPdgqxusDHi6kAaLcZksPIvIPv8G/mdO3eo65q9e/d+8smfAzdv3gRg165dH772Qbr070eIf/mXf8lLL71EVVV873vf4+GHH+bkyZPs2rXrU3eXfpwJ7Z/+6Z8yNzfH97//ff78z/+cjY0N/uIv/uI3/TX/ifh+3fGzZ8/y+OOPf+r1Ll++zNraGvv27aOqKvI8Z+fOnZ/6M8n1d3A//O/wdUU92aDYvXc6/J466HRAAqQJWJn+jRPIW1Pi0wpaM8RqjZHt4RgwNB3STNDuLDFr4QWCszRmOo4wYZMkWWAUN0iTRbaau+TpCt7JtOguATEpG6zTNnNssUlHZtlkQEfmaYxBcFyXdXp1m418wqLOcdtssxzm2awqhnXNuGvomYKKSFToakGDYzwqudEKHKTDe4zYFzsEtWzptNX8JhUP0OJ6rNgb29wMgSGRfFhyu51yRlpsNlMJrB6Gd2LDGZszaQxXak+7rrmcJJwUg5943iDhVJ7yallzLEloR8uzI8/h1NBEZVYsjYdrXrnvladblnsT4dxEeaIj3KyVWTVMRmPuJwUDD99oWS5OlMsVHC3gkBOeWRXaVjnV8gwm8NYk5YAbU9Bwr+4wiYaHeoHcWF68Z5nP4PCMcmu15EbTYkeunJyF5+8J4wDHu8qiE96ewEYNR/LpDZimkAv88rbgjPL1FVir4dwWnJiBN+/D3h702eZ2bHOjtJyehbdWYX8PdnWV6xPhnSE8tgAv3oXUKI8uQIPgTaRS4ewmHOvDO8PpOMJTO5TbJcynAV+NMe0OWaJcrZSNBpbacH4Ip3vw6iSSGHigJbw5Vr7ah1+OlMVESRO40yhf7QsvTQJnWsKFOjLvwIhnGzjRtrzZBJ7MhXdD4FBiqM10hi8x0/HYkoYqBoL1bBtlh6/xxrCsoIkhS4ShUzpWGeFZqpRIJG9ZJuLpAk6n390pjMyYuTjNpOQxUknFzPvEqHFCHi1oTUstEhtcqEgCJEFJvTLaXGO+yEiCwTYNmVek2IUsfQvMF2uf+Dhi+k3iV7mvfxwmkwnf/va3+bM/+zPOnTvHuXPn+N73vsd3v/vdT329K1eufGhiC3D06FGeffZZVlZWuH37Nt/85je5ePHi5/4+vwK/u8TXNM2HjuofhxgjL7zwAk899dSvXaeqKq5cucLa2hr79+9neXkZYwzXr19HVT/Xk1n9yrOYf/M/UMwvQrkJ/dkpAZqA9maQyQY6tzzNcaUW2l0gEJOEYTlm4j2trsW0+wSpaIyAK6h1iMnmqPw6Jl+hMgF1xfvHU9bLVZK8Q7ARNY4oShCDkQIvFkxKbaDCU5qAxVFJJNSRqI521qdRw2oc0VQNITf0TJt1U7MYelQYRA2XZMBe7XJNh8z5lMTmBLVMUO5Qs0cLLjLiodhlFAxbGqkV1jRw0KTc3Rqx2JrhbV/jRFgQy60QOETB65OaGCP9puF2mvGIK7hUBdZ94LCBd6PwkMu4VysXysDpwlJ6pfGWthHOTwICPFFYfrI+nSZ5sC1sN8qwNCyk8IvtyKFMOJQYfrIxbYl/ekYYjIVz29M6XGbg/rahjnCgr/igvHffcKAb2QqBOfW8s52zPx8wUEesMiYeDi9Aaiwv3jF0EuX0ItzehsvbQtspj8wK60F5YxMenxfeXYMH5iGxygs3BUU4s6hYYKhKFLiyNm1OeXJl6riw4aekc2EVggpPLimjRshTJU/g+XvTqGlXB97ZEo70p1FikUI3i9ypYb2Blou8NTIc7ytvj6GO8MgcnN2Ch/rKpkJmlLkchhH6iTIEElGsm54/kylDhY6Zjj1YAbXKVlkzm0TumYQHCuGVpuFYZrgSG5atkDslQVlMDAFIjDIm4lzkujYcM1Mj2pkQKKNHxLOdC0s+okTaImRFRplUFGroIaTAph2yEDKQSK6BiUyYjRlOlYYhnZAi2pBFxcSA9SW5OiR4Mu9x3jPZ3GCh6OF8IAkBmX0U0//NOAx8FmL6PHjvvffo9XosLCx84rlN0/Cd73yHV1555XNf7x8S38zMDJubm8A00pydnf3w/98gfiXx/c53dX6SE/o/JLwjR458JMR3zlGW5ee6tj70FGdDm8fMOvbsM5AmSD1Ei2J6jfe7uqQZgi3Q8Ra+GTA2BUVSQdIncwUhBjSbwRglOAcmI9oMLwViI17HgKAaCN7gvIHgyd0szfukNzJjMrFsytZUh1M36cscPkImLVQidQys5mO0LrmXjJmpc2I7YVH7jFC6MeO6KelqxlgqlmKKKsxOcrwYrtmK/dLmho44ol2qKOzVHlfUU+JZlIR7seFB2lytPHU0XA8NQWCfOGpvWQyWl+sKjZHdYkmKHp1oeH3iqRQOaqCqHcsm42oZuVJHnmw51AsXRsrRXHhxGHkws/RU+Df3lf0ZzNip4klVTp8xnt9SvqpjtOny43VhZw7HW3DuznQm8KszUx3Ly/eEIzNwvYKsEja2DQ/24MKW5UTLgqbsbEGQPm4oLLca3htE/Lbn7UHBg60B0RouXGlRBcPjS4HCGH5xfZo2/+ZOpW7AiaINvHbVcLAPe/qRK5uGG0Ph4IxSToQjyYhWO+Hy/YT1iXB0Trm/Bqf6MNuOXB8Kl7fhkSXh+evTdO6pZWgUdsxN5/0ubcOBGXjuukGBkwtwflU4UUxwTcEjOczkynaAr/SUYAUfYCGDy2Ol5eAdD2OvHOgK7w2UB7twfgRzDsZ2Ope4s4ChhwUJVNFyODMMvfKYS7gfArslYVs9gwaWEuF6E9ifOuqodKwwDMIB57ioFadcSu2UWaNUEslswyhpmB17fAxUzRgzCdQSKBFGhTLrE7wLZCilBDoxw6hSMqEfc0Q9LgZMBEJNrikmBBLfYIMijSfzkdQrhhxZ+SYm+2QS+bT4d82S6JPmob8I/r4B+D8WfueJ71ehqiouX77M+vr6xxLeB/gi1kTWWnyM6OO/jz/xDezP/1e49w7gUZdCsTJ1ak5mGEclTMZkrS7dbg/1G6gCcYLGFPEjJI5w+RxeB2i2QGK7BByJW8Db6YB8IzXR6bTGgWcUNyjsHCZ4jBX6Zh40IbczTBAmEghUlExV94uB4o1nyc2hhWNLJgzUs2kqerEgVaZu4OqwanmbESuScCdt2K9tfFT2aY87GhnimSdhA89xbTEOwrI6zoeaFIMAOcJuzfnFuGZn9GyGgLOOo2mLC5PIogj3vKcCTiYJb25CaoRglRu18vUi5c1tZSvAA7nw2ijyVGa5XcILYzjdNqQoWyNDmgibXplU8N2W4bXVFuvR8MQM9BWev2Y40odglLQy3N+CY104vwaPdoEaygaub8GZTAhBeX0VTs5B5oVNB2+uJRyyQzq2y3JLca7LvXuGA/2aSazZvA8XRi12FRN2dxvO3+ww9oaHFyM6EE7OTzsyz7/nqBr46p6ICFxR2J447m4nVF54ercSI9QJEOCl9yw+Cl/bHRmM4MkFyDM4tzolvplcuL49Jcu1VXiogKWuMgrwSDcwDspWKezsKD++KcxkSpoLNyfw5KLyk1vCrgJuARsNnJ43/PK+8sgs/HhNWUnhboRNr5zsTWchv9aD81XCA0nkrp82nTQGFsTSSCRRR7SRG03ggdRwrfHsTxxVjPScsBGVfSbhRmh4wCU0qiBKHWHepAQbSZ1lNnWMioq5aKljTeFrBlqSTDx18CSJ0mBokkBfEzAR1amPnmhDzlS7U0KFC0oaIjQB48EUu7HzX0PkN0tS/xjE92nX/20IVC8tLX3ox3f79m127NjxG13/k/ClJ77P+iTxDwnv6NGjv3aNL0p8Hzq4ZwXhW/8pDNdxP/tfYO0aSMMkKWjqIWmnR6s/j5iAYonpAmEyQdMupBlRAtEZ1LqpeK6JxFiiMQUcIVa4ZAajEaIhjX1EHInM4k2CSsZEaiB4IMQAACAASURBVBShlglOU2ppmNU+o6bBTyKjTEhdwbAtzCqsyjbzscME2BH6bE9Fn7hBRUsc23h2aU6IkblJyiQz3KRitxTc1ZJjdCiD4UBMeTM2tN937hNRdpPyrm/oeMcrTUnfT4fn96QdRA0/GTUcThM2QmRRHG0sz2x49huhUmip8GSa8qP1QM8J+zNhXMMhsVwaKpdL+FpPyL3w8obhdB9eHSgncmFGhJ/fBYPlGzOB0TDh5W14Yh5uj2FODfq+huWtLabdmbXyxrpwrD+t072xDlu14ZsrynginLsHeQJfm4cb645ztwynFiJSCllfuTNIWXSCKjy6pAgpZ6+3SG3ksbktNlYdN0ZtdnYrJmXKoRmPTYXr9y1rI2G5q2QB9vYVb+Hdm4atifDAQmQ4EE72lF4ncGNguLoNp5aVFy5ZMqscXlB8gINLSqWCyZR+rvz8mlCk0MsNN0YdHt6hvHpdmE9gpQNbJfzejHJ3aHi6A7VRlhW6XWXTw+/PwqoXvp4rY6uMg3KwJbw7VL7SEZ7bjBxPIue9ZadA7SCJkaXMYKLQcco4Cvud5d2m4URuuRMCuxJDHYWuNdzXht3WMdRpPdBhKE0EtVggU2HNVOzSFDWRzAJJwiwZWa7UMqHVQPAlSa3U1ZCaijRMs0CFgKoBVVKdRniJj0gQ7smDLCx843Pd+5+E3zbxfVYvvt/0DN8f/uEf8oMf/IDvf//7/OAHP+CP/uiPfqPrfxK+9MT3aWCMYTwec+3atU9NeB/gixDfx67fmaP6zn/OnTdfpnP2f6PTlPRSOx1kH69PXRdEET/CaootR2isIe8QEAIWmy4QMIhNEJcSJBJEUGPw2iA2w7OFoCiBEANt06FCQRKiRBDHgC3Gw03G7chst8/YjHBjmNc2Vh0ZBQ2WuzJmBwmrMmY5duiopa0ZpXosCe9lI1Yq4YaUHNQ2dYAD2uVGDDRMxwM8ygKW0gstUl7xNTMoN8sx8zh2pF1+OYkcM4Y3q4Y9iaUdhbJ2iBGeGzcczCxp7bGNpZ1ZfjoMzCbCvsSwNTbEqNz1yr0G/sOu4cqmsFbDwz14Ywu+WljqWvjZOqwUsEcHvHWrTzcRTs5AVUJ7LPQ6yiur007IvhXeWoPN2vCtncr20PDLW0I7UX5vSXntumFQCccXIwuJ8OJVIWiHb+4JDEvhjTvCbEs4nINJlLfuC4uJ8N5tx2M7FZfAa+/NEFU4sztg1XG7Uda2IEwUHyIn5oYYcbw7zCk9ECzGw1d3R0IEX0P08PLb06jviT2R9XXDEwtKkSu3RkIV4eJY2JgIp3dGXn3X0nPK/r4yqoQn2kMIHb4yB1mmbAdhoQWDSkii4gxs18JiS7k9hlYCW9W0llckQgywkAkjD6dakU0P32hbLk8MOwVGURjUys5CuF4F9hfTMZG2g0FQDjrHW1XDmdwxjEphoYpC1wqDqCw5wSism5qZ6LAG0MhG4tmtLSKBKBWZGhKJOI3U1LSjIRVFkoTMGSQxpDEhD0BdIdUEqgl1VaF1gwalsXOMzWOMg/9MnnafBV+mVOfHmdB+//vf54//+I/5q7/6K/bt28cPf/jDz73+58GXnvg+ibyqqqIsS1599VUOHjz4qQnvA1hrv5AL+99HjJHr169z48YNVlZWWPqT/wa3fhne/Gsot8AkaNJCtIYknXYNaI2YqTagGI8NjuBHmKyPCQ1RK2zaI9EEVUtu5hhqBTiQ6cxSIw0inqGMaNFnpAN025FYQ5F3aJsExeE0MHaKwxPEYzFUUrFXu9Rq2BG7bE1F2RhTEUUYx4bddYI2yqIrGAHXqNkrOes0PEiLSTDsw/Gmb5gXx8hXFLUnLz221adjE35e1hzJUu42kYeSjBCEnw48j7Ucb048p3JHESx/O4JTSeDsKLA/s6yI5a/vRs50hdu10kH4g9zw01vCTApH2tNG2QcRtibChW14bBb6AX52Z5Yj/UAUoVULgzHkFl67JXxjCcal8ModaGfwL5aUl64Yxo3w8HKkb+EXFx2tVPn6zsjdNcNL64alrrKUrnPunTkqLzy0HOmlcOGWUNXCqV2KephtKdLAG29b9s0rS3OBG6uGO5uOHf3IQgrFojKsYXvQZ3Xb0M9LZl0DJlA5uHilxahO2DffsL3pONaH2X5kYywMhkI3gxcuWmbaSpoqSQPfWImMS+HJRSXLlbUS2iZwd5Qx2BL27VB+ec1wZF55Y6TT5pgZ4cWb8Oiy8twtYV93Ko1WR9jVhfNb8PiCcGmg7GvDei207PT4ogaicbQQaqdcK5VjLeFWFdmTG+oA3UTYCMo+Z7gdPHsSh0YlWEVV6DkBVUYmsEhCZTw5sGkiszEh2EgwNb2YIOJxGolM63uZGkQ8NgRcjLgYSd/v3DSq5DYlSSETS5IYpHiQcVyhvHeP4XDIyy+/DPCR2bcP1FG+SN3q36VU5xfV6fw4E1qAv/3bv/3ca35RfOmJ71ehqiree+89NjY2yLKMEydO/P808T4NvkjE9wFijNy8eZNr166xvLzMk08++eHTmO44jN9xGLl5FnP150gzRNM2OItWm2g2i5gEkRpcGwXUJFNBa+L79ioVkQoTLT6OMJIQo0FjTWbbCBlRHXnsMBxPaHLIOwXRKY1Eps/GJR2fsBUquppTIihwXyY4lBsyYpk2A63YTY+Jgqjlitb0MdzIGvaIcDtWHKWgCobdsc3196O+tlpQxQyGOE1ZyTqczTyHjeGa9xxPE1rBcrmMzKTCS2PPqZajDLDfplS18JNB4HQaud8Ip9KEshH+r83IYz3DdjOVuzJReO4e7MhgTw5xZAhx2o14dQB/sAOurQsXh/Bge4SGHDcxSK5sTKbpzW/MCtdWhVsD4eSOyKwIz79l6eXKwzuVtXXDy2uG4yuRbhp565JFgUd3R5zCa+8u0MmVR/cFbt83vLpu6LWUM3siNzeE6+uG07sj4w3hxC6l9MqlS47aw6MHIk6US7cNblvIFTKFJ/YFBsOaK+td+m2IDWQ1HNk5oW4iQRrqccNLN/sowtGdJTevpzy8ECmK6YC9dZH7m8LdoXBgSXn1kmXnrLLWpAxrw8O7I2evGk4swvoAVkRY7Cv3hvCtBeXKpvBYG9YDzAWY6U1Tvo/tUH56X3lkTnh+XTnUgTKFLCgZkEfBZoKJht0JXJwETreF9UaZz6B+36B2LSj7Uzet5VmlBYwFEp2mWTtG2MKzA0MUjxPFAd40zMSpIwMSSFSxKHk0WPVI9OQaSWLEhkgWI2kIJN6T+EhaBxI3R7bwNMa2KJh2ImZZxsGDB4kxMh6PGQ6HbGxscP36deq6JkmSD2XCOp0OrVbrU5PNZ5UU+6z4QLnl0+DLptMJv4PEV5Ylly9fZmNjgwMHDnDs2DEuXLjwb2ttnxFfhPhijNR1zfPPP8+OHTt44oknSJLkY8/VXQ8Tdp7C3HwJc/k50IboFdvUBGMxLsGFSGNSnE3xGIzrIcZRS8SZDlEsatKpG7v4afpHS8ZaEkrLOGko8j5F2sGLJVVLxFDJVMUeYxhl0JbImoyYjx1mSLBqWKaNUYclZaiRVWmYIcMQMRiWSkNWOGJQRmK4GEsOm4LNEDgUE1YHE2aicCNvsWgT7vnIQvTkIaEbHRKndb2Hi4QrZeCpPKX0wouDwJm28PIo8HTXUg8DqxPHohV+vhl4omuZU2F1W6ANL23AwRbsd/CLW4ZjM8JWDTnK7/WF129Oh8kfX4RqU7k9sBxaVM7fF07OTjfpN24IdYB/tjdy577hpTXD0aXITBG59LYldXBmV8RGeONNx4FlxaVKs2F497ZwcH6b2dk2b73hiHFKZonAq+ent+PTRwKTEu6uCbsFtu5ZDi1HTKrcvS2sbVoW+pGlAsTBxhju3THcXeuzOBuYzwTbmaqn3FptsTEQjuwOXL3ZZm8/smO+ZFgqc+mYcuS5dKPHjpmKtUlK5Q0P7Q+8fc1wYlHxAp00kndG4Ds8tXP6Wt9B2lJGDRzsKuMG9hYQHOQ6vf7QwzcWldul8O1ZODtUDudwrYFuhOWWsF4Ju3PQKORWGXphpzNcqSLHCkMdFHVTx/a+FTxKKlCIcBPPPnGoRJxEBhpYMAaLMhZPHiIkgY4aRCJKQ0cFqxFLJIkBSyCJUzJM45Tspt2anqzxJNGS9B4jbR/6yP349yMyY8yH5Pb3Udf1h4PgN27cYDQaoaoURfERQvw4773fdsT3WbC1tfWpxh7+fcKXnvg++EF9HOF9cOyLkNcnjUN8HFSVW7ducfXqVQAeeeSRX+kX+BGIEHc/Ttz1KObmC6Tn/0+sbyNhm+gUU3Sx1YAQHTZtEWKJUmCZimEbY8hpEWiQYP8/9t5kua4rO9f9xpyr2iXqmiRAAiwlUZRSqVRa92ac07Cv7+ll13bbbvgd/AJ+APf9GA7fcMS1j+2UlOlUpmqCBUgQRI1dr3LOcRpbpEVJlFg67ZT/CAQZINZcK4g5979G8Y+f0NfoZiMKVZJaQhCFGBOSkqISIWIZSkldm8QYrFqaI4ttW2rUyDGk6iipKAEnjklvqVCWtTauwajhgJLQQJecCWvJXMWrUicrlTjz3Kly0lrMgglJKs80Fu+gLAp+5T0XI8vtouSteoh1hqqEvsB7/ZK3GgH9QnkjCtkfwifDkKtRyRcDw/9qB3RGwi96yltTwscd5WdtoSiEf7wnXJ2GQQHnAsF44df3x3q+n8wo+weW7qjO2pTnxr7lrTa4TPj1jjDVgFcWlA8+tVgDb572hA4+/Djk/IqnQjF9YefAcPW0pzeC7MgQh3BhRckH8MVvAlZXlKTm6e0ZdvcNqwueU3Oejz6zpLlw+ey4nd5OegY9Ie2Nh1G/ec4hXvhsyxBHUI+UUOHCfJd6UmfzXki7paQDQ5HB2xc9pRMuLHviRPnoZg0FVpaUmzuGs/OOsog4EzsaM0MGHeVMzSG5wfmIer1ktxtRq4Ea4WgonF3x/GZbWJ0ZR8pJAI2GMhjB8hQcp8JEXRkW43mi/QquNYQ7DlYN7ItyZ6icCpVOOW6YcV6IA6XnlaVY6DtlIoIAYUc98wiRCJHx3NeCtSDE4VFTISgTYgnEM5KSSSypKqHxhF/WsiM8oRoMbkxy6rDeEXtHXHli5wiKirhyY9KLl0nabyPmmy+jT0JMURQxPT3N9PT0w+9570nTlMFgQK/XY2dnhyzLsNY+Qobe+//wFv/Hodfrsb6+/rt+jBeK33viK4qCzz777FsJ7wFeRLrySfBVR/iZmRneeustfvvb3z79BheDP/VTfrXlePe0YO7/C9YGqCsR4wiJKMsBNggQX1HqEBs0KKshlXEYH+H8iH4vJWm0SZIIMTEBglOLNxbRkAwPApXAyJTUrSWtVcRSEgIez6zWKXU8AaSDR7EcaMk8AduSskSNmihRCfUwwqrhU5ezmA25bYWzYUgvNJzSGh2ntLFs5o5YDCNjWDWGurcklVB4w/vDijdqIXcyx88aEf0Cvhh4Ltfho6HjD+oOHcGCD+ikwocd5aczhrCENRXSTPi3I7g2DRNApyPIBHx8CPM1OF+Df/nCsjgB03GJySPWrWE0Uq7vG66teGoqvPeJZa6trEx7BoeGOx3h9bWxVMD3DNRhtqX4keD2hMVF5e6hMBUpxwc1XlnzDDI4um2xFl4757AKH74fEkXKO1cqTrqGzTvCypISZcL8rFKi7N+xHB8bZmc8c22PWqGfKb29Otu9mIV5T+xhflYJYs/hoWFnX7h03vPRhwFBoGyseYoC3j7nqBRGhaHegFv7LTwQxMruvuHimYxP7rRpxhm9vKKbx6wv9PntZpOz8yXX9yyNSKCmbO7ApRX41y3ljVNwqyMsNmFQKrEdW0ydCuG+h1kVegEcFAEbNajcOHpNVOiLkHtlJhIClH3vWQktlXgio3TVsWQDKlWcrWhiEOOxxpGLpyEQ4clMRUSAwROg1BRirRAtiZwjVjcWo5cVNecIy4qkKAlNk2Tqx9jo8VHOsza1GGMeuiV8FVVVMRgMGAwG7O7ukqYp77///kOroQdftQca3+fA05Lq75szA/wAiE9EmJyc/FbCe4AwDJ/Lk+/7oKrs7e1x8+ZNpqam+NGPfkQcx8DXJA1PCzH4pZ+ii++gh7+Ew19hrMWrAxNhTYK6kiCI8VjU55SlklZDJDFMtCbIqfBa4lXIyQmkhXqHM0pMjHoBsUz5Bl4FUxo0NJTiKfBUUtIRx6TGoBWJhiyTIGpo+pgSQ0+gaaAjOc1MmSwqIltj3Yx/7qCoSKznRlVy3oa0RZgi4IuqJBDhV9m4oWGvdLxTD8EJw9zSBd7rO95uBowK5X/UA/YGwk4uXJsQPj7x/D8zlsOecKOvnI5G/LZX52cTJdkw5NfHhqvzsHk8bmjxhfC/bwirUzARKdmJ4AND7mH3xPB/n1b2Dg2fHRo2Fj3TNWXzs4DJtrI2p0gG2Z5lZcmzdV84N6tkPWG6pdzbNqy0FFsI1jh8GpDdt5xaGUeExbFhZ1u4cM7RbCoffxDgvPDaRYcVOCmUzoHgRgYcXDs/djG/ftNSqykWwWaeq+cLMJb9Y0FUuXM9oCiEa1cc3QPD1TOeuOHpDAzqlHs7hoMTw+ULFb/5KKBRV1pt5ejA8OMNx04n4tJ0ToFiw5hLixXHw4Q3F0YcZsJakJIr5IOQSxOO27sJbyx63t+xvDqv3O4Ji3UoEgic4owwb2DbQ80pEniG1XicW2iU+94zG0JoDIEoJ+pZDIUBjmkLDqVuBBHIpWTWGFQ8KuPIzohSF8WII1JHIo6aQoAj9p5QK0I3jvLCqhxHd0VJUlZEaokbrxM1Lnzv0XtaI9fvQxAETE5OPiSYXq/HW2+99dBq6IEze5qmD8nzq4T4uBLJi3j2/67x/RdEFEUsLS19588EQfC9Lg7fB1X9BrGqKvv7+9y8eZOJiQnefPNNkiT5xr2flfgekGYQBMj829jZN5HDX0L/C0QrCucwYYIFhsPxiLOo3iBIYlIHBsGYACMxmbovUzpKJRUBIRkppQgBwoiCRBqElScA2hpTAaUKTSyKYQQkouyTMkEC4lBvOOViutmApFDyqEZYr3PslQhPqhXnowhXwYaJ6ZbjFFeOJzOCV+VSHBJ5w61MmY6FD/oVr9YDTnLlZ82QQS7cHnguN4TNQvhJlFOrQtasZbfr2OwLl5OUuiS8ah2HJ3BnaFiv90iPhbkiYdiHzw5iLswqSyF8uGlZmhBGGbQjeGtOub1tOOrDm2cdQSZ89GHA+hlP5ZV4KAwGwtK0Z2fHsNpQbCmcnAjtBpxKxuPAbtwwrMyW2GHC3LTnaE+IK8EmyvqXtb5PfhHSbnvObVQcHRi271qWlx2RE5qznkKVg9uWk0PD7LynXYcwUTr9jL3tBifHljOrnu6O4dSUMjXvGI0E4xUUPvxVyMyMx1WGfld487WK/QPDKyueIAbn4dS6Z1SO9YEVCjlMtjyDzDCVKJVJWGiARBGFE4gqepnhwuSIeyeWV+I+nx20Wann7KWWaRSpf+mCAMxHwicFzFSeWmPso3dSwXIkHHtlOlJylGag9FGmrBCJZ2gcU0aopGLSjiM9FUfTKAEeK54Qh9WKSCtqeBJVQi0Jq3GUl7jqYQ0vznMSD1F4mnjiDUSe7CPRe//Sa3AiQq1Wo1arPXRmBx66wQwGAw4ODrh16xZVVRHH8SOE+MBZ4ev4oXvxwQ+A+J4EQRAwHA6f6/qvvkWpKoeHh9y4cYNWq8W1a9ceW8N7HjnEV4kPQEyAnf8JZu4tzPGv0P510v4Jg8oTNhokrRY+jMidI3c5gTfA2IkhlojQP/A7a6AYShwJEbkoYFBRikjx4klJcZhxVIgj9AFLJKha2hpj1KIKnbKgykqGNctc3KDvxnq9EYL3huOqojDCjapizUYc+JKLYcSoMlAqdzHMhnBSOaZjIfOet+sh6oRf9j3tFrw/qHinZbEF/CSE7jDkZqmshiO204ifTVqOhy12RspqS7jZhf+xBJ3uBHf6wtmpgi/2Q15v9SlPhA9OJlibHpHnnvlw7Ahx975hmMIfnPXcu2M57givnPXglMP7luaMxyhIJizYcTfhF18Yrpz1SAWHJ0KvL7xy2tPvw3FfmJ6EdiW0pjwHR4aawv27hsvrjjhRPvvnAK/Ca1fH+6PXhf6RkHYtVQWvvVqhHvbuG4IE+sd1ytxy7aqjKoTGvCdIlM/+LcB5WD3vuPGh5ewZRxCArSvrZ5S0gJm6EkRw3IX2pHJ3RzAGwoawdxKzvDjiiy3LwrTnZDD+t/aUMuoLk1PKoAiYaSlDF3BhVtnJYn404flVL2Y5LhiWjqo/xNmx3eSWiVlLlD7jeadDr0zFyv3Ks1GXce3OOhSlZZXEKCPxtI3B4gisElpFpaJmPDUBIw4rjkj9WBnqCmoakqgSuZLYVYRlSVI5krKiVhSE4RLJ5BsYW3+qs/cym0++a7YwjM99u91+RFv3wHv0QXR4dHTEaDQCvim1KMvyqZ79v4nvvyCeJJf9vKnOB+RlreXo6IgbN27QaDS4evUq9fp3H6jnSXU+7lpVYTddYutezum5WWbb+zipqFQoy2ycFnMKLsMSfVnHyxAbE3iLSgVExF8KyxMsIRGFQJgboiQglQqjlgJPjhKI54iSlonx3lEUJbaf0wgTTNJEhxk2DuhR0kC5rQWnTEQonhhYNxHWC+INAyd8lpWcMkKlnmkrJM6ACr/sOy7V4cbQcbllwCn/VxLgM+HTrnKxptwpLW/YLjXTwoch3QJu9eGNWcXmwtWmsH8s3D2BV5cUySMu14SANtdPDJeXHQ0sm7sxbirl9qGlHaastDyffdrCe7h8tiIsDJtfBJxb9xyejOtZVQZpBTt3DVdPebQQbt00TE4oFxc86UDYvT3JpUsVlIaRKIfbhpYFa4XlU57Iwxf/HDI57TlzoeLkUNi+ZVg569G+YXlBMbHn8I7haM+wvOooB4bZ1oipczH9I8vujmH1guP6e+Oa4ZnLjiITrl6pgHEkGyfK9k1D6SGegPufGy5crvjkY8tEW9EabN8Wzp3N+OJmi3Nrjhu7hlYdJFI2t4RzZz139w3LC55+KtTqnjSHpbpyZyS8PgWfDWPOTSlVkBBHnr3Kczos2aqUJU05GZSEMfQqy0oNSmfpB555MRgLsVUK46kZT8OCN57AOALxhKJE4olQLBWxjtOZEQ5cSbOqSNQRlyVxWRDnFfWiJAxmiafewIbPJsx+WcL1B2s/LamKCHEcE8cxMzMzj6z1dalFmqZ477l+/foTSS2eV8f3nxG/98QH403xXZ2Xz9vcEgQBh4eH3Lt3j1qtxmuvvfa9hPci7v114lNV7t+/z+3bt5mdneXtt39CGI7NN/PRFwy7vwIjOPUYnxL6OgUlXguiICZzGWqFQGtkpHgES42UApGAQAMsDoPS0hCHUAAzPiYXIdGAqqjoVDmxD5GpJrkKiVcKO9ZsnZEIo8KChIhaUu8ZCBxqRRvLbChYD1eiiGHhSDCclHCv8CwHhqXY0BRhNbAk3vBvJ47X23C967gcFbh+wbqPMckUH3Xg6gx0+vAHM8L+saWTwurEmAjfWVZOOoa97rged31b+IM1z2ggfHInZnV+RF4kXJoKMD7k9vY4Xbix2GfvRkKeGRYWugxPAqJejIZK5zig3YSzk0o+ErZuWK5cqTAO7m8b0qFwdqGDzVrc3TLMzXumDdRa47pauzmO+s5fqkjqyhf/HOAq4cobFb6Csq34HHY/CygzeO1HDldBGXrS3HHj/QjvhI1rFcd3LBc2HHF7PDbNoPT2Dbv3DOuvOj7/IKQ54WlMKId3hKuvVezsGC4sKYUoZSVc23DsHVpeOT3kqF9jfXo8jmw4EpZnPZ/eMlzZ8GwfGZZnPaNCSBKlVwjLbeXXJ3BxTulUymSi9B3UE2G7CLgyCZ1BSNyuE1tl0pRYU3FSlrTLgjR3SGwwkSGMlFpgCQyoGdeEQ3HEMv4zESVSR+QrIiriqiQoMtp5QFIWJGVJrXDEdpZw6jVs9Hympy8z4nuR9cNvk1ocHh5ycnLC7Owsg8HgsVILVWVmZoaqqp6qhvhdWFtbo9VqYa0lCAI++OCDF7Lu0+IHQXzfh+chn5OTE46PjymKgldeeeUbWp7vw4uI+L5aS5ycnHykeQbGxJ80LpI0LpJld9Du+6TVEOsqAhl77RW+whqD0YDC51hrMETkmmElQPFkkmHFU0pGgRBqgkfxMp4yUg0zREJWak2MCemoJ1JLIYo3QiHKfUrmJCIXR6jCWRuMG2gIKJxQedgvPbHAoRgWZdxZuhFbhoVgPNxNldxDE8/VtiFOcyYyhdiymU9wIU45zuHdWUORQjYcC523+vCTRcXkwrkITrqG2wfCaytKUMFaHYZ94fM7wqurCkNPfy9ETil3dgzLM57pBD7/dIIggAvrDkmb3L1jWVhO2d+xTDV66MBwkkVkw4graxk6CLh50zI75zk1pxztR9y+HnDxVYcvhNRDZ8dQA0wBK2uOQOH6/x9SbynnrpUMe8LOlmXlrOP+p5bFU572imNwbNm7a1i54Lj72STNtnLmSkWRC9MzHhvB1kcBrRlPt2sY9YUL1xw7NyzrZx3YsffY0muOUSacXvRUfKnFayt5ZpibzBjmhlPTSq8cG+s26kp3IGwsKx/fFl5b9xz3YXJSyUpIaspODy5Mw8EQFqbHzu1FoAwLz1pTUFEGYjgbglohCi1qhKUopGFjCuMIpSTQEnxBNSoYSEVsPT4UbAhRoNStIVZHpBWJK0l8Rb0sSEdDpsRQKyricIFw6jXMM0Z4X8fLjPieZqrKs64fxzFTU1OPuJ6rKqPRiOFwSK/X42/+5m/4+7//ewaDAX/5l3/J66+/ztWrV3n99def+MX+2/AP//APv3Nd4A+C+L4v4nuWVGen0+H69euEYcjs7CxLS0tPE94lcgAAIABJREFUTXowJt1nTbMaYzg+Puazzz6j2Wx+Zy3xAZLkDLPBMtv3/pHJ2RLxHQocMSEGGROSCbA+IBNHZAKsGkZURIQIY3PPiJBKSiqnFKOSkYFau05gEgbeUVNLDaEUpY5hMqsIYmGasQt75j2JCkc4Isa/IyfCgg3IVcid4ciX5CLcKz1nQmG7dFxMAvLcIJVwp1dRljmFj2i2QjyGH096qoGyPxTSED4+UK7OCSaHNyeEwYlw70S4uKAcnsCPV8aEcPtI2Fjy7O4ZfrKmZANh82abc6cLslHA2UklEOHGdUMYwsVVx86mJc+FtTWHyxMmRZiohezvCZOtChMVjDrK/lbA8toxFsvuzTpFGnPhfIHklsMtYWZRkUppzinDgVANhd0tw9pFR3PKs/2hZXBsWP9RxejYsHrREySeG/8aUubC+hsV3buG5dM9JhcSevsBoxSCQNi/Y1g+7+gejd3Xz73hyEbC6lmHF6gqIWp4Bh2DCT1VIRQFNKaUQU9I2p7OyBKFjsoJrUgZKtQUaClHJ8L6sufekeHUkiMtBZMoo0Ko1ZTDobIwBU7hxCs1gWYCNlB6zjEbFFibUFpHZCEIoWY9EjhqdiyDaNgAI4Y4CImNw2pBUBVYl2NHGb7McK4kwFNTT9ND21fUuynTjYvY2Vcw9gl0sk+Blx3xvewB1d+2vog8lFrMz8/z13/913jveffdd/nTP/1TfvOb3/C3f/u3/Nmf/RnvvvvuS3u+/wj8IIjv+/A0UVe322VzcxNjDJcuXaLVanHjxo3nSlc+i5/fyckJe3t71Ov1J6olfhXGGMo8YXHif1K6ASfZJwyqe6AeS0iungpHzYQUXsE4WkTkKKFXJjRk6D15lkMJcaNOEIQYDRmoIxRLhaOvSl1CelpQhMqEUUJVQgynTYj3QonBiqGjSuYB8Rw4Zd5YIpQGyoXYok4QN56F+Zt+xWk3IvUJ5yfqUFmo4NYx2Fg4zCNWJseb+/VJgy3gk124Mge7A+GNFcVn4IZCFsGtA+HNVU+YC7VCKDPYvGtYOzWkaQJubVpaa569PeH0gqdu4fbHAapwdt3hU7h/3XDmvKNzICxOKuoCsjIg6wqXLjrQCe5dN0zMlWg0YHgccLzdYP5Mj6IXESZCdmwp9kPiOpx73SEeNv+/iCBRLr5R4UshMGAc3PyHiKimrL9R4QphYtqTFp7b/xLRnFWMjKPXKz8qSfuG5SWPbSlpXwispxgJwz5MLSk7m5b2nKfTtziFyQXPzh3Dwqrj6FgIa56yMgSqVH4sVu8pWIS4qZx0hcVFT5qPu1O9Ql+VwCszbVDj2a903PwiShQqijKTwMh7nPW0o7GXnwYVUQCB9UTGEweOxCqRdYRakYgjMo7Yemoeai6gHiYklRAPhyS9AaRCP2uz0znHcWFpNrdpNpu0Wq3Hdjo+Lf4rE19VVd/oLn8csiyj2Wzy7rvvvhCyExH+6I/+CBHhL/7iL/jzP//z517zWfDfxMeTNcD0ej02NzdRVTY2Nh4p9j5PqvRpr/0q8S4sLDA5OfnUaYevTpsJbZP5xtvMakWnuMFxeQNwGFVKW5LYCOuhkILYRISVZ9TvUZSedrOF1mNULQ477rrTcRWw/+UkjQIPIoRAhwoRg8PRp2TCxMQKeGXOGHxo6JcwZQSnwlAMDWC7cKyFlhnryHt91n3IRL3JSU9I1bDZd1xuWGbqMG0UpaJFzM1DZakBWQpvLAlhpTS9IUvhi23hwpJiS3h1Rql6hs+2hIurSpmOm16yVPj8bsKZ0x6LMm2FsBJ2d4QgUM6d8exuWoY94cwFh3WghwaTKIMBtJtKrQFUsHPdsnbR44uA44MIqWqsrkAQNumnShCVHN+0NJZ7mMhx+EWd4V6NubM5k7NQDizdQ6HRgp3fWk5frqhPjSPTPIWyNBzdnmb+fIWrhLgBK+cq8tFYDxfEcLRlSCaVw3uWPBVm1z2f/yJg7WrFrU1Le1ohgdufWVZfddy5aVk569nvWOpNj/eCDTyZFxqxsjMce/rFbcU7wcZjx/WdFKYnIDfgQk9XPVNNqKzixNOKQIwSx0pZKa3E0QggDjwYJQk9kamIA09ixnW8mIrEVsRaUvMlSVXQKAvqeU4jz2hlnjicJZh/B6ktANB5/31eeeWVh52OW1tb3+h0fPAVRdFTnaGXmer8z+TM0O12X6gJ7T/90z+xsrLC/v4+f/iHf8ilS5f42c9ejrXTd+EHQXzPM+mg3++zubmJc46NjY1vbet9nnTlk0abg8GA69ev45zj/PnzTExMsLW19ezi96/BSMB0fJHp+CL9aofD8iYj1yPXgtCGIEJn2EHKgnqtTmOyjpcAr0oh42doYMfSB/VMYskERIVELDsoNRGMMXScJ7GW3Hv6Mh4ufOxKahqQGIPqePDwqvHkXphA6faH3C8DzjSb3MsMdStcbI2HNK/HhtAJx0OlVRfuuZi5QNiYhBjh1hGkRrh7Ikw0PSi8sgDWwedbhvMryvExXNvwmBI+vWXZOOs5Po64tJpRDyM++TDg1BlPkSmLs4oWwuEdQ+9EuHytouwJW78NOH3Zg1fqhVAeCXFLyfvCwvRYCzc4FGqhw1ZCnCiDY0MzhNHdgFOXPEHUYOufx8dy7a0BVeY5vBWgWqJlwCgXTr9ZYSWgsxVga8po35APhKUrR0TSxrYgbCr9XUvlFQmF7d8YVt703P7IUp9UpuaU3U8NF96o2LpuOb3qOOoJmsL8Kc/NTwwbVx279w0TM468NNTaSuaFpK7s9IXZKeUwg8ka4zpuqOynyvwU5KLkZjwCLgqhCj2leCYToRGN/x6Fnjh0NEJPHHriwBMZRxKMiS8xFbGpSKSirl+SnStolCXNUUprmFEzTaLkPGbhPNhvNmA8bmzYAx3c0dERW1tblGVJFEXfGCr9OHL7oRDfi5YyrKysADA/P8/Pf/5z3nvvvf8mvt81vipCHwwGbG5uUpYlGxsbjxSBv44gCJ4pXfng2u+K+EajEZubm2RZxvnz5x95jhdpifRVtIJlWsEyuRuwX22y07/NqEhpNNpUFhqRQVXIpaLCEmtALg4PxFgQRwkkGoDxVF5IvKNhIPeeGWMpvTAQZdZYhpViRLAWDryjYSydqmIERGVGUOW0kibtWoSoUMs9XoVbmXIqhL5X6oFyeUqwlTLtK8oi5O6Jcm5CiCOlHUPcAuOEvQNhsq5QCVfOjDVg+z1LXvcc3BdWz3jq4djdwOXCvfuGxSXPTEu596mB9lgKEATKxQuO4a5h57rh7GuOeqRc/98Bs2c8zUnFOqF3x9A+78kG0Ahh0AlpL3sohXJHiOaUmbUxYW79Q0h91rPyakXeSzi5aZhd93S3DI1FRzBRMDqEzpaltdqje71FMpMze61i2DOYmhJGcPCpJZryDA4MaU9Y/XHF9keWMxuOYS5Qwvprns6eYf2Vit1dw9ys52RkKHrCqVXP7h3D8obn6MSQTHsKB1JTjgbC1JRyPILZGaUUSO3Y8X1iAko7TmnGdaU0Hhc4ghCagVKPPVGoxNYRhR7KkmZckgSe2DoS64hNRc04EkoaWlIvM5pVTjPNmOgPqWlCEi1hZs4j8bfX1b+rpm+ModVqPeLG8jgdnIhQr9dptVrfmJLysmZp/q5qfN+GFxnxDYdDvPe0Wi2GwyF/93d/x1/91V+9kLWfFj8I4nuSDfog8srznBs3bpBlGRsbG4+8KT4OL1KS8ABZlrG5uclgMGBjY4OZmZlvnTH6vBNnHgfvPQf3O9zZGrK49BpnT1uOZIci2yGqSlwgWAJSKSlFSTTESEUhnlhDDJ7CVMTeYozHGMaGn0Yo8IQY2sh4OocdSxR6lTJnhcrBUVEiZU7PxtTrdTxCP3NMW8tq3SAOTiVCXeHYQ6mwO1RmA6EWlyRBjfNtIQJ2cyFNhK1juDCjLE1DDTjcF4bl2By10fTUAmWuPR6EvL0tkDisVeanv3Tc3hZKhOk5R9UVsr7BJZ7BkXD5msPncOvXAVNLyuyi5+jzgLQrLF12hFbZ+zRg8pQnaecELuTuewHzlz3NaU9323C8GbDyekWjpYzuWzp3hfnznuF9w8yqJ2rAwWbCYN9w6pqjc3eC5SsOkyhpz+AypZ+lDD5sMnFpwOH1JrUJz/IVpX/Pcu6ao3ssTLSVykDZF6aWPN0Dw8KK5/6uYWLac9Q3lKkwe8ozGkLScngnuJBxnbHuyRy0JhUXQNcpSQ1K66lCKIzHRh5iqIyjFilR6McpzFiJAkf8JfmFRclkXFGzFbGtqEtJojlNX9LOMxr5kOnhiEZVpxbOY6bXIf7+D+Knsd2Bx+vgnHOMRiP6/f4jU1LSNOXGjRuPRIcvighf9Di0r+NpU50vSsO3t7fHz3/+84fP8Cd/8if88R//8QtZ+2nxgyC+J4GI8NFHH5Hn+UPCe9KN/CJrfA98AjudDufOneOVV1557HM815zPx+Crc0XHWsB/t0qaZ43Bzr8y2azRMyfkWmBMQEFFYRWrARZPLgVGAqxCZpTQB8RfeqEFohgsKX7cHIGQq8NjaFtDN88YDXIWohppMybIhUYgHBVKHBhOKk9awbSx5AJ1UdZagnXgQohUOCxDJhyc5MpyLJybEyIPs8nYp277QFidVSRSppvgUxgWhkEXjo+FM0ue5VnIehWDw4iq+DLimxRmap7hoWFvaxwphQ5sBWUO3V3D2mWHRTi5YenvCxs/raiGcOsfA6ZXPdPLnr1PY+7dDznzI0fSUPY+tgx3hfP/s8SlwnBvXIOtN4WqK0yfceBh75eWsK7MrniKfWHh/LjulvUi6nWlt20pBzErbzh2P2myuJGT5sqo47CTOYf3I5JpT5pHhDWDbRqyvqE56zncM8yueLa3DdMrjlzHEbiJIVOlXwZMTivdEuLa+IXFxzBUJW6CJEouisYKkccHHomVRuhJQiWJPHFYEYaOWuCJQkcSlET5kNkooE5B0+dMuIz2cMDEqKTpGyThWcLJMxA+WTPGA7wodwNr7bdGh7/4xS+YmJh4ODZsNBo99wzNB3ia5pNnwdMS34tKdZ47d44PP/zwhaz1vPjBE9+DN7d+v8/58+c5ffr0Ux+YFzF2rCxLbt26xeHhIWtra985VPvr1z4LHkg8vnqPw8NDNjc3abfb39ACPkDoE5bdBhtxnSMO2NVtevQJKk9hHZaQECEVsEAghpHJCU1Fw0CmjsooDSwZY4eHGgG9MqPbz4hNwtxMi9JZbFZhrMOIZzGyFA46HiYiQzcfv9F3KqUslaXAUIsh8jAT5dTCGl0BL3C3oyw1hChRIgtrc0qgwmhgSCPP8YlwZtYjBVinuFS4t22Ym4VazdGeNpQj4c6W4fRZjy2Uc+ccDIWtTy3za54ogrCCrGsIYyVpQfuSo+wJB18Y1n7ksEbpbwujvYRz75ZobuhsGqJAmb7mcX2hSKHWVvZ+aZlc9zQXPXlH6NwxzJzzdG8bbFNpLHvKkZCPoDal7PwqIGiUNE57OjcNq285evsRU9MeZyJcVcMuOoZ9T9goGPQFwpJcLZpagmnY3Y5YPlsxzA2NCaVQKCwMUqE+XZGJQRqCxkr1ZU1PIsXHShYpLvC40BHWlHroiSNPGDqSyFOPPEngSEJHbAuatqJhCnJOWE9zpno9WlqjpdPUkw3s3Pwz7esHeJmzNOXLWvXs7OwjerTHzdB8WoeF/2ypzt+3qS3wAyG+b9tkWZZx8+ZNut0u6+vriAitVuuZ3hKf14w2TVPee+89VldXeeedd544RfM8xGeMeZhS6Xa7fPHFF8Rx/L3SCGPMw7fpWeaZZZ6Kivt6j31/wICMEsHasUWMZ6zBGlARSUkgllQ9JUpDAvpVwfGgR0DI/HSD0geIF6zxlJUnLD1JDFnpicQwJ8Kg8ISxwTulW0E9shwUSojQFGUowpxVTk2Ma1nTNRCFbirEDaWfwnJLWV1ySCkkgTAYQTGUsbedhZVljyvg6CgkWhLwyrnzHuNhe9syuzR2Azh9ySEOuvcM2UiYX3WUfdi7aVm86MArk7NK1Rc0hrgO7bmUqh9TFdBaULo3DSKKtYqODLu/Niz9pCKIoDgWir7QnldOPrHMvuKQaJymVKOEIRx8aJl7xbHzSUjSVqbXlP6OoX16rM8Lm4qvQTGw1CcNg044jjz36kzOe3qpx/mS2mzKcb+kDIQ0VzJCwshAs6IIAoggaHiKQPGRUoSgiacKHVWkSDyucSaxkoSOKKpIwop66KkFFa2oJJGU6bTLwp0dGnGD7tYRr559i2TybXhB00Fg/OH+sppPvm0gPTx+hua3OSxYa78RHT6Iwl428T3u+b8NvV6Ps2fPvrRn+V3hB0F8X8XXU4mXL19GROh0Ov9hkgQYb+67d++yvb0NwE9/+tOnPqjPO/Wl1+uxtbWF9/6hJvFZ7hkQcFpWOc0qOTnbbHPoOwwkp8BjRahREEsxJkIMI+fpDjuIWhYmWjgJwQul96ROiXxAPVR6pScwnkYkjMrxsOxWLGSl4gTmm8IgG482Cxz0UiBSDp2SeGhbiGrjdOTKtFJmQiAwzGE0EBaaSnvCETqhbqF3LAQx9PvCZENZPJUTaswoHRuwTrWVUxsOqSA9EbonwuKaY2reEWMph8LxluH0VYdFOfjc4kpYvuLQVLj3vqW+6onqYzK8/5Fl5ScVQQD9e8JgRzj1bkWVCU4hain9O4b+QFh+p6IYCNZAWFPSE0OZw9QFz86vLK2LHaqsTZFCPKuc7BrapzzdQ0NtxlMUQt4XgknlaN8wc8bTHwjteUOhMS5WjNZotJV+6QjiCmdzRq4gdzmiA4y3aBigiaA1g4s9kkA9qohjTy1y1GJHEpXUA8fsYJ/l3VvMd4+oRTWaUYNGME9j+f/F1Oq8f+d9krmLz7SHvwtPW+N7GjxNR+fjHBaqqnoYHe7t7XHjxg2cc9RqNdI0pV6vE0URSZL8Tg1pfx/ndMIPhPhEhKIouHnzJsfHx99qSBuG4QtvUPk2eO/Z3t7m7t27LC0t8c477/Dee+890yF9VuJ74AD9+eefc+nSpe/sWP06HkR8j0NMzDrrrCtkmrHNfQ6lS64lNc3JfUE2yFCvzDUnIUyoPBTqKJwnMAHWQl4pBB4fVNiwQl1AW2BYeaQSmmIYiuKc0KobstxDaZiwcJh5NFScgYMcpkJhkOWUw5REhaQWkKcRzXrAUWqpy9gktWZgeloJPKRdoaoM3U7A6UWYnFeyDqiH3TuGpdOexpQSWcUXwtEdy/SyIwyhVleGB0LSgulVR9ETyqGQHgor7zh6R558IPhSWL7mcENBLdTnlLwLw11D67RHPQzvG+qLnrgQhvfH36/K8XrxpMd3hPRIWH674v6ndRZe8/T2DRqO9XUn9wytM57OgdBY9KS5QQNoLHkqA6alaE3HHZuJooGQJ4o0DWEUUsUBUnqSeoA0LaktyGxJZnOQkhqOuVGfM4d7rAzvM68DJosObZMRRhHxxCz1xYs0rvwRYe3RDszv6rx8XrxMB/MXEU0GQcDExMQjpKKqpGnKJ598QpqmXL9+/Vvd2ZvN5ku3RHqA30dnBviBEF9RFHzwwQesra1x8eLFbz0Qz6PFe5IDpqrs7Oxw+/Zt5ufnH2kaeVY8LfEVRcGNGzfodDrUajWuXLnyRFHeV/EgRfokSEjY4CwbCn4zxS8oB7bDwmwDTWIKo1SaUxhDqAGRGCp1RGqJxDLyDldUxJEnr0rUW1pWSI3gndIyllE5HtJcTwyZ+XLCSOiwieJKMK5ip5NRN5b2VBMtwJSOQArSQQ7ek1aWQR5RRQK5ZbZumVl0DE+g3nIcdwPqkRLVIbDK7GlPlgvGgRqlnigzpx2jQ4NMKEFbqSUKXjjeskwuesJEcTEcfGyon62I2kq6C937htnzDi2hv2Ooz3uCEMqBYCKlueI5+sySzHpsAqMvpQXWQlUK8ZwiIygKqG8MGHYnaJ/1DDsGk3hqLSWvoHHa4w2YRJFYqaxSWSCBkQWtKTSUwiguUVykVLFShZ6Rc0gb6uGIC/c/4vTxbRY7d5gpTqibHFsHPx9RTE1RNKco4zOk0VmC5ixBs0ncahF8S7PG06TcnhYvs8b3stZ+IJ0IgoC1tbWHovqvurPfv3+f4XD4MDp8MJGm0Wg8UXT4tPrD/67x/RdGFEX89Kc//c5NEQQBaZq+8Ht/tUtyenqaH//4x9+YEiEizySIfVLiq6qKW7ducXBw8DDa/fjjj7/X9+tx93ya65xzbG1tMTwZcH72PO+e+gkqyp4es+dOOJGUoWTkBORiKcVSeE9pKowHHxY04pLIGpxTCqdYaykri3OKsUJRjs1gjYGiUqrYU0UVw9EIq0JzpkEsAVUOiYUiDKnHMY0G+AJMqWjuGfU8NsjZ7jpqjKM5K5YwNCgBg5QvLXkgDhXjobsjpPFYqN1cHGvzci+MUmi2lZl1R2fLYBYhnFImY0+/E1FLYGLDM9g2DI+E2pSOI7PrBrvgMTF4L/hSmX7VcXLLUKt7vMDw2JDMezyAgG0r6gSfKfUFxVkIZz2ESimC2nFUl3mwDchRXAQkOpYfBIqvKS6EMlaqmiegz2Lnc+aGW7S6W8xXJ0xKhpkK0JkIf3ECO/MaOrVIvXGGhWT94Yvc1+tau7u7DyOXr+rhvq/J43nwMmt8/9HNJ193Z4d/jw4HgwG9Xo+dnR2yLCMIgkciw0aj8chaz2JC+zQZof8q+EEQn4h87wF7Xmuir+OBGe3m5uZj3dcf4AGBPe1B/b6044M64r179zh9+vQjjTPPmib9vns+gKpy7949tra2WF5eZmZmhvn5+fHvAmFJZ1liFhRGZNyXIw4YcELG0ORUGpIEHhNk1KKCwhpKbymdpfBKUXmqylIGQhzI2NkhMNi8IoxyhuUJtakWkYTYSqByEAh5IdQ8ZIXHOyEOoUqFMLS044AqA9McC+GrYYbxFXmZkaUOsXDQjWjWwLiARmiZXLUMDoRaolQpNGpKc14Z7Al5LoShMrnuGR0a4jpIDNKsqJygMo7E8hMhGwlRS2lf8fTvjUkOFO8FUFrnPVlXCBqKUximEE8ro66QTHiqFCqvuKZSegjakBZAovhA0QB8PI7kigD0S9KrYkfD7zNT3GIyu0erd0CrOqZhU7Qd4E6F5JcMfuocw8k5au0lFsIlluLlx/7uH1fXKsvyIRneu3ePwWDAaDTi448/foQQn3Z82OP233+GGt/LWv9BdFiv15mf//cO2K//Hz8Qjdfr9UfkFU8abb9IOcN/JvwgiA9ejkPD19d/sGGPj4+5fv069Xr9iSw8HpDu06Y+H7dxvffs7OywtbX1sI749TfUJyWwr+P7Up2qysHBAZubm8zMzDxM6fZ6vcfer07Cuq6wDqDQY8SedLjvO2y5/8Pem8bYld7lvr93WGvtsWZXlV1uz1V2u+dOT+kknMshnEiBG5QvKOJLJASKEEKIQQgpihQkBiEBukINVwjBB9BFkbgiiuDqwIHLPRwSSHenB7fb7XZV2WXXYNfgGva81/C+7/2wvSu77Jr2rtqd7nYeyequstd6d+1aez3r/3//z/NUScsUoZSEVhNpReIUoVGEiSSyksQq6hEUinVsEpPPCnp789hEEieGeuwQRuEii62DsBIvENTqYK1Ea0ctFHi+Q2iBi4Go8d4msUffQAoTgo7B1BxxxaBFzFq9hrIGlVXEVZ9UoCgninRakh6DqCAQUmCFI33UUl8X+JmGllDkHVFVIjyHf8wRlSE0Au070o9YkqpA5RzOQejACxzkBaTBGZCKhiVcvyP0wKhGJl+YceAL6oEjzgL3yM56oGSZfnWLPrlIXqyQdeuk4hIElmTAI+rxifKaSv4MpXQePzfIkD+EP1Pm5OjJA7e8PM/bEoUTRRFXrlzh5MmTD9iHBUGwSYT5fL7t6rDbe3zd3mPr9LXf/x7D9yfHy+Uya2trVCoVXn/9dbTWWx44stnsA4RbrVbJZrMH+lk+jHhoiG8vHEYY7draGjdv3kRr3VY232EJ0XcTnx/Wmru1OtfX1zcJ//4Ktx2i7SFDj8twPOknfyvkwsAFViiwKqpsiDoF6tSkoO4pQqvZqETEYchwLos3mGdxZZ18T0ySCMJENCrDxBCHkKQEYSxIYoFKSWzk8GKQfiPqSOiGzZiLwXqOpO6o+Q7tQT0S6ECg0x7KaDJSYEKBxhCVDfV6gjR1SmWL54HwPUIUaV9hnEYdgagKLm9J/MZ+WxiBnwInGoMzkaSxP+mBzDjiCBAQC4Hoc8Q48MBKh5XgfIdVAgJLvexQA4Zcep2eYImcXiYbbJDWJXxVRAQxUdoj6vOpZhTL6R7CzBjWz5ANehkJ+nhCH6FPbL1ur3GtKyTSrMqaN97R0dHN70dRRKlU2iIQb2fIo9sJ6d2s+A4bTWF9NpvF93201oyPj2+xaJubm6NarTaMEzIZrly5gtYaKeWh/e7/8R//kV/+5V/GGMPP/dzP8Zu/+ZuHct5O8NAQXzdT2Jsf0Bs3bnDhwoW2ve0Oo826urrK1NQUPT09u7ZVmzhIq/P+yrhcLjM5OQnAxYsXtyX8TirMZhWdxucERzjR8usruSozhdtMrS4w1BugR3upSUPVFhHlEj35DJFVhEYTxorYNNqcUSwIY0mSyMZ0ZCKpxwIdC1Qs0bFAJwIZSxLPItIO7VlULFAJ2ASkcZiwkUwo0gKbCGTgoayHtKAcEDuSuiGOksYAT80hYosXaBJpEdmG+bcUgqoDkQZwyEbCEi7X8MB0OQeyIcR3nsMAwk/IpNfpyd4lCIpkgiKpoEhi18hmBC5tqaY9amnNesZnNsgQeYOYIIPWafpVlpN+L//FGyAl9m4rdmv6cicCabUPaxWINyUApVKJO3fuUC6Xt7TxmtWL7/sf6digbqI15HYnA+9qtcrk5CT/+q//yp07d3j22Wc5cuSOdIg8AAAgAElEQVQITz31FF/5ylcYHx9ve11jDL/4i7/IP//zP3P8+HGef/55vvCFL3Dx4sVD+9nawUNDfHuhEzlDpVJhamqKOI7p6elhfHy8I0PXg1R8xhhef/11fN9vK5ev3SGV1uOa/qBNP9FKpcLExMSum+CdEN9OxxSLRa5du0YQBHx+/IXN8F2HoyhrfHttiePHUpSIKLg6FWuoWEvJOOqJR90qosQjiiShlcRRg/xMIohjTRQLiARRNkHWLU5FaKPQiURENGzKjCC6918RN8yvpQGRCLQDYUEYde9PQJrG95LQUC+VsF6NxFRw1qKlQnoa7Wk8T5DJhATpIkGmgu+V8VK1xh+/jvLqKD+m7kGofaIA5jyPSpCiFA+jM/2gfFIqw6AKGNNp/qufp093npjdrenLds+7kwSgWq1SLpfZ2Nhgbm6OKIqw1hIEAZ7n7Zm00C66SXzdlHjA3sMtzQr8i1/8Il/4whf40R/9Ud566y2Wl5e5dOlSx8nrr732GufOnePMmTMAfOlLX+Jb3/rWD4nvB412xvRrtRrT09NUq9VNA+mrV68eSADfLvE1Y4rCMOSJJ55oewO6nZ/3/uOiKGJycpK7d+9y7tw5jhw5sucNrFPia70RNLVNYRhy/vz5Bx4yBIJeMvQXPZ7iaPObDe80BWWqlEWdkkgokVB0MWULJWupOkctsVQM1BJH3UoK5Zha6KF8RxwrwljgEoFIJDIWqEQgY4G0Ep2ATATCgLIOD4MnEzQxWiQoGSN1RE4m6LBAPqfQfoLSMYgIRISWIVYlJMoRSUVNe9R9jZWaWGmc6McKjRABvtBklUde+ZzRaS74PjNvv8cLL7zQ1nu8H3SL+A6jZdiaGj4yMrL5/Zs3bxLHMWEYbklayGazW/a1OjGD/ihHErVjgF0qlTblTsPDw/z4j/94x+s2B+yaOH78OK+++mrH5zsoHhri2+uDu58PdjO5oWlz1nrDP2hCw36PbZJurVZjfHycJEk6egpTShFFUVvHGGNYXl5meXmZiYmJtuzVDtLqjON403zg3LlzDA0NdXQjDvDwUAxw79gWUgSgpetnsUwmN1hTJTJHJVUTEzpHxUFoEyIaaeQ1G2JcI1LICoO1BuUgtgIjBM6BRZI4gQGqQlAqhNRyGRQpEBkkAk/4SCQekpwWDDhNNorxqyH5Wg1TrSKlIJdLb7lxt94kZ9p+R/aHD0vF1w6a0UPNfUPY6qV5v1tK6yBNEAQ/MC/NDyKLb7/3i4+rhg8eIuI7CKIoYmZmhtXVVU6fPr1pc9aKbhNfq/i89eZ/kCGV/R7XKr7v6+tjZGSE48ePt7Vep1OkrT6mExMTH5h9k0QyIHpIJZpT6tj3yfEQcOn2JS48MrGtCfhuMMZQLpe37HE1hxFyuRzGGKIoOhQ5QCu6SXwfZOW0k5dmc+Kx+b429XA7TTxaaw/9Pd7tdR8mWvf49sJhZvGNjY0xNze3+fX8/PxmKO0PAg8N8e33g9v6IU+ShJs3b7K0tMTJkycZHx/f8YN60GiinXL1mq9heXl529SGbkxnNtGqRezv7+f555+nVqttuYD3i3aIzznH4uIiN27cANhWjtEJ2r157zUQ9UFDKfXAHldzGKFcLpMkCVeuXCGO481EgObN+yCej91sdXbrQWa/pLqXHq5UKjE3N0elUgEgm80ShiH9/f3EcXxg96X78WFqdR5mxff8888zNTXFzMwMY2NjfOMb3+Bv/uZvDuXcneChIb79oEleUkpmZ2dZWFjgxIkT+zKQPmgKe/OD1cRu4vNWHGQ6c7fjNjY2mJqaIpVK8fTTT28OkIRh2LH+bz/Hra+vMzk5ST6f57nnnuONN97o6EbQzTbahwmtcoC5uTmeeeaZLc4pO1Ux+Xx+3wMfH8WK76CkupMerlKpbMaYXb58uaPYod3QrrNKN89/mOJ1rTWvvPIKn/vc5zDG8LM/+7M89thjh3Lujl7PD2zlDyGUUty6dYulpSWOHTvGJz/5yX3fdA8jkw/2Jz7f6dhO12xFpVJhcnJyx8SGTqdB9yK+piRCCNGWBnI7bJc1eJDzfFTQfK27Oac0pTe3bt3a98DHR7Hi64afZnPfMJ1OMzo6Sm9v766xQ60V9/3WYTvhg2h17pf4DjuZ4fOf/zyf//znD+18B8FDQ3y7fcCaZNM0b37xxRfbfuo6aKszjuPN9l6r48leOCziC8OQ6elpyuUy4+PjW7Q9rTjINOh2zjit6+4liWhnrcMgrI8a8e0Fz/Me0G01Bz5KpdKWgY9WbVy3CKqbVXm3vTqb594tdqhZcTetw1r3Y5vv7f17hR+mENqPazIDPETEtx2ae0kzMzMMDg4yMjLC6OhoR62Ggwrgl5eXkVLuS3zeioN6brYaWJ85c4aLFy/uejM6iNVZ63Gte5f7Wbcd7ERY9XqdOI7JZDIfyzZoJz/TTgMfzX3D9fV1SqUSb7755pY0gMMwme6mLKDbbdS9yGM7Y+nW/dj19XVmZ2cfsGerVqtdbXW2m75+4sSJrr2WHyQeGuJr/YA2/SSvX79OX18fn/jEJwiCgKmpqQ80jLaZfN50re+k591pi1UIQblc5tVXX+XEiRP7liYctNXpnGN+fp7Z2VmOHz/eliRiv2jKIJponYhtDhI1hc35fH5zv+v+m3i3Kr5unfewznm/Nq5UKvHYY4/hnKNUKm1Wh82WXuu+4XZ+j7u93m62Oj9sbdTW/dgmtrNni+OYpaWlB1qlh0GI7aav/7Di+5hgdXWV6elpstnslqENOHi7cr/HNsXn1lrOnz9POp3mrbfe6njddio+5xx37txhZmYGay0vv/xyWx+oTludTaL97ne/y8DAwKHkEe62lnMOay23bt3i9u3bnD59mnPnzm22qZo+haVSibt3727xgmySoXPuY9Xq7BTN6klrva2NWPOmff/0YyshbneNddtPs5tau8N63dvZs2UyGQYHB7fN4NuuVdotgv+4pq/DQ0R8rdZejz/++LaO4wdJaNgP8dVqNa5fv/6AxZe1tmPLsnaE6Hfv3mVqaoq+vr7Nicl2nyI7+ZAVCgWmp6cxxvDcc89tedjoBoQQLC0tMTc3x+jo6OaAUOvvZzufwtZ9mbm5OYrFIkmSkCTJgd0+Pgh0Uxqw07m11jtOP5ZKJVZWVrhx48YDwand3DuEj24eX/Pc20lXWlvQhUKBhYWFze5F6/W507Ruuw9xP6z4PgbQWvP444/vetPdTU+3F3YbqIiiiBs3brC+vv6A48tex+6F/ezxNVuqQRDsKybpsFCr1ZicnCSOY06cOEGxWOyI9Nppz2xsbGy2NJ977rm2ROL378tsbGywtLTE0aNHHxj+yGazW27i3apePwxotyXZnH5snQhuFYo3b9rlchmlFPV6fYvE4jDIsJt7fN0eytnpwWone7bW7sX99myt7dKm4cV+8XHN4oOHiPig0ULoVkLDdrhffH7+/PlD/8DsRnxNl/UkSbb1tuwW4jjm+vXrrK+vMz4+ztDQEIVCgY2NjbbPtV9pQpNkkyShp6eHc+fOPUB6nQjYgQeGP1qHFFZXV7l58+amnqt5w9+rDfVRaqEeljTkfqF40wghk8ls23Ju3Tdst8LqZjUJ3auu23FWaWK77kWrPdvy8jLXr18nSZJNF6rm+7ubscEPK76HBAcNo23CWrspgN9NfH4Y2I74mp6ixWKR8fFxBgcHu7L2/Wj9uU+ePLmF6DudBt1rEKTVx7NJspcuXeqqnGGnDLl6vU6pVNrShvJ9f5MID2MScjd0k0y7JWfwfZ/BwcEt12hr/ND9UoDWfcPdquxuVnzdxGG1Ubeb1q1UKpvzDfcbG7RWhplMZnMLpV1bvb3w9a9/nT//8z/flH787u/+7g9E2/dQEV83M/mAzYnFpvi8XT1gJ0/WrcTXWmHu5CnaDbRajLXuqbXioDKI+89nrWV+fp65ubkHfDwPS8fXDlr1XK3WV2EYPjAJGYbhpu9pOw4qHzfsNNyyXfxQs8putvNaq+zDsmbbL7p5bXV7/zAIAoaHh7e1Z2sOKP3pn/4pr776KmEY8kd/9Ec888wzPPXUU4f2AP0rv/Ir/Pqv//qhnKtTPFTEtxc6JT7nHMvLy5vtr04mFne6we+F5tDG7Owsc3NzbUsEOm1jNY9bW1tjcnKSnp4enn/++R3New9CfK03mqYUZXp6miNHjmz7cHG/nKFTHIbsYLtA1UuXLtHf308URVscVFr3DDtp733UtIntXHs7SQF2smar1+ssLi4eehZft9FN4tupjXq/Pdsrr7xCrVbjx37sxxgaGuLv//7v+e3f/m1+67d+i8985jNdeW0fNH5IfC3opNXZlEfkcjl6e3s5depUR4MOzcqtnYveOcfq6iqrq6v09PS0XWE2SaWTva9SqcT09DRCCJ544oltp2TvX6vTVmfzuNYA2t2E/oelk+uW3k5KSW9v75ZBn9bkhdb23n5kAU18lPYN4eByhp1cU6Io4o033tj2waK1OvwwesB2O+tvv/cHKSWpVIovf/nLfPnLXz7U1/HKK6/wV3/1Vzz33HP84R/+4aG4NbWLh4r49hOWut+bR3NSslUecenSpQPrAPcbd7K6usrU1NTmh/ncuXNtr9kk23Y+aGEYUq/Xee+99zh//vy+L9qDVHzNANparcb58+f31BZ9FK3Gdkpe2E4W0Gontp3t1UcF3SIR3/fRWm9xHWk+WDR1ceVyGWvtA/uGe72X3ZRJNNHNwZkPIpnhs5/9LIuLiw98/3d+53f4hV/4Bb72ta8hhOBrX/sav/Zrv8Zf/uVfdrTOQfBQEd9h4H7xeevm8UEz+faj5SsWi0xOTqK15oknniCTyfCf//mfHa3ZFKPvp0Jt3T/0fZ+nn366LWu1ToivOeRw5coVJiYm9pX0Dh+uVudO2M95d5IFNPe6Wm2vUqkUURSxsrKyrzDVDwO6Wd3cj50eLGq12gPvZdNCbLuBpG4K47uNdrP4OiW+f/mXf9nXv/v5n/95fvInf7KjNQ6Kh4r4DnIjaBWf72Ti3E3nl2q1yvT0NGEYMjExcSiOCvshW2stCwsLWyzG3n777bYJod08voWFBW7duoVSiosXL7b18+5UuX9Y8vgOch22armaaO51vfXWW5RKJW7fvr1F2Nw6rfdhIsNuxh3tB1LKbd/LMAw3287NgaTm5GMQBJuuQB+VfcMmkiTZ95RmsVjsivzpzp07HD16FIBvfvObPP7444e+xn7wUBHfftCsFpoX9V7i81Z0o+Jr9ZlsShMO62axm+9m6xDJ0NDQlv3DToyx9/uaV1dXmZycpL+/nxdeeIFr1661tU5zrQ/zHt9ho7nX5XkeZ86c2fx+0wOy2SptauQ69dY8bHSLPA5CqEIIUqkUqVRqy0BSc/JxdXWVWq3GG2+8AfDAvuFBXH26fa21s8e3sbHRFQ3fb/zGb/D2228jhODUqVP82Z/92aGvsR88VMS3nw9DaxhtM3399OnT+xKft+ubud26TSRJwq1bt1hcXOT06dMPJK8fBnby3SwUCly7do10Or3tEEmn+3W7oVwuc+3aNZRSW9xlOiGfjwphHTbu/5l30sjd763Zmsl3kMGPTl5vt3L+DptQm5OPzSnqCxcubBGJt7r6pNPpB/YN9/Nzftiy+LpBfH/913996OfsBA8V8e0HzTDa5eVlHnnkkX2lr7cee9CKr7W1ODY21tb6na7ZRLVaZWpqijiOefTRRx8IoW3iMIkviiKmp6cplUrb5vF1stZhvb4PK4HGLiaxMaENSYgwzmIwFP11FqI5rHM4oRBSooVCIZFCoaUipQP6+vu2vM+tmXzNwY9WwXiSJMRxfOi2bN0kvm4RSCup7hTp1Nw3LBQKzM/PE0URvu9vGUjazsjggyC+drL4Pq4G1fBD4tuEc47bt2+zvr5OKpXqOIy2U69PpRRra2vcunVrR33aTri/PdvOmsaYLe3cpvvJfo47CIwx3Lp1izt37nDmzJkdxfadiNG3I6ymjVqhUNhiK7abk0q3iS8hoRCtUUvWieISSW2DKK4joho2rCHjGBXH+DZBmQRtDcIYpHNoB9KCJzVpByjB4xtlBiqTCAlSKJwUoDUoiZMCoyDxPEIlcMrHeT5Wa2LtY5XG9QRkBnzS2sfiU48da9UN1tNV/nPyDWTd0evntlQzB3H26Fars9vm17uRR6s1W6ufZuu+YWvbubVNKqXseghtO63O48ePd+21/KDxUBHfdh+Gpvj8+vXrDA4OMjo6ysjIyAcaRru2tsbNmzfRWrcdRAudyRKaWFxcZGpqqi0v0YNUVK0uL8eOHdvW5aUVnUxothJW0+FldnaWkydPcvToUarVKsVikeXl5c3BhVYybA6BHPTmabHcTe6yHq4QhuuY6gamWiUqLjJ56X+QCUP8SCAjQyZy+InDS8C3jrRxKOcQ1iIsOBw4B9aBkAhnQYAVAulcg9zW18gNGYQEJ0Tjv9oDJRBa4pREKIlTArRCeBKrFXgSpzTWUzhfEytF5CkSTxF7Piq/QX54hFApatRYSlaZNVBbNdi6JCUy9OkeRlP99OV69+2e0i1bsW7HHXVy7qaRwf1t51btZrFYJIoi3nvvvS2EeFiVdjutzlKp9LH16YSHjPjuR6v4vEk409PTH1gYbalUYnJyEiklp06dolartU168H3i2+8HpJnJNz8/T39//57kcz86Jb4kSXjttdfI5/O7urwcdK0m8TVjmAYHBzfdbKIoIp1Ob7kB7ZTNl8lkNp1BdnP/iIiYi1a4Gy4SVjcQ5Q1UvUSqXCVdDQnqCZnQEoQJ6dhgC0X6gxSeAxILiYHYggMRG5yzOAfC3CM7QFqLEwKcBQQIATiUlOAcTinURgmZeDghkFqBFAgsTivQEqEleBopBU4BWiKVAt/DaYHyNCiB72lygcKqBhHqYoEeJ4k9SeRpEqWIfZ8o7xH2SWrCUHYFrro5wjrEBYlnAnIyz4ge4FhmgGwm+wAZdqsy67YI/LCqsp3SQI4dO7YZSjszM7PFAL210m73vWvn4fggcoaPAh4q4mteKIVCgampKTzPeyCbT2vd1Uw+aEgjpqenqdVqTExM0NfXx9raGuVyuaN122k9NoXvTZeZZvZXt9aD76dERFHEs88+u8V2ai900m6M45iFhYUtYcPNEfQkSbZ4egohtnW3j+N4M+Lo1q1bVCoVpJTU85JiLiYUETKqkqkUyEYl8rWQI5WYdGzJhoasM6TjGBEbqCcQJxBZnLGUVzcQqRTCOJyTiCgCR4MAAWHvXavG4BBgLBhzj7A0mATnaYRJQOvGXpmnEIUaTlQAB7pBaMImoGXjayVxWoMCoUTjHLrRBpW+xnkalEPcI0p8jdQKr1oi0D4prbF+ozJMtCbxBLH2SHyPSCtipQh9RZSWhDKm6ta4Ze9yNXbYuxKVBPSSY0wOMJzu6yrxdTsvr1vnbu0+NMf+Ww3Qt5OrNMkwnU7vSWw/TF9v4KEiPuccb7/9NsYYJiYmttWpdDOMthkJsra2xrlz5xgaGtq8ELstfm9Wl0qpTYux27dv7zvEthX7rcJa44kmJiaoVqttZwG2U/HFccz09DTLy8uMjIxw4cIFnHObQ0PQmHS01m6mq7eGADvnUEpt5pbVsvBuLiE3VIVMiXStQF+5zNHFkHy9RrpSIZuEpJ1DG4tnBcoIZJRAZHDxvUouThqVXOKQUYQolJFeiHACkBDHIGSD4KwDB87zELUaBClktQJS4qRskFm5CtkMCCAJETjwNNQM0hRwgY8LfEQ1bBCdjSEVgKcRtg6+ByaGwMOlUwjpcJ5CKAXqHmlqhbxXCYpqDenXcEogPYXyNNprkKPVitj3SDyP2JMkWhF7ikh5RFpzRGvitKSeVUTKUjVFJm2Jy9Es9eGQhYXXGE7yHAv6D0USAN3d47PWdi2IeCdS3ckA/f5ORa1W2+L52pRadELUH+csPnjIiE8IwcTExK43X601tVqto/PvRF6tgxynTp3akiTQxEEGRnY7tl6vMz09TaVS4fz581su5p3kDHthLzKy1jI3N8f8/PyWeKLmce20ofazx9e63unTp8nlchhjMMZsElzrnl3rjaB57nKtwr+VVlkMy0TRBrm4QJ8p81i5xMm6x4ANyYkEWY8QUQxRhLAWF4Ep14lrEfVqHVOpQtL4YCkUnlDoxAAK6iEgkYUqBCkcEpIEvABRKeByPYhiCecFiEodYSyECTZIIddWIZ9vkCMCsbSCGxxs/JtaFef7iDDEpTKI1Q3o6wMpIIwbXdFqHdfXC8JBVENoAbUQYWhUfvUIfI3Agha4IIDEIiSIWojLRAhpcd69Fmqgcb6H0hoRJQQ6wvjyHgEqYhmSeJpY6cZeofYIlSSnFInSxFmPRROR7e9hzdZYjOqI6iJqwdKzDv06u2XftZ19rm63Og87qqeJdvbgYOccvlbT7uaEbjqdJooi1tbWyOVye24z/LDi+5ghm83uGU3UacV3PwG1OpDsNchx0Irv/mOTJGFmZoaVlRXOnj3LY489dmhkq5Tadnq1VfQ+PDz8wGRqp9KE3X5fKysrTE1NbZmEXVhYYGNjg2q1SiqV2vYm+P76Kq8XK2zUSmizQU4XGTMJn7IRR2Qdv7KBLRTJaR8/BqoxhDFECa4WI2ILoYEwQieNao9YgEzhlMOWKsTOEFVqVOIIjMMLY0SuBzaK2KE0uljA+QHEDhIa5OSnkUtL2FwP1GsN0upRuGwvcnYOe2QIpzXCCxBz87hjx8BLISplZKUC+R7I5JHzC7iR0cZkp4kaleKdJdzQEEiBq4UIT8PKXRgcBE9CPW4MwMQxIopxmWzj61qIqEWNFmk9QngSFylIJY0q0g8QKkFHEuUleJ6H0ZJYx8SeIok0sR8TKNkgQq2IlKYeVcgmaXJSE6U1UUYRH/EooCgkklSlSma1THBzBpOYLUG/TReV7Sq7D+Nwy37QztTlTtjJmq01of3WrVub1myt72frUFK5XN5RzvRxwENHfHvtGXme1zEBNS+aVgIYHBzcV0zRQSq+VuF86xTjiRMndo0o6nTN7QisadqdSqV2nEztlPi2e43lcpn3338fz/N45plnNvfxjDH09fVRKpW4du0a9XodKQNmyLCiFao3Qnll+mSVM9IwnK/Tp+pkw4ignmArRaqr66SsIKsDZDnC1WMIEwhjXGShHuEMuFoNUYtxTkBsIDYIIRHlCspLo2pV8DMIq7BaYl2dpFKlJn2YnaWayZNeuIXr7UM7UELA4CCubxC5topLZxCFAiI22L4+7NEx1NX3sCdP4nJZRDqHunIVc+ECLteHv7iMXFzCjo7CkRHE0iIMDuGwCCdw6Szy1k3ssTGEUrjIILwU8s4d7MAApLxGm1U0CkOxvga5/L19ykZFiBQQhwhfI6zBao1ILC5IIUxDbqGMRWqFUuAljf3AKBbEWqN9TRJ7aBWRq9fIRTVCqfGVJpKCRHoEUhGriLjX426vxJ5N02typOsBqTW2Dfpt3ef6qAy3bHfublSTUkqCICCTyTA+Pg5835qtaWbQjHT6h3/4B5aWlnDOceXKFS5evHigqdK//du/5etf/zpXr17ltdde47nnntv8u9/7vd/jL/7iL1BK8cd//Md87nOfO/DPul88dMS3Fw4aRpskCa+//jqZTKYtacJBW51JkrC8vLyZU/fSSy/t+fS4m2XZbmglsHq9zuTkJGEYPmDavdtx7azV+vtoFbw3W7f37+M553E3c5S5TIWiKmJkhQG5wkVVIF2r4Fer5JOYHiT5xDakA/WI6soaJI5+HaDjBFeuQhQjwqRBbKFB1MNG1Sd9RLEOysdVa4DAxQYXh4jQ4OI6olTF5TWiUoF0Fu0EWipiYUn1DaGMwZw6g7x2jSiXJzIGVyxh+vvRqTSp27cRPT0NMq1UQQjMxARq+jr2xCO4dArX24ecuYl9ZIz6kWHShXVEuYxzCQwNg7PIcgWKJdzYMezQMLKwgUulEDhcfz8u24Ooh4haGZfN4oKgMfXpZxEbaygEVCtg0+B5OD9ARCFYg/QMLokbbV8/1Ri4cRZhNUpLpE2QxiC1RJmExHoknkU7TSqOSYcRSibEnoevFJG0eEISK0WiEgKhiZ2hqmKms4r3M5oel+WEOcljtgcTxps376Y8xVqL53mbFc1h5vF9VEn1/jZqqzVba6TT6dOnefXVV3nzzTf5gz/4A65evYpSildeeYXnn3++7XUff/xx/u7v/o6vfOUrW77/3nvv8Y1vfIMrV65w+/ZtPvvZz27OIHwQeOiIbz+2Y50QX7lc7nhycT+vazeEYcjs7CwDAwNtkW2ne3xKKeI4ZmpqipWVFc6dO7ev5IROpQnWWqy1zM7OsrCwsCl4B+7t5TneX68wI0NWZJVYVRg6FjIoQk6ZkFwSko7qpKOYFJDSHl5koVIhLlWpFiuYeohKHL7wSJIaJBatAqhWG9UeCkplcAqiBGHNPSlCjCwUcble1MICdmgEsXwXF6TAWOTSNGbsEeTcHHZ4FFGLkLUarm8ArEOvr+MmJsh++zvY8XFsTw/OGJIoojY8TO7NNymfOoXp78cPQ1Lvv0/85JMokyDKZahWcMePIxJDankJNzqCCwJksY545xLm2WdxR0ZQNyYR1SpUytijIyAFamYK63mAwfX34ZRELc5iR45CuYobGsZm+3DlArJUaigr6mVczwDWC5DCQVhHBAGUCpCOIJ0FHFjAKoRWaBshjER5itgYlElQnk8qigmiGKkl0lms9lHKooVAOYVxFk9aYmHQUuIJTSRiqiS861W45Fbo12lOpPOcHzqJpHH9zc3NUavViOP4UIN+m9fbR3lidC8cOXKEz3/+8/z+7//+pr1Yc2imEzQ/p/fjW9/6Fl/60pcIgoDTp09z7tw5XnvtNT75yU92tE67eOiIby+0S3ytwyMTE0uibdwAACAASURBVBOEYdj25GKnaMoEKpUKw8PDXLhwoa3jO6kym/q4O3fuMD4+3lbae6cuLKVSie9+97uMjIxs7pPeKtV5q1RlSUdU/So9/XV6dcQJEZEzdVJJSDqOSUcRqTjGD+ukowQvjPGiBFEPqRUrJBslMsojlcph6wmmUiOp1qnWI0w1REURysvgRRFKNW72slzDKQ+xtg5InNDImRvY0ePIqWvYk2eRU1O43l6EVOhr72PPnUfNzVPu68MgUFHY2N+TEnnpHZJnn0XOzzdIpL8ff2OD1OQk9sUXyZZKWKUagyP9fbgb1ykPDUE6oO/2bYz2cEdHifr6yCzexqZOY9Mp5ImTiGoNUdjADo/i0hnk2jJiYR53ZBhz8gxCOKhUUPOzmJFRzNETIAVyYwUqJUhCbJDG9vYjagXwPeTGCi5I4fI94GXAJAjtNVqi8SpkcjhfgW0MUDg0CgcuxtMeggTpLEEc4cUhwnkIa4mtQ2gPqRpEGGNR1qKVRlmBUglaaBJhiTFEUlGQCW/YKm+4VYZtlkdtzybJHTt2bPM6OoygX/hoV3z7PXelUtny4N4amHxYWFhY4KWXXtr8+vjx4ywsLBz6Ojvhh8R3H/Z7c47jmBs3brC6urql4mk3ULYTtCY2TExMbBoPt4t2W51NQXg2m+XIkSNbgj73g3YrvlKpxPXr1wF47MlneCeE/3dpg7syRKfr9A6F9OqI4zIia0IyJiYVh6TjhCAMSSURfpTgRxFBnKDrCTIxxMUypY0CPpp+HSDCEIREVevo2OB7aajFjRu4ikkig61FVE2Ed3eZMNdPbmkGc+QY3t27iHxvYyJzaRH7yGnk9BTu9Fnk917HjRyFXA9u6hrro2Pk6nW8vn4IAsTKCq4ewtAQ+vJl4qefBiEQGxu4ahU7MoKYm8OeOoVIp0m/+l2wluTll/HCGurdd4nHxgiHBhB3l+i9cZ2Np59BCUHu2lVcXz92aBApHXJ9Dev74AWN89oYfe1dzMRFXE8/1sYI65DTV7GnJ7CDow09n41JFdcQWuBSAQQZSKrgeci787i+IZwSOC+DUAJ0GhFVEU7hrIW4Bpk84CHRjSpYAAJ8GzeIz9jGnqGzJDgkHhKJiB2JckjnkEohjEMph3IWJRwSixIGLSSRSFgSCfOyRDwUczRJ819JyPH9RJH9Bv02Taa3C/r9qFZ87UyMbmxstBVJtFvw7E/91E/t+zwfJB464juovscYw+zsLLdv3+bkyZOMj49veQI8KPHtZtzbunZrYsPdu3c7HlLZz3FNDaDWmqeeegpr7SYhtbvefogviiKmpqZYLFSZyZ3guov4p0qBTDakpzfkhIrIyJCsi8mYiHQSk05i/Ci+R3YRqTjBiw1eFOPXQ0TssLU6pbUNbJTQ46XQxjYmNRMBcQ1RLmN1FlFYAz8HUYwMYzwnEElCKoqgp5/0yjLR6AnUwhzl/mH8xduEmR5S9RBVmsUeGcb77newzz6PePddar192KFh+q2F0aOIJIa7y7hsHnX1fQDMy59C1aq4KMLlcuh3L+N6e4mffhpZq6HeehMzdAR3ZBAqZeTiHeyTj6PLJZQUCCkoXbhALvBxK8uEw6OE+SxqYZ7cwi2KzzyH52vSd2YRfb1Qr2MefRKnQM1M4kaOYn0Pe+IMSFDzjQrWKkWY68NPp1GrC1h5DFErYLM9uL5hhNao8iLW04hyCTswgvNzDUu0uAh+gKwVcaGAXB8CgVKy0Qo1EmUdljo6CcAZhE0QzjSqRSWROGJnEXgIpQgTi1AWQYP4JBKFRGBR0qEQRF7EfOD4v/QCPdbnSdfDRZdBsPVztVPQ707htPl8frOFut/EhXZwGFOdO6HdZIZ2XFv2GzzbirGxMebm5ja/np+fZ2xsrO3zdIqHjvg6RdPE+ubNmxw9enRHacJhCNHvv0CbFmMzMzPbyiIOIkvY7bgwDJmenqZcLm/RAFar1QMPxWwHay3vXr/F/zO/QXl4GHNqiMAvkRMlRgcisiIkIxIyLiKdRKSShJSJCOJGReebRqWnE4N/j/RUPYQwoVqqk5QKZL0UKtODKBUAv6FVK5VwToKViHodoQKccYhSAZfuQU5fww2ONiq0XA/kegk2VrFHH6F3YRZ7+hzpq1eIB4dRc3OIuysUzk2QffcdiidPkY4NQSpoDKKUSlAoQk8v+jv/jj1xsrFHF9Zw1iB8jf72v2FPn8GeOoUulxAzM9iLjyJWlsH3sHHckBYs3sEePYrzfbxrtxFjxxv7bsNDeGtr+Kk0olYj+cRzBID3/mWqI8eoAn1rt0lcBOkM9vgpZC6DWloAJTFDI5gTZxFaoxdv4gdphHSY0ZPg+8jyMiIKkesLmLGzmL5jDfG7M4g4QpQWcb2jOJ0B7QNRo0IMC0jtYd09UjMW6TQKBSZGCIOSPpgQ5yIE6caeqm447AgEQkoiY0EmCOkAhRAW7hGhQKNFjJMSKSOKwvD/2ZB/c5rTNsOn6KFnl9vedibTrROQt2/f5vr169s6pxw06LeddmS7aIdUP4hkhi984Qv8zM/8DL/6q7/K7du3mZqa4oUXXujqmq146IhvvybMzbZDc09renqa/v7+PT0mDyOTr/UCbQaz9vX17bj2QWQJ27V1jTHcvHmTxcVFzp49y8WLF7e8b516de50XJgYvnl9lW/fvUsymGbk6SP0pw15r4Zvq8SlNfR6TKAcWQk5KUhjGlVenOAnBj+O8ZMYP4zRsW3s44V16tWQWqFESml6/RQ4DeUyWAXOIe8uYrJHkKUCzs9CUsdZEOV10AHy+vu40RPId76HmXgKdWMSOzgKUYScv4nrHUR999+xTz+P/73XcMOjxH39BKUNwmc/Qa5UIs5oykKhZ2cgTvDjmGDqKuGnPomChnG0Bbkwj1y8Q/LpTyOUQpSKjX3EY8PIjVXcsVEIfLxv/y/c2HHM2XOI4gb6zdeonTlH0j+AnL0BQHL+QuPf3rqLGxlCFQu4x54khSW9uoxwgvjYceT6Mm7lDuWwHz+OiYfGCOpF/PUy7uhJbK6PKJ0mbaqIjVUIfGymt7HH1zuAsAlyaQE79AjOy+K8AGQ/CIeqLGHlEURSw/YM4TwPtIc0JaT0CEyIrK2jM/2gNM5KEgNOSDSSyNZQeLhEYp3BaYtzHp5SYCDCgQSBQopGFegAH4OTBiEb06YoRewsV0XCZVtmxAa8TC/jYn9DYK0TkDdv3uSpp54Ctgb9tnq83j9Es989wW7uHzb9PveDjY2NQyO+b37zm/zSL/0SKysr/MRP/ARPP/00//RP/8Rjjz3GT//0T3Px4kW01vzJn/zJBzbRCQ8h8e0HTQJqtvjS6fSm5+N+j+0ErQTWajHWGsy613EHwf2V5U5ZgIel/3uvFPPfFwu8U9og12MZfTJLPmXI6AoZGZEmJu1igv4AP5GoqIYKq8hanaReJzIGbR1CaLQzBMbgW4kKI5JKiXKxjmcdfZ4G4SPqVZwVjSovjKG0gc0OIKolXJAFk0CUNNpwiUWEG7j+I8jr72EvPIV+53uYR59FvvMWbnQMwhB5awr7zPPIq+8SPvkMZmkRkQrwTpzCr9dw+TxaCDKT13AjRxv7f0JS/vRnsOUSrlrHpFIMXL6E0x71z/4YOopheRnyOURUwQb9uOEeRLmMfvU/sOcmsGdPo65eQS7eYe3xJ/B6exm4/DZIRfzii4jCGvry9zAXHsOk03hLs7hyANrD9fXjjh0lKK6hbs+SPPMiOU+i5kooAd7iAsVzj2GjOvmNZRDDUL5LNP4EWlpkvYQoryOqBWy2FzNyCqEVcm0Rm04jS8uYkdOY/FGEEoh4A2EjZGEN2zOKvdcKtaKOUB4iqSJMgvJyGAdCpkBIPOGRIIiJkSicibEqRlgfLX0wkhgDEnD3nHmkQZOghA9YpKTxgCMU97YWWSbk/zYrpK3Pc2R5SWTQHRBON4J+u2W19oMKof3iF7/IF7/4xW3/7qtf/Spf/epXD2WddvFD4tsB77zzDlLKXQNZt8NBiE9rTaVSYWZmhmq1umlgvRcOg/jW19e5du0avb29e1a1B6n4qonlWyshr1bKLNfWSadCJsZT9KY1KV0jLSJ8YtIuISAmSAyBjQhMQmANWioCP8CTAh0ZRBiiKhVsFFKtxYRRgogbAvO0F5Cql7F+D6JaxuGBtYjSBk56CKEhjkA1pgoJY1wqjVhbhXQKV6siTB177ARydorkqRdQVy5hH38SMXsLclnskVEorbN+4XF0qUhw8iQqSDcGVAC5cBu5MId54ZPIq1ew587ijoyQKRQQ5RJucAj15uvEZ05RPzqGWF1Bzs5SOXWK3NwM4anTiFye4MplRKlI8ulPQyaDfP1VRLXC2ksvkxcO/c6buKEj2IuPom/NIGdvkrz4Mi6Txn/t37FjJ7B9fciohigXsSkfWVglfvYFZFhBXXsfM/44KpWCk6fJpzRqZorokbM4KUn0AHG5iLc2S2HoBFIL/Hw/urqBKoW43iFs7yjOTzc0gjZCFhaxfWNYvxenA2w636gEy4uQGcSPYyQeRmhQaRwG4UKU1Vhbwrg8ghS+CEisxCqLchprDU5UkSJAWoNAoaTDoQmsxrMWiWkI9xEI4Qgx6M3WqEMIRc1G/E9r+J9JhQsE/Dedp0cerOrQWtPf379n0K+19oGJ0m6inTbqxz2ZAR5C4tvtiaper3P9+nWKxSLnzp1re2oROk9hbz4prq2tceHChX3p4po4CNlaa3nrrbdwzm2aV++FTojvdmj4RjVgtu6QqUWkKHBqLKAvmyKtYnwRkybBJyJwCYFLSCUGz8T4ptHGDCx4cYiOInwLXhyjTYz2fJRQJLVVaklCoL2Gq0hpnUJowSyh0UjpCEp3IdWPXJrFDhxHVMtYnW74XPoBolrB9Q0g1lZx/YON/ThrsKfOIzfWMM++hFy6gz07AWFEWK9T7ekjj0P39wESee0KbnQMdeUdSBKSz/wIoljAPP10w3T6/fcbgvDBQeTsDMmnfwQRBGSvXUUUS9iL5+mJIpJHH8VIRf57/0mSzrDxwgsE1TK5N18n7OvFfeJZeksF5PvvYZ97AZcKkDcmEXeXST7744hyCfX6t3HHT2LPjeNdeh2XaezpCV9DXy8iiVHX3yd++gXwFN61N0lOP4oorJNceArnLP2z72EfGScjgPEnyUuHWpikPnyKpFKk2DuEF1bw6zEuqeObOjYvoX8MpzWqfBvre8j6BsbPY7OjWC2RKmlMl9aLOC8NqR6sSmEAhEIKSMwGUqSRzkMjsULihEQ6RSQslhiFILYxRsVAgLIJGofDkNCo8hSKEEso7n0tGxVihCPRjnes46044oTz+Ukvx5ja/tbYSTDxdknt1lqq1eqmjdjNmzepVCpcvnx5S6v0sJxc2t3ja5WCfBzx0BHfdmj1tTxz5sxmFlsnaDeFvdViLJVKcfbs2S0O7PtBJxVfUxJRq9W4ePHiFqPbvdBOO+bdcsJ/36gxR0ScqeFRZrDPp78nQ04bfFnHcyFpDL6L8UkIEoNvE1I2Qd0jt5RxeHGEl0R4CXiJRUZVtNPYah1TWAbVQ18ujaxVwPchVLieXogi4shCeYOq9cjOXmY99wiZpTlMzwh+pYRL5RFhvWHyXKs19q8qFVxvDyQOEcfYY48gKhXMkWGSao16tYTO9TGwugxSI1dWEKsrmGdfRF55Gzd+tiELiEJcOo2olFGvfgd74iRkB3G5HuzYGKJYRL32H9ixR7DjZyCTAQQ6iQjeu4ydOA+nTtH3zlvotVWKjz+Gy6QJZqYQhXUKn/gEnjOk33sH8nnMpz6NWF9BTV4l+cQLkM2i3/oPyOYwExeRxRXk8gr25DiysIp98hkUCfLq29ix07ieHlTxDsYMIO8uUB0cw+sfxL91CZNLo4p3sWMTeLk8OryLn0uj7t4hHDmHkVC3GlFYAhw2SCEyAwg0QSqLcBGyvIFL92NcCq0CrJagwJkSwliUl8EqhcFDSoUTGudq4HyEqYNLEOTQ+KSkR+IEiXT4ThOJBOsZpEhoPJpZGhkYggCJFI46BhwEQqGkoI6lMR7juGki/o9wnSPO4wtBlgv6cEJg74eUcjM9ARqE+vrrr3P27FnK5TKFQoH5+XmiKNq0ZWv+2W/QbyvaaXX+sOL7GKL1gml1A2n1taxUKgduV+6F1uT3psXY7OxsRy3Ldj4ErT/zqVOnyGQyW9oyh4XvFmP+caPOuozwvBoy3KAnHdOXlQz2aHxRJxD3KjuX4JHg2YTAJgTWopOoceO3NCJ/4jra0PgTh0hjELEj3FjBszGpzCDSCUS9jBMBcm0Omx+DqAbCw5ch+GmCaAM3cIKBu7cJ+x7BW79DJehHLS8QeVlSUQERZNBRBSUFSI0wFVwmj1hdJlEeycItdLlEfuQ4+vJrmNMTyMXbkESYz/xvUCxgnn0BlIecvQXGIKoV5MoSyUufbGbI4oxFvfs2olImefElhKegVkOsroBNEPUa5lOfIfE0/rf/FRBEP/pjZGsV5LuXcP0D2MdeJlMu471/hfL5iyQSgpvTpDbWKD3/SfwkxH/zO7ihUeyFi+h3vwdSYs4+CoFGrdWwWiFvXMU8+Txoiff+9zDHTlOrlGFwmFQui55/H5sbxGoPBgZwWqIWrmLzQ1jncEfPoLUguDuDGT6HCA124BguLmBJcJUl6kji0OHS+UaLUia4qIiUojHpme7FSYEVMdbVENbD2TJSDKJUFoQmkgYrFAJLRBHlMmAFntNYJXFI/FAgA4iFQTlJLGJiEsBDOI2HREhH5CyeaEhBNI4armG35iQrJub/rBbpcR7/eyrFC4Hf9bij5gN3JpPZfPh1zm0ZollcXKRer2/m9rVOlO42GNNOq/PjnswADyHxNXH79m1mZmYYHR19IEWgm5l80JiaunbtGtlsdovF2EEmQvdCK9G2OqDMz88fqn7o3wsR/6NYp6BCUhmDCtdRNmJkJMCzFt9FZCV4NsEXCSksPgnaxugkIuUkXhIiTUTKCnRikHEFz+rG/4dlpPUJSzX8WpF0kMW3Pg6BiEMwAlmYw2aHEfUSTmVAGDAGlMKhEFEF1zNIsHoT23OMvuWbmLEL5OavE/aNohbniVRAHEV45SLRwDFyV9+mfPQ02RvX8LSHO3oSOfM+5rkXG84o4xO4bC+iXATnEMV11NRVzKlziGIZhvpJnnoSUSojbl7HjZ1EXbsMfX0kL38KUdxAvncZ+8gpIMQdG8MKRby2SHr+FsnxMdyjj6Pfv4xcWiR56hOQyyJnb6JWlzGf+REySdJos2azxM+9gFdYJ5i9zsbpCZJ0ioG3v4NNpQnHHyeorCPvLGNPTTSGfMYv8P+z9x4xkmf5nd/nmb8JH+ldVWWWyXLdVT3d1ZyZHpIrcqmVsAIWonaAhS667YkHYW86COBFFJbCAtJNGgI6aAUIIiCRWEhcLAiIFEiNN90z7crbrKxKHxn27957Px1iqrfH1LSpHu4sm99jIl+8iMxAfONnvt+vUgF9622K2RUGtQbzvQfI3BnU8AiZW0bmF4nu/4gwtwb5CL+0jtQaRLvv4+ZPo/qHVEvnIUmw5R6Egmi4i1s8j4o0kTXUix1c0kLKHsfSIi8UXgcMA8IkgClQyTzGNnE6BlUjKMH7HqgWWgKRTREiYiKC0lTkU/N5cio8WoQ4aKwylErhUMRoKuXJ1VQTGCQgQSNK0BgibVAyFcgXhOncEBj7in85DvzxsOA/SS0zf8NyA6UUSZKQJAnz8/Mf/Lyq/q1H6YeDkj9Mhh+2ZfskG6N/E3KGf9f43BGfiPD973+fRqPx3CWOT9qu/OmzzyO+ZxZj3nsuX778MwPtZx6YnzX6/T43b96kXq9z7dq1n5gbfFqj6p/GNwcl/7qfMVAVad0TVwN8MWahm9KsN0i1Q4qKkA/RRURqFYlA7B2WktgLkQhxlaGDJwqCrUqMr6abmmWJKsf4EvLxMR1dkbbmsdkxYlrTMNeqhOCmG5zlBFSM+GqaORfXUJMhtDpICKiyRLpL6P0HhNVz2Ltv4jeukN54i7B4isbRAZQ5/sQ6rfs3ODp1ltbBDpOlFVxcwxKQq18kcQ7dbEG9gfnhd5B6a7qy//Qx7te+jHIOmZ9HbIR56zuoLMO/+kXUwS7h2uuEpIb90XdQ2QT/yjXwnjDTxveP4fiQ2Dvcl34dkoToW/8vohTud/4j1KiP/tF3kc4s/ktvTOd5t97FX3kNqdWItu6hjvZxv/HbtEZ9zM238bOLTDbOUb/3NsFE9OdX0a6gUQ3xukt87116a2eJWnUWHl9Hltan4bfzi1Pd3ZPbSK1J6Mxhyh5iNaq3haQdqDUhDiirsIe38a1lRDzV4lkUBXrUIzSXCV4jSYsqAipomWOkvorzfSamTomhKjLwE1zeRsXZVByftBEV43RGoAQRgq8wdKiZOkEsYxwai5iC3EyISAGNDYbpUovGiqFQUKiAUhr0lC4JUw2g8UJkNEoUWkCjiQjkHv545KgaS/zno5L/uBGhP8Pq75Nq+KIo+pksPufcB0s029vbjEYjYBrFVpYl/X7/YwX9/m0PoYXPIfEppXjttdd+4befj9uufN7Znya+Z/O0fr/P5ubmT6w/fxjGGPI8/1T3/jxkWcatW7eoquq526kvuhH6o7HjT3o5RxQkNU8SxrhsSKdp6baaRNaTqoIUj04FlMG4nHJc4EOJ14GGtigFmgqLxQZBl2OMRNigMFWGL0uKUU6qImbrEXFlUJMDxHanXpHeIVEN3X+ExE3UeEBIumgXEG3A+6lkIc+hMwvjDFyFrF9GDY5wl7+E3n2Ev3wN3TsgrKzhVEQ56OMuvkZLAmphiRQNgz6VsthHtzHDY4arp+ncfpuiOwe1FrpWx5/ZRA8H6Mf3CRubmHe+C3GE+/I/QGUTpFYDa4je/DqS1nBv/APUcIi6eZtsbpFk3EOdPoPYGD08Qr93j3DqFGHzIua9N1H9Y/yVLyDtFubmuzAc4H7jt1BFhnn/B9Ds4H/9t9CPH6B3H+Nefg1aLVrvfJvQnUedOEOnHKD6B2QLa+jdx/TWNtAGmo+vU3SX8N156ru3CMk6qn+INLvIwgp26x2kswhVjswsIfUGdu8W0llGZwP8wtkpUR/dxNfOYAa7VHNnp+1R04LyGBtyDDG+eRJvI0J5TByDrsakySKVbVGZmFwUjgpfjKgyQ1ARIa4hMbjEgvJkYUSsW+jgiFQKTpFKjaAMhfpxuj0VuRLikBBhaQRDQDFGiEUTlGKsPF4LRsCbgMNMNYJiSEXACEdW8Sf9gn/Td/xOM+Ifte1nQoCfhV2Ztfa5tmy9Xo/d3V3u3r2L9556vf4T1eGHC4DBYPBLGX/8KuFzR3wwfYP8oirnRTL5Pkx8H05e/7DF2Mc5+2nwzO7MOce9e/c4ODhgc3PzJ2JHfhqfNqFhB8t/+3jAU/HEiSNVBUVxTDOBlaUGqQ1YU2GpftzO9Bgq4kRTi2qY1KC8IakCqizw5ZiiCPjKEeucmtQJqgQ3Zjx2xL6gXe8QicfmI3AlWiVIqEDUNCZo0iN01zBPbxDaJzGHj/Gt5encTycQAlgNQUGaIjRRVYFfOIHOJoSVDSgL/Mw846xCTYYkC0vUj3vTxRdlMQ9v489dIb39DigIV1+jNexTvf4VQuWQXo+8qmi+/R2MqxhuvkR6vIO/+iqq2cHceBvdO8R/4UvoB7fxr30RabYwb30bVeQcr5+nlsTohTkY9dHHe+Ac/vU3kMhiv/9XiI1wf+8/RB3tYX/0baTVxf3Gb2O27qJ3t/EXryKdLubGm1BVuK/8Nqq3i3n/O4QTG/jlk9h7P0IabfKZJUpX0Ficpdtqox++T3X2Ct4YGo/fZtheQQbHSKeDjSPSJzeQpEHoLqCrAaJB9x5P5QrNWXR5CAb04T2kNocYS5g7gbEBPXyAb28QimOOVINa3SEhh+IYTJ0QBKkt43RFoEBJSao1ziT4eAajA5U4CnLw4IqCrHA4a3BRSVH3GGUgcpQqI5E6jRAhyjJWAS0aUTBUxVQWIVPDMyOKIKDF4JRmJGFaO2pFSSBD0GiCAWMDxgoTF/hXxyV/cez5+y3LfzpjXmj+98vy6Xy2RBPHMRcuXACmnxPPNkqPjo4+sGX7+te/ztOnT3HOcXBwwMmTJz/1a3peDt+DBw+4dOnSB8/ly1/+Ml/72tc+mxf7CfC5JL6PwouksD87u729zYMHDz4yef3DeNFMvqqq2NnZYWtr6yNDaD/tnX0X+JcHOV+vzbMcFcSmoiqGWFOxOpdSizWxdhhdkYgnVo5IeSI8cRCsBLRU2BCIBaxymEgRmSaxdYifEFVtyEvK8YAqdyQ6B2lQljkmlIhOsPkeIV1GVSVBp+hQIEkHPTogLFxAb79HmFnH7NwmtNfQR08gqSNiUUVGqM+h+08J7WXM4WNCrY3a3yVMJmQ6pXu0jdu4grn9JtQaSGMWs/MQ/4Uvoo72CZevIvUf6wObTczBU6Inj/BnL1N7dAdZnKc6c5FoOMBnMUVV0vnBXyNK0b/6OpGviObmpxZlb/5/+ChmcvUrNMsCc/NdwsnTKFURNk7DeIwqh5jbtwnnLxMWljBvfxvlHP7qa0ijiX37OyCB6it/Hz3Yx773HUJ7hnDxFcz170/btpdeQ+o1opvfpVpaZ1J5bGrohGk1rLdv46++gckHxNs38MtnqbVn0P0tXL2GPn5CldQZNeeY3b9OXptHVyXU2+j2LNHRLaS1BPmQMHcKSWrY3g1C9wx6tEvZOUO/KkmNp91I0EUfn87hogbeWKrqKZolKHrodBWnDd5AyTHGG6owJLLzKJ0icUyhB7TqLYaMMB58qSidI3goVEmpoUgCNRoEG4glQaNoSUxAc6wcFYpYCwNKrDJEIaamIFGKXAIBQ1NpJgomKhAiBVYoxeOD5sjDn/aEP+952seRzAAAIABJREFU/mHH8o/m9Kcii79J8+tngvpGo8Hy8jIwJcOFhQW+8Y1v8Jd/+Zf83u/9HltbWywtLfGHf/iHvPbaa5/ozufl8AGcPXuWH/7why/2ol4Qn0vi+2Vl8gEcHR190Gf/KCH4Z3mv957vfe97LCws/Myyzi/Cx53xBRH+5LDgL8c5yjoaDUeo+rgyozuT0Kk1SLVHqRKrp1VeqgKCQ1NRCxqNg5CRSIQRwYcJqcTo4NHBoYJgXUBKT5mPaUeWKAokagFxU7F6Xml08ZSxb9Lpb5HZJWIGiG1hQkGoz6Emx/i1l9GHDwnLm+ind5BGF8YTdJUj9QXs0/fwq5ex936AXzyN3rlPkIBrztM+fIy7+Brm6UPCmQsQ1yAIbuUkjEdQqyG1GvadbxK68yCgjvfx196AqiRc/gISJ9i3v0vkKvxL10ge3MZfvYZvdmjefBtzfET/7GXS7Tv0T19A15t0b76FCh5/5QsQxcjAona3oNkE0fgrr0Nkse9+C5mdo1q/gDnYxjx8n7C4hD9zEfvet1Flib/4BaTVxL7/TaTewl96FT3cQ9+9wWhtE+c8rZqDJILCoXyOv3AFNdrHHGzhzrwCtRTz+B3C6kXs8VPC2jms1czt3EBai5haBzFhujxycJdCRWTOUosrCJ64fx9J5wjGkqUdsmxEh0Okc5pKCqruGaowRLwACUbFBBPj4wVEK0q/R8QC2oPYGEwHp2FCj1i6GF+BhrqdwVmFViVWKezIE9U1popRhZD7kmHkAI9RJXmkqUtKQ8cEDJVAIgaFZqgqKqVJjMIpAYFYK7RoLDDQgiOA1kQWJiKUQRi7wP+yW/Kne4b/YtHyO/OfzAnm33Uyg1KK06dPs7GxwR/90R/xZ3/2ZwDs7Ox8KmnX83L4flXwuSS+j8KnIaDhcMjNmzeJooharfaJs/Hg01V8z+4ty5KrV69+Ij0efLxW51tjx/92kDFQjijxKBmT2IxGLaXVahIZIdUeq0uUcsR4YgSlpvZRtQBGKkQK6hh0cPiQ0QgxhAqDEAVNVe6TD6cfOt1GDSMKnWVgFJEGkzTQaoxNTlDv38Mlq9SHjxmaBcz4KblPSPAomxJXGTK7Pp05rV1CjQcQNxE0Kh/izryGPt6lOPsq7mgPv7BKWmsTh0C1fGra+lxdR0yM3tueJinc+N50+eT0S9g7bxFOnkKaXTARYWMTdbSH3rpPOH8Ve/27SCPBXfp1VDYhzC9AHBO//Q1EKQavfpEwmaDbHTrzM9hbP8TNzjBY3iDq7dPa36boLiALC+haE7v9AObn0du38C9fQwD78F0Qwb/8OhJZove+gTS7uPUL6P4u5tZ1wqnN6TLK9vsEHXG8dJq00aBz/IiwsInevU9YOwta0Ec7qOER7vIb6MFT1OPbhLWL01ne/ALKgN65gTTnCQsniQ+uE2ZOEU96SGce1V2iu/8upVmB7IihbZNLzPzoLpVdpK0nuNYZfJoS8h5IE5MfElpnKCNN0A2c28OoDi70SeMVKhvhI4/XGYqASKCmZ6mwYJrkqoDgKAmk1Cm0YeI9aEsUGwqdUZcGRglIjHNQOUfmSo5tTlQZxFgqZWmS0FZTMhyLMAHqGkbBUWiF0UKkoGYEEciDoAykIgw9jLUm98J/v+X4nx9q/tlpzZdmPx4B/qpk8f307z6rCD9L3L9/n1dffZV2u80f/MEf8Ju/+Zuf+R0fhb8jvp+DT0J8eZ5z+/ZtsizjwoULdDodvvnNb/7S7y2Kgtu3bzOZTLhw4QIPHz4kij652PYXkW2v8nxtN+euc9jYYcgpswGNmiapa5pNS00HIu0RVWEJxAhaeSyBSMI0M42AwqNDwIhC4YhlWmVqASrPoDggzi2NRkyqNSZomDzGRDNIOQDdnc6DTI1QDpHmKeL+A0L7JN2jW7j2ORr9J5TpAkz6FMEShkO8KAyOSEdomxKFkpCuofIRo6iJGw5o1Bsk9Q764AlS72LvvjnV2c2tYZ68g185h965D90W/sRFVJHhXp46yeutu9P09f0nqDLHvXINPRnhr/waIUqw73wXVZX4l66hn9wjv3SVgSjmHt/ElAX+pddR/YOphk5g5s7bKO+orl5DjMXeu47a22KwcgpVZsTNGXAF6f5Dwqlz4AMqTNAPHuAvvIIYi9m5CdrgL7w6nQs++CGj7iqI0J5vowf7hLVzU9I7eQaMQW/fgDjFXf0Kdvs9EE84cXkaPFvsEeIT6J0bhLXLSJJg997Bz2z8mBTXQGvswXWksYhJ6pA00aVnvtrFJwtEUY2hSanKjHq5xUTPo8IxoX4SURPElSjbRqGQqEWBwhghLx+TxEtkfkIUzzPWE4yCjCNqdHEUxLqN01NHz74aoIzFS4EKNZrSJChDqSucqoijGNFCxzeoYwlWcew9mXhGZcGxyolKhcbSIMJq8CpCiybD07eKlhKCCeRBiMRgNdjI0NYwzIUx0A/Cf3dLmFWef3ZB83L3F3eZfhXS12G62PJxs/g+TQ7fysoKjx49Ym5ujh/84Af87u/+Lu+9994nyv/7LPC5JL6PanV+nB79hxdIPhxE+wy/KFfvefg4Or5nyQm7u7sfuLx8OAD3k+J5rc5/dVjyb/o5wXhs7CiKATVTsTTXwMSQZzk15YmN4FVJU0ONgFMVEdP5nVc/FqALVJLTIUZLoJQhKQ0IFeV4gq8yWpEhbaREosErgh8RRYv44V2SZB2pjkF3EF+gTAPvJtBaR0928bMXsPs38J2zpHs38J11koOHSNKBLINiTBnPkRze5bi2ykz/OkPboZ6PML4kLJzBbP0Qv3QW/fQ2pJawfBY1GeKuvIEqC0Lj5enW6ONbU7Prxix67xFh8STKVYTTm1Md3+E+auchcvZlolvfRZoJ7uIbhPGIykSUSlh8chNJY9xrv4UaD1CDA6Qzg9m+iZw+h290MTsPiXp7SKODP/carYNdzPY9is2rSD5itHASu78NjRpECaycwRhNtH+bcOIcZGOIFOzfp7d4hqabYJp1RCuIElTen2oGxWO2buBPXEBabezWW5C28PPr6DBBTQ4I3VX0wT386VdRbozdu4OfPY3ENbQvEK3QvftIY+rXaQa3OHaztPSE0FrBNWZhfJe0vk46fkJobmBtgqt2qHyJdfuMwzwudqikiar20CbF+zFxskKlEwqVEamSEMZEJiHVMwSdkKsxRnlyGRLGhtjGpI0uA1WSa0+lKhyamo+pmMoaIKIEDvWEukqwBro+JjIxkYBEmgNf4dzULKEXCuJcUF7TCZYIy7FEVDJdgDlSQlCBmgYbQRMzNccuA5nT/Iu3YdEI/+VVxcnnWHI65z61W9RH4Zfl2vJpcvieaRIBrl27xtmzZ7l169YHyy9/U/hcEt+LIITA1tYWW1tbrK+v/9wFkufl6n0UlFLPnbd9OA9wbW3tZ+59kcSED597XAT+hycTeuKJI0/hhugsZ6aT0KmnYByRroisYjzp4ayiEWkkAm8VCYLF43CkojDiyCSnI1OD6EKGNEODvBjhhwWNOKZeg1iaiM9Q1BGp0CrFhz5x7STV+CFJvIqUByg7S5AMY+oIBb6+ii6GuMUr6NEufukyurc1XbfPM5QqCXOnSA/uUa5coLt7i0lnkZp3SNxkEHUx+ZB86TyJOPTqJjquE2cjpNZA7z5ADw7w61ewd7473V5cXUe5Cnf1DfAOvf90+j+4+ybKO/zLr8JkiL/8Gt7ERO9/B4tQnLlKc3SEf+l1QhQTvf8tAPz5acxNOLUJRYbZuwvi8Ve+iBiNvfl9ANyX/gNsNkI/fUo8s4BsnCKYBPvgfSYnzkN2zGRmjdreFq47Q5WPSGst2olGNepTsn70PuHURYgj1OE2enSEu/xlVHaE3X6bMLtK6C5heveQWpdQ70IoCKfOo4oeZvAEv3QJSWLM8R3CzBl07z5+8TxBCXH/OiO7SMt6ys4GYoDhTVTjJL4aU81s4An44iG2dgpV9fHNC8SMMKFAqFOFklHZpEoLpBqj0j0sM1S2IImXGekclKOioEaNSTbGuwTVSjCRYcyERGIK5WnSYqwCXml6OmfGG7wu0FXEnKR4MeQERjhaGPra0SVhgRivNIXVjJzQiA0HeYFzitQXhDzHVFBKhJGYSEeMAoy9oaGntmgeQ1cLbRM4dpp//j3YSBX/9FVh9qeCXn5VWp2/bA3f/v4+s7OzGGO4d+8et2/f5syZM7+0+56HzyXxfdxK7MNVm4iwu7vLvXv3WFxc5Mtf/vJzie3n5eq9yPP6ZWbyPTsnIvyvuwV/MSwxNiAypj8ZM9OO6TRbaBtAV9S1oDRI09JSbVQoKGSCFJ5sUpJZR0M0NaPwBpQRahi0MDUUdp5ecUDDJbTbHQwFceiSF49o6VW8G5OoGkGVWNPAhRFxbQWXPSYxi4TxXWxyCsoewXQxYUyIW+gqJzQWUK7Cz21MbcLqnhA0VAXHcxeQYkJt7WVirVGuRHRKc3SEpHPURgP0cI+sdZLaox+Sx210qIirMeMzV4jLMXLhVbApqrcHrkDvP0APDvHLZ9DDI8LGBaTRRR08QT99SH7yIrVH7+JmZ+D0y9hBb1rdzS4S3X+TsHqCsHxmSq7724SlU5AawvwmqneAqgaY7UeEjU38zAr29ndR3uPPXUbqDczD6+gyx7/8Omnw6P42cV0zWVwmoOn0HjGc3yDXkGRj0t77TE6/TKQC0c4NiGKql34du/M+VDl+7SUkTbB77+Pnz04zCbvzoAJqtI/K+7hTr6HzfXT/mDBzBjXZxy9vUuYj6uUOZW2NqNakUMNpcTW8j9RXqZImldtDKUEmW5j6SaooxpkERUGoesTJCUpr0aaFCX1iXcOjcDJHGQyZHiLDHlLPMWUHbw3j0lHMVnSZ50gP6IY5lFagIgZmgAmegR7RCS26IcEQkQhkFipxVHhSsWhvMUGTEFEIDKgAQ4KmpqCGpR00Xml8mlJYoSuGQeUpc0jLgijzNB2UIWIcYuJgKVXEYw8NEVoKbvSF3/8LzVeW4R+/IqQ/nk78qrQ6+/3+Z9J2fF4O31//9V/z+7//+0RRhNaar33ta594L+GzwOeS+D4OPly19Xo9bt269TMWY8/Di+rxnmE8HnPz5k2UUly9evUXJie8CPE9zDz/4s6EHoFYF0yyAUnDsDLbohGB0xVKe2oatHZUpmJGaazyTEzFPDVsLEyUYtbX8b4EV+KyktxO8BNDZRQ65GhxNOOUWlJHicf4hEKOaZhl8mKLplmlChMSnpFfk4qMJD1BlT0lrp8gDO+iahvY4xtIfR3Tu01I59HFGESBraGyPqG2hPQeMAwNOtUhyiQwydCjA/zCBaLttwiNeXSRofIB/tRlageP8KcvE2mLBCETjTneQ/X3GdUD3eN3qeL6dP0/rhFOfnkqhC8noA3m/nQzs7dxESsed/YK6Ah78zsAuItfQPkKf/olEMHcn1aJ7vLrKGPQD6+jxsfI7BISxfhTlyBOiO5+F2nPUK2cwxw+wuxNXVTc5WvYR9dRkz6T+VNkUcLM4Am6zHEvfYlGOUFv34QoJrtwjXj/AVExYNBcpqo3mdt+Ex/VcauXseSY3mP88iXUYBeZXZg6thw9BGtxG69jD6+DiQndDTDgm22yUY92OKKaOU+VRjDegsZJGD7Az1zA6UDIHmDq61TZU+icp1QllXtKFK9QFtuY1jnGjAnkKEmACmMWyXWO1Sk+HNDRs+RNB2qGXjTCK4dKDTZXDMohJqkzsCVF4kipkYpCBLphhkLBRDlEcgwaj6MrDSYCHs2eKVhUEbmqaPmYBR9TiiIPir54Ign0jCcWRUcJK1qjvGKCJYoU1hoODLRFk1RCswjovKTKckwOiOGoSrDOEKzlzx9o/uq24Z9cDfz2ZfmlV3wfd7v8s/LpfF4O31e/+lW++tWvvvDjvyj+jvieA2stg8GAhw8fIiK89NJLHzipf5yzL+KGUpYld+7cYTAYcOHChY/lovBpie//Gkb8331Do1UQqiE+DnRm6zRTjTWeoP20QtABpaezjDqg1XR+0sKiECpV0ZSpH2LNGmKd0k8mLPpZsjAmTDJiE0GaUQzB6UOSkOAN1FRCwYgkWmBSbNPQC1S+T6xbU/LTdZwU2Po6lRtgOxdhso10N7HHd/HtBezkCIxCVB0zfkxRXyfp32RcW2BmvAdphNgGanyAO3l1GpZ68jIEEIFga+hsSGgvgAL95Dph4Qzp4UNUcPgzL9E+3sGdvYrDwuAAl02wT24QVxMmnVWi4ojJ8ga5WGYm+9hRD3/qMvrpTcLGeUJ7Af30Hvp4D792Dj06JJx5CQlgDh+hJgOk0cWf2JymKzy5jd/8Aqq/g998BbICe3Brusm5+SpiDNGD7yMmYn/1Im0/YG6wg6QNqgvXsI/fQZU5fm0Tmh3qj3+EmAh39hrN/AA92KKY36AUQ5o/pVARPupiJseYVgulIT64iZ87jTS7RIfvEmqzSNxFYkWVDwkh0KZPtvIFQrkPkyE0TiLFAdXcJiFkSLaLrp+iwuHaK6AKfLlDnJykUhCaJyhliJchsV2i1AFt1ujLATFNqjCezvRsgyH7yGiIahXMqiUKo0FF7DV6NCpD30yIhjEDPyEYS681oulSBpFnTpoUaLRE7OkMowK7Omch1JkTQySapqSMRbA60CMwq2PalVAOxtTEoNOYkQgHwTGvLIUSGsqQIKwYjXh4GhSliujUEw40tGuKhgc99khWUmQ55URTec3//i3Ln3zD8FunU06d+uWlr3/c+eHnIZkBPqfE91GtzrIsGY/HXL9+nYsXLz7XYux5+LQVXwiBsiz53ve+x+nTp7l06dLHbst+Up/P/TLw39zPeZAplJpQFEKzmzJbt8TWUeqKVAuJDlTaE2khUkJpPLECpQJeVSTyjPgKYjFEgBGhUCVpqTnKjmjphGZnhsCEml9i1NymI0uU1QgKxdDnmDJQ2hGpbzKRXerSpSwekto1nB8QmQ7eZ5ioQ3AFNE6AK6jmL2LKnDJpYTyIK+hLHVNlyMJLpKEitGcRMShX4FvL6HKI/Fibpw8fEGbXsdvT9PLQXsUcPsCfOIvynnDyAiFqoodHEDxKKmq7N5BaG+nWQLeomguE/jEyPgSTMDt5ghZPf/1lYqOIZpZRUYzZfvvH1d2voQgwPkQN91EqII0GYe0ciMM+nIp73Su/jirGqKyPNDpo6RPWzqF6+6BKzP5DhvOncWjmsydTQly/gkQx0eM3kaSJW72ELg7Ru+8Sls7g4ya2f2+69blyCaMUzeEjwtwGtf42bnaBICUqHxAP99hvn6HmM5q9GxT1FYhrqNBnksU0lENHivHcK8joPgqgfpLKKHyzCyFDij1onCGPDJU/wqgurtxG186RG0clQyxNvDsiSc8wMhWiIMgADWhVo7QQRNOXJ9i8gWopYnOCoS6pKLDKk4jBmpiWqeHbiqEe0fYNcj1C52ALOAxjhg2hWcSYGgTnWdYNSjQZwkhVRGLwyjMbaliJyLKSPfHM11MwlsoH5iQmDYoQFC4IE4GCwL4IC1ozZzWBgHOKelDEougHRYZhoanQFtqpouEFxh41dvzlj+b51o8C//DXbnD2RPRCEUQ/jU9STfb7fZaWll7ovn8f8Lkkvufh2cbkzs4OtVqNs2fPfqr+8yclvmfzw7t376KU4tq1ax/ZTv1pfBKfz//nsOJ/elyShwnGD4kSTWO2yUyiiIxnojwdIyQ2TFs/BhItjFXJHJoY4UBNWJMECJSqpBUSSnJaRFS+Iq9GGBEajZSUlIAn9ikT1aelF+i7p8zZRZwu6NBFQoV1DldNoOySSQ8pm8AjqGahuI2xa6jiPkSL6OKIoGJsUASXY2ybarLLqEzoMkYnNVS2i8oHhMYatncP317HHt8FINSXMccP8Evr6PEhsnSKUJtDuQJXvwJFgR48QpLGlESAsHwBPdjFn7mK2ATV30OyMbJ7h2Y1xi2vUbcxLK9SVRWtg3toVzJuLqKqPuXcKUwQ6nt3MOWE0JpH5lehKNH7D4AMdfQIv3EJSTuYe99HIbj1S6gkgZ0+eu8uYWWdwgvEHaJaTHMyFZczHoENmKNb+BMvQVVgsu0PSE4U2P49wvwGatiDJJr+HWdOoo/uEVYvoTXYwwegI9yp15k/vgW+Im9tkItQc7scywxdjhglS4S0QTy6jbJ1QrJEEQVEKpR4KA/xncvk4QC8w0QzuOoAaV1g7A7AV1g7TykjVP0cx3KAFoOmRkARR2sc8RRbNsnUhFQ3iRqz9MwAwTOmT1fmKJQiVS12TI+utBmojBnfxCtLkxkGjYqYmEBgKURUVuPywFNTEE9yxpGiVVnQllhZMq0Yes+WH9MVzXJSI5WY2GkOwlTf90gqllVEbIWGN5hg8EohXvHECalorBImSuhqqAXNTALaQa/UhKAwaMZi6TRA+4pm1Obb73W5ey/nN7/49IMIoiiKfiaC6JOQ4SfZNxgOh2xubn7sx/73FZ9L4vvpN42IsL29zcOHD1ldXeWNN97gzp07L2Qf9nGJ71lEUbPZ5PXXX+e999771CnPH/V8yyD88/sF3z7K8X5Ao26pt5tUPqMVgdcVSnk6FsQ4KqChNaIcEzxNpdAIQ1UwJzGegChPXQwH+piVqkE/G0Eo6SQtxtERqW9QSUlDYhwlKQ0makhLzzH0e7RUl8wfU6eNN55EtRBbEYU2kozRfobAHlm1QlptMwkNmvkOTlli53FuQIiWibP7FNEis/4JRC2Uz9AM8fNn0f0H+MVNVDVG5k8RbBPlK1zj6lSKIA6xbezTt5G4gZgaeryPXzyNKgb4k5eQpI0aHkLw4Avs7g2crVHEdaLODC5tofIxZucOobNMVI2QVgs3f5q0zNBPbpJEFpTDt1sMzBraF3SeXidoQ756GmsjTHsBkhT75C3CwjKuu4Y5uI8+7CNJg+LEy4SDR9SLPm7l4rT9bJemm6wLJxATI815CDlahoS5k+iDh5DG6KJHmNtA97YIK+dAadQoQ7kcv34FnR1NN2M7J5DWLLb3LhK3qJITlKHE+j6usUY3e0IxdwFcTlJsUdBk4Bokdg8fWlhVorQizFymLB+hdIKxM3itcfU1nDtAKInsIpW1eN2hlB4QiPQM1Y/DX49lF0qDx9FoLOONYZ8durJATx0zywpD4yiVQ5GRYFCiaEoHpxS7Zsh8aFOoglnfQJQgGJ4kY1ZDiyM1YcF0qQXBibCtK7pZhrNCfzRmTlJUFDN2iiPlmNWWcfDMiWFDRUiYSoGOgtAksC9wwmrWU4M4xaBQVF7hIsWjSkiDYkELnVqg7hXkigYaG6BfWCqnmI0U2VGdP/3XZ/mNVwN/77c9IfzbPL79/X2yLMMY8xPhtL8oj++Tyhn+thtUw+eU+GBKfiLC/v4+d+7cYWZmhi9+8YsfiMBfZEHl45z9cETRh+eHL7qd+TzcHQf+6/fGHBQj4tjTmmmSpoq6qRjnjpyCOaPReroEMKcU6CmxJWqacJ2gCAQqVaIlBiXEohirilqhOCz6dG1CI+pSqozZMMe+2mFV5sglo64SPI66NMlVRqpnGYRD2rrDoNqio5YoZECq2niVYXUTKIlqq6ioQHGemitwYRaKkpEqKKqUqMpReo26CYw6Z4mV/rFofh1VZfiZ06gQpvpA28TsX5/6egaHKob42U3s/k1Cdx5pLoEIbm5t2mYcZUhjAfvkLQD80nnC6JB+d4O43qDef4zKeogU6NE+/sRZSNtINkaN+5j+Fio7JiyuIe0F1HhAdPyUTrOFOj7ArZylSFrUdq6jg+Ooc4q4GKBm17HBEffuglVUp66QFRntg+sIiur8l9DDPczBFhLX8esvoSY9zOEd/OI5iGNkUKAPbuFPvIxCUP1jlBnj1y+j8gFmsI1vryGteczhjenrXr2Kcn1s/ya+vUHpHYU/Blsnsi0IA7LF81D2MdUhvrkOcZ20eIBOTqDyXXI7S6E0cXGfEGK8TwlW0AqCP56SXnKKoeqjdUKQiiA5SXyKY7VPIk0mfowXIY0XGSRDDIq+7NNSHTwGq7uMVcVQjZiRLmMcTWZ5bI+ZDW2O9Zg530AwdEOXPV0AGvAsSoIKhrZqcoDDaZBIsRwsWVnSCTG9VgPrFTvBM5M7tBPyUoFN6amSntLUEGpGkQaoi6YdoBDNThmwokktNBKoa0UtUehK4SrNfg7LsSIXiCIhqXKaccVsTZAcRuMpgX39W4a//gvLP/4nmquvxT8xcvl5eXzGmA+qwmd5fFrrTxxC+3czvr/FGAwGH1iMvfLKKz8z/H1Ro+rn5flVVcW9e/c4Ojpic3PzJ8Iln539tEL05xHf/7GV8z/eGSKmZH6mhiSaOAo0bEC0IJFGTUb0C8HUFK1IMdGahtHUlGJfZZyUGK0CQ1MwKym5KpkVQ1mV5H5IohWNRkJKgpdAXRLGashCmGOfPRaZY8KEFjUcQqpqeFXS0ItkvkfTLjNyT2jpZcbVQ5p6haK4R6QXEbePUgnWQ+VyEtPGhSGlS+jUS7RpYvI+4jKoahh/xDDMMRP2cCpF6xhT9fGtM9ij20h7FonbCCDR2ekCyPxZxNQwe+9Pqzvv0cUAv3gGlffxa5eodErYf0Ra9GjPbWCP7iA2JsydBhS+3kaVOXr3/WnlODNHsCn4FVSVYXffn6YVnNycRuWIQ9UbNPauI4061cplur0t9GCPsrlEMIa+LJEOdymyY1r+mHxxEx2lRHvvoETwJy8jUYLdeQ8Ad/p1VHaIObqDmBh/5tfQvXvockiYXSM05jCH16ckt/YKyh1j+9N0dVdfQk0eIkrjO2eZZGNUNMbUV9GTx7j6Cj5pIJOHKAmEzgUKGSPlFqa+js+e4runsAhSPsbYWZRtU3CI+ATnjghBM5FZdLKNCW2EEqUTbLLAoWwThxaTcoiyTWq1Dgdqhw5zTOjTVosUyZZbAAAgAElEQVSU2nKoj5iRGfY5ZD4sk2khKENPjalJhBDohC4ViqdmyFJoMVY5q26WkVIgmrtmxInQZE9lnPJt9ic5kypw0IlYp8ae5LRpEJMgNc2Or6jVIozzVEVgrnCM85xMDDsm4QSeQ7EsK8up2OIrGFeag1LoJHDohCbCciKcQpF4CF4Yj0qSSFHqLiYompHQngmkXsEIlMCf/3HEX/2fwn/2T3NW1qcSq+fl8Y1GI4bDIVtbW4zHY5RSZFnG3t4e7Xb7J8Jpfx4+D1l88DkmvidPnrC5ufncbzdRFJFl2ad67J9HXiEEHj9+/IHw/fz58z+3T/8iFd9P35lVnv/qez3eGpTUZxKSZhsTCVEU8Ga6pWkMNFoJHZugtacgx/lAlE+Y5I6jRDELZMZjYkVbWZ6YAaeqlOPJAKOF2bTDcXRMEuqMKOhKQqUcTakzUhNmmONIHTIrLY45ZEbNUEpOqlKCqqizQCUFdbVB4Y9J4g0m1ROidJmiPEJZS+I9uQywepbCbROiRVL9FGc7ROUApzNsaxUmWxS1syTZAWO1ipeIUFWU0saOxkTpKsakpMU+2AZmeBMVKvzMJrZ3C2l3kWQOlMGxgcr7qLzPWNVpZffAglu+Mm0Prr6EaIN9+i6iLdJdRZUj/MmXkCjF7FyfLsjMnEBlPfzaZSSuY7Z/hJKAX7k8DdddvQQi2L23USK49VfQCNHuDWKlmSyeoJbUCH2HI9AY3WVQX0IFIamGJOOHuIXTkLQxvevTx148j8Qp9uhdRMe4lSvo4hB7fIPQXMTVFjDZfUBws+dx2hCy+6jWGjLp0S9z0qbGmnnU5AHl7GUCJWpyD2wTX1+jKB+jTIpJFnF+TNVZhZDjq31sskZla2T+MWm0Rs4ONlnD2wjtH2OliwsVuZ9+UcI8RsqYiS8xzRlslHDEDi06eFFgZ8hRHKk95sI8Y1XQYYVDk1MqRyvUEVXSkTkemgHzIWFXD5kPdSpRzPoZdnSJQqEwzIUYJYaGS9nKRhSppZPWWUAwQTMb6hwEocRPZ4NaowOsqIT7JpDWLbvWs6EtrvBERaBdVOxXFUrgyMesGEVbW2ooVo3C54r/n713DbU9O8s9f+8Y43+b13W/7/utaseYaOVohYh220b9pNANxsuBQ39sLwTFy/l0IIInmEAjiYo0RNPY0NLIabwcFEEx0FFTaS1jVapq165dO/u69rqvef9fxhhvf5ipTZKuVKoqdRpPJw9M1mKuOf9jrsViPP/3Hc/7PJUK9wawakpO68hmP2PFJQSBNEI5MjQjYamllI3QSiFJFZkK//n3ctY2Ij/0P87IO/M9QkQeP5xzLCwsfBVxhRB45plnAL4qnPYrK8NOp/OYDN+pcYZ/7fiWJb4nn3zyDVMJ3qlW51e2U99McsLbXfdrRyi+cP+If/+FGm05VtZ6nEhkOVUSGznUhjNOcBb2peGctRhRJmYu3/ZpoGsSRCLRTskbCKFBZjUHNpCJ5yAMWXAJnSynsTVrcYFdc8jZ0GMkExZiiwZPh4KKmj7LnHLEEj0OecgSywzZp8cKJWNyWngpsbZPiB6XbCMxIHkLFyONrylnGakNtNuXv2x6fWU+0J1EDAnel0jvMtZ7YtrD2TZmfBeT9en6fVBPKHZIp3epXBt0TFX0qM0iWQy4/gWMTbEHN9B8ARMbpB5z2l4nT5WwcJ0oCW7/xpz4Vq/hjl8mLq4S+2eR2XCu1rSKO3oBzR1h5TuQagpjhcTiDp8n9hYJy5cwp/fmYxUrF+cik63rUE4wsz1MNWDW6sPyBdrHLyNlRVi9SmEMOvH06jGhv0jAMbOOOii9yS0mrXVsjFgakuF9wvIVYvC4au4uE5au4EWgvI3vbiHVFJ86tDogts4g03uMim3yVgszuUdoxjRr30koH0KYYNpnCUmburmNKzahHtFkBd62CM0JGie49hUmMsHHR+TpNmWzD62zVNIwiw8o7BqIo8xrWtJhFHeJZQrSo+rPcFPPxA6QMmcilklnQj8scOKOWNIVGkmZ2IZMPROZsRaXKMXiSHlgB3Q1Yyol66FPg+WBmbAWW4yl4kzoMVNLVMNLjFmewaxrueDbjNWAKjco2TE5j6i5GFuMvUFVeME3XDKOUjwJhivGodFSRcFbIWkZYg0XnGVxGmnKwOlMseMpPho0WM6JsqQNrZggSYeqNowVjqawVSjttpKkhqRhTvgBZpUwPRH6OcS7hv/jP3T57h/0fOeP1ajGx/vYa0YUxpjHZGitxVrLzs7O470hhPA4QWZ3d5fxeMxf/MVf8PzzzzMYDHjuued43/ve97rB1W8Gv/Irv8Kf/dmfkaYply5d4g/+4A8ek+lHP/pRPvWpT2Gt5ROf+AQ/8iM/8rbW+GYh30BI8dZVFv+VoGmaNyS+k5MTdnd3uX79+lu+9ng85tatW1y4cIEbN26QZRlXr159U0rN27dvk2UZW1tbb2nNpml49tlnuX79Ov/7s/f5o9NV+ssF5HCkDRttIXGRI23YbhlSFxlIw2oiYBWxgY6JHEjNOeuwohzbijUxTKVmFUtZzZjqlCyxWOdplYKGGtsEYjEf3h0WY7ZCj6mZshJ6eKnJoyVoQ6ZQMaUdEwbssRxXGMddFnSVMjykxSLeH2PJyAL4OKOQRerqgDjLaWVTnOkj/hTVQK4tYn1Akp1FJ19C3DyFmzDB5WdhfBvcwvw5sZh0DQklogajYGbHKDnp+A6CMnIbdP0jKnIq28M3EcHQMzPs7IjQv4AZfAlECMvXkVDDbASuwJ7cBCCsPQGhgQjg5mdngF97Egkemgpsih3M1aV+9TpEjz26hbqC4FJm3pC4hLRoYwevoi4nLF3FDO5iqlM0aRFWLmCmx5jxI8LKVcBDUyPTQ6rOKiGCmY3wJsFmnuCWaVf7VAtn0TjEmDYyvk+zdAHFwOg+MUaaxXNYLaHah2wFX6wSJjfBpJhsm8Z6fDgiSbfw1UNiawfEUNf3MJJg8wsM412s5CSmi6fBp21CrKj1hJbdorEJYw4pdJEJ+1At4DpdBuaQPqsMOKQjW0wlcGpOac86TLIRMmxTFuALpdu05nOicYNHborFEIFSPMu+z6H1tDXlrhmyHXuMiBSh4KFpsD4yqxuMS1iSDgMVAsqxepY05VQjqzHnIChGhX2NLKpjEpWFkDD2huNGsWIYNbBoDFUDXXW8OlGWreXGWNlJDYMa1qKhHYS9g5rc1xw3BSvUNLWhH4RVawnTlEIc07HBVLBUwORYWEmhrfO2p2ugOjDIFHpdhVL4H36zZuW8EmNE9au/wnw06/nnn+epp556TIavJ4Kpqopnn32WX/zFX+QHfuAH+MIXvsBkMuETn/jEW05P+Ku/+it+8Ad/EOccv/ZrvwbAb/7mb/LCCy/wUz/1UzzzzDM8fPiQH/qhH+Lll1/+Lza4D3xd6eu3bMX3jeTASZK87TO+EAInJyfUdc21a9fekgXQNzMDOB6P+Y//1x4vmjO0lwxNpngC3RSMjdRE+pnBGqVBMRY8SiZKKrBPw6pxBBQvkVUsd2TC+cZyUA5oOctK0eckGbMQC2btktW4QBRP6iMTndGbtHjUHtAdGB5291ictqgSzwIdGtPQih28aViM29RmRpczlPGUxG1ShgHiWthoGDGkiH0mckBil7CdfYLpEf2YaAOFW2VSPyLrXWJWH2J721i1RFWsOfu4+jMqxHqISAtGL883+Wxlfh6VrSHVEWV/DYp1Ul9RVhl1WdNrdqnt3FDR6ozT9g5GI0nvLFYSkuMXEZSweBkz2SWsX0NdC3v0EhJqwvLVuZp0/QrRdXCHL84dWxbPI82QsPYk1DPs+C7iZ4TOIgPp0q6O6MUxYeEaUp0SVq+Cb7DDGyDg158Eo7jBywDU29+FqY5xk12izag2n8CVx2STPZrls2iaYyb7JM1DDjtnCdWMThzgZcSkd560GpKGU+p0AXqbMLlFRJHeVSpmxOpVbGsL1DKzY0Qcxi3S+BNC5wxRa3yzj0tWiekio3iH1C2h0eOTjEZS6jjEU9Jx5xnZGZ4JpmozdgekbFP1agYc0meNKVNSu8lYGoYMWGaFqhUoZJ1mORBlzGLdZaweMy64lx2BCsanqHF0TY+b6YiN2OXQTNgKPdCUoSmJBKaxYmEqLBZdDAkvypSLtHhFKy7TZhYNnSi8EGu2JeWBNlySgokXNMCLjeecTTkh8KSxtMSAF14oI5cTZSyRHsK72hatDRrhzlBZCWMObMG7el02GkMRMkYj4eRUmYnnYKYsyogukdxadJbiJxmVCk0j1ANhfVlZf3dgfQUuPBnZfiLS+fIR32tk9pUk8ujRI27fvs3Fixe/ygf4tc7QV7ZJsyx73I367d/+bUQE7/2byur8WvzwD//w4++ffvpp/viP/xiAP/mTP+Enf/InybKMCxcucPnyZZ555hne//73v+U1vll8yxLfN8LbISDvPbdv32Z/fx/nHO973/ve8vCptfbrCmNeD6+ZZr9y9yH/2+AS9fI6oxjppIoxkRONnMkgsbCngavOIqIMjGdVDEECicwLlCA6D4g1SkuEQQx06sCeNmy1WmTOEiWwETrct6ecjS0e2SHboUNtIwvapm43bGiLUX/CYtPhpHNCf5jxqL1PceIYFQ1tX9C4QC45QRqsdLAIxi6RREMdS/zYUKXQceextkG4gFEFF0jVEWOJy84RYw22Mze1Lh9h7SJ+fBMwuGQZX+1hsw0o79MUBTbbQWKN5E9gYpy3JqWFGdwgogx1mZ47YtreQpIFTGhompJ2dYz1U0q3jPgDJsUCM+nTqsYUviSiuNENyB3NwnWknqJiwYAb34BWRtO7jqnHmPHpvCBMDbHYZDat0FixpA/RVKi3nsLMjrHlET4t0KQitq8go13U1jDdo166jJoUxi8TUcqly8QkRYav0CDU6++Zm3pPvkSQhHrjveTjVxFKtL3OzPVI6y+hBg7jFmIq8vJVgutjbJ+g+4DiirME9ZRmQuJWCOUDJF3BtzZo6j1UK9L8EqUtqeJdWm6bJgyI+SKCZRp2MThayQUOZJdEc/xMIG1Is7NMZIinoscqtTHUpgAaRgxZ0TVKaxmLJyEylBFrcZVxCipz4wREWfE9TlxAPTxMRrSmMPJjrOSMk8heNmKjTNm1Y7bKDnttQ6HCgIpVEkKEHW1zqHBCw7I4CoFWtPS95UThbvRsi6NthUxhXVMOa+HARzoY1hPBKFy0CXcmyoKFWxPPWWlAlfV2QWeW0JSGvUrQBpYypdMRllxKyxtMnRJqOBnBUt6gWUPaHrC9NuT82YZLlxL6Cz263e4bRpA1TcNLL72EqvLUU099lV3Z16sMQwiUZcloNHq8Z71Vr+HXw+///u/zoQ99CJifMT799NOPf7azs8ODBw++6TXeDr5NfF8Hb4X4vnIOcGdnh6effprPfe5zb8txwTnHZDJ5U689ODjg5s2b+M4G/6l5ikdyQlVH+h1BbeB+EzjXE5yJ3Peec4WhIRIksmIMu1pz2ToMyol4NsVxLDU76hhOpngqkiJFUo9XgyHSUsNMPGdDj0d2wFbs8Ko94VLoMZSKBU3x4lmMHRpXsxHWGHeGLMd1jhb3WKh7TPITkiqhsodIhMwL0VZ0QpeJOcHM2tjegIQFSv8AFHLp0IRj2naLSXMbZ3pImBG1pOU2mdb3cfkyjT9F2otkdpkmVpjsKjEGxGwjks19PsUhSZdQHyH5GpSHVNkiQXp0U4NvDEZyZPwK3uSQdUBSKM5jVNFxJDcpWX2ExJpRb4uGgLgVEo20Tl+eu0EubKFJjknOYcoRZnYf8ROapTOE1jLu5FVk8gBtb5HiqbNrqBrs8EUAqo3rRJF5W7SZUC+dQcTh/JjgDKG+jyxexFRTmiRAeQfpX0BxxOo2aET6l4g2IcxehqTAtM8w9QNsuEedrpGkHbJwOD8rsmfxviG4Q+qmQ8qUkVZoJiTSomruY9sXaUyg8vcxNidJLnHKASKG3G1Ra0mT97AIk7hLZpdQ1+eAB7i6Ta01aWsJTRIGcowgdHSNsQUvHkWZMGaFbfaTEYIh04SBjFnRbe65UzJNcGqpTM1aWOWV5JSV2GaS1HTJ6KRdbhVjVuuEB0lJ70QZNCU2TdlLPLUaWlFYkIQspnxBp1yhYFdKrtKi9IYVTXjO15wxCfeC56rNqBvDQnQ8Xwe2rXDHB64lCbNaqNTwL+PIkzkcaWQD5UI1pWNSRrQ5aYQaUI1c7BjsTHCN8Oqp0OsKo1rJVbi6o5z/TnjqouPKWcWYJVQXmUwmDIdDDg4OuHXrFiEEWq0Wvd6cCHu9HkmSPNYTXLx48XUdWF6vMowx8uyzz/LhD3+YD3zgA29q73kzWXy/8Ru/gXOOn/mZn3lT1/z/Et+yxPeNSOnNqitfS0742jnAt4s3s+54POall14iSRJ067v4X19yjE1kFoWWDVRWKFVZzAVnYKrQSuZtzVSUwiiPYmAtddSqWKOsieUVZpxrIg/rIStpwkLeZ+QqOprxyEw5rwVT8XTUUkpgO/Q4MVPOxAW+5I4573vct8dshz4jKenGlFo8He0RxLOqW4SkpKMbaF6iWsyVbHaMHaecFhPcqIPrTIm+i5oakowOfSY6oJ2cZxoG2Hx77rHpumRkhFgh5gKgYCxOC+rZbYxkIA7vh9hsh1DdhSIjSbfnowTZItVkRKZCknXJ64fEWqFzkabcnZOKbWHKY/BTxJ8S6mN81kXTFqazhKkbXHNI6ifE9uJ845YdYh2w9Sl5vUdNNrdUc4skzZToHGb8MlViiMvvxjZDZDzCt1aJ1UP88hVM0xD9AfgJobNEbG9jBi9DbCh7F4hJgo1ttNyl7G4gJsHGRaKBKuxhO2cx5REhdfhqF9e5SCxPGPljjBFcsgOijOWYpNiA8gDNUkLe4HQdkV1oX8TGSBN2qVBmzTrWPcLagMRlfNJiJA8pzAohlnhraUwbr1NmekzHnWVsayb6EDNuEXKPy9ZQsZyyR0pOwTKPklPa2sHjCUSW5Ax37T4tWiRq8Qg9XeeuPabQlFQdkNKJbV51JyxqMf8/ix2CWm7YAWdil4duQv9QCN0Oo15kJaTcNSXbY2E/eoyvOSpq1r1wLBUXKThAGGmgA2QG0mhYi45BFF5tPBeswxqlg2ElWk6DcKtSzjilm8zt+s40nodDxaRdRtGw2AatlPOJZW8MXoWbx3CxC60ObCwrP/EUvO+csvg6PvQiQqfT+SqvYFVlOp0yHA45PDzk1q1bj2f5tra2cM5R1/U3NKdumoaPf/zj/M3f/A1/+Id/yLve9a43tU99oyy+T3/60/z5n/85f/3Xf/14r93e3ubevXuPX3P//n22t7ff1HrvNL5lie8b4RsR43g85saNG1hrX3cO8O3ijSrN18yrR6MR165d4693u/ynf46ETBGn0C6odEYcNTxwKU+0GirjGCSGDSM0BLpG8AhxnhNEcNAWOGk8i77mYSac77YxAmqUpZhxZGZsxxZfskMuxTYnpmZFEyoJLMcWM6k545d5ZAesh0XuuSO2fI8H9pAV7TGSIUXM8VSIKgkGL5ZCC8owIQ4drrD0zSamH1DtITHShBJKZSATbEiR5BSRgJOMMh5Q2FWm9asICc60KcMJmduirO8jWU6WrOLV42STEBvE7GA0o5m+AjiakJAmU0JrBR9rbOs8VlpQnyIaEJsQpjfxCCzsIKqYYhFiwEzuEEyBTwowFuldQxDM4BWsaZB2F7yjzK4SFdz4FtSnHJklTCjBrpMmKfn05lyUsXodJWJqQZtjqiRBihWsXyQmOXF2E4o2Jt8hlPeR6ZRgM+LCNaR8iFYjQusMwabzhPjyAdo7DwJaW2blITObUWQ9pHqAT5dprCChS13fh+4lEMWXYzxDbO9J6nBA1BEuWYB0hSq/g0iGCT1mKTTuBJ32GGdHhLiMJdK4E4wIbXeRR2YPomJnHWzXElxBAIbs09EljLR44A5YjssMZECLRZwk3DX79LXN3CeoBSLsmhMKzWjFnImxOCx7ZkhHM7KYciqKxXDHnrIeWpxOxqQmQxZz9qXivLY5Ec/5sMCtvKTL/Cx7KQidaHlZIqEsuZtbdqaeRlLWNOFZGq7YlLux4VqSEhrDZrQ8VwU2E8f9KvBE7gi1YSUEPn/ScD4R9tOU724bXDXvaDx/CotdOPRKL4cfuCS8fwP+m7NKO33rnSERod1u0263SZKE4+Pjx3qC0WjE0dERt2/fpmkaWq3W46qw2+0+DoJ94YUX+IVf+AV+9Ed/lM985jPf9E37a/jLv/xLPvaxj/GZz3zmq/bFH/uxH+Onf/qn+aVf+iUePnzIzZs3+Z7v+Z53ZM23im9Z4nu7xq9fST5Xr159x+19Xq/iizFy9+5dHjx4wMWLF7l67Qn+58/CPz4MpB0lppF7VWR1wSFph1dqz7t6EKIw1UCvmXIjGq5Izbix+MKwkRru03BdLUfjCQ5P2i7oJoERkZaAi4bGRFY141Rqzscet+2AS9rmjh1xJrQZSUMnJjQmsO4XqE3NZlhlZMb0dYlTGZCSUJmaqXr6mvFIjlhu+jyyj2hNc8LyjFQ7jPQI1UCXDtP0hAXWGWcPyeggYUYVK2zdp0qO0Vmb0pxikj5FbBMsJMkyqjUu28FpSlPfw0iKxiExzkjTHWb1XWKWo36RVjsDFTTWxOYYcW18+SoQMf2LoDNs/zJGE3RyEzQSih1ivYt0NjHpEqY6hnKESolWe2i7iyl2sPUImgHqFJ3dJ7SWOKk79O2ARKf41ipa7zG0W2hdk83uYiRQJR1ivkbS7EO5S9W9SAwTbPsc+IqquQfO4lqXiAK+vAVYXP863h+g9R5qHGbpSUJ5D+KMkjZaLOHYx8ddTP8KgZpQP0QRXO86lX9IDDNctogkK4yb2wiWPD3HLInM4n1ayRYxTKlaDsM8PLjplDh3nhgnlOYUqXLKKmO0vAsTh7MW2+rQOEOgYiQTlnSboasYyRErusqJHNOWNSoih/aIxdjHqGFolY4Kj8wJHc1pxz533JD12GXXDOlpQRHa3LRDzsQu98yAlWnKZFZxspCzRcFtM+GS7zFTQ0DYp8YKdIIQNSOq8Hwy46oU3DY179EWB6kyiYFTr3Q1MhyNWPaWQ4EHxnHWWrxAV2EDx7QSvjj2bIeSJGuznDraKtRT4fZMWXdKtwudXPn3/8bw320J/eybM56Guabg5Zdfpqoqvvu7v/sxoXU6HTY3N4F5ZTibzRgOh5ycnPC3f/u3fOQjH6Hf77O3t8ev/uqv8qEPfegdIz2An//5n6eqKj74wQ8Cc4HL7/3e7/Gud72Ln/iJn+D69es45/id3/md/5KKzjfEt+w4Q4zxG6o2/+7v/o73v//9iAghBO7cucPu7i4XL15kY2PjDcnz7//+7/ne7/3er+uf9/VQliVf/OIXeeqpp75qBnB9fZ3z588z84b/8BfKQRmhiNSFMtKI5pDnygRllEQWEqVIIq0UHobAUh5JiRTGY2PNPaes+Rnj1HBGIM0yJANrhAMzZc04vHhWNUFMpIVQmoY2hgd2xFbMeOgGnAttDs2IjdAiSEOhDkfEAIkCKHOv+kAWhZoaGTdUdkbfdghJhVOHUU/QQFdzamYU2sIzw6nDRgUiaXTzIeqoGI2EMMXUjih7qHcYIsZ6jF8CewgkpHYBQbGxRTUdomFGkXYQ/wBwWNcn+COsW56PGajDRCFU95FYY/NzhPIOSIorziG+hPIQSZcI5V0ApHMR0YhpZiAJcfbldk7nEkRPGB9Sk5O5Y0Cw7StImM5z65I+jfEY14NG8bHB6jGqwjCuk9sJGSOiWyTmBY6MOLkHnR28PyJJ1tBQUekpoCTJJiqGurlLVIuvF7GdQIxDrOmQJOuM/V2ESOrWwLSYhvkNQmZWKV2gjIcUZg0JDWU6t6lLNcPHKT5tkZAxCY9IpINxq4z0IUqkJ5tM8YzNCem0QyhKNPRoYqTKpwiQTfsMeiUOS48OM6kRaVPTMDRjVuMigYRHdsxq7LFrjlmPi3hS7tlTtmOfXTNkPSwyVbhvx5yNPe7LiO6xZVaknObKudieK5LDAndoCCg9HHtaczF0+KLWbJJyX2sWSWh5x2kQVIUH0XPRpOyHyGZM+Yey4Qmb8FzluRACZamEKnJbWqwTeBQMZ6ySS4tZY7k9Us7mhvtj5d1dw3d0DP/2jOFy952LHTo+PubGjRucO3eOzc3NN30j/+qrr/KzP/uzvPvd7+YDH/gAzz33HP/0T//E008/zUc+8pF37PP9K8HX/aN8yxKfqlLX9Ru+5plnnuG9730vR0dHvPrqq2xtbXH27Nk3dZfy+c9/nve85z1vOgDyNbw2j/fkk0/y0ksvfdUM4O6p8h//Uild5DQqeRdiGnlhFriyIlRGeURkMYtUEtksBC/KyHlyE8kcrDgY+wr1E45aKTuJUGtgIXiib4hJJBfDYRd21HKc1JwnI5pIVw1RAgUwMfP8vX07YiGmDMyEvqY0MsOpUBCpqFmNbSYyY9V3GMQhZuhxHaGwOYZA1EBLM2pmdLRgqgNSTfBMCVrR1Q5TPabPKpP4CKsJGSm1jujKBpO4i9GUjPac4HxOCDNCUxFrJc0GEBIsDcYGMrdF5R9ipUPmViDWczLTmuCPsW6RGCaoetLsHGjANGOMZPhqTmimmFc4TlqIWsJsPpNnWufx/pjELiLRPH4+uA0kBUeO+BIfTkAbTLKCJn2YPUTDDDpniGFMYnqoQu3vz9+v63j1ZOaIqFCxjnOCCweYdJHKBFK7QJg9gNZ8YLyZFbTSSMgEVEnsAhFhqo9I7RImCtFlTOMeLbuJDyOaJCMSSUgJWlK5hFzaTMMjUrOA2jZVPMUzpW22Ka0y5pCMNkVscyQTQgx0pE1jZ4hdREUZyDEt7ZDSZ9cdUlQ5MTb42hKMpWkFgsnw1aEAACAASURBVIus1otMEmFsKnqxxb4dsBXWOTQlQynZij0OZUov9hmK51CmnAldTuoZTSWYds6RrTmvXcYxEjXhBE9JZEMzahWS6HiJGeukTFTpxwQbHP8Saq5KxnOh5D1SMGkM0yjs+kDPGHwUVmLCqBFerSIbVvhS6dkoSzRm1I1yI2RcoOJWKPhvW4EfW0v473dycvvOEV4IgZs3bzKdTrl+/fqbTnGJMfKpT32KT3/603zyk5/k+77v+96xz/SvGN8mvq/FmyG+z33uc4QQWFhY4PLly2+JxJ599lmuXbv2ls/+yrLks5/9LN1ul2vXrtHv91FVXnwQ+V/+FspUeTBRVtZAk8itUlleUioiMRNamfLMtOH7Fg1BFJNEMqt8MdR8Vwqn1YxFGzDtAhLlVANtF8hFWHRCihLU47xnP23oVg2jrrJWwrSIrIcU5yBHMAKJCsF4rIKXmiiKIzKUGRsh59AO2Kw6HKWndCcpdVFSaIpVT03FsvY5lRNW4xKn7JPHAoOnoWI5LjHkkC7LeJ1iScg1AQJJTEAbotakmjLzuyTSxscRiqdjNpmGh2gw4AuccVAJhBJnS4y2Mcm8AkvdKrU/IrOrGJPOq7FQE+J43jp1azRxTGoXsJri6wcQS1y2Q908wNo+zq0SmiNojsCt08RDVFvkyQoxHEEYIrZHtAZnutCUqFG8PwLmrUttjtH6AJNvU8cBqVuBZkhjlBBHJG4VMV3q+lUAar9AHQ1ZeooRpWaTpqnI0iHWtolfrs7q6gEu36GUklQT6mYfybfm539+iGokZH0cCRO/S2oWwXWo9RSvU9p2h1qUie5hcHRlk0N7SCCwwCp1qBmYCXnTJmQVibQQ02LEkFoqVnSdqVGO5JRVXWIoQ1osogh75hinltakxV67xtXgIjQpdOoeh62aIMpm7FCqUmGpJHAiJVt1i8G4pmwn5C7lQEouxh6jKAyIKHBKw8XQ5kQVg+EhDTmGhWgpfYpBeD5WXJeMvejZCBlfahSP0sFy4CNXJOWFKWw6wz9OPe92woNRzYZx/Eudcamw3BxHLuWWMy7yb7sl55oBw+GQ2WxGmqZfpb4siuJtHbWcnJxw48YNdnZ22N7eftPXePDgAT/3cz/HlStX+NjHPka7/ToKmv9/4tvE97V4I+KbTqfcuHGDwWDAk08++baCGZ977jnOnz//pm1/YozcuXOHhw8f4r3n+7//+x8nSPzDy4E/+qxhlivjoMSWkreUsSiHJiJOKVqQZsrDJtLNlZrIdlvITeRIA+0w5UZieDozVM7QcxBFmdiGSKSynkWEtoMWQmKUVISpaWgpPDATFhphnNW0Z5FYBDIvtIwgxrAsKV4CbbU0EmipodaGMJripaGXtZEUjIIloihFNHjxpNEQ8RjAKShhrubTEtH5rF3DlI52GOojcu0QtSTQsMAa47iLo8CSYMSQxTaz6ZAYKjpZh4pHpNKCWBO1IjcbVOEECTm+chjGJGYG0kbcCCHDmgwrKU5bRJ3S1I9I3BJNHKMEiuQsaCDWBxhTUMchiif4ZUKItJMZYixeIlErMreFMZZmdhsAKbaJ6kk0AQzll6u7LD2P0uCr+4ikxHwZR4bWR0i6xDQ8JLXLuJhQMSToFCsdptMCWxxhBJqqhScnzU8RUZw9S3SByj8CDFl6jjoOaOIpifSwyRLTsIviaZltahOZ6gEGS8dsc2T2iXh6rCA4jswhBR1MFMoKJmlNz3SY2BN6bOKNcCwHJJrQj8vsJWMUpR87jGWKkx5K5Nic0o9tEu1wOzllPfQYy4w85mhjeZRNcEHIxtBIQkgsPlFmLrIySDhIIE1TrFiOpORyWORlZhQ4UOFEPZdil3/WKdtkDPCIChuhxT+FmiuS8WIsuSgpSXDcq5VChHshcNUmVI1g1fF/lw3XkoTbZWC7bpjNIsdJh1QMwwAbTvhA1/HvVhPO5v/v6q6ua4bD4ePHWyXDEAKvvPIK4/GY69evUxTFm95T/uiP/ohPfvKTfPzjH+eDH/zgNx1q+18Zvk18r4evHRRvmoZbt25xcnLC1atX2d/fZ319/W2F0b744otsbGx8Q/GLqrK/v88rr7zC5uYm586d43Of+xzvf//7iTHy588o//nzhnwBQqq8MIxc3IZKlIFRSJVdVc71IjOgcspEIyaNbKXgfYn1E05bLbbajluh5j2Fo9FIPwERGJsGK8qJqVkWQ21rlnFkBjLAmHn8UGUaHDA1FYGIIzAznoUqMC4CKyMY9iLbs5zDYkx3AE3XU2iCFaWiYTW2OJIB22GRI3NIN7ZomBHwLGmPgZyyHJc45YBEHYWmzGTMkq5yqvsU2iInQYBc83lauHqsWqbxANtkeDNCjD5uhVpyculjFYwaYhjRhGMKt8Ukzj0sC7NJ46doI8Q6kCbHzGNscrAznCzgbAeJ8zZxxBN1hjVdcB1iFWjKAS4XkHKeJpGsYaKnqfdwyTJ1OMCaNkmyQVM/JMYpSbpDpQMys4j6KY1MiFrhzAKJW2Ja30EIpOkZ4pcrtKieJskwpEjVMK0ipjshlR6JtijNhEbHWO2gdYumOJpXd7MCMS18cQIIXdliZkpKPSWhoM0SR/bgyyS3ipBwaA7IaZFpipqMEzmhr0sMdQ8/aZPkOXU2wYtnWc9wZE6ppGQxLmC/7J25oB1qqXGaoZIxkikzU7Hpl5ga2DcjNuMCu+aU1bBCI8zfF3PaMWVfIp3oOJApQZX2gbK7mtErASuoMSyFLi+5GcskGMBGSxoynmfKFikVSi+mECzPxoonJeOO1lzSghMv3PaeSzbhuabme2zOq1NIxHAQ5t2Qro+cDhrEZdwKju8sLC9MA//TWs5PrySsJm+tnflGZPgaIRZFwXA45MUXX2R7e5udnZ03TVz7+/t8+MMfZnFxkd/6rd/6ljCefh18m/heD3VdP3YvuHfvHvfv3+fcuXOP2wg3b96k3++ztrb2lq/92mzf6urq133Na9FIRVFw5coVsixDVfnsZz/LtWvX+D//YZG/+WfL5lklJsq9qdJZnld9rQ5IpjwzDjyxAoOgdFsgRrkdAhvOcxRqLmaRpMjJUzjUQDudV4A7qQDKSjJvWTYm4FAObUWBUNqaLgY1ngJD3xhg7lIRURKjeCK5zP0Ru2o4ZkZnFjnOZuQzCK25yKUVYZp5zjRd9t0p66HPsTml0IQsQiOeldidxxZpgafCYsjUEgm4KHMVIg1FtAw5oMMCM07nETS6wpADqBxWLLkraNNGtSTEGSkpk/iIuU++0DClLWsocS6ewTJt7gN+ToZhF8FRyNr8rNAPIQomnRKjJUqHxKSkalCt8HpCVINLFjHicCoofLnCgjQ9g2hE/Qhru0ziQ8DQcufwcYz3+4hpEVxGKm1ohhjXYRoeYaVFbteZ+gcoNUYybLpJ05wQGOHrJZK2I4mKj0Ni0kEwuGhAHKfmiJYsYmIgSMqEI5K6hw8ldQbYSF53wBnG6ZS29JDosabNiQzo6wID9mnbDbwoVRxRUyKTPrZjmdgRmWZ0WeW+3cOpYyl28cayb0asxj77csSyrhLEsGuOSbCshkUe2ikILMScUzOjE/tM8BzaKVuhg9GE22bKTmxzz4zoTA1SWh4uCjuxxYCadpVQ18qdVqA/UxzgQoqYhNuJZ1NSbIQQUiyGL2rJFcmogiI+oVS4HRveZTP2QmAlpHyxCrREyBDKAIvjimdCzntzyz+Wyr8pHO/ODT+7lrP8FgnvjfCVZDgYDBgMBqgq6+vrLC8vPybDNyI/VeVP//RP+ehHP8qv//qv8+M//uPfalXeV+LbxPd6qKqKvb09bt26xdraGufPn/8qm563axgNc/VUURSPZcVfu+5rB9RPPPEEvV7vMQHHGNnbP+T3/zTjlUcpTaEU3UhME8rCchoN/UVI88hpUGKhvDiJXF1l7h1pI1KPeMnlvK8rPEK53jKUGkmcMiESnGdKpOUimcBqMndlKaxggMp4BGViahqJdCxM8awZwzEVZyTlkJqL5AxMxUpMGVOikwok0sozWtYRiKRBKWOFLT21NBgfcYnBJoaOJDTO04kpEzOeW5LRUErJalzmyBzSji28lnjxrOgyx3JAoS2cCg5Hy+eMywEx1LTzFlN7RFsXKDmZkyIbDNijoEdOC4keQo3XIYGKQlaYMHcQ6ZkdVGtimGIlZRrmxNVymzQ6JdMWBGEW523Jumxj8hKqgty0ULc/V0smO8ziIS2zjNWUqZ+3NzO3RSOBRA0aS2YyI9KQmxWctJj6e0AkT3YIBGyYt+LHZozB0ZYlGjwzPUAVsrhFSCY0OsSQkLoNYhxTxxMyu0FtBRMqKh2QJvP/w+CHgKFKEgptM4l7uNBnZjzUirZm6LSHJI6YTIgS6NhtKmaM5RRqQzuuclycAMqqrlALHNhTluPCnBSlQyOBqJ6RzFiN6wzNjIGZshjb5LHgthuxEttUUuPU4TTnwE4o8ZwJfSZY9k3JRsy5a0csHAhNp8VB1nA+tjnRmiK2iCrcMlN2NCcJwqOo9BvhVuJZLiPJJHK/lbMVhFupcJmEJCa83EQ2jePFUPNem1I1hiMPU1UmUTlrLNUMJuMZL9kW35E77taRn1jM+HdLGRvvIOF9LV6r8jY2NtjY2GA0Gr1hZZjnOcYYTk5O+OVf/mW89/zu7/7uG950f4vg28T3evj85z+PMYbLly+/rjrq/v37hBA4d+7cW7723bt3ERHOnDnz+LmvHIm4fPkya2trj8/xXosUqWvhD/7YsXsKL53AmTOBcQhUScMseu6oY7MznTt3dAwjHEepklnFmZJcS6TTZqVt+fys4X094b4PvKttqWKkSOYH96X1TDSSJpGI0nYRB6xai0qkbSAAzgQaIqlRTqRhTSy3ZcoTFNy2Iy6Eggd2TGcWiYViRFjEcmJKzocOD+2AndDlkRnQ0QRDYCYVq7Oc02JGe2iouh4boeUd07SaB4aaMYWmJHHuLZpFh6cm0pCoMOCYdt2iTEaAsqjLDOSIXNs4HAkJaXQ0TKh1SJsFhuxjcKQUNJR0WUZUiHGKVWHCETBvkU71mJYskGjGNOwSqWibLUa6i4kZzSglKyLRDilkg5nsQ3SEURuTlLhsignLVNmAjB45XWbxgKCz+ZC8a5FpTu2Psa7LVA9xFLTNGpPwYP57Sn8ejquRKhwissxMh2RNhzyfW34B9GSdKDDUPQAW5AxjGVExAIS+nGXCETVTMrokZoGR7hHxdGWTIPOhcoAFznAqJ1Rmhm0SZJwxXSoRgew0xbRaDLIxvdghUWFqDeX/w96bx1h23fW+n7XWHs98aq7q6tnd7SmO4zjjvVfXAQR6F6QghoRcCVCCUBCZGESCFAQE8aIAedETg5KAxRN6PKGbP9AjigABgb68EBxjG4Ldc7u7q7u65ukM+5w9rfW7f5yuwu3YTrfjNnrEX6mkPrvPWbVO9977u3/T96tymq5CT/XxaOBjWNNb+Pi07QRXvQ0UMHvDJmjR9JlzDZb0SPCgRHPN7FDBY9LWWFYlBoVxsKkyWjs+2w3DQFmOSI2hOPpiCIAFlXLExijncZ6cg4ScY8gJGUmPnZeCu/A5LTnHBsK6VWx4hpnccikMeLDQXLYeaEWA4nppeVAHPL5jmXYFS17EpK+5PzB8aDLiSHjnRp+dc1y+fJmtrS3uvffeF21CybKMbrdLr9djZ2eHn/zJnyQMQ9bW1vjhH/5hPvKRj3D48OFv50hvF68R3wthOBy+5JzdysoKSZJw9OjR2157aWmJLMs4fPgwIrIXWc7NzXHw4EG01jdFeUop+n34wz/x2BkIm7nCGxNWesLMrGB9uJIKzaawMBD2t3OSsmATS4HlWT/keJhiKiEzVU0iUAuFU7nlRA0u5SVvqGlSJ0wECiuCM5YCoTCWDpYJH7alZJ+vWZecEzqgq0rmlMdAWZpKkypHFciUw+Q5vTwh9gKCiodTQhUYqpK28+nojIb4pDrDE00IWBx18chVQeA0KIuIwxSOoaSozGK9HOdbKqXPMM5o2To93QMcE67Ftt7CG3hoo6h4FWoSYckoJcOg6LNNlSZD+jgsY0wxkD4xMYH4ZG6HggGeiknpE1JFcERUCFxA4TrkskNFT9FlE1C01T5Km5Llm6gywlZuGHrqfYAgto9RwY33C7GbpCwtjg4i4AyghahooX2PVI1IKjb7EBy4IUaFdNhA4498CtWQVHYQQKdtnOQQJcR6nIHJqEmD1G5g/DZ9dmjKOIhjR3duRLsTCIZttYrG0JJJ+nrIQPUJJKTBOCt6DVGOhjQJpMqqWUWLZkzGyZRj03Tw+x6h5zE0mkwXRH1NEZaUJqTiQpJwgE9ARIOuShjqjEnbwuJx3evQcjGhKHJ80hsR75YeMGPH2VY5m3rItKsQO59Lesisq7BBArnQcHWuRDkBmlkX3BhRsDiENVVwj62x6hzblMwRcEFS7nd1nrUlHRxHVcgVl3PExVwqS/oIR43PclEylhrOOcE4oVEWpHi0MnhKhRzRwg4eR0KPD4yFvL12e2NJt4ter8eZM2eYnJzk0KFDt0xavV6Pj3/846ysrPCud72LhYUFnnzySbIs4y/+4i/u6J7/f4DXiO+F8M08+TY2Ntjc3OTEiRO3vfba2hqdToepqSnOnTtHtVrlrrvu2qvj7RIejFRktrYVn/kdDxMKzlfkVcdSByrjghcJNgQVCU9vCbPTQlIK9WpBkvZZ8yPG6oavZcKb4yE7TpjUOTbwqIaaDW2YqCiuWsuRCDrOciwypE5o+VAgGOMYiKPiCdek4KhvuEDKAzrgvBpwr4q5qBOOSMiSHlBLHcZzaM8wqX265OxjJG825kY2MD4KD2GocqYkZlX3mHVVVs0OkXhEAn2dMV+2WDbb1F2EVTm5Kpkpm6ybDrWhj9gCVQphqXHGjroP45C+12dc2uwwinzGGGNLbdGQBoHzMIAR6LNFSU6bKbZ3IxuZuFHjMyCWHquExDglFGQ0mECLQVwGYumrDightE2UZwjFR7mSPlsj0lRNnDKEEuBcQqbyG7XKgFhPjFKbdgPtWmRhDzUI0ZmPNPqjiJY2Yka1usztgFcjJSHOGwz7GTI2BKDBNIKmyzKgqKlZFNBnnZAaA11Sp8HAbRDpCbbVNm0ZI5ceQ+NhsTSljsOxbrpUqeI7UCpmXW8xIWOk0sNKxMAOqbgAGzlKFVKViG21TSgRRsWkkpJ4KXE/JC8V/XaJtoqJYYXN2JFqO/LCUykZPg0JWNVdPAzjZYtLpoMDDrgapXhcUUP22ZBFL2G852GiGpfMgEkJiJ0mEQ8fzbpKyRBO2Dr/LEPqeNTQ7IhltqxyzqWIUuxXPpkDZT0WbUmGcET7lKVhWCqulRalYF4ZbKHo9YecUyFTODxreUe6zf9mCto30oq7QtCvJJxzXLlyhY2NDe69996b9DhfCiLCV77yFT72sY/xgQ98gJ/4iZ+4bbGMbwO8RnwvhLIsX1IQutPpcO3aNe6///7bXntlZYULFy4QRRF333039Xr9BQlPKcXKsuL//LRH2BKGAtGEIxPF1aFQbwp5INQbQs8KgwCWBg4VDQm1pd6KiCPNQiGMV4X/2bd8xwQsF46joaVfWnxyeiKEvmPJ9zkUCEsKjseaZVtwf+jRFcuMZxgiNAwMsNQNdChpK8OKSmmKZlWlaGup+oa+LjmsQq7pUWrpsumxz0Vs6QEeigaabZ1x1Na45nWYsjEdPcRDMekihqpgwkVkqiAQhUEhOAJRpDqjICcQoasTmsMKvShBiVBLQwZxht8zGKMJ8amqEOvnZAyIJKCnulSkSk5OqQom3TROlRgRPNFss4ygaDBGR20RSkyVBkoKSklwCBkDPBeSlxBKRDUISFWPnCEBMRYhJCZ0PplKGdJB4+GrGh4+xjqcFvo3iLmp9iFiGco6sRpjW23iuRB/GJJ7AyQsEKfw8iZGQe7tYLIGaXVIi3HE5Qx0Tq5SKlKnQoN1dR0FVGUMoyM6sjqK4NQcDkdX1vHw0bpBIIZtNmiocQbKEYqio7ZpMk2phJyEghJJQ1QppPWUmAoBdQYkDPSQMTeG4LFqtlCi2GcnWPQShqpguqwjtmTVK4hyjROLOIXTAZ7RbIc502UNLQGXvS4tF1AVj6H4pDikKNjySw5mDdYCy5YqOOwqOCcsijBHwLNqSEs8plzMUwyYJyBHqFofbQ2nJaOKZhpDaX1yB0tS4IBjBCxmmliNUpoAx7TPM31LKx+y6MeMe4b/FAd8eDxmzKg9Iejdn7IsqVare0TYaDRetn1Pv9/n9OnTTExMcOjQoVsmruFwyCc+8QlOnTrFo48+yuHDh1/W7/82wGvE90L4ZsSXJAkXLlzgwQcfvOU1rbVcuXKFpaUloija8+R7bh1vl/AAFi4p/sf/5WFj4dQVxV33W0oUAy3oGJ5ahvuPO/ol+FXHznDIolNEsUcvUMzXhdKHyBdWLYxVHF/pWd4+rvj6oOQ/tzUd65gJFQPr8HTJti2pqpwF33DE5VyJAl6vhXOe4yHf51nJOKE9OrqkpTQoweYZkqd4YchYFJIroaZGKc8KUGiHJ6CU4BhJnOXKEoum0CUKhwEyVdIQj22dUBXDth4gOKZcjTXTY8pW2dE9BMe0bbCuu1R7Bu0r6n5MBZ+C7EaCtyTRAxpphX6QgIKw42MrjmoZEWkfMSWCZaASrLKMuXG29CahhLSljZWcTHpEqsK2Gpma1mjhsEivAISyNkBjCKiSMaBBGyOGnoyaX0LVJKFHkzYePjuyBAg1PUufHg2poQW2bqQ3a4yD8rEuwZLhdEhBRpM2UgodbwMA1angFFAbYsRgdUysYmCIr2qs6Q3qUid2Ph0zJFUpscQ0pcV1vYJSUHN1QqqsqVWUggk3TaotO2obgCk3y47qkughgfVhx5COFYgWJm2bQhnWzA5GNHN2jGtej0yVTNk6gXhcNaNabO3GPOKqzph2FZb0DlO2hYjhutfFIUxse6xFijRUTCeawoeBDmg6jyU9clGft03OmAEaOCwxhdNcpWASn8sq5birMrBwXmUcJ2KdnImyghXFKZcyoz3aznC1UEwqwwWbE6E5rkL+YVBywve5UhTUtWGfM/zdwHHCZiyakBORx4faMW+rvnhaU0T2LIJ262zW2pvIsF6vvyQZiggLCwusrq5y77333vKsL8ATTzzBz/7sz/KjP/qjfOhDH3pFtC7f97738aUvfYmpqSmeeeYZYCSJ9u53v5srV65w6NAhvvCFL7zgaNYf/dEf8eu//usA/NIv/RI//uM//i3v5xXEa8T3QvhmxJdlGU8//TQPP/zwN11LRFheXuby5cvs27ePiYkJLl68yOtf//qb6njwbwLZl84o/t//e0R6Gx1FWRcKoDYuqMix2tdEY45nVoWj8xndYYrfCAgrAadTmKwLp3PH68eEHtCKha6DRuQ4nQrHa8ITw5K3NQ1ns4K31A3bTpgNYIhQN7BjLTXJWcYyVuYsVD32lSUbsWFCFIVfYm1JUwsdH47rkEtqyH03Up/7JWDzRlqzrjSbKueEq3DF9Jh3MWt6gAHG8NjUKUdsnQXToe58tHaklByydfo6o+4ClHIjTUer2C46WFcSxJqByZm1LVbNNgiMSZ1tNWqXNwieKHyn2VHb5CqjllXoRwNUDkY0BkPNxmgfMt2nSo1NPYrEJtwEQzWg4mI8DBssgxKqeYte0CWWCg0aZNJjIF3qepxttTVq3ZcpChIS2aKpptlU6wQS0pYJemyTqYS6jLOjR6MBvoMd3aVUBVoMTSZx5PRkk6qdYNvfoZpWqfoBG6aDU47QRYRZhV64g2iH7kYoz0P5BRgHJsbDxxOHIWDFbFN3VSIxpFro6D5NVyN2Ide90ZoTtokvAUveBloUlY5P5muSWknNRbRczIo3YEjBnGsh4lgyKRUJqIhG4bOkB8y5+ojkXIsCxY5OGKqSg8UE6zplS6e0XUjbxZzTA6p4NJwht0LXCjor2GloWl3Bk5CrNWHCeVQwOOeTISSUbKmSB2yDMy5joBwnVMSalIRFiAAXJOcIPlUx/HNuucf4/KvNOax8qqXHP+Ylr/d9LhQjt4VkUPIvVnO/dlwVzY+3Y36iFRPp228Icc59Q2TonKNWq91EhsYYkiTh9OnTtNttjhw5cstRXp7nfOpTn+IrX/kKf/AHf8A999xz2/t8Mfz93/89tVqNH/uxH9sjvo9+9KOMjY3xi7/4i3zqU59ie3ub3/iN37jpc1tbWzz88MM88cQTKKV44xvfyJNPPvmKC/d/C3iN+F4I1tqXNJu11vL444/ztre97SXX2dnZ4dy5c9Tr9T1psyzLeOqpp3jggQcIguCmKA/g9BOa//E7Hq2DjlQUiYJBCX0jjE85SqNQFWFxx5GGA3aKgPl9CuMpXABeIJxJhKmm8A89x1un4XohHK4JQ6ARCJsWxgPHv6SWBxuKJ7OSt9c1T+UFb4sNi9ZxOFAMcTQ0iBn59ZXisEVOVg4pRYiNUIQ+E1rRCRWz2mdV5TQwZLocPc1rTYeSffhs6YKGaArl0AgNRn+uosmwKCVEKAYqpyaaDdPHYqmLz45OmRyEbFZStMC4q7ClE+Zsg1JZQsyo3qOH5GR4KPp6yLhtsKV7iBLmynEKVRCIxhfFhtrAuJEAce6XeIlBa0XkfEJlGIQ9rCppFG22gi7aamZkgpKchB0aqs26HkVhU24ahyWXhJjK3vFJmcaJI5MuIRGbunPj+CSCsM06HgalR7OEVRfgUGzpTQCibg2rLGU1JSZmYISaVEdu8cpnS28TSEDbjbFuNimVxViDN4gpgiEutARJjPgeRjtSkxGpBgqFSIHCsGkyxlydjCExVVZ0h/YwYqASlFcj9x1jNmagUnpa03ARuRoSScSmKhiXmCW9w4xrU6Do3CC5+XKCrsrZMAmRGObKbXuh6wAAIABJREFUNmdMB43ioKuO/OfUkMNSZVknTNkaWelYJqXwFXeXdRbI2daW/QNNl5K0NNQsLNc0oVMcslWeJKOlDBPaIE4zLBUDhBVKHlARnVxxyVru8jyesTkPEbFUwOXS8mDgcyEvOCQBS/2UBRPwUKDJgF+dqvG66JWv3T03Mux2u2RZhnOOubk5pqenqdVqtxSxPfPMM3zwgx/kne98Jx/72MdeEWf05+PKlSt83/d93x7xnThxgpMnTzI7O8vy8jKPPPII586du+kzf/Inf8LJkyf5/Oc/D8D73/9+HnnkEd7znve84vt7mXhR4vu2tSW6FRhjeKkHgzRNOX/+PHmec99991Gr1fZSmkopxsbGeOaZZ/bqAs1mk0ajwZV/afMnvxkw9TpLr6OIJoSagbVNRXtGWNnSzMwVbO0M8X0HukJc02z3Ba8qVI1QWri7AVczxSNjmr/dcLxlSvHXm453TMC1FA7EwtAp3lo1bJfCf4l8LgxLHgwDvjooeF2keSIrOORrrkpBXRTac/StZcZl9OOIe4KQFXJmnLCpCqJByYoa4lA4o5DAMKM9tpWlLT4rJkPEkaBZI+M4Fc6bHhMuZFnn5FgOSZWzpseMjbioE5wI+12DHVIq2z5pqJgq21Qw9FRKQyK2zYChKthnm1z0N0FgytXpqYxxO4lC0RKD7xRL3ohMZuwY170tjPhMqBYaoepK8jgl0QN0YejqHKs00WbEth7iVX0qKmLRXwcFE25UD2vJJEaEFX2jOcaNsaNKWjKNSMmK3kC0UJUagk9TJhnSuxEBpURSpSZtOmySq4xAV9lSPWppm2w4oNtOQUHdtfCpYNlgS+/QYpJCldSlBSJc87bxCBhzNTLt2Gh20KKZLafZqOyQmSE4CLcjOrUEGzriLMbTIZ52rJkOk26C1FoQ2A5TakzgKU2HLXraQ0uNUApWTY9p28JiyFTKNd1lfzHFtknZ0kMiMRwopjhtdlDAwbKJFcPXTY85V6WgYOA8tlXJlERc0gkH8yab+ZCNiqPmfA4XNZ5iQBXDQReQRwI2puHDAhnzuYdNhcfjnOlBSe45hoWA8bluLFbBG4h5emgxSjGrDeeKkgep8K9ZSSLCA4HPZi40hoZLxZB1L+DNkcf9kcfPjFcI7kDbv9aaer1OvV6n3W5z+vRpZmZmmJycJEkSrl+/Tq/XA/iGyHA3CizLkt/+7d/mi1/8Ir//+79/WyWXbxWrq6t7M8gzMzOsrq5+w3uuX79+07jW/Pw8169ff9X2+K3g25r4Xu6cS1mWXL58mfX1dY4dO7Y3KLpLes65vfnA3eP9fp9Op8NX/nTA1/88Jp4ZcuVMlfHjJVmqkchwYF54+rJm8mDCxWuK+QM+VROQeBAjPJsp2hYuJnDQE9JcMRsJvRK+Z0zxdFf4z3XN32w6/uu44m+6lv/UUFzIhAPhSN3lqDFYB28LfIYi3G8Ces7SwsdIyUohHFRwxa/wRu3ztSIdpY1UxpgKGcYlAwyHtcclnXMkha/HOc2BZTMC62DOGhb8kuOuzkU9oGVH80hV63FAPFJlOehaGOXwrKHiYImRWLJueSSmpGI1Z80ORhRjEtFD2Fc2KZRlyo4TimLddCko6OmcHT2g6WISnRNIlRlbp9AldVcjFp/l56RId5Rl3E0SGoMru2QupRjXFMYSFyHb1uH1YnCW9cbOiNDKColX0pRJYmvo6M6oc1MsmYKajPY0UCkd1UGJpk6LAI2IIaLCNW8dLYoZN09XehS6INGKbNyn7cZwLqVQmg29QSA+U26GNb1JrgqqrorRMTUCdthhqDUdnTHpJigk56rfQVBMu0ksiuWJHbR4TKV1trwhw6CHstBYj7g2toMEEJch49JmwRtJms2W4xQolr0uSuBgMcVVr0eqShouZK6oc9rfQcu/kdy/mh7TrgaqZCAeGypnv62xpBKmbAOLZlMN0KI40K9z1h9QRoqjZQUjhn9iwDFiVsiw1kNEsc0onfmAq/Esls3Ici8Ri7GmUQQ45TivHY3cMtUr+P8qhnknDIwmcYrjEvO1LCfWihO+R5Ypev2cjtL0dMR/rXi8rx3zpviVjfKeDxFhcXGR69evc/fdd+/Jhj03FWitpd/v0+12WVxcpNfr8dGPfpTZ2VkuXbrEW97yFv72b//2lrs97wSen636j4Bva+K7XYgIS0tLXLlyhfn5ed761re+4Dye1vqmE0UpRb1e5+LfN7n2Pz3G5oR+AsMxYdBRSCVDlRl5z2OqXbB8rcX4QWFlXTE9L4QKlKe4JxbOJjBXg2c2FMcmhCuJMFuFQaG4vypsl4r/1jI8M7A8FHs81i25v6p4rG85HCrOYZnyFQ0tGBGmA01gFWNJh4GCd7RbON/w3UqDdrxZQipGIapKBciVEClFpka1URs7HkbwY6FjcxjkrMmQWm4ZBl3qoaGGZalSss9FnNa9UVcnPus6ZSb1uBwXGPGYkZgBJfNFk1w55so2EYpNnRCIZsMkDFTBPttgwesCcKCcoFCWmTJGq9EMYSQ+C942VjnmbItF06Pt2tRdQE8nOKBwllW/i9KKthvDVwbtHLlX0A8SwshHiY8TR23ok9uCvFayVXZRysdqxXgxga8NXbVOrkpqukmiFON2CiOKpRtNKpNukgRL07UBx4LZQBSMZW38IKTHOqt6m7aMIwgNp/HxedbfxBPDjG3T0wVbevSdZ8t9I41NldNRBqt92i5mXW+TK481nTBlxxmoAWuRxSqPGdsgLwqWp1KCIqDZNwwQLtR2qAw8qtZwvZKRGst+2wKBU6ZHKIY5V8WJ5mm/x37boKeGDMRjUxXsszVW1YCWrWHQpMqyRMpsOcayGtLVJbM2wnVLnmkUtFxA2xpS8VmRgiMq5gJDjts6A4ELKqWJ4X5b4Z/sKJ1+QAdsOku9jElwLBrhHhWgtMeTlYL7teECJfsGjiwr+YdIM2UtTQUrPVBFynoQgVb890bIR8Zj6q+gVdALYTgccvr0aWq1Gm9605teNKVpjKHZbNJsNkfXk7W8613v4otf/CLf/d3fzdbWFo888giNRoMvf/nLrxoBTU9Ps7y8vJfqfCHZxn379nHy5Mm914uLizzyyCOvyv6+VXxb1/huxZpo11C20+lw7tw5ms0mR48eJQiCFx1PeMF1/h+PL/+Ox+zDjtwKiVI4T7i8rJk9WrA1TAnHCqyKSAPLSseDVkFmPdoTFuNrgrrBC2ApFyoR/HNXONoWnkmFe9rQMcJdNYgrwrQPcxXFuK+YCaDlaSYMtD1NeKOAv+sIsbq6ytGjR19xiaPdDrhd3cHtpEfqg9eqksWa1bSHbkbIeJVAaS6YDlrAasdAlRy2NRZMFyMwKTEFjgkX4JRQqoIYw1WzAwLTrsaq6VNxPlXxiTAEoujrAV09YNa2uG5GxDHeDcmlpB6FhMawZLZBFOPSYEP3mHQ1YgnY0jvkFDSkzqbuU3UhY65Kjx6JSYmTkH6twM8VjWFMVslJ/ZwpO86S2Wbc1ajakCVvC6cclSIkzy01fIoow6gKOzqh5iLGbIMlbx2nHG3XoFCaQKCr+nhU6KmUWddACVz1dgCYsy2swOqN1/PlJJkqWTUdIvGJXIUQzbLeod4P6PowaSI2vT4NN3q48AUycnqiqaWKoZfjp4qdqsdE5rFeyZgtWyTKobRlm4xJ20QDV3UfXxSztsmKHtDVI1ufWCLOqIRINHO5ZjUv6VQMx4lZJqPiQkI010nJBY65OhdcSl85jhPgOY8nbM69OuS6ZMxIiLKGc25kUfR6HXIlFbZFOOp5nClz7iVmtRQuFpb7AoNklosDYabMOe9XmHQF76HHO+sBzWbzlutrL+ecv379OouLi5w4ceK2Gj2uXbvGT//0T3PffffxqU996iZLszRNb9l77+Xg+TW+X/iFX2B8fHyvuWVra4vf/M3fvOkzW1tbvPGNb+Spp54C4KGHHuLJJ598WaL+dwivNbe8EG6F+B577LE9kjtx4sReHe9WCQ/gq496fPUPPKKjwqAHtcMO8WGrDzZKuLRY4/CDGUnq05wRskKR+I5eClvGYXHkoaXuD6k3MyaqmoNTmgPtiCMTAbNVTTu4vSfB9fV1nn32WWZmZjhw4MCrNvw6HA45e/YsSZJQqVTIsmxPe7DZbBI3qiSxYlOlbOgha2oACKfNFj4KH0NX5czaKis6oYrPvK1SqJJCjdwjdgkQYKAL5mwdhcIWGXmS0h8f/b/N2RaLusOYxIzbCh3To6MTZuwYi6aDEsVBO4ZVJR3VpS01rpsRyewvJ7BYerpH3VZZ8jsg0NoOKJQlbxTEeUA/FDwMla5QGsewVoLAhIyhRZGoHjVqXDVdIvGZtTU2dJ9EZzcsdMYpVcGa7jDtWqzolFlXJVEJllEz0KytETnDZX/UUDNla/jic+0GIdY3NKoWshVlIHDAjtFTGZtmQM0F1G2NLZ3Q1wX7ygaIYdH0cFqY3A7o65JOXaEtzA5CFiuWXAtzNiKWgLM3IvIjLmJVHKu64KiN2M4TUjxqfkCphBShYSMK5bimMqYloF2GPCkpdTQHlCG1HtdsyX5jOCs597kKfSecdQVT2jCP4Z9TYUprLMLQCfMEnMksPRHeEHgk/ZKzGRwONc9YzXdWfX5hMmQ6H940hgDs2QI1Gg1qtdq3dB2kacrp06epVCocO3bslonVOccf//Ef89nPfpbPfOYzfMd3fMermlp8z3vew8mTJ9nY2GB6eppPfOITfP/3fz/vete7uHr1KgcPHuQLX/gCY2NjPPHEE3zuc5/j0UcfBeAP//AP+eQnPwnAxz/+cd773ve+avu+BbxGfC+ElyK+siy5dOkSV69e5e6772Z+fn6v0eW5dbxvdoL+06OGM1/ySEPYXlHYMSFsOIooI9MJhTSoThtOndUcetDRHcI9DzjCGA7ud0y0YP84jFX/bV/PVXAfDAaEYbjXONNsNl/SMDdJEs6fP4/v+y+qUXonsFvvWFxc5MiRI3s6pTBq1e50OnvfKcsyKpXK3vdpNBpoz7BFyrJJWFEJ62rIFdNlwsVcM6Ob2EFb55ruMykRLReQqZxM52RYBrqkOtRkkaImAZMuZKByNnWfGVfn+u4aZRurHMUNw9LdKHGubJErRwBo3N77J20DQeHhKCnY0QWFcjTKiCgz9Eyf3Hf4icewBuNpSAWf65XRulO2iaApVE6qckQ8cmWZcVUQxVVvRGb7yxalEpZ0B4Oi5ZoEKLZ0j7arcE0P2eeqZCpDJGBFD2j3FaGD1brCKmGfrRCJz8UbNbzDrkEXYUUP8EVxxDa4qAdkytKSgBkb8/SN73nEVigsXPIzKgXUE0vP89iJNQcyQ+o7BuKPapq2YFiWKB3T9nwuqQFTEtC0EacZ4BS8jpjlQrhGyd06ZNuVUPpESrMqOYk4XidVThU5HYTXeT7aKZ5IHa8PfE4VOQe0T8UaHs9KmkZxUCtWd3IGyhD6Pgul8NPjIR+cfOExhefW1zqdDv1+H631TcPp1Wr1m17ju6NMCwsLHD9+nPHx8Vu+LlZWVvjwhz/M9PQ0n/nMZ/ZSnq8Uzp07x7vf/e6915cuXeLXfu3X+Jmf+Zm9YydPnuSd73zn3iD8D/zAD/DLv/zLr+g+/p3wGvG9GJ7vybebqlhYWGD//v10Oh0OHDhAo9F40Xm8F8M//rbH2T81BPuFooStRFEoy/pAmL1nSH0+5tAJGJsT9u1zTM3Ayyk9pGl6k5VJURTUarU90thVjbl8+fKe1+Cr6c+1myZut9scPnz4m7ZjiwjD4XCPDLvdLtbavafz3VSV1ppNNeSa7rPBgHPeDqsq4YCrs2B6aFE0UkPpLOMmwvM9lkyHqgRkypIqy5St4IvBKAFK1vUAq4QJWyVRljEJMSIsmS5OCW1boatLJl2MJ451MyRTJZF4hBJRE4+hGoJTbHnpKMIqxshMzpruMT6ssFzJqPUVUeboNhXWE4xoZmyTQuVsmD6zts013Wfe1bDkbOiCTFnGXETLVbjojQbQZ8sGBsOK6VDimLItijSn4w+pqpAdo5iViB09qsNdUgmHpUqih2Ti06PkwI008hVyaniMi0HhcU4NOOhiUpXhuZjlGyLQa2qItiERmj4Z4qDMFH5RsNbwaCSWuou5GgmFFl7nYladsEjBnPJpi+KSFQyKCaXZEYcufWKlOOtyppXHnPX5xzKnoRQHtaGwHldyy5yvOVuWvFGHrGRwrrAcDwwmz7mSKOYjj0tWo5Tw67Mx398Kb+tcLcvyJjeEJEkwxtxEhpVKZe/az7KMM2fOEAQBx48fv+VRAxHhT//0T/mt3/otPvnJT/K93/u9dzzKs9ayb98+vva1r90kvH/y5Ek+/elP86UvfemO/v5/B7w2zvBi2FVVgVHOevcG/eY3vxnf9zlz5gx5nu/N+91qh9M//O8+j/0fHnP/zaI8mH57ypi6TvvIgIfefoBqLWbkf/CtI4oioijaK0A/t7a2tLTE1tYWWZbRbDaZn5/H9/09BZk7iTzPuXDhAlmWcd99972o2vzzoZSiUqlQqVT2Wqqdc3udsdeuXaPX66G1ptlsMt1ocLw5yXfGB8iU5arucXqwynJ/m6WZ0b9xVUbqIBWJqNgKVeUY6pQES9cMqYmPiKLumlRF09UpPZ3jHOQKPKkwa8MbhJmyqhNCCXESMGfrWCUsmi4bQLMfkruSsahGZDwuBrtR2zgSgCcFtmroxQbloJ0IpXVcbtyIAncqdKOSIhTW1BAkYMxGdPWA0MWcNl0mbZW6eCzqjFRZqhKyL424FPaRKozbGrGL2JIeV3TC/rJFARilWSSlXlaoo9nWBT0R+qKZVRWu6YSWixmIMKYCFkmZtjUMigJhkZyxssZQlVzRGdMuoCEhZ/0EFwYcTwNWDZz3HY1cmE4K/qViQCnucobUCKdLxVEv4ILLiNA0y4iLkpMgPGRCVjPF39uS+/2Arli2Mo9QKUqBU6nlrV7MP/YsqQhvCDXb3QFXbcTdFZ9/Sh2vjw2f2hdxf3z7tzfP82i32zfV5oqi2CPCtbU1BoMBvu/jeR69Xo+jR48yOzt7y9fT5uYmP//zP48xhr/7u7+7rQjxW8GXv/xljh49+rLcZv6j4ds+4svznCRJOHfu3F4dr1qt7tXxVlZW9nz5druvGo3GS6YTh5uwfkoz9YDDq5V7kdaxY8deVVWDbrfL+fPnqdVqHDx4kOFw+LJTpLeDl0prvpLYTfvuRoa7N6Q8z/E8j7vvvpugUWFB9Tjr7XBBd6iIz1WdoASmpEqBpSUeBuGK18ETTUNiNlXKnKtQEY/rN6KpMamwqodMuogxF7FkOmS6ZK5ssqD7TBUhamfI+iSgYM7W6OiSSReSqYwtVTJUlqp4zNg6a6ZHogr2293aXUQuOUumwCqhmYA/cGyOg9IwM6ygjEfXGwlWFzJSKvEQymHJ9aqjaT2mVMAyBR1VUhOPQ67K06qLaGg7nylX4azqgobDtkYJXNYDAO62DZbJ2dQ5gdPc5WqcISHXwrwLiZ3PaTVAAfdLlYUyZ8M4xguY9UJOWYsAx3VA7hznreOo8rguBa1cSDLItLATedw1FIbK51kttJXmqPZ4OhUEOOQbVq3DLzyqGv61KJkxmoPi83eJZdpTNF2JJDkdr4rnKS7lwo+M+fzSbETbu3M16zzPOXXqFNZams0m/X6fNE0Jw3AvKmw2m4ThzdGmiPCXf/mX/Oqv/iof//jHefe73/2q1vLe97738dBDD/HBD37wpuMnT57kB3/wB5mfn2dubo5Pf/rT3Hfffa/avu4gXkt1vhhOnz7N2traXm7+xep4z08nlmX5DenE5xbGn5v3379//56r+6uBPM+5ePEig8GAEydOvKgW4K2kSG+3821nZ2fPff7IkSN3pHPuheCc2yPb3e7UbrdLnud7OorNZpOsGXDB77GqhvyT2cQp4ZCtcVkntMRn1lbYMUO29JA5V+eKTjCiOG7rpLpgVfXZJw0u6f6N4w26ZKyahFZi2KhCHZ85F7Gph+zojFAMoYuo4ZGqlMiFXDWjde+yDTZMyrZOabqQTDQTErCtE2ou5poeMGZ9WpnmcpQhGoJcaCaGXl1IPaG1LRBFmFDTpSCQEI0iZiTXdpGUCQJqAgWGBZUyKyF1USxQMlCOQxJRcZqvqyEGOCExhVOcVSktDDPisyYjlZTjhFhxXC1KcMJ+z8cazeVCuEsHLEjGLCG9EtCO6xTc52KGTnHK5fjAG8Tna7mjQDia5+TOcVlXOIKwajTjyhA7n8tlybYT3hz6bKZwKnM8GCqupAVjhaIaxTyTWkrgZ2cCPjQdYu7gdba6usqlS5c4evToN7T4715Pz1dq+eIXv8gDDzzAl7/8ZQaDAZ///Odf0KD6TiLPc+bm5jh16hTT09M3/V2320VrTa1W48///M/5yEc+woULF17V/d0hvEZ8L4bNzc29Avbz5/Hgxet4u5JEu6TR6/X2agG+77O2trZ383+lrUxeDM65vVbqw4cPMz09fVtk+/zxg16vh1LqpqfY59Y3novnpjV3o+ZXC7tkOz4+zqFDh24i2+eKCu9+JxGhXq8TtutsjGnOVVPO6Q6zrsoFnQBw4kb6sq8zmuJzSY/89w7ZOg7IdE4gikWVIgpmsoCKF7GhE0Q5EJ8eBQclJsBw8UaTzMGywRBHoByCcF3lOIRDUkWJ5tKNZpJDZWMkdaYHVPBZlpImPi1RpMCizjBWmNoq2Wh5FL7CWJgZhnRjR8eU7LMVSjEUqmCDjDk3iu4KVVAiDJxmEp+uymlLyHnJOUbINYZMS4VlGXkxrpKhbUAFzUCVKAvbqWMaxUIkHJQQaw1dXbKB5T6JGVg4IzkGeJOKeTzLSZVwj+cTOc1jqeWAMRjtqInH1Qza2nHeOY5nJcPMcTGMqYnjLrGcKSKcUhxQBYulY4IQz3h8feg4HCp+bjbgh8fvnGdeURScPXt2dG6cOHFL2RERYXNzk89+9rP89V//NUmSEIYhx44d47u+67t4//vff8f2+3z82Z/9Gb/3e7/HX/3VX33T9x46dIgnnniCiYmJV2FndxSvEd+LoSiKvejuVscTXgz9fp+zZ8+SZRlhGFIUBXEc35QivRM6ezCqT164cIHx8XEOHz78ikVa1tqbosLdFOlzOy7X1tbueFrzhbAb2aZpeltka63da2DodDokSQKeYWdfhasTml4IV02KUzDnYnKEtniUFCzqnEIJTeshw5I6mrwKJYZtVeCL5oirMtQFy3rAwbLOBT1gWkKmxOesGo0JtF2AJz5VpVghoUmFRZWyTyLa4nFajwhw3AU0JGJTjebk5m2drTIjTDNU7LNuFB6Kgy4gdY5LXoF2wr7tkvWKRxJplMC9RcyCyelqu2frc10N6SvL0RsdpJfVkBzhmK1RKOGiGlIRzZytsK0KViiYyCAcOBZrPqWGB4jZtI7LUhCieIOO+Icsp1Rwj/GpiOKxrGRGa1pGETiPZ1LLPYHh60XBAzqkdIqn84JCwX/xAx7rO7oivCE2UFj+OVEcImcJTaV0tKziig7oiuY7G5qf3Rfyltqda1dYX1/n4sWLHDly5BuipZfCYDDgV37lVzh//jyPPvooBw8exDnHhQsXWFpa4h3veMcd2/Pz8SM/8iN8z/d8zwuOG6ysrOw9JD/++OP80A/9EAsLC/8R1FpeI74Xw1e/+lWOHDlCtVq9pfGEF8KuFdH6+jp33XXX3pPSc7sTd+tQu9HGLhneSrv0S2FXL9Q5x/Hjx28aer1T2E3prK6usr6+jjGGVqtFq9Wi2Wy+rBTp7WBXQefq1auvGNnmeb6XotrsdrhczVmaClhqGvq+UHUaxKMuBtIhQ+XoVDXKwZxU8FBYZYnQXNyrl9XJEa6rhDEClqUkxjCPTxfLsh51FN9l64gavW+aiEuSMUNAHdgUx6Yu8URxvIi5REIaKNrWI5QAXwvX9JBDZY0lcvYpn44U7AiUIhywHmVZcjECzwpz/YJeGLIeKGJR3EvE111GroQ2hsMS8jVJATimAjyreYYcI3CwO2QtqrJlYEoZDiiPJ4oCC7zOC1BWeKKwzBtDoKDqPJ7ORgPlz5Q596iIwikulgUJwltMyIXMsWwd+z3NAWP4m65jylPM+QpPNOf7wozOOe08Xm8UOI/H+kJbO+73BrzPXmdWlbc9gnArKIqCc+fOYa3lnnvuua0a+OOPP87P/dzP8d73vpcPfOAD/64msUmScODAAS5durQ3LvG5z30OgJ/6qZ/id3/3d/nsZz+L53nEccxnPvMZ3v72t/+77fcVxGvE90IQET784Q/z2GOPAfDggw/y8MMP86Y3vYnjx49/05NVRFhdXd2zIpqfn/+mn3HO0ev19sgwSRJ8398jwlttMrHWsrCwwNra2k1k+2ogyzIuXLhAnuecOHGCSqXyslOkt4ter7fnhHH06NE7FkGLCGmastbd5im1w0Uv4/yEQYCpRI/m11REJIpTZpQGPeKqbIllQhksJVdUjlMw5QKa4rOuUnqUTEuFFXKOqAhf4NQNotzvImIMi2pIgWPcjcYMGkqRpzmXQ/AE7iZmB8eiGhHn61ydLZVzXWXUxaNqQyL1v9o78/CoyrP/f55zZs2+A0nYQlYWgYQA1rVVqrUUW20L9a36vq11aVFapMXKT1/UurW09rW477ZVVNRqW0TrLpQkgOxJIBsQspI9M8ks55zn90ecaUICWSBB4Hyua64rc84z5zyTmTn3ue/nvr+3pFzpZJIeykGjyxgdwkOYZqfV0InXdDqkTp3FSrhmECXAptjYIwxSFCtg4NctHDD8pHg1OhRJi+JAFYJEVUWTkmKvQYbVSp30k4idcq9BslVQZPiYLB3oUlCi+emQktmqgwOaTqVuEKsIMhQbH7g0HAJmOFV8fkGey2BOqMour0aWxYrHJ9nr0ejH0nkGAAAgAElEQVRUVL4WopLfKmnQIDdcId4Kj6c7iLSIYAlC9yQni8XSIyrhcDgG9f1raGigpKRk0EsGXq+X++67j/z8fJ566ikyMjIG9b0bKBMmTAjeYFosFrZs2dJjv5SSJUuWsG7dOkJCQnj++efJzs4elrl8iTEN37EIrANt2bKF/Px88vPzKSkpYcyYMcyaNYvZs2cza9YsoqOjgz+A2tpaDh06RGhoaFDCbKgECrgDj0BCRvcQacCgSik5fPgw5eXlI666EkggqaqqCkqcHe2C0F+IdLBZpJqmUVZWRltbW7Cj/Ujh8Xi61GacKg1jI/nE4aLFIolv0akKtxLnhXgUDtoNPIokxrDglwqjhYUO4UNDoQYfCjBNhtOAlxrFx0TDSZn0kooDA41GYdBCl9eYYYRSJjpwCZ0Yl4FmsRFrs3IID1HSQR0a6cKOMAx2iS4RhkzsSEOhiC6P7SxCaJI6B77w2DJkCG5hUIGXMdKKqltAMagUPiZ6LLh0nQ5Fx2VRiOoQOCTU2CFUKFiknShVodDwMgkbhqbSKjTqpM5Zwo5fCnb6/EgBc1U7hT6Nw0aXwkq6auWjDj9WINtpocMnKOgwyHaqVGs6o6SVVk3iF5KDPoPZNitVbh+lhoV4i2Sm3cLbDZI4K6SECDJCFf6UasN6jN553T34trY2Ojs7e4Xoj8y6hK7vWaDjSlZWVp9jjsbOnTu5+eabufLKK1m2bNmw3ZRB/+tw69at409/+hPr1q0jPz+fJUuWkJ+fP2zz+ZJiGr7BIqXk4MGD5OXlkZeXx+bNm3G73aSkpNDQ0IDVauWFF14YlvKEoyWZOJ1OXC4XTqeTzMzMEVNdAWhubg4mkAx1DbF7Fmn3jMuAIewrRCqlpL6+nvLycsaNG0diYuKIrT0YhkFlZSU1NTWkpaUF660kkmLp5mNayZfthBkCtwQdySiXH0NRqAlXQcJ46UAKgaoY2KSgiC4vbYoMwSclZaIDG4Io2VUQbigaIdLKbunBakiS2/y0hztpUHWEhEwjFI+iUyE8jJd2qjRJimrlEJ3EGA7KpY9MxY6QBsWGhh/IEF0JJdu+OPd04aBZl5RLPwBzhIO9hp8mDOxSMNmwsV334lMVRns1nB6d0hA7KIKpfmjAwkEkNmC21caGzq71uRSLyihUPu3UCBEwxW6h0yfY0mEw06lSL3UidQtNGoRYJAd8BhlKlxzg1k6DUAEzLYIPWkEK+EqEgqKpfNYomRMl2O3RuSnZwh0Th3aT2T3rMnCDGVAIioiIQNd1ysrKGD9+/KDq8vx+Pw899BDr16/nySef5KyzzhrS/AZDf4bvyN543fvrnUGYhu948fl8/OEPf+DZZ5/lggsuwO12s2fPHiIiIsjNzSU3N5fZs2czevToE35h1jSN0tJSmpqaiI6Oxuv10tnZicPh6OEVDkf2aCCs6ff7g2HNE8XRDHxgDdRms3HgwAGcTmewwe9IEVCb6StTtDvtUiNPtvNPmqmVfsYbIZRIL+N0hTCvxt5QCYogwW3gVa3EKQptFh2vVGlGZ7S0kCRs7BRudAGphpN2n4auddLpsIC0045BhmpDNSTbZZd3N1XY8UnY94UxyzScIKCETuKx0qQJJqgWDuIlWTrY6fcxzWqlTfhp9as0GwbTLFaElGzza9gQTLaotHs0ioRCNDDRZqHSBzW6QapFJVTX2eHrKiRP9XciJOyxhDJGSKKsAoe0stltkBuiUqL5SZQ22nRAGNT4DVJVGwqSLR6dMAEzrTY2tut0SJgdotDp8rLZayfVIXFYBBF+lToPRNphT4fk/7IsXJ104ryowBp8c3MzBw8eDNbidVcI6m+9eu/evSxevJivfe1r3HHHHSP2HZ04cWIwAnXDDTdw/fXX99g/f/58brvtNs4991wALrroIh588EFmzZo1IvP7kmAqtxwv1dXVSCnZuXNn0NOSUtLQ0BD0Cp955hnq6upIT08PhkhnzJiB0+kc0jmPrAXMyMgIGtXAGlRbWxsNDQ2Ul5cHZb26J84MNQwaCGtWV1eTkpJyzLDmUBFCEBYWRlhYGElJSUBXiLS5uZkDBw7Q1taG1WpFCMHBgweHFCIdLH6/n7KyMtxu94DUZsKFhXkimotlFIV08HfaUPBiU2zssAtidZXxhoX9Vi8tikGzrhPVYmCXGvYwFbsGGy0+YnEwQSgUaV48FoFNcZKiO/AqOo3o+DWFnZqfTIuTdvyUawZN0mCS4iBOqOTrXeHNFOEgTKqUG162Sx/TceIDkLDPrxFn2BmtCpqlF5cuOOSFyTYHhbqH+hYPjaqVDIeFasPgQIeCUwjGKgLNEOz2Wphi62r0andGUdEpyUBjrxQ4Wvy0aj4cNhub3ZLJKHiFpMQvvzBydja6dLxATogFzS94p9EgyaaQbtWpPuzlsGHnnCiFnW6DLL+K0yKo80ia/fDKTCvz4k9swpQQAq/XS2VlZbDWtnv5S01NDfv27UNKGaxvBYiPj8disfD444+zZs0aHnvsMWbPnn1C59YfGzZsICkpifr6eubNm0dmZibnn3/+iM7hVMb0+E4wuq5TVFTEpk2byM/PZ/v27aiqysyZM4Ne4cSJE/s1SG1tbT2SOAbizXWX9QqI7loslh7qLAMJjwbCmnFxccf0doaDhoYGSktLGTNmDGPHjkVRFLxeb481UL/f32+IdLB0D6kONtR1JIeln3e1dtZp7WgSbIZKmzRIV61Y+I/XlqFb8GsGDaqGMAw6DBVFEYxHAVWl8AtJu2zhoE0alOLDKUVXiYMq2C+9jBd2tvn8ZFms6ELHrQuqDJ1xqoVEofJvf9e5khSVMVgp0Lo8xLNUG35dsEvvCnemtXfiDw2hXEhCEKRhp8bQqDIMJqgWogyVIs1PB5Ici40ODbb7uuZ3vt3Krk6DOl0So0AmBp/5uj6PyboLr2ZljxFCktUgyalQ16FwyCPJiRDsbfcT3ikZE2qj0Cu6itvtCqWdkioPTI8U/GaKytkxJ/Y7qOs6paWluFwuJk+efMyb00BCWltbG6+99hovvvgiHR0dxMXFsXjxYs455xwyMjJOWubmypUrCQsLY9myZcFtZqgTMEOdJw8pJe3t7WzevDloDCsqKhg3blzQEObk5BAeHo4Qgurqag4fPoymacE2SMdDYJE/YDQCnQ+6h0gDRmM4w5r94fF42Lt3L0II0tPTj2mg+wuRDjaLNNAqyWazkZaWdsI8Sq802KB18LKvjQOGnynCyQ6/j8kWKw4h2a378QMhmkGyT9IaYuWw0EnphP0IEv1eNKtCjWLDKwSThEqsqlKgfRHuVGwIqbDP8GIgGYOdECE4LPxEo7LHY5ButaApGlbdyi6fRrpVJVKBQq+k3ZCM83uJUQRb6UriyHZYkAZs9ehYgDlOC3s7JDW6JFYVTLOrfNBqdJUwOBVihODDNoMQBaaHKLh9CptdBtNCFAxh4PWqVHkM0m0aB3wCu0cSKfyUCTsOaZCmQ6vVQUUnTA4RJAr4tAlCVJgTL7h9ssrUiBNrUFpaWiguLg5mYg/0e2IYBi+88AJPPfUU9957L2FhYWzevJnNmzczf/58rr766hM6z6PhdrsxDIPw8HDcbjfz5s3jzjvv5NJLLw2O+ec//8nq1auDyS233HILBQUFIzK/LxGm4fsyYRgGFRUVwRDpli1b8Hg8REREcODAAe655x4uv/zyYckKk1LS0dHRo7YQ/hP2mTBhwqAuBseLYRgcPHiQ2traHgkkg6WvLFKbzXbMMpFAI96AZN1w6qhu9XfyssfFZs1LnFDo0ATRmo5heHHaQyiRBgowV3VwwNCokhoxQkHxq8Sgc1DRSejUKLE7GKf5iRBQKmx0AtFCYYrFyiafF11AimIhHIUS3Y8LyTTFjiHhkNRQJfj8CnG6jzohSbbY2dYpyAlROaj7iZVW9noMZoaqHDZ0mj0KAhhvB80QfN4KmU6FTmEQLxQK2iS54Qq7PRoThJVmP9itkmq/wTjdSrgV8tw60RbBFKFS7jOo9MFE2UESFrZ4HFgwmGZtp7EjjHq/lekxOh0WhafnWJgQeuK+h4ZhUFZWRmtrK5MnTx7UjV1NTQ2LFy9m3LhxrFq1akSzio+kvLyc73znO0DX+v9VV13FihUretTmSSlZvHgx69evJyQkhOeee+5MW98D0/B9ufn4449ZtmwZ06ZNIyMjg61btwYzKHNycpg9eza5ubnDss7W3NwcDKmGhIQE66AGI8p9POfet28f8fHxTJgw4YSHirqHSI/MIlUUhaqqKkaNGsX48eNHLExVpvl4vbWFt3U/hhBMwU6zIYm0SDQke70SHZhutSAQbPN3hSKzLTZ0oMTw4ZTg9irEGho+RSPULym2hhCPZIJNUOYXNElJuCLItljY4OnyLOMUhXEG7NB0/IrCWRYLQqrs8vrxSphpsSIFbPNoRKmCaMOC3SrZ5dXJslrQfYJ2JAf9BrPtFjQDdnp0vAbMdVho1iQ7OiQRKpzjsPDvVoN2HWaGCSKlYGOTxIZBdpiPWncINR7IjgGPhNZGQYhqYAgdA51fxxUzOkT0En0e6ve/ra2NoqKiYAnQQI8jpeTVV1/loYce4oEHHuAb3/jG6aBocqZgGr4vMy+++CLnnXdesBEkdP3gamtrycvLC4ZIm5ubycrKCmaRnnXWWYOqM+qOx+OhpKQEXdfJyMjotcYxWFHuwRDQ9exeAD8SSClpbW2lpKSEzs5OrFYrqqoOOUQ6WPx+f1A8PCYjgw+QPNfWSaeUjBYqTqkSZoFiv48U1cYur840u0qEkOR5dQxgjKowQbGw1efHC0y3WPHq0Cz9uKRE9UhUwyDMYuAQCjs0O6NVGOsQ1Lr87MdKnArTHCob2g28wGiLYIpN5b22rjW7yQ6FcCnY4O6S8LswTGV/B5R5JVYB88JV/tVs0CEh2SY4yyn4Z2PXpeK8SAXDK9jSKkmww6QQqGsVVHVKsuxuPNYQvC4LETbQFQkGWNwqcaGwpVEyLRae+Zog1qH02aDY6XT2qMXrb+3bMAzKy8tpbm5m8uTJg9KQPXz4MEuXLsXpdPLwww8TExMzlI/9mFRWVnLNNddQV1eHEILrr7+eJUuW9BhzGjeKHW5Mw3c6oGkau3fvZtOmTeTl5QUzTAMZpLNnzyYpKemYBql7bVqgCH0gHEuUO2A0+lPHCDT5rays7LcA/kQTuJHYv39/DzWOoYRIh0J9fX2fNWItusEal5v33RrFXySLzLHY6ESyx+9nrEXloEeSblfxCB2rVNnt0YlTBVPtajBT0glk260U+zUaDUmmquL3GnQIjRqpMKbTg1+x4HAoaEKlptPCGJvAYZWEC5XPWgymhggUVdLpUSjqkORGKEgMClsFXgPmRApUAz5rFIyxQ2IIOHSF/CZJdpSgRjdI8CtUd0BaFJS6JVGdAqfRQb3FTrhFJcJrwemQbGuRZIXBGKGw5TD4DJg/CVaeLQi39f2dCGQydzeGuq736L7RPdGpvb2doqIiEhISGD9+/KC8vH/+85/cc889/O///i9XXnnlsH1Pa2pqqKmpITs7m/b2dnJycvjb3/7G5MmTg2NO40axw41p+E5HpJQ0NzdTUFDApk2bKCgooLKykpSUlKBXmJ2dHdQu3Lp1K5qmER8fz/jx4487EzLQoDNgNDwez1FFuQNZqlFRUQPqwn4icbvdFBcXExISQmpqar9ewrFCpIPNIg0k7aiqSnp6+lGNqNsweKXdwyaXxoftXQYw06YQJQRbfRq6gBkWKz4JbRhYgP0dEKUKxtoFuiHY0qHjFPCVMJUdLslhXaIgydY6qLCF0mhAvDCI9epUC0GjsDLZ8CKFlXqh0GII0lULTgWKvToRqkB2KowLFWxy6cwKUalvo8s7c0kuDFHwalCldZUcZFtUbCrktRpEW2Gi30utX6FOt5MZDmNUwcZagRRw4Sg42CiockFSOJw1RnLXuYJQ6+AMTOCGrHv3jQB+v5+0tDTi4+MHHJ1oaWlh+fLluFwuHn/88UGJUp8ILr/8chYvXsy8efOC20zDN2RMw3emEFB/D3iFn3/+OV5vVwq7w+Hgj3/8I9OmTRuWNa2+RLkDXS+klMGL0EgmzlRUVNDQ0EBGRgZRUVFDOs5QskgDzXirqqoGlbTjMSQvt3j5c7MXza9Q5jVItAqmOhQ+cunoAkapgrGKyiHdoFozmGW3Uu2VxNolDbpBu0dBMyRjpZsQi4M8jxWnAnMjBJWdsLdTYhdwUYTCJy0G7VLgkAY5hovNRjheoZBi0ZlkUfm0TWAI+GqEgtsHW9u7LgnzoxV2tUmqvRBhgXPDFT6pBb+EKeEaSkcnRZ4IrAqcnQDlhwX1HZAWDeE2OHBIoAiYmAA2O/zpEnBYjv974XK52LNnD+Hh4YSGhtLW1obb7e4RnYiIiMDpdPb6vD766CNuv/12li1bxg9/+MMRL0/Yv38/559/Prt37yYiIiK4/TRuFDvcmIbvTETTNB566CH++te/But5BqJDeiIIhBYrKipISEjAarUGRbmHI5R4JE1NTezbt2/Y9Ey7h0gDF9fA+7LZbNTU1BAdHc2kSZOG5Fl7DclLTT5W13sZpShsbZck2QTjnFDngdIv1tu+Gqay2SVp1CURCqSqCg1eDwcVG7NsCpWdCokhkqJOg7FYaPBJJoVDhy4paRFEWGBiOFh0QV4TjLZDot1PQ7tCtc9CotpJnMVPiTsCvxRMj5ZEqoJ/1wgcKkyPA92jsKMexoVLbHTgcasc9tmZOVrQ6JV4mhWcVrCHSKQO7YcVUuJhez3MHgsPzZfYjtPoSSmDGbpZWVm9si4D0YnAZ9bZ2YmUkrVr1zJz5kz+/e9/U1tby9NPP83YsWOPay5DweVyccEFF7BixQquuOKKHvtO40axw41p+M5EdF3n6aef5tprr+1RF9ddhzQ/P5+CggJcLhdTpkwJ1hZOmTJlyBJo/YUWvV5vjxBpIJQYFRUVzOI7nsSZffv24ff7yczMHLJqzlDo6OigpKSE1tZW7HY7hmEcd6G915C81ODnD9U+6n2STKuFFj8kOCW6AVuawaZ0rb+1dPjY7u36X18WrbDPDWUeiQpcHKZQ7YfCDkmaQxChC3QVdnYYXBiq0tQB2CXlHskkVOwKtNLlGTY2CVLCNMp8MF56ONAeSkpYJ0VeJzMcklafis2iU+mGsYYgLsJCcbsk3AIxfgW7A3Y2QEakJF4I9jSByyeYP0Vy+zywHWfU2+12U1hYGGz8PJiw5hNPPMH69etpa2vDbreTnp7Oueeeyy233HJ8kxoEfr+f+fPnc8kll7B06dJ+x59GjWKHG9PwmRwbn8/Hjh07ghmkgXBRbm4us2bNYs6cOf3qkOq6TkVFBU1NTWRkZAQlnvrjWJ3fA0bjyNBUX8c40T36BkOgLKS74kxf7wvo8b4GmkXqMSSvHta4q9xPvR/SbIJwTUFaJZ93GMwwPFRqDiZHKzQaUNcm8BgwK1pglZINDV3HuSBW0NQpKHR1/bS/ESsobIEqD9gFnB+lsLNdUu+DSU4YbxVsawWXBufGAJqgoBEMKflKmI/DHkmFx4FDaEyzeqnoCKFNU0mNlIy2CvIPdb23r4yT1NQJqlsF0aGSc7Iky+aB9TiWmQM3cLW1tWRlZfUID/b7//R4uPfee9myZQtPP/00aWlpwWWC0tJSvvnNbw59YoNASsm1115LTEwMf/zjH/sccxo3ih1uTMPXF6+99horV66kqKiIgoKCHgWe999/P8888wyqqvLwww9zySWX9Hp9RUUFixYtorGxkZycHP785z+PqJDycBLQIc3Pzw8aw2PpkBYUFKDrOsnJySekAF7TtB5e4bFEuV2urs73w92jry/8fj8lJSV4vd4BeZjHCpEOJPTr1iVPVvl59YBkX1cbQObSSrM9nL1ehdFWGCUVQp2Q12ZwXrjKngaYEgt7O3Vi/Cq1HTAjAfwG7KoTWATMiAfhF2ypA6cFskfBwUaodkOMA6bFQv5+gQZMiITxYbBxf9dnPCXOg123s6tGIdSqMzaig4ZGO60+O+OiPDjsUF/rQAApiRKnE+77njwuo9fR0UFhYSGRkZFMmjRpUBGCbdu2ccstt7Bo0SKWLl06opJ8R7JhwwbOO++8Huvu9913HwcPHgRO+0axw41p+PqiqKgIRVG44YYbWLVqVdDwFRYW8oMf/ICCggKqq6u5+OKL2bdvX68fyPe//32uuOIKFi1axI033sj06dO56aabTsZbGRECOqSBEOm2bdvw+/3ous6oUaP43e9+N6AGvkOheyp7wGjouo6UEk3TSE1NZdSoUSOWkNC9CfFgm5UeSSCLtHu7nP5CpNUtLu7f3kS5Fsn21q46yNlxIHXB5uaun+1FsYImr2B7W1fIMidUYCiwpUmSFQ6edoVRUbC5WfKVCMGBJkFSjKSkDRI0gSEhIqIrpHqoRjAuCjoVGGWR7DyokBLlpl6GMEFRqG6GCaMl+1sgyqcQYgcXBkI38DcqxEV2UNYSSvqodpZ+vZ7YmKF1FOmeNJSZmTmohCW/38/vfvc7PvzwQ5588kmmTp06qHMPlPXr17NkyRJ0Xee6667jtttu67Hf6/VyzTXXsHXrVmJjY3nllVeYMGHCsMzlDMc0fMfiwgsv7GH47r//fgB+/etfA3DJJZewcuVKzj777OBrpJTEx8dTW1uLxWJh06ZNrFy5knfffXfk38BJwOfz8fvf/55XX32VH/7wh3R2dvbSIc3NzSUnJ4eIiIgTHpZpbGwMqts4HA7a2tp6iHJ377x9oumu7Zmenn7C20F1D5EGEjICWaQRERHBbZMnT8ZnC+P/ig1erjDItCrsbe7y5nQhKaxV8Btd3l60DTbUdB1/TjzoXtjR2PX8wlFQ3yEobgGnCtkRggYvlLVCagTEIKj2SardkBPpx9Pu4aAehlcTzIkWGMD2aohwQnqYoKETKpsF46MkSQ7Bjkrw6YKLs3Vu+mYHne7edXiBzywsLOyoHlhnZyeFhYWEhYWRmpo6KE+tsLCQxYsXc+mll7JixYphaeEFXTeH6enp/Otf/yI5OZnc3FxefvnlHnV5jz76KDt37gx2d3jzzTd55ZVXhmU+ZzhmW6LBUFVVxdy5c4PPk5OTqaqq6jGmsbGRqKioYFitrzGnM1JKIiMjyc/P7xGaMwyD/fv3s2nTJt59913uvfdevF4vZ511VjBxJjMzc8jhJa/Xy759+zAMg5kzZ/YybN1FuQ8dOnRMUe6hvOfKykqqq6tJT08fFiUPOHq7ppqaGsrKyoIX7X379hEZGcnNiZH8aFwkqwsFxc2SxnbwuxVyYwTbWyWRhuDzcpg7Ghp1SX2doN4tyBktcdokeeVdXnJuosSmCz4/KBBIzh8PNfWC3a0CqwpzY9rYWxmOz3AQFSI5a7RkU3HXa6clSpwCdpYrqIrk7EmS2oMKO1sECdGSrKkGP79SYrc6iQx3Mnr0aKCnMEJVVVWfpSJOp5Pq6moOHTpERkbGoDRVdV1n9erVvP766zzxxBPk5OScyI+qFwUFBaSmppKSkgLAokWLeOutt3oYvrfeeouVK1cC8N3vfpfFixcjpTTX7EaQ097wXXzxxdTW1vbafu+993L55ZefhBmdHtjtdn7605/22q4oCikpKaSkpPBf//VfQFciwdatW8nPz+d3v/sdxcXFxMbGBtcKB6JDGghxHTp0iNTU1KMqzthsNuLi4oIZb91FuWtra9m3b9+QOjm0t7dTXFxMdHQ0ubm5I7ou1L2FTk5OTlB2q2e7poNcqfi4IC2Gd+sT+aghjMYqODde4PeCApQchkmqSniopM0Dwisoq1CYkwQ7myX2ToWSashNhqp2qD6g0OmDaXE+XG4PpeVRxEdAdIwkRMLW7SqZiRKPkIh2QWmNYOYkyWEX1BerWBTISDKwOGDJ9wzsfThZiqIQHh7eo/yg+zrovn37aG5uxmKxMHr0aPx+P16vd0BSfRUVFfz0pz9l9uzZbNiwYVi8/yOpqqrqUQ6RnJxMfn7+UccEIhSNjY1mluYIctobvvfff3/Qr0lKSqKysjL4/NChQ8E77wCxsbG0tLSgaRoWi6XPMQALFy5k7969QFf6dFRUFNu3b+81bsKECcG1HIvFwpYtWwY97y8rDoeDc845h3POOQforUP6yCOP0NzcTGZmZtAYdtch3bt3L21tbURGRjJ79uxBGR0hBKGhoYSGhpKYmAj0vLAGtDO7i3JHRkYGvSpd1ykvL6elpYXMzMwRV+VvbGykpKSE5ORk0tPTexhou91OQkICCQkJwH9CpDlj27ggron15aF8Xh6HRDA2zM+EUEFBpQqHBWeNltj9UOaDHfsFX0kEj1fg80vKqyHVqWCESArbFDqadcKMCMLioaxeMD4U/J2QECmprIXMaAW7DWpUqK0WjLaCEiXZd0AhJkpw140ajkHkfKmqSlRUFJ2dnXi9XmbMmBEsRj/Sk+9elB6IvhiGwbPPPstzzz3Hww8/zHnnnXdCPxOTU5/T3vANhQULFnDVVVexdOlSqqurKSkp6dVhWQjBV7/6VdauXcuiRYt44YUX+vQgu8fub7311mOm+H/00UdnxF2fEIIxY8bwne98p0d7lYAO6bPPPsvOnTuxWq3Y7XYaGxt5/vnnSU1NPSHJK6qqEh0d3SNkFkicaWpqYv/+/WiahtVqxe12M2bMGLKzs0fUy/P7/cF6xBkzZgzIW+keIv1eInx3LrxTaPDoBoiTBttKnIwPd6HYDKoPheDyWkiNM0iMlGwu+qJx7BhJlEPyeVnX/zk72YPHHcL+uq7nF2bo7KtQaHF16XyekyLZVijw64Kxow0SQmFHUdfY8+bqXH+tjnOQjpbX66WoqAibzcasWbOCBi0+Pj7o6Qc8+ba2Nurr6yktLWX58uXExsZSW1vLpEmT+PDDD4e11e3jbO4AABZhSURBVFRfDOSmOTAmOTkZTdNobW0dcjsuk6FxRie3vPnmm9x8880cPnyYqKgoZsyYEUxOuffee3n22WexWCz88Y9/5Bvf+AYAl112GU8//TSJiYmUl5ezaNEimpqamDlzJn/5y1+OGoKRUjJu3Dg+/PBD0tLSeu03i1J78ve//53bb7+dCy+8kJiYGAoKCjh06BATJ07sU4f0ROLz+di7dy9er5fY2Fg6Ojp6iHIHCu37E+UeKnV1dZSXlx93tmgArwavFwhe/EygAjF+iAzzc8CtEG/zUFsdztgEFw0+O4lWOHDIythEN36bA0+9BZcbMtIkUkLpHoHDDuMmGlh8gr1FKnFxBuGxEq1JUFOlkJJmgFOybIlG5MBL63oIiaelpQ3qt2AYBn/5y1944YUXyMnJweVysWvXLpxOJ3/7299G7HelaRrp6el88MEHJCUlkZuby0svvdRDYuyRRx5h165dweSWN954g1dffXVE5neGYWZ1nmw+/fRTli5detQQ5sSJE4OyYTfccAPXX3/9CM/wy4OUkt/+9rdce+21wSQI6K1Dum3bNgzDYMaMGcG+hWlpaceVvBK48PZVBD8YUe6h4PV6KS4u7lfQeqi0dsBbGwVr3lPQDUFWoiRUgd1VAp8myIp24fP6qGqLxGbRiZUQHi0pqbMzabTEXacQM9qgqEJhxniDtgaBCOlKgJkQDjaHpKZJYHPAnXf7iBmEE+Pz+SgqKsJisQw6U7a+vp4lS5YQGRnJ//3f//Xw8lpbW4+rhdZQWLduHT//+c/RdZ0f/ehHrFixgjvvvJNZs2axYMECPB4PV199Ndu2bSMmJoY1a9YEk2FMTiim4RtOBpJAc9NNN5Gamsqtt97a5zGqqqpISkqivr6eefPm8ac//Ynzzz9/WOd9qhMId23ZsiVYWzhUHdKOjg6Ki4txOp0D6uAQOP+RotxSyh6JMwPxSKWU1NTUcODAgUF7OkOhsh5e+ZfCtjyVjk5BTJRBXGQLpeVdWapjRhkkRkh27Oky4uPHtKF5JTWHu8L009I6aTpso65exaJKZmQalJSouF2CUUkGS+/2kTCIpgYBD/dYSUt9IaXk7bff5r777uPuu+/m29/+tpkZadId0/CdTDRNIykpia1bt5KcnNzv+JUrVxIWFsayZcv6HffUU08FLxb33Xcfl112Wa9x/RXUnk4ESg7y8vLIy8vrV4fU5/NRVlZGW1sb6enpx70mpOs67e3tQWPYnzJLZ2cnRUVFQV3TkVSd2VEIT/4VrL4ODu+PZuwEA69FEqoJDpQpjE8xUOySprIuozYhQ0Ox+ti/IwRFMYgb14pNV6gti8QZajBuisHCG3WSxg/sshEIKQNkZmYOystrbm7ml7/8JT6fj8cee2xQBnOo/PKXv+Tvf/87NpuNSZMm8dxzz/VZQH86J6qdYpiG72Syfv167r//fj755JM+97vdbgzDIDw8HLfbzbx587jzzju59NJLj3ncgRjIgRTUnu70pUMaERHB+PHjKSgo4IYbbuAnP/nJsCWvHK2/X6CGLTMzc8STGzweD0VFRVitdmqqJ/PGKzba22DyBIkADtYJLAqEeiE2UVJ+UGHsGEnjXoXELIN9pYLMcZKGckFIopfaOiuX/GgH8cntPTItj+bxHj58mNLSUlJSUgbV805Kyfvvv88dd9zB8uXLueqqq0bMy3vvvff42te+hsViYfny5QA8+OCDvcaZ6/VfGswC9pPJmjVrgm2BAlRXV3Pdddexbt066urqemQ3XnXVVf0avYEykILa0x2bzRZMiIGumrxf/epXbNy4kXnz5rFu3Tqee+65oA5pbm4uM2fOPGGdHY4sO2hvb2fPnj3BEoqSkhLKysoGJco9VAJi3pWVlcE+gVOnwjnn+PhgncrfX7Sga4LoWIMJoyR7tis01yukZehY/YLqDijfqpI9Q8PVJHA1K3jcDpY87CV15uQeHm95eXkPjzdgCCsqKtB1nZycnEGtY7a3t7NixQqqq6t55513+iwfGk6+/vWvB/+eO3cua9euHdHzm5w4TI/vFGblypU8//zzREREMGvWLH7/+9/3CtWtXbuW9evX8/TTTwPw5z//mfz8fFavXn0ypvyl4PXXX6exsZHrrrsumPSg6zrFxcVBr3Dbtm0oikJ2dnYwRDpx4sTjSpIINMZtbGzs1TNuMKLcQ2UgYdXaQ4JXn7Lg3q9QXaIQl2wQMcqgfqeKxy0Yk2oQFWdQ8skX638zdc7/H42zvmoc9byBNlQ1NTU0NDRgtVp7GPmBqOl89tln/OpXv+JnP/tZj8/tZPGtb32LhQsX8sMf/rDXPjNR7UuDGeo8VTlW4szcuXOJi4tDCMEdd9xBTU0Nzz77bI9xpuEbGlJK2tvb2bx5M5s2baKgoICKigqSk5ODajOD0SFtbW2luLiYUaNGDagx7tFEuY9MnBmIAZBSUlVVxaFDhwYstbZ7o8IbD1vROsDaKohOlhxuhPh4Sf1WleRsg8pywfxlfuZcqR/zWJqmsW/fPnw+H1lZWdhstqCaTqBdk5Qy2IsxoKajKAqdnZ3cfffd7Ny5k2eeeWbYsx8HkqgWaGf0xhtv9PnZm4lqXxpMw3e6s3//fubPn8/u3bt7bD9SPPtIAe6jYS7k96a7DmleXh5bt27F4/EEdUhzc3PJzMzs4Un5/X7Ky8txuVxkZmYG5caGev4jE2e6i3JHRkb2qiM9HmFnzQ/5r6ms/4MNX4dgfJaO0yqp2K6ia4JLb/Nx3nXaMY/R1NTEvn37GDduHGPGjDnqTUL3EGlLS0twzbW1tZWLLrqIu+++e8RDm33x/PPP88QTT/DBBx8QEhLS7/iBJqqZDAum4TsdqampYcyYMQA89NBD5Ofns2bNmh5jBlJQ2xfmQv7A8Hg8fP7558Es0u46pCEhIbz22mu89NJLpKWlDcuanc/n6+EVer1eQkNDiYiIwOv10tTURFZW1qDa9xxJW73gw0ctFL9swesSRI41mLZQ46JfHN3oaZpGaWkpnZ2dZGVlDUon0+fz8eCDD7Jx40YWLlxIbW0t+fn51NfX8/7775+079r69etZunQpn3zyyVGzSIeaqGYyLJiG73Tk6quvZvv27QghmDBhAk888QRjxozpkTgDfRfUDoY333yTtWvX8te//rXXvjPd8B2JlJLi4mJuvvnmoCxVQ0MDGRkZwbXC7jqkw3H+QMsmIUTwMZSu70dyIF/hnRU2EjINvvMnH0c7RKAb/dixY0lMTBzUufbs2cPixYv51re+xfLly3usaxqGEXw/J4PU1NSgmg90Jbg8/vjjPX5v5eXlvRLVBvt7MzlhmIbPZOiYC/mD45prruGb3/wm3//+9xFC9NAhzcvLY9euXTgcjqDaTG5uLsnJycedsCGl5ODBg9TW1pKZmRnUhe0uyt3a2npMUe7+MHRAgtJHPnj3LhKTJ08eVFaspmk8/PDDvP322zzxxBPMnDlzwK81MTkKpuEz6Y25kH9ykFLS0tJCQUFBMIv0eHVI3W43RUVFREZGkpKS0u9aXvfEmUBD2LCwsB4NYQdjiFtaWiguLiYpKYnk5ORBeWUlJSUsXryYc845h7vuumvYvOHumOIPZwSm4TMZPOZC/sgR0CENrBV+/vnn6LrOjBkzgvJrfemQSik5cOAAdXV1Pby8oZzf5XIFDaHL5UJV1V6JM0catEDbptbWViZPnjyg70n3cz711FO8+OKLrF69Oti2aiQwxR/OCMwCdpPBsX79en7729/yySefHPViduRC/nvvvcedd955zGMe6+7Z6/VyzTXXsHXrVmJjY3nllVeYMGHCiXxbX1oURSEjI4OMjAyuvfbaXjqkv/nNb3rpkNrtdh599FHuvfdecnNzjytUqihKsJwg0CQ1IMrd0tJCdXU1Ho+nRw88IDinnJycQXl5lZWV/OxnPyMrK4uNGzcOymCOFKb4w+mLafhM+mTx4sV4vV7mzZsH9L2QPxjFGV3X+dnPftbj7nnBggU9LiLPPPMM0dHRlJaWsmbNGpYvX96jn+GZRKCB7gUXXMAFF1wA/EeHdOPGjaxatYq9e/eSlpbGgw8+2KcO6fFitVqJjY0NJnMERLmbm5spKSnB7XbjcDhwuVxUV1cPSJQ70D7oscce4/e//z0XXXTRSUtWWb16NS+++OJRxR8G0k3d5NTENHwmfVJaWtrn9sTExGC2aEpKCjt27BjQ8QZy9/zWW2+xcuVKAL773e+yePFipJSm4v4XCCEYO3Yszz33HJdccgkfffQRUkp27NhBXl4ejz76KLt37yY8PDwovTZnzhxGjx59Qv6HQgh0XaeqqopRo0Yxfvz4HrWFR0qUHSnKXVtbyy233EJCQgKffvrpkMOyA+VYa9g33XQTd9xxR1D84dZbb+0l/mBy+mIaPpMRYSB3z93HBAqzGxsbzVKJbgghWLt2LRER/+nwGkiIufnmm5FS0tDQQH5+frCbfX19PWlpacelQxoo3m9oaGDy5MmEhYUBXd3so6KietQJBkS5W1pa+Pjjj7nnnnsYPXo05eXl/OIXv+Dmm28eVF3fUHn//fcHNO4nP/kJ8+fP77V9IN3UTU5NTMNnYnKK0d3oHYkQgvj4eObPnx+8mHfXIX3llVe47bbbBqVD6nK5KCwsJC4ujlmzZvW7lthdlDsmJoZ//OMf6LrOlVdeSWFhIeeddx7jxo3j9ddfH/o/4TjpLv7w5ptvMnXq1F5jcnNzKSkpoaKigqSkJNasWcNLL7000lM1GQZMw2cyIgzk7jkwJjk5GU3TaG1tHVC7nsrKSq655hrq6uoQQnD99dezZMmSHmM+/vhjLr/8ciZOnAjAFVdcccxEnNMJVVWZMmUKU6ZM4brrrgvqkG7ZsoVNmzaxYsUKysvLGTt2bA8d0pCQEFavXs3cuXOZOnVqD1Ht/pBS8u6777Jy5Upuv/12Fi5c2CPc6vP5huOtDphf/epXvcQfoGfXFIvFwurVq7nkkkuC4g/9KR6ZnBqY5QwmI8JApNMeeeQRdu3axeOPP86aNWt44403ePXVV/s9dk1NDTU1NWRnZ9Pe3k5OTg5/+9vfeqwffvzxx6xatYp//OMfw/L+TnWO1CHdsGED1dXVTJ06lQULFnD22Wf30iE9Gm1tbfz617+moaGBJ598MuhZmZiMMGY5g8nJ5Wh3z3feeSezZs1iwYIF/PjHP+bqq68mNTWVmJiYXrqjR2PMmDHBi2t4eDhZWVlUVVWZaeeDQFEUUlJSSElJobW1lfz8fN58800A8vLyWLVqVQ8d0oBnGB8fH/TkpJR89tlnLF++nFtuuYX/+Z//GZH2QQsXLgx2cm9paSEqKort27f3GncmCaqbHBvT4zM5rdi/fz/nn38+u3fv7rEW9vHHH3PllVeSnJxMYmIiq1atMsNWR+HTTz9lzpw5vRRUpJTU1dWRl5cXVJxpamoiMzOTGTNmsHv3burr63nmmWcYP378SZn7rbfeSmRkZJ9hbFNX9ozDVG4xOf1xuVxccMEFrFixgiuuuKLHvra2NhRFISwsjHXr1rFkyRJKSkpO0kxPHwI6pAGB5ieeeGJQrY9OJFJKxo0bx4cffkhaWlqv/abhO+MwDZ/J6Y3f72f+/PlccsklLF26tN/xg70I9hcmk1KyZMkS1q1bR0hICM8//zzZ2dlDei8mQ+PTTz9l6dKlRw1hmoLqZxzmGp/J6YuUkh//+MdkZWUd1ejV1tYyatQohBAUFBRgGMaAMka789FHHx3VUL7zzjuUlJRQUlJCfn4+N910k6nycQIZiKD6yy+/zA9+8IOjHmPDhg09BNUzMzNNQfUzFNPwmZzybNy4kT//+c9MmzaNGTNmAF1q+wcPHgTgxhtvZO3atTz22GNYLBacTidr1qw5oYowb731Ftdccw1CCObOnUtLS0uPWjGT46O/YnRN03jjjTfYunXrUccEymcSEhL4zne+Q0FBgWn4zlBMw2dyynPuuefST8iexYsXs3jx4iGfQwjB17/+9aOGyfpSpqmqqjIN3wjx/vvvk5mZSXJycp/7ByuobnJ6Yxo+E5MBYIbJvtysWbOmV5hzqILqJqc/puEzMRkA/YXJjkfXce/evSxcuDD4vLy8nLvvvpuf//znwW1nsvLMQHj++ed7bRuqoLrJ6c/wV5eamJziuN1u2tvbg3+/9957vbQdFyxYwIsvvoiUkry8PCIjIwcc5szIyGD79u1s376drVu3EhISEvROunPeeecFx51ORu+1115jypQpKIrSKyPz/vvvJzU1lYyMDN59990+X19RUcGcOXNITU1l4cKFJ10OzeTLj2n4TEz6oa6ujnPPPZfp06cze/ZsvvnNb3LppZfy+OOP8/jjjwNw2WWXkZKSQmpqKj/5yU949NFHh3SuDz74gEmTJp20AvCTwdSpU3njjTd6hY4LCwtZs2YNe/bsYf369fz0pz9F1/Ver1++fDm/+MUvKC0tJTo6mmeeeWakpm5yimKGOk1M+uFoYbIbb7wx+LcQgkceeeS4z9XXWlWATZs2MX369NNOeSYrK6vP7W+99RaLFi3CbrczceJEUlNTKSgo4Oyzzw6OkVLy4YcfBrsmXHvttaxcuZKbbrppROZucmpienwmJl8SfD4fb7/9Nt/73vd67cvOzubAgQPs2LGDm2++mW9/+9snYYYjy9EyZbvT2NhIVFRUUDy7rzEmJkdiGj4Tky8J77zzDtnZ2YwaNarXvoiIiGDz18suuwy/309DQ8NIT3HIXHzxxUydOrXX46233jrZUzM5AzENn4nJl4RjKY/U1tYGaxUHojzzox/9iISEhB5JOE1NTcybN4+0tDTmzZtHc3Nzn6994YUXSEtLIy0tjRdeeOE43tF/eP/999m9e3evR0B1pS8GkikbGxtLS0sLmqYddYyJyZGYhs/E5EuA2+3mX//6Vw9x7e7JM2vXrmXq1KlMnz6dW265pV/lmf/+7/9m/fr1PbY98MADXHTRRZSUlHDRRRfxwAMP9HpdU1MTd911F/n5+RQUFHDXXXcd1UAONwsWLGDNmjV4vV4qKiooKSlh9uzZPcYIIfjqV7/K2rVrgS6jfSxjamICdC0OH+NhYmJyilJRUSGnTJkSfJ6eni6rq6ullFJWV1fL9PT0Xq956aWX5PXXXx98fv3118uXXnppWOf5xhtvyKSkJGmz2WRCQoL8+te/Htz3m9/8RqakpMj09HS5bt264PZvfOMbsqqqSkopZVlZmczNzZWTJk2S3/3ud6XH4xnW+ZqcMhzVtpndGUxMTlP279/P/Pnz2b17NwBRUVG0tLQAXTe80dHRwecBVq1ahcfj4f/9v/8HwD333IPT6WTZsmUjO3kTk+PnqCERM9RpYnIGIoQ4oSLdJianEqbhMzE5Qxg1ahQ1NTUA1NTUkJCQ0GvM8UivmZicKvQX6jQxMTlFEUJMAP4hpZz6xfPfAY1SygeEELcBMVLKXx3xmhhgKxDoovs5kCOlbBqxiZuYDDOmx2dichoihHgZ2ARkCCEOCSF+DDwAzBNClAAXf/EcIcQsIcTTAF8YuHuAzV887jaNnsnphunxmZiYmJicUZgen4mJiYnJGYVp+ExMTExMzihMw2diYmJickZhGj4TExMTkzOK/w8Vf5zpVUYrHwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "x = np.arange(-10, 10, 0.25)\n", "y = np.arange(-10, 10, 0.25)\n", "x, y = np.meshgrid(x, y)\n", "z1 = np.sqrt((x**2/16+y**2/25+1)*36)\n", "z2 = -np.sqrt((x**2/16+y**2/25+1)*36)\n", "\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "ax.plot_surface(x, y, z1, rstride=1, cstride=1, cmap='rainbow')\n", "ax.plot_surface(x, y, z2, rstride=1, cstride=1, cmap='rainbow')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "awxEm31PBgLe" }, "source": [ "2.绘制二维正态分布概率密度图像$z=\\frac{1}{2π}e^{-3x^2-5y^2}$" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 200 }, "id": "g2l8PaxqEBtw", "outputId": "858b344f-61e8-475c-ee80-7084e6c15ba1" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "x = np.arange(-10, 10, 0.25)\n", "y = np.arange(-10, 10, 0.25)\n", "x, y = np.meshgrid(x, y)\n", "z = np.exp(-3*(x**2)-5*(y**2))/(2*np.pi)\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "ax.plot_surface(x, y, z, rstride=1, cstride=1, cmap='rainbow')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "mo8HjtdWEXaw" }, "source": [ "3.已知$A=\\left[\\begin{matrix}2&0&1&6\\cr2&1&0&1\\cr1&2&4&0\\cr4&1&0&2\\end{matrix}\\right]$,$B=\\left[\\begin{matrix}3&4&2&-3\\cr-1&-5&4&1\\cr2&7&1&-6\\cr1&3&1&2\\end{matrix}\\right]$,在python解释器中建立$A$,$B$矩阵并对齐进行以下操作\n", "\n", "(1)计算矩阵$A$的行列式的值;\n", "\n", "(2)分别计算下列各式$nA-B$,$AB$,$AB^{-1}$,$A^{-1}B$,$A^n$,$A^T$.其中n为自己学号的后两位。" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GLPpjPoAKaWY", "outputId": "572b3692-0a2f-49e1-8655-4f834a2244ec" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-41.00000000000001\n", "[[21 -4 10 75]\n", " [25 17 -4 11]\n", " [10 17 47 6]\n", " [47 9 -1 22]]\n", "[[ 14 33 11 0]\n", " [ 6 6 9 -3]\n", " [ 9 22 14 -25]\n", " [ 13 17 14 -7]]\n", "[[ 1.1 -0.2 -1.2 1. ]\n", " [ 1. -0.3 -0.7 0.1]\n", " [ 0. 0.7 0.4 0.9]\n", " [ 2.2 -0.7 -1.5 -0.1]]\n", "[[ 1.1 5.1 -2.3 0.7]\n", " [ -3. -13. 7. -0. ]\n", " [ 1.7 7. -2.7 -1.7]\n", " [ -0.1 -2.2 1.5 -0.5]]\n", "[[12968237797 3491896144 3769960508 14946421768]\n", " [ 5670607272 1526559473 1647904920 6535947344]\n", " [ 7065770348 1906657264 2061752717 8141481448]\n", " [10578944920 2847964896 3074401016 12193306913]]\n", "[[2 2 1 4]\n", " [0 1 2 1]\n", " [1 0 4 0]\n", " [6 1 0 2]]\n" ] } ], "source": [ "import numpy as np\n", "\n", "np.set_printoptions(precision=1, suppress=True)\n", "\n", "a=np.mat([[2,0,1,6],\n", " [2,1,0,1],\n", " [1,2,4,0],\n", " [4,1,0,2]])\n", "b=np.mat([[3,4,2,-3],\n", " [-1,-5,4,1],\n", " [2,7,1,-6],\n", " [1,3,1,2]])\n", "\n", "print(np.linalg.det(a))\n", "\n", "n=12\n", "\n", "print(n*a-b)\n", "print(np.matmul(a,b))\n", "print(np.matmul(a,b.I))\n", "print(np.matmul(a.I,b))\n", "temp=a\n", "for i in range(n-1):\n", " temp=np.matmul(temp,a)\n", "print(temp)\n", "print(a.T)" ] }, { "cell_type": "markdown", "metadata": { "id": "Yi-V-HozLZxC" }, "source": [ "4.求解线性方程组$\\begin{cases}x_1-x_2-3x_3+x_4=1\\\\x_1-x_2+2x_3-x_4=3\\\\4x_1-4x_2+3x_3-2x_4=6\\\\2x_1-2x_2-11x_3+4x_4=0\\end{cases}$的解,并观察$|A|$,$A^{-1}$。" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "EjSs16ByNkzc", "outputId": "ad5e4536-eefe-45b5-e72a-4332fc698f16" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[ 0.68 ]\n", " [-0.68 ]\n", " [ 0.173]\n", " [-0.205]]\n", "0.0\n" ] } ], "source": [ "import numpy as np\n", "\n", "a=np.mat([[1,-1,-3,1],\n", " [1,-1,2,-1],\n", " [4,-4,3,-2],\n", " [2,-2,-11,4]])\n", "b=np.mat([1,3,6,0]).T\n", "\n", "#奇异矩阵,算的最小二乘解\n", "print(np.linalg.lstsq(a,b,rcond=None)[0])\n", "print(np.linalg.det(a))\n", "#print(a.I)\n", "#|A|得0,不可求逆" ] }, { "cell_type": "markdown", "metadata": { "id": "hOfxzPHdO_vn" }, "source": [ "5.设$A=\\left[\\begin{matrix}2&1&6\\cr1&6&2\\cr6&2&1\\end{matrix}\\right]$,B为二阶取值$[0,10]$的随机整数方阵,$C=\\left[\\begin{matrix}3&1\\cr-2&1\\cr1&3\\end{matrix}\\right]$求矩阵$X$使满足$AXB=C$" ] }, { "cell_type": "code", "source": [ "import numpy as np\n", "\n", "np.set_printoptions(precision=3, suppress=True)\n", "\n", "a=np.mat([[2,1,6],\n", " [1,6,2],\n", " [6,2,1]])\n", "b=np.mat(np.random.randint(0,11,(2,2)))\n", "c=np.mat([[3,1],\n", " [-2,1],\n", " [1,3]])\n", "\n", "print(a.I@c@b.I)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "B6q6UrrIRUZB", "outputId": "c879f9c9-7ece-43d1-9fa1-703b2914a220" }, "execution_count": 25, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[ 0.093 -0.02 ]\n", " [ 0.232 -0.171]\n", " [-0.183 0.142]]\n" ] } ] }, { "cell_type": "markdown", "source": [ "6.求超定线性方程组$\\begin{cases}x_1+x_2=b(1)\\\\x_1-x_2=b(2)\\\\-x_1+2x_2=b(3)\\end{cases}$的最小二乘解,其中$b(1)$,$b(2)$,$b(3)$为列向量$b$的3个元素且其取值为0~10之间的随机整数,设定随机种子为**Random.seed(n)**,**n**为学号。" ], "metadata": { "id": "JSW28D9NRcUR" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import random\n", "\n", "np.set_printoptions(precision=3, suppress=True)\n", "\n", "n=3\n", "\n", "random.seed(n)\n", "a=np.mat([[1,1],\n", " [1,-1],\n", " [-1,2]])\n", "b=np.mat([random.randint(0,10) for i in range(3)]).T\n", "\n", "print(np.linalg.lstsq(a,b,rcond=None)[0])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "w4V4iRvTVjf8", "outputId": "f50ac780-9f81-4b5b-dd11-b3933a3bb350" }, "execution_count": 29, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[3.143]\n", " [2.714]]\n" ] } ] }, { "cell_type": "markdown", "source": [ "7.求非齐次线性方程组$\\begin{cases}x_1-5x_2+2x_3-3x_4=11\\\\5x_1+3x_2+6x_3-x_4=-1\\\\2x_1+4x_2+2x_3+x_4=-6\\end{cases}$的通解" ], "metadata": { "id": "HAyGR5aVpI3y" } }, { "cell_type": "code", "source": [ "from sympy import *\n", "from sympy.solvers.solveset import linsolve\n", "x1, x2, x3, x4 = symbols('x1, x2, x3, x4')\n", "print(linsolve(Matrix(([1,-5,2,-3,11],[5,3,6,-1,-1],[2,4,2,1,-6])), (x1, x2, x3, x4)))\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "O4_61cx-qTjx", "outputId": "16edc99f-b8e2-44e1-bdbe-c2b4d8626833" }, "execution_count": 30, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "FiniteSet((-9*x3/7 + x4/2 + 1, x3/7 - x4/2 - 2, x3, x4))\n" ] } ] } ], "metadata": { "colab": { "provenance": [], "collapsed_sections": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }