mirror of
https://github.com/jung-geun/PSO.git
synced 2025-12-19 20:44:39 +09:00
502 lines
247 KiB
Plaintext
502 lines
247 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(201, 150)\n",
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"(201, 75) (201, 75)\n"
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]
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},
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{
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"data": {
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"image/png": 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qKlIUpclj1SCyROeQyspKKi0tNQRYnXHGGTR06FCqqKjQ/tTgtEWLFtGBAwe0Y9u3b08XXHBBRL2ffvopAaC5c+c2ef6tW7eSy+UyKKcXXXQRtWvXLuLY6upqAtCisdq3b98WBc0tXbqUANDjjz9u+rkaFDhlypSIz/bv30+5ubl03XXXRXw2bNgw6tatW7Pnf/fddwkA/fvf/9bK2rdvTwBo//79hmPnzp1LAOi9997TytavX09Dhw7VxlB+fj499dRT1LZtW9O+rRJN4f3mm29IEASaOXOm4ffv3LkznXbaaVRRUUH19fXNXhfDOB1WeGPAbLFqaGigv/3tb1ReXk55eXl09NFHR1U+W8Ltt98eEUHcHE0pvGY88sgj1L1795jOcc4559Af/vCHJo/5/vvvCUCEcj579mzq27cvrV69OkLhnT17NomiaHhE+s4775DX66WDBw9GPdctt9wSIaePP/6YDj/8cM0KPGnSpIhHj0REixYtYoW3hRbe6dOnEwD64IMPaNmyZaZ/Zqxdu5buv/9+kiTJYN1LtoV3+vTpEZ9VV1fT7Nmz6aijjiKPx0ObNm2KOGbnzp302muvUVlZWdRH8+Goyu7ll1/erLJLRDRw4EAqKysz7ZOxctJJJxmsgV27dm3yxqS4uFg7Npo1Vr0RDHdXMKNLly40atQo7f2UKVMIAO3YscNwnOqO8PbbbzdbZ58+fWjo0KHNHuf3+0kURVMrtarsTpo0yfS7antef/31iM9uvfVWAkBVVVVNnv+3334jAPTQQw9pZSNHjjRVeOfMmUMA6F//+ldEPb///jv98MMPVFNTQ9u3bycANHny5Kjnjabwqpb8pv6eeOKJJq+JYbIBDlpLkMsvvxxfffUV3n33Xfzwww+44IILMGrUKKxfvz6u+j7++GMceeSRuOCCC1BaWoohQ4bgpZdesrTNBw8eRElJSYuP37VrF/7zn//gL3/5S9Rjampq8Nprr6F79+7o3Lmz4btXXnkl3nzzTeTl5UV8b8mSJTjssMNQXl6ulZ122mloaGgwTRoPABs2bMCcOXMM+ULnzp2LSy65BDfeeCPWrFmDF154Aa+//jqmTJnS4uvMRt5++23D+/fffx9+vx/Dhw8HEPgtXC4Xfv31Vxx55JGmf2b07t0bd999NwYMGICVK1dq5V6v1zTBfks55ZRTsGbNGkOdAPDPf/4TgiDg5JNPjvhOfn4+Ro8ejbvuuguNjY2mQVllZWW47LLLMGbMGKxduxa1tbVNtuP111/H+PHjcckll+Dll19uNgBt+fLl+OGHHzBu3DjT7AqxsHfvXvz444/o1auXVvbuu+9i0aJFhr/bb78dADB9+nR8+umn2rHnnXcefvnlF3zzzTdamd/vx1tvvYVjjjnGMBbN2LBhA37//XfD+c855xwIgoA33njDcOzrr7+O3NxcjBo1qsk6ly5divXr12Po0KHNXv/ixYuhKIrh/ABw//33Y9KkSbj77rtx7733mn5XvbalS5cayokIS5cuRevWrZGfn9/k+RctWgQAhvP/3//9HwDgs88+Mxw7e/ZsiKKIo446KqKejh07YsCAAcjLy8Ojjz6K/Pz8JufYaIwaNSrit1+0aBHKysowdOhQLFq0COeff37M9TKM40i3xm0nEGbh3bBhAwmCEGEROeWUU2J+3K7i9XrJ6/XSnXfeSStXrqTp06dTTk4OvfHGG1G/E4uFd8OGDVRUVEQvvfRSi9v08MMPU+vWrQ3+YSrPPvss5efnEwDq27evwbqrKAqNGjWK7r//fiIK+BMjzMJ75ZVX0ogRIyLq9Xg8EcEzxx57rBZoctVVVxl86E488cSIHKBvvvkmdejQIaJutvCGLLxdu3alv/3tbzRv3jx64oknqKCggAYNGmTwoZ46dSq5XC66+uqraebMmfT555/Te++9R7feeitNnDiRiALW/RNPPJGefvpp+uyzz+i///0v3XXXXSSKIv3973/X6ho3bhx5vV5699136dtvv6UffvihyXaGW3h3795NHTt2pPbt29OLL75Ic+fOpRtvvJEEQaBrr71WO278+PF0ww030LvvvkuLFy+m9957jwYPHkzFxcW0e/duIgpYi++77z6aNWsWLV68mKZPn05t2rShY489tsk2vf/++ySKIh1++OH01Vdf0ZIlSwx/Zo+Pr7nmGgKgBdWZ0bNnT0Me3wMHDtBRRx1FTzzxBH366af03//+l55//nnq27cv5eXlRbWuq0Tz4a2vr6f+/ftT586d6e2336b58+fTeeedRy6Xiz7//HPtuO+//57+8Ic/0HPPPUdz5syhefPm0WOPPUadOnWidu3aRVjKx48fT16vlx599FH6/PPP6e9//zsJghDhWjBw4EB65JFH6JNPPqH58+fTlClTqFWrVlReXm7wC/7kk0/o7LPPppdffpnmz59Ps2fPpvvuu49KSkqoV69eBjeNf/zjHwSARo0aFfF7LFmyxHD+P/7xjySKIt100000d+5c+vjjj+n//u//CIA2VxEFnm5cfPHF9MYbb9DChQvpk08+odtuu41yc3PpuOOOM1jqGxsb6fDDD6fi4mJ66qmnaP78+XT77beTJEkG9yyiwHz6xhtv0KJFi+jdd9/V2mNmBf/888/pX//6F/3rX/+inJwcGj58uPZe7cfRYB9ehjHCCm8MhCu877//vuaDpf9zuVxa9Lqq5DX1p/cnc7vdEQvuDTfcYHjUd/XVVxvOJwgC5eTkGMo2b94c0f5t27ZRr169tMfVLaVPnz4Rk7bKgQMHaN26dbR48WI666yz6PDDD9cU46eeeoqOO+44zac3msI7cuTIiHrdbndEAMiWLVto9erVNGPGDOrYsaMhyXteXl6EDHJycghARHALK7whhVf1vS4oKKDCwkIaM2aMaRL/WbNm0cknn0xFRUXk9Xqpa9eudP7552ubJ+zatYsuu+wy6tu3L+Xn51NBQQENHDiQnnjiCYNP96ZNm2jkyJFa4GDXrl2bbKfZxhObN2+msWPHUps2bcjtdlOfPn3o0UcfNdwAvfHGG3TyySdTWVkZeTweKi8vpwsvvNCgYN9xxx105JFHUuvWrcnr9VKPHj3olltuob179zbZpnHjxjU5njdu3Gg4vra2loqLi+mkk05q9lr18qivr6fx48fToYceSgUFBeRyuahTp050ySWX0OrVq5usiyi6wksUcOG49NJLqaSkhHJycmjo0KERWQp27txJl1xyCfXs2ZPy8vLI4/FQjx496JprrqEtW7ZE1NnY2Ej33nsvdenShTweD/Xu3ZuefvrpiOMuuugi6tWrF+Xn55Pb7aauXbvSNddcY1B2iYh+/vlnOv/886lr166Uk5NDOTk51LdvX/rb3/5m2MiCKOB/29Rvoqeuro4effRRGjhwIBUWFlJJSQkNHTqU3nrrLYNryldffUVnnnkmlZeXk8fjoby8PBo0aBDdf//9pgFz+/bto6uvvprKysrI7XZT7969I/olEdHkyZOpZ8+e5PV6qVWrVjRq1Cj64osvIupr7rqaM3KwwsswRgQiomRYjp2IIAiYOXMmzj33XACBZPwXX3wxVq9eHZH3sKCgAO3bt4fP58Ovv/7aZL2tW7dGWVkZAKBr164YMWIEXn75Ze3z559/Hg888ICWEH737t2orKzUPh8+fDgefvhhHHPMMVpZt27dDI9Ot2/fjpNPPhnHHHMMXn/99RYnNP/f//6Hk046CatWrcKgQYOaPLaxsRGtW7fGyy+/jDFjxuDcc8/FJ598YnjcK8syJEnCxRdfjDfeeAMTJ07ERx99hO+//147pqKiAiUlJVi4cKHpI2oAeOutt3DVVVehqqoKkiQhNzcXkydPNuQGVenRo4fhej///HOcfPLJqKioQKtWrVokB4ZhGIZh7EtizmRZzpAhQyDLMnbv3o0TTzzR9Bi3242+ffu2uM7jjz8ea9euNZStW7cOXbt21d6XlpYadhZyuVzo2LFjhE+byrZt23DyySfjiCOOwGuvvRbT7j2vvPIKjjjiiGaVXRUiQkNDAwDg6aefxgMPPKB9tn37dpx22ml47733NOX82GOPxZQpU7Bjxw506NABADBv3jx4vV4cccQRTZ5H3eseAA4//HCsXbs2qgwYhmEYhsleWOFthurqamzYsEF7v3HjRqxatQolJSXo3bs3Lr74Ylx66aV47LHHMGTIEOzduxcLFy7EgAEDIraPbAm33HILjjvuOEydOhUXXnghvv32W7z44ot48cUX42r/9u3bMXz4cHTp0gX/+Mc/DNvG6ndF6tu3Lx588EGcd955WlllZSX+9a9/4bHHHouo97fffsN7772HkSNHol27dti2bRsefvhh5Obmatet34kICFi9AaBnz57o1KkTAGDkyJHo168f/vznP+PRRx/F/v378de//hVXXnmltjXq22+/DbfbjQEDBsDr9WLFihW488478ac//UmzYk+cOBFnnnkmOnfujAsuuACiKOKHH37Ajz/+qCndO3fuxM6dO7Xf88cff0RhYSG6dOkSUxAfwzAMwzA2I60OFTZA9fcM/1P9ChsbG2nixInUrVs3crvd1L59ezrvvPOaDcZpik8++YQOO+ww8nq91LdvX3rxxRebPL6poLWmUtboAUCvvfaaoeyFF16g3NxcQ3CIyrZt22j06NFUWlpKbrebOnXqRGPHjqVffvklajvNfHiJAj6ZZ5xxBuXm5lJJSQldf/31hsCfd999lw4//HAqKCig/Px86tevH02dOjUiiG7OnDl03HHHUW5uLhUVFdHRRx9tkJ3qtxr+F37dDMMwDMM4C/bhZRiGYRiGYRwN5+FlGIZhGIZhHA0rvAzDMAzDMIyj4aA1ExRFwfbt21FYWNjsDkoMwzAMwzBM6iEiVFVVoby8vNkMVKzwmrB9+3bD9rgMwzAMwzBMZrJ161Yt+1M0WOE1obCwEEBAgGpqrGTi8/kwb948jBw5Em63O+nnsxMsG3NYLtFh2ZjDcokOy8Yclkt0WDbmpFoulZWV6Ny5s6a3NQUrvCaobgxFRUUpU3jz8vJQVFTEAycMlo05LJfosGzMYblEh2VjDsslOiwbc9Ill5a4n3LQGsMwDMMwDONoWOFlGIZhGIZhHA0rvAzDMAzDMIyjYYWXYRiGYRiGcTS2U3i/+OILnHXWWSgvL4cgCJg1a5bh80mTJqFv377Iz89H69atceqpp+Kbb75JT2MZhmEYhmGYtGM7hbempgaDBg3CtGnTTD/v3bs3pk2bhh9//BFffvklunXrhpEjR2LPnj0pbinDMAzDMAyTCdguLdno0aMxevToqJ+PHTvW8P7xxx/HK6+8gh9++AGnnHJKspvHMAzDMAzDZBi2U3hjobGxES+++CKKi4sxaNCgqMc1NDSgoaFBe19ZWQkgkE/O5/MltY2/rVmDVcu+wLat2/HvPVsg8VbGBmQilo0JLJfosGzMYblEh2VjDsslOiwbc1S5rOvYCb0HDUz6+WLR0Ryp8H766ae46KKLUFtbiw4dOmD+/Plo27Zt1OMffPBBTJ48OaJ83rx5yMvLS2ZT8evKpThsbxuUoBTY69fKBUEyHEekAKCktgXBMygwnluEAiEF545GuGyYACyX6LBszGG5RMcS2ZhNkzbXhZqXCwFUB0B/jBsQcmD7i28Gp4+nwK9n7NTUgt+0BKX4+MM30W/byUlpl57a2toWHysQUfo0mQQRBAEzZ87EueeeayivqanBjh07sHfvXrz00ktYuHAhvvnmG5SWlprWY2bh7dy5M/bu3Zv0ndY++ucLKF7pAyhMyRRzIAjB+xFSICst/1ETRYFo6OISlJSdm2EYhrEZ1AiBakJvhUJAcKQ9jWkha9pvw7V3PpD081RWVqJt27Y4ePBgs/qaI3tkfn4+evXqhV69emHo0KE45JBD8Morr+DOO+80Pd7r9cLr9UaUu93upG+NN+TYP+DDDS/B3SBDJAVCfS1IViDlF8CXXwhAgOirAx08AAgChJzkWZyLqRZu+LBdaINqIR8A4CEfutEOKBCwXyiCoEiAoEARddZockFQRJAoJ61tTLZBEBQZgABye7RSQfYBigKIIijOmFu9fcK2d/tMRiGJMkRJhiJLaGzI0co9ObUQRYIsS1AUqYka7ImgeAA5H5BqQN6dofKGjoCcA5KqATE+t0BLxqlaSYwVGL6mexNndbakTgn04zauSm2mrSM3quVciIIMr9D079qjz3Ep2Vo4lnM4UuENh4gMFtxMome/fjjilol4Z+X3uOjwQdj46XxU7t6JYaNOwYLiNiAQLivyYP3COXB7c3DU2f+XvMZ8/y6wfyNw6JlA+wGBsurdwLJXAE8eDva+CmuX7kBekQeHDeukfW3tNztxcHctegxph7adCi1tks/nw+zZs3H66afzfuU6nC6Xih3b8POXn6OgdRsMPHWUVv7zl5+jYsc29DziGJT16GX6XTPZfL39a6zavQqD2w3GcR2PAxCYF6Z/Pz0wxvpfhjx3ct2X0o1eLtu2vwpFrkenTpfA42kDAKiuXofduz9DTm5HlHc4P82tTS2Jjqeq6l+wZ/dc5OZ2QYcO52nlvy2ZjvqaXejY60IUdzsUACBXNaJ66Q6IHgmFunk0E2lOLnu2VGHj93tQXJqHPse018pX/28bag40oPfR7dGqrOXjat6medhwYAOO73g8BrULxN00yA145cdXAABXD7waktj0jcN3332HAwcOoF+/figrKwMQeOr77bffwuVy4cQTT2y2HdVLtkOu9iH/iDK4SgKKn39/PWpW7IKU70bBceWOnoMVhfDUf9cDAP48vCdy3AGZf7elAp+v3YPeZYU4Y2AH0++qchl1+ukpa29LsZ3CW11djQ0bNmjvN27ciFWrVqGkpARt2rTBlClTcPbZZ6NDhw7Yt28fnnvuOfz++++44IIL0tjqphGDt40KEUh1ficFFLyPFCjgUiCISc4ip/oNKzpLrfpakCAET6+EeTiQEmwnO+4zVhHsS0ThnS3Y12IcC1Kwb8sU6tsU/AcAomC7DI0JIZjaqijsM6alCEEbGCHsKZegGD4PHBSUuRO6XJSuEq+jpDoO9Z6Wim4OaMkaI2hzR6gO9XXMa5TZhWTB8NCLSdHLMfi/aFMZ2E7hXb58OU4+OeQIPWHCBADAuHHjMH36dPzyyy944403sHfvXrRp0wZHHXUU/ve//6F///7panKzSMERJANQgq8V3UKkKrxishVetX6dUqC9FqXQRKIYJwFFVXjtOgqYjEPQFj5jebyPEtWFVL946pVfSXDe4+YmESLDUSi0nKW8OXZH7a8Iu0EjNf5BCc2N2iEOMBBoCmQUDTfW+0izmy294tqSm7GmlNoWK7xmx6ntsP/P1iyCIEAQApes/2k1EdhUBrZTeIcPH46m4uz+/e9/p7A11mC08KoTZ+gaRbWTpcrCa+jhivaZKEbeOQcOCVrJWOFlLEKbUCP6WtBiFuOMa6bw6l9nm4VXW7X1CprdV7M0ombVIQq38JrcRJBzDATR9N2QUSTGa9TWwshAaQFCTOPezMIbaztMHoAgKzReBORNuttgQC9He8og22b5jETN4SdTKOWH4VGuusg347uUMGITLg2iqE3QUZ4yx3w3zzDRieLSoH4ao1KmWnANFl5dP882hTf0iF2/nKmP3+25mKUX9YlEmIVXdWkgXf9SlUEHdblo+mSs906i5hpi4tLQYuOsdS4NZPI4P1uGh6AzxKnY3aXBQUPOvkhqxwJpLg3qxClC0DTMpPvICmYuDYr2Wcj4bG7hZR9exiq0m6sIy5HaH+Oz8OrdGBTduMq6vmviIx1SMrJMFhagWXjDfXgRqfCGjGT2l7OZcml4H6uBN1ifYtIvxRaqK1a4NJgel0UuDUBIqdX/tIrN13pWeDMAUfXhpZAPr9rLJAFQNAtvmoPW1MlIMZ/cnPCIjskUTB65I7T4CTFaZM0svEpQGck6/11ECVqj+G4mmCZ8eIMWXtL58MLmSoOBZoLW4nU90qPEaPCxxMLbhEuDI363FmAqx+D/dl3qWeHNANTOIxOByHiHKwmCZtVKftCa6sNrHrSm+fCGK7zaOmnTUcBkHNEtvPFZWUwtvOq4yjJ3hgDmlrnAJ9koj8QI+fCaB605NUtDKKmQeXRpvEuCmQ9vrOPUGh9ek4itLMHMP1vRbhzS0CALcMCQsz9qlgYFgKJlQlAX45DCm3wLr5p3zNzCC93kZkgbo2VpSG7zmOzBPG1W6H2sFt6msjRko4U3NFj11hsOWoufptOSOT5LQxjxBjdpackQv7JqSZaGptrtgN+tJahzsEH6Nrdys4qSAWgWXoVC+1SrLg0IDfjUWXhNHnPqLLyBcv0hnKWBsZiwGz+NOHWyprI0ZKOFt0mXhmxxUrSQUBo9ne8pKdBu0CjSwuskFzCrgtYEkycPSozBlMl2aciW4dFU0JpdRZB9M30GomZp8BNplhczl4bUpSUzcWkQRMMErZhNJg6awJn0oi1aYeUUp5+paZaGbLbwmmbBUDee4GUhVgSTuZNI0fVTZ2ZpCD0oMHdziz0rWXRlNR0uDVns0WAetBbvBh4ZggOGnP1RszT4FIqwbAkCoATdCtLj0qDP0qB/LEcRr206BpgMRIhi4Q0Fw8Tn0hAtS0PWIUSasCjG9E9MCPM8vKHXgj5ozUFZGkI3TsbSUHBpbNcYutGNdLVJrYW3CY03Sww75jcfgf/tKgJWeDOAUJaGkIVXXehTauFtJmhNP1eY5qu36yhgMo+ovoFKUx9HxTRLg/YUJfssvNF9pNnCGx8h31NVQQhYeIMfKybGAgcovFE3WovzEk3TksWorFqTlkw9ua4wu7KShX5bXZlm4bWpFHhmywAMFl4xkBNUHeQSMistmRCWqYEUCll4WeFlLCKahVfzf4zVwitGt/Bmow+vdmNNJhZemy5m6UQw7FKpKrwyIAjBGwi9tcBBQb7aZVmTh7epjSdSauENfdHkBLFVYVdCNx+cloyxEPVHUC28AkK7QKU2LZnZxhMhCy+gGwSqwqvfAtkBFgsmM4im0Ma7s6W6kLIPbwBzC298NxOMUZFS3RqIlKCVTFD3nwjgKAuvuUtD+Oex1qdH23gipT68Ju3mjSdsH7XGM1sGoCqKatCaIAQyNgQ+0/nIpixozSwZfVDhDctmpHdt4HWSsQxtso1IxGs8oIVwloZwVF/JyKA1265maSV00xSylCtBC69kmFPJ7mYyHaaP/mFcF+LBLA9vKl0amszSkCXjw0wE7NLAJIzq0iArAAQBoiBogWoGC2+yF2axCZeGoLKtui2oFl79446sDP5hkkLIchQlaC1GZUESm8jSIGafhdfM+TJc1kzLEQxPCVQLrzqPikYrmaNcwCLdBwLEF8gsmrjamCm/TbbIQpcGU8uwE362FmC2syoHrTEJY0xLJgQsvHJgshQBUJjSmTSEJlwagp9pu62pgRm6x3POmMCZTEBbmMItRzH686k0maUhW1YwHezSYC2CIOj8okMuDRCCQYD6ncgcZEjXloyIcRr8PFaXBm0TJl3QWoa4NMTrl2xXzJZzTkvGJIz6I4RcGgRDHl7t0WtagtbCXBq0YCLVhxfBtiW3aUyWEcXCGwr4ia3DcZaGcEx2tHKSJpYGhDDrJEE2VXidlKVBI4rCG+8W4Pr60hG01mSWBif9bk3BQWtMMlAtvLISUHhFALKsujEgY9KSBdoQFrTmqMdzTKZgDAJKwFITRLPwKiZZGrLxbk2zoJvmF0x9exyAoPnxBvuYtvGEaOy3DtqKPapymaAlUG/hVbWsllp4rfXhNcnDmyWYBa2FbhzS0CALcMCQsz9GC68Q3GwiaH2CkMK0ZGYbT4TSkgGR62Ro0wmbjgAmMzEkfTax1MQ4FsyC1rI7S0NY9KnudTa6eFhBSPkL+fAKUC28ugPt7gipw3Ta13cpC3x4Kdx83GybrPDhbeK4LFnrtI0ndGXxuqpkCqzwZgCS9ugAoGAeXkVWF2NoFoHkpyVTLbz6u2vF8Fl4Hl6FLbxMEtArXfFadfVoCylIU3qzO0tDAKNLAwetJYS225oS/F/WLLxGM5l6vAPmTJNsKgnouzolyyQPbwIBZ/FuLZzNSUxUcZu5NNhVBNk702cQon7SCKYlUzuZJKTSwmum8BotvJFBazCUM4wVGLax1k+4SnyLn96Kqy6goVzX2WfhZZcG64ncXpia9OF1gpHALA+vfrzGvbWwiYVXbKG6YqlLAwwX1rLvOgQzlwYOWmMSRtJNGoogQISgLcYCQlkakh493aRLg2A4RHNpyLLIVSZVNG3hjXmnNd3xbOHVuzToYZeGRFBlarTwBnx7jcn7HThnmuarRczXqCm8iLTOxpqHNyGXBlNFPvjCATcqLUGztpvkkLarCLJvps9AQt50BApaeFVLlj4Pb3qC1qK4NISlJWMLL2MlBuuXiYU37uhvhHx31f+zUeE1y4IRUjKyUB4WEMrFq8/DG3Rp0Kcl0/ZOsf+cGb4ehL+O9RK1tGQm/TLWGzFLXBqiKfJZgFlmSN54gkkYURAgUGBOVMKD1nQuDelJSxYetBaWpUELIrLnAGAyE6MPr8niF4eFN7Q3vGqBiy+/pxMwDVrTdlXksRwXQriFV5eH13DTZnMzmQ7TKzBYeOPLl52ID6+ZhTf8s2brUF+Y7KubLcMjNF+ayTHVrbGG7JvpMxQBgbFFah5eWVV4My0tWbBYS0sWeG/XAcBkKIYsDYh4HU9/U30Awy28WenD29TGEza13qSbCJeGYB5eQDRutasZCVLbvqRglrpK/3GcFl5TH94E0pLF69JgrKSJzxyIeVqywP92FYHthtwXX3yBs846C+Xl5RAEAbNmzdI+8/l8uP322zFgwADk5+ejvLwcl156KbZv356+BrcQEQSioEsDoG0tLEKIOxVTzGg+vCZZGiI2nlAPZQsvYz2Bfmbmzxf/HZa2vbDCPrwhRcXEpcGuq1ma0YLWdHl4BUFoYqc1+8s5tCMiRe6+iRgUzDBMfXhTuPEEuzToXBpMgtZEm/Zd2830NTU1GDRoEKZNmxbxWW1tLVauXIl77rkHK1euxL///W+sW7cOZ599dhpaGhsiAuOJBAGiIOiyNIQsvGlJS6YYLbzRthZmH17GaiJ39UtsIdVy8QadKLPZwmsatGZz/7x0I4RF9KouDSDnujQYukq4QpjAGE0kD6/2PQs2rDHNzOCAn60lhPypI4PWbKrvwpXuBsTK6NGjMXr0aNPPiouLMX/+fEPZM888g6OPPhpbtmxBly5dTL/X0NCAhoYG7X1lZSWAgMXY5/NZ1PLo+Hw+iCDIsgI/CEQKFL8MxeeHIsvw+XyQZQWyoiS3PbICUZEByFAaGwBBhOhvBBQ54GLh80FRZK0dPp8PvkYfZEWBrMhJaZtaZyp+BzuRDXJRiKDICny+Rog+d6DvBV19/H4/IJpfe1TZKIAsy2hobIBP8qHR3whZloPncK4cVfRyCcwnMnz+Rq3c7/dBVmT4/dkhDz1WjCdZQXAebAjMjf4GKIoCkQLljQ2NEEQBst8PRZHhl/1Ahsu5Obn4/YF1CQAaG30QJQG+Rj9kRYEoCjHLU/bLkGUZPr8vrL/KIIVaVJ8sy1AUJVCP1rf9EWVN1qHIgd/I7w/VEVz//ME6nD4HKyYy8AX7rqwrCyfVconlPAJZkdU9TQiCgJkzZ+Lcc8+NesyCBQswcuRIHDhwAEVFRabHTJo0CZMnT44onzFjBvLy8qxqbpMs8BRiW6OIot8r0Xfbcsj5bmwccjwOUxrQes13kBvqUdSjN9wFhUlrg6g04pBdnwIA1rU/ByRI6L5nPjz+KmwpORF13nao2yWhsVJCThsZ3hIZjQdF1O12wZ2vIK/cn7S2MdnH/p++AykKWvU9DJLHC1IU7P/pOwBASf/BEKTYLLNf13+NOqrDUd6jUCQW4afGn7BL3oXe7t7o7OqcjEvIWCRpNSRpK/xyLyhyLwCAy7UKorgTfv+hUJSuaW6h/XC5VkIUd8Pv7w9F6QxR+g0ucR2Kd/eAq3oQdnSqAwSg3Q4vXH4R+9o1oDHH3pt9kAxU/uYBABT1bIQgAooPqNrkgSAARb0aY6pvt7wbPzb+iFZiKxzhPQIAsM2/Db/4fkFbqS0GeQY1W0dNTQ0qKyuRk5OD1q1bAwCqqqpQXV2NvLw8FBcXN1tHwUEXCivdqCnwo7J1QKEqqnAjv9qFqiIfqoudv9at3CtgV52A/q0VdCkIlC3dLaCiQcCQNgrap0Y1apba2lqMHTsWBw8ejKrjqdjOwhsL9fX1uOOOOzB27NgmBXHnnXdiwoQJ2vvKykp07twZI0eObFaAVuDz+bDw86Xo0KEcbT1t0BHb0ZArwdWjB04oLQFRHepratB/+CkobNM2eQ2RfRC/WgsA6HncSMDlhfjtVqD+AHoOPhUo6ogtq/dj9+YqlPcqRnnvVtizpQqbf9qP1mV56HlEO8ub5PP5MH/+fIwYMQJut9vy+u1KNshlmb8Oss+HwaeeipyCQsh+H5Y1VAMAjho9CpLL/LqjyaZybSUONBzAsJ7D0CG/A6TNEjYe3IgTO56Ifm36peSa0oleLpVVeaiqykGr4qPQqtVQAMDuPUBt7a9oU3ICCgsHpLm1qcWK8bRnj4Ca2g1oU3IcCgsH4MCBb3CgQoHbVY5i6oXBJ3WE4BJRu2QHlDo/Bh5RCqnYa/GVWEtzclFkBSvnbgUADBnRGZJbREOtDz9+vh2SJGDIaeZPVaOx8eBG1G+uR1leGU7vdToAYM2+NZC3yehe3B2ndT2t2Tq2b9+ODRs2oE2bNujfvz8AYPPmzdi8eTM6dOiAQw45pNk6GjdWonHjQbg7FsDbJ6A0N6ytgG9bNTzdi+DpXuz8OfjHndiwpxrH9W6HgZ0CNwk1K37HjoP1OOmw9uhVWmD6tVTLRX0i3xIcq/D6fD5cdNFFUBQFzz33XJPHer1eeL2RE4/b7U5ZRxZAAb9ESYIkihAEEaIAeN0uNIoiJEmEx+NJbnskSfPVlSQRcLsDfmaiBMntBdxuuNwuSKIIUZTgdrshioH2utyupLYtlb+FnXCyXCRJAhQZkhToawKC/RKAx+OF2IyFN1w2bpcbkl+CKImB+kQBkiTB407yuMow3G43XC43JFHSZAsAkihAEiW4XM7tU82RyHhyuTxBmQpwu92QJAGiJEEUXBAFCS7JBdEtQRQkQCS4PW5INpFzNLkoogIpGFvicrvgckuQJUASRUguMWZZetweSFJojAKAKImQJAkuV8vWmMC6JEIUQ3VIkgRRFFtch+JywS9KkMTQ+PCLEmST8eHUOdjlckEUJYi6OUIUJYiiBI+n+WtOlVxiOYcjFV6fz4cLL7wQGzduxMKFC1NipU0UEYFAXi0tGQggSu3WwqIY8EYnCqUjCw9aCw8k4q2FmSQREZim976KJy2ZGrTGO63pAtPMgnJ4LMeFlh1A3XgimKVBEIIRyUFZ2z3yR4dhjKqXp+Wrjf36THdas2Br4ZizNJikqQ6doGVV2B2zjSe0BCOpboxFOE7hVZXd9evXY9GiRWjTpk26m9Qi9ONLlKRAhC8pEFOZhxcIpB8jf0iTpbCNJ9RAZHVy09KSJb9pTHYhhOXF0afQiieTQLjCm81ZGsxSvoXy8PJgjgcBwbRkWj9VN0yQggpvoNSpWRpCa0Ii1UXPwxurAm1JlgbDxiwO3BK6Cczy8Cqx3jhkGLZTeKurq7Fhwwbt/caNG7Fq1SqUlJSgvLwc559/PlauXIlPP/0Usixj586dAICSkhJ4PJ50NbtZRFAgKh2B9GMEBVAokIdXS0uWgoVZFAPztBJu4Q0sgtpWkpqF194DgMlgwvNpJpLRHiHFli28iLxzhV5R47EcD+F5eCksh7mWi1dTGlLavKSgn/cjlMo4rq/JHLopzcPblHnTAT9cizCTY+B/u96r2U7hXb58OU4++WTtvRpsNm7cOEyaNAkff/wxAGDw4MGG7y1atAjDhw9PVTNjRkTQkwABhVchAhQFkhDahCIlmzuE5ZIMbTxhVHjVDSe0Oz67jgAmYwlfuPQKWSJ5eMN3WstGhTekPBi2AAt8loXysILIPLzBeVtVhFWFVxW5Q+ZMQRQC16bp8wm4NKi5X3X9MlYLb1PHxbrxhNkuY9mCaKbz2zxXt+0U3uHDhzf5eMKuWdYCWwtT0KVBBPkQcGlAGlwagIBllyhk4RXMN56AUR9mGMsIKbyqAhEsj1NRCHdpUPswuzQg+NreKbLSjmB0aVAtvYK2oU9wjlcVX4dZCinsRVzbf5tsPKGO15RaeENf1L8JniC2KuyKKitF0c8R6mdpaJAFsJqSIYhEUAg6lwYAigJRv7tUKhRebXKWjYNdLVfv+tSthdnCyyQJIeyxIsW48IWjKrYRFt5UjKtMw2zfUG01y0J5WIDq+xzu0qD69kJnBQWcI+bIHRGN5THVZbqduLqdbWwCS8SH17TtCVyXHTGz8CqaC2Pq22MFDhly9keAGtdAEEUp0MnIqPCmZGE2WHjliHIxig+vXffWZjKYaD68cfa1aFkastHCa56lwd6PK9NNuEuDNn/qn4oZMo04RM4RyVTif8pqap2NsV9a6dJg6sObJTR1T2zX9Z4V3gwh4MMbGNqSpPrwUhotvErInUFXHuFXqWVpsOcAYDKZsCwNCaQ7AkyyNCjZ68MLzRpp5tLAYzkuNJcGo4VXCzZWYHSZdsicKZgph0B8QWtNWHhj9eFll4bEMM2YYXNvnGyc6TMSERRwmQUMFl59jpeUBJNoVopwC2+0LA1q25LfNCa7EMTwm6vEOhtnadChmW90GpimFGShPCxA0PxPVR/esCwNREbrp0PmzKhGkATy8CpkErQWo8ASSkvWhEtDtix2ZokqNBdGm3ZentkyBBGBga0GrSkEQFEg6BahlPgOqYudorPwCqLW+/UfB/5nCy+THMwsDEDiFl7O0mDu0sBBa4mh5eEN+vDCLEuDzgfSab6gEVnJEgha06MFraXSwmvyON/2uy7ESOjmI/Jmwa7LffbN9BlKaKe10PapIIKoDvZUBdYYgtaMOXgDL8NTRbHCyyQHISzzuZatJF4Lr2i08KqWo2z04Y3wjzbAy0I8RKYlU58ghLI0wEmbTgSJTB+olsdfp5mFN5Gd1lryWdiBwZMnYCW2OU1tPGFXpZ9ntgxBMLg0iIGthXVZGlKm8IanJdOXwSwiNzgZOWgCZzIFY1oyrdQqC28W+/AKZnunxmhJY4wI4WnJwnaphEIh5cFJ82W0oLUEcmWb+fC2VMmywsJr6pecYFpEu6HlRDbdeMKeMsi+mT5DEdUcjQj68AZdGkRtl7U0WHi1XdZ0Cq9mxAjz4eWexFhMaOFC8P/ETEeqhUhROEsDzIKDsu2ZreWoPrzBoDUYn84FNmdILPAyE4lQDhMYpk1tLZzKtGSmWRqyjCY3m0t1YyyC1ZQMIZSWLODDCyAwOabLwktKyKXBzMKrKiG8tTCTLMJWUkrQAqneNCpQoJAS90LqCMyC1kJJh1LdGkegBa1pPryqwqt3aQge7CARR7o0JJCWrKksDalMSxY6u+6lvR/nx4qZlVux+Q2bg4advVGzNBAASCGlU6BUW3jVqLRoFt7gYw51a2FWeJkkEe4+k2jid32WBlmXgSQbFV7TPLzs0pAQgt5YgJClVzDL0uBAGUcGrcWfpcGKPLyJBa01Zd503m9nRtMuDeloUeLYbmthpxIIWgs8BNP8YxQFgrYNZaosvLrAC5KNZYi+8UQW6gxMkhGiWHgT3XhCVmRDUEw2Krxm/tHs0pAYQnge3rB918OzNDgFbcnQgkvVD+KoyywtWZxWRctdGrLMvcEsaC1Wa3umkY0zfUYSSEsW+NPcF9Jh4dUHrSmRCm8oD2+wiVnmyM+kEM3Cq3Y2tThxC69+Qc1GH17TXLsOtj6mBmPAFWlbVwftSg7N0hDK4aX+F79SL5psiKKlJUvAwhv+WUsxszTbVNeLGbO0ZJRi+5vV2LTZziOQpSFgExCCPryioqrA6UpLphjLoM/WYrTwcpYGxmq0hSv43jILL8mG3J7Z+QhflW2kD6/Ay0JchFt4tTy8YihLg25v1hS3LnlEZPBK4Ma0KZeGlj6JMTtvvLu1GSvRPmxRHXZHNN7HAAjdr9lVAjyzZQhiMD6NAE3BFEkJ5R5NS1qysJ2CEOnDy3l4mWQhhK2koZiRxBRevQ9vNlp3A5jkGWWXhoQI5eE1bi0MnRtY3FvcZjChSzGOU8u2Fo5xS3ErN54wTUvWshpsj0kqYt3Nhz2lwApvhmDm0iAi9Dg39WnJlCaD1hDmr+WkCZzJEMIXrgRvrvQKr5qaLDv9d/UuDZFBa9liwbKcKFsLC6YuDaluXBIJy9wTelIQT1Whb0VsbpTKrYVDX9S/CTYyvqrsR2T2Dbt7PTlp2NkaAQQlmIdXdWkQlNDCnDoLr85KYZqWLPC/ogQGgMJBa0ySiEx3lEA0DELWXJnkrN5WWI+5S4NNV7M0E761cCiNXihLgxMfi4enrwoN0zhcGnR9L3xHxITcEVrwWdiBkWUO/O2aItylQa/723WOyO7ZPoMQgp1Jgc7CS5QGlwY1LZliGrQm6i28BM7DyySPaC4NVlh4s3rTCehubENFlMizaCaUh5eUgCzDFV6FQin2HOgCFm5FjStoTbfWqIquFUFrcbs0KPoBEvaZwwkPWiPDZ2lokAWwwpsxhDpVSOFNgw+vIWitCZcGBAYCby3MJItkWXj1Cm+2WnhDyoOJhTdLZZIo+jy8pMvzLEhqMBscmpbM6NKQiJ+yXqnVxn1adlozBswa6nDQb9cU4WnJ9Nka7Np/eWbLEMwsvILOwpuWtGQm+wbrOzopxFsLM0kjpPCGpSVL0MKrz9KQrQpveAqtwOvEbiiyHWOWBv3GJs7O0qBhdLWPL2hN78OrBcHF5mpjSVqypvLw2lXbi5HwjSf04uSgNSYx9DkMdS4NKffh1Vt41fynUSy8pHCWBiaZhOfFSczHlLM0hAjPgGF8zWM5PkKp3vQbeoR2r3TmTmuh9IHaImYoj6kuNKHwJuDDG3sdWiNM2pgdhItKf3NsVxmwwpshCLoX6iOwtKYlM+y0pg9aE3SbT5BupzW7DgEmUwk9KlUzgliTh5ddGkKYBq05SBlLJcYthP1qoblLg4O6XUTQWrwZEWDsexFBaynN0mCi8WaZS0P4PbEhaM2mc4SDhp3N0VlXlGBnSotLg2aNkE3TkgGhzi7Liq4sJa1jsggtJ2dY0ESiO61xlgbAbOrnPLyJofd9VhRfoAyi0ZqeQAaDjMXkYQEQ3yWa+fDqN4lpUR1JzsPrqN+uCZp2aUhHixLHdrP9F198gbPOOgvl5eUQBAGzZs0yfP7vf/8bp512Gtq2bQtBELBq1aq0tDNWtM4kQqfw6tKSpWph1qK39RZe0fQQRdY94rDrCGAyl4icz7EtfJHVcZYGlZASFrSiEWly5qC1eAn1JdXCKwiSIeJfU8IcNF9GBJcmkLlHEATTzSeA2H149W0y+6zpStQKdGXxG65tiWr7Mg9as2f/td3MVlNTg0GDBmHatGlRPz/++OPx0EMPpbhliSHofbtMLLxp2WlNiXRpCDQxaOH1hyy8dnViZzKXkIVXMZbHa+EVOUtDiPCgNUPSoZS3xgmYWngFMbTTmkOzNGgYXXjj7kbhCnS8Fl59HfFmjjAqzFnm0hBu4Q2W23mtd6W7AbEyevRojB49Ournf/7znwEAmzZtSlGLLELvKqRPS0ZpDFrTtsYMt/AGB4Jfr6SnpnlM9iCEZT63yoeXszQAoefQ6s2EfmHPVpkkhiCIgcdfpICoMVgohfqxQ7M0aA8FyajxxqsXaYoWjD68Yhz9MlzhbXkjzALfon/mRMI3nlDI/jdrtlN4k0FDQwMaGhq095WVlQAAn88Hn8+X9PP7fL6Ae5dCUEDwyYFHXyTL8PkaIcsB14ZUtAUyQVRkkK8R8DVCUORAcJru3EQKZEVBY0MjZEWBKArw+/1JaY56zSm5dhuRDXKRZRmyrMDnD4xDv98PWVYCZU1cdzTZyH4ZsizDBx8afA2QZRlQnC1DPXq5yLIfsiJDlP3B+SfwHgD8fj8UJbuUXqvGk6IQiGQ0NtZDVmQICsEv+6EoMmSfH+QTAq8V2Rb9riVykWUZsqLA7/dra6asKIGxFsc1KoqiyccnqONebnF9sixrroA+ny9QX7CspXUo/sBvJvhJO17xyyBFgd/vg+Jz/hzsD8rA7w/+Fo0+KIoMEWJc82+yiOU8AiUSUplmBEHAzJkzce6550Z8tmnTJnTv3h3fffcdBg8e3GQ9kyZNwuTJkyPKZ8yYgby8PIta2zTbGgW8pxTDKxBOb9yOnVs3Ii83D708Eur37UVeWTlyyzokvR0F9TvQsWIJ6twlaHAXo1XtRuwt6Id9hX21Y6o3uSH7BOSW+VG3ywVBBIp6Nia9bUx2UbNtC+r37UFuWQfklZWjft8e1GzbAk9xKxR27RlzfXVKHb5u+BqSIKGXqxfW+taiVCrFAM+AJLQ+sxGEA3C7l4IoDz7fSQD88HgWAAAaG08F20Liw+1ZAAF++P0D4HL9CKI8iJXDUbLXi0aPAr9HQV61C1VFPlQXJ8dIkGpqd7jgqxaR284PTysF9fskNOyX4CmWkVsqN19BGIvrF8NPfhzrPRZ5Yh6WNyzHQeUgBngGoFQqbfb7RISdO3cCAMrKyiCKInbv3g1ZltGmTRt4PJ5m65D8Akp35IAEws5O9QCA9r/nQCABuzvUQ3bZVm1qMbvqgJV7RbTyEI4tI9T6gcU7REgCYWSnzLn+2tpajB07FgcPHkRRUVGTx/KsBuDOO+/EhAkTtPeVlZXo3LkzRo4c2awArcDn8+GNTxegdevWKPC6MLi0A5bVVKK0TRsc3qkD9mzaiC6HDUR5n35Jbwv2/wbxp71AQRkovxTCLhd6dT8O1HmodsjqL7ajrtqHLv1KsGXNfrjcIgaP6JyU5vh8PsyfPx8jRoyA2+1OyjnsSDbIZdP3K7Bzw3p07NsPnfsPxM5f12HTKi9KOnZG76HHR/1eNNnU+Gqw5+c9EAURQzsMhbJdQa9WvXBql1NTcTlpRy8XRdmPHTv3weUqRKeOp0NRGrFl62YAQNcup0MQsmtpsGo8bd26HbJSh5KSY7B/fz087hKUeoej/vs9EAs9EAvc8O+ogadnMTxdk7+2JEpL5PLbd3uwf0ctuvRrjdJuRdi29gB2/HoQpV0L0aV/Sczn3LV6FxrkBpzS+xS0zmmNhg0N2FW7C8O7DUe3om7Nfl9RFHz55ZcAgOOOOw4ulwvffvst6uvrMXjw4Bat6Uq9H7Vf7wBEAYcP7wQAqP78d0AhDDq2A8Rcl+Pn4I17a1D1ww6UFeXg9CM7oaK2EduXboFHEnH6sB5Rv5dquahP5FtCds1qUfB6vfB6vRHlbrc7dR2ZAtvzCqIIweWCIAiQBEASREiSCJfbk5q2uD0BP14BASceUQJcHkB3bpfbBUmUIQoiJFGEy+VKettS+lvYCCfLxeVyQ5JESKIEt9sNl+SCJIlwu1vW38Jl4xW8kII5UQVRgCRJ8LhSNK4yCLfbDUXxQBIlSKIIt9sNWZa1oD632xPKKZtlJDqeJJcb8DdCEikgX5cHbrcLjaIUmMtFCYoowWWzcduUXCTJBUkUIUmBcSm5pITWBZfLBT/8cAXHuSAFxqrb1TKZKYqipfGUpMDcIYoixGBfb1EdsgBRlCAI0I6XRAkEgtvjhugOqU5OnYMDcpMgBOXmchFEUYLLJcU1/yaznS0luxy1MhlS9wsH/EGvcJFIC1pLXR5e/cYTkTutASGndVl2XhJ1JnMI38FJy9aQYB5eAPArgcfJ2R60Ftp4goPWrEC9UVAolIcXuqC10E5r6WhdchDC0ldZFrSmT5mHlo9VK3ZaM228A3+7pgjLCslBa+mguroaGzZs0N5v3LgRq1atQklJCbp06YL9+/djy5Yt2L59OwBg7dq1AID27dujffv2aWlzSwiNJQF+dUQpSuq3FtanJYuah1fN0qAY3jOMpQihcQDoxkiCWRoAwBdMGyWJ2WnJDN9aWJ/6za45NjMBQU33pqUlk8LSkgWPc9CcqeXHDc+IEOclhiu2mrIaQx5eQRACgd/xpiXTXVKoDu0ELavD5kRs/OOAFNK2u5Vfvnw5hgwZgiFDhgAAJkyYgCFDhmDixIkAgI8//hhDhgzBGWecAQC46KKLMGTIEEyfPj1tbY4FQWfhTUseXn1aMsXcwiuqCm/QwivaeQQwGUsoAX0QSsx0pF9I2cIbnlk/QbMcEyDYnwxbC2s3bpRwH85IwtJXIcEbU60aLf9r/BtZxJuWzHCqzInPSilC2O8a7xbPmYTtLLzDhw9vsvNedtlluOyyy1LXIKugwJ9R4VVSv7WwoHdpiLLxhGjcWthJczeTOQjhO62pOanjnHBFQYQAAQTSLLzx5PZ0BuHbr9p/McsENJcGbWthKWRWotAuZLY2k4Whzf8RltA46wt3aYhD4VUtvGblLW2FAV1V2bLehT0EcsS9WrbO9hkHIfBjiELIpUEgSr1Lg2iy01q4D6+6tbBf9eG18QhgMpgwpUydcBPob6pFV1N4UzWuMozQrmDhFjAey4mgujQowY0nAlsL6/qx5tKQluYlB+36EPxfvXmKD3WMqoquEseNbsR2x3G6NAS/HLYRYXaMEVVWStiNjJ1dnpw07GyNQoExJgAhhVcJWXhTtr+9dlvXhA+vOhBk9uFlkocghi9aqp9p/P1N9dlVXRqkLM1GEC1oLWXzjENRLbwU7F+CIIb0I4e6NIRbAkPl8V1juLKqEo/7Ufw7rekrQeTFZQFRg9bS1B4r4NktQ9AUXkGAT+cxn/KthbWgNV2WhnCXBkF1aYjft4phmiNa0ISlFt4sVfCEiND6xG8mmJBcKZilAbqgNadmadCw2KUh3MIbUx1RlOa4XBrCdd0sWe9CriWqL3UAO9u3bOfD61RUlwZBgKbwCkSaFTUtacmCVgqEnVsMy9KQpU+FmWRjsQ8vELLo+mSf4X22QuEuDVl6A2AZ4T68QigtWSBLg/PcwAT99eleJGrhjTctmdm5E3JpQLhLQ4ubYWvCu6ii2N/AxQpvhmBwaVDz8AJQ5OCjsVRbeAFA9keWIbQmhvLw2ncAMJlLuKVHW3QSmHDVOv3EWRoChAetMYmgpSXT5eHVKwgkO9ClQX0RFtxklYU3nuwAVvrwZqE3Q4Aorip2Xu6zdbbPOBQSgpubCWhUCwVA9qdY4dUHqMmNkWWALg+v/e/4mAxGn84JiaUnUlF9eFULb7YqvHqXBiIK3VSwypsQqly1jScEybjKqgqvnbWGcLT0VWHBpXFWp43J8CC4lKYla8qlIeZm2JIIlwYH5CHOztk+AyEEOpggAD7SWXiDCm/K05IBIYW3ubRkTpq8mYwhfKc1LS90AhMu+/CqhEXlsEuDNWhBa6oPr2jor6TNmSlvWdIIWVMR/N+aJ38KwtKSxWHh1bcnvLz5OrQadG4a2WPg0TzKgu85aI2xDIVUH14BQUcCCIKQeguvfjCrPrxhs7OoZWkgs48ZxhK0hVSz8BrL40H12eUsDfpBS1CD1jgPb2KELLzBeRuSUUNwoEtDuHdMoi4AWloyCktLFmMeXrWOeBVew84LDrBuxkpEWrJguWhjGbCqkiFQ0IdXFAASABJFwz5TKVV4tcA19fFbmFKgpfBklwYmeYT6VVjQmgUWXtVqlK0WXsMTW1JCVvQslYdVCDDOnYG0ZEJkYJeDpszEMyKE1ac+Sg+z8MazSUy4whtjQ4KVINKtIQuImpbMxn2XZ7cMQUHQwquOMlEw/DgpU3gDJ2vyffgdHm8tzCQFzcIbdGWwIPF5uEWXLbxA4JFt7KmfmEiEiBSOwfcRU6pz5szIoLXEnHit8OG1RAnXFF6dy08WaUzR0kLauetm0c+X2YTy8AYL9AnLkeIdoSIsuuY+vNHeM4wVhHx4A4QW0gSyNITfrGWtRTPMh1cr5bGcEBF9UzQvd9CcGaaf6m5ME6s3IktDHAovEL8Pb/gOcsHCln/f7kRkaYjdlzrTyNbZPuOIUHhF0dCxUmvhlZp8H6Hw2rf/M5lM2BZOoS1LrbPwZqvCG64QcB5ea9BcGtT3QXlGGAUcNWmG+donKQ9vvGnJ4lZ4dTjRFaU5IoPWAv/buetyHt4MIZClQTcgBdEwtlKq8DZr4UXYexuPACZjiXgsacEztXAFN1sV3mhBa1m1oieB8K2ZNZeGMC3BUd0urMtYFrSm7rSWQEBlIj68ghBU9gwKc1xV2ZKIoDULXMrSjZOGna2hYJYG7QcRBMO6ntI97pvz4WWXBiYFCBEWXut2Wov2PlswWngVhB5X8pKQCFF9eMO7rI2VhnCi+svG2ZXCfUeh3efGv9Nac+VRDg6dX7s05/xuzaEPWiMiTkvGWIcCQCDdgBSNFt6U+vA259IQEbSW7AYxWUmEhTdYzBZea9CunbSbCScpYmkhYu50vktDWDIVneKbmEsDIXxTlDjq0Fl4BUGIzzqpP71zfrZm0RsWDHF7Np4ybdx0Z2Hmwyumy4c3/FzNuTQ4aPJmMofI7UETf+weYeENd9/JInTLGZwQkJIJRLg0wDxLg6NW3vDgpgR9PUM7fCkGZTeem9PE0pLpNPkEM0/YkfDN5pQ4fKkzDfbhzRBCeXgjfXjVXI4pQ68UhO0UFGgPuzQwySfSpSGsPJE6g2S1hTf80bGujImPcJcQTQHW9Tun7dYVmb4qMeVQqw/xB5yZHRuzzMMs18ZC52PM1e0MP+Zsnu0zilAe3iBi6D4qpdZdwGjRNTl3ZJYGG48AJoMJV8gS3+gkIktDFk+BArs0WE64D6+pS4PDDATh94yJ3pjq8/AqCOWHjmWsRnNpiAm9D2tYWTagt+QqZI3BId2whTdDoHCXBr2FN9UKr8HCG/nINzJoLdkNYrKR0O5UQcuRkrhSFuHDa2eHtIRR5chBa5YRzaVBcK7CqxLhax/vZQa/p5CSsP9sQlkaQrXothaOqypbou+mBA5aYyxEQeCOKpSWTNDcG1J+R6WftE20WU5LxqSGMJcGtZR3WrMGNf0TkSX+0YxOwVXfay4N+rIUNigFhFyPgv8lmJdMteQSyGDhjTcPb0Q7W15J4P/Q/aCtrZuxYszkEpp/w3datROs8GYIipqWTBe0FnqZTpeGSIUgMkuDfQcAk7mEW3hhhYU3bCxlsw+v7oElrHAXYUyC1oI3VILoZI038F+4nmvFxhN6hTXetGSJujQEKjEpczgGCy/pgtZsLAN2acgQQi4NurRkWvxaiq1QBguvicLLPrxMCogIhlHL2cJrEWpwEHTR8DyWEyFqHl69ruYwA0EomYExuDTRoDUgtNtaeHnzbbLOhzfhnTQcgEJkxb4/acd25o0vvvgCZ511FsrLyyEIAmbNmmX4nIgwadIklJeXIzc3F8OHD8fq1avT09gYCLg06OYIIZSWLL1Ba81beLPYSMYkk7AsDYh34dJXGbZoZrOFVxu4+iSbrPAmSHh/CrmoaSUOE3Eob24Qi7YW1qckM7j7xYAlacnIpCwLCOQtDrwOMzmkp0EWYLvZvqamBoMGDcK0adNMP3/kkUfw+OOPY9q0aVi2bBnat2+PESNGoKqqKsUtjQ2zPLxpc2kIT0sW/jHn4WVSQPjCF0p3lICFN+wGLpsV3pDyr3dpyF55WEGLXBrsbCJrAtUYm+gwNc3DG7P7rQVpyYIQsvd+UNRZyhUHWHht59IwevRojB492vQzIsKTTz6Ju+66C3/84x8BAG+88QbKysowY8YMXH311alsakyoWwurgzKQezfwWaZZeHlrYSYVaAqvYlR4E7nB0iu4AoSsVni1oLVgeFCwMH3tcQCRLg2ReXhtrTGYoV1OmEtDnIi6YEolzu3Ek+bS4LCfrjm0W2JOS5Z5bNy4ETt37sTIkSO1Mq/Xi2HDhuHrr7+OqvA2NDSgoaFBe19ZWQkA8Pl88Pl8yW108DwKAJIVkKJAkQOxvrIcGOwKKSlph4ogKxAUGUBA2aCwc/tlP2Ql5FslK/6ktU+tN5XXbweyQS5+WYYsK5DlQP/y+32QZQV+WW7yupuSDckEWQ70bZfocrT8wgmXiyIrkBUZPl8j/D4fZCUg72ySiYpV48nvD8hU/14QArJV1HKl6f6bSbRELrIsQ1YU+P2B65KD64M6bmNFlmXIsgyf3xesT4YgCjHVJcsyFEXR1nBFUbT3LSXwHRl+nz/4XgZ04yMb5mCikNwafT4oitzs75pqucRyHkcpvDt37gQAlJWVGcrLysqwefPmqN978MEHMXny5IjyefPmIS8vz9pGRoFIwPZt27CP9sEtAkU7tmP9zkCb3fkF2FLnT0k7AKD04PdoXfsrAKDOsx9bdsw2fK74gKpNHu399ro1cOUm17F//vz5Sa3frjhZLv7aahzcsB6Sx4PtsojKX3+Br6YGOxsVeIpbNft9M9ls92/Het96AIBLcGH2ltkRxzgdVS5u988QhBr8vGYhBKEKLtd6KEol/H77WnASJdHxJAgH4Hav196vWb0QQC6KKtzIrw4st41eGft2r0joPKmmKbn4qkXU7nDBlUP4rWIlqja5ofiEuNeFtb61+N3/O/wb/dgkbcL6hvWQBCmmsVpRUYH6+nrs2rULbrcb+/btgyRJ2Lt3b4vraLPbA0+DhIr9gRig1vu8wd+u0XCck+fgddsE+BUB86rWYXutgA2VAhp2EBp+a/53TZVcamtrW3ysoxRelXCTOxE1aYa/8847MWHCBO19ZWUlOnfujJEjR6KoqChp7VTx+XyY8+oCdO7YCUU9iuGRRHgFHw4pDCiVxe1KcehJf0h6O1SEX3MgbAs+VmrVFYcNPN3weWO9Hz8s3Ka973d8B+QVe5AMfD4f5s+fjxEjRsDtdiflHHYkG+RSvX8ffhIUePPyMGT06fhpkQvV+/ejz7EnonV5x6jfa0o26yrWwb81cPOY48rB6f1ON6vCkYTLZdv2/fD5KtC+bBgaffuxf78P+Xm90K6ducuYk7FqPDU27sH2Hfu09506ngaXqwAN6w/AtzUQRyK1zkHukHYJtzkVtEQuB3bXYsPyPcgv9uDQ4zvgx0Xb0FDnx6HHtUd+K2/M5yzeXozcvbkYUjoEfVr3wd61e+GVvDi9f8vH6s8//4w9e/agZ8+eKCgowPfff4/c3FwcddRRLa6jbuVuyAcakNO/DQCgfvU+SK28yD28FEB2zMFbv9iIBr+MU47pgrW7qiBsqsDATsUY3jt6/021XNQn8i3BUQpv+/btAQQsvR06dNDKd+/eHWH11eP1euH1Rg5Mt9udkh+MiEAQIEkCXJIEURLgklyQpIDS6fJ4Ujug3J6Q767LA4Sfm0RIOr9ityf5ckrVb2E3nCwXt8cDSRIhiiLcbjckUYIkiXC18JrNZON2uyFJgb7tcaV4XGUIqlwkyQVFluByuaAoUkC+Luf2p5aQ6Hgi8hgCIz0eLyTJDdntghwsl9wu28m4Kbm4XW5IoghRlOB2uyGKgfUhXlm6XC5IkgRJkgyvY6nL5XIF2hH8riiKcLlik3ujywUS/XC5AmqSKEqQpMg6nDwHu1wSfIr6m7gCv3EL5ZgqucRyDkdFbHTv3h3t27c3mNIbGxuxePFiHHfccWlsWdPIwaAcQe8bL+mCazItaI3TkjEpIHy3JC34JIGgH33e3VgDYZxGaBthAhBfcBBjJDxoDerOa7o+a+OYH1PC5/9EMxoYdloLBq3FG1yaWFoytY7IsmyBg9bSTHV1NTZs2KC937hxI1atWoWSkhJ06dIFN998M6ZOnYpDDjkEhxxyCKZOnYq8vDyMHTs2ja1uGi3dB0Lzot5KwGnJmGwktGVpmMKbwKqjXzjDU5RlHdoNhT79E4/lxDDP0iA4OUuDuoGJVdlUtGFPWr+MN0tDc2XNVKI2hNOSgUI7raWzQQliO4V3+fLlOPnkk7X3qu/tuHHj8Prrr+O2225DXV0drr32WlRUVOCYY47BvHnzUFhYmK4mN4uiW8jVQalXcjPNwstbCzMpIczCC4stvFmdkgx6JSJkvmELb2JEy8NreJbqsJuKiMuxKi0Z4k8pZkVaMkO2NW3/EGf9ds2htzmoP2v4E147YTuFd/jw4U0+ohAEAZMmTcKkSZNS16gEUV0aAnl4A2UGhTfVHcywtbCZhVcINNQCBYRhohHp0pB4rliDhTertxUGNMuczpLmMC+3lGNwaRAE0zy8NtYXzNFZZA3FcXYls40n4r0Rs8KlIVCRSVkWEJqDdYY5G8uAZ7cMQO1Ikk5xlAwW3hQvzIZJ2/zcYtM6McMkToRLg1rMFl5L0ORIoW2y7LyaZQCCYWMT/RzuXJcGvVIU+D8xJVX/PW3jiQQsvOFlMTQEwUoS303DpoR8eEMmXjtPEVk+42cGwf0l4NL1JFEXtJZyH179+aIo2/oJnC28TDIQEL5oJT7jsoU3hDFojV0arEEXFGkwHOgOcdh8qb9vAhIPWjNTVmO9OdUrt/HvtKbecJuUZQl6ESRqbc8EWOHNAOTggBQNj73S6MPbAguvYGirfQcAk7loN1KqhVeJc+HSYdhaOOv7rUnQmo0Xs0xAiOYO5uAsDQi/MU3w0bfBpSFOy6olWwvrydLhIerkqG6uauf7NVZ4MwB1QLr1Lg2SzlKQ1qA183MLjp7AmczA3MJrlcKb9RZedmmwHEEQNRkajRZOdmkwvg9ZeOO7Tn3QmpJgury4/XcDJ9Xq0Opx1k/XLGZBa3Y2FLDCmwGoQWt6l4bMSUsWzYc3OKmLgq0HAJO5qEqCFrSmJK6UsQ+vnlDKoVBJtsskcVQZCoji0uC0+VJVipSwYgtcGkh7+pl6lwbB+DxfLY2pDrvDQWuM5ah5eCW9EcBgQc2sLA2BcvVjG/d+JqPRp80KZBIIlidi4RXZwquhjm0iSzJgMAFU312je4NOrg4TsaYUweh6FHd9uhuxeAPgLHVpMAS+xVeFXdEHralisPOSzwpvBqBaeA0uDWKmuDQ0beHlHLxM0jCkBSLNwstZGqwhpEQocEQIdoYQSkWmn0edG+Rr8IzRK4dxXqc6vg1pyeLsl4mlJdOdM9tdGqD/be0rhOye8TMENWhN0rs0GLYWTnVaMr1louksDezOwCQLvYXMsGixD69F6CxpvLWwdWgWXn3GBt3nDlN4jb6uEcVxVBfqlxmRlkx3P2hnZS8eRO3mQ5ep28YiYIU3A1CUSIVX/+g19WnJmrfwqk3NciMZk0zC/PCsiLbmLA06DBEp9rfeZAohH94ogWoOE7FgZgkNL48Bw05rUDdlSkdaMq2GrM3SoBnvdVOEnedN2+205kRCLg2hMimdWwsbgtaaztJg587PZDbGvmWYceOuky28IQxbC6tlfAebMKoMhSxxaVAhJWxX4QTTkul3AEynS0Pg69np0iDq/FW0oLX0NSdheHbLANTxaHRpsIcPr1Mnbyb9GKw0ijUWXvbh1WGwpHHQmmWofSza0wSHGQkEvSVUn6nBwiwNiQSthZfFTBZvPKGKXdEZuUUbyyDLZ/zMQPXhdUuiNrANFt4MzNKgNinVujiTPRgUXoQyCSTq0qCNsSy38BrySWnWcx7QiaJlaYialiy17Uk2+tRVhhR3cY5TbeMJKHHf5FqTlkyrIWuD1kT9b8tpyRgrUF0aREHQUpNJ6fThbclOa2zhZZKNfmbVmxgSXHVUy27Kx1WGYXRp4KA1q9B8eLPFpcHMFRzxj1K9dTbejScsSUtmkofXYb9cs5ilJWOFt4W88cYb+M9//qO9v+2229CqVSscd9xx2Lx5cyqbklGovjGSKGhuDUYf3hRbovSKQLSgNVZ4mSQT1cKbYJ9TU/5lvYVXUwoUg2WOSQyzPLxOztIQ2qCBjDl4E/Xh1eXhjdf9KDEfXrUS6LcZi68um6KPa1XidC/JJFKq8E6dOhW5ubkAgCVLlmDatGl45JFH0LZtW9xyyy2pbEpGEbLwhsaYmE4f3pZYeLXtM1PRICZbUZUG/UKa6ISrft/OE7cVGK5fs95kt9XbEsxS2Dg4S4MxX7ZaFv8OnGb+t/HW0VxZ7BUnXoWd0FwaoNt4wsZTREqzNGzduhW9evUCAMyaNQvnn38+rrrqKhx//PEYPnx4KpuSUahrecClIdDBXKIYchJPa9Ca+bk5aI1JCQKCLnS6aJhELbzBmzgp1U9OMg4OWksGqu+uwYfXwS4N+qtRU2wmoluKun5pRR7eRNOSEVHoGp310zWLIXOhWmZjIaRUkyooKMC+ffsAAPPmzcOpp54KAMjJyUFdXV0qm5JRGF0aAmVpzdLQIh/e4P9s4mWSSMjCG1J4E51wNR/ebLdmaquZfqe1LJeJBZi7NDg5S4PZk4LE69OnJYs1D6/WHCt2WjP4Jjvrt2sOfUCi4oCgtZRaeEeMGIHx48djyJAhWLduHc444wwAwOrVq9GtW7dUNiWj0FwaDD68EvzBz1NuEWhRloZAm3hrYSaZaBOuXuFlH15LEDQlgoJKr72tN5mCaR5egw9vatuTdPSxpQpFFsZaneExemJZGqxJS0Y6N5X4qrAr+qA1aE+i09achEnp0Hv22Wdx7LHHYs+ePfjwww/Rpk0bAMCKFSswZsyYVDYlo9AsvELoB3EZthbOvDy8HLTGpBJFsSDBZxC28BrhoDWLMcnDa3BpsLOJzATjRmtBBTWBoaWlJdP1y/SkJdNlabDAVcOOGEVg/+3mUmrhbdWqFaZNmxZRPnny5FQ2I+OQg2u5GCVLg5hqX0ODhbcZlwbWGZgkot7sGSy8Ca46mg9vllt4Q6u3Ps8oD+hE0Sy80fLwOs1IELZBTMLV6bI0KHE+ebDShxeke21jZS8e1KA1hUK3xHbuvimd3ebMmYMvv/xSe//ss89i8ODBGDt2LCoqKlLZlIxC0VKvCFpnkgRBW+xT78MrhCy7zVl4s+2Wl0kLViq8oQwj2d13BcP0b/+UQ5lCKA+v0YdXexrmMBEb0mUrcSqXOtQnLwYf3nSmJYN+m7H4qrIrms5v2Nndvh04pT/f3/72N1RWVgIAfvzxR9x66604/fTT8dtvv2HChAmpbEpGofrwSoIAl5qlQRA0y27KLbxAswqv6rsrSvbt/Ezmo1l49VkaEpxwXULgwZZLTOkDrgxEtYLpXRqybEVPAkKwf6n/a2SBGxhZkOxDs/BasLVwc2XNVBL4n2DcUSOLEHRPgUJ5eO1LSmf8jRs3ol+/fgCADz/8EGeeeSamTp2KlStX4vTTT09lUzKK4lw3WnsJhTkuHFWcj0JJQpdcDwoOG4T66ip48/NT36juw4C6CiCnlenHbToWoK7Kh3ZdClPbLiar0IImlNBKmqiFYXDpYBQcKECngk4J1WN3QhbIUNBa1jkpJoHCwv6QlToUFPQ2lHt7FkOp80PIddaNliAIgX6TgIIaUR/UdHmJKbwJuTQE0cesZdv4UC9Xv9GlaGMZpHTkeTwe1NbWAgAWLFiASy+9FABQUlKiWX6toqqqCvfccw9mzpyJ3bt3Y8iQIXjqqadw1FFHWXoeKzi8SyvsLCX0Ly+C2+1Gr7wcAECHQ/qkr1Gdjmzy45x8N3odUZqixjDZSrgPrxWP07oXd0f34u4J1+MUAjl42aXBKrzeUpSVRhpwvF2K0tCa1BDUdzUf3oSC1jS/UcUCZdUalwYHxGvFhbbxBOmD/9LZosRIqcJ7wgknYMKECTj++OPx7bff4r333gMArFu3Dp06WWttGT9+PH766Se8+eabKC8vx1tvvYVTTz0Va9asQceOHS09F8MwySIsLZmNJ9vMI5RVnrJ1RWcsQRCCT/6VZg9tvi6Lg9bCy2KtI5sTmOjTkoV8eNPWnIRJqcI7bdo0XHvttfjggw/w/PPPa4rnZ599hlGjRll2nrq6Onz44Yf46KOPcNJJJwEAJk2ahFmzZuH555/HAw88YDi+oaEBDQ0N2nvV2uzz+eDz+SxrVzTUc6TiXHaDZWNOtshFUWTIsoLGxkbIsgJJEJq95myRTayEy0WWFciKDL/fB1n2B1/LWSk37jPmtFQuiqJAVgg+nw+yokAhJW5Zyn4ZsizD7/fD7/dDlmUoSmz1qd+R5UB/1r9uKX7ZH5h//IGM+IG5SI6QiZP7jKzIUJTAb+Hzh+TR1DWnWi6xnEegRDaszlCqqqpQVFSEBQsW4JRTTtHKjz32WHi9Xnz++eeG4ydNmmSaGm3GjBnIy8tLdnMZhonCgbU/QW5oQEHnbqjeugmCJKKk/5B0N8sRiNIGuKQNkOXOEMQqiMIB+PxDQEpZupvG2IzKXz0gBcgt86Nulwuim1DYLT6F56ByEMsbliNXyEV7qT02+jeik6sT+rhb7uJXX1+PiooKuN1uuN1u1NbWoqCgAIWFLY85yauWUFzhQX2uDADIqZNwsHUjagvkmK/JrqyuELClWkCvIsK2WqDOL+DYUgWtvOluWYja2lqMHTsWBw8eRFFR025DKVd4ZVnGrFmz8PPPP0MQBBx66KE455xzDFvpWsFxxx0Hj8eDGTNmoKysDO+88w4uvfRSHHLIIVi7dq3hWDMLb+fOnbF3795mBWgFPp8P8+fPx4gRI+B2u5N+PjvBsjEnW+Ty/bzZqKuqRI/Dj8JvK5fB5XbjyLP/r8nvZItsYiVcLgcPLkfFgSUoLOiPxsa9aGjchdJ2ZyAvr0e6m5pyuM+Y01K5rJq3FX6/gq6HlWDzT/uRk+/CYcPicx3cU7sHH274EAWeAvRu1Rsrd6/EYW0OwwkdT2hxHfv27cPq1atRUFCAgoIC7Ny5E926dUOXLl1aXIdvew0aftkPqU0uIADy3jp4+5bAXR4IIs+GPrN43R58//tBHNm1NdbuqkZVvQ8XHtkJ7Ytyon4n1XKprKxE27ZtW6TwptSlYcOGDTj99NOxbds29OnTB0SEdevWoXPnzvjPf/6Dnj17WnauN998E1dccQU6duwISZJw+OGHY+zYsVi5cmXEsV6vF15v5C2LeneYKlJ9PjvBsjHH6XJxuVyQJBGSKAb+d7lafL1Ol028qHJxudyQRAmSJARlLMHt9mS1zLjPmNOcXCSXBFIASXJBEkW4YhinZueSJAmiKEJySZAkKebfxe12B74vSVpdsbaJ3C74RAmuoDGORMm0Dif3mYAcJUiSC6IoQhQleFp4vamSSyznSGnSxRtvvBE9e/bE1q1bsXLlSnz33XfYsmULunfvjhtvvNHSc/Xs2ROLFy9GdXU1tm7dim+//RY+nw/du3N0NsPYBjVi28IsDUwQk/RPHLTGxIUa32XFTmu6gLO07rQWhHS7jGXb8OCgtQRYvHgxli5dipKSEq2sTZs2eOihh3D88ccn5Zz5+fnIz89HRUUF5s6di0ceeSQp52EYxnq0QGmF88RajaDL0pC1eZcYS9AUTC0tWQJ5eIN9UIGiZUhIR1oy7Rr0G09k2fyjT1ShWJBjOd2kVOH1er2oqqqKKK+urobH47H0XHPnzgURoU+fPtiwYQP+9re/oU+fPrj88sstPQ/DMMlD3RxBy8ObzsY4Dr2FV7Wg805rTOxoipEFIUEGCy/Sl5ZMg6BNPFmm72p5eBWdldvOGwWmdHY788wzcdVVV+Gbb77R7ryWLl2Ka665Bmeffbal5zp48CCuu+469O3bF5deeilOOOEEzJs3z7G+NgzjSNSdflSFV2SFzDL0O62xSwOTANpmERY8iBGDagkhZJ0VY7wR0yu3cbs06DaeyNbhYRBBgtb2TCClFt6nn34a48aNw7HHHqspnj6fD+eccw6efPJJS8914YUX4sILL7S0ToZhUotm4aXQ1sKMNYRcGhRtNWMLL5MImktDAkqRwf82wR0AE9tpTb/xhOOyt7YI/TbPIZcG+5JShbdVq1b46KOPsGHDBvz8888gIvTr1w+9evVKZTMYhrELYT68ifgGMuFEujQwTFyEuzQkMEz1Sla81tlkuTRkm0+DoD1hC5WJNpZB0hXeCRMmNPm5fhOIxx9/PMmtYRjGToT78NrbvpBhhBwvdWVs4WViJxS0pr5PoC41aI2UuC28Vro0UBa7NIjazQegKInfzKSbpCu83333XYuOs7NfCMMwySHkG6gGVaWzNc4ipESQpqnYOQKbSR+hbCqJa4aC7smDlpYsAQtv/Aqv3qUhO9EsvA4JWku6wrto0aJkn4JhGIejuTSwBdJCQv7RnIeXSYTQo281LVn8dYma337IhzfWoDWVhNKS6e4HQ2XZNT40EZAuLZmNZZBSH16GYZhYULMycB7eJGBY0dXHlXxDwcRBmM+sVaOU4sz9aqaUxa+o6TXeOKuwKYJujlDvG9jCyzAMkwRCFgbeac1qzF0aGCZ2Qi4NYQVxoLfmZpxLQ5bNPyGXBl2ZjWcJVngZhslcghZe3lo4GejTP6mwhZeJn5ByGX8d+jEe79bC+vbEn5ZMrSS+rzsBNWhN1mm8dp6CWeFlGCZj0dYcdmmwHEG/8QRb0JkECN9aOBEjoKi76ZJJDlaXhrRkulRr2jez7H5QvW6FWOFlGIZJLtpCygqZ9ajR8AqyNu8SYw1hWRoSGqe6r6oW3vTstBZyadCpe7HVYXNUERgsvDaWQZbdrzAMYydUK6SiWXjT2BjHEcrDG9rJjpcEJnbMNiiIuy7dIFctvLGOeyt8ePXb6kYWZgdmLg12Dlrj2Y1hmIwlFAzDacmsRh+Bra7qbEFn4iHchSCRfmQWtCbGqarE7b8LGLOYUFhRlqFYsWNdBsAuDQzDZCzaTmvsY5oE9FsLG8sYJiYiXBoSqcokaC3OLA1A4jutBQZHdrr8qBZefZYGtvAyDMMkgwgLr41n2wxDs5ZTKGgt2xZ0xhr0GxQYCuKpSxAM2wsHqktDWjKVLHZpMPPhtTOs8DIMk7FE+vBm2YqTVPRBa8ESdhlh4iEsS0PCN6aqoqVmaUigvoTTkoFCmnyWTT8hC2/Icm9nowPPbgzDZC7hWRrS2RbHoZrP5cgyhomB8K2FE67PIgtvoE1xPh3SrMQ6y3WWEW7hFW2s7AKs8DIMk8GEB62pG1EwiRPuHx0sTU9jGFsTnodXSNDRUw1ckxXZ8D7W9gDx+/Ca7bydbU+Y1KtVFV67Xz0HrTEMk7GEuzTYfcLNRAghC6+dH1cyaSRsa+FEe1FGWHg1nLHpQjwIYS4Nop0j1sAWXoZhMpnwoDW28FqHFrTGFl4mMSJ2NkvUhVdVtJB4sGrcPryqcmfYlyW7xofmquIQlw5ePRiGyVi0x+4KZxGwGtVqpndp4KA1JhGsyMMLWGvhtaRN2ZmVLGLjCbvr++zSwDBMxqK50WkWXpvPuBmF6sPLQWtMYoR87a2x8Ib78CaShzf+oLXg/3oLcZYND/VyFYcErbHCyzBM5qI+2lTis/QwTaA+hga7NDCJobkgWJQ9MNzCG+tOa2YW3tgbEcrSoG9ZNqFlaSBnBK3x8yuGYTKW0CP27MyDmUxCaUZD+6Zy0BoTF2HW0ERvTDWf4ATGvZXbHYcqTbwKOyGGKf12t/A6UuH1+/24++670b17d+Tm5qJHjx647777QsnrGYaxB2HzK/uYWkm4LO29mDHpI0IPSnCYhivMsaYlAyIV3ETcIkJlMTfDUdj9+h3p0vDwww9j+vTpeOONN9C/f38sX74cl19+OYqLi3HTTTelu3kMw7SQCAXX7jNuBhGhELDCy8RLRF9KtLrE+2aiCq/5KbNrjISnIbP7EyBHKrxLlizBOeecgzPOOAMA0K1bN7zzzjtYvnx5mlvGMEwshM+vdp9wMwu+mWCsIaLnJNiXwi26GXMzliHNSBXhl2v3y3ekwnvCCSdg+vTpWLduHXr37o3vv/8eX375JZ588knT4xsaGtDQ0KC9r6ysBAD4fD74fL6kt1c9RyrOZTdYNuZki1xkRYEsh1yRZFlu9pqzRTaxEi4Xv9+vRcEDgAgpa2XGfcaclspFVmTIin6c+hOSpSIrkOVQ32zJuI+oQ1EMbox+f2xtIpmgKLKhzOf3QaCAMp4NfUaW/QYZKIqYcfNvLOcRKO4QxsyFiPD3v/8dDz/8MCRJgizLmDJlCu68807T4ydNmoTJkydHlM+YMQN5eXnJbi7DMFGo270DtTu3a+9z2rRDfscuaWyRk6iDx7NYe0dww9d4Shrbw9iVuj0SGg9I2vucNjK8JXIT32iapQ1LUaPUaO+P8h6FIrEopjp27dplUHhLS0shSVIT3wiDgA6/5xqKdnSqs7+ZMwYONgJf7wpZ2/NdhJM6ZJbKWFtbi7Fjx+LgwYMoKmq6jzjSwvvee+/hrbfewowZM9C/f3+sWrUKN998M8rLyzFu3LiI4++8805MmDBBe19ZWYnOnTtj5MiRzQrQCnw+H+bPn48RI0bA7XYn/Xx2gmVjTrbIZfvaNdjy0w/a+/a9eqPboMOb/E62yCZWwuXi91fj922hmwlJzEHnzqensYXpg/uMOS2Vy9afK7BrY6X2vlOfVmjfszju81avq8b++v3a+1MOOQXtctvFVMeSJUsM1r9jjjkGXq+3xd8nItQs+t1QNnh4Jy0XeDb0md1VDdizbKv2viTfg9OPadrgkGq5qE/kW4IjFd6//e1vuOOOO3DRRRcBAAYMGIDNmzfjwQcfNFV4vV6v6UBwu90p7cipPp+dYNmY43S5uNweSFLIwuB2uVp8vU6XTbyochEEDyQxZPGSpJbL1qlwnzGnObm4XBIk3bbfrhjGqWl9kstgjfW4PTHXpz7dVYnnt60TjRZht8cdEUfg5D7jcSsQdTKI5XdNlVxiOYcjc/zU1tZCFI2XJkkSpyVjGJsRme7IkVNWWuAMGIxVRGRESHBHxIzI0gDjkBCE7AuajQgaTk8zLMORFt6zzjoLU6ZMQZcuXdC/f3989913ePzxx3HFFVeku2kMw8RAuFKWMdHajiBcqeCbCSZOLB6WViirFjUkfKu1rCJ8owm76/uOVHifeeYZ3HPPPbj22muxe/dulJeX4+qrr8bEiRPT3TSGYWIh3MKQoOWICRGpRLBsmfiITEuWWH3hWwmny8IbVkFi37chEQ/YbC4DRyq8hYWFePLJJ6OmIWMYxh5ELnT2nnAzi4gkx+lpBmN7rFYuw7+fjp3WAicGoHpCZuHwcJpLAz/DYhgmYxHCfHZZJ7MS3mmNsQiL752s6IvWKOGC6ctsIfLGw95CYIWXYRjbEBFoxcRNpCztvZgx6SMTLbyWoG+GzZW9eHCa1xOvHgzDZCzhFl67T7iZRYSDdHqawdgfq4PWLHj6YHWWhmwk3KLLFl6GYZgUwRZeK2GXBsYaLA9aC8/OEpeyaq1LQ7alJAMif0a7S4BXD4ZhMpZIC6/dp9zMQQgkFtUV8HLAxEd49hSrlcNk+PS28MTmr7MEp6Ul4xmOYZiMJcLCYPMJN/NggTLWk3gGMCvcESywzmb58AgXG7s0MAzDJIuIhY+nLCvRW87YpYGJlwiF0uI8vImmJYtf4RXMX2cpdhcBrx4Mw2QskdvfpqcdjoVdGhgriNB3M2trYUtcLLJw7ol0abC3EHiGYxgmc4nI78lTlpXotxNmCy8TLxEG3gSHaaZsLWw4bRYOD954gmEYJkWEK7h2tzBkHnp58nLAxEeyg9TSZuHV1xFfDbaGg9YYhmFSRGTic5vPuBmGQRFg0TIWkagCHJGWLG0Kr6FR8dVhY8KvmIPWGIZhkkWGPNp0Lhy0xiSO1Zv2hffFjNhpLQthlwaGYZgUwT67SUZglwbGCqx99B3h0pCutGTI7icggiCEJaqwtxB4hmMYJmOJDIbhKctK9EFr7C7CxEvEOE2wL1mhrFru0pCl48OQutDmIuDVg2GYjCUiaC1N7XAuepcGXg6YOLF4YFqRH5o3nrAGvesy+/AyDMMkC7bwJhebL2BMZhChlCa68YSQGenyjNbN7BwrTopr5dWDYZiMJdKH1+5TbmZhXNB5OWDiI2J/GAtdGuINWLPepSG+KuyOUY5pbIgF8AzHMEzmEpGWLC2tcDC8ojPWY6VilDE+vFmKwC4NDMMwyScyWpunLEsROGiNSRyrd0bLFJeGsBQF6WtHGjHI3+Yi4NWDYZiMJdxnN0vXnKRhDA7i5YCJE4ufxFjhO2tNWjJ9hYlXYUc4aI1hGCYNsIXXYgzytPdixqQPqy28Bh/eONUUSxRe0TnWzXjhoDWGYZgUEJGVweYWhkwmW6PQmcSxuutkSnYEw5mzdHyIHLSW2XTr1i24Q4jx77rrrkt30xiGSQBWyqzF6MbAsmWsIdFhasVWwlYHrfHUY3+XBle6G5AMli1bBlmWtfc//fQTRowYgQsuuCCNrWIYJlasflTKhGGQJ8uWiQ9BtNilQdcXMyYtWZZikGMa22EFjlR427VrZ3j/0EMPoWfPnhg2bFiaWsQwTDxE+OzafcbNMDgPL5MUEg1aMyhZ6Qxac5ADa5wY3JhtbnBwpMKrp7GxEW+99RYmTJgQ9cdqaGhAQ0OD9r6yshIA4PP54PP5kt5G9RypOJfdYNmYky1y8fv9kGVF915u9pqzRTaxYiYXWVYgK4GnYX65edk6Fe4z5rRULrLsh6zox6kfiYhSlmXtKS0pFNfvIssylGCb5Dj7tqzIUILjQ5YVQx3Z0mcURdHJwJ9x828s5xGIiJLYlrTz/vvvY+zYsdiyZQvKy8tNj5k0aRImT54cUT5jxgzk5eUlu4kMw0RB8TWi4ucftffFvfrClZefxhY5C5frW4jifgCALHeFLB+a5hYxdkSuF1C91a29L+zWCNHdxBeaYZN/E371/QoAyBfzMdQ7NOY6KisrUVNTAwDweDxo06ZNzHW02udGbm3ALliX58eBNs5Wbs34304B1b6AsbB3sYKeRWluUBi1tbUYO3YsDh48iKKiphvneIX3tNNOg8fjwSeffBL1GDMLb+fOnbF3795mBWgFPp8P8+fPx4gRI+B2JzBLOBCWjTnZIpfGujqsnP2R9n7AH0Yiv3VJk9/JFtnEiplcdu2ahbr6rQCAosLBKCk5MZ1NTBvcZ8xpqVxqDzZizVc7tPcDT+4IT278D5BX7VmFpTuWAgBa57TGn3r/KeY6fv31V2zbtg0A0KpVKwwcODDmOupX74N/Vy0AwFWWh5z+IaU5W/rM299swb6aRgDAcT3b4MiurZs8PtVyqaysRNu2bVuk8DrapWHz5s1YsGAB/v3vfzd5nNfrhdfrjSh3u90p7cipPp+dYNmY43i5yDIkKeRb6vZ4Wny9jpdNnOjlIkkuSKIEAHC5WF7cZ8xpTi5uD0ES9ePUDbc7fvXC7XJDkgL90i3F95u4XC6IwTZJkhRXHX6XC4o2PlymdTi9zwTkGHBpcEeRgRmpkkss53B0lMJrr72G0tJSnHHGGeluCsMw8WDvGInMh7dOZZKAlcFNad1pjYdE2BRhb4E4VuFVFAWvvfYaxo0bB5fL0YZshnEu4WnJwjeiYBJCn4c33mh4holIpmJhHt70Krx8Q2jM5JLGhliAY1ePBQsWYMuWLbjiiivS3RSGYeKEU2WlEpuvZkzaiLhZSjQtmV7JSmtaMn2FiVdhR/RpyXjjiQxl5MiRcHg8HsM4nvD5lS281mK4obD5YsakkfBxmmBf0lt4rdh1LYGGhF5n6fAQHCQCXj0YhslYwi28/NjdavSWNF4OmPiI0G8THaYGJStTLLzZOffoZWd3Cy/PcAzDZC4RFl57T7gZh+GGgmXLxEm4r32C1YkWqCaWB61l6fAwiMDmMmCFl2GYjCXSumPzGTfDMMjX7qsZkzYiXI8S7EtGq2L61BTjFsfZid0zM+hhhZdhmMwl3HLknLk3Q0g8OIhhIrAyaC2dWRqMFSZehw1xUtAaK7wMw2QsgYVKv3DxlGUlBkXA5osZkz4MrkaCYKmFN60+vOzS4KjMbLx6MAyT0QgcKZ1EOGiNSRyr/TwzxsLL843BqssWXoZhmCQisIU3eXDQGmMBRuUy8foMacnSqaY4ybxpAXYXAa8eDMNkNIbcu3afcTMMvplgLEGI+ibO6jLEwmuoMPEq7IhocC+xNzzDMQxjG1jftRoWKGMBVvu6ZkgeXp5vwo3c9hYIK7wMw2Q2Alshk4ZgtabCZCOWuzToVJO0KllWW4ltiNHansaGWACvHgzDZDTGTALpa4cTYZcGxgqMQWsWuDRwloaMgdOSMQzDpAiBLbxJhIPWGAuwWDHUW3jj3XjCGoWXb7adJAJePRiGyWgsDz5hQhhWM14OmPgQBEHrS5ZsYJIhPrxhFSZehw0x7npnbxnwDMcwTGajLqSskFmOwaXB9vYbJp1oupDFacnS2i3ZpcHyHMvphFcQhmEyGs3CYPPJNjNhoTLWoA1TizeeiDcPrzVZGnh8OEkGrPAyDJPRCFY+KmWMsEsDYxnqkxhn5uF1kuIXC4agNdHeMuAZjmGYzEZVeEWerqxGv50w31AwiaDdL1niLqv3G03nTmtRXmcRHLTGMAyTIrLVspIa9LLl5YBJHKtdGuJvh8VZGrIUDlpjGIZJFWzhTRr6QEC+sWASQXM9sqAf6a266U1LZqgwvjpsjpNEwCsIwzAZDWdnSBU2X82Y9GJh97Fi4wnLyZBmpBrR8FvYG15JGIbJaELR33afbjMQ3lqYsQhBC1pLTr0xf49dGizB4MNrc3mwwsswTIZj3aNSxoghaI3lyyRAKGjNWpeGdGZpMCYxyc7xYcyYkcaGWAArvAzDZDTaQmP32TYj4aA1xlqsDlpLa1oynnKMaclsPgc7dobbtm0bLrnkErRp0wZ5eXkYPHgwVqxYke5mMQwTM7zTWrIwytTeixmTXpIWtJZONcVJObnixUEicKW7AcmgoqICxx9/PE4++WR89tlnKC0txa+//opWrVqlu2kMw8SIauG1uXEh42GXBiYhLNxa2FBthmw8ka0TkN6qa3cLryMV3ocffhidO3fGa6+9ppV169YtfQ1iGCZutMebbOG1HrbwMhZhpS5kxWYT1qclS6w9dkWI+sZ+OFLh/fjjj3HaaafhggsuwOLFi9GxY0dce+21uPLKK02Pb2hoQENDg/a+srISAODz+eDz+ZLeXvUcqTiX3WDZmJNNcpEVBbKsQFGUFl1vNskmFszkIvtlyIoMAPD75ayVGfcZc2KRi6IokJWWj9Om8Pv9kOVAv1Tk+Orz+/1QFEV7HVcdsh+KNj78gK6ObOkzsixrMpD9PjR3uamWSyznEYiIktiWtJCTkwMAmDBhAi644AJ8++23uPnmm/HCCy/g0ksvjTh+0qRJmDx5ckT5jBkzkJeXl/T2MgwTncrf1sFXXQUpJwetevdPd3MchShug8v1IwDA5zsOREVpbhFjV6o3uyE3CnDlKsjv5E+orgZqwJf1XwIAerp7opurW8x1+Hw+7N27FwBQXFwc11rurRNRstcLANjftgENuUrMddid3yqBtQcDFveTyxXkSGluUBi1tbUYO3YsDh48iKKipucvRyq8Ho8HRx55JL7++mut7MYbb8SyZcuwZMmSiOPNLLydO3fG3r17mxWgFfh8PsyfPx8jRoyA2+1O+vnsBMvGnGySy89ffo6Du3Yir7gVBp46qtnjs0k2sWAml+qatdi7dx4AoLzDRfB42qWziWmD+4w5schlzZc7UFvZiKK2Oeh9dFlC563z1+GNNW8AAI7tcCwGtRsUcx3V1dVYuXIlAKBPnz4oK4u9Tf799ahftQcAkDO4HVwlOdpn2dJnVm45gC83BG4c/nJ8N+R7m3YMSLVcKisr0bZt2xYpvI50aejQoQP69etnKDv00EPx4Ycfmh7v9Xrh9Xojyt1ud0o7cqrPZydYNuZkg1zcLhckSYTLJcV0rdkgm3jQy8XtckMSpWC5J+vlxX3GnJbIRZIkSKIIl8uVsAz9gh+SFOiX8dbn8XggBrcjj/d3FdwyGtXx4XLBZVKH0/uM2+2CGJSB1+OB290yE2+q5BLLORwZBXL88cdj7dq1hrJ169aha9euaWoRwzBxI3BasuTBUTmMNYR2REy8LkNasnSOe8PwyM7x4SQROHIFueWWW7B06VJMnToVGzZswIwZM/Diiy/iuuuuS3fTGIaJFW0lTW8zHAlvLcxYhGDhODVsPJHWrYWjvM4inJSu0JEK71FHHYWZM2finXfewWGHHYb7778fTz75JC6++OJ0N41hmBgJTbjOmXgzBeOOVo5cDphUoem7iY/TjNlpzUm7LsSJk3Zac6QPLwCceeaZOPPMM9PdDIZhEkTbwSlL97JPLpyHl7EGK+9LLd80Iu52RHuTPRhvPtLYEAvgW3qGYTIaTeFlhcxyjIoFLwdMIli3tXAmujRk6+wjOMjCyzMcwzCZjWbh5enKeuy9gDGZg3q/lClBa9YovIL56yxCcJDSzysIwzAZjZOCJjIPvWx5OWDiR4h4kUBdQoZYeA0VJl6FHRENckxjQyyAZziGYTIbwbpHpYyRTPGVZByAxa5HGeHClAFNSDf6dHN2nyNY4WUYJqMRLPQNZMLhoDXGGqxOpqKO98xxaYivCrujzb8OEAArvAzDZDRadgZWeJMAuzQwFmHxME1U0bLepSE75x91+nVCkhye4RiGyXDYwpssBAf55zHpRbDY9Ui17KZzpzWOWbN2B710wwovwzAZDVt4kwlbeBmLsdilId76LHdpyFKsvpFJJzzDMQyT0YR8eHm6shqjTO2/oDHpw2rFSB33YpxqiuVbCzvhmX4caK7ZDrh8XkEYhslstIU0ze1wJJylgbGGZAWtpbVf8pBw1MY/rPAyDJPRCE5yIss42KWBsYjEPBBMqsuEoDXO0sBBawzDMKkiEyw9DoXz8DJWkaygtXjrEwQh8Tbpv5al4yPkUpbmhlgAK7wMw2Q0bOFNJqpseSlgLMLiYZrIo/REFV6eckIyEB0gDJ7lGIbJaEKLFk9XVqPK1P5LGZNu1GwqVulFmZCWDPwExFFKP68gDMNkNCGFN80NcSRs4WWsQRueFmdpSKeFN6xBWYlq2WULL8MwTJIpalcKl8eL4nZl6W6K43C5CuHxtEFebtd0N4WxOYVtc+DySCgsybGkvi5FXVDgLkBJbkncdZSUlCA/Px85OXG2SRLgau2Fq5UXkOyv8MVDSb4HhTkudGubl+6mJIwr3Q1gGIZpiuLS9jjq7P/L2keKyUQQJHTseDHLlkmYNuUFKOmQb1lfOqnTSTix44kJ1XfYYYeBiBIKfMs7okx7nY3kuCX85YTujrh+VngZhsl4nDDZZiosW8YqrO5LVtSXaB08PpwjA3ZpYBiGYRiGYRwNK7wMwzAMwzCMo2GFl2EYhmEYhnE0rPAyDMMwDMMwjsaRCu+kSZO0bQXVv/bt26e7WQzDMAzDMEwacGyWhv79+2PBggXae0mS0tgahmEYhmEYJl04VuF1uVxs1WUYhmEYhmGcq/CuX78e5eXl8Hq9OOaYYzB16lT06NHD9NiGhgY0NDRo7ysrKwEAPp8PPp8v6W1Vz5GKc9kNlo05LJfosGzMYblEh2VjDsslOiwbc1Itl1jOIxARJbEtaeGzzz5DbW0tevfujV27duGBBx7AL7/8gtWrV6NNmzYRx0+aNAmTJ0+OKJ8xYwby8uy/nR7DMAzDMIzTqK2txdixY3Hw4EEUFRU1eawjFd5wampq0LNnT9x2222YMGFCxOfhFt6DBw+iS5cu2LhxIwoLC5PePp/Ph0WLFuHkk0+G2+1O+vnsBMvGHJZLdFg25rBcosOyMYflEh2WjTmplktVVRW6d++OAwcOoLi4uMljHevSoCc/Px8DBgzA+vXrTT/3er3wer3ae9WloXv37ilpH8MwDMMwDBMfVVVVrPACAQvuzz//jBNPPLFFx5eXl2Pr1q0oLCxMyR7SlZWV6Ny5M7Zu3dqsST7bYNmYw3KJDsvGHJZLdFg25rBcosOyMSfVciEiVFVVoby8vNljHanw/vWvf8VZZ52FLl26YPfu3XjggQdQWVmJcePGtej7oiiiU6dOSW5lJEVFRTxwosCyMYflEh2WjTksl+iwbMxhuUSHZWNOKuXSnGVXxZEK7++//44xY8Zg7969aNeuHYYOHYqlS5eia9eu6W4awzAMwzAMk2IcqfC+++676W4CwzAMwzAMkyE4cmthu+H1enHvvfcaAueYACwbc1gu0WHZmMNyiQ7LxhyWS3RYNuZkslyyIi0ZwzAMwzAMk72whZdhGIZhGIZxNKzwMgzDMAzDMI6GFV6GYRiGYRjG0bDCyzAMwzAMwzgaVngZhmEYhmEYR8MKL8MwDMMwDONoWOFlGIZhGIZhHA0rvAzDMAzDMIyjYYWXYRiGYRiGcTSs8DIMwzAMwzCOhhVehmEYhmEYxtGwwsswDMMwDMM4GlZ4GYZhGIZhGEfDCi/DMAzDMAzjaFjhZRiGYRiGYRwNK7wMwzAMwzCMo2GFl2EYhmEYhnE0rPAyDMMwDMMwjoYVXoZhGIZhGMbRsMLLMAzDMAzDOBpWeBmGYRiGYRhHwwovwzAMwzAM42hY4WUYhmEYhmEcDSu8DMMwDMMwjKNhhZdhGIZhGIZxNKzwMgzDMAzDMI6GFV6GYRiGYRjG0bDCyzAMwzAMwzgaVngZhmEYhmEYR8MKL8NkCZMmTYIgCNi7d29Kz/vcc8/h9ddfT+k5reKZZ55B37594fV60b17d0yePBk+n6/Z723duhXnnXceevTogfz8fBQXF2PIkCGYNm0a/H6/4dhu3bpBEATTv5ycnIi63333XQwePBg5OTkoLy/HzTffjOrqasMxCxcuxBVXXIG+ffsiPz8fHTt2xDnnnIMVK1ZE1EdEePrpp7Xr7NChA/7f//t/qKioiDh2x44duOyyy1BaWoqcnBwMHDgQr7zyiqkM5s6di+OPPx65ubkoLi7GWWedhdWrV0cc19jYiIkTJ6J79+7weDzo2rUr7rzzTtTV1TUp4wULFmhyMuvTb7/9NoYMGYKcnBy0bdsWY8eOxdatW5usc9euXWjTpg0EQcAHH3xg+Ozzzz+P+jstXbrUcOxll11melzfvn0Nx61btw5//etfccQRR6BVq1YoKSnB8ccfH3FuPR999BGGDRuGoqIi5Ofno3///njxxRcNx3z66ae49NJLMWDAALjdbgiC0OR1M0w24Ep3AxiGcTbPPfcc2rZti8suuyzdTYmJKVOm4J577sEdd9yBkSNHYtmyZbj77ruxbdu2CAUjnJqaGhQVFeGee+5Bly5d0NjYiNmzZ+OGG27AqlWr8PLLL2vHzpw5Ew0NDYbvb9myBX/6059w3nnnGcrffvttXHLJJRg/fjyeeOIJrFu3DrfffjvWrFmDefPmacc9//zz2LdvH2666Sb069cPe/bswWOPPYahQ4di7ty5+MMf/qAd+9e//hVPPvkk/vrXv+LUU0/FmjVrMHHiRCxbtgxLliyB2+0GABw8eBAnnHACGhsb8cgjj6BDhw545513MH78eBw8eBATJkzQ6vzoo49w3nnn4ZxzzsGHH36IgwcPYvLkyTjxxBOxbNky9OzZUzt2zJgxmD17NiZOnIijjjoKS5YswQMPPIDVq1fj448/NpVvdXU1rrzySpSXl2P79u0Rnz/zzDO48cYbMX78eDz00EP4/fffcc899+DEE0/Ed999h9atW5vWe91115neZOiZOnUqTj75ZEPZYYcdFnFcbm4uFi5cGFGmZ968efjPf/6DP//5zzjqqKPg9/vx3nvv4YILLsDkyZMxceJEw/EPPfQQ7rrrLlxzzTW488474Xa78csvv6CxsdFw3MyZM7F06VIMGTIEXq/X9EaHYbIOYhgmK7j33nsJAO3Zsyel5+3fvz8NGzYspedMlL1791JOTg5dddVVhvIpU6aQIAi0evXquOq98MILyeVyUX19fZPHTZo0iQDQggULtDK/308dOnSgkSNHGo59++23CQDNnj1bK9u1a1dEnVVVVVRWVkannHKKVvb777+TJEl0ww03GI6dMWMGAaAXX3xRK3vwwQcJAC1fvtxw7MiRIyk/P58qKiq0sj59+tDAgQNJURStbNOmTeTxeGjs2LFa2ZIlSwgAPfbYY4Y6p06dSgBo3rx5pvK57rrraMiQIXT33XdH9On6+noqLi6ms846y/Cdr7/+mgDQ3//+d9M6P/jgAyooKKA33niDANC//vUvw+eLFi0yLTdj3LhxlJ+f3+xxe/bsMchI5YwzzqC8vDxDP1m+fDmJokgPP/xws/XKsqy9vu6664iXeoYhYpcGhskytm7dij/+8Y8oKipCcXExLrnkEuzZsyfiuPfeew/HHnss8vPzUVBQgNNOOw3fffed4ZjffvsNF110EcrLy+H1elFWVoZTTjkFq1atAhB4XL969WosXrxYe6zbrVu3Jtv37LPP4qSTTkJpaSny8/MxYMAAPPLII6auBHPmzMEpp5yC4uJi5OXl4dBDD8WDDz5oOOabb77BWWedhTZt2iAnJwc9e/bEzTff3GQb5syZg/r6elx++eWG8ssvvxxEhFmzZjX5/Wi0a9cOoihCkqSoxxARXnvtNfTo0cNgiV26dCl27NgR0aYLLrgABQUFmDlzplZWWloaUW9BQQH69etneKy/dOlSyLKM008/3XDsmWeeCQD48MMPtbKvvvoKZWVlOOKIIyKOrampwZw5cwAA+/btw9q1azF69GjDo/SuXbvisMMOw6xZsyDLslYngBadX+V///sfXnzxRbz88sumcvzpp59w8ODBiDqPPfZYlJSUmNa5f/9+XHfddZgyZQq6dOkS8XmyaNu2ram7wdFHH43a2lrs379fK5s2bRq8Xi9uuOGGZusVRV7aGSYcHhUMk2Wcd9556NWrFz744ANMmjQJs2bNwmmnnWZQKKdOnYoxY8agX79+eP/99/Hmm2+iqqoKJ554ItasWaMdd/rpp2PFihV45JFHMH/+fDz//PMYMmQIDhw4ACDwaLVHjx4YMmQIlixZgiVLlhgUMzN+/fVXjB07Fm+++SY+/fRT/OUvf8Gjjz6Kq6++2nDcK6+8gtNPPx2KomD69On45JNPcOONN+L333/Xjpk7dy5OPPFEbNmyBY8//jg+++wz3H333di1a1eTbfjpp58AAAMGDDCUd+jQAW3bttU+bw4igt/vR0VFBd577z28/vrruPXWW+FyRfcmW7BgATZv3owrrrjCoAyp5xw4cKDheLfbjb59+zbbpoMHD2LlypXo37+/VqY+Cvd6vRF1CoKAH374wXBs+HH676rHRqtTLautrcWvv/7a5LHhdarU1dXhL3/5C26++WYcfvjhptfZ3PnXr1+P+vp6Q/mNN96I7t274/rrrzetU891110Hl8uFoqIinHbaafjyyy9Nj6urq0P79u0hSRI6deqE66+/3qDANsWiRYvQrl07w43LF198gUMPPRQffvgh+vTpo9V7xx13RLg0MAxjQpotzAzDpAjVpeGWW24xlKuPxN966y0iItqyZQu5XK6Ix9xVVVXUvn17uvDCC4ko8NgfAD355JNNnjcRlwZZlsnn89E///lPkiSJ9u/fr7WlqKiITjjhBNNHwio9e/aknj17Ul1dXUznvfLKK8nr9Zp+1rt37wi3gmiobgAASBAEuuuuu5r9zp/+9CeSJIl+//13Q/mUKVMIAO3YsSPiOyNHjqTevXs3We/FF19MLpfL4JKwatUqAkD333+/4dj//ve/BIA8Ho9WdvPNN5MoirR582bDsX/+858JgOb+IcsylZSUGFwniIgqKiqosLCQANDXX39NRESzZs0iAPTmm28ajn3llVcIQMQ13XrrrdSjRw+qra0lInM3nX379pEoivSXv/zF8N0NGzZov8X27du18k8//ZTcbjf9+OOPRBTddWHlypV000030cyZM+mLL76gV199lQ499FCSJInmzJljOPbxxx+nxx9/nObNm0fz5s2ju+66i/Ly8qhv375UVVVFTfHSSy8RAHrqqacM5V6vlwoLC6l169Y0bdo0WrhwId11110kSZLBTSQcdmlgmAA8ChgmS1CVg3AfTJ/PRy6XS1MQ1AV32bJl5PP5DH9/+tOfqLS0lIiIFEWhnj17UseOHemxxx6jlStXGnwHVWJVeFeuXElnnXUWlZSUaAqK+rd06VIiIpo7dy4BoBkzZkStZ+3atQSApk6d2uJzq1x55ZWUk5Nj+lnv3r3ptNNOa1E9O3bsoGXLltHcuXPp9ttvJ4/HQ9dff33U4/ft20der5fOOOOMiM9UhXfnzp0Rn40cOZL69OkTtV7V1/WZZ56J+Oykk06ioqIiev/996miooK++uorOuSQQ0iSJIMM1qxZQ16vl0444QT66aefaO/evTRt2jTyeDwEgK655hrt2HvuuYcA0H333Ue7du2i9evX0xlnnEGSJBl+x4aGBurVqxeVl5fTvHnzqKKigj777DMqKysjSZKob9++Wp3ffPMNSZJE8+fP18qi+aX/+c9/JrfbTdOnT6d9+/bR999/T8ccc4x2flWGBw4coI4dO9Ldd9+tfTcWX92Kigrq1KkTDRw4sNljP/jgAwJAjz/+eNRjZs+eTR6Ph84///yIGzm3200A6J133jGU33zzzQSA1q9fb1onK7wME4BHAcNkCapyEG45JCIqKyujc889l4iIHnjggQhFU/8niqL2vU2bNtEVV1xBZWVlBIBKSkrohhtuoMrKSu2YWBTezZs3U35+Ph1++OH05ptv0v/+9z9atmwZPfvsswSAFi1aREREb731FgGgL774ImpdX375JQGgf/7zny06t5477riDAFBNTU3EZ23btqUxY8bEXCcR0UMPPUQAaOXKlaafP/XUUwSAZs6cGfHZ9OnTCYBpwNyRRx5Jxx57rGmdagDclClTTD/ftWsXjR49Wvt9PR4P3X777XTEEUdQz549DcfOnj2bOnfurB3buXNneuaZZyKsxD6fj2655RZNGQZAZ5xxBo0fP54A0NatW7Vj169fT0OHDtWOy8/Pp6eeeoratm1rsBL379+fLrjgAqqoqND+br/9dgJAv/76q6HPVVdX0yWXXEKiKGp9dty4cXT22WeT1+sln89HRAFlsFu3brRz506tzk8++YQA0BtvvEEVFRVNPkEgIrrmmmsIgGZ1joYsy5Sfn689IQlnzpw5lJOTQ2eccQY1NDREfN6+fXsCoD3lUFFv/t577z3TelnhZZgAnJaMYbKMnTt3omPHjtp7v9+Pffv2oU2bNgACgTQA8MEHH6Br165N1tW1a1ctD+u6devw/vvvY9KkSWhsbMT06dNjbtusWbNQU1ODf//734Zzq0FwKu3atQMAg79uOC05Jhqq7+6PP/6IY445RivfuXMn9u7da5qGqiUcffTRAAKyGjJkSMTnr7zyCsrKyrSgrWht6tevn1bu9/vxyy+/YMyYMRHfmTx5MiZNmoRJkybh73//u2mbSktLMXv2bOzevRs7d+5E165dkZubi+eeew7nn3++4djRo0dj8+bN2LBhA/x+P3r37o33338fAHDSSSdpx7lcLjz++OO47777sHHjRrRt2xYdOnTAaaedhu7du6NTp07asb169cKSJUuwbds27N+/Hz179sTBgwdx0003GepcvXo1Vq9ejX/9618R19CzZ08MGjRI6yf5+fl488038fTTT2Pr1q0oLy9H27Zt0bdvXxx33HGaD/VPP/2ETZs2oX379hF1jhs3DgBQUVGBVq1amcoOCPhpA2hRrlsiMg0omzt3Ls4991wMGzYMH374ITweT8QxAwcOxM6dO6OenwPVGKYZ0qxwMwyTIprz4VX9KDdu3Egul6tF6Y/MGDx4MB111FHa+8MPP5yOPvroFn336aefjvBTVRSFjj76aIOFt6qqioqLi+mkk05q1oe3V69ezaYBC2ffvn2Uk5NjeExPFPDJTSQtmfqoP9ythIho2bJlBIBuu+020++qaclGjRplKH/nnXcIAH322WeG8vvuu48AGB7Xt5SnnnqKRFGkFStWNHlcQ0MDHXPMMTR48OBm61yxYgVJktSszzcR0S233EL5+fmGpxGLFi2K+Bs3bhwBoFmzZtGyZcuarPOjjz7SjlX57rvvIup84oknCABNmjSJFi1apFmDzdi/fz917NixRdf/3nvvmfq8z507l3JycujUU09t0tf8hRdeIAD09ttvG8pvvPFGEkWRNm3aZPo9tvAyTAC28DJMlvHvf/8bLpcLI0aMwOrVq3HPPfdg0KBBuPDCCwEEUondd999uOuuu/Dbb79h1KhRaN26NXbt2oVvv/0W+fn5mDx5Mn744Qdcf/31uOCCC3DIIYfA4/Fg4cKF+OGHH3DHHXdo5xswYADeffddvPfee+jRowdycnIish+ojBgxAh6PB2PGjMFtt92G+vp6PP/88xG7fhUUFOCxxx7D+PHjceqpp+LKK69EWVkZNmzYgO+//x7Tpk0DEEhxdtZZZ2Ho0KG45ZZb0KVLF2zZsgVz587F22+/HVVGJSUluPvuu3HPPfegpKRE23hi0qRJGD9+vMHC+s9//hNXXHEFXn31VVx66aUAgHvvvRe7du3CSSedhI4dO+LAgQOYM2cOXnrpJVxwwQURqb0AaJbyv/zlL6ZtkiQJjzzyCP785z/j6quvxpgxY7B+/XrcdtttGDFiBEaNGqUd+9hjj2HixIkYNWoUzjjjjIidwIYOHaq9fumllwAErKQHDhzAZ599hldeeQVTp06NyIRwww03YPjw4WjTpg1+++03PP300/j999+xePFiw3Gff/45li1bhoEDB4KI8O233+Lhhx/GqFGjIjIhPPLII2jfvj26dOmCXbt24f3338esWbPw5ptvGp5EDB8+PEImn3/+OQDg+OOP155MAIF0Ztu3b8ehhx6K+vp6fP7553jqqadwzTXX4JxzztGOGzx4sKmsAaB///6Gc44dOxZdunTBkUceibZt22L9+vV47LHHsGvXLsNOgps3b8bYsWNx0UUXoVevXhAEAYsXL8aTTz6J/v37Y/z48dqxX375Jc4991y0b98ef//73yOeZPTr1w9FRUUAAinxXnjhBVx77bXYu3cv+vXrhwULFuDZZ5/Ftddea3gisnnzZixbtgwAtIwY6u5t3bp1w5FHHhn1uhnGsaRb42YYJjWoFt4VK1bQWWedRQUFBVRYWEhjxowx3ahg1qxZdPLJJ1NRURF5vV7q2rUrnX/++dpmCLt27aLLLruM+vbtS/n5+VRQUEADBw6kJ554gvx+v1bPpk2baOTIkVqEfteuXZts5yeffEKDBg2inJwc6tixI/3tb3+jzz77zGDhVZk9ezYNGzaM8vPzKS8vj/r16xdhmV6yZAmNHj2aiouLyev1Us+ePSOs3NF46qmnqHfv3uTxeKhLly507733UmNjo+GY1157jQDQa6+9ppV9/PHHdOqpp1JZWRm5XC4qKCigo48+mp5++mlTi2Ftba1msW6OGTNm0MCBA8nj8VD79u3pxhtvjIj8HzZsWJN+2HpeeOEFOvTQQykvL48KCgroxBNPNFhB9ZxzzjnUoUMHcrvd1L59e7rssstMLYtfffUVHXPMMVrfOeyww+gf//hHhOyIiCZPnkw9e/Ykr9dLrVq1olGjRjXpm60nWtDazJkzafDgwZSfn0+5ubl05JFH0iuvvNKsPy5R9KC1Bx98kAYPHkzFxcUkSRK1a9eOzjvvPPr2228Nx+3fv5/OO+886tatG+Xm5pLH46FDDjmEbrvtNjpw4IBp+6P9hff3ffv20dVXX01lZWXkdrupd+/e9Oijj0YEi6p90uxv3LhxzcqAYZyIQBR0AGIYhmEYhmEYB8Je7gzDMAzDMIyjYYWXYRiGYRiGcTSs8DIMwzAMwzCOhhVehmEYhmEYxtGwwsswDMMwDMM4GlZ4GYZhGIZhGEfDG0+YoCgKtm/fjsLCwhZtF8kwDMMwDMOkFiJCVVUVysvLm91emxVeE7Zv347OnTunuxkMwzAMwzBMM2zduhWdOnVq8hhWeE0oLCwEEBCguq1jMvH5fJg3bx5GjhwJt9ud9PPZCZaNOSyX6LBszGG5RIdlYw7LJTosG3NSLZfKykp07txZ09uaghVeE1Q3hqKiopQpvHl5eSgqKuKBEwbLxhyWS3RYNuawXKLDsjGH5RIdlo056ZJLS9xPOWiNYRiGYRiGcTSs8DIMwzAMwzCOhhVehmEYhmEYxtGwwsswDMMwDMM4GlZ4GYZhGIZhGEfDCi/DMAzDMAzjaFjhZRiGYRiGYRwNK7wMwzAMwzCMo+GNJxiGYZisQ5YVqLnqa3dVQKknyLICoBKSlIcGxYcd1TvgpjxU7JZRfaAe7dsXYOfO3VAafOjcqStktwQJPvjrfsf2HWuQ6yrD7n1V2L57M7q074RcyYuaRj88ebn4tboaQm0tDlMUVO9YD8Vfhyp3EbYgB6KnEOWCAuw+AE++G1JxA+pxEO4qF1z7quCrV9AINyobRfgFD5Djhh+NkFx1cLtqIFMNcnwSCurzQP4cVEm52OcqRKPiQZ60HwXCXohiPfa5PNjj9ULyi2hdLSC/IQ8iJAgQoIgEEdVwS7UQxBrUuyTUeF2oFyWsXvoJ3FQCyAJcyn6Iwn645HqIsgBREeFHLvxCIWTKQ6PLj3q3H4pUj/yGahT6GuFW/JBdEvwuAX5RRCMBfnghKl644IFIEhQAfoGggEACQJAACBAFAQIJEAQCBD8EwQeQAoIMSVAAuAASAQgAJIAkgAQIQOB7gVogkgAiBQIRSFEC5xBEkCgCggiQCBIEiOSHAD9E8gMQQMGaKdhXFEgguAByASA8vXAeIBAEUi2Ige8oggACQYQCAQpEUgBBAUCBPwq0j0QJCrmDbSAIggwBCghi8KSB+jT7pBD4fuAfQvUF6xYggCDoZBL+1xIo1uEUwVMrPsdf73si4XqshBVehmEYJi3UVNcFdkhyyfhu+dfo0LUnunXoht27a1Bamo+DdY34/reNOK5Pd/z861Ls3L4Obcu7onbDzxAUQkH/4di2U0ZhnoRCsQErVq5ArpiLilpg0849aO37HTmunRDcNagWFezx1qPWI6K8uitKD/aBJHvglrahjbAFNZIHd63/GquLStFG3I2Oym/wSAdR6S8Eqg6BVFcAT0Ml2tbvgOA6iE/aN8Aj1iKX3HD520NQ2qBKlNEg+OEHYUXFF2hXWYs+vxMKGnzo1tgIiD7scsmo8gANkgSSWqFQ7ARS8rGP8qCQF4RaAA0QqRGi0gBAhEgSJABuUuBGDai2HjLqAcgABEhwwScIqEAjBAJIzEOx4AMJPpDghR/lEMiPIhJQBFURCqC+EgGA8qCQHwI1wg2glSCAhHyQ0Fr3q7UN/gFAQMlyQdKUiXzDLyxDoFoQNUIEwQMBHsGLXCEP/IDZ2ezPqUh3EyJghZdhGIZpMUQEQRBQuasKJMsoLm8FX0UdpBw3ZBdh7+7dyPcKkCt2Y8OXs9HjD2Mg5ZVi955atMvxY97Hi7ClZi32K9+hkg5A9kgoEBT0+7UWX7fNw7627ZFT3QuKZx/g3QNFFPH6FzWohQuyIEL4RcYJyw9CFNrit582IU8ugiL4UZOzC6J7MxqlBpTsVXDIFj++7l2Gda3bQhAL0I72oY3sQkllT/gbW2OvtxYiquFp9ELa5QFhC9qVbMQhYi52FORjg+hBUU0PdNjfASUHCfkN9XBBAtARQCcQJFQViqiDCEUQoUCEBAU5BLhJQAF1QvtdFaijHahzNwIuf1CCAogkKEoHEFpDkAPWNIEACY3BY7wAcgCBoIgC/KLRNicEDXCq9VEQAsf4pYBhz+0juH0+iEoNSMyDAi8AL1wguEBQRKBRBBQxUJeo/H/2/jTYtvOs70V/z/u+o5n9anffaGurl2Vblo2FjSEksQ2ck3Bzkhsu54aqWwcKUhRUET7ZFT6YhCpyb6XA4RRww4cbblLnVMhJaE64BiwHJ7aRbdxIsq2+2f3eq29mO5r3fZ/7Yay9pW1JxhAhyfb8Vam011hjzTHnO8ac67+e8X/+j2IiqMkIchjkKMj16qhioiJxF6EkmD5RuqiRpoopCkZBJhiZYEOCjTloTm0yKtcjiGAi2KgYBYNiJBKpCFKj4g9ev2AQRK9XGCM0Nd+D1+sOKr/moIJpaGrCgASuC3A9qHa+WAVtHkONAWNAbFNx1YPKq16vql4/hiOKvXG+XlrxNBoQPEI42G5BpDmyaFNjjYo9ODtRDIq5UbFuns2L1VYRj4n+4PhNxfd6nRbVg/pu8+8b5/8lFVu58Ryv/3d9P72xHi9+rS9ePH/N5K3u63KcvwxzwTtnzpw532GoHvwyNYY61IgIViwbz5+jawXX63Pu0hZn774VlzmCj4xnE/6PTz7M1uXLvGN4hZ3LExTlzkXDw36AsyOW7KNcLJepVFlaXWc13eLx//3P2L3yAKoVl5Z3mfQKNA1EqyylEzJT0d6wuCm0t0oup3cwCV1M3cPWPYrOkyQyYyUqSczZnx1B5F5UMtw4Z5QYRIXVMiXTE5TJiN7uGo417tneo+wlrMXb6YzewqGpY0FnZGbMrH2Okpxs7zCz5BbgDEtDz+G9GVFyqiTDIOSlJ4n7tOJFilafYboKRYfuuM24tcooyyhsCbpPFhxtm2NtYGmrRMQyaS2zsZQxc5baOJzPScqUvPa04hgrlxDZgcQTE4NqHwkDoEUhhsrUBDOmtiW1DUSxiHZwsQchJ2IwGKIoNSUqJWRDXHsPZ1JqzelOWizNKpypmVjF2BlZsk3RhplLGacthrFFOmvT3k9JJpBQIE7xNlItCHV3FZMnnGjVnCZj0DpEtD12K8vC8oDE1sxG67RS8Hs7zPZ3UXLKmFPZLrZziB1jiBmkyym2HWlnGVYNEgI9Z+lZ6PiaPBlgaGNdh1avh00E1UAdlcoHyugYzQJ70xmaWLzMiDKh62BglI4WJFqSxBkAFR0qcly2RN5ewpg2nSSlaw2pMagqQaGMgUm5y6TapvZTWsbQskIiIKaR484NyLJDeK987I/+iB/6wR8kSZKb3l8ictN7raxHlKG6sa2TtLG2ddN+3y7Udc3HPvYxfuiHfuiNfiovYy5458yZM+c7iFiWPPu//2emI8/JH3w7v/flf0kntHhPeZa1L30W21rgUrrMc95yKtvl9v5lLm7lfLo8Rbl6DpPu8x/DEuPFYyzpmK/GGWlwVKJ8YjBg3G+RMuUOHTNcMwyPXObqacHMFohpxNnAcl5wT9zi2Mwzqlbwe0peVjhzH2cnhokZkyK4qoeMv4u+2WeRcxAM4+kxipBTRCXZLdnJ27zFrnPSGCoO8ay7BwmXIZ1wajJldVOp6RF8xNWRnkwYJOepQs44rBD399hOV9lbPMWRiWdxsoMLQqyFSIGN55n2N7h4pMvj/TbXWoHvem6duza79HYjX33r/SzuPsHC3jNYEfK0xk1Llq+tM+2c4fLdd3N7N0fWSnRUo+WQDZtQScEs36eTeoYn7qS8Y5V2L+W72xPu7vU4deIf3SyI9i5SPfb77MyeZpI8i5WEw+EOphcrdq8pTx/u8bnVAYXtInKYbHCC9qGz3Npf5YcPLZLbxkLg/YS63iOEMT6MiaEkagWqdLt3kufHbhxyf3yNP/nk7/Pggw/inKWb9ui1TyE3qp/fHogITsAZR8etQmf1m/iZ+kZ1/RsJVxEhT/vkr+HznfNXYy5458yZM+c7gDiZ0Fq/wN7v/Uf+8OIhCi+c+df/hvWFL2FUueWpZ3BEinLCeudWEnqsF0f50t6AxxeHFIOrvGuyxmDDc/H4lG77GufNIivDWzkc2xQxwxeetiS8NX2cU1dhcQOuVgmj1dsJeoKTY8/RpODYdI1Vs8vz9W38lnwveTLiwcEeK9Jjye5wV/YZlqsltsoH2QvHyThEpbeykQxppTUL5jJizmFbhzlu7uW29gYd5/nD5VvZEEeysYXUQkGCjDMki5jOFp32mCw6zvfu4BPLLe7/mnLYjQjZkPGplJWtwEZ3RF6v8bZhTlc6XFk6y+f7bS4fW8R3T3FXtcSZe0+w/Nhn8GHCO+Nlvvcf/zg9J0z2tzn/wv+G+dw5Wskqq297Dyv/4P/R3KK/+gj12lPsrV9jY22dx90RXjj9AbS7gLFrnDBb/PDRwzB9klDvMJ2+QKdz9sUTuHCK+K6/z/Ti/xcpOqzIWVoL99H6/neyZBxnRiPes7XJE6Mt7LGzaNqibQ33dlo486Igc66Dc51XuEJeTjtbIYvHOLrwlpdVMefM+VZjLnjnzJkz59uc+uoVit/5Z9zz7Bd5/vB9rIUfwEfDvhuTR4+K8NAKnNl9D8PWUcaaUiKMvOHCUsWstc+ijrn3Ss1iYTneVarBDtuVsla+B6M9Wj7j9PYKf9M9x9sPXWFcFlyrFrllaNhtnWWztUzXjmiXewxHhxjalK/aIwztCou9HJmssKeRnr7AvZu7jNIHaYnSjw8z4l2cT5Z4brHPkfJRblt/gtooIptMF7/GVjvjOXcn19onOFzvcJzH2U6gu2l4sncviyfOkN/X4tGtAXWsuNS6AtWE8fQaR4icXDnMe8yI7vuExcIyu9xi8+IMnZ1kSfv8HbPE551ShEMcWzjNcpHh3/m99Nc+z12hwP3+7+I++AO0s5rF0ZRY1ZA59O3LTfVPBE48QHLiAVaBVVXuFeHctORTO7tkwy/zQLbDsYW/xdgl7O19kb29L9Bu33qjehhjyeb2Q5B26C69g+6hH7hxfgWwgwGLgwHv5bY35iKbM+dNzlzwzpkzZ863KaPK89XPfYU7Pvdv8DtPcX7lOA8lJxlP20Qzoi2r1KYPRrmw1OUpl3DbZIBHmcg2mnuWfJdFv87t/jADnTJKWnxx+V7+TvoQp0f7POaFTW2jmXD60HmO289SGWHdHeJC3mKlCiz6gstFi0/1xvy98S51WGQ/rDDMl/hgVjIdOdCKhE12F+D34//MSX+CFRlTpWtc9SMePXOIaz1L78Iq27HNbtpGoidtX+NwdYhPLr4NFz23b50nZ8DJxUMUxR4nkxlvOZZx2t3On5tNvuRqdmqHGeUc39nn9qTFXXe/mxeqz9O5tcf9Cx/g6rk/Y6tVML0YOeK7HNY2t28NMaeOMrID6MDR77mFtHUXwz/+Y/zmFvu/93sU5RpxehkRB7ctMcs2bjT53cTB12faGSthl81qhyRdIk1XGAza7O8/QlmuM5k8Q7d7J6rK1tYnqet9nOuxvPz9r//FNGfOtzhzwTtnzpw534aoKh//t3/K+JGvsWSe4uKRRT6R3csT5Z2cxIEbkUTLidkJcNucbwdSPyadjVC/wdrgOY5zKwOfs1J/L7Z1EcILTMmAwFPtlKW9RRaCci3t0+ltc6hWOskupViulMe41lb6vsKpp6sTThSXwF2kqDs8F09yW1CGpsein2B0SKIvcM2t0k/vwsfIhCmTzhkuxH3GWUonpCQbGaNph/VkkQ2X8/yRVVZnq9REbhnvkJXKsj1MrAzabrPU6tJylvGzV3lH7HDHoQ4Xti4zfOEKZyYlb3n/91F+z4T9r17g1u7/RKt1gs5Si+73HmKp+0Mkm4biyWsQFbuwwIoxZGf6ZEebLvSFv//3Gf3X/0r51NPEOEUO9+jd9SCzE2OCn1CW127yxX49k8mzAHQ7twNgbZv+4O3s732Jjc2Pgxg0VozHT4MYDh36AazN/tqvnzlzvt2YC945c+bM+TYjVhWf/Xd/wENf3Wect3lKfgBkk93RVWrzNtTukZhAT4Q7JWO1c4n16la87zAbrHG59Ti4Xcppn+PFA7i4zHL1VSQEfGZJvOcZu8DZsEw3SenkY0azJRaKK8SkzZXkGFOzjJc99ujRqWre0XqOXnqF0pc8lbaIlWVD9jD+OIM4ZbF4jr205iKHeZ+06bHLuNpn2DdcOmlRCSwWNQuxIrcDsmBYiJb1zgqdss9KOYNkxoBlziaWc+xhRTh5dMDSWcFvJYSqIswmHF09xn2loXf0BNldt7NfPQoC3c7dZFmTMauM6C4PMEsZYbcmzjxuOSe/cwnbedHPKklC72//bdrveAfF/h9i2aN3+Hswk+cYj59iMnnuVQVvCAWz2QUAOgeCF2Bp8T0EP2E8foqNjT++ET61tPjd31A8z5kz59WZC945c+bMeZOjMaDFPiZfIE42CcM1kuNvY3c6Yz9CpcoTT75AO2+hGy/wuc/9MS9MTlAkCaA8a3KW93qMklVcOsOYCWU6ZrmwzOIR8H3uGd3N0yFllu4zcyPUOBJqUumipdAzEyJKdAYbAhuTDtaf5H4fuK1+jnLaw/ic3a13cN6+G41fInGGmSywUEcSO8RIwfPmJEOXkMk1dl3OYtvT2h9yYjakcgPaLLLcKuhOarZ1xLDT5vnDGUd24PBQuSudkKSGabuLSQyrIaEVMh7c2mXz+97OwrWvsF3UrC8ukhTX6BfPknYyFo/fRrEfSM4MOHbb7cz+43+CqMRTObGsUe2QpoewNiVJF6mrXcpyjXb7DJ3vOoLOPKafvmJHvohgFgfUwyEoZNkhgBuCd2npfa/4c9Pp86hG0nSFNF1+yeMZVlffDwLj0VMo0GqdYjB44K/rEpsz59ueueCdM2fOnDcrMYKfcfHh/ydrzz9C0joFz11AqpIn7/op/uR8iyFQtSJ3n/sSdapsLLa4spiz4KbcvlbQLXb4yuAOrkqPYWZZtNfo1H2iJrTdPr5OWR++l1wdJ4aebZ7B7vXw2SLZYIkYAmlZ4etuE7BvBRMje5MOg/IQ+Io7qyfZk2PUHONa8XautR1HgiVzGUoPWwsmmfGCW+X79RIP6oj/V99yWN7NoaUuZrRLCrQi9HxgraMcWh+SuMjW4R0m6e2UubBiDavlhDSLbPdSeu0ubxkXHNuZcFfp+Dvv+i4e+5PPUfuaavE02eQc3VmFjixKyfJtZ+l+9zHK555jFhW7tIjvlFBCjEs3RGmeHaGudimKq7TbZzCphfQbR3FV9RZoxNoW1nZptXKMSfB+RFmukedHX/Yz4wM7w0uru9cRMayuvB9nu5TVJqsr7/+2zG2dM+f14g2f7fcbv/EbnDlzhjzPeeCBB/j0pz/9qvt+5jOf4b3vfS/Ly8u0Wi3uuusufvVXb57V/Nu//ds3cvFe+l9RFH/dL2XOnDlzXjPC1vM8/f/7NT75u/+K//DZNT6+dpo//FrG7qxmJ8Ajj30NxrssjPa448Jz3Hvxac5eepqNpWeInauEQy9w++h5jjPkluklpq0d9hefJUdYqBNOlG1Ma4fKpERaJG5EtvRZZn6fSe5I0/tYsANiMiXVgrpewNsEEEIZScjp+AEb0iaRMW3ZZxxWmdBlmwoIZKR0Yovad3iucxuPprdwaZJxZXdMbSqeuHXE8N4O1/orvNCfUTFmpiMe7VdcileoU0EXYZCvkrczzkYhGY8ZG0e1sMRK1uIn4mHet13TItCpC06liqk90unT7dTNgI21mhgLbC8FoLp4CYD01Cmqch0A1cGNtc+yRpyW5do3fb6qcqN5zOxQU/E1Ce32rQCMxk+8/PyGGbNZ8zw6nVdOVhAxLC29l6NH/i/fdJTYnDlzXpk3tML7O7/zO/zcz/0cv/Ebv8F73/te/vW//tf84A/+IE888QSnTp162f6dToef+Zmf4a1vfSudTofPfOYz/NRP/RSdToef/MmfvLFfv9/n6aefvuln83we+zxnzpw3lhgVXwZMZrkynbFT1xQYnlsfcmu3xXuOLyIiqCr/5x//Fz7xZMJ6skiiLUIh1JpyNrtAZgpC8CS6wx2+4sjwIp24zjTzuM5pXCqEKjC2A1xIuXd0nmeOWKJbpKMJq9Mcl1xA0n2K9iIni01s+6vsJjk1LbaXVzh79RA51xglBSmByncwtvkcLetIV1qkkrBpelxjBas9KulQYdnSfaIoTjt0QoIJE17oHCYpSnYlJ+qYxVnKzIJ3OWkM+FYPNxyBn3EpTygoyV1Of+E0C6bPkV6Xo3GXWFSM8pTi8GH6w13qa9uIa5FmNcWzz5E6WPIlJ+M+q0cz3CSBzYrQn2H6KapKfekiAMmJE5Tl4wCo9m+cp+vV2LJcRzUi8hfXhspqE4AsfXFoQa93H+Px04zHT7G0+D03NZtNps+DRtJslTRd+u+8subMmfMX8YYK3l/5lV/hx3/8x/mJn/gJAD760Y/yJ3/yJ/zmb/4mv/zLv/yy/e+//37uv//+G1/fcsst/O7v/i6f/vSnbxK8IsKRI0f++l/AnDlz5nyTzEYVX/jsVc7vTtm5LeXpi3/OzHtGK2dZv2RwovzUO0/zQZPzhc1d/sOTfWbqOeL3WF3b4NjaZR45dRftwRQbAkfNLi3v2EgybDalaBeIWDrJMi7UTJlwdVnocYbOhQvkZp+eS1gtV5oGsHqTGcr20RnvWrvEXt2hbtekp2akvsNhdeyTMHQFp8wYH6GwR1CmhDrgYpc2yo4VPmVP83YzQmKkDAleQCXiNEMkoWaIqKHlDjNJW4TZEJ+26Y9g5JWj3tPNu9jtDfKqopIWguNuTbnYOo1Uwq2Li0i9RvSR/SSlXlqiM9qh2NpD+gNaWU31/HPE0Q42h9O2xC6eJI9tJhsFsVtieo6wt0cYjsAa5HCXuFYi4lDt3jhXSbKMMSkxVlTVNln2F0/eKg8qxemBfxcgz4+RpstU1TbjyVMM+m+78b3J+NXtDHPmzHntecMEb1VVfOlLX+JDH/rQTds/8IEP8PDDD39Tj/HII4/w8MMP80u/9Es3bR+Px5w+fZoQAm9/+9v55//8n98klL+esiwpy/LG18PhEGhmQtd1/c2+pL8y14/xehzrW4352rwy83V5dd6Ma7O3NuXzX7jGH27+N9b8sxw/d5rVKpJ6y173TyhNl0lrkT/6muNT5S5XX5ghCqfchLdzifbOecrE8d7wHKf75whBme63uDJdhMRQypRFE0gtnJrcQnu7y6XOczx3rOLE7BDToqJIW/SnPZZnitrIQDbwwbDrFhm6Fn7SRe1V8q6QbxQsm112JWNHtmgn2wyrI5TmMIFzpHXE+R5tU3JVLUPpY5iSEClEyNVSSU0qLUKSsc8W7ZFSd48yzVp4C5N2j1aEcO4c1nsGJqGKNd3ZmHYtTFqLtHSf87WiMXLH4hImBnyEqQj1whLm8TFmXGGOdjBun9kL56g3N4idNrbVIm3dhvp1dFgQNVDaIfrcVUIMJEePMK02CDHg7ApgbrpmnFtlVlxkMrmEMQvf8PyqBopiE9WAkcWbHqfVvptZ8d/Y232UVn43IkIIUyaTCyiRLL3lTXWtvpQ343vpzcJ8bV6Z13td/jLHecME79bWFiEEDh8+fNP2w4cPs7b2jX1TJ06cYHNzE+89H/nIR25UiAHuuusufvu3f5v77ruP4XDIv/pX/4r3vve9PPbYY9x++yv/Jf3Lv/zL/OIv/uLLtn/84x+n3W7/FV7dX42HHnrodTvWtxrztXll5uvy6ryRa6MhsLu9iesvYsYdrmzWPF3scb7/ZdCaS1WLpd2zoBV4i8l3SWdTXhgv0pl5WpUyMNtkC3/KRM+xtXSE1jRhc+EeTtg2PbNF1a7RfSXWJYWrsVkkpi16e4tkUWjVPS4NrnFNpoRjgWk24PD0KIOqJCSGLpsM/Soj22XH9elR4OuIimFFr9A1J/AcxtttrFsn1scI0idEoVW1GfsO0YxRLLUmrNfH6ZFQowxiSiE1bTL2Wgbqmnxrl73ujMylKIH1pR6nywhXLxL39yh2dwi+ojfZIdQlzyyucNu1x3luYwTGc3nrMfqbG1gfmZYlF3a2ufLs87SrNkVVsHPhKdKNDexoTLx9FTObETc8PHOeRErK0RW++t/+gO6X10g3N5mqUn3mBaw9RwgFMLjpmrG2+d7ToSSES9/wfIsMSZKnUBKeePwzwEuby2qS9AWEZ3nssYjqEsZcwrmnidrnice/uQLPG8n8c+bVma/NK/N6rct0Ov2m933DUxq+vuv0FafSfB2f/vSnGY/HfO5zn+NDH/oQt912Gz/6oz8KwIMPPsiDDz54Y9/3vve9vOMd7+B//V//V37t137tFR/vwx/+MD//8z9/4+vhcMjJkyf5wAc+QL/ff8WfeS2p65qHHnqI97///fN55V/HfG1emfm6vDpvhrX54rPP8WdfKDm6AZO9NZ4ooM53cWZIP3hSt0GnOoONkX6mrOoVJrHNyk7GWE/Q04qj/cdo5c+zPrU4W2NtSRU22ZFVZqZFNfCwFvEYJh2HVEplbsFVKYf8LhtZj8pusZU/SUw7JL7D4rSHGAMCrtwn1SWGrs1WskBfrlJWDhHP0fYedZoTSTGyg5gxdVoCbQyrDPxR1kmZ9tdZnWZcjF0K06floPRKNwpWTjF1FSGH7sSwVNdcSiPjvIXkKT7PcDFlwdYcy1NuWVzlYnmJpckOCbC+vMrnFt9Gb+kQh9or/N/u/S6uPbbGfuLotLu8413vZOETH8dhOfnAWzAXx8y+9CVimhLedRg50qYzvoPq2jp1vUv3WJcz77gXvRzRhQUG/+AfsKV/RlE4BoPv5bMPX7npmhmPz7C1/Qny/DhHDv/QNzzf4/ETbG1vkucnOHL4f3jZ97e3e4zGj9NuL7EweDc7OzOK8nYWF97zpo4aezO8l96szNfmlXm91+X6HflvhjdM8K6srGCtfVk1d2Nj42VV36/nzJkzANx3332sr6/zkY985Ibg/XqMMbzrXe/i2WeffdXHy7KMLHv55JokSV7XC/n1Pt63EvO1eWXm6/Lq/JXWRhV8CfUU8gUwf3GzUggBVcWpxw8vw94al//Ln3H6uatM8wFPuZNEqWjnz3HaXQQRZnXCQl2RaMmuB5uc4nAYc0L22Y8ZfYVB+8/ZlEh3f4mZHsO4Hr3JFohhZrpMO5bt3iFGscOZzpepdh2Es6TBM/BTWnGJaCwqE7y28fYMfe+IaYKTET5YvDT/7boBaq5QeEGJdDJlmLcoNaEV91FTUOYzoI3jEBWGaRI5117nnX6BPHiO1ZbMKJcWCsywhaWDUlPlFc60cNMdZlJi0hZVrwuidABDpKORThDEGFrllNs2L/HCkVt5OltBYuRMd4F2luK0JiKIWPq+REyKMUqnlxKPH2f28GcRMaR3nMKvDMmGfcIXeoTRmLi7Ttjo43zAdDpkR48SLu5gjaXdPgpcuemaabcPY3ctMez/hdeR6gRrLK185RX3XVx8O9PpU5TFedaL8wBYYxkM7v6WeP/OP2denfnavDKv17r8ZY7xhgneNE154IEHeOihh/h7f+/v3dj+0EMP8cM//MPf9OOo6k3+21f6/qOPPsp999333/V858yZ8+3Bhe0Jz22M+b47VvGzKb6u6KSRzc/9Cnk5RcwKv/Oc467DbW7/nvfxp6MrHG316K8NaT9xkTM/9H/l8pf+jL21axx911v5gz/7GFrUPJAd4rm1dYrQZVh5fJJxIbSpTcU0jfS6VzExw8YMbzLURFpTw5ZXLq6exgU4Or7I7aHgUPZlnk9LJsYg4yXyeApjHN1yjywUFJITMNSDhFlUolR4OQaxTz9MMCgDnwIpQfaobU7ub2EQp1g1pGbKOEupBDyRoe0QTcRi2fcJlpyiM2ZjtsRCLJFkxjSpyAGJATVwaWnK0lSQds3/2Ntj9KRnmPbZH7Spww4rI1CUql1A0sH5dUw1IZgWw+4SzijH0oS+qTDBk5c1xqZkVKzub7C/sMx6G9IQuGvQTD+zviSKYKxFrjwPaQfrayQWuOVlNARstwNHBhB2SO/owAP3Ej6/Tf3Ms8x2duhxG8mJk4QwJMYSEUuaLL/sOkmSJRAhhBkhTLH21e1t3o8AcO6V7whm2WG63buYTs8hYhCxtDtnSZLBK+4/Z86c15431NLw8z//8/zYj/0Y73znO/nu7/5ufuu3fouLFy/yj//xPwYaq8GVK1f4t//23wLw67/+65w6dYq77roLaHJ5/+W//Jf87M/+7I3H/MVf/EUefPBBbr/9dobDIb/2a7/Go48+yq//+q+//i9wzpw5byjj0tNJLfiSMLpE0Vrl/3jki+zs7XOo+ze49IlPEjY3ONTa45NFh57CsdTzzCjhqckWcfxLnA9CsnSKd41rwrim+/Fr1OtbOL/NhT/6Uy7SJQg8Ul3hsByhR06QGXumy16dMjYl3WSXfa2w4zZny5Os9Upmmadd5TCdob5AQ5stzbk92aRMK64kGc/ZFrdrRlczDEptE2wMEA1qIMmntMwIHRqCuQ0XYMldRKolOurJ9BB7bhtkkazKWCpnJAacGVFYR40w2F4nFBDF0EY5N+2QpIbYvsbO7CQnPbikojBCS4cQI5XZRvQuNGlhJLCw3GZiHE494zzFpjv4uAmyiLSm7Cz1ODbusjTcZTvPGfZWyA3c2RuwvznGxoBUFUnaop4VdOKI5foCo5BiOcrbBwexXcWIaAzRKvvPfoITboDLZmg9JT19guT4cdLTpylMhADGZCz8T38bc9RQfOLf4Hd30AUlPXXyxVSFdAWRlw+VMCbBuR6+HlJVO7Ra34zg7b3qPocOffC/40qeM2fOfy9vqOD9kR/5Eba3t/ln/+yfce3aNd7ylrfwsY99jNOnTwNw7do1Ll68eGP/GCMf/vCHOXfuHM45zp49y7/4F/+Cn/qpn7qxz97eHj/5kz/J2toag8GA+++/n0996lN813d91+v++ubMmfPGcWlnzKc/93ne3VnHTz7Jf9k9R93u84W1VXzp+b2NZzhyOSPTkuF0xpdP3EepKbdf2OS8CHutc3SHllWj9C9uMgwJqcBk66s82bFs2hVWd2eM61UqVzJyQzYWtkndIieuODaKDhOZccJvsedqpmWXngrlcIuy22HmSiqT4JMVkjoDlK224ZOz+4hph0myzX7tkJiR0iYyRUwbVY8iCEKUAMkQCQtAD8eMY+45NsM7ydTTiXey4/ZBV1gYKlnMcAKp2ad0kZn3vO2xJ3DaJZwwtPDMJkexSU3Id5lKyWLwWFdSI6T+KtX0aaR/BhcTfDag67bQGjAGK5HFpKZGUbaZuiuk6QL73bOcDgN65YTLrUhtEnIjDFodRjGShICGQJrleONo65hZvsRCtcn/yFFO5s3AiDgdEYxBkhZp2EWSNk4jfnsNv3mZ9Phx0uPHmGozBMKYBBGh/93fz1b9GcLDL6DiSU6dZlI9Arw4BviVSJPlRvDW27RaJ151P+8bH+GrVXjnzJnzxvOGN6399E//ND/90z/9it/77d/+7Zu+/tmf/dmbqrmvxK/+6q++bPranDlzvjNQVaqLe7QnQ4af+X+jX/gyjx7L+VoyZliuUgwt9dhRiucr42dZdMfptrbZXCjZTt+GjZH1ZJed9gWiQDE7zbHQZ1mnrFQ9jDqmZpfRsQyPMC4XadcJ7TJQul2y1h67bpdpMmA16dJ1+3Src1xTYY8Bd5VKVteMgyXKkEogGke0bUws2O4oh/x5xqJMYoopI97kGHUIgiVlJgEFrFqCVNSmAN9HMKRhTCdOKHUHW1b83b3n2C/XeKjTYTAMJDHBGk9u9pm6wMyXWDWoF1Qgx9OaLkBngiaw2DrPyp5HXaTy4GrQoNjoSWtDyBN6SSAWQhQIpiZIQhY8VgNeUjq6R+XA2A6tcp9aFEXoGEu3PUBCxFYlYi1Z3mXKDpmfMc0rJjiO1+0b57acTVBrsEmblo5I+wuY3Sn12pXmT4Aso/3AA+zW/xloBC80E8uys2cpl9u0F78f2+1QXXt5bu7Xk6bLTKfnqKvtb3DNBXwYA9+4wjtnzpw3ljdc8M6ZM2fODYp9GK0RqjFfuvQlpu02MjhKFcZY22W0M+TqhYss336UYbFHVU151y3fzaGNbXrVhL5tUXzsC9xTPcWzy222YsXXykgmbdpVl8XpnUynXeruC4zcJn9+7AWWBkewZYrVSE3B2uBpkEhndpj27jupJhNop+Q2MJY9iugo3VHUePaSkoEOubv/Amtr95BNzpLnl7nUfopoVhksdXk6vJXt/ByVrzk9ViSz9IseMUZqN0RshndjolYs4/me8ac5p4e4UCV0ZjMqm2OwEA1GEyYSyQGDIWpNRYUJfUQtLpZkfkaLMZWmDKoZMZtx52ydUKxgtY34LgkTvCh1XZBogldHwGJVOFRn6HRAbI24o/8oR4s91lwCZURUSdRiopJHqF1GknjirqBAtBU1hlYMuOixxuHtPpULJLZNXs+a/QRWbEDzNiYGbFWCMbS7PXblKuJrZm1DPTMkB4I3TiYUdQkmJXM5SczIVlaQ8RqCkJ29lc73fh+m0yaeb7I5RV78FZekS1TtbUI3HPR+XJ+M9uqCN0kbb29V7bzqPt5PmvHFYrF2Pv53zpw3K3PBO2fOnDcHexepvvjvCDHwhxtP8ZXLz2JbKYvHFyi0wi2c4srFFpO9fQajI0jvMvh9xlc+SbU+YhAdg/4iAzehlopHpOaZvsEEy1LV5u7Q5UmnZOpYmtzOpXyfPUYkky06/hQhVybhSdrJjJ6k3D5Z5rxMWDc1x8OETmVxEtltz5i19hmPUzLrWEy3uU2eJOm0WRu+l07RotOdsXPiEpLcznha4q3FBsH5S1xd6dOujxFUmDkFa3F2mzEZHT8jiAI14pVBWeKTFipCooZaEyYSyBCswGzWp0z2sJqhJLhYYkJAXE1Fxk48gugai7MR+zIjaBdHBOMpxSDVFKs5NcJMU5xJOOJz6tHtTFrXyN018qSgNitED4LHqsNF6FmDabfxscaXoAJqKyosia9x0SMmwWuC2IBqpFd5QIkCJxNLmWTN8y1mSLtLe/EQmGeI2YBup4sUJeuV4V7Ab2xQWiGKI3M5LqZkR4+TH+rTevsp0jO3ICLE6EEjACLpjcsrSRYBqKtdRqOvvtiwli7jfXzFS/J6M1tVb79qZOaLdobeXxipOWfOnDeOueCdM2fO687mcIcLG1e5/8zdXH5yj3Jvj1PVH/D4Cy/wZOJ4dLRHvmc5vS6s5FMmawXt5QvE9bP4usvCDBY7R+h3r3DVVVyWwMWwSvCGnrOUsshzZQ1E8pnhDtMhiUJRdljxJUEMo/FpNN2jTna5mFWMtKKKJW0x3BIOM3Ce0pYMbcnnzZR2nbFoPAMf8VJRzroEFY6szUhOBPoLE8ahYmkzsnM4YdfsM6ofpvYFWEe7arEmyiy/xsL0LdQopQNjUhZjQtJWbBnwxlLVgqsieSnEpNsI3miYYSkwqIAFNNslEUcSuyiGLBaYENDcE9QxmAlFts9qGYl2l8S0SE2gsCV7idAriybqS5SJtFnQhJXomEmbK1tvxaZriHmK0nQJtWJVSbHYCGkdmWEoTaQqGk8xtqS0GbauSGKN2h4SOySuxvuKblGjAChnWm1mLsGEiMxm0O3TWjkKgFVYzFJU2lysGzFar68zM0JMMtrLA5YWAknqaN35drJbX0w7UH1x8tJ1SwNAmjSNb9PZOUbjJwFYWHz3QcPaKwveJFkEEWIoCGGCc92X7TP3786Z863BXPDOmTPnVYkhIkbQGNlbv0Z/9TDupbmHW8/CZBNOvhvMyzvdKYZw4WFYuZ3tssNXn/wyb33ru/iTRz/Lhc0R9e5lzNVbkWtfYV8zrqjnoXZCq+pzastweLRKOegy2FynV3Q4Nkww6nF+RLtaItl9D/cd/QpBltlLUmxxO+nOiCJ2OBIuYktLZmtc1zPzHaZFwmJUlpkxCxnLI0dc3OExm2P8PqZ2pNOzSF6h3U0W9nNqH9mXnC8nCyARlZq9UUUwJcblLFcJxXCF2dE2LqtJJLIQz7Ir6/SmsO4FzTNcOEQoLwIF7ZEwNiBG8SZjEBc5OR2zK0rpcsxkCEHIC6EatAHBRcGoMtNm/S3gk11yyUhiG0XI4gxiIDoPteBCQlJNacecnIgALZlQOqiNkM8CojWRyExylmNKWwwTWhQSOVzAnj/JTn4IKsFoxJqEVJUkBIYuo/SeqgIETOKprMMWBc6XRJsRbEquU4L3ZLMCBZzA7d1lnnMp4j1yYGmwK4cxYrEoC3lGKQOuKNQhEjY3KYxB8pTFfko3WWhG+XZu/jUW43U7g0XkxRzl5EDwBt9MZur17mZh8M5veP0b40jcgLreo653/gLBO/fvzpnzZmYueOfMmcPW1hZlWXL8+HGm9RRnHGEKH/vTT3HbsTMcWvRc+NLDHL3nfuTUnXzmyi4/7J6ic+XzAMTJLg9/+QgxwFt/4G4Gh1pIqOCr/wHGm0yvfIH/uL3H2lbk8bWv0Rqexehh1h65itl7BlMDLuEz/UAu51gsFrljo4NmkWKyxDR22KlWKOQqrWwH0ykZmlPMqkPo5Tt5rL8OAsvlgLfsn8RrzThsse0ieRrRoIyKnBg8C96yaOBqgL/hLnJ4Nma3Os04WyXM+vhZSbvzPDYvOeq3aY9HbKcdlltt9hH2XUKcWrCQtEsKkyHjE3hNWNncxsWChGOs6lm+d91zjTG7SykDO0RrS77TQtSSxki0QiEpxsOZacFm11C7hNJNieS0QyCqu1HhFZQypKgDR6BOhmRxmSTmQCCLUyQo0ZYoAppgFNqxIkeBhMxMqRGq0iIErHqiKFNyjKZ0TCQaS03ByThkTJ+R6eFCwMaIcTlpFNqJsDtoMbvmUZo0BJ8qlTUkVUUSPaE/QCTSjkOqWulXSl5O0NRydrDCo5rQKgtMVOh0iHmGMxYXlW6eEbRHhXBlf0hve4fCGEw7IZOIeINqxLRvDp5XrYCbq7sASbIAIqBK3jrOysrf+qYsCGm6TF3vUVXbtFqnXvb9vyiDd86cOW8O5oJ3zpw5PPXUU9R1TW+hx3944T/QS3rcoW/lM+M/46kXnuTvd09xfOvj6JXIv5vmpOcf4s+5wr2DFsuJ48ojz/L0Y09Q6gJJr8dmz/L27M854TfYnAX+mz/H6NpF0iJjP+zzcbdBOXuAwWxCuvUcrjXh4spRdgJkRYe37hucBnyMEPqU9RbWtynF41tTKmOpTMrM1EzriK6lZHbE1STl3Z0/pVNlfKUsqWwbYxwhRHbLDI2eQwE6tSVpWaIa/Axc2kHSZULdJvptUluQUpBGz7LfYSns805pU1Hy5fYyT2UJZaq4BCY2ocUSZq8mn8wgeGrbwYQWC/WEnDbeRkbtnNIYOrVD1NHWkqFxeCeINyxftdg7AirCLINSWiSSkKrFqGJVsBGIGZUGUiC4ClcogkO0JKWEGBDTCN4gCU6FhEAWI6KO1BQgoFPBoFgJRAIzaSFktHOlUkNhI6uxYIZl33VxfkIaIE06ZDGQ14FahaISVBPEgk+gNgYbAqlE6u4iMcxY0QuY2EUCPPj8V8i6PVb+7j+gHELLeywKiwNqIk4cViOrnUOsiOFJ4LGNHd61vk5pBNtKySQcXLkvF7xRPQAiN283JmHQv5+q3ubQ6g+8YvbuK5GkyzB5nupVkhpuVHiTueCdM+fNzFzwzpnzHY6q4n0jEobFkCpU7MZdnrj4KE9tXmFgL/POCzu83ayRXvgYb7nwKMVwxPjwMv9pcorZ3iXGk8vsruxhYsqZvbPsXRnyWBiSnlX+ZTUgcQsc9Zf44L7hYXeeicA0+RLnZ6e4xS6zlRzjQv5piIuc3LuDvrwAgImKimFW56R+iOQj1ATqWZfQCvisZlp7xtrDlAmLyT7BlsySIaHsoaYEaaMBdkKOU8Oin9FSg6sG+Coh1OAzR2ErIk0ebhEdR8Yjhiag0ZOJY5b00dBmQYYstgr2+jVxkjNJHCvRE2c5qBLEoprhsLSC0IqCiYZxljDKctpaQ5KQlSVeLLVVTIRu5clqT5lY9pMUNwFv+lgsTmsEcAoSc0oKogpqaxJ/XfBWJDQNW86UqAgeSwuDUcjVIgjOTpvK7izBAAaPEphIjpOUXqvETwyRGctMOCcL7LsOi36PPAhLssKe3aDtPagy0TZBHdjINE8ITkhQUiI+6eBrJbNKpiWmjixWCfeMEzanjeC0tceowsICVVQymzELFbcPbqNln+dJhcce+xqnd/eJEtFuRiKNE5gsIvbmKq1etzSYl48cXV5+31/6/XHd+1vXr5zUUF8XvHZuaZgz583MXzwofs6cOd/WxBhRbQRE4SueGM+4sHmB9YtPAsoswgXdYmd8BMp96vGIojY8zTt5ZvsCj09GbAdw4hmkl+nZP6AfrjGtDP+f4gxfkB3OyzL37X03rdkSD2znBD8gSM2T7WfZylYY+xrqSBZy2tMFiuo4Jp2goaIykaw9IKQ7mLSkrnNsMSB4z9iVBCLeCtFZ3urWQUpmRlA1OCIihrp0DI3DYVj0EzI/RjBUszZ21meSOUque2M91cyRlRVOC1QjiRj2zWH2dJGaDs5bJBjQyDBPGAdFfIJGqCTBRUunVpw4nBqsjyhwfqVNsdRCnOAilNYTTcREoV3X9KaRaIQyiaS+ppY+Ri1OA0Zj4+MNOYV4LpsKI9CqBhgEE2ssAdWAoyAiKEIkBTWkJKh1uGRISkU6sxgUkYpIYN/0MJoStCDRGR3dJZVAjWUn6WEOsnU1SRFROsFjVBhLF1UL1jBMc7TXIkExqmjmCDZlwS2ThwLnldql9LqLPP7EsxACvaqxIOigTx09LdfiztW7ua93J0c6LY5Xje/3mXYX0+9iBik3JG4evv5yvuHhNfJywftXIb0RTbZ9431yHdVI8E0GbzKv8M6Z86ZmLnjnzPkOJ8YXO9TXZjPq/avo5jPs1pEolqKdcrFVcdXfxRVzF/+59UE+mXwf7T24Fi4yClOWiwdY80d5ksOcr5SrhxOeat3Cc/tjpAi4+hSd6VHWZ3dwbv8Ycf89SH2IAIzMkCA1pnIsjY9Recs0DHhmcIJtMZhkSrrk0VgxEWHil5CYoqFmKkoSK9BINJ7lzlOIrVECnoTEGARh7FsEIFfFiTRVQS2IQBktk3bEh6bi6EzJ4No+3qTYumwqq6RUJgEMtXNYHPl0hqgy6iTsGYeJBlXw1mGjoVuBiZYUi6sbobTfbRGW+ohG0hCobCBKpFVHUg2N4NVIbSNWlcotYLBNOkIsSBTEpwylZsNUiBFyv4JRxYUKNQpRSaRo0gVUCAdjiV3MUJvgzJBeGNObBgTFO48S0WiodJEiKD12Oa2XiRimkjG2LUyImBgIicWp0PEVBmFMl6gGtZZJ4rBVgYsBESHPFW8zbsuOc1ZBQqROMvqDVZ7a2qXe2GSprsFZYppSlQWaOPKsjRYF7Qce4MFjq2R33EE8dBgyh+u+pKLbenm6wvWUhq/38P5VaZIaDDFWhIMBE9cJYYJqBDHzDN45c97kzAXvnDnf4YTwYpVse3+DxeF5iIYd08bbBM2EMi/ZTAPntu6gs9vmlqllfXyNTtHhlnqZtTZshiPss8QXuYUvHn8vm0sr1H6Dhd0xKzstYvBUYcKwPoKSkk3eRnt6HHfguTw0XSKpDUED65LxSPstfPbI7VzOcsQo6mfsFQsYd4iIoda6EY7eg9/Gho0mtEtAVNnP+zx95wNsDlbY9ymRyIqviQIWpaMVAWVKpHZKPBC8eSzpr0+pbQo0ubHWpnjjUDFUTrBYBsMhosq4nbJvkkbURqW2CS46+hW4mJCKxdaKCtRJhsoAUSULFbUNRAmktSeNntxbYixBIiFNKZMBEi1GIQtTnComZGxLE++VkuPIMaokoUQF0IiVshFpRDS0sDGipIhAbnaxwZNWBhTKvoB6bFSGskIZIk62eUu4RlDLyLSpxWI1IloRXYrD0A4eGyMz6RM0Ep2wb1uk9ZREPeoMua3xNmNKTlqXmKD4tEV95z3suYRw6SJLIWDSDB8D1WwGaYp1jjidkRw5wr1/829w5NAKrpihGkh6Bg7SFzSr+XpibCrGX+/h/asiYm/YGori6k3fe7FhrXtTIsScOXPefMzfoXPmfIfzUsFb7jwPgJdl9kOCm3jsXiBJJux1L+Frz4mRYWHcZkvWyTAcDwNUroDvUEpgj23etVOzcpuDMKRdRFZ2lRAC42CZxAEKGALZ9BSHq5QlTUmKFTQUqK0Yq6UQyzg5wtPlCl+rF5GhkPuCBdMHHEE8ia8IGiDWOAJllTIp3sbM384k7xGTlGG7xyhkRCKHgkeIoJG2eAyGmXOIRnxwCNAOM7SCkekhPoCA2JSgFhAqZzFY+sOatJpQJjDJc0wdXxS8QVgscmxMyMViywgoIUmptYuJkczX1CY2CQy+PphepkQ/BVXqrMcs7WPVIApZmGERjM8xKCB0dRHBYohkoWwqvBpxKKkLqEQ0dhCfImowoiRmH1tEVAw+M/hUQCtsUHbMCgq02eZk3MGrYWg7BAzOe6LUhAPBmwGuDkylR41Sp8peMiCpCrJYodaQ2YpgU4bkSGg8v2IzHr/zHgBOlAUZIFlGMZuhGtGkEbw6a+LDRIR3DTqYskTVk/UUa1vNBdvyL7ue9XrT2mtU4QVupDPMZhdu2l7PI8nmzPmWYS5458z5Duelloa4f4Fj0yGHdw31bIbEQG+nz7RoMe5eZDXfoS0zSjtkN9+mSsa0rGevFFZcTaCZxrVcDTFhA++UbjWgt5OyW7ewbkbQmig1qp5ahXa0tPOU2qSYUB1kzRYEIPUVvlDWvGMrO0wWAn3pY5MclUheF1RCM542Ruq6h5FIiDlqDBhLbRPGwWFUWYkRUajClI7WiAgzZ9HSEjFNBZSaPNYURbsZimBAaAGCGqiNxYilVSqd6Yg6gWmvg608ghJcgonQqzmowlps2SQtROsoQ44oOK3xYho/qjYV217tCbHEaERti1F3CROa/N00FjgFGzJElW50dOhgNWkqxr5GRdHYDIgQ21SnNXSRmGEAZyJGCmwRCESqtiUYgRiwIbDjllBgSTZIpCZgGCYdIpD4mmBqYpphjSPRSKcsMZqwkyZMU8PQtknqgkwrsIbclagY9t0SXkHEYMXyvMtwKyucLadYFElTZtMJALbTRsQQi+LGdXlnntAOHlXPYBCw9mDccFa9wvX82np4Adrt0wBMZxdu8vFer/Am80iyOXPe9MwF75w536HUZWB/c3ajwqu+IN+5yNv21nnL9BolNSqBzqRFKPuU9QqTdIy0t3lh8SmmaUFH25TaYlSndJMhmaaMnRLGT9K6+DhFFumHPjZEeskljrWeZDm9gBJpjupQDGQJPstRFOM9hQS03uTY3ufo2CeJeCYuZ5El2uSIzRATyeOUOgoSPZaA920MEURQZxCxVJIwQwBlMTaV1qLep0uNIExdSpykCEKWF2CE1soYHxRRRUQRe5DAYAJBDGIteaUM9scU1lDlFuOb5j/vEowaWnXTqJZogi0TBAhJShUsEg/8sNYAAngi0PU1lcRmNK86vG1jQ2PRSGOBQcmiYGLCCW2TadIMWNBIGiuiUVQVExUjFSqKaAeJGRYltSXgMYUSUXzL4E2TxyvBs2sXiBgWZEzC7EXBq9cFr0eTDGszTIwslmNMsOwmCde6GYilV44xBKI1tKT5I2B/cDd11scYgzn4QyQ7fowzGnCtFuIc4WDames2wx3idHbjWpWi5J5Oytl0xGI3kp7tEU8MUfdyS8Nr7eEFyLJjGJMQ/JSq2ryxfT5lbc6cbx3mgnfOnO8gwt4e48/8GWE84dzDj/PEH36K0WbzS1t2LtEaT1Fp0gymriQeZLR2ZouUOB5pXeNiusNGsk+MhsU4YCdk+CiIVhiXUcqYnf3HmO48gWigl+S49h65rCNxH8caIAQNGLGosZC0qbMOqEG8pxJHlIpUh5TJFlUsKMSQm0YMeWObm/q+prShEbzq0ZBSS4KKJRyI6SJmKNDSQCtGNAaKMKUbA0YM3hisRvLUkLYrbDvQPT1iob+BKCQSkIO4ssrVjeB1jlYV6EwnWA1EUyPREK1BxGAiTUqBmANLQzM0ItoU75uKrcSAt+6gwuuJCJ1YUYmQ+RKnFm9ykqCIRJxGrJYc8nBX2eFwzMhCShSDUOO0IkhAQlPhVVMACtqD2CJBSE1JlBpKQQjULUcQQTRgQ03tHBNZZFEKEinxahhlPQiKCzVqKjTLcSaFGFisJpho2UtTrnTaGBEWql1UaCwNpsYKVK5H4dpNmoRzIMLJQZ/j//cfpfOW+5pcYHvQNNhr7AHxwNIAoGVBQkU/V1zSJruljx6ZoPHllobX2sMLzcS1PD8BNFXe6/h6LnjnzPlWYS5458z5DuLyn3+OP/7kJ9h87BEuPf8ke2sbbD/zAnFck6+fgxhRK0BFoAIiFk9WWnoxZTfZ5an8HKWZgkYGocduTNEonEtuY1/uwFRjzusldqYb5GWk7/sk1Cj7CHsEq6DaVHNVCGJwrkVtO4CgvqYUhxpHqk002MxOGUvEmhSAyiqqFvE1RVICkSQUxJjixRGwQILWjjI2oq6vvomRCiVVLBpLAxCNIXNK1mkEK05AQaQGlFQ8mBRRqG1FFIPThDRAu5iQVYFgIqghOkM0ShoVbwwRcAihshgVosnxvqnYNhXe9CA6LKIInVhSC6R1Te5BTEYSIkrE0AjeVoRjVQtBSGJKtA4TC5wGAooGwSggE1SUEFukuthElrkx0UyhBKOBOncYzcm8wYWS2hhmdoWeKWkksTDJulgfMNETTU3IcpxNIQQWZiOsNoJ3vd3DICwUu0QD0VlMjHTSRpRW0SMC7qDyekcnx3Q62AOhy8H/k8EAAJ29WOGNs4IYCyRPcMngRvU26sstDS9WeNPX7o0DtNu3ADCbnr+xzYfrTWtzD++cOW925oJ3zpzvIP7b04/w5xP4sye/QHs3Y7HqUl2a4ddHtKo1vPWEPCJeEQogksWA91NOJ1sEINKIjDy0Sbxl3zdicKu7xNgeQeoKkhqNkcVZQhabFICJmbLXqqmtEI0hGrAIwSS0JaOmjWAwdU2BxbgOA2/oFzPuu/IUrpqybmtKqRmZGlWDCUIZDQgkfgLRIQFQsBhCNNS1IRphIQZEwfsZlZY4lEPUOFvTyZrWL28MwVocYMVDhFTrg2phpHIVEYP3bZ62ZzC+xvmaaGDW6uGtw9tAFiK1aT5eUwTnAxINKhYN0lglYiTaDABFiQi51ngEF5SV/TFWUlyISGw8vk5nSASveXMOvCUYh4klrpG7xCCIQpApUSJBUyT2ECLj1jaqEEJTgY6J0PbLtCtL5idIS0i6RzDGNxYMTBNJ5gMmBlRKQp5jXSN4l6cjjDr20oydvIsIDIpdIk2FV0Okf5CV27xC6GQpuTHc0W5eu4SIMfYlgncBuNnSoMWMGErIHIkbINKI2etDJl7Ki5PWXtu5Sq3WLQAU5RohlI19ZV7hnTPnW4a54J0z5zuIrV3HJBxifLXG1EKQSOVqWnaXYAOjtsF424gmqbDUOI1oHah9h9uKVZLQCImOXyRMLdE3nfTaKRATSStHXq1gNaM7acbXEj3brSH7Lc+40WpYCViFIJZOdCReQBJiHcEkpEmfW5I7Obk1Y2U8YmmyzTULX3NXqCSiAkmVUR3EiSV+iqpDojQNWoAPFh8MwRiW44GICyV1KBCNtBUSY0ijw3khGHOjkcxKRFXIYgniQJXCFQQxqFpaPrLfyVneu4pRZdQZUDuHt5EsRKYiqCiZCIkKrr7eHOgOKrxKSJq0gaiCtxZnAhqbIROnN69xaORp1zWiFc08tSYXuIpdjEZS37x2o8WNeDeNBlTwZkakaeDzmhDEU7kRRAg05yUai3cJogFXV3TxOLeI2Oa5VliK6LAKRj1qAj5PMTYl9ZGF6QSnQm0NVZLR0ZqsnhBFG8HrlX5+PTWhafZ6S7fL/3J8hY6zqCrqPca5G5aGtN9UeOP0RUtDnBWEWDQ5vDdVeF/Bwxtfew8vNIMlknQRNDIrLhLCFNUAIjjXfU2PNWfOnNeeueCdM+c7hFhMGZUtBMOsSMHvcimOGQ2mtNItRk4Y2xayW1PXHiHg8HR8ialgXHdAUw4Pb2dxdopBtcxOyBFV8qQCU2OI9GZd2vt30J3eSn8KB4Fc1KaJpaqtgCqpCTgVvFhsLaQ+giSEYDBYUiIxzTk0loMMWM9md4mvHTvDzKWoGIwX6qoRNkk9QaLDTSqSKmARam+ooyUaw9JBQkP0RSPIYs3Vtduwz99HVkbyKhKMEKwlAtY0hg4rHqQRqZWpmma7aGkFmKZdTNgmOkOZZoxaHdQqWYiUKEGUBMEiuLrJsLDRQWwa4rw7GFagMHUWKxE5EOYtHziz12TdEg8E70GFt4xdrAaS2jaDMcIMQ0AFQmwGTniZESQQQyOqK1didQYKwQiGJhIt2AQrisSaysC+7Ta+XoF9Os11oAERj7FKmQniHFkI5FPoVhXBKME6VnSGhEClgcIYCJFB5hFtItKMCJlzdNyBjaGuQRXrHJhmW7a02Fyvs6+r8MYXK7zXxewre3gPRgu/hh7e67QPqrzD/Ue5tva7ADjbRcS+5seaM2fOa8tc8M6Z822IBmXy5XXK8/uoKpvTTXaef5YiJog6JiGj1ufZCzUbW7tMrzxHWXpmOGovzLSJ+nIKC7GESiiio4oJVhM65Qoiwl5sxrzmmSfaRnxkVSPiXMzIpoFaCyo9yIhFENPc3k5NwKoQ1KKzSO4Dxjh8NAc5r4EqcWRlwGjAxchWb5Fx0mKv1UHFUCNEVZzpsah9pDa4cU02qUgQqsoSFVSEPjSNY77AaCTEGbXPIVoW92vyUhvBawSVxn6ASYjBImoxBArrUVXuLR7nb2SPoJIyaRu6xRaN5aHx8LZDxCt4aTIYMgy21qZyrA5VqDFE26RDSIT9VPEmYEMTJ0ZiybQRx8TGSmG1aIZFxC5WI2mwgJL6aTOcA4jREKJQmRIvHlGhVo/amiyOiUHwYsAoiMXbBENEQsFeEtnqBErJAMPQtCF40hgwBIwxFElAXErmA7aEQVnijSeKcMiEJq1CmrVUryzkARubeDIjgnnJrx2tG3Fqk6T5CwPIFpshD1qWqG+uqVgUxFgimcO5wQ27QtT6ZeN+r/t6X+sKL0Cr1cSTFcVV6moHY3OWlt77mh9nzpw5rz2vrclpzpw5bwrCqMJvF8Sp59riLh879zHueiqjDpYYoDZCXW/g4wk6+0/hw4RR0mIWA4aEShRRTxINfV8yQvEhonK9Eaip0mpp6YaAHlKihGaEbd2jJwnUGVPdAl9S6QxMJOCaKqbxpKogzW1zLT0r3jBJEyosTh0ZBaUVstpj04ghMLNJ0+QlUOI4Z/qIQj85zMm2shdrBMWEZjRv7ZsxtIkJOJMhGom+ABup66pJehBDZxzID8bUemsJ0sSFJVYoZovkA8EQqAyAcqa4yIKdkZsFCiMsDc+jnCCKgoHce3ZUqARQIccgdeOttTiIQukcYgQ1zRiJ/VSoNGJQ0gghMyRYFMWGmoiSaIEAZeygdYbzFuOU1E9AmucfozTeZVMxMQVTtlnREmstWZigUfDGoAZQQ5E7BhoxMbKZlwwlUNAixbBHG9XQNK3hUWvwrkacI/GBWMCgrPAmEoFDFlKB0grTLCFFuLVn2N4uCUZIjLmpynJD8GY5SHOusoUFpkYgKrEosN0ucTZD1SOZw9rshocXjaiGm/y6eqPC+9o2rQHk+XFc0if4CYPB/QwG78Qe+LDnzJnz5mYueOfM+XYkHlS9VNkr99AA4ytTdsyUrcXnaU1PE0PGIXOZk/ECQ9PmyeQecv9FJKZUAhJrkmDpUhCN4m1JOy/RMSAWDU0J00VYnIJKQFWpNeVIaFOJMBLlstlnEHZZIuLFkRC5Zecybxluc23xu6kIaDUFZ+AgTsxhSDVC8BAVS1Pl9Vh6M4uKUKtlM+tj6qYBTcViORCxQLsuKaQmJWINWEkRnRF9gWRK8PWByBLaRSQvY2MzsBaPQcWQCki5SLNXoJZGiDkCRhxeMoyU9IuS9mzMJM9Io5DGJmZs5gRqmna8GlyUJrYsJFSJYA6qnhFlP1FGBAyRPCiaN6OMVRUTPGodVgskQh26zIa3YSQyzgvSUIJpxhcHhOAFb2sQpaIgqEGcbwRilOZ1iKIIRVtINGJDU8WNVWSkS+R4npSzqICrK0Qixhm8KxGbYH2krmChLKmtxxFInUNCxBmlmyUMrGUxg0wq1AhiDCa+WJG9IXhbje3CJikuSTGtNnEyIU6mLxG8AckcxmQ3VW+bVIaXCN4DL/NfR4XXGMeJ4//zwb/nQnfOnG8l5paGOXO+TVBVLj6xzaUndtDr09MilKHEbQt+UlOkWyAzrnavMgs9TstTZBLZSla5Zo+ivsJoclDJjOx2F9lf7BFRJrMWYq43IBmsD4hKM/0rZnSLg9gvdah1pFmCMQ4bK8AgJhDE4VBu2b3CYFbSqWYEFSbFLmMpGVmlMK4ZAkHA1FUzROGgw391nHFyOyWtms63/WwRhyNBUXWYl9zdzqsDv60Izr7YtV9KZJa1Cf7FCXNZKaRVxEaDt02qAzSVYWs6aASrVZPBq5BowBiLwXC8vJtBvcih4RQXDKuTGVYjqjB2TYJERwXxFhstiMEGQ5W65ha/CKrKXlrwpUGBQzlcKpomTdSZNkMq1NobloZKW0SfY23JZn+PJAQ4aOTzWGpv8dYjEkk0Nl5kWxEwaBQqGkuDqGHaFRIUFzw2BKL31OrY4xg7ro0awfoaSwRnCa5EXIINiimVharilvELnExmeNcC37i2xTmCj4jAUhoIIs2ahRfX/YbgzRvBm7WaCWqm3Xx9fbxwnDXjlskcxqSImBu+2esC9zovenj/euo5jeCei905c77VmAveOXO+Tdhdm7L2/D7Xnt9jsl9y+fKT7OxcbQTv1RpfGZApojUTV7Bum+zXoPC1/L6DgV81og4PBAPTPOfioWOAUlQtTDP2CzEWVzXCJtOaMm+xvF8gwRNIIbFY5zBqMAeT3EAbwSuxqUhiSdUTxVDXgtHYpC+YHKOQEjChBo1NIqwoiRcEJamb7N9hkmPENqJOU6w2x1EjdHx1cFQhSS1RhBA9e90elcsOQrwABNGUdhGa124sQSAaIcE3t6zVYLQgisVESGJApLEbpGaRVmiTVxV3n3+W952/iCUSUKYHFeSOCBoTnG/yIyQEQm5JAKsGshmT7jVKCytV4J5hgNQ28WKqaAwE6zBSI0Q8je/WDS4g4kmCB9s85xpH6VNqI2AqnCpRDcaVBASNlhAtahVEqDKLNULqaxwV0XrGSWDdFVSpIiguBowoOId3BeZA8EqtgCFjk7bUBNdCfSO+xRriwR8V7zzRottKSA6yea9zXfC2l5bI2l1WTjYeWdM+GB180LgWZuPmTOXJDauCXE9qiC9m8arqjeSGv44K75w5c751mQveOXO+DdCoXHl698bXV5+/xvr6C1y59CRfvXqF5y/tcy16kBlCSVTlXHuPOna5pseY2g4Oj6maqlgljdCJxlC2HIJSVykq4WC7JSkP8lUdzPKMRAPZrCLiiBaiCMY4mliAgMWiOEw0DMoZToU01gSx1NFiYzNcIZpG7KRErC8R1UZAoUhsKq8upERVagtWHCna+INVUEDFkoeDajSKSTK8WOpQEA6q1/HgsTgwLCzNRigJ3lmiEaq0RUaNNTkaTWOHoBkhbGPAHsSX+VxJ6iZ1IatLchUS9QSUsT14vjZBoyOJDiEFLfF5xHJgm7A1LilI1PA3tprGPmObiW2qkUCkSprzkDCj1pRW6wJJOiT1HhcjahU1jcDfjQOCgNjyoMILIk1jGbM2dRBwoGKIJsUguOBxOoLEM7Y1pYGQJQiRxJeICHnqyJMZSZIiUTF1Y4uYZpGgFdFl4Ju05usVXoAj7chCL28qsy+1NBw0pSWdDg/8Dz/MiXve0pyRA4vDdcEbZxMATKuFHHh9jbw8mkw1gDbH/Ovw8M6ZM+dbl7ngnTPn24Cty2Nmo+pG48/uxhhQgvdcOrdDywd27BQvM0BRrbmWRp7SU1zkFI5ArhWmbm7VVhIw0lgXpq2IEUU91GoxRCrjsAdiRxOh7iYIiq0DqMFLIEQwNgUiEgOJOrLCkJVKHmoQR+o9tRE8jeBFI8HkB8kGEVuXCIaQKKKChEYsuWCJ3uCNxYol1aZaLQjRKBFo1c0kNWMgpnlTSY4V3jaZukEbLzCmqRovTGeIGrx1jNotxv0FEmrEHdxejyWoxfrYjA4Wi9DEdDnfCN5oQIwj0ZqAMkPomWu8L32Io2EbG5qUDC8VPmuGY2QIETDR8V2THr1oqBJDSmOfUI1UCD5tIsiW9Wvs9wo6rRdw6nEx4GKARMGCqrBbdxs7h62wCkIz5SyIIfoUj6AOoliccYiA0UgSPD5WlBqpcGiWYjSS1xVYSy91PLAoSNLEtMlBtvA4Bx8K1LqDcxSQxBJ9bFIUfIEKIAYJL1oQrld4Jbm5GmsOrA1xMkXrmlgVB9s7N/aRG9FkLxW8L/67+WNrzpw5cxrmgnfOnG9x/vzqn/O/PfLv8Vpz4s4FjDNUhaeuG8HrrkRcDEyyTSo5mJI2SwnqeCpXqigkBFKtcXWOIk2cFYKxlkkK1kSooQgJia2ojQXfpCyE1GKtRaQRjmAIlHgMchB5RYx0KkNeNNPRrAmIGpJQUzrwYjGqoOAOMm+zGHB1M+I2HlQj7YH/swn4ajUNVQeCF0zTBHaQzZr7Js/WOiW6jChCrSXeNkJXm5EYaGYwCt2yQtQ0DXEH3ttEPBz4NWMs0CrFhMb76jAQhSoxWK9IVIIxGLE4Aomv8Qp9c4W+TLhVt2mVjZifpjVlloBCC1iIKbfUC6xqSt3vsjdwpGqb/FpVgpobzymXXfZaCihOI0loItvUhYPwDKGKhiiCtSWiIDTpFUEEL+AThaRp9EuNQwWsKokqXiOV1tTqCGkjxzNfIdZhrIEwQTPXrKEqwRcUWYoPBXXSTBwz0SMHMWMxKPgZXqQRvK9gaXiZ4G1fr/BOiWXZVG6NYLLWi/tcr/DeJHivT1mz82zcOXPm3MQbLnh/4zd+gzNnzpDnOQ888ACf/vSnX3Xfz3zmM7z3ve9leXmZVqvFXXfdxa/+6q++bL//9J/+E/fccw9ZlnHPPffwe7/3e3+dL2HOnDeUzz3yR2zuPMHIbXHk1gGLR9rEENgY7rO1P6Q7Cqip2Ep30Kbux+JOE+6/k20z04MOe61xdUZQIUiTFoCx1A7UGXwUimFKago0eLweZKEmlkQENGLVo2oIEqhpwv/VaDNowivepKCCmojBkHpPYQ21WCQqD8avcp/7GlmsSKsaFMRYom0EbxIaUawIoi1s1IMKb9U0rKmQxGnjrQ2BdOBJWxFxGUGEiczw1zvbNEUFpFNiULKopFVoYr9sI7qdRsSkgCHqtEmA0IhEMEiTqSseEw2iB4LXWKwGMl/jVRGJWKAVLa2iDaps9zOGSTOdy1KQk9ANOWJC06xmhDRajMZmahqRyjUil9gIWo8hixXtusAFRZ02SQ0qZFERUVw6Ihch02YoSHRTqrRAVcA1gteRotY0WceuTS2KR6hICNYiomR1jXNp8xvDz5DcQZLR3EWYUruMyg+pbRvEYizYAw919AF80dgpxCA+3MjOfXXB21R4dTZr/tMAB5Fk15GDCu5Lq7rX/bwy9+/OmTPn63hDBe/v/M7v8HM/93P803/6T3nkkUd43/vexw/+4A9y8eLFV9y/0+nwMz/zM3zqU5/iySef5Bd+4Rf4hV/4BX7rt37rxj6f/exn+ZEf+RF+7Md+jMcee4wf+7Ef4x/+w3/I5z//+dfrZc2Z87oxuvAUG1evQD2l070EAotH2lR1xf5kxtb+iLyuKdvn2TGhqb8GQ1YktH0HRZlIhcWThohVS9MiFrA0ojSKMMtSpsEx2Ujpb13j8NozFCYhCmhqsCjvevwZvv/pRxAVokSieARDTEzjowW8SZHQjJkVDDYGKqASR6ae5TjiuLtCy+/hqhIAtSnBNjFhJkClTWaD0TbtCE2ls8THCAppbGwbBqEXKoyAMxllkjKrxwQNRJqpbhGQTtGMwTUpK/vDJsrLGUQjVixiGq9upGxuywNy8I+MhKwqMM39ehLb7GvwZFWBBiVIRCSCLchmTbLFldUjXOo1AxaEoqk0R3sjS1dUSLGNH1UNnoh3TZOdROjtbREwrFbX+K61L2MAdRGxjeCdHgykMAvnyc0zOMZARA8a3lCaJC+xzTk3B4NGApTONfYPkzZpFUbIfIVNczAC1QTJDaTN0BENFd61qfyUS+sPQ9LCJEISDvy3XtF6RuBA8AIceHe1ejVLw0GFdzolFsWNDN6XpiOYA4/uSz28NxrW/hqmrM2ZM+dbmzdU8P7Kr/wKP/7jP85P/MRPcPfdd/PRj36UkydP8pu/+ZuvuP/999/Pj/7oj3Lvvfdyyy238I/+0T/igx/84E1V4Y9+9KO8//3v58Mf/jB33XUXH/7wh/lbf+tv8dGPfvR1elVz5rw+mLrkyf/6Oba95VoELb/CF7/wBZ45/zVm5ZQFWSPx+xjGFO2LjGjEkA0WVUMam1u+3luMenJvAMWLJ0jTQObUEkSo8kZAlCHD4ulO9yklaSaTOUdaVbSLkm5VYOOBtJIaUWFp9Rqp3QcVorim2UmaKV+gqK+ojGtax2LzkbQg17BViVGI1oE1qGm8t1GFgMFoRn4gctVP8TRiMY3T5nEx9Kcz0gOrw7TVoqrHRNNYGKI0FV6bF0TnUONY3RshQGUsNLPNcDY2ObKxwBAQhHDQHJcbR1I2gjcYQ3IQZ5brjLyucF5p3MVK5YZouU1aboJWxINb7pam+qnRINL8IYBaXHSNpYFAaSy1ObAsRMPScL3JWnaBJT9tptcZQUxEI4xiU40NTshkiJcFbIyN3YEEIgcVYQfBEm0zvtmEmtpaEGFmWiBgE0uWONJOH6yg9RTTSiA9qPDGihOr78OIIcz2IWkh1pDUTZRY8AFCSUDBGIy1aHWQoPEqFd4bTWvT2Y0MXjJ3UG0/2OeVPLzXI8nmFd45c+Z8HW+Yq7+qKr70pS/xoQ996KbtH/jAB3j44Ye/qcd45JFHePjhh/mlX/qlG9s++9nP8k/+yT+5ab8PfvCD31DwlmVJWZY3vh4OhwDUdU1d16/2Y68Z14/xehzrW4352rwyV7aGjJ5eI3Yj24klSQMv7O1xe/kMs9YxQtjgbHaOInT4SjZg5qbUhUOpMMGBgo2NvSGqxdY11tuDyCuPFzCiuGjwCL6dAIEgCTJISPZKqtQhBnzqaNXjponpIEkhoIipSJwn624TF2fEESCCDZHoUqJeb3QrqGzW/PyB4O3LBjEcafyniSOTCeagscqroiKIJuShbISyr4jGY9WTaI0SERF6synSXSEijIzneNUkT9jqoGprBONqTNI0260OC54jo7aWtkacmEZEGt8MwUAQ0YNUYMjEIlWBQQgHAh4g0SmZjgh6GO87GCvYGGmHlFa9y21XP8Xs5FuZxGUyHVKxjEaLuognpYwdnNqm1q6B2kJ58NgaIfdN3m6wljwEMBCtoKY5Bz5IM4RCEkZyB4vSR3ULBUpNEA2IU0QspW8m15kYkNpTE8AkTNI+ahNEIbUGQ0oURaopmhrUpShKDCW97CjtxQdJth9CbYaI4GIFvqIuK2K9QR0iYpuxytVkgk1TfDEjxEBAbnqPxzQlxECcTKhHI0KoialBo72xn0ZDiIGqnt3YVlVTQgy4aP5Snxnzz5lXZr4ur858bV6Z13td/jLHecME79bWFiEEDh8+fNP2w4cPs7a29g1/9sSJE2xubuK95yMf+Qg/8RM/ceN7a2trf+nH/OVf/mV+8Rd/8WXbP/7xj9M+8JK9Hjz00EOv27G+1fhOWxs/a6KpbKp0h44ii5QmEkuDn8LWpX3a4z4b5XnGRyEpI89ubPK2ye+wm93O1v4iJ4BESsrsMkPrCdFgfc5ieQdGFRtKIOLFY3crYmwhGqmNx3Mw7KFWQm0peoLolLpKsNSE2jRNXwbqNKFf1bhYI2SY2CRTKU3lUzRgrW+GYViwGsEkqNII1GpGMO3G9KBN1bNntpG6ueUfnaWyGURBNOIFKhdxYmmHg7SAWBFMwMYapweDDzB0yxlEQQ3sacHpIBRZl17pG21q68bHm9aoOhbGFUiGN4KUjkJP0hKDGMXH0NRqRfFRQKCFEA4q0bWYG8m+MXgy2Ub1VqrQQZwhqRdwWCI1WX2Vs1f6zKpldvrVgaXBAJFrepSZbtJRg8aAak1tAxNtMpBRgy09VZTmeKEGo0QjN/zSVe2JEaI2Y5aDrylrA4kwKUKTj+sgRtjaGjIup6RVZDrcp+hZvA9sxpxpVeK0pBzts1tPcGZEuObZ909yOngkBIpizOULl0kkYbAmbO/sstyLzGZjxtM1dr+6zrmQsrFtyMaR2bkXePSP/xg/GND96lfJ1taYiFBsbrz4BoiR5WefBaCYTWldvkhtA89+8VHCgVXC2iex9gIhBELYBMCYazj3LDHu8MgjH/tLv+++0z5nvlnm6/LqzNfmlXm91mU6nX7T+77huS3XMxWvo6ov2/b1fPrTn2Y8HvO5z32OD33oQ9x222386I/+6F/5MT/84Q/z8z//8ze+Hg6HnDx5kg984AP0+/2/zMv5K1HXNy5orwABAABJREFUNQ899BDvf//7SZL5rbiX8lqvzTdzfX09sQyUX9vGHWqRnOzd2D4pPZd2ptx+uIc9uJWtqoSnn0b2n8d1Zkixjx6+l3jsXVTPP09y4sSLDTmqPP/Z86yf3+Ltf/tuOoeaJiZfBR77L5dJMsepU5bP//uPk3QOs3TH3YSioN5/FjNVypBRd1eoZR+PUqaG1clloggbrXdiyoiTCRPrmdpGTHY4jiQn0XZNGl8A4wnG0ypzXJKDNJ5Tb5oMg9wkzCSnagVabgTR0N0tGYUcQejbffo6IpYeF5roKwtEdaRJgNIeaLTQTDtWMAHamuFpE+KQrp8RjGGoXVQbEdc1e5RVBQIxcdQuhdA0cXmUWaLk4miHJokhRo+XgNUSF5VoBYLQL5rpZ5UViiSgYqjyDjKbIpWCDagIaVJR0SKLSRPfhSHdOAaMyKhRqRrvr1jUmGasMkKOUNQVRh3BWBJtRHlUT2ZmKAGNlklcItVVEJiYq6QqGNtGRFBTgRgggDTRaolaQIgSMOoJVvAHn9aiQszMjRzhRCIkgWgb762Fg7g1izFCkjhakiC0UMCnA5wMqZJAkiT00mWybpdsPKSTplSpQ5OMmC2StTJaMWWx3eJYa5GsX2GW29xy/F7GVzYRoyQCd952J1YsP5QJ3aIFrWfYKjeJU8NxEzhx/DSb6VHy6iInTt3C4Hu+h+TkSUZA1evR+d7vI7/3npved7vrG8SyIDl+nGG8RnXGsvTg97AweFfz/d1F9ocp/d7bWFr6XgBG48fZ3p7Sbt3CoUM/9E2/x+efwa/MfF1enfnavDKv97pcvyP/zfCGCd6VlRWstS+rvG5sbLysQvv1nDlzBoD77ruP9fV1PvKRj9wQvEeOHPlLP2aWZWTZy0dFJknyul7Ir/fxvpV4LdZma7bFHzz7B7z72Lu5rXUnO5dHrN4yIMlejC967smn2R+OuP9d93N+dIG2axO+FvmjL1zhULScvHMFl1uO3Tbg05//BJPnvkj4u/8Lb1k9ht8vMS2BL/x7UI8u5DxRHGZ5+3GW68Ns//7v03/gHfTe/f0Uz+6ytVvy1CMXKUPJ1/7PZ7nvbx6C5ZIkOY0RQz0c85U/+K9Uo23C5AqpXkTKfVpSsGgWmcQ+13zOrCipxXMtjqmix8w26FR1Y0mgZCaeqdgm8ktbTZascdhaQDxePKZOD2KqSrwq4cDSkETLTBNUAqYTYWSwI8XT+Dzf5p5gofBcnBzFHFgajApl3SK3Y2JMKOucxIxvVD+dCqlm1NbgfGA1DBk6wYeEAoNqSR4qvP7/2fvzmNu267oP/M251t6n+ZrbvoZ8fO+RokhLlmRJpiSTVCzDsSXEMQLBiREDVZEdlFOJS4aRQH8EMZIAsQKkAZJYdso2bKAKKqFgR+WqBIJTRCI6FiPJqigSzUYSe/Lxtfe+23/Nafbea81Zf8x1zr2PvI+kHJkMpW8C5PvuaffZZ5+9xxpzzDEKiFJzT8kGYwy5VWDdOZdRllUpBKNaxeg8HBcsC1ITlzYrtMDdHjYteMGzIB4eumTDBHrdMHJMYsHhKjGfniGvl6D3ORxv82DZ41YwCb2r1ZYyh5CGCfE4Nq/c+iKSl9gTR6Q8sepGKM698TlSNjZppB9v05szP9uShhe5e7ngUiGEGCgeTLAplRLfiSqupTHBgtpErSHxSG4wmzDNTJ7JTHjTayMdSSCJcae8i48vDvh2+SzXOUU7RzVTrMMSKE43jYhPbHXGpmmcVSL1rs893oeMYfbaP+J+tyWxRaRnZo71yvLslMP+kNWzbyW/cAetBauCXXqWtLqGzl4np0wyo+s61JykiTxP3Lnz33N4+G6Ojr4jjpPDQ+o0wckpiJEWS/r+YH8e6PoFSROqtr8taXu9bvFPdb64OAc/vi72y5vXxb55fH299stv5z2+YYC373ve85738MEPfpA/9af+1P72D37wg/zoj/7o1/w67v4G/e373vc+PvjBD75Bx/vzP//zvP/97/+d2fCL+m2XmzN87gHp8ox0vePs7DdYLr+Frrv8Nb/GVI1f/vwt3vnEIc9deygz2d65zYMPf5jjH/gByAeM68rlp5ac378HwMGly4wv/C90V5/l43c/yy986kOc3lyzuQvDyy9z7zveyXf8iXchKlit/H8+8D+wmSqdDPzj/uPM7h2jv/FufuEYnhoK//Lrd1mnl3jh45l8+mu8wz/B+hMf4u71H2Jz/4zL/ZLXTmEzHnP+4Lv5lZsTi8XEv2yf5O4rL7Ked6yufCuf/8UXKOMRRSprmVidb/n0f/f/4NKVT/PUs9/H8JtPc/c0ofUEdOJw9mmuJ0cPMq+lxJ2zP0KuIPUErU6PsJGeValcmgYOx7GNbU2YJ+7pZYRKbwvUhY5dzK0z5S3SwihKWjO11rqK0Y8dZxZgWXpnmiU204yiGRdlpjFtf2VzwtBifdXBIvKrDZdpuDkQ3ZfOABKl61gOlcNpA8sNLbWY6pU0VbKM1K7HU6akHpEAvEVg2zmYsjTlzBzzYHW1bhFzvCWcXd4OjFNhIx1HSuhac0ItRVBEV0CEuW5YEelcz9+4zCJVxCtHs9+k0/dQtVLcqJqorpg5orAUSOOEeiSIpVpgOsPLHJlNrFN8D46SqdzsTri2gWywPD1j6mG27linALwuitORPTEhDGmL6jlFEp6mCIVz6GuhkuiHLQuD0hU8KbLNKAPVwpED6chJkGFgsYbPd8/xLfYCuCBZEFFKUWpb8/XTBvFDNqlnsq4BXid7pUsdDxbHHLFCfc397hPMujuk7hrd+TnD1auku/G78ycvo7cW8GDNMCnjs98PN76AzGLo7OHQWvx3qHfZbF5iGG5ycPAuVHt0uaTev4+t1/uhNX0kPe1xSWs7T94Ll4aLuqiL+tL6hkoafuInfoIf+7Ef4/u+7/t43/vex9/5O3+Hl156ib/wF/4CEFKDV199lZ/5mZ8B4G/8jb/Bc889x7d927cB4cv7X/wX/wV/6S/9pf1r/tv/9r/ND/3QD/Gf/+f/OT/6oz/Kz/3cz/EP/+E/5Jd/+Ze//h/w92Btzke25xNXnn6YiFRPB4YXT0m3M7445e7dX2IYbnN2+Ef4R3fP+BNPXOKgwqsPNvz+txyj+lByMBbDHF68u+Iffe7/xwv33sH/6f1/YH//S3//73P2sY/w4qd+k9v5WzHPPPfuYz70K78AZeK93/kO7KVf5/IT1/j159/C6yenfOr1G/whfxndvszpC5nXPvsEz/y+K6zu32EcVgjCF3/rn1CXmXprwb1hwlLmwaXEW/pTPvvKP2F9+g7ONlf5+HHH9979HJ+Rp5GXjJt6lTsP3kZV4dSPmMa7jEX41V97jed8xnRrw90PfYbV7XN8IXzhmXt8bvEq/+Ktt2OnS5iusbpfuPdqRzVnOIJPH51xYN/BW+WAe92a//6pM37wpQEVZVvvtpwuYSpXue+XuepLDuxGS9cyJu/Z+pIDh0QOFwCUrixwnJI2IIZTsbQOfSqwKEdcP30rixHOrqxJHawOMuebOaP2uCpJHCSkA7c9QGByKNZCKMShZlxqeB5Ij9QRJFG7jiTGbBwoUlhQG/AupMHpGSmzY2pyxm5OtwO8wKaH3p3k0Jvh0oX7gm0JcXACcebVWG63nOuCK7lH1alJESK1rPaGAjPd0q9fQPJTlHyIIfjyBvP1qyDvpagziodkRVPb48YcI42ViQ5t0ciC4uM5epTYZiOnc8Q7tF+ztbQfzJuVnp453bDFDwuQMFeMTCYzokwyMmdLSQqpJZSZ0NtI8YTipFmlngliHcknEgVzQ13wNCfl2BfLaUs/znAT3CKGOIlQqu69ifO4Jrmx1TmDd+wiPjo3smRefubbqVc7nui/m9XNm4yXNnRdojs/Yzo8JJ+dRtrf5Tn9W5+EV1/kfneNt+ocAG2dNGskxc6lgRzHnNnIavU5jo5+/z58AiIyOGzJHgG8e5eGR5LbdrZkFy4NF3VRF/Ul9Q0FvH/mz/wZ7t69y0/+5E9y48YNvvM7v5MPfOADPP/88wDcuHHjDZ68ZsZf/st/mRdeeIGcM+985zv5z/6z/4x/69/6t/aPef/7389/89/8N/wH/8F/wH/4H/6HvPOd7+Rnf/Zn+UN/6A993T/f78X67K+9zvn5yPf8kWdZHjc2ZxtuAF6dsaz5zJ0Z35q2fF623D29xxeWM+6+dMoXb69Yj5UfeHuEIkzm/NQHPsrdGxOHz36E/OH/G7eefA7e/3/dv9+Ltz/NPXuF6+fXua89bhPlE5e5d/t1AFan17k2vJ3Va+d8Wl5isT5gVdbQn/HspVu8PD7Nq599wPETC1a3XmkOBc75SvEvKtpBPgI5uI+XI+6++uuU04+xnJ3wCs9ztn2Ol1+5xBOvbcknkK9teUFWlG7F3BZ02jF6x0tnCxb125HNE9jdAWXCZ5/lU0efY5w+h6RTTopx7+T3c1mfwrzHKfzqtZe52d/jbaNx6G/hl4+2vDrNOKsdCymsiyJs0XqE54lX7ryN505usnzqFsoA7gxk3HrmFhGymRi4ilQ1GNMGxSniVFkxkYCJRbmEi7LYwsHNqxycvMD5wZKbR08iuaMkaX66wnKzjqEyDUlD9WBQXUBrAC6Vg0hvq8aYhdplsldyKRjKFSkc1EIeT5FBmTFwOp9TdWTbd/SiZA/AWzRSxwQ4tiXIQQBw2yDuqAhTTnQTHK/OWMllhsNDVI2iCfWOmjKeN3Tmkco73Ea3W15+umc4+AzXVjfhnuOaKWpcOjvju77wee49/XZ2EGvm4FNmLQt632lxwbdrkiypZsy7myzsEgfzl/Hp2xAy4oJ6BsvoOOAaLhFGaoA3NNfVCzBQ5SAeA2BKVyvFM8md5IYLlHqApDOUyjV7nVNxFCXP5sjgmBlXVmfsaeJO6FCSz6kKFaMb12SvDGnOtmbEjUyN99FMni1YzWbU46sMXYZ5ZpYz3fkZ/cmCBOjhIcxWpLe/nfElxcQZ2mCJzgL47vx3d3685IcOmWdnvxWAd/E4wPtI8IS04BMf97ft2F65YHgv6qIu6kvqGz609uM//uP8+I//+GPv++mf/uk3/Psv/aW/9AY2983qT//pP82f/tN/+ndi8y7qt1Flqvy/z854icpPng08N74YvqnD00AA3s/f3vIrXzzg/mA8mP4n7nz4f+ILP/ijPHHv7fy+G2s+4rd558v/Hd36Dqv3/J95/e59HpyPfPFTH6esKn7z9v793J0Hm/sx5PT00xy8fA2ZFDvouXe4wVV49t3fgb3+OcZthruvoCKMekbqP8Ny/ASX9AlW/p18/p/cYimv8sLBC9Teeeb87ZRNwcb7HD+hPGWfYZLrvHQ64Od/gM2Vu3yy/zT37JTF6Zyrr9yklgl5K2ynl3E3Pu3P87QYM1lzWyrflg7QsiXLOYfHnyCn17DTuzznr6N5zZTeyh0OOB4PqWa8NL/J/XxCkswoE8v6Kj+0+seM/HHEnAmhlDnmMJ8SngduFRhOE9OTI8cMVHFGz1AyvecGEhvgrUscsFTxxQ3qgVDqQJUZIHR20NLNBo5WI0/eeQJb3ePzzzxDFsFM0Yg3YzFsEG9hBw7VFZUJp0dqjgQwmcV714p3maFXhJG+VKonshjPlTUvnN5Fh45OttRZzwBMqUMkoVapDtVh2xlSLVLF9ABTQWyLmEZgRk6kSTjYrDiXyJhLUqlJUc+UroOucjCG1RhCgGUHk8xiWIVzRDJKMro6Im5cvX/CcCnhKvQ4eZJIZSsjqgmvFYYNHT1mSidrnu9OOJUtLglpwQ9OCqnDMGCpIpIx73BRsituGaOiPjDpEegjDG8d2ZICYFoM0E3TknnfrMtwiiRmKDkJ5Bk1H3G0eTmimpPEgKELV+U6qFDEyMMa9cpG52xbxHNvE+qQNdP1c8C5X+5TrVJmynGX6M7PIYVeOF+/jvspeZaZHR+yOTvj5FYsQHXeQwUfv4Th7ZTdKmK7fY1xvLsf7ozf+uMY3ragvvDhvaiLuqivob7hgPeifneUm7E+Gfn8NLJy57N37+Kf+38iwPVv/7/wmTtf5NL8kPXlLf7aCatZ4ny8Cw73X/scTzy4xnR3hV7t+MUP/CxzK7zz6T9Kqc6DCV6+eSvYyLHwkc/eorx8h3e8+0lObMOrhxPPrAdy7XFxzDKuPVMujGIsU2WcCnmryELY9CdkW3EywVH3KT67/iE42TK7c86gI+ZL1vOOXAtjd58+DRHRYg9Yoxx7x7bOeGX+Eud+yi1PvO/0lMrIjcunPHnjLoZwI19m4gwoWHqF5Jknx5d5bf4yLywe8M4hcVScb68DVR/w8uEJd/RF3v7SH+Pl5VUmKSzrAWsdGLVyLq9gw5yn00RnQhXDrUdrIk9zbDlw6+CMO52DN1ZdnOId7oneAqyMqTKXjHoAW4A6v0M9HpB7KQICcHo7QFGG+S38PGFpwdF0hIlwnhcsJ1p0jdMPI+ILREJmUF2RNOJygFgOuQQK5og5QmLTWQBhS8F44lSb2A6JZU3MukKeVVayoDZ2M5tRBaoLSeB+t+ZgEzZVnhSta/ADek8UzVSE2eaEEaOME1lqeMfqPFwVcmE5Jbz52BqOGpgo82EFolgyBqmIgnpFy4ScQbkaccLziUil89rCNCoybBEOsBJyjuyw0EZJm5BIuGi4KgwjrjWiiS2DRjgIDfAK22Y5VuP7ciHXiWKJnIQQNgjTtOAglwh7cGdq+ukchg9YUo5WQ7xPVoRKwrksV3GNNLc0rBE3tqlnKxla5LQQw2Dfcu3d3Bk+zUfufYRkIzJLLBrDOycWU+n6VfDPA3Bw5TgA7+u3EQ7R2QLWw5cFT5AfAl6As7NPsFxcfeQE0zS8jwZPPE7De5G0dlEXdVFvUheA96L+qcqnyvjqOd3TB5z/xq9w8ssfxN//Y6zHSsG5+8rLrO8HG/vdt+/wv9x9wJOzFZf0Pn7nnEGN+kRcnLYP7nP2xdexjeOHA8P5Gu0SH/7ox/n05klK6mC7oZ8uMVnlH/7D3+AJf8D52W1+aZ545dJVlndvsbn6HdxYzvjB0xNmpWPKhbMHr3NpvENXZwgFkxGTDS8sLvPfHb+VP/bg87w8q9itDfMbp6yvZ2QqbDavcl0UtZGNPOD28FaSTpxr4bInlucH1G4ErwxM3J4Xbh4s6O7c4YobIsrTsw0naBse2vCZmfEWL3xyOXGj66hmPLfp+Zx9F+88fJFT/RYOLHPL7zPIEcmV737wdn7tyU9gMvCKTDwzzOnnlaWPnOfQks7KknlVtiY8mAmbrGA9xzFrxuQZLDGzBYKw6Ue6bQ+uzMsBqzwyaaXKRHahNKZzVo+Y8jFXy5JNfh2TA3rzlpimJDFcJYbmphFYRgiEO9UTriMujmNEaIWSamNSRdmmgnURJoALakaRESZl7R2HM1jkNet0TJEBdQmGVoyKkhCKVDbl81zyOaQJbE31ebxHjrhfX91DxHD3AOh1YsqHzKRyWFZ0ckwR4fTgEDNDDdwVqeES4ckZ0sSMALbgLE9H6hWj80InmVQN3KjdAsYRKSNaC9W1OTAIvTiSEmJCpsNVqUAexwZmPcI4VMgmmGfcKy4jlhzJO0QozEqh+JwEpJTw2sVnbtppR9h2cxSlTzCpYOIcDQPJKpYVEaPDWfgBvfY4oOM5uLPVOZN2iE90NiEOnXZ891v+IK/dXfHa+EncCqlPXMqZw9WKq82FI127sj9PHF67xJ2XXmUaBvr+EJ3P94DXa8VLk2mkkDRommN1y/n5JzhY/PNxrsHDXzjrG6OFv0LS2oWG96Iu6qK+tL6h0cIX9c1b46vnbD/7gOHFUx781i+wOXuBG5/8rT1Jc//11/hVucGvyg1euX/Kp9bCx8+d6TzYuHEsWGN3yr37jNtgfBanrwGwmSovv36T0QesM67UzHw6ZjYcMZ6ec3c1cn5+GnZbItwZC588PuCVgzlf7JXZFBe8+w9u48DGDjCfmNIat5HN8oiswulszvNXb3H6lk+DbzAXzJxhPOPZFz/MUy98ite9si4LzsZDThQUYbadI3VCTRht5GPPP8+nnnkbmzH2gAvUaYqWtTvqzitpxmp+lZvujPcHXi9zhs1beW14Bx/Wt5Als1wXBgwTJ1nCBV48vsyNw8y5CWrCcTexUEdSTPX3dcFhCRuE+10PAud2FGCX5khQ43GJDLPLbLOAO4vpEu7RzjYMSIyq4DOyByN8bI54BOR2FkNqKk7V9vdUyTU+t4ggDpMm1r1QpYIlTKPtriXGvVyVUSesUyz3kfxWDa8jUoQVM7qFs9RzVrNFS2KL0IoqMFn41TqO2F3YfhgOP43jnJT7nKQ15zNhawN2+grLaYOaUXtFvVK6GahwdXO/JcTBZjbHJVhkPBhQl0RNNUI/BHCLx1eBe+d0ZQotLgBGXVyGPAOv5E1pi50AyZ07mjNJFM09jjAIdKWGptuFan0wyWhoet1wRlBDtATB60quTq0aVnAu2DRD1KEPL15SYpRMciVryBcMI1XovWBJEYk44WLOE3IZQejHLQZM2jOlRCYCStSdJInU9fzx5/44B/Ml8+c68jvnLLqO9yXn28bQ6T4KeA+uXI7fgzcwPA8Nrw0DXh4ZNuvaoOTiOVI+oNYtW7/VnttihUW+hOHdaXgfvs7OpeFCw3tRF3VRX1oXgPeivmptP/EJxi9+EYCzkxW1VOp24s6dlxjPVtST+wDcvrfde62Ws7tUcao4J6tzIIbQxvMVZRoZtxPW2pp2usXKCnFjOUZErTtI2ZDEI8p1DcmepfPLUAematy+d0IVA2AthuHUzrk5C5CXa+JsvaKQGWxBlQC8Js6ZC0mVlBLd+HH6qy9wdO232icWxlRj6n46xyzSqwDOtWOtI9Wg6yrXlwNT2nAeab3hzxpdZ8oUbfwDBububLXjt6ZTTus5gw9sxhPEMhOZG/UYcVisR0YF3Olc2KZzqoxsszHfFp44v8dT41noMMUwhL4sOJwEN+G06yjiYJUzjljLHDUhVaG3GSoZy84mAyQOxksIMIqF3ZaHpCHXJZlEyTDzRF+2ACQLoCwYNB1ov42WtwKIkjAKMMquhZ8xSQGwSgyyieaQjyTFJaQBilFsohudIpm0cOay5e7RMUPqUXeyVapAsdSEF0ayIdjNZME+u+IUai+cLeeoVd558yWSV7azGU6HiSI6cWV9itBOhCoRvmYOKEkroFguFDVcEooxLGa4JPLdM7oykKULEOxGnR9BfxCOutsJkfANFqDDSSKoRcvdECaC8e7LiJlQvcM1mF4ggiukMO9WzLW2DRVydSZPJHfi657hyaEPII1VigvqSqcetnvipAozK43hFTo3JjOekquxjdOENGnGlBMJo6thh5Y1Q84suyV/5G1/mPkzmdk7F+SUwAwvFek65Lhpb0WZHSzI/cPIZV3shtZGfGcnmXR/JVLJHB6GC8+gd+OxXpBZRjQj8tAz+6GG9+HQ2oVLw0Vd1EW9WV1IGi7qK1Y9X3H2P/0jdDHH/uS/wi/8v36Np95+lWf6LS+9+BuMrEmndxnGU05WE8+88jmu372BXRcW031AWLMCEo6zuX9CnSbOTwvd1WC+fDWRxrv0fcK227CEksQkAq2FXDcLOj8mWSLlwgOZmG/GxkoKW3Fww5Jz70A5EmE29Wy2a06np0GUsTtvTGbiziBUGSkO+ewuY1/p8y2WkkB7Uop2uKUJisMsQIugnEhlKca82zLLEzkNnM1GOut313XclbE41rSpz8uK8+4SL88GKoWEYwxU79kkYRyPwM/pzwvDHMDpDAYPBtsk2tjqzqX1OXdxilZcoCsLlvUELHPlZGAYnM6mZigF2Z1uyiTvUBI1G9scFluzcgAIkzjZepxMlUpXj1CEkh2dhFlt4EQS/VSo0gfABPohGDZNEoNlzfFhUujFoXYhWwAoTeKhilMZuhKpYO17nmyiH4xLeQWLAxzhwfKAsl6TyikpR8DEsM2cAWCoD6GdlQCs5g9f796VS7z1hZF33XiJL77z2zifL6gpLPN6W5GsIBjiQlaoOF11DMXcQRM1VyZqA+aV7WJG6Tp8MJb376LyFOKh4S2zY7x/AG7oOJHUaGpqkjnPHN7m2WdfQT6VcU24GCLQTQPuGjIGtaauBXwM1jkVrvi4Z3iTV4ol2M7p1+CWQUJKY0TaW/XQ9yalHUOVZOHhu+4jurqjMlXjKscosSCZ14G1JkonaK3MphjGS5KQHJeMJxbX+P3XIiAiHVVomDM/cZ09uJWEqLK4PKeex7GyY3h9GNl+8lPxnKtXweN+kUTfBUNcu5FY+1WYv1G/G49tiwK3GGqTdOHScFEXdVFvWhcM70U9tm6/+AKvfOI398bwttly78UX8dPXOH3hM9y7+TIA27u3mMb7bIqzmTa84+XP8bZbr5HOVnR1Q1/XDENE/1WHaTtGq70Y9f490uaMbnBqWQPGNAzUGhfMe95BG6Gq3gCTK/fslNt94YZMmFq0o5PHhU+gJuP04Ij52LO5r9wuCxBYd2dMogyu3KqZbU2sJ+H8/i1+6/STrOo562nO2TBjLAMuhNl/DblAOKQalY5bugmPWaBgFN22PdcihslMFkyk4LxVBw5mh5wfgEtBcAackYwlZzsd8dy64/dNI1MCF2FmgtXE9//WHZ6+vUYJwK3TwPmsMOYJF6evM7IJ/Zj47i+e0D2YYAoJgRMhB4syx0WwZIg6mwZ4c+25vHoGWT/NtL4aDKkq2Y8REWp2xIRlbUNGmphNU4DENwBeadZSinqAvDE8GcKlwXM8pqQA4hLWWGezLRCBDVNHpHIBlhKb+ZLzfhZAsxhKigGq3nCH1Q5Y2UivMVRmLrhpkxHAZtkhVK6cn3J1dcI/edd3kzz0qsvpNPZQY++vjFs00oZxV4oRg2XJqFJwjWhjxdgcLyOh7d4J2XMcCl7x2SXol7hVZJiQpA3wxpLvHUcvc3CwJh1UPGW8nYFn44CbUK3Dk2GeY4DOJxCnqCJSQstKhHe4C7qekzcdaHzmpIK7IFapKJ2ksIqT0MJqDZbcu2B4e68UM5L2dCSyGQsbgURNQqIyKxMpxTCdpPgduleWeckyL+Hwoa42XbuG+07ekhCUxaX5bh1IWizb+WTD5mMfA2D5nvcEqIXoELQFicmAdPmxoRPwRhZ3J2W40PBe1EVd1JvVBeD9XVjTa6+x+djH9rq5f5r6wj/5NV76rY8xPJJTvbp7i7Nt4fT+GXr6GQqV8f4d3CtDOWCk0pVoieZiWDGmsTLaCoBqxmpVuDssOS09/a3Xef4LN+kmw3xNEqMMlU0yznPhQVogHuDDZPdZBJlOeX54iVzOcA/Au9UAcK7gWjg5PEJdGc+U3+xOeXF+wqYLThBV8pA4vHGFzTDH1mvG8Yx7FIor7sLGB2Qa6caC28MgDJmEWmdsa48zEcrIytQAr7ijY0XGRDG4xgPmPjBP0HfH3OkL/eA8c6ewMWXQxNwqZj3fWu7z1OwUkuAKvQt5XXjy3pbnb5yzY862fg8X9ull89ohwHJSkjtbVVJ96NKQzJmVmKGvOcCPiVB9ILlytHmSvHkSffA8Wo8oKiQ7DIY3GWKwnBq7KJlZGZFIrQWBbuepmhKQUA+Gd9AW3+sJ99QsyTTsuDT0ow/6gWRGLiNDcu4s5rx+vOAzs+d4XZ9kNQvgMttsUXJE6R4VNGvbH06yiSv5rDkwCO7so3qzOPcOFySrPPPgVcaUOF4NzMYV83oej23sYu0zpkIyR6zDKpgqlo1CxYMfR93YHiyoWUnjloPtBhPBFDwfQLeIQT1Rlh4SDMRJFA66DeogSVonI76nbhjAQ9KAGIUeE0dbu76qolLijO0x/GdAtgkzw6W5OEiLIXGjIGRpcgEVDEOtIubMZx0HOdF7DetA7ejp0Ooc1kpGSUCP09eRLnVIfggid/sMQB4BvPn6E3vwKhIShOXl+X5RkZq3rg8DPgzk69fov/Vb22AjCImUD+Mz13N0uXwIePWN8e8iCdn5Hjdm90LDe1EXdVFvVheA93dhnf3CL3D+i79EvXPnn+r5Viu1xIVj2mywccDLxOmrd8mTMW6M0+k3+IcHv87n6+cAZ6iHTO6ID4BBnajVsWqMYwBNKYXtzm/elcv31hyedhyuNhQZY0DHEr/59MSH3zqyTgksZAGVdpF1OCz3uTKNXKl3MY3G/ZAq4hYsmBs3r804m68Z0n0O7t9Axk+G16kamoz5WtAxsd3MORgd8S2jZ4I/EyZGKAN5NNhf22MgK9rKoUt0NwzdM7wCPPG5O1x74ZS5F57Uu1ySFZ0KhQ2nGd72uvH2m8aTt50xOUuv+CRICRnC2IUsoDOB2lhdD/CKbvYM2m4RMKtxcT8Y2/BVegTw4iQX+tIHw5ttR0Iz2F2m7pTTxR3GvGE0JU3XqQKpBhN32odkZDkO4FC156hsAIccr9+NEc9b55lgeB0jgLcITdKQQQQpgkkOdwct3FkMzEshl5ExwTRmtinzYHkcbgF9SBX61YDQxQJIJmaHQm7s7My2bLo5CxsagG3BCkBXjdePjzhM5zyxuc37Pv0Rnrh/G7VCSiM4oVkFLHdUVXKtSO3wAqaJmgoTE0iKIAavuCa2l+eoG4vtClOhpg6ThEvCFAzh8nC6P3yyDiQ89L4qTXJiqEDeNIYSaZKGPkYIm4yhqqBSWmSykJzQedsZXofQH6s1Jlcayy70ktCm4XUx1OJ41l7pVck+gTtFOjpJHDHnWs0klCcl0YnRl4mUu72coZ0lHv55+BBc5ieu749PREGE+dEMbVHP+ZEwCYDl938/IgJ7kKzktAO8W5jPHuvBu/9F7qzJGtC1Cw3vRV3URb1JXQDe34X1wou3+PgrD9iu1r+t57k70zRRmozBHcb7d9l8/DdY/epH4MXXSWVCSuWWbZjZHe7bPdyMsR4yCSQvjdUTINqfQ13jQyVv1tFpBxDldHGN+0dPcv/ydZDKtg5Ur2w6YTPrKFKgAZjaFLSCsJicg3KZg6lvoE8ZU2VWznl++CxaRsacuH+UcLvN/MGHWd78LLlZIJmGH6wDxZSuOKdkViXhHsKBiQn3KbDhPmp3QM1xFPNgGPs2rjWlLQLk6uFEUDO5ho4UnF6VdX7AFjjYxk44OhUGQB3m5pgFUJxSIonRecJqQlHUHNMBZCJbAB4jdvNDwGsIxtiB1thjDoglZpZxhNoLzAP0jlLxfMqDg9c4Xb7O6AmdruPekazHxFh3RpWOgykcAkwSB3VLTFqB4eSxgAp1lgMUEpKGFi0Qcoa2X1N1qnR4EhLGnX5kXiZynZgEZIztfLC4Qk3xtGzGbDuBaBxbNpGT8h6M77MbLG3gxdl1Og/gHVNxzbfXnQfLJXM95/mzF3nXnS9QcsedSzNyGsPloYkOpq7HlZAtWBcBCZrwVBllwiQY5q5OgDBc6WJ7tMMRSo5hOHeLYTzgyvpB+56clLZkAfVwt3AB04g27jchEwHHFKp3mEDyCU9EOpyUWPS4ogaL7ZZk7RjT5lkhjolEt8Ogk0i5EwUXi4WQOd4pSaUFV0yU1CMarzurA5UUCyOv9GUKhrd7CHj3EgRADhsQFSFfvbpnf0UixlpUOLoeutzZ5YcODvmJ6/TvfGd7PdufF1RnD4fTFinA8Lx7LODdW5P5FNu0f+8vf+xFXdRF/d6uC8D7u6S8FMrdu3it3Ll/znqs3D3dPv6x7tweJ6p7aOk+/lFsHPn0b32KX/ofPsS9z93k12/N+NBrC1a//FHGO2umkw3+0stQK2aZdXHm9S6MD5jGwlDnTALZxwA8rg3oQK0r3JxuO1D2gFeoeYaQOD+4xB1RvlArIyOQWS96qngAUCdsraSLi30pDUdasEMIVUDqCsW5vrqHu3E6P4apUhAGKsdnO2ZUMRdGUrPtGpnXng0zhHi/QUZ0PkFnoYkEDqd1TNgXayyicIDgmig6EvP4ccE17VGz5lqhaKmcrW8yWeF4GwC6G5VpDaXOuGrh/LBVQDKCkU3xGlKAALwBMuZT35hOEE90TQh6MIJgTMlJtrNHczBlZuHT6n0DMiIUTeQpgMX58haiE6nOSXY1fGvThpJCQ91Vgh1EuKZrnu5OmM8qNRmdxeCZzxQnx9AaTmkaXixSwwTQHeCVAJabDGYjhnNwa41uOgy4d3CVsVMU4+r5KqJ20eaGMDbXAzhkE/tXYlEQe1b2LfLkHZP23HtqwdI3rK52fOrZa6zniczUjqOQP5AS4pBrBQ+Gdz+0JhOWImp3Ng3gineOLDtMu3iZfoahuNVgeAWWZUPFqBQ0bcga0m/VWFBOsx4VkMnROjY5BhQPhld9xN0oYijNpcEFceWZ2/fi+O+aJlorSEB4F8eL06NhV6YxtKZmuAU7L5pIovS2pkpu+9DoxzWVANCI09VCTh3kRwHvQ4bXry5BhO4tTyNd9wYN7y5q+bnveTd/4I/9Cxw/+RQyD2nC8gd+oP1+eYOkQURIuQ0Wfve7Sd/+HPLclS+TNAD7RDWzac/yAqhezGNf1EVd1Bvr4qzwu6Ru/u2/zcn//CGe/Nf+LNUCVQ7D9NjHfvp8w9/8zA3+6FOX+Rd+4x9gH/85hrv/Gp+553zh5AtcP5vz+v05WiZOP/9ZXpkvmTlILeSTc4bjpzjnGJX7pOkeZ6tDNnXNSCHXiQQUF8RnOGuqhfduP22p3tgnB7xDtDDOes7WxmE5Y0sBSWzmM/KZYzvpgArCAvG6Zy+Lt2EpFBOovkHduHZ+Dy49wWpxBalxIS0C821lPlTOO2USJYuypqf3iSObU0m7yzyTTkjXXCQaw7ucthyeG8d3je2xk1zpcKRF9hbdNmYbTGaoOyqh+ayrgfHKlmKF+ZBwCoaQzibuX36G62c3mBA2GXKLloWGmhDEPAAN0Jky5MyQBrqSyC5MrlxqHsCjSgw77X7elph5H+uFTph528dJOdye4A4P8kCe3yZte/rxbYhWrFtTMcyVzhPZK6PPSA7X5mtelysolWQV6NBOcHkoaSiByGMbaqS6qTuFDElIYognXnzLU6RBkdEweqqsub+4zJgTS69cX51zgjb2tpB8QvGwZXMLZlEdiT/JEkAZIPllUDi7cpOTKzPunB5Sm5wge23Ch2BZRcPdINWK0aGDIscJy4VxgKoZqUZfC5MpqQ5waU59EENruT/ARZimVRDbQPKK4SEn0IFUPaJIFBaiTMmxmeKTkNtgoKFUzxiluW1A7aaw51NwFEU4WG3jA88VXUssUsRjQSeOV+hEG8MrLVSjaXazkFJGJdH5hknib8zJ04aKxoLS4/N2uUPSI4CXRxjeg8yV/+P/YR8FvGN/tTG8AKlTDq9cA+Doj/0x7OyM/h3veHhSekTSAJDTEWU6haszZu/7/Wwe/PrjGV55lOGd9q/xqH3ZRV3URV0UXDC8vyvKVise/NI/pt49587P/gOurJdc1icYt28EvKWsMCt85PUzXn2w4SM3TuBBRIDarRf45OZTvCSv8HJ3i5qMKw9e4iw5Dw4PeP2tz3CSO/7nxXVeHJ0TeYpSDakb7o0L1uMZWztpkoaYoq9+gADVg2nupi3VCkd2jtrYwCy4Gg+OjtBywpQmPGW2/Sym9V2bKCAsonDBq6NIGPE3SYG390mlcGUVvsDD7IDSoE/V0DZePRtDZ9lwWEHovHA09bjP2YqyQRjb0FNsYNMf1kLfQGUqDpbJCJ0H81TSds8GO7OYhif8WTcGU7fCpTKbMmqCoVxfTdw+usqYl1RV1tlQQkM5kYO1dAkNrwbjljxRxRk1gi2qzzjxt3M4OEIEQkxNx+qAeE9CEXHIid5iuGmVQdcPkDJwIgN3l6+2UIUInNC0pWBMtAADa1rdmhnynEwl1wlvtH2eGS45toHwiVWdcByzsKOS6hgd3kIPutpx/8olXnn6GdZPzFhdW/KFtxywmR8w5ZBBPLE6IzXmT7ySyhDq15hoxEXI0vxo0XY8tCEpMzx37TgRhpzRdkzldpyaN11t20e5GiaJ+aAICU/G5AMmiYKjXulLpZ8mOFDq1Yl8NDHvDzFRxuGMHWeZrQT0TlsEoxOn5XWgQKdOWSTMFS1DPM96qiQMp6/RzZjS2KjhALw01p9L4TghzYdYuhhwc3G8VmbkPcPrUlGrseDMjqaOpIneNnGsach08rRpx7GTvaAaHrxv0PA+wvCaT+QrV9BZ/A4e1fDuAOyjj599y7ew+O7v3rO78ZyHtmTAnuGtdYW1wT35Khrer/S4i7qoi7qoC8D7u6C2n/gEdjYwoNTVlv71L1JlQTl5aMheyjkvv/x/5/XX/wFnTcs6FEO3Ye5uZyecDytW44YHxyP3l6+wOP0oa6n48hBPyp1Ll6gi3EUpzJjqPEIAvAcVim2RMgItWtZjQMU81Jz9OCBW6byQbWr2UTFs8+DgCK9rBpkYFdZdxyS5SQfAu7jYx6R/kw00hs5FcBEqA6lUunEk1TZ0l+MifPtqh4mwGCpd1f3UeG1t8mu1I01HAbIlzNCqBtTGpQ2zEdG48e6IdWSHJItg37rz/faadCQ30GDo7mZwncilI9VMcqGkjoNxS96ObUQJzjpFPQWoRSKytjGjJuFIoQYmFhG7ApAQz/QlBXsLPEh923SncJkkTkkjc4PUNKRTSuQqSNlSqZzO7u4ZWRHQtGESMBJqQrZodNuU2KQZSYx+HCPEAaHXid3QmmNUi3AHR6DOQklRnaoZFLIYvXU4hWUZqb1y8vQl7hwsOblyGXDmpbIoldR8dqGQavizmngwvCS6NlC42//BGMZgm6nuli5sUg5+VBKp5QKW5iyhogGXq1Elsdi2oAO10Bdb0+JS6YsxKxOkgfWzhwxP9yy7DhfdD2lWhM6nkOPkLQhki/dKyfc2cXWRMBf6MuAuzZIsYU1OIAglN119EiIFrmkjrs7BQg+dkmNS4/OKQ6l0PGR4K2U/tEYWUu5RUXrfULwDC/BYaw2nCozsEwokyW+q4X00+CHue6jh3V1ifP8NPL4etSUDyM2aLBbpcf5Ij5E0PKrh3Q+sXTg0XNRFXdRj6gLwfpOXm7H+jd/kRjrkN55/H68vEi/OjU9Mr3CyesjwjuMDXn995O69m2waYJTpHHZt1LMV62lDscL91Qnl9qdYbc84N4PpJrJ+la1osGSilFoYpkNqIkIIxEK3WMMloboyjY55pfjArcOPcm/5CuZx0d5F1bZPwf3Dy7gVRh0Zu/BeLSJkK5G81ia+EQkNIk4hhodAA/D6QDdOSC10ZaCqMOQeQzhbJk4P44LdlYfMUiUA5tPrK6Rp15INHeTNfstJGvcgStzakFBgDbeO3hxhiaRK7VbBpgEufUQK6wZDWOdMTYWudAjB8K5mc8B42707SHuPky6hnhFPVI0huGDzYsAJnHl1TKKpHIyjIySocNCA/mnqicazUDkO/W4eyJOjza94EqUvAm6kYlQdqfkBAMkhpU1LfVOSJ5LX+Aq8kq6ekmSkn0achHcxaKcS4FxkxMWRFD6yZjNoEcuVDlchu9FbDxiLMjaAnrlz5VvZXDrAXHliNYaPrKa9pCHbjuGlBQ4IqUkarAFjtWZLZo6nGMY69wMe9AvEUgO3Bfdg+SM6d/cdV0wT8zFAl2sFenb2FoLTlxannLZUT/QkVCtroNYxFmEudLUN0uXocpThUrDJO6mHGnUZv6uubEN/6xnzYHi7WkMHn4PhtdapEOD82gybLXCHnoJKaIXH3Jj9aiHSUcNVGH0kWY3fU3Y096SU6WUTvyTtgHBWySXY884C8H4pw7vT3MJDZ4T9fY/68D6G4X1c7a3M2iUpN2uyUs+/MsP7iIZ358ErFw4NF3VRF/WYugC83+Q1vvAC5d49Xj96hgeLq3zh6bex8p7l62esb93eP+7s3j1e/dCrvPiLL7GqYe8l4+me6fRponpBRDgfNzz5yoaxzLl/lPHuDE8PGFywlBCBVRlQmxhVKZrjAp4CDNQaA3Feg2U8T2u23X3uH96hInjXGFMHELQWhn7Oep4YdWDs5s1dwNr2OS4Zl3Bp8OpU8wgDAHYa3sJInka0lpBPqDDmOaXMWWnH0MXhbpL3fNOEIq48PR5Qa0cvHQvtMZxVrpyn0NrStld3120Pr9aZARpAedJhzwZXOtQNkQC8U+oZEygClqja8/K1IwTjbXdvIc014qzLiCWSaYvckBjk8QC5CSM5+9jmSmNjXXETDmxEcCYNScEgc3qfo+5MeUuula6xn1Ujmja5Mhsr1StjH8fMjMbweogExJt7gTuixrks6XQbgFcEz11M+ROWWObGZAmRqX2XHVLDy7Y0hrejkj0TBl4hFTAydy+/HVE42BYOJkObDCAWSBNdCRAWzlwR/5uaXNhEQRRrItpkjiVlOQ1Mntj2ggZnSZIGeF1JHuBQ8WDVXehKC0BII8KC2IKmT7U2XZZH3BMZRdS4J968FiLxLNsUW9oY3rI5iueKo1k4PIKyCKlOnoLhLRaLNHcn7y3TRoLcFUru2RzMGY8Tphk3yIwsJH5vmy66Ask8gKY4VepDW7LQc4SkQZT5wRZbPCAd5vAHTrHQisHJiA/ZxQrv6g1Da/algPehD+9ukfAoQH587ToLTdLQGN76CMP7uKG1HZtrPu2BtsrFaMpFXdRFfXldAN5v4joZTvj/fvjvcnd9j01LMNrqjP/1+Dl+8egpTl4/2T92++pr+LZQbp1xdvc+Z/cHhrt39qlmXsEsjO1X2w1H2/BaHRYTuIVlWYUqM0DZ+sjMT9kmmCRTFLq8g4bgZUA8dJtVQmsrNsaFXKGKRosYmI0bqnacHB/sAS8QJvmPAN7di49kfrlc5X6VNpEeDG9hRMZK8kouA6aJbV4wjtc5nd6CE4ELLiFpcKKdLe7MKIxudJLIbbq8tLmXPeBlB7zCSky9Y2YO6RDEKTIRI0oZR8nuoEMAXleqFlINu7ZNf8QrV5eYGsebNZfKFnPlNHUBcRvDhz8cWjMsdMGSKSKYRMCD0ACvC505MyacykY7tiyY25xOKmM/ksxIxHTXpIpYJVVFq9MPcD6/RU1bFvkBSQPsl9gStEXaCoqPSsb2oRM1zxFx0k5R7cZYO6pE4lfyTCrxvqXJTPoaTLpRUQG1wi7yYD5NHK7DRaE5zwa774VcR1TCmQMLwHvUSRxPLkw5Uwn7r+SxTb3Faw2z+FLFQyUNwXTvGN5cS+h+EfDDYJLTRGbWjgGjJkXcWIyFkgvSBgs9O/fF9uNcBmQvJC2gTdfaugjiwvxSYnZFmBYx9NaN4SNcy6LZ7UWyH4CnsJKzFKB+6LumaRYwSEwc6Axwtl3s584lwKc6k4RtV67h0mAZUp6TJNHXNUWcNOsQhVIqqYSuOddwxAiG9xHm9BFJg3l5Q8jNQ4b38Rrex9VDkLwDvA/DJ3YM75cmrcXjc3v5RzW8FwzvRV3URX15XQDeb+L65Isf5vMPPs9L4+uM3QxzsKKcJJikcP7gHp/6x/8zn/zlD1Hu3QMCrG1uvIa7I9sT7t4XtiVR3SlWMXc221UbABIK0Yp1CTa06gxcWOHcsCPOmLNVmNQZ0o61dcQKavMGMgcuLV+hS+cBUi4PlDnhPICHDZJ2nBweMqVxr7vVdn9IGnK8uAiTZ7xWVux5IUxgSPBADxGHw63S1wVDPgAi9cu0TdqzfyJlpxm0gfLIRdtEmTTauibSQKWhTccpBlo7skFNS9Qz4IxUTJsjARM1DUw6MZIpWhBXCj3b/pBtlzmZK2PXsyzBYq1adGtq0bJhoJpCk9kAt0lmEsNkoja/2UTsz85gZiNOZa0zJl+SvSNJZcgTqVpoiwlvVzCSHgDCwQrW3YYHV/8Xrh//GsmDlxulgrUhpjaIl8cxopYb4C3dAitCtti52SbchVHCs1g9kWsN8J/7JkSJ4bkQXngAXs+k6jx9fhLDWRKsqzYf3z3D6+BqIWkgXBrUYzUy5R4TArA5LKZtsN4p46m1+1FUwrGgNlb6qbMtT929R1digVZkibpgWhEPsCVuTHkXc50onewXeSbO5/ScM9tJEyBZZZ42MURmHXMcrxqDiHNgAeMi4w5ah4hWLrMWmT3RubbQifj41hwmnN1qLPx2k4/MJdNbxpIiCn2qmEeU9MiEem0LNofspG5GEiXbNoY3+1hoDmXi+mbi6fWGZzavo+IBeN9Ew4v7w0E13kTD+1UB70MfXnhE0lDOMW+A97E+vH17/kS1OFc9Dhhf1EVd1EVdAN5v4hpeeyX+6Ga4G3Nb4xOMzYOybtbc+eJr3Hn5NcbbAXgrQjl7QKoTHRvM4HSYMUzKYCNTndhuVwGMc0eSLYW3U3kLZc+mKudJSWNhrTOKQkk1pA07CGoVbe4FlkbmrNFuy7SAcdZTlgk1Qx36cUuVjtVywStPXGbbzRBXpNa9pEH3Teyw61KvTK2dDeAKk1i4AEji0joxn5YM3RwXZ+yCTSwp0rpkFyeLUsXJtmUrj7RpEaakwS66c+AbjmosBHZyDK0z3DtctQWxQlWjyKyBqgGTQk2FdQPsqSrn3SFOwsxBJjwnVAGMqQ1YJe8aCNC9vreNrzFJRxHDMExaG9cVMSOb0FPACuGOcESSgaHbgIZzxC74QNyYbTdoOsSBfhJW2RCpXHaav4UwNDcDPO8n6/sxLLPS1EIs8gGD571MZeYj5sLWNTxdLQBvlZB3ACEpAIzwbhY35uu7fMsrn+RSnRqzLhHn28CvM9HXkDQUccwKglItAhVwIgCiaZsVWI5bVJwh9c3PY8fYR03NkaB3o6u1MbxKZUnyGIY7qEdtPxs17QYToaRY6IhWhjSy0fiM8blCgz5LWxzH64z5fB3DmkTyGVkxVcZZR/KJWsKKb2iANxELnIQ3WzIBF8xDWlToAiz7RJcql+shNSmahOy+Z3hHn1CraJPcoBaAl0RfN0wuzOYH4M4wVTB4bv2AZR1RhCQJSQ+tvr4UwPojOt7Hani/iqRhZ3O2tzFrkgb3Sinnse8f58P7iEvD+dknAZjNnvqK73VRF3VRvzfrAvB+E1fZhr+tF1BxRKy10Z1EYb65weazdzh7YcN09z4A267HvXLp/BaSlXkfF6LBFWsXpWnagMO26+gQKk9ReZY2P0XVxCY72/mMMffU5EwdTX4gMSDlFbUGeLUiNUIYtl1HFWXMPVqd2VBZbiby6CDGyWFE4CbLaB0fAmgRkuwYT0WtYhKaULVg9KoUtFaqKMfTCpfE0IXF1pgNk9Agg5PbcFf1xEYMtZGt7C660UefVKKl3CjhuQ2IC95Y51TnGC3QQRvwNsekJ0yuBkSCEd1KRsXoa2LQHkioF0wM10QSKGJI885Vz+xCK9jvBSjSMUrcF89tcoOWxpYt/K4621lcHZNly3m/RmVGV41s8Zxvv/UiT925zeW14SKMXQ3w73DQ9KyOM4RWIEalJLZnPows6haZWqpaOkRE0B0grgNmwoBiKMm75m8b3z0ebgcuUJkefkKLSIl5S9B7CFw11B0+0tca26begJcwumBeG8M7o2gbngOOhi2izpD7XQsCFd2z/AHpiG2XXfCEYGmB1sRBmdPpgp2uvIbkFs8w0twntHLOhLlR24ClISQrqLYAEk90dcSKNq13oSbHEIZZjzJhE2wZ2KSCMobjRQO84PtoYfeEAO6KtcVW7yuOy5KijRkvsU9EjcHHvX+1SYRRaJ6jqnS2YTKj7+dxqJfKVgtZJyLXIvyp36DhfcSHF3hD6MOjGt4d4H1U8vC4eviceLxqRtO83WnttjdPWttsX2YYXkckcXz8XV/xvS7qoi7q92ZdAN5v4prGLdupMq63sG9xdqhHi9hKRdfndKvblNsvATA8dQV352h1hwqs85xftbdwWtPexL/UsBbb5I5upyGMxnHTNAYuGXIAXlOnzJtbgD/C8FpcoIoYWh/RIhIpX2rhebpcTbz15gOeuPMqx2d3eOL0Pk+e3Q8k7zuNqjTGUXES4oWya07bPCyqmCKRjMSlcoaLUlOiJGXI4UxQNRjebLV9LuV2PuOe3GLYTc63TzvlYP6qtihha+4MDSmlqQFeCI9giLaz9A2EDuwibqcWhpDLThOcIxxAJ3KNQakhVfBE8hiqssawSvONNQ9Jw7RvawMaThXJJfS5Bqi0xDtH7BCkcN6vSSyDwcQQgcU0gDuLmLVj2wczd2xhM6buuBlDa/2HzCWDC7NhYlG3MBFWXPmggcZYH8x8i5uw8UxtNlqpWkhFcoDELBNDMqA03S9UEiUfMHfHG8xL4o35C01qVwrarOPcCorGQiZoVUq3jGG+diwebDcIzjZ17AzKdGd3B0zE96waLiAh2xAsz6CGnKTGOgnxSDM77+esDuaMMo/npsJKJ5xYWIE2SUNprhjx+WZ1wMtOv17wRKT+zfpIVdtNIYohhP2aawxAhqQhmh7uGqYVLpjEoksSJBcykXyWalj3sZM01JBqVI2lROrmZIn0OKOQZnOyCFJgIyOpSQm6ppN9o4b3jQDWHsfwtm5M7OevMrS2O288EhiRm453V48DvDu9bplOATg8/H2ktPzK73VRF3VRvyfrAvB+E9fN+6fcORs4XW32txmJvlaqZFZ6QB3mpGGDre6BVqarR1hSurKBzcRv+rN80q7zG3a8vyjVOuEOQ44W9u7SFrliYDnkAaN0mCpVnXEWGtK9htftoaRBIh3NJXSOi2kOdIh5myQXjk9OeMfLv8nB5j6XN1vm06LpM2OCH09ojZEo8WjHF4LhTWUWoEQqeLCIT0ynHG7C6mo7n++ZNGsa3lxb9C7KhsrGzxpQ2ZUwdEJNMEjHRMbMm8ds7JFceowOEbAdwwtN0iBkXyN7r1dFqKSSA0x5Dj2mFgToS2GbHSGTLVhsdwPRPThDDHFnSGFjZQguTd9IDLZlkzbMZFwrd+k9Fifn/ZYk87C5qgFKd0xvbi32kuJzXarhaxw2xMZIaJkVmLQnU+mHKWJzNwEhV/lyMJ1tU3sfcBPWliPBzvMe8JbUongrbFLBvAR772CeGPMhc7SBubAW2zG8YhNdDYBs4nsNr6cYWsOhpCWTstddHwwbRJwhdfvtU3nk+2qAV8QRkWB4EarOA/Aq1NwAmYfkY+g6Hly+RLWe6k7V5rfrMZDp7Xej7fhtMJu5gdcEBPvqOZr9w6wn+QRlP6eI+kR2MA2gLjg17f5SRASrUFtbXyScHQ7qMSKJ3qKbg8DEEEOgxOCmiCMpof1hW8xMyGwWNmaTsdUJJY6tWQOhb6rhhTd48e5jgh9hePmSx39pPWSMHwLeXfhEvJju5QuP1pd67h5f+t6v+D4XdVEX9Xu3LgDvN3GNmy2Y4ZMFI0cClIwyac8kPWXoqCViDUQ3DFYZjw7JFGQzMqUjBLjps3ZRdmpjdlJnrXUaTGryPsgnbS1/yVTNEW7Qt6EhPC7YVlDvY2penVQHXIyFL7h8/jSXx8sxVGQGpmR7wKQBJtVATPGm6wQH76AsEbomY6gPGVCb49IEGT5hKFfqimun54Aw9D0lN5SXImgieW3DNoEudB8oEW8ne8ArVFWqK1VSAHrZAd4Z1cPvNqaKmoy0Ad7kW1JzB5i8p9LRTQFYKl2kv0lhvlmTa2WbHNkzvNJauRqT9ThignkMDzY4h+gQQ3Qe7WB1if8aFD9oARprSjIkhaRB3BHdsdxCNokWfTSuuWxtkdMGv4ad1MOdqj0zi8S5K7ceUIviOmPdX49jsCHKWd3CnuFN8bksFh0l9VSP6Nq76riUdoyF/nrsj+ksFiM7Tn/H8KoXulqbntXBwjUClWB021DfqgsglKoxGyOWd8hpr4cWSbGL2eWYxHCXqO4Br+UZYgF4y57ADxrZRCCDec+ZT9yTNSmldl+8rrvsrdy8fYa5G5QchzSFKhYyj9ksljBlN7wFykRCqCk3hvehhlcQiuZwV6E5NrT37zjgUK+x8GV0bRQGH5EmafDUjh5VpD9ugHckzedkBKnGRgakLaZmbR5NDx4yrl8qaXjj0FpjeDWxU0p/9aG1N0oa4GH4BAS7K29YkLbd9AjgXSyeZdZf/4rvc1EXdVG/d+sC8H4TVykj3WQxFIRQc25t1xytfMDPT1ltRkqeUzrYbE+ZyT3UC15h1ENE4B5h5eTmOIVLXeYdB9oM8KUBj46iwoFEpO0oGRPFxBl3kgaIC2izdlLvKWKkGpKC3UVrZjPUjFwr6kpXTyhNduBu4A3k7UzBLDV2LhG+tJUqu5Z/htb+NqZgmrNwOK4B2MwXmIQjQG0DfWoP/WW30mHWoncJ/TAIYw5sYhIIZrSuAZUAvF3NjDIHIQA0se0mscDo2CKNdjRR1nbMbCR00ITO19VIVuhqYZMNESU3CYB7aGu7WveMaxVnavIJQ1B1alsYCB3FOxJKqnDGFSaFMZ+QfLb3mRX3BsQChOSqe7ALcMkinhdAqIxNWqJATYnjcs47zl7k6uuhC/crBwyy2EsagJbQFTrj0WaoJWj61iqZKsJ5Ns5EOWtaaXGnembqj+nMsQZ4E7EQiM5B3fvw1rawYgd4m22zkVn1MUyWagRQ1JyoySOiGG2tc4noat+NmAU7vrMlq6lDag6t8F4KEb8GJ3Tz5rOQeuiEaGIm0tj+cGkQKuJ1D3hn5kjNTb5RsOZUMfVd8LZ13M93KSPdoTO2UA8hPIUDSDsldVjxYHgFVIPhRTKaElJiUVcouETKWgDe5jqSZqTZUTzHt+T5juGFQbZIW/j2Y3MCOT7an3u+FMC+uYZ3x9h+ZQ3vTqf7KOBN+SHAfpycIW5/CHgvXbC7F3VRF/UV6gLwfhOXTwPdEFPhNScsxYW2c4KVFEHWp9Tzu2y6A+7PnLvuJF+BGqXC6Gk/8T62i79TeMfRO/nO9HbMIt43ZuGi1Z1TxJeOkqmaYlp9FsTnnoNp4QbYgiogJXSRO8AboFLprIAJXT2npvYC7lAmTHyvuRR/xKXBBfUKMdKEW8I9wiRKY25LmnF1PAEX1vM5whQa3tTav+YN5AlrnWE1Xt8RkjU2SYWSI6BBiH218wWGALyDhV5QGwsaDGNoeJMNAXjY38XBFMrjQfvGFof5W2eVbQKnI7kGk2g7hnfHsIYeuu6tnkIXbNKYcE188eqzPJhfQ83Z2FUmgSmdkKwP2UBj0Hub9vqDVLWxuYIiHDbGF0CqUTwkLgqYJhTheLOiW03Rur+8YCAAL5LaQF+lY8K0MnlHsLNxTFpbdKTGEt5KM6iFaIYntt1lckvAbd9wSBqIIImuVNCBqgWs4ppjaNPjSS7KeR8AKVtFRRm7hEssroQUhxEBc2u0JJBkIWmwCJ6oaQ6WyP1RswMLllubJkREMOvi2EmFGqTv3uu5yiMMbxvCm5khNeEGlRoynHasWZfAC1qCzVUf6SThaUZqnYXafuOJOJbNIuTEkyJJQk4gXRv8DB3xwIgodBCdkBzfdc4LZHa0Z3jnR0dkBJ2cwTchc6hG3w5tPT5+5OTzJUNrj2p47REN735o7WtjeHmDhvdRhvfLHRoAuu4yIko/e4LF4u1f8T0u6qIu6vd2XQDeb9Jyd8o0MhsqRQjA23SkvQNeqCh5XDEbNmzKwHY+Z90dsskd59ax8p5xdLRpawdS+PO6oZrJaqjvmJVosfe1MNMRRxnaNHyVypS1sZnt0W1iXnwRoKUEK0aL3sUF1zm5VsSEeVlTksdncJAyUcWaTAKcnX4wZBtiFRMjS+a6H6FteGzSEW+t9+vTXRxhOwvAawTDG7ZkbexLlLUHw8tOO2k5uNAUgHfH8NJAcvw/dCWzloN4TrMHc/cYIsJRH9hFswnxnssxgP/kilhLGfNCqoVNdsK9QWP/7XhX2RmShd9x3bGTDQYWqU3f2bOaLRjyEVUSg12iijHm03BJIIIKUg0Nc+hMhW5nv4FyWFKEOoQqOIYD2+JFPQCvN6AsOOUw4ylTvG2ThONBskonE47v9xemmGgwkg6ZAhIg/tyH9pkyNS0Q18bwCsviLQihcrhNzFr6Wkm1Aa+EaAz+7ZZIZw3wCgaujF0O6YRrsMW7mOrQcuC7RLkdSAVK0tDwpi6AojgxhGioGEZmqosQSUvZ++XW/VChsNOg7/bwfKxQd/rhcOkAoa9gM0UoyNRcCXwii1Al7/2NPT9keGvq8RLHcNUZoju2uosQuBqdgi0DkmBGhJl4ckQgpTk6P2rs/Ui3XNCnFAOm0znYSDdM5NQh8xnaP2RZv8yW7FEN76MM736599VsydrC9pFLUnpkaO3NvHVzPuJtb/tzvOXpf+WxkoeLuqiLuqhdXQDeb9LyYcBr5XBdAhg0wCsu4Sc6DcGfpS0zXbGthbUXzi1xU65yO13hviwpmxiaMoHBE97ifE2dnCy0s63EnX7aIGlNxhEXJoSaanirCtEOdgc3xEDsIHjZHahqWtH4e05nAUIOh7MAvM3r04Gq3sQU7FvsbTyLZBWoJMl0ZHrv0WR01+6jaaKkjutTtNzr4hK9ezCL7aK4WI+89bXXOFhv2GqP1bZtAtn6JhGBKQdb7kBqMkVvVHZflY0c4Cok39/Jzl1AfQwA0+zaxJxFLcGIq6LWPFxtIltoeNUT2RW1YE9NQgogRMt+VKM0lhtXUpMNRLu7byCrx+QSxZWiA2MewRdgkeK2Y3h3gLefHrLdh1WjVb8DtR772Zq8REWpXWLncTBdadIMlOoZl9T+ZXQyBcmvAcjdM6VJGgAylXkuOJXRx/jO6VAUqQF2q0B2Z76N4cZkxuVth1oMhlFD0KPSXCA8WNvVLOzopIHYqctvZHh3a5jG8Ao1rLq0xQubU0TxEjZnuoutbZIG1dC3lxqxza4TpoqqUSWGK02U7CXkPeKIOWoC1rdOwMhuWdNh2CwFgC9xfOU6hGGaKr0rqmA5xXflhqVZBM25UFMAXnNQTaDCclvBG+DN0MdRguem89YZaRZDa+oj2ivzLiMudOPIVFfksdDljnT0CLtLcPGP1hsY3p2nbksshK/O8OKPPKdV/hokDQBdd0xKj2eAL+qiLuqidvUNB7x/82/+Td7xjncwn895z3vewy/90i+96WP/2//2v+WHf/iHeeKJJzg+PuZ973sf/+P/+D++4TE//dM/HQMcX/K/7Xb7z/qjfF3Lt1t8KszHGq38nEnNkzW7oFTGbtYGXGDTOXhhJEACNVrm03pogNcZUdwCnE3J6KTg/nAyW9zpSVi9QW6MzITiOlFycz9og1B4sG/iM6jB+tje9ivAhsgiolxroZ+2lOTUnB9aRonRU5tlVQCIXcszeW3sGCQD9Yh5m9zI3UiRzOXpLkJm1T/H9fIkJhnxGAKbDZVUKwfbLVtmuGmkYeGkEi14FIYcrKW7kCx4qB3n3JlwJke4sAe8u22XpjfVR6zO1GBRmgOAJMRSgCefwAtDBvEU359NATFTRmxqbKsEo76L2Q3TqmjtO8H4iQCJqgsKwqBjBDHIkkXxFpjh5FL2LGQMgUV4xVFtARo7P1SvJDdK0wmrC7ZLGuuEctg03g7FO7wxvGqFpNuwi1NrJ5rG8DYLMRdnroUkE51sQjcrs9CC19wkDbG/E+ASjHNn0E0LwuJgQi2hYs3nN6QH69xDA9qglJxBCtoG6FwF2vdaLQboRMKWT9zpagO8E9R+TvKKmjWRsjeGN1HKvCUBFmoiNNWaqd5hEgEpM48QENzIZMxnYE74jICh9ALeK3hBShxly5MNCWV1sKSvMzLagF8AXk0d4/IylnqmtECSxiLn4AhT5fL9DenByCQFUaFvx4unFt+iM/L8CBzUByQrXZfIVeiHiVI25GEip/4N+t04nAOg7qQGOxkDfCnD+7XZkj1uaC19DZKGi7qoi7qor7W+oYD3Z3/2Z/l3/p1/h3//3//3+chHPsIf/sN/mD/xJ/4EL7300mMf/4u/+Iv88A//MB/4wAf48Ic/zB/9o3+Uf+lf+pf4yEc+8obHHR8fc+PGjTf8bz6ffz0+0tetbBiYpok8he6xZCVL6EXjwlgZctg/YcqmESSTdmgpDdgVtlOleNfSoYTJgukcEvREuzgg8BYFejLu5w3wRuu7pqnFxVoDvDs9ZQWbgzuOMe1aqU3XKjon18J8GkEqZwvFNTOrqYG9eK1AmTtRaXMn2GNnIXsiS472uFfEKpWeNBXMZ9wrygPmOB3qOay52Pn7OlNrx7sECFNPERUswtBpG6SjMXXxngLkKmxk2QBvY7issddeEA8wHuX0pYaGV2L4S6uCGGoTtWmM5zVid3fJVTUltNRmxSYhX9mzZsHG1kcY3mjVd7j0VIStTqHt1jlHU6h/xetew+tKROk2Z4jDmhDZySbCRzZZpTYTYgVq10DxtQCOxXaDjaEdDcBrZIYArU1y4ZZjYE3j+8Uhu5HcSRIDhtZgmdZFsK8NlCse0u6kTKkjl0K/vcpzt5aIK0pFq7Vv1Sna49LGLUUonSJSQ9LAbgBS9owwtMVJ0sbwWmN4jTqbox5+uvH1GkkN855qKRZkaQp/253kZD8g6Sw8ktbEK50nnPhNGI5pWLF1GD5rGt7JSKXSbwdUlbtXLtF7ZmYzTDusuYV0uWc4fhLLc0peokkxF7ybc/PZqyjC/IUHoRNPTkcLl+madENnLA6PcXeyb5lsostKNmU2xufthmB49UsZ3l0YRGNW3+jD+xC8PrQle3PA6+6PMMCPAt7lniH+SgzvRV3URV3U11LfUMD7X/1X/xV//s//ef6Nf+Pf4Nu//dv5qZ/6KZ599ln+1t/6W499/E/91E/x7/67/y7f//3fz7ve9S7+k//kP+Fd73oX/+Af/IM3PE5EePrpp9/wv99t5dst1Sza0ZKoOdGn8ONNHlPd48430xNDHxPvo2TcCTsxh/NRuTc9QSGDO6PFIVFyRcWCRUPA140FExDfK/OcADQ1ZRToqpEshoBwQ3zWPOW9WV+BSjDRonOkVmZlAApni4RI5sgmTGPgaf8mvjtUpbGIgmkAaPFEbvZExYyujqzsiMG7pk+Fok7RJUpqgDdeVxCqR5hCbJ+THJIFQzf0sn/fVHdKwxgg6wyqNT0oAyYRALFfCriT0EYWG8tUWJSxMZnaQPWjgFc5qHFhd58aAE8tSCSYxyKyT9aKVzcmrQFltG9AMmNp1sDxgKWMy5zDqSIO1YcY/CLAc7bK8faYg80hxzWFppumxfVCZ0b1gIWKcP7EjPO3Lalvie9k27oAtclf1J0ZR1wpS5J4SAkIwyyTtHf2EFE6D6Wu7hheesSgq3PO6iGTxPeiDWjeP7rMdrZELfZFV+M7U5qG10MGUemwFLdP3TyAkxbEU+iDxfeShuI0f90Y/FMiEKWo4sXfwPC6Nl2uGLXOCdevcGHwlgZYWhpdlR71SOjbBZAoCbd5SBoa71k907vBTtJQndnZJqD79SM0ZZY+gRhjyhgJ0RTf/hRa+TEdsD16ngf1bWQXXnz30yBCejCS7w6IOr3vJA1xPKv25PkRvRgL1viNX6bLymx0+rGgIuSh0OXZlzG8/mUM7+OihWMwtf36efN6RPv/iKRBRPaDaxeA96Iu6qL+t1b+6g/5Z1PjOPLhD3+Yf+/f+/fecPuP/MiP8Cu/8itf02uYGWdnZ1y9evUNt5+fn/P8889Ta+V7vud7+I//4/+Y7/3e733T1xmGgWEY9v8+PY3UnmmamKbpzZ72O1a79/ha32tYT9jpGbVWcolEqpITs7piw5xEInlcHAOsKtPMmKQFlIpTNP4ea0gijlpAwtja5ZYKGY1kLQiGxjbBZlqHEAlfADU5RTtUPNrjhPwBK/t4YSFa0gFerDkUJCAzKyOCcj5XDlCuUqh53EsMGhnXPHMB6VriWdyRLKG0VDc3chmZpOeBHDKfKvQBeAc9Qug42qz2bgvitIErbSRnSBWSdVRJjF0z+neQwl6WoUCy1g4XqF6atnI3zV9QgyQB/pNWjpcjy+srOL1ESYpYAvUAvK64JJaljxANGxHvcYlBpGCjI7Gt7gCvB9NtbbjPU2aXiOfSN0/gKUCW9hxPpemuJ/oyhr5WhG4cON5cpt8oevgSIuydILJHaEhtR4ICddFx8rYDrt9dYQjbmkED0IYtWWhll+WAY71FT225ccHuhoMIdAg9jruTNBZrhRnqQm/Cti6oORhzbYumKXeoB/NcCPbdmsRALaBvJSKYTQOkD7NF0/IaeGoa3hhwM1fMQKwg1JCQ+PSQ4Z2saXhXAXi79n0C/ZgoDok4d1iOzkbZMbwSVmraQL274DInucXPSZziTvVEJyGXqE2mMzuPdLj6xBEz61j6iBG/6UVIfCOUYqyRvKaJ+0//c5z4r6M2sF323H3rdd714sssP3vK1U6ZnxxwsgO8DuaZMR9ywlsQ7jHNMyqC1kQuwa3ncUJRbLF4w/mp1IlqFbyjWmWaNvv7a4n7avWIWrZKLW9+LjVrrwWUUt9gcYbMqfYAs/TP9Fz82z0H/16pi/3y5nWxbx5fX+/98tt5n28Y4L1z5w61Vp566qk33P7UU09x8+bNr+k1/sv/8r9ktVrxr/6r/+r+tm/7tm/jp3/6p/mu7/ouTk9P+Wt/7a/xgz/4g3zsYx/jXe9612Nf5z/9T/9T/spf+StfdvvP//zPs1x+/WIqP/jBD37Vx9RBOH+p49L5C9TtEKBPEjUJy+6cB34tfAzEGVMK/1xTtmpsmwvDwdkp3/Gbn+POlcuM5YhqlUs1Wsqj7+QEE0lSgC5Ck4oFKIkEtQFIjS2uTKlDfQxJQ9NnYpXks5aA5TvU22bXmgZYl+ThHkjPaq4cu/LcrOeXlhNsGyhtT9+rZ6UZ98dLtTjVkG+MOMkLCTjxS/TF8N7Ydgm3zOFQWG7Xu5fae7+Ga0Tc2DuoZyodYxpCxuCQGsgWb9IMc6yGO0UpMdSVdhper+j+I0eKV2eJucZ3VkURj0GqVCcmEq6ZRQuycB+BrrV0wy5MjP13Gm8STgNFWvKY9uGkYIIT/rA1TcwskYj/igsbCn2NBYup0pWJ4G4DSMfQmjZtZ0gaileyOEmCWabxsRPCtnaRRkZPLLEad+nOQdpQJRjo6pkqiolQW5egc6FYBR1xgUKHV0crnNdMzfE5BXCrlJQam1uo0lERzAzdpfkRkcOVTMlOyYnbV6+S/IsgwfAqwjgNVImgkFKNlAqG4TmRGEmN4S3jxI0HJ0id0MZ074aybOhxd5QJd2c1rFmfJ0ZXqjljqZQkYEal4uasthNeEy7K5FtOVitW3ZJrU+yPKa8RW5O5Qeng1nBKWZ8zzxOlVk6niWU1lMJwtuLu9j5PjJnNMPCFz3yCy+sNpavcu7/ixasHfN9LYCdrutMtp+N1tvOezcGa9WrNr/7qh7HxNp+/fYWX03N8evUW/oBvOXHoztc8uF8YH5zyxc+/wMf+1/+V+slP7s9DXfdxRM6pdkbSm5idUsrU7vtNRLZ88hMfAgpd91ncX+OjH/3Am5zVJvr+swB84rd+njfIGvLnSfoapSwwe/1Nnv87V1/LOfj3Yl3slzevi33z+Pp67Zf1ev01P/YbBnh39aVWMu7+NdnL/L2/9/f4j/6j/4if+7mf48knn9zf/t73vpf3vve9+3//4A/+IH/wD/5B/uv/+r/mr//1v/7Y1/rLf/kv8xM/8RP7f5+envLss8/yIz/yIxwfHz/2Ob+TNU0TH/zgB/nhH/5huu7L4zMfrXs3VnxhdoflSyOfuguuSskdKpU+b4FKMke1x5Jz56l3M08Daf55Sgp/2Sfv3+GK3yefT9zkkCJw0EcT2+mZpMNytDR32k7BkLrCFZIvcR4Qo0RC7Zypn4WNUm16TRy1AtY3NhV2VG3oPOMCX/MBeXMb3Nn0Sh6EA3KkNDW2SzxkDIGUd7ZLtk/NUk/00jclZiX7SMIZc8dsiqlxF8FNeObePdZtMCle2zGP9LbdRnYWPsGmPWO3Y2ybx2t8Yyg9yYXqSvaJWhWyIbaTNBTUBUXZZd4mS8wYm74zkSpNRlHY7aJ56SiAlCkQtkhodT3Y6FVqU/qPHBNFLVhDCc9kkYRIj7hQU2FmHTMfSb5EHEYpzKbG8KqQG9vbViIkPAA5kCgkr4wU5qF+jahgERRjlMw9niT0sM3jmIpKNAUO0oYTDXmHSZM0NI9oEGYeA00pNVsyWZBIuE1sJJjgOF7iGCw5M3earthj8EwAlFRjQM3EW+y1se07Sr8kS7OhsxSylvkMb/Zu6rFAETE85ZA0GBRRxODa257j5Dc/HQ4NOZGad67oIiQwDCBwfOWQ5UnCc8JTQrse19RY+HBGWBxd5uC+wZRIXWZ5dETnhyy7iTTCNE9c1Y9gnDM80fOWa9d5Lh2StkBS+oMjrMt02nF1seDqgdL1a+aLOd/1Pd/Fnc/+KiTh6tUZi82W6VvfQr6xRp+/yvJtf5iPfP6zHC3PODxY8IPv/yMc5Hfy85+7w2pc8Pu+75/jWVFeff1/4NhOWV6+wqXFOe9697u5+qf+FPKILdmrr95hKiccHX4HZ+e/xWL+HE899S8C8PLLr1Jty1vf8iOYD9y8eZ8uX+KZZ/7Fx57Tal3z8isxt/H8c3/yDef/Un6I7fZlDg7e1SQS/2zqt3MO/r1UF/vlzeti3zy+vt77ZdeR/1rqGwZ4r1+/Tkrpy9jcW7dufRnr+6X1sz/7s/z5P//n+ft//+/zx//4H/+Kj1VVvv/7v5/Pfvazb/qY2WzGbPblU8Bd131dD+Sv5f2SJpIqfv+cVApFhbHrSF7QXCMi1GeIzlAmzi6/lUkL4p9n0vA/PSwTqXs3s3zCNAliMYzT4YwIRTtMC0keJm7F0M5OVxptXXFtbKVTckfaRQUH7gh3gQayYMfVNm4wjeDOlJcknFUfEa4KLGpm50CwkzSE5lfC8UHyI8NjGvKCpuGdCImAtnSsrgq+i8adhMurDZtDfQPDa3RvYHhn7qhlimSm5m2sFi4LVWIiP3kXXqg1kW1knECyoW2fqJd4DhLgXJxsSvbKbpptZmHJalrJVZl7RsggjtuA7ACvxFR+MtimxE4kohoerlUr6oZrBpMIPGAW96VKz5yDYUA4aJKGkYMS95soXRnBZA+jVdgPrWU3shsjJQb6JIasYgtaQEP7d6UDqaE59tDPXurOeEAhU6mSWyCDMokgAnOMyQ2RLQ4UjaG1Ys4oBINLPFbNGFMKqUitzQFCsKyhV/XQhhfCuzZ88TxSynbHgOX2nYSO2ps8glqRHAyvehtaU8FKpeQ+pB0WMb2qJYY8nT3gFWA2S2RpsgqJbdq5RpgKSCKJ0muCKlgXt1vt6BkRhGE2w1vwx3gt2OwrFhruQRQTGAXmAnM6ZGeOkJR+FnZ6nXSITCQHe/oJ7n33mu3qaa5NV/EvGJriuOz7AzLKpRTnyU2FcukakpYcDvfopkJKmbxc0h88dEwA0KQkS/T9IUkTqr4/d4lGol3fz6nm7X5503ObiJI0LMz6/o1a3a67wmJx5bHP+2dRX+9z/jdLXeyXN6+LffP4+nrtl9/Oe3zDhtb6vuc973nPl9HeH/zgB3n/+9//ps/7e3/v7/Gv/+v/On/37/5d/uSf/JNf9X3cnY9+9KO85S1v+d+8zf97KKuOV6OerEllooowdV1E2+ZITFJzRGfh7dlYLVwD8ALzMQM96peZBM4ZGeQhHN1peFVqMIaE722keTVuVgxtUbu7QaTEzpasAdQatmbquxti7MlFGdOIAKU7xMU5OQyFaHKYmUayWtPwqjcTf9ltYQ4gLNqm7qFvn61C2GC1YImuOGjILNJkDDJvg0s7uYRj1kITGuDtPMInKjla0gAegNckZAIJj/1sEk4GJbZMTFoLvrTkOW1uAYS/LgEITIUZFdMGmqpxWINpdhyp4/4zBoB2xGDYs1y+H/4rUkkew4vebL+E8HqtqdB7CsDrYM0Mqy8RFOAq5Kngos3hGJL4XsObWgoceAugsLCAc5qNl4fuGwKsEwyvuyFeeaJ7wPccf5QlAyYdtenKRwkv36WF7ZlKtMNNYvhxsAkk0eIg4tj0ypQz6k6uE0WcqcuoBvstVYnxQHC6GExzJ5vjO78Hz+y8eauEq4GYhYZXKqTEzAu5OPcXM6pVBulQ2w2t7YbU2rGMIYyoG/1MAmRKLCRoWzN5RCmb5HA+0IybYh5+x+aJ3B+imjk7PMARzp/osZlCrVyy2PZBhbGWkHVoprcEUxu+S6A53nOpHU/mzFIEJUES5n0bLvOKpvB1Vp3h08ShxrDe6WZiOLyMpxmHg5HHQkrpyzx4d68DD4fW3ujSsIsJTnuZzFeyJXv4+G+4S+ZFXdRF/S6ub6ik4Sd+4if4sR/7Mb7v+76P973vffydv/N3eOmll/gLf+EvACE1ePXVV/mZn/kZIMDun/2zf5a/9tf+Gu9973v37PBiseDSpUsA/JW/8ld473vfy7ve9S5OT0/563/9r/PRj36Uv/E3/sY35kP+DpS7s/qlX0KPjrDL30I9GUnTiFbDNGEpB6vWNU9XIHkmMfJQcegUCaC4i6pVm1EQmGZsLbrawaYqVQvKw1a/em3WQruZeIuksARFu2Bp3BowbiSvFYqnAIGP8LvBroUvcklhP3U+DxDaeUJ8Z5Nlrcu+U/zuhtYSLsEuqoeeNGsAZnehJCONsb0HY+yTvla8wkYXCCcBkCSApNERlHSLbTAPlwZSRLl6fH4xo+Ix0Dc5aedlUCt5ila4EqEQ2SpiYRnnTdKQa9O+ilNVmVfHEm2PO0c14y1C2X1o+yzkHMGwh1euNzmAEJ6+ES3cZBt0ZHNghuCUXDm0xMG9Mw6WT3KCUaXSl4kRmluEoWUXlxHvWSWsu5IXskUc8qTBTu8DM5pzw0AibskgLU65RfCKCMfdAwSnSkdp0c5botW/8JDg9MmavCMWSBsbUI1PaM2VQ60ydhndTnTTyKqHKWdQI5lBA1dFHBelJAdx8i5+GVr4hrftiYVOnko4OOBISixrYV4mNp1yb3nA4AGyw/s5I1LaEOWO4R3JGLnbdQw0Bt4I2ceWGWPqMZ0jZnQaccRGhJqYJzopKMJmueDFb3uWzeEN3vHqKeKV41IYxNmqMpbCqMHiegkJyo5B1vYD7jTzrbMZGz+PRYjCLO/cPyqqIQfSNMO3W47EkJw53RY2y+PQko/OsBlJKX+5By/w5T68bQHlBnsAmx/KE75i8MQujTB9hcdc1EVd1EX9b6tvKOD9M3/mz3D37l1+8id/khs3bvCd3/mdfOADH+D5558H4MaNG2/w5P3bf/tvU0rhL/7Fv8hf/It/cX/7n/tzf46f/umfBuDBgwf8m//mv8nNmze5dOkS3/u938sv/uIv8gM/8ANf18/2O1l2esrmYx9Huoz982+nno0wbXEa4CWTCObGpABCciUpTD6hHsxXkR5xyDUareqRyqW1Umtuk2EBB0qydk3bTckXaK15mqQBD2mBSY96ovOy15YGuJgIojYD4x6ohVvDBB7gt3QHnM+jldxbbGu4HTwqaZD94JtJh6uB6J6tFRXEurCZyk7aWgNdiWdOTrmdRkY61mlBbnKJQCweQ3DsHBjCvkkt4wRz7cBMhwD9QMlO9hKA10Cqk0rbU03znLwBf+v2DG+y8LgVjaGw3qNtDqEpPqodTkJsF0kQw3FOIrmHEwPdfv+qRODEJe1Y5p4VEyY54LskxCtVK4tJmQ0jfW+YRjJbXyZGkfDoJYIWFCdJvGdtQCV7JbdQgdFLbJNFmhptGG/wHbebGxtdGy8bImWVEXHBpKOkeOTQEtkOLBwcEkYRwz0CTNY20qcdW6sRIOPG2PUoG/oycjp3ppTxXCN5z4M1rh6amtpCIrI7Y/OoFsvNC9oa2IRumqAvTLbB0pK5KVc3A/c7uHlwzJaEmrXnSHQ+aLHEOMgQ3tJ1RDy1obyHdnRuwphmIU2xllZXJRhehEom+wb1cMcoi56atf2GnCMbGRKMolR3NrOeVDLdWEO24eHnu+uiJMlom8g70CPW/ZKr3TWmE2JvajC8SWfY9gGHGtrksRgn3Yza9fRlRj5Zk9Lyyzx44SErqyn8zXcM786SDHaM7Ve3JXtc6MRFXdRFXdTvdH3Dh9Z+/Md/nB//8R9/7H07ELurD33oQ1/19f7qX/2r/NW/+ld/B7bsG1/eJpm8xEXEp8J45wxZ30Cm1cMghJ1Xq1R2or7sYWel5QBMUQtLJNkP9wQbpdLhVsLNYS9sFSatMYi1u8minR0yg5A0VGJev2iHutJb2ZOwIIhN1OZ4AMPe7N937KSNgFPyAetZDER13miqRyQN4kKqhUv3brLujzlZLIJhdkWtOQskR2q08TcZ5jX0xqYJ1y0zDCVzzgFXmp0X0hg5SaHhlWiN9w5Kbrxr2JVJ8TDtJ8IFlHAe6KqBOX1VkmlE3hLMqDh4VawtBLIFw4tA0cSR1XgVCT3sQdMuqxlDsmDtiBZ5spA0yJ6HDdDmwO+zSyxnSzbTitiL0lh2w9WYG8xLi5BujgF9ATwY7LCfqqSsTRAQ7XcIsKsWB8FWC7sdp+bhxEGM8EFzb5BI+aMBdBBEp5BXSMZSbP9WQlqw9GBWM84khmsMYA5UFm2xYU1sIWaMzZasn0YmaSEcySIFTwIs74bcqjhiRs8UgNeJBRJO9l0EcGU2FjhwNnVF0WsocHWz5nNHzq3LV8n0HJiFbEjaQkN2Y5fh0qAITFuEg2CXd1IUrPkn7yKBQ5XsptF9UTBL5FAqh+WcSzsmImzjyAbuplgkuAtleYScVfJQmUJdQgsaRFRQTSSL1MReD3j31XezOet4AOGJnOI3pTqjDgNZ4GCWqcCt1cR6eYnL9Rg5u8XyiScey/DuQGrSALw7H97d7XEayY8ET1TerB6VQFzURV3URf2zqosl9f+O6+br/z0vvvwzWBmpOmBSqLdeQbcvw3AL9doiUjPila0OWCqNTVQKEoDQE+IdUxvsyha8WQCNjFppGkeC+EQoUkPuEFADba1KaYBXmnrRgZqUXDN9LTQ3q8Z2lkgB82hfe0y84RIOv2Jh0TX0B1zyGW+tR8wsJAHiO8oqXqufJkbVpm1NBLX6EMCgbVBLnFVWci0Eqx1DawsqWGKrM4JBjtdWNxaLieN33IeWCDbz/z97/xpr3ZqVZaNXa8/T+xjz8J7WeVVRVVThJ+zafCjCDocP+KJSoCFqjAjZPzAm+sNAIsoPIx4SNQYEgwF/aOTHlmi2RQVPxATDQSPolrgNQQ7WB8qxpFbVqnV8D3OOMXp/ntb2j9Z6n3Mda60lC9aOo616U+875xh99NF7H6Pfz93udt+gNuAuwTAmu9hfA/B6N4ZmXGWCCUow2M0rrvG7apH2NdROGY1H/DmKCaawMRghrNY8pBFWwp3BVKjp0rCsUV1kjS0ekQx3EMQLxUOPqzaxMWXbZ6prsqwG3SJ8Q8BUwZ3tIeOFAzURY1JQaWts8pRBuG4BkiXDG+ZkgxeeVwk5B+k+UZLpNRkwDUu5PcHGnlij5rUYjroVcWPujaIlk9pKSls6hyGG2oa0FWuqiIYnLcTg0xKRYRIeuIN5DNNxxTiOtAClLozTnMETnefSj/qh/R7zznM3btFkiAFEz6E1abjIGs6hfohlyLxDjJXhDfFPMLBteQ9mwdp7WPqZCGZKJWUSKO66LkDd4NR2KM6ksb92fjs+x4cZ6XFNWgG6QUnAO4fWwW2EqpAaaalXzieqIWkAuLGJc/fsxYHd6S3Ob76L3/Gu/xvvfvIDr87wrp+FRcPbMjEtge2asrakAr6ehvfqOcc61rGO9XbV8RvmHVz//Jkd/+/nz7m4fJrnHvoZnr/z89j9++BO73tKD/soF8Xo7HWmaeg6C0rzsnJv69CaszK8OAwU1MK8XhY2VpRZLIz90+xWvREJU6GPjEGfEjG5qqgLQ59X1i/a9C0cErwydLItrSAlAEIyZvNQ+Mz5Jrdty007XWAELsGqatqPLcEVwhVTKp5BGRJODeJwUZXSO6LKLIpLZyQcFDqFxpjgMUDk9qRTTxqU64A3NcHka7phedMecEQa1WZu7R9wY34x5CEescSOUHxGHGYpLOG11YK1rqVzfnPHDS4ZWzC82+6M5RKXHnpcNyz1tR0JycEKeCWPZTJ1QNNFfFJwKVQXbrTO++czNvMepaAOE9CsJPsagFdwxinG1DTlF6tLAw3NQURTMhhB0dRp9xyyC/1zzXPSYt/SxWGRXgQTuWh4Q1pwYo2aQSSCh57VnQmj6AKDNcFiZxquGN4uvgLeYKHDks0kdM9N8xwDLi2u1+wcVAsNrztsDtFpQOEgsbDZzhOnux2uikihWKdIj+CV/IwtmdOic4DhaYcTcpUuGgtEgpk3jc+KWnoSUzAPF4rmhZLMui9WgEKwyA6DPUBFYjjQCxfbGyBQDi1cSxZJg4W0R6WgU7x39wEpApLBOiXBpZU4Vvv4+c3TOC8v7GZ2pzcZx5FH3v1ehs32VVLWjMVHT5PhxR33djXMltfPwvC+vqRh0fAeb0fHOtax3r46fsO8Q8vd+WQbubDCc/vnMem0sqNf3oPeMVoMUanQFaCBzHSNm0exwmwlvHQBT8Drrgw9bKwQ2FDCsD/ZTbEBFxLwLmNskgNKcbNepubFYgiuFaGIMdi8DtEERu00OpKA17jS8BaxHPABH07WAbCtDXEvzRxilSkb2sstc3EjCNChdsXCRtqac1lIBjcBrzYUGD2AdGNL7mU8TjTCGlLSsDGn9i1uhS5Olyn3NQGvgEqn0nl892yydh4AxwPYFGbEnU5JljscAjK5OQaxxBi7rgxv8bCyEjdkntYYW1MYzJM1TSDhEoNSIXqgl2SAXTHdAM6ZGXU4DcCbrgj3OGPXT1fnjK6KYNTZUPGUtcgV4PWZmoAkInsDxFbIBUmAmegOpLwkY5XF8xxJuD3EaQ2G95CAV4FtXmkuwokL733hQYzjSYDCRdKgbhyGSGIb5gNNg+FFhWKRZCaq9E2lF6Wt4E5C6uMle/9GsRYaXoRhCm0yClpgcrjbLhg/9Wt5ngpDb6m/BiXlMq6INCa9j5bQ1XcjWeY4rpLX2Ly063tbgf3V0FqleF97LotUwkKGSyXY+0kUZWB3dk4tik4HtKXso3gwvCqoVvSwvPUx5RfxAykJLnt2Cg7B8N46jaE2687u9Ba1XN0a9GVe5NfZ2oXhjZ/PVxrelwFe3FaJ1ivrKGk41rGO9fbXEfC+Q8u9sxCxU7u//rwdXkD6HHGqDp6MlnjoK3tJnaGHHnCRF3SvyQTLGg4RrgjJp1owkmJDtqnhwJ4l3CHawxm/KsF9qtWw6dKQPVSbA/hliQcwD4Y3LJhCH6oxZCeOj0IZtpjPqAtnVlMHnEBd51VqkQcGKBkbG2yYiwfIlBHE2UdiL6rKrBrRuzhjDvUY47V9XFwnrgIiNgbilbHdAJRJ7gXDmztRk+EN6Qg0SoRMdCestJLhNWOmYtpZNLyOUBi5JU9yQ27z0IMBRDjtjrdgNNU7TRb2NZjesTvVBdZzGouA4sGwzmU5bIrrkAB7phdlMx9QCRnHREGbrcA2zkl0CsLP2FLSEpKS6sGJQwDPALy6LkDCfstSnx3nTkm9rIQdnDgUn4lkuGASmwgHRsSVU7GE7cI4CNODT+a5D/bbJK8Js2R4nbFNNIn9RjUAr1jYuClpfefRepdgm8WUkD040gOMuxMLiRygrOLgwtR23HjhE4RjbWFYrm0FTYY3hCcTVmakzOA9onGl0LTm6wbD26UEG8zicRIKbAO6azC8ItHWt/QlEcHNc3Gj9LIBH2jn54yjIvNEaaEhMgXvhhShSKEk4HUZk4w+xMKkLn7EcR5WhvdssS1z9ic3qUNazG036Mu8ceG6TrcgmkOfNl8bQFvA6/VbzKsD3qOk4VjHOtZvRR2/Yd6hNdvVTeXQHsRf3Gn9Ln23yyn+uIF76lRxaCV0dOqLh2u0SmeNm5b2q/jbxJRUBsSnuBlbtMxnjEvZsTC8PYeRFg/SsnjlIrQSQ1LVF6uC3HHvmDTEB4YeLLOkp26xZLqksJURD9jICSOifW1visx5n/RkjdPsSeMNqGcbWJwq8R53FcwD/MwibOYdQzMGzyG0dBOILYSxlEXPHAEGjyStzXQ7joXcC+Yqn1QlwgdClwtN0pKsBxh3oOQConulpwes+jK5H2ljN+QOv+PpM979fGG0lG4IOdgEPYE7UjLUI9vdJIgUp6T0Y17WCR4AJM7lBA7b+YCmDdgsinanLB6wGkxzlyF01enC0SUY2OrhkwuxsDHpCXiD2bV00xDCYSEAewtwZy0kDZasaCwRcpHhHCSGDKlx3XQgzEJSbpE2euY1U5Rb+PAilN7BWmhjldBsC2jKWxylVVuVB4KjfcRzOBF6yBU8jfe8Q9kFeBXnTO7z8P3nguHVGgyvxoFfhtYMQTmg7qgCYnSX1ZaMPO9u6drgnsc3rznJYA0Ll5WY11w07Bb8cNoFNlJq1MG2p4ynkSyo+2CnTa8zvAWZJc/ZmP2Y0FRLst7SXsrw3jw/iX+b46qUO3cAXsOD94rhFVE0FzHmrwS811PT/DUG145Da8c61rF+K+oIeN+hNduVvc+hXWAXD7DLHXN/gT7tmVvcdIUFFcVEdysFvFHSA5b09zxk67H0ztK4ziF6BqmcXT5PsQiTCN2kcJletxBsY3FDaOEa4CWcH1yY1GjjjmITSACpBRB1GlCondQbx+9VLIz8ZRstYG+oKyd9SBYx3AZcWzK5sa+LdtCUbP+XnMqHoiOCMxeha9g/bQ4P+KL/9ot8zq8+R8mAifAFBkirLymYLz68UFu030+n2ziFJndpeokuQE8dTQlIMaFl1G50ixPwMqPuNB/oyfAW09z9YPI2ehoLBw3AHtoUYVLPFLEFMIwUsxzMCqBSBE50piIJeHXV+EoyvMWnkGi0iUIwgZMLZQ7Ae6gbdrrFSrhGaKaS4QvDGxpeycVXE3AsdLAWwM1SwxuSjkXS0HAk/Hs9z43P2XrPI++dAyeIw6lPRCRGOIssCwvXQrdlOCzGJLuWCBwBSpuCgRVn6A3PqOumsRCcS34uiMhnsQCJ0a2IfU/8iaFofZFW7yHa2fQDQ2vc2O2C4U1JA+oUbSxcrabcJbBaKJpNS8Qv56NwsAT6QuhsuyumwTB3L5kSJ1fx0Diu0HsA8oOGPr2Zo6VycucmiFAvY0Fo1VeGV6WEXhywGsNpcY1N1yQNQ2h/c2jtVgLeNORgePSRuM5ex6FhGUyTDH1xm64B3sUA6Pot5tUH1xan8KOG91jHOtbbWcdvmHdoNWscTLmwwmF3l/7iXfqL9+hygdhMI4DrEpiAGGZw0HBsKO70UpFhh7hwUU8B2E4HxBaGbgfAQIW0h8KHDDAQLq7vTwmGVyScIYqXFQA2VUwbY7JsTcMrSX0BvJXaAV/8bjW2lVP5LsJBdijCKWNIBxI8oTPqKT2QZZp/weESbepsyw8SQRQmwr42EOWxF59C6JztW1iGiWZYRWLo1PpassTiTk2Lpe18M3S30tjpixFp60LXZPlYJA01ooNn4nyw6FedmTElDZ4DdnlABTZyEi31nOh3y+Esb9RuPLrf5XsbUWxleB041R0fePgpbm4ucYxpWMj1AbSukgadG4MHew4haShzdAAOw4ZZKvvNSNOw9FKWeN44RoNZxCETTgMi4aWg+T4WbwroOMs2+sr0eku5h09pExcH3t2ZdAsoZ4RsxVC8L24UDiXjisnDgCEieBkQjGEOl4+iaRlGaNZ7XhuzhAbatYENDDZAiEQgF24x7JbvrRSWlErNBedDDx6Ehtdm0EhoW1waQp4SiwpKodBiyFCH8G9OZhn38DW2vH5LHMPlGPcednAuAqUGg54MvFt8yicZwB1zOD/dMN45j/Od62IvgrUGRcOlIa9xq1DqaWhp5YCkxl9thN7xlDTcuhnfD56Id/Pe98X5f9e7eHldDZnFRaCyhFq0VcMrL9fwcsXcv3KDx6S1Yx3rWG9//bb78B7r1Wv2zi/c3TB14SvrgSLn4aKgF2Bb+tpWDLBlYjQrzFUpNlOsY2Wg6AXIHS7rCeCM85S3KQcu6FrQ4QYPzm5g5UDTka2H3+fOLIe6hKaV4rtkeJXRYTRjjzNrMHAbO4A4rRSkz0CnS7SySx9AouXtYtn2ttXa7J484NSFUxuxsoBDh9TKrtLgBL+LpCHgFQE4peNW6VKY6oy0ziMPXuCwcYp5goDwy03UlRvV1UtWcLCWXGFh209xgYvyAmonFIS52CppKBbBAYgwtAQZcpWChilNOupQ8riKCGihygClIl1AhbHNFDon7cCduy9y+dCeiyKMbDLFLvSk6sJAo2IMwwFx51AkNaIRmCE44/yA7e4QoRX5jjqwaZ6Ad2TbhV6FJoXCFBpegVkLi2JYWCQNcYzCss6YtKdtGIQVQUgpUAcL72TrBdFCsTmObspSOjDJFnHhnIYwYChmnoZlAXJbak1L6nxjLTTkoiDSvQZP2YuELZnromstiE7h0NBHhl6YcvBOxMJtxEMLP2lcG5vSAMuoaHjPp57lfTedPr3ALBLRwmqIOe6KyiH0xxrWYrH0knDmFQuZSGp4Y/DTcA1W/pP7x3j+xc8NVJqfSLRiTkRFI+sl2nQEb5gL77p9Rtmfx+IIScANvbVgeK3kNQ69GLWcZZTyHs03Jm2Lt4alpGE8O+F03K+g9OyzfycPf/EH0ZOTV/l2eqkEQZPhNbuKF351De9rMLzLd9lR0nCsYx3rbazjkvodWnNvHO4e8Ht7PnXZ2Ok5l3ID00vEGp2eE+SarWWjmTKXglqjuGGloHJAcC7qCYKznXZIMrP4ZfBd4zn7zTb1pQIemtZDBiWEnjQGqNSD3RqMdaCtLfZOfQKFXqJ9G63cACXFN7il46p4MnIBmA7SaN4oLpx4TdujvPlJu6ZBXOJnIzEMEdTDQg2giqFeMVX2debG/buIG2DoNcC7MFMQAFe6hqSBwGrSF+5NOOk3WVjB4hJpWOpXgNeJ9rUs0cFksloCFgqW8gdFrryI8/V1PEeTDTzrl5zbRO0Tc/GU6yrCQDELyYQrxQWRRhFnkABR+2Qmiw/hVqFQ+wXDdEAJrW93oWGUZhScadhES33QWPiso1TQGABn8H6VMJeDfYbxQn2AybJgSRHMIvnIBLbBMnmv1ZA0SDCRODScg2zjGHvPlDEBs+WsIOK5HwHVFzmolJBsjNMBd2O0OWU6BVRWYD5rQWQfA4Z9ZOixrY6H7RsC3pl14qAhgh5KsNlL/La48HvOaqQIZkqeiuVxEDQZXi9ClQjc2NVNKOcl1OFuOdyXDK9L+CFf9hPu7R6P5+UnrZbKk/sdZxnnvALeEgwvDu++c4beOiXcF6IWhlcWH94F8FanlDNQYXf4NerwAMdQ3+DzjB/i86mbDTdPhjUB+HRTXwPswsuT0Rb5wmtqeBdrstfw4j1KGo51rGP9VtTxG+YdWpP1VT/7YL1PCE0n6FNMeKvgMmSb2WheaFUjDtYN14Lqno5zOQTgPT3sVqDq7JGcwBdPHR4gHsB0zhuq4LQEvM0PmDiDRbgBkrZR5ox9xjW9UXNjPQ3vVTZ4j5ayizHaBB5ayEs9oOZsbUxuUlliYtEpdZYxaAQEu7ZEpZkwBe3LIJ1qFRPlUGZu3nsxD5ujFkNfhue0/vJuQTwZXgm2T/1Ke3lit1kSZNUlAK46koBXTWKgCKgtj6v0aHl7HMumcYwVxRf9cIKAMpysgNdygaHWOZQA90oFKtViQC6GviLetogxlgCgU64PCop4WMupdzZzAq9M+mruEZKRDC8IbQh/YpUAc0bKUoDBYmhNBGapweQCWAxbTbk48mTi3QXXxZ2gx3nrivqUw1oBeM2JobW8hlarLkuLs6T1my+a5b4OQIkOCE5tB0IdGwOcIqGltnycoYhMAZTbwJBWXKYN92R4rWNiPKjxuyHlJyVdHBqaUcp5ytQjnENDA1zkkJZ1Tg3HNS41Fo+jLnHG4c27yCcWWYhpxAuPGdBhUpBS+YzW2HjYknEN8MYxEt7zyA3kztnVsu0aw0tRVK4ArxWjlJA0dL8XoF0csQ12ebkiatluubkNXW8RYRxf+9bwckb29TW8V9KH9c28YoPHobVjHetYb38dAe87tC6mA0saxKUVMA1fWAeRQ96whV4iRMDEmEyYi1JtRs0QKcxlZrdZnBGMYZ5ZLK3A6X4IxrVvAAkwnOEJrS+pTMZcCr5qH8MSLDrXMYg1+j6toQQrJaUHYDLlDW+D2yZueWLRhqYxycSsjeIw2oCIIZTU+wqlzKucwVkG+ZLhRVCUgwYrVxaGV5TN/pLSjamO6dkLmya4dso1hjU2Fy19CI1uAOzgLgc7QWSMf7tSEFoBLQFm1JTuBVOoPfbZJazhlhCBLvlY17znX7FepZ6FhleE7jVx3sykFtPyXil+xjb1w3hBEZTGgFHFmIuAzQHAHSxjldWNs1mS+4zhL8MZZkPdmdJuqpWKq4bThESCXk+97taNwUOT27Ws2hJrFeshQzi1AyI9HDgc0HRc9gDvbiXT/JZkt5BBHHSD+GKQ5nSPOFxfvpYcjCF/3ynkYF6JNLahTTgwWIvn6BCDXhryjpkSgBdHbKR6yDosdb2hJQ/wf5k2XGMyvJrXvosyt4WtjOMjYqCGuaDsc2wv5Ld4spoI2xCux8IvF4VXkoYY0jN3hlzI9QTsXq7A4sLwmm5yU86Td07R26dXenDAi9PbHAxvqZS+MLyW15jg7NHicW32AXsQ7i8yDEgp3DypuDmDCqW+NvhcGdlF0pAaXvMZ8+klv4u/Lwzva7k0HG3JjnWsY739dfyGeYfW5Xylh9t7pbzg6D3FXBD22DLUohHTe5DGzoWpKMV7AMjWubct3D+JG/1p2yV7mhpWDPc9jqM+sEyVi9fwB11u9G451GREetoVSHGJbW/sEjFw9QwziOGjtkSacgI+xiuoMVpoJXtqJ2sXRovXKLLsoxCN9EwVy2EowVdJg3hhThA2aKckw3vr7gNchI8/9CQu0SbfOHTxtXUamktHXJdg5RywuhqOE0ZUbwVYSUlDE6Fc8+E1q1jhajJeOqZhgWZlQ8toYXVdXQuW/vx86w6H7ZZWJPWq4RE7F8eLo1TUtpSF4fVIUVM6RZyqFl7DfkAtjpWnRhUshgVFKGm91nHGHklZU43z8UBPaFIpEpKGcFuO/RsthgsBmgxrK98sXDRGv+DUJzotsLAT8cX5D81EPrVlaG1hX2Fmk8dBkiUtzD4x1d2SO0JfGd6GioQXcVm8eGPgqnp0Q0TC03hleEUzBc3RtsnFhuMarLipsuzqRQ1gPWhHaYill4ko+0NcC16commu9vBvoNvnGORuLDKS4Q0GN462Lpivh/2eZEKZpwtHhFc4Q+rce4ZxyMLmytWgl+s2NPwC282IPLRdgTUOVMF6Bw1ZRE1JUC8pacBwmSiag382YhcxlirbcHA5H2ssXlXQcg1Nv7xeloymK8M7s7v8dQA242PXnvBpJA0vk0gc61jHOtbbUcdvmHdoXUxT/s2ZDnD6Cy9w+t+fp7sivgcsfVQHFGeWzmwlZA4aQ0mbDr9RRp7ZVHDhZLrELFr4i+ZALFgyTQnBFcMbdkkQmsywJWupxVTwikkP3SSwbYe8mWcQRTJTXcInVOQU+pDMZ+gucaNL+OhWUwZbBn0yIAAo1kJXi4M3VnCkC+2rmSHlOfZUwYRxmnCEp24/TsvHbhq4GmpCpXPLLjmxQ2pKQ9JQfAHXlnZVA0Vuo81WENFeJmlY4HFNVm2VNCA03dJyUKh4MLnBAqf8YXuTjz/2SLC8GdUs3jAJsKUe7KuYcatVHmmn3GgVJVjxWjpzUbwfKN4ChDiIxPvX7rgWFjV2c2dsFqz9OOIi3G+ntCKMNAbpNJEMlIjhKV18eBGQ0PiqKVoaG7tIHW+ETURwXbbNCS/eYHrTykvCw8GBicUjNi7HTmVixwtnz8R1sjC8sqS3CcU1htHcGNscSWQeCxp0QERoeWwbiugUDHfbRjIaIGLUxRVBA4DeH4Kl3NTGKHvW1BdRDgdYPHQjVhj05AI7eZFYljkdow7BgBetDBp630W/0a9JGrhmz+fujOmhPaf3sdSQKeWjYzdKRPiqQKkVOVV8sZQATB1bvIiHyhIq3msMrTkNtKGakgob6Pcj0Ea3se1HzuIY3Kz1dQHvyxlZSR/e3nfsdh8D4PTss9bHXwHZ19LwLovLo6ThWMc61ttXR5eGd2jt28LwOjY59ILOYCaIR2qSiybD6xidZgG8rIQOdXBnVyu9xg3nrO3wnppJD8ZFlhbkkrgGLNZXzYe4GUl4i+KOekgi0A1gdClUZsa+j8QqidZ3MFQCGOaG+41McYt27mChu+yiVAqDCZtkngsVSR9ekaU9DmILw2uYBshRC4ZXgCo9AKILphGFexhKxO52YdPBNAMecksFQ7sm0wzFF1vj0HCaVyo3eWT3BCd9hCFYYi1zyhQCGHQtbHPaHmkr8YYLPSUVaiVlDle6xlGHAIiuuEdP3NPHdusDU7LY6kZ14XY7jXhoifNQJRYNZXpAsc4y4CfSYqiqG4yFmgDccDYWwRC9RqAzIpzefoEneSYlDYWegKnQr4YTtayAN3TEBh5aY8s2t7uALPwwyTqD9hkfguG1PPquwkGGiLcGbLHSyg6CiaySBqWhnsZnOiBubOYJk/B3iJVCxWUK2QSL5nhCMdQ24YUrIGoUN1SE/Wbknju7EkuCre7jM2cxACcqHKZcHxZfu+7mlVh+hXTD3RmGwnDrJsPFhkEMVAO4WiwW1EIKgaSkQVLDmx7FTWqwtmVYuwDuEVLx+DDyXBdqdbQU0A4nG7g4LML7uPREKKVSpoXhDQ2vM4N2NFaPYJX5/mU8ZxOA9/HzDV/5+G3Ox4rq6wHeV3dpuLj8Jdw7w3CLcXj46gmrpOG1NLwvT2c71rGOdazf/DoyvO/Q2s2N3oXWhNlLxG71GiSnTylpAE/P1SY9GdlgeIs7Yxf248jlJm5ep9OBNCllkTQUn4hRogCb6p5Da3nTB0g2TMWpdghIJScsProgjD2Gd1Cnl7zBKXm377hvcwArWt7FOgtL7aIMJmwTiMbrXzkeLD68pJYUz8hYQLwyZSTwSIvkp75M6Ttde+Q5IGx7tJ5fwnCn9OKArgA2MMHCaoaucjufrUlpHc94WRiI9DhDXiJpCJ1m+KiyDK25Yii95NH2jiKMIgjB8AatHGD6tJ/k+SwJ+D0s0IBBZkYviDa6gsw7ijd0Zd0Whhe8xOIhY0OoPY7jjRsFPYXbZw945PQZSu0pIgmGV3CGlb+OY2E5tCYWmt9lEeJLPC+8xC9ZPaQOahk8IRrsNYK6sWfk9HCTRx7cAg9bM/caQ4nu6ewRkoZBhOogCzid9uHW0OZktjVcIFKxM+mA6ETBKX3LLD11uKFm1uwuiEt6iSwBEs7cNxH3SyGtalP/mhpmahz3BT9656Q47z9zfmcJFtVLLqwC3SfD25HswhiSkoa4PrqkhrsOLEsyc2hsOR0KVRf3CsG846fjygCjya4XRUqh5ueya0ga3BtID0s1BazS7oekQVPSYN15aDOwHcpLEtJeWS+VNCwDar0FgD49+x0vef6V+8JR0nCsYx3rt6+O3zDv0Nr3xtygNWHXamSutoq0Dr3RNNrfriOK08XoqXt1NYqHZdauDMxjAJGTaQrQxjLv4uAzYOskesHBNfxV3VemMhKuoPYAvF23qFtoE3G2bQHCMOsyTZ/mXAYHkysnCO0UC0VpWEgJ1YQNnm4MY7KdcbNch8i8Jztt2fKX1N8GEBk0AN/QK3Md2Q1C05nFlGHswTAujGUw1o4a6cPrqAsiwShCtNkFwa1f3ZCtx9CaKIMXNl4xKZnkBmsaQIK6xZYsYpWH8Im1zswujp2WZHivXBq2baQsjFe+rpqtmtYtE8Uqqsa+AD5TLSUfgMqEIUjzCKKQlBS4UROk1qrIKDGwJj3cBxxmCQ1v+GU4kixuE0lmPfTI4jEIaUsaX7LmIhaODw7a+xXDK4JpeAGbCyqwkw3qA5s+hD7dwb2kzlYwgvUukhIOj+E0PBxHzvZ7ihiioW83KQkCnUkKIqnh7dtUg4ekQdxQjYFLd2FO0YdqnPNukX6GSEgacEgPXge8lQzZDvFNt+hEfOGNiQ8s13+RRMPg3RPwXjG8LoK5MZIpiRJ+zqJLpyD4/s6WsoBKCTbZvcFZulz42pagDANaNThzhU5HdQNLGEhKGq4D3oXhtZRxvK5+l+sAdWF4x5f8/uz0Ay99wiLf+TTRwsfb0bGOday3s47fMO/Qupzbyt5MHuwuvaKHBtppS8sxWaGOMXvqQzVYy6E7uFBkZttmalfUAhAFgxnhACysJ1DdI60MVqDIMuADFIup955BFpY34rFNLKrDOSe8xRwRpZhw6B1JT1UjYoWF0DZaShpOFkDAhvXSdGEZXwv3VmjaEXYE8FrcI1LDq061QquV3RAa4q6CujCasfrYxpZyP68HLUi+ZgMPVjP2I8BcoHpbI1oVoVjIS0pajrnOq4ZXzLAMTVCPIayuirtx4BIENhK+C1hNr9YeA3yqqXkOECfmdA/Gc2BOrTPM1VC3HAyTGPIrOSzYAYQmRvfwl5UEWFYKJhmr60vgdLgF9GR4y8rwSpwrMZDUQrlQeqR/hQwmzoPnkB6eGmwL4O9YMLwrO9/ZyybY8JWzB6iYWAK7ZHhDZc2oBWoBjKEFayxKMuRLfHWcpkkGSA2v2ha3iCFGO4oFY5q+yHNeCKpw8JMYWnNDRNkdfJUNFO0BxJtGgAWp4c0UtKLKVkImcpUKKJRZIqLZrxjevkgaEoy26xpelsvO6b6l5ufdRZhtxq3h51ca3oV3LsMQg2sUkJDTiAiqSQFDaIut0i6Ckb1ieOMMlPL6t4VX+vBe7UepZ2w2T77k8QvD+1qShivXh+Pt6FjHOtbbV8dvmHdoHWZbRKD0rtAL3gu6bzjOVKOfKhIWYE06syXDW5IbM0N6AN6z6YC74j2YzMXxQH0KAJf5Vnod8C4T4lgwoylpUILhddFwaXCo87yyxr0s0cKhYyxGRPomA+ra0QR2pgEOAvAuQGmLXbs0F0mDrAyRAffAQwogEmNQBaeoUS2kHXOx8FxVRVwZ3HApq+5WvScYglkS8BqgEgEbZGwwJGALJKXeiSiueP2hx/Gp+f6MHiweghH+s8KSWlej1W3Owfe4wEZTimI1k7/CkswTNHo+d3EyQIRBDmiC8bkC7hQ7AMGcisbkv/SIw52KMbszJODtGhZrJgFkxYWSWugGq6ShuGd4ByBCy2ja4rGvQ/dkeIXFti5wuq/HWJon1uqpWyXYZ3d2ssEXDQI57GjDyvBCAF6VGBJcNbzJrgotV0PJ1qpmYIcz6wCaLsmueNsk+30N8OanYY/yIufsyhkzYahbYwKP/WECl4jULvEeaCVy1QSKONZ7LORUGQEvmhduHLo6LZZ0lmEMvmp4BwkN8qrhzZjnu8MJExse+BO5LcGlcDFfBMN7I4Gmg7dYIGxOT5GioYMX6HJ17q7gZujC+5RAc/tmGd6X+vAuGl4Idvflcogrbe6rSxpWIH7U8B7rWMd6G+sIeN+hte/BPjrRbu99wLwglwmkajK1Elo9k0ZbrLxqAI1qHfFClYnT+ZDDT8vNaBn6SsDrIR0IRk8xX7SYYOIrANKeDG/Z0mtNxtRIK1xQaEsnPiURA0IXQT3SrEzC51QWDS8wmHJCbMR8iy2ShtSD6jXAu3inrr62kj68btTSkUXDWzqX26cwEaoXhh4JblfHYHFa8DVaWEnXCCIKt6WG183W1qxaz9St0FMOLdwq1Bbtcgu5iQtkwpjSaVZpjJhGhO6D3O9tttqxEbFwZGi6BOwartHWXxhegFHmfB/CNMSVoha63RgqTMBr8ZO5GOadcQG8pYbcQiXCHTpXDC/h2ZvGaisgWVrxAEWCFXYCqF0xvHNeBpYSirD4im5Ap3vFzBPeOjsZ8YW9XBFZSZ/alDcASuh0xx7vZ7G+K2JpdaaYhfbYk109yAC1UCUt03o4PoylM+IMemVHhzsfl0e5qOcsutuS8oP9LgCvrAyvgml+ggj5hja6d4oqGwApaWsWgLqmDhixuMb0mqQhhxqbDhQBKSERuDds+Lfyh7jPu+nS44ysgLfDzSug2ffRqbn52GPotlKkIEOhsTgqhDxiPY9cSVFkEwxvmztdfhX0Pq9XL09Gu87wnp5+1iuf8OmS1lbXhyPgPdaxjvX21RHwvkNrPxs5BwRN2ZVTmo7UFzruQqsBdiIAQjFpq41YyBE7tRvaY1zpdDogPkTKmLAyvNUby9x89RKANxneJWIsbMAUFai2MLmVw7DFUYp1vAfIcImkNQjNqbsxumIi69Bal07pqeFNEDmYcuYBppttmW0JcWirBEGWoTXSPNUzSGHZfzzihXsA/91wybR5DqTw0OEWoxnqGV5AtNSDxYRZUrLhENrbGGPqyXyTwNHFgxnOaSXFqS3CEspq4zZnmz4Y3mAoO27CzIAVxa2zY4/gnBQJpbAPiEscl7IASLBS41QYwdIDlWmVNPQSEhW1XbTSBSS9XWmxjUNx3Ge2fULdaVoyjS9BvUnoOwlZQLC+yfAuR12UnsN6VSSDRpz9sE39SwxlBQtuKcdwTA6EWMWwXq/w88rwhqRhBWRecTWCf79KWkOUTQ+7uFYjvnqwRtfKYv1goiuAbpwEA59q4CUG+XRsnGFs9cqzV4g0OTQGDvFImXMRdodDMLwCRXueixLznwK1dsqwY6ahmgx7zcHIXIMOq5fvxP6hmd0wxcLCPToPRGJfUYFa1qeSRxXJwTwtXLbLAIk3Buz0nHZyStvFAbj12BPIpnD6ntvIptClpZTgOtgsoG0FvJqA98HFL9Dqv6fp/5fXrdWlIZ08Fss03XBy8hmvePhV0tqniRY+ShqOdaxjvY11/IZ5h9auXbs5tPS27RPbpy9isGhbgjnRuKF06cnwglVDvVEtY3S1czJd8sunH+dQ710xh0iA1bRFKqbUBLzXAYjJEiYBYj20jVT2m1OECLqQRW0g0MsiGciRGxG8biiL80LKCBSjazJgVji3GXBmBhYfXlL/ykskDUsccuxnTWZ4sMa5H9ZY1VbitW5Oj7KxDdUCFJR1cG/xiE0fXgLAiioaqs5rgDeiaEHYzsEE5/8YLR6ni61WSVCEEoxnMKWBWRPwujFzyegzowgnKO6KWQRGWM2hKF9eN50Wct9HmRdeOKKOPRheEIoIUuLv0iwZUaN7Y2szgtGkUHu01btXxK4Y3uZhV7ZqeD0HnTTOB0DxmeLxPi/rSS4+DKSBQlkkIIC01CKXhfVNNwd3dmzCqi3WVplXkQyvCeQgn2gDKQwtpD4Rde0U6fRSsJTq9MXJAEc44bx/JhuPATpPgHejNj5HjKFIpLKRet3spwR29xxjg8Nuimg4ZdXwYkIjFxdxUdNpEZoClFKC5c7re9hncluB6Xb44friw5tAsGlFRbCUNCzsuhHOHyIFpHI5X4akYTT2v/N38eADn4PNsdA4f/RRgHRpgO6G5XURb18QCpT5iuFNScODBz8bH6+64/Xq5ZKGcXyMhx76P3jssT/46rKET8vwvtT14VjHOtax3o46fsO8Q2vqVzcHMcF9RtoBaXD5rpv4jYgOlrzbunhoCgGvwWgVM27tLnhs9wLGfS7LganEsJeXaNeOPvMwz+UUfE6mszC8KwKJoTUJAFbMEC8cxpPU5gbgFcLEf2F4Fyux0Tp2fgchJQ30kCiIr6EQo8FGOkZnCtgd20heLrS9C5AM1WfE0jqFDmJ87v3/zu/f/QI3WkuQLtTpDjenRwgGOzSZy0W/MLzSWY9dSVBQfIrJ+Ze4WgTAeXhXkQQ0gjO0dKvI9rvLlG1jjcWEsA7BGSW8Y/vEaBd0pvVT2Fxp3pPhLTmiFx7ILiX8hVd+/QrwBmlv4PscWgOp4cqgLRw7AGadOe37lDTEuXaVgOROujQIDb2SsNCT0fMEpkuIRj5fYF+3azcgQjfWKwgXvQoh0fTslZBCWDf2MmZyXy6v3PP6czqLT0Qw1ohmShzp7gG1GK2MeDLMs2q8ZnYBmoyoziHfSEgr2og0umC6gZDYiIN0Fte6MOcT2jSnv3ACXpHQ1C+yoNTaN2+rfrWWEscz8Z8m4EUjKU+u2ZLVBfBKDV2x1uwehC53Bbwo6DXAu0mZTW769NZNhu2Y13GGpEij9fsR/7swqFpWyQsEw3s4fIrD4el4bnn14bKlXs7Iigi3b38hp6fve9XHr0Nrr6nhPfrwHutYx3r76wh436G17+kRi6Bz5/7JEzw4fYI2nnH5GTfyHhG+rZJWRd3TqmzoqAdn+e57z/H5z/x3TBq4LgQdXgJgqBuerN9oYeKvXjFtkJP+lklrSsgUinVEKtMmQJC64T0HrESYl/uqB2wZvcXzFwZaero0WA7VCINVisw4Bw4EeIS4n6sHW7zeGIm0NLzgyT46zlnfMeI82nYUG8FOOL34TBYni5LxwNUW3WbAXPFwJoCUNGSYBkQYggDaYj9FnBsHAxRJN4LaU/O6SBp0DlDkSrDRngEODlLoRRnanuLGgfuIGhPG5AlevOOl0CTea7g0KCJhvYUYg2SAhi9BIylpINnnIVnw5mxtgwhccuBkDvu4pjUsxVSYmVEjIx6geaWzAN6Ge092GlaxtoWvrKux25yu56trz6G/sO8yEaTncSkvsh+M+yUCI8yMnWyC/c1AirCgK5hc8bSS7huiwpCShl5KLMAKTKVipuDGpcSCokgkv806UmRaU+CcAK2Lxd1cYt8GM4aNUEZLD+C87gSwHsy6Sso0BLdgTAMHC7jT1rgOqDXs+kgmt06Lg0WhmFOCJA5JAxFyMifD60sIigC9RzKdZIpeqVy0GFqTjeUZi2vixiMPg8aibGV4Mdp8LwbLRPN4vlTSINst9+7/HH0dWnsNYJp1xci+QYC6DLF9GoaXo6ThWMc61ttYb+kb5mu/9mv5W3/rb73i53/7b/9t/vgf/+P/0zt1LJjawuXBOCv7zUNcnD5J7+ccXng3fXcGXlMiGPxYyyEmxjkN/z31kBNNO7is+lUPZJet5Bkj3BmKWzKVeTcnwKSJpm62h/aTEq1fiSEr0u4shtauM7zGYJn6tQZPtEidEqPlfgwuGZYwM/uQNmlOdsMz7jcBr0fDXUwBS1TiVI9Yhtu248b0EGeH90a6W2o6q8Uo1sKMSjLNauExK56eACKIB3hshMOD9NCkikDpE2jJaf+wf7NrkgZ0ziCAsspFNAGYU7GiSI/38kn5JZ4aX2QfvgVpD9boRTPJKx0btIRswOM8BCQNSzfo0fqWmW1/nhvj05Si9FIYGBnmkBs87/c5bcHwNi0MFoNTnQYuGVUAc2quVxWDr4oDlhQ1tQBuqHOoNaUHoScOltnC+kwVyQWGjRf80pMz+xIOtmZOk8pONiGtSAAlXugaIo4AaA1RY1NvcKcPyfDGa5SizFIC8OJcal1fH3dmCcCryda6GCIhGxGcKS30hgbDUBFxuhrhviaMAjLPmCuuq4IceokEwWsdA1uihIE61AS88bthBjfHS6WaoxqfKXen9EXuMFAkFk/k8cdmUGOyjopSSl2H1mSAfdlxqfdBjJuPPJRJbUJdPZyFw3wXkRGWzosEw7sAXh/gwYNfwFJGJfX1Ae+bZWTlmpTpVTfHmwTQxzrWsY71FuotAd4f//Ef52u+5mte8fM/8Af+AD/xEz/xP71Tx4JDTraLG7XF5HmkQhmnT59QprxBSGpl3Vd9J0MPUJg2VqIzs3S4NrDlxdbQB/EpbrK+SYOo4PoW0GkSnqGS8obae/xOHXcNm66U17o685K0Zo51Y+O7mJOxkqxdNqvF6GlzNZoisseZmIgghgXwLy1x7MqWLGBriXjkRGUFowrcaXtAaWlHZvmmixnFhbIEJWi6NLivNmhFog0/MGM0OkLxSrkadqd66EkXhndocewl7axM52ACCcDLIg0gud6iYD0T2iZ2eiBsqkrmEnR6kQC87pnapsn0Bte6cLBdSkYTRzv+wu+zKfe4yRkMI6Nskdm4sEsM42TeB6jVIYbOUgJQTVjcqJrryvDWRcNLeA3HgfAIKrFI+5uHAUn3iDmtuMo6tCaoBXBt6fsrvng0xHn5/9TfxUfnz1kBr3vlnp2sASEiDcTZDDc5S+u3OcM8VJ1ZQv+MOxcSgLckMJ90RDVSAM0XwLtcUM5hDBnK0Ixb2xuc1m0wvCTgVYE2R+zxQlQi1DKs7O26fBLHenQGxqFG9LKGTro2CbWGBjOu2VowN1rMRzLeOI3PnzssmnlvoDNzD/eUYRy5nC8xb2gVnjr/DX5l8wuICucP3Y49UV318gjs57srwwuClnql4S3KxeGXw9fXQg6hn07S8CaT0dbHvQbDy5vc3rGOdaxjvZV6S98wDx48YBzHV/x8GAbu3bv3prb19/7e3+P9738/2+2WL/iCL+Df//t//5qP/ef//J/zoQ99iEcffZSbN2/yJV/yJfzwD//wKx73z/7ZP+ODH/wgm82GD37wg/yLf/Ev3tQ+vRNq7s7DfpdH7UWGtpKtEWnrFgBKSk7WZ0t10dSNc7BiAFYRDS2fIyt4FLEAXgKSLGS3Lb9o70MQxAqajgDB7AmI494Z+hJFTDC8buvQ2vWktYOGndrQjfn8N1iggUc+cjBwGrrRaoq0hnnP9xFg24VVgyorE9TDEcGT4ZVIECveKe7c6BPivvrLLsxW8U7hGujXRqTMwZQHpuCIFkaZ6T7TXaheuT1HGIAIIA2Rgko6xZrjNuSRcrrOYWWGElnQrJIGp8QAYAKjiLolWWpBeuh9Q2oQbHbPlr+7rJKGsgLe8CEuFp4G/8Mv2csOEWEczlCgHw7smRGB0ykY3v2woZhnMplwapWSVG7zhWEMuUz4NC/XYFrDpffcVEsuxK55AksOgVkyvD0Wa71kglvqaRdJ5/N6i2flDiqdM9lTXNj7JiUbQmPCpHFoF3yc5/mv/WPMfkAJK7qGsO/C1J2dFkyUklKSWYdgeNNCDTVseEAbnw/mtAZjXFvo1R/a3oGMcq4URnVojZ7uJhAyjbMbW248vFklBIJjGn68ANtxE8dPA7zW7piHpKFa6F5Py31uykV8nkQ4vX1OEYmYZoklnUhnpx1zR3xgGK9cGkRzEE2F8caI1sWlRYINFkVUOMz3EBnCMxuJ1LZkeGWz4d79n4trcf7frr5jXqeumNo3evtYOkVHScOxjnWs3756S98wn/u5n8tHPvKRV/z8+7//+/ngBz/4hrfzkY98hD/35/4cf/kv/2V++qd/mi//8i/nD/7BP8jHPvaxV338T/zET/ChD32IH/qhH+Knfuqn+L2/9/fyh/7QH+Knf/qn18f85E/+JF//9V/PN3zDN/AzP/MzfMM3fANf93Vfx3/6T//pzb/R38aaDWpvSO+M/co+CQ3vWekx3KN5s8WcHtM9yDiFdZY7eEFUaRqoeZXnqdFKRphapKRFSz6GjKoNLBPyS4xvYBqjOtGGlWBHgdVqytRpNZg9CI9btYIPh2uMbQ6LSWcuoY2tprA3Oi2m35PhdZcV8IYvV4QbFFdKH3EiDlbTxEoEqgkjE5NGgpkldVlS0rAwvJ5hBqHhDfarAIgySqczB6x0pXZJsEv2+a8Y3toAwlIMd3oJ4BjygwBeMfwVT7Yi0BcNbmhSKUui2+JeUZgJ5wRXAbkaXAtJQ7ovoIgY1RqqRkf4NfkUnQ6bYGmnw/1gZ93Dng5nNw5UT72oFLY9whwgZBxG2H4pS9xzntPSQ1fdc1EzlrzOYnHUiiA1JAXBACfgRdZAkjivCpKuDappw9bZ6iUbvc/WZV0gNQ481X+Dj9//b3yyP8vO94TVslM89K+XXdh7fE7CYyLO6ywjRSdk8Z1VQ+oe10PIZ2p8BQ7Ngv0l2VVRTnxkkwxv97IOoDngLZw2lmQ7DJoYZrHAed+tO9zZnlJL2pnNjputGl4VuFle4D3lGaoYQwXZblCB3i1AN6BiPFiuM90gpTD1iakf0KIr9NzcjvhgICKNIVhegWm+j4gg5+d4Fcbz7crw2okxT88TYujw0NVyDYS+Wv0mM7wrY3yUNBzrWMd6G6u+lSf91b/6V/ljf+yP8cu//Mv8vt/3+wD4N//m3/DhD3+YH/iBH3jD2/k7f+fv8Kf+1J/iT//pPw3Ad3/3d/PDP/zD/P2///f59m//9lc8/ru/+7tf8u9v+7Zv4wd/8Af5V//qX/H5n//562M+9KEP8a3f+q0AfOu3fis//uM/znd/93fz4Q9/+K283d+Wat2xZmzmiaFfmel3Gdn3MYa1UuVoFlClL23iBLyCceCUJic0eQDIGn+rTrTQBSQdBNRyLt2F2jcxQOO2WJyGxZI7YkLtjYKE7VGgOwD6NR9ecIoZtQ+MbNkjGWIRQJNi6esqFC8Iezo9dLPZUp/LYQWNsS+Oy4xQGOZTDhiiIWdYsGjtyigTe41wisU6qriDyarhdV30qME8KpGa5aqccaB7o5lEwl2PoyBiFCk4HdVkeLuDD8met7Ba0wUdRb+60gOvS8GKQk/2eVkFLN7FvQf7rrKKIEyCKeUlDG+Ah46i4lRvuIbYw6XzQC44jDeY7QHMc7CM7gy90UplXwa2PeQbyAa1aV39ttVELfXTuZAIxnKJLFZEYTck4JUAsK1WvKYWfO4R2dzT7aAqS0SzSXr1siwHBFfoMlHVeax0TmQbzHh6+7pA6T1tzeK8jjSaQLMQjXgRRpnXFdikG5QpbMlEcOnLq4Eb+zG+AoPhDRmQp+xCpTJoaHi7F4Zc8CxDa9aNxfVD3CMOOWU3Z9sND98+4+m9Y12pzbASgFctPH9jiM4o4mxH6GUIKzS/ArwixoV2NsCgA6XG/u7ajk1JmQTC9vZ4BRzLIs+pmAj7dpdBwG/eYtp/kmEcV4bXT7KzoTdx24b0qKQrjGxe9btpHVp7o64Kn86WbOncHBneYx3rWG9jvSXA+4f/8B/mX/7Lf8m3fdu38U//6T/l5OSEz/u8z+PHfuzH+D//z//zDW1jmiZ+6qd+ir/4F//iS37+VV/1VfzH//gf39A2zIz79+/z0EMPrT/7yZ/8Sf78n//zL3ncV3/1V78CLF+vw+HA4XBY/73IMuZ5Zp7nN7Qv/zO1vMb117JMWhvbRO0nWGr+mp5wKXFzFzlBxaMF6hJG+DilOuTQ2n2/zT0epemLyZYuUgSn65CShimYUh8oCIpTbZOSBqdn696qwxypYifNeaTd4n5/FquC5b0sU5DpolQMNYdeueFb7q9DcDMwYUXWIANFEZuYU+FLAtW2AHJIhqgTkEwZ53N2CcZKeuoWQEw48TlAkSs9r/JinXJ9cE8jBUwsbrnqixVV4URmTvweJsJ0yAEtQk4hdcTZUzWCMqrVCIzw2NemsZiIdxtBHUV6akMUU6H7osZNz9ploGhNQhOaxxBbr6xevObhWlBxsEqXTH2z0KaahMzDgYtxT/c9JQ4im/lAcWMulabKaFvQCmxwayv2bmiEUeSxDVTlmdqW4R9NYXD2m5oMt4J0uiourJrv8PgNa7amIWfIcUmiOR6RvT3sGegcgA3nGF+8veDnvSHSsn0v1G400iINqBbBCvPK2gcIljyfe0ZKmZDZUkNrMdCWC6j9EKN6tTnmLRdVYc0nKOfa8Xni4ANbjWa+uWAzWA2LspS20zGmfohtFMUttMdelHJwrMyxkGhxLRhgbmzLjIgyy0B1p80d364uy9yXxh03imzY1C2XvXP/cMFYYyDTVRhuDMzzxDzPdAyzTnFlts7ucMHpuOGCRzjYrzHoeQyydmeuE9064lt6eg2bG9O0p5RXB6CtxXN69zf0/Wjd6dZpbXrVx/c2x+/f4Pbejnq17+BjHY/L69Xx2Lx6/VYflzfzOm8J8AJ8zdd8zasOrr3RevbZZ+m98/jjj7/k548//jif/OQn39A2vuu7vouLiwu+7uu+bv3ZJz/5yTe9zW//9m/nr//1v/6Kn//Ij/wIp6enb2hffjPqR3/0R9e/T4cDFdi0iWpnawTvpGc0m2LS3E8zejccW/vipFA6SgvPXFcGoOkMfbO28xFLD1JBLcIRilUe5hL1k7D18nB/WBKquobX72xbbh4mRi+czR2rkmlOy2MiqKJIGP6bFW5wgqIrwI5wBaNpRxDUlHu7W7STniGymlZSFVmZIccI9m7bBi5swGRCVK4xvNGCH2WH6oDKAhZJeUVdI3lNO2rB/Pb0kKgAogzSuWnP4MD+UEMKIhK63dStburdZIhPwCK+1qVhmvphAiBDaHhD0lCwIsxLLq07NRm9wGMtgD7Q3K/0rhrWZE4yvOJY39CYQ2erjoqnu0Ici1Y1nBJaiAO2c6TqTUPYfg3tJpTzWOJkdK6wQPQrsKMJznBDStqdzYKfBMNb9gFcC0pT6N3pQwBm7yFpMCSY/wydsN5oOdDXXZi6YdVp7HEfqU159rm79H6C1DmvQ0fbHBZ8Q3Yz2oS3zrQkreEU3xOA1nl+18Ci49E9GF76RGuNve3Y2YCYo3Pjwb0XeFF2EU7nQmudwyd+jec372JscCOvQRf41FNP8+ytZ5lagFq6cbnb8clnn6I/d5O2e4Yn+7N0bxysw4M9rXZefPEF/seDiQcPHjBvlN3FA7Q+4PKy8utPP83tp57i+Xqf8t4L2jQyHS65a/e5eHBBnw78j/sf5/kXJs7O7vNk3fKxk1Pun+x46qmP8+NP/TvcfoE7z45sd4Xnxuf4xPQ8D59f8ELZ8l/ujRifwXsO9xgvDzx4+hnu//qvMldjupy5+6s3uPnu53nQn+aj//VfAyev+j1V6s9S9ClaU8w+9Wm/10r9OYp+nNYV6594xe+H4ecQueD/+uiP437n027v7azr38HHuqrjcXntOh6bV6/fquNyeXn5hh/7lgDvf/7P/xkz44u+6Ite8vP/9J/+E6UUvvALv/ANb2sxal8qfFXlNR59VR/+8If5a3/tr/GDP/iDPPbYY/9T2/zWb/1WvuVbvmX9971793jPe97DV33VV3Hz5s038jb+p2qeZ370R3+UD33oQwxD5NL/vz7yzwAY2xxT7ok/pnKO+IHQIJyGRpeZ7NYDjgwdPAZ1isfgS9eOda4Ar4ZOFEDJtrsp7+Iez/gJtY8RloAF+4bQSmhoqxXG1vjfn/s4Hx0aD5CUDwpdoaliyfSFA8LImW1RD9DuHvsT0s9MfBPFvREcrmTELiFJwMn/4TKjGOfzlgtROoYWqDm1v9CmA3s0W/+tpJ7YnUpdoZyXhrTQGfd8vSKGF6GI8QgvYMB+UmrKD0QcyoizYywvpFTiBPE9kmzkXCIYocLV0JpYaqwVL8JBdNWzCimBcJDlfVSlZ5gHpSSjWdJpIKMZ+gZL+zRS52miMdkP9KHGdWLB2m/nCRzmWukpLVg+F74qZsOiLcIgcv/c2ZaJh7mkaMuXK4gIh7GwyQdu2aID2F7pg6bHM4jFA/pQ0o5OqKUwqMQUYCmo1rByk4aYsGXk1p0bfOJyH8ekaCxE3GkLaNbCOITyc85ADynKWIJBVYHxxsOUJlQ9AApqbEal1sogyu945JRzNWaU87MNt2+NaL1AEMY68q73vodPzme0Z0ashKa9u/LYo49ycXpJnTaUvmeQQjk94/yhc8r0EO//zIcpv/EzPP+iMsjA2c07qD5P3VQ+8ND7eHF6hjunA088esYNLinlhCff+34ebo2z0z13b/4aOztw64Zyvi2cnZ/yWLnDjSc/j4+f3OUx/Ti/48ZjvPDeR/jYc3vef+cRftd7/g/Ozj6b/c8/R/vUJb8w/Sonj5/zGScXPHnyCJ/5gvErv/Jf+czPeBd3n3+R7WOP867/u9PeU6j9C/lkfRd662d46DNG3v2u38cwvDr4fOYZ5eLyjIfufBk3b/6uT/v99txzW+4/OOXO7S/i1q1X3ht+4+PP0No9nnzi97PZPPFpt/d21Kt9Bx/reFxer47H5tXrt/q4vBmjhLcEeL/pm76Jv/AX/sIrAO/HP/5xvuM7vuMNDYg98sgjlFJewbx+6lOfegVD+/L6yEc+wp/6U3+KH/iBH+Arv/IrX/K7J5544k1vc7PZsNm8Uq82DMNv6YV8/fU8W97jPFEsh9YEmm7w/mAdYgq2suEuGbDraRzfkj2EyfM3HvHB0VlPhlegZMjCYJLuD1Bsk64CnoICp9UAvMUU9bCx0iUVLZlIU2cuQpdkIk1oXqk2XgVP+EzTMNI36QHmvIC3NWFL0BjIWwBvspbOjLhwPp3ytEcohmiheDCsJoWZyiB7znWHOqumWN2o48XqVOGLnMKg+6J79CVfgEfkhdAcWwythXlBR0paX9Ud1SfEN2ynM8TvsqTBmQTYXOKQqze6ASUkDZNrtJBJjK4FOhmI4JgK1nJgTAUrwfCyangDyM59CegIoGwoJdNFTDW8khGGucEcw4lTrfRk7hfhxWLLhkCjpr40JAgLc/6k3w2LMPdIu0A4jMrQM8REjG2JQIM+FsrB6alVNhFaOno4gkZmSjLWGk4UEl7CcS0WzEJuoLRk6iUt8UJe0YbQCusci4lOpM6VxbLM4VBPY5BRJtwUF0fTEcN7o5e41sR6/oljLwn4iw7cKZ1Pua7pbt00kgITVYsRCyKFWWaqKMPJBqOn0kPZbE7xLszTnuEU6kVDz7Zs7pxQ7wIi9O2GusgIykDViZvbA0ONT8SmbmB7A9V7TNYpWlAtiBYGrZSiDMNAGwdMC0MZkXRn8XqK6iVCZTOMydQXGDtFR7TfpKhSxy1FhVJ4ze++UpSihWEY39D3Y60DRQulyKs+XpXc3ua3HTj8Vn/n//9LHY/La9fx2Lx6/VYdlzfzGm9pSuCjH/0ov+f3/J5X/PzzP//z+ehHP/qGtjGOI1/wBV/wCtr7R3/0R/nSL/3S13zehz/8Yf7kn/yT/JN/8k9eVVLxJV/yJa/Y5o/8yI+87jbfkZVDN9vmKyQhwYJ0w9kE66szxRfDrtSZljn60N6pHp6lZKLZouEVYY1VLbJoHoPtjL+Pa3RvKmiZcsireAx+qTjFY3zKPQB1U5gkGM7F43b2ke4ZzCDZ9peOS0bRAiEenHCx4JvTMzhGyVJzCXhaTJ3PWyCG5ALk2Ko5vfT4ANyQSwqeE/2g3qklQgggfHhjZGo9cgHfxVARBunUMY5sWXxYBaQOOIKpsbW7AJwfTlPL2TCFOSfl5SW2ZOApaTA3ZhvSCSEYXsl9FEILbc4qT0AUkzH2U3o6Awg9fWlV4xjZEgQCCOGs0aUwzI1xnkGEaahrvK/Go+K6ElZNraNrjPPC/ZbeIa8BvNA1HBZqypMLxraGG8LC8E5emWrFRGl1iWOGolfXuKumHAcoMNcGAvNcISU7gfWd2i0GJrtz7/wMwTm7e5k+yHBSOuRgFw4HNoBTdRfgWjtVowvUxWl9ooiiBvQZ7y0Q2DJVRuF2LiglnSFmL2CWNmNh/VVc8XlmSsAuw7B+cgShDhGhbNZoDy7Qy5C+8GQKJUSwEhp6M4NS83IzRDpDAZXC6eYMd2OXGv/QgksOmKadWE19cymYTXQ3eg6gDWzQoeLa6O70GrML1kK6penc4r586l9Z6+u84SGz7CK8pg/vcWjtWMc61ttfb4nh3Ww2PP3003zgAx94yc8/8YlPUOsb3+S3fMu38A3f8A184Rd+IV/yJV/C937v9/Kxj32MP/Nn/gwQUoOPf/zj/KN/9I+AALt/4k/8Cb7ne76HL/7iL16Z3JOTE27dugXAN3/zN/MVX/EVfMd3fAd/5I/8EX7wB3+QH/uxH+M//If/8Fbe6m9LeQZJlDpzNuxQM9wnYAIU7SDDNibdZUZdMck4VukUCcAUfrVOc8NZooSTZRWnlQCG53LApIMXtDtSA/Bq2pLNErzrVAxxSYY3ptMLGYZgAcYnyUjTxIfFwKUy23jljuDpeLBYU0kAQfEZ2KTAIlrS7rIyzfHfjPjAeTuDIswFxlGpdF64+AC7w5Ps+EVc4KY+CMBbAsCoG9JSZiEL4A1t75I6VXBKmWgSfqvDptHmIaKMITXSCXjFOfF7wcRbui54C89ZVWSJEwZGmdk5OBUvSrfGZGPGyna65ucmh9BcoTtXlmCq7OUh3AWtF3HMEWa7YniJo7r6A2OOVcILeZ4ZpgA301BSpwu6SBpS0uEQUpf0wA02PAGxHWL/nAC8yUbWlJuIROqdI7SxoHSGOaQzLspcS4LxDLnIBVyMwkksgE42XLaZs51h2Y0QaSsgrmZhWdw7Tz/2ELzgnNzbo2YYhfM60evNPBJwkG08Tw5h6aYWmvChYIeWiW1KrAkb3uN6JZcBSOEGlzFEuThjmFKth82YgJ6eUasyHQ7M6WKhmzEAr4J6+OIynOAID576RHg/n1Y4W1LIBCtjXPNmoDWGIMUQ7SH/oHA6nsNs7HosXrovx/Pasm1JFtSK2YHmhSbhmz7IFs3zZmUKHTvg8xlwoA4jsLsCta9SbzYZ7crNwV99e2/W9eFYxzrWsd5CvaUl9WL7dffu3fVnL774In/pL/0lPvShD73h7Xz913893/3d383f+Bt/g9/9u383P/ETP8EP/dAP8b73vQ8IAH3dk/cf/IN/QGuNb/qmb+LJJ59c/3zzN3/z+pgv/dIv5fu///v5h//wH/J5n/d5fN/3fR8f+chHXiG/eCdXD6ErJ+cX3Lp5j+INfM6ACMm29jb+T6c1gACcksxpLwLpxdsh06Nk1dEizpxJa0UsrcKgLgOPIqhHa7vJzKwTVmJsSj1Y3irhsXs1UiYcfBNhCZnWNHawUjjYuA6LqSXgtZr7lbyfBAybEwzHoxOGuadnr6EOY9+CBCixIYbW7h0e4X4/YUdoD2/qBYrTZdGiGmNfDLc8bcni/Sz34iIe2t4EreM4hTRkAbxqeCkBNqyzlQeAU23hQjumZPvbVhazpHOAU/AiuBkHG8gxu5RAsIIqKxG9K+kpO+sJU7kBLmi9l1pdw1osSkiLNNOyuhCIw+WwpYuy2e0Z+wwIU600DUsrRVIcnaSmLGEWwS1HgttCbndEA8Sb1fDVVRiuDjARTiL0saJuDPuetmQwFw05gsO4CVkDEizxIpsREw5lv24rjkmL96tQeovrz4z7p2fYiVLcg33GOS9TfBY8zutlMrynwyeYtWFn90OKkIOHvSglBySD4e2pPw+G1ymUNrFxI53haF6iy5J65DKOVFfc+ysY3lAiZbdicx6/m4PBvnxsgAwgifjoAZVg/yO6WqLbUJyqAl45S4Z332dUKuaGiL6E4V1syWoZQhfvyUoDAyNljGE0G+5DLWjZ0ub4fV0lVa/N8L7pZLRPa0u2gOsj4D3WsY719tVbYni/67u+i6/4iq/gfe973+p/+1/+y3/h8ccf5x//43/8prb1jd/4jXzjN37jq/7u+77v+17y73/37/7dG9rm137t1/K1X/u1b2o/3kkVQzlhM6WthocrEzCDbFETRCICNQImCl0qjlE0/Hd7BVqEMTQLDWywpQG7XI2ep18t/HAXjBGq4AC8MDOXA7MMuEKxtPUSJ8J9w11gsfY6MIAbXWOafdPAVGg2BiaSUJqGo0GJ/RJJK7JgEmcnGbX8z2P/D6khVhO0LjfmHulVyRbOQJdzBNjqzMjEXALkC84w51AYvsYaa8oxAKoaO50oHqC1DI3RW/qjSth+aYJBc8Z6GTENZgFGk+GdE6ykLoGBhriEpEEE1Nn1LRB6gF7Sd3UJ5Rhm/GyH3I3Ern15DFyYZEY1LNcUo/dl8DCBcgYvQDCvdzc3eXiauH35gAsiGU1EaIlzq78MtCyAlyt9MSyhaD3CNhzcC5NqWthdMbwB2IQ2KhuccR+Ja0u0cLw/pY6g04K102YPwIX9EC4LqW4GegY8+BoeEu9X2D+64ea93apBvjXs6fUqBnjWLQF4n+GZ01/mxnYXVnk5CGjJ8JqDtDlaE7lYiWsipAonXFnfzFYx77gl863CUCuwo+mMqEYoRHojL57SAXjvroB7f7vgPfoZXYZYZBIMr5cl2c/QYgwKWOF0cw4EwytSaOtQpF6xsuWK4XXvNLdwigAGGajDaRyfzX3QylBvcrFPN5H8XNnrShreHCMrL7uKXnt78qq/P9axjnWs34x6Swzvu9/9bn72Z3+W7/zO7+SDH/wgX/AFX8D3fM/38HM/93O85z3v+c3ex//lqi0DMYSNVqXhPtO0Y0BzAbbRLsVQLzSJgZxobXtICryFhjYHgsJrN7dcjFlrwAp3LAe4hmRZTAjJAWFp1sslXmBwUlubMbxWrwCvw8FrAO5MUBs79CLMXiEVo2rG0AtTARcDNEFW3PhmPECtk24NcSz2wzI0l2JPD0AU8cMd85LShG0QtipspGVoR9SmhQbVxdK3OOXNeS9WcV6onR2VnjZqJ7URUbsSOgsxPL1upUDx+xEdG1x7pM2VAE2Sdm1D+gS7FFwD2DQvuMeCoS9DbtKhQCkdO50omzkWLSU0ywc/hBZUJKQYi6Qhwfs58XjzAOjPjbcBOE2f6XmoiMCU4CJC4TzZ3gSmKTNYo6gFusZAosicNmXCNIyoCSWvKZFOmk/QM4Gtto5Mdg3wpkY8BM3RsRBhTjNbcYLhzXOeZzgXGiE/Gbqtvsjt4RFZFiA4N4aJVgvkZ6jrsMKs4rnoI03Oaon4Xam4K9ob3jPkAlnDXWyeOVvisIHJlLY/IC0H8FQYhk2w2NJikG3QWNiR17AbPmwpwxYxw26O4X6SHpJdawBeCQ2vlHATCUmDhe6YkgyvM1nDXIMNZmF4cwF3EgvZYRxxN/rLAG+pW0QLjPegDtR6kzblImkI6YPbp9fw/mYET7j7NQ3vkeE91rGO9fbVW/bhPTs748u+7Mt473vfyzQFS/Gv//W/BiKY4lhvvZp7tvpB+wDScWam0qnemespINGSt0gTC8N/y7gAguH1jroFQBZPm7C43c9yYFqZvAyXcEG9RNgAiib4bTpDcazAaJV92kIVCQ2vJTCaKTSNVntPk/5NxqSGm0AMRg0ebhEthKZAujrkja/ByvDimj68zmHTOD0Ew+uELtdTA6yWngPiCNsEUjDKFAlkGpP4J33OdxwLgYgWjuQugKLGJI1zCRASg1CHsD0TpxRHtWEY1QUpUOd7DN2IoIuGFzhoWZlsIRhekuHtKpz3fTC7VATH9JqkocQiZHalnB0oc2cZXZzYpbxWEBO66fo8E+FxfxChFMDTfotx7CjGAvumGolwLSOqy6qrXHULTGgGiSxhGkJThyEAeVjNFaYyUnqhwdX1muAZFWwQKiCT41WYa0Gb0UWoxfK4x+vMKowEODzUQy7Q4vrwfG+Z/sxmnplLsKsUpz+0QT4RQSc3y57OwnoDWjCJK3n0APHqcf69VoorUirmsRCTNQQkfCxcKt5mTgi9LwizD4nqI/ZZFIZSkVpoMoccoYAtXZp0GjEdOLn5OCePOT59nCa+MrxtBbxkZPGVpEGKoTQOh+fZ1IgfBnh+3tFtQGThkNMR5JETzj7/MU4vb8PHnO7GvABeBopuGR59GL9dcK3UepP5kM8dBub++pIGX5cQb4yRlfxsXT3vel3/2RHwHutYx3r76i0B3l/5lV/hj/7RP8rP/dzPRYv6ZT63vb/2wMOxPn3N2QYHkD5QpNGYuKwTNxq4boEDJju0lZQ0hMVXkdBmtiHa44rTLYGhX918TI12TY7QUwO6RPF2k3BpcGhlosuEKQxewreWsGJaQCnuNBeaSoDyoA4ZG6CVyZeRNUGsA8ZhEFxDw9u48tvNsZ/EX1e2ZIfTiVttj7a00UqLLkQoFuA1MNGGRvi6jpkMZhqPOWlpxyTG1RzaMnUFtThW9pz0hudQ31k9cCY9gEbZ4KcwWwAoqlD9PtU8WcbQbc4aISDr0No1Da+pc7vv2SMJeDPmGUIfWZwixiWCqrEdL+N6cMN8l568QunOrDX2mxYyB3VGD43BwTZIKQwyrSz5NATAbhlkUjxgyMJEB9ssyb6yMrJNwYdw5lCcpoVCZeiVveSQpFsy8nFg+6iMvkqEabWCxSKg6uIrEgxvW89FLMhaOcSCQSw7F4JXhRmG1tZIa8WYHjnh/Bnjs/wprD6UtnaeC6IYwisCw/KclLB4qQxnN5B6gfXl+rN04WgZl13wOSQtYwLKmcqdJ97Ns3VC7j8VCyFXGCpNG7rZICWkO6U36oMdcu5Y3YA441iRScIyLjW8pgNo2MRZ7yAFlYKIsSmNNj1L2wn7/S9xVrfcBX70Ex/l5s3Pi2tB9IopVaE+ckL9xBCe1y9jeLVsGc9PmHaN+dBQuRExyUAdR+bdp9PwvrVoYV6V4b26VxxdGo51rGO9nfWWvmG++Zu/mfe///08/fTTnJ6e8vM///P8+I//OF/4hV/4hnW2x3rtmvoyQw/SK8UNZOYwLj8MMGnlAdpHhNAjeiZwOdDG0JPG0JqAdPblkCwjeDVa3rDULCUNQiUGkUIpGQ3lWRu9HLAijFZWcLT41QolfFFdMYkBrWB4hU13VAdmFh1tuCVE8hY51LVIGjJQgMUaLYbsxA2XmamG9VW4Q6UqVxwRp/Z4vQBBTpMzXJRB5mAfkxY7acGomSy+FQvYyxa/GE8Ml2zLHLpoF4pM3NFOldh/q53JD/Gc4gzcQ3snoGDcwCdNV9weIbWFOW3JwCjcmi9ZBhCDnV3Wno6UYEr3fYQOg8SQ09BfpFi03E3CWaB7wQWqdQxhrsqYg25hEyfUsqS8CfMQDG/XkhDZ1/0KqUf45S687yJfaeKYBisrYjQdMAnAC4TcwT0ZyjgXfSws8RWOMJeCusVhKz3T+eK4z2veczLZdQcYSKd7bMVqLmdaREJH48KwU+eFx99NfeIcaknA7iuTb8twZmpyV9cPcc4++4OUd7072PxknPVkCDbSZvCCt5AzbMtM0U61mfHklM2wwSAkDSio4rfPqB94P+NnvItpO+BFEYnX7NsbIR3JY2oq0K4zvHrF8KIZtmGM44sBQF1p/UW+6PHfzaObczQ/vyd1S1V9hWSgauj6mxmHtDEbJBjecRvPnfYdPIbptCj1mjb+terNShoWIPtqDO/1fT4C3mMd61hvZ70lhvcnf/In+bf/9t/y6KOPoqqUUviyL/syvv3bv50/+2f/LD/90z/9m72f/0vVrkcELA7aa0Ti6oHdeE6xjid46/UCbY/hpeAegDetQmnVGRaXhtWKDEhf2y4w5w1G3GNoTQoqjmia64epF11bMLzibDxBS24pNIol2uQorUD1HiEVwLY7rRZmSrT1BdRCi7wvc7oLFPrihish6QDC23R1yW20oulpQGh1feGBYUgGyz0YvElvQOmMMjOxwUuwflvrLKNQVgIwKZ5sMQxi3Ng9RyueulrAJqa6jxAKveBQfjU0jq5IDYBf+j2MkSqXIM5UwvpMffFhiAFDEEwKN2zPJ3wbx1s8B/gADK1Glc6+DTy7V+QsBLbaX6T4u9BimCi1G82Cpa/eMZT9piIuVOuc2p5H+yfx0ZEpjuk8VFRCg9uA0a4xvLKICOoiV11DOpo6rXiutYxeCuaFkoB3GVIUcgEFtE1BDuu7isG8xUYrmgKrpKEp0OKc4zANO/zQgUbEbBhWFBFnbDGo6SoUj3fyzBOfifA0nSnAIrHGKZVIsTOoCbmUAJQmQpESrhuaASo4nBaG4T7SHGuGtxZOGV7BZy72J2mLHeA9oq1TAV2UVox6fsbdJ+4gch/sCTaf8//gru/xixfjipUIMrH5kMdvZBlaswTeQykgM5vhhWTcldbv8t47n8lXPvHZDOOTDHe+gunBz9Mu/itXbgdRVSu40d3ZJ5M8MKC6YdhW4MC0b3g/A3YMm4LIMrT22vn0K3B9gwB16Sqtk6HXt/USYH0EvMc61rHevnpL3zC9d87PgxV45JFHeOqppwB43/vexy/+4i/+5u3d/6J12SYEQ3vYJRUM0Zl5ewu1tuo5W72kSMFqqDY9E7gcZx4lQgw8/EwBpKU1mEAvPYMnJIZopCFS2ZyeI0IY+aejQ1dHpSNFGFxjyp1gYK90tk5HaSJUWjB2AlsLdjVkFaElLg4HgUMN8Ck25FBSstMs7faYx49hr07T8G+VtPsK5W2AoCEn5qcyRMtebyCyuPr6Gs28mdMAKxlowRDzfK9QMTb7+wjGLDEYV+aJ3fYec+m4zsTQmgAK1VEx6uG/4Rc/h6R8YNZIDyvmIVrwCJ9YlK4DxkgLwIsHw+sAjhbnrO4wF37dTpJhVUp7kY1N1CHYZO2xMHERqjUenJxyqBqyA4f3HJ7m8fYMvlkWByFpgGCIjVBNxqIl4Z6Qtl6LACV+PiuYWAZlBOB1r9Q+hA1eyjcKYR0GYGNJwBxJa17CXcGkUEu6ZSQIWiQNi3Xdoe4wCYbXUvbgJXTdQ2vhTX0llsgvMqVLumDgiCi3Ht1g6Q0+mOEJqENhC5X4/KC5aAQ2m4aUjpQ9bWp4i/7E3Eee3d/h0E5CAtBCWy0JVIvE9XTwA0LHvMWAYh0pJye4Ftw8j3UckyWY5IrhzT6HK7c3hc+69TEeP3kQbGoyvAtIrGXgibMnuDHGd/HLJQNFyzq0NuUQ2igjeo3hnQ8dm8KmLABv+gK/EYb3jWpuX4fhXTS8klZ4xzrWsY71dtVbYng/93M/l5/92Z/lAx/4AF/0RV/Ed37ndzKOI9/7vd/7ijCKY725en5u/Nd7FwjO0ENPW2xPKc58chvh40m7Ob3u2XTloGMC3p6+n3AYQtIg3hFb7MfGa21ep0uwgxHE0BAiUhUhHQcCj5hGmMFGCxVNH10SfAbDi3ElafBGL+FisGnOWBxLkIwKZTYupWNSOekniCjtmgZx4ZZi+n/R8Da6SNhikUHDDqoBeIstxlmhnZ3ljCp3GTyn7vPePGbwgbEksKXO1ggpgTa6goph6WLx+LPPxXNq3LIjIS5Z4RKDX2ObmT3dB4BJlSahV91YbD/cZuM9qTqDBLucIbaxg96hwo3hAnPhWR141AtVGsV33OYyU8IEtU6jgDSqB5ju5WpEyNP/1kYJjrRqsJkegLcRSXhXlY9Pq4XQ8MY5njOuOvbeMFU6JSU1nr7LwccvkhMfcwouz0sv6YRAAN7FBcIRul4totSF3eYeJ8Oz2MVTWCs4M16D4R+7BbAuFoNjogGqXOiS43m+HFfDc/iwYmm3l0NrEh0CKyWG21JUMxSwKtChTQ1axD1TNBZBolhfwHo4K8jabXAOvkO8Yd6hCIOUkLyIhtzDLFwSVKJjA1gJhrfkh84RpE48dnqfpjAMj9C10PsF1i+Ba5KCFaS+TNKQVoXNjanPQE2Gd0sZFK2Cz1vuPRufuLrRa4D3N8+Hd9F0vxqIPoZOHOtYx/qtqrfE8P6Vv/JXIv4S+Jt/82/y67/+63z5l385P/RDP8Tf/bt/9zd1B/9Xq3/z3D1+8oUITBhmsF6o7BE17p9uuXcyRBsVZ6qHmDJf5vIFJNuafYjkMqGjNoR3aRvWIaorhhdwTyiQQ2uQTFiAmKaKKYwajGvx8I4tEkyVeElPUmgFik20HEraNCJuliTW1FGzmOxXuNFuBOChsO8HxBoZXhvg2iUBQAQCqCywZLHSCpAx5Ot7MplzuRHM58IqpTXrEjzRxXH1VZ5RLAB6UaMTMoMuhc3+wJOfegZHmU81huycZLkFTYZXfck+i3NzEKVn+tlJlwC81jP6N1LqGHMKH8fDz4B4oFOl81DfM9N4RjsjvwbAbbvAJEQS0g1LDe/QG+cPLjjfX6ysLXlMbAPLwBoSixpXpRNsuzihq85BNpPyEkmDCHTsWqTsosstlBbxv13i/ZccFFMzfEx+2MMlw1KS4iKUTPuQ3McF8C5DbyIw3PwUlB3doztgNSzQTiXCJjSZdhNBc+3eqetiDV8Wd/G7xatZM3nQctjMSoFSk2x2BokwE3DssMMtQL7rFeDtdg1cphZdCb35wQ+xYPJl8VQRswC85uCG1kU/H58lK4sPbyzG3MOFxcUpnKEaUgSAw/RMHKvF2WNlUF9d0jBbz0S2AMGqGwRh3FSEG7z4qQDQw3glaXh9WzJ/yet+2lqH1l5H0nAEvMc61rHe5npLDO9Xf/VXr3//wAc+wEc/+lGef/557ty5c2xL/U/W/daZe4s2fVO6V+q8Z6MHplPlMOSN1g/MJVrXvoYHhEsADr1Gu7SypzgxXGRXN55WhJYa1Rj+mROsKZJ60CCSJbS/6oylogkYgjZdgiE0WUOgtIiCLbG1weCkhENEdqtXD1VX4U678ZLgCaGTPgpUV2bPwSfpdJUA2cmYWoI3EVDLN1IOwTjKiHtllGDnFoa3ts48xL4utmgB3WKfqhiI0YrSpPC+p54KgH5ek7HMYTcJvTB1hVcrUENgKsqkoaE+z359IT2BPd67lEi5Uzx0psT+UGMx8WS/5Dd4mHubuwzyHIM3NhZpaV0U6UZf+GELR4PFbYNlT13otxSqcnF+xqooFg3bLA9GWC10wS49HTAWvncZZotwkvhB0r82UNpJSh6WIBLCJcEcH4lVDR6g8tq1o+JUjWNvSPr3pmSiF6gN0zn1zcEbe1XwTukdpaYWN0CuaglGNgc4A4DG8bQEsyPO5SI0ztHIkgyvpIbXicHFGJBz+hSAVwgLsjnt8KzHefKF4SWGE0Wcg+/pPkULX4WiFe0ttpmx4VKuQl8cpZcNReNa9hzklFpCl1830KDWGwBM03Px3DWd7zUYXq24Gxd9YitKLAsqmp7Ow7Yw3T+jpSXZsCnBPPNpJA1vMhlt3b9XG1pbJA0c7xvHOtax3t56yz68L6+HHnroN2tT/0vX3pxuhmDUJmGIPzfeY5/An/kl+u4+cz1H9Bm6lGCEvIDHzTFSFICqKBN3eIa73rnXR0pbblA9krYyPjcM9hfAywpkF4Y3NJHGWPOmuWg0y4w0YrjNY5BMSoRkdBUkGdqxWAQhZMJYSb3tlso24itwSf8FN5pIAt5MhvOQNDRRVDq1B+DqSxgEUBNEm3QqFxzkNman1ARpngzvYJ0dAXitZEKZg/R4fkmG1SRY2fd84hOIOxcPV4bdFQQMiatADflD/gtN5nIS4aDBVZ91TUlDtLUx5bCtjN1Wf1+85OF2pET22GjOozZzSIC88ZmhzcF2IiEPkJJ/D/uuWS2DtoRIvFP8VDh81kO8ON3ATXBTLjbnTC3svtRCEtJRXK4s0kKusuBbp/sMyX4D7F74HNQ2uDqtWgJ+wUoA8LHEoBliIWdIiwJd/ixhHBDMuXgC8FjkdFkcNYJVZaiIT3mewrLNEZqO6dIBPR2HFymG0PES7HklWNbwEQ4Aq+6YFqhjdBCG0KDva5xj2+9SZuqgKb0RDcBbAvCKyqpfBuPAntZ20TmpGvZivWPDNn5mhmwiZVCt41RcR07qwvLHQqWcn1E3Bal3YL+nji8FvCIvZXh5GUgtEgOqh25sUbZ1i4hQNADvuK1c+o318XVT0IXhfb2htVWG8AYlDa9jS8abdHw41rGOday3Wsex2HdYHczoPQZ6ahOcisyGCNwcX+DOxYu898V/yqb/bAz/IMlRajKowXpRhUpHfI/gbPoYzBnB1lnehLoGI6a9gQQ7WHzxXwha1jS2u63B8FZruMOsE2EzloBXHKkNZ6argge42JQlBys2q9nGfhjn9/DTDBKDeLOHR+xy265eknF2nIZpuA9ITlc5YQkl4pTFlsygcj/Aip0weA8gWUNUUcxXSYOlc4Pg6SkMVWHwhkrn9vMXlN55cHrKfFZT2xykZbwXgeKrc4TkjyRlIFONd3I+FzBZZQPicNgM1GacyJ5T3SOL54UbaOiCJ698znwZ8hYJ1+TaerKzgvRG1/h78QC8XXMYLFlO02Cdw1pXMKlcPPQkF9ub7NKtoHhIO3rakTm6dp8lmdKucvVtocHSeh9QnfnknXu0EvISBS51pJmyZWYsi0Z1iURZVL1Oxa8Ab555cVCL+ONgeDOFrmg6bcR70YxQNhG6bCkpH5mthr6bxW7NAtACAz1dPAimNQcoewnP23Z+gp5tQw89RHKhT5eAIuogwfojSu+x1y6RtBYAO/TmBw5MfZ+ssKKiSO/pFhHaX02PZ00pjdWRs6KRGrdoeEWQ7Zj65MqYgPcVPrivkWR2HUKKKNtkdnUFvAXhfH1MSBpen+F9a8loyxl/HR/eoyXZsY51rLe5jt8y76CazWnuzDkkU5virsicOfdnlxHPmk4APV0WzDUYwkXSADkR38DD9mjsA3fauLanLafwW4mp9rKwvOLJr8nK7pnEzWpTK9U17LUMXvARdaXaNpLWxJFhxjOVSiiow1gTHEBqeAO4vKfNnMsDTiTicmcPBWPLG2RxQT1YKpdOV2X0+G0rugaeCE6x7LLjjHIvQKGdMhBpV4tEdh1uS+QkuUAotkg0nI3PFG/cee4BuPA/3vUulkS6eBfRFpcQq5JzfrHPC/tZGrMGMDub5BrDm68jRm1GpTPIfM2HN1rlinHwwhM286Wb57mlF0D47bpIuCxkQIl5AidxrCSA0LC9ujhbQIlzkBFBMQ3weUlPD1+npFVcpLhFNO+Cepf3vqiVVEJ3Wusl8sR/Zred6QTAUoRBGr/an8ARztkDEStsmkl4GsdZE5wb0JeYaSeGIJPhDaI9lyXJpJIdgKKLHv2KyW9WU6KzeJkE4HWH0ePYhY44pRRueAmnZM/Qi9I7lgyv55DjsmCYCTs0S8CLJMPL4tLQmTnQ5l1cL1pCM917AtdgeMsiafCeLHXlND17l4UmWNiDeXyWhuEKnMI1hvc1JAPlJSqBYHiBVQusRdme3F4fES4N6eLxGgzvWwmKeD2G90oPfGR4j3WsY729dQS876DaL2CstWR4Q6rA1HFTGAw5n67OmoTnaiN0vC6+OgFIVYo08AlcOG1nfKadR5CtRBsVPIBjBjegMyLCYFe6XHdhMGNjM0OR1GgbuLGTShFh6CdgziyGlBlPDa+4og4npbGYGqAV6bChsi3Rztd0R22eNkqJrAZKDNG5Ed7BiqrlEFWAIsn0iyW3wDwAry0M72JyVnKoKg4cXQL0yqIbzecrDmqM00yZO60Unn7oISD1lyQoTEJWxdEhTwdX8oaLusM0dMjVgJ7tdTQigQdhM80hoXDwZdTMLSUNxsFjwzclNN2OUHoAJMutLUNhAeIiQW+ReTz9Wef8j/dvE64qF3KascwCYgl4g+GFdFJAQpt8neGVWGBISjlOTj/GyelTPPrIf6SODxAxTAz1iPDVavza9FgAzzGZ7QKDTQx95rTPiBglfaIX5n8BesVLsPC5AAuJheBFcjgw9cLiIANOpegVw7uod68DXpBkeDWT9ZKd9dAXa4J8c0O9QdUAtnFyUkssTBpdB+shO3Ik9MMeYF/EuOsv8D/u/RoQ8cVpbE36/eFuSFql1fzMWxmC4U1bMs9F4XLN4YVhvJIfwBVIfH1JQ1zVIsKmbNbHD8MtRJTz24+vj78OeF9bw3v9528UpL46A319e2/Y4uxYxzrWsd5iHQHvO6gOiw51Dt/P0hSsoD7TdifBxt25uEbdFARhElJ/KQlygaIofWV4T+dTimnOmhl98dgtJazEzImUAGdYGvTJkp3v3s1n9YqieJVIgupCM8k2+yliMItRajK8IvQyMp8OSFGGBIKqp9ywx7lpIwOW0/bhqNspXLCleww1bZahuIiJwGVYxZlOCTByneH1ALyV+5zUAydUKoZoxwIfr9KDLh6AN/er2jJ0FpZtNWOZ51rTP1jyda/cX+MZHaqsYDczQbisEybCxtPxwMIXObCmcPNwwdA8U/SSTQSgQyatzYu7rAW7uSSqLSKKni310mKPmnZMFgABVh1WKYFHWMVsDLt4zIVEN6B6yDDMNdK/lsGqTIYIRr3gNdw6zsoD/rfNz3IuIbdQCRcOyab+NBT8YHxyfJg2jtSUiNw6PMfDl3fZhII2JTfpJJGymXCMyLhl7dcWN3EOvDfmaY8Sx9pFGHxeGd7JF1+OxXLtqhMyYCDhkBEuDRGt3EtBqUlqOzXPSa+a7ys8ooWIwGZ1W4jhMtXwrK4SAqMDl/zy878Yx1ELugBPuRpa0/oyhrcMnJaCpKY+z2A8z2OpVofzl7CqCzh9LUmDXPO4BVZJA8CTT/4x3vXu/yc37txef1avA97XcGl4K8loyyDz60sa5BW/O9axjnWs38w6At53UC0ML22PGhGFagWxibbfRgv2dEY0ZAYSxl0cAPOCOYhEDKoWSUnDDoBtO12lBC6GJwLsGgxvMYe6A20RH5zMIW7c4SEeKRuiLx8Ayky4f/EIcx9QO0kGN1jeRW97GE65fOgc84GS9ltdhMHOEISh9LDFAhBh8sJ9P8VxTukxUe4KdHDDZIx9z6hY9wAwQspKCf1jYcemHNiIgStFWwZPyHpf7Sp0DeYuALOwMGEuDj1AxzQM0da2vGkvwDS34+JoJVlHXz9QHcFU2FiGL5ivgFdN8CGeUbBg00XWyFkqCZzCOUAWUwyE0tsaDhFnOhh4AebSsbIAldBeuyweEp5/VyrB+l6SnrjpQtBdrhhei/cG8SXRVDlsx7Ac81ggxX4ncZkHRxB240irwkfPP4PpbETcOWwzIls9NK+E9ZokbgzZTEglwhrP6R4gsy/tbnWwK6/pknKH0Q/cOPk1dHyWKVlxuQYaTWOZM6admliKXyTY566hXY0FkzEk2GtjwVbI62vscoBS8hgpogXxSFt7X30fn735IA+V09jn8Wxl3MWT4TWjLBpeDwcTK/WlDC+LLeBy0VW0Vobhzvp98QpJw8sZ3vVxCXjrFeCt9Qab8RHObyfrq0Id9BrD+2kAbzqkvJFa5Qqvakt29OE91rGO9VtTR8D7DqqDOe3ZZ/F7d6mmOTC0JFIJh7uPxtQ7Qi8SjC3KPsFQ3CZD41qH1FraARB0PqH4IsKMxCkhYn8NqN1AH4B2hh5qzNBTGidF2JQBxxg1AxS80XEmG2i2zX2BncbwUde4ERd3zGskwKWMYEq3iEo4CqgE+OheeZFTFOOUCMwovgytGc4YDgolQUuY7gZozSG2vvjhSmgQxUvIDOrVYBnEfrSFofVgiCU1nF6C2USFaRhD5+kLLwiLhpflmNeUMxBs9ZIMZgKjRVobPZlqCQDbxiubLkvgSEZDy5DWWAJTqZmOF3+G3lcfXsu2/NhCFjEXYy6pvfSMrtWSADHT4UQR2SA4B2+x/xnS0F3WlDVJz9rrCWyyeuUSxyf3Y2F4w69DeGBbNrbjk+Mdnnv0Ydpn3+H5999MNjt01/faxEU7XHNpSJ2wC5qLMcNRCeY/pAOrm3NENufiY+s7bm1/hbJ9hpbncDk7Ql8Z3kIOjCWkjOjncGm4LmkoHqC6jZGNJzm05sjqw+u5LUpKGhDcYasj//vp7+L3v+uLeWR8D8Pw0Gr1tXRNwof3ui2Z0HQIDW8yvIsnMCw4saBaXgZ4XyppeG0N7ysZ3qXObm14+DPOefKzboUe/tPaki2OJG/m1vHq+3f9dY6ShmMd61hvdx0B7zuo9ma0pz8F04HaNG/Y4WDgAru7j8cwDUormkxY4fIalFtYuVIlh4sO4FCtUnqqGqVjqZO0leE1pFyCdOp1hhejaAx2uThSozU/+J7h5AWKRyqbJmjbSWiEo0VdKOZ0q+lBECDDezoiLJKGvLE3r9zjDMU5lR66RRuyNeuYDJiGnVTgDYtBJhaGN/EEoGVKIBy6X1+6vxKArQm0dHhQoBjJJjsmhrUAk4dSQ0Nsi+lULi48u7BikdAWEBRN1hEAVarnANgM4p1eCsVgHsClUL2zPHt/Z8tzn3kHRmGQDhiT1iXngRius9WWrK+sb3oBF+cw7Figni1Dcjg6TAH8VXCp4YIgsKcFCM/z+Hy9CQjbaX+l481kt8UETt3B0nVXMsVNnDJWBhUe+AmnUyTC/dLZ+5nOt1wOJxGygEGpXM4Nkb6yfp5Sm5BQpIOuOCKFmQjMWCzkkNBOlxLvc8uBmlrQlucmLpCULiS7TzK6uvxeMgwkJQ2WkoPguYU2BLAVBNGAa7MUVOM6EQPRJf46ZA7uxuZEYYpPZavjqtcVWa5bp9QxPqcpaejlamhtiRZeJAmxqwWtLwe8y3YXBvVlkgaP97EA4pN68orvHFHhsz7/MT7jc8JWUleG9/WH1t4MI/taGuP84Usfc6xjHetYb1Mdv2XeQXUw5zDPNGvUrtlqT9cFgdZHdtMNEFafW/PCPm/LKtB8Jd9QOuYHxGG0ymnfBSeZDK/i9BpJXcUckT3UA8Vh20uSOQF4U0WbmlAD79Rhx51hh6Bo5PQSocjB8OKF6tBtAJeVkavWUVE2RVOFHCim+cBdOUPpnEQOGINFS9zFMB0j0GIZ/sFTF2mIRZu523JDnnK7JYD/NQ0vRAu9i6y60bAlU5aQCm+ACIdhSMAbYK+pMml4tno+vpSUNEhYbXm+J5eSDDX4lGxuLYgJ8yiIanjDejgLzCeVB4/EYJJqsNoHHQhlRqSN1R4OGYZgEn7B1TtlBXQLKyh0OzCbUUtne+dTPPLoJyPta7HKcmNPBFkoTjflk8OjADx879k1wCEhc1K7yWt7ctqqqaYOXlVRHtgpWzkwWuPXtp/Bfz77Un7+/H2oWwDHorgbhXlN/rNcPJyc7Lm9fTElDQH05gyFKNf8jhGlng7oplCqcN7CxaLnRbbEXwsWTHfqgLW/VDccsdoCZWDR2GItPkubQs+BSs2hwYYiJWNKzCFZWVywBNLDicB8iWM0HdaQCQEww93Q1aUhPlttGVpTwd3TRWWRAAh4Mrzjld/5FcP7WqxsRyVYfWAdWnu9+nRDa1eA983cOlZRzets78jwHutYx3p76wh430G1N+e53QH1TukBSDQBr4ngYjy/ewKjsNeICzYqMZamKMLCy4g6rh0k2sajO7PtgWBqPSOEWw6t1e4UBRkeIMDYl0vDqGqYpAtAWWyTYjJ/m38KShdnt5j5iwTD253ZFyYq7KDEFseEnLjP4ak9Izs2FDqnCQQHq3m7DA3v5Ykmn+1Y6jBLanVD0pCayzIRLJyGi0CJRLNF89t0Ca6I/nyxBLxE5DAdEGUahgh1SDnIpANdCi39ixFDBk397sLwphxEhnBmdfCDIvRonxtQoJdKSW9YX7TDiciL2BXgjYMXi4Xe8rHKg2HLXEfqNYY3uN/oApiHdEMz0WwYJpAYTFvY7F0GOSvOQQbulzPEnDt3nwuwm4C3WE0LOBitgSkmYbmlYnTikLmNTD5QSuPE4vV+ffsEXYfVEm7SCt7zvMXxj/dujLVxa3MvnR8cXRheoEhfbckoQinAMIIKm35ARGiayye3WCUS2+2ph1YWberi0pCuF3XAS43tW0NFmMeF4dUYZiQZ3lJyqI9YAErotN3A6IynGoDXnV4qMiy64tgdzCg1frba5JWBU100vOAmV+y3AcTrDsPt9ftCF3uQFVC+lOF1b1RZ3JFfquF9rbqyJWurZdhLt7loeN8Kw/s6Q2vrUvRYxzrWsd6eOgLed1DdnRvTPCNuDD2Gw5aWJwqmjefGR/npm4/zfz3+COrKLDG05skkztnK1QXk+RQOBOL0vLkEw1sohIYXnNqN6o6O+1Vi4A5CZyjp0UpoFsUNsZ4SWku/3EIDDipseslBoWjHNxsgeULXjvSG+sQkB3Y+oxLhBJecYginzJlYplQbkgV0TDccNgUl3BiWCNaygpu8UQNopIJ5WqOZxQT9ouQNgCaIJODzhcUEimEzYUM1jAmCAiD2dF0QkglOmUAh4omrLMcNquRAkENMmHV6Lem60OnDGLZklDXNznOqLhhFY5YSDK9IaJeLYKXStfBg2GYXoBNq7oLaFUixDJLQRFpF++o4IaKIwT69IISwwjIRbj94ntpaAseFvd7EkXPnpIdMZqpDsPsEOO0OvZ+AwODGqR9wgbslGX4zEGOSeE7JoTXI+OoEbCm2wdwRrbSUTlRpVxyhKtUbJnU59WvnwwGxxavBcmkU21Cz3I9glZd4YhvGYGrNwQwVz6G14OtDByE0CScFcDBHyuLCIJjHMmw8EZguIRleXSUN8aFyd+oQkobrwRMnq6RhuZ5t/RwuDO/4qhreV2d43RtFdP39q2l4X16r88MylfeyWmJh3pSGd9m/V93ecWjtWMc61m9NHQHvO6h+43K/qi9LShp0Ds42YnkDnD390C0uzioxBlU5CJCa3LYMbXmjlQ7MxAxWwxYdqqSkwQPwukDpoTzVYR8AyZe2tVM0GDwXx0swlbixmS6ohJuEelg4NYFNU0wqxaC0zmzh+SsCRTtijeJt9UHVvIkuHgcnTHEMXMFSw0rHdEzNrqxxt54t/WB4BbfQPGvJGFw1VB0rnmxuMsGaspB8ryWBl3syvC32Z65DAKQFUMvifSvIMIMYVGWQ/x97fxYry3bed4K/71srInLYw9lnvOfOlyJN8mqkZpvlAXaJLtnVqDZQZaEN2GhAbsPwk6wnC3pS+UFvFqWCZbhQKAgGuqrdgKFqoOwuSd3VLUst2ZYokRooisMleadz7hn3mJkRsdb6+uFbmfucO5D3HE7XcH4EQZ69c0dGRmRG/uO//kNGpRDF9ZdNCQSZ+DNmg+xFICVoLSor5MYrPsy0pkh4koLhes/ICCLrwAhMhXF/LaeQmtQBIfvxayzW1+H7ns0hiydR1IzgyvCKgJaWsTgDKKw1r8Llw9vnWKeyfGoR1JjnATFjsIYkERGtZjBfml+lGYbQaGZmAyD0IWAaCOaFKisNft6lZiQDqGfY+s2HIpLJxVBtGGW9/J8Y1mxhUG9EE2fahbXWmJokUTZ6XJOC1eaRaIkH85SDFZcQNA1o9N8lP4/jNFJiPR9K5YeDyw78IIM6oNSKD82MtqUyvIUUGrSyua6t8GMVQ1vfdw6+Y9OiIhvTmq9TPMiwuoZXtSNGL6CQWgP8TgxqqYB3LWl4FIYXoLxdNNkj1goDrFMqttXC29nOdr6VswW876G5sVgiOaPFiNkBacgOGoqsCyPMq1cpONSIjOZL2J7dWr8kpZBrw5nagMkIFitwqgyvFHLVI4ZcCBS0WZ4783GmrKmmtbWG16UChVJZTU9ocCDaSeVPpaHNGR2N0Wu0HGRp4qreZmID4G/AUJeZPSXBGd614axY8JQCKxSbsA40MFwLWVQJOOAtCFp8u1ZzWUULURMSi7N54uKDHKy2rTno0rpsDOb/86CkoeTK8DrgrSoIpBlADAnK0809rslh1eSKa3e182PbO5CUmsHmmNiQtgUTslerVcOhg3hDmOalA9rQudkMobHzWuhUzVsUz6qNNIQNO19lDVW2IWa1nMENkDXhF8kTPy+41KSzgb3lsS/ZF5cQiBhaWkRgN42ICcsyd3lIlTRYpbVX45wCtFKYFxfbDCjFYo2trbpX8/Ox1vCua7E3gFezv7+kQWPLGjaFKLRqTGKomcTOjq/j5taqAbF1MrBnE+faAxfXxQ+47EZK3jC8QZ1vl1UmiLG6MGHoGv/MCV4/LIFcX69YfS1VJlMqK9u0CUoGjKxxUyMsfmKqaa3xY14/rm17Hg9m9XHnQBHEYk2DgEuX/iL7+99D13lpxDnD+yZJQxlr+5sXxrTavvWi86YRCawP5ttFk30tkoavJJHYmta2s53tfKNne5V5j4wBt5crdm6/iqRMSC5piGUdzA4qI4VCY+svS8EIDFWFqdgaOqJkcvTlXLW+Luc3OKAqzgjX0H0Tf54IiGZE00bWgDhgdKhtWNTKnpWaymQbVlFEmVHNWdr4FkTI7ouqzw1TetfvqjO1KucMryFMGSugV4op62rbcc3wVmBYxCOlAg7gvftq5XrXkKA0YC6JsFAqGPQv86y+5L92wocKENd6UqsMrwPecz1ooYJJq/QqnhQRxeh0qKajNfk3xTBCX9vPGs4rb0WRtnGPFMGBYK05XssuZniGcq4sIJW5XCuPU3D0vLIZvU4gRA5Wc2fG8awBDc3meAX1WLSiupEnrCy5/rfu9NV0GxBCSaTKkraamOaWOTN2Ry82Ocu7VTpTiy3WAlVzbW+UwrwMGEKPsCxTMl7gMJnU99CmZY+qnXDAG0xRyZRiaGgIISChoRW4MC3sN0bolGCJgjAGl8yIQN/UxsEKZMUKmUIy1yAHS9jmMyVQcmV4W1T93SB9IUhhuNAxtpE18+6fKl1HMp+b1lCk1CgxLQRzA10R8Vi4pjLUUAsrCrHpCGumGWjbdvMZMitYsQeAIqw1vADz+fu5dOkvPgAS17FfbyNpqAz0JExYF0B8pRGRBwD02wHex2Fk337/fHuPDqC3s53tbOdxZgt43yNzJspiGIlDj5Z1WUBBx2pqUkDWGavRTVImmARneC1UwOuskVgiB3fPOyQ2qKH8WTPNGDwmq/EvGmd4/Us26LBZyjaBqI5Yi6wZ3lI1kjU3tYb8BwJNNXKptYzRne959EIBWesmN8yhM7drwLtmeKf0leENFBPUKsSTuMarjs+qZjPirGNBkNI70A4jZZyQS4tSSKz1mrWlTKnGulotXIw1w2sV/JkIKUZ/rebgfM20mq1ZRWNdr+Y5vGvAK6i0DnxXNbmhjZisWc1AafwYZ5qacWuYG/4xg2nx/I1Uo8iSBb6ULzlwBLKaa52rVMUa4dnjA5oSMROKhJoxUHW45CqdWB9GY0XGVGgtE0rmarrlgNqgl0gOfiO1JysabZlnZ20XaYbfWDnDy7pUg2ooIzPPPWbKreaAY9sjWGYae0JQurXMgvNMXD8XXkktkj2nQxsQGOryve3tUK5cZjzYdUkDcNbs1vcHHLfOqk9Wp/U9lTAt9NIiCE/19zf7KkGA5DcdsfW4sVQgFzTCsNfRdxEvXBFMW0yVpH77h4GEKhko4vseqAkNxqjVbBfXDK9sGF4NkWYjPxGmG8BbGd7ikWKI1PfjOeB985wD47dKGqK4uvvdyBnOt/eVyicePYf3K5rWHkcTvJ3tbGc7jzHbq8x7ZG5JIKVMtFLzcg3CgBdnuYtfa4sa1XAW8JqJLIqZek1qZWaFQg6VvSwOeGtYlgMl83zZjaSheCauFEF1cFkC/vWmmt3LQ8GigmXXYBb15fAqiGyJ7N5/kafvfz8xt4zRAWoZywaQmBia1yynVCa3/h4hUOhqh1ik5vtWRjWJUoLfDJhZzZQNxApIiwmSq7EpuqkujXM0K3lsK5tb043FM4ipZQYbhvcBsJtj49WwZQ3EPKPXEDYCWjGkcfpVMELV8BZApQMMTa4dLk2oJrmaPtAunJW2gNRUBn3AWDcpPYVCLs6M99Y4MK/7mJXaPub/Llqxtzg7XdYM+QNxYhpKfVzdhjjTfaFf8szqLi0PSCJCrIAPLuiCRhJdSZgJp3mnylTWJRWFLAUR4UAHCMLcRgQYBfrsGt55e4bgsgQVNvW/DnhqfYXVZA0TQmgxhUEcEMZOKTtzrG1pyghmnMUZoV8hw4pldlZ8tjquZ8RLJG6FK4zSsJeW7PQ1uVp1Y3LMTUtQhcFZdtmNSFSOLu9T9g+QCxOy1NLtIKSS/KYtBgTFSi3pUGA484i8dRxZzdz1BYHK8MbWAa95a940ru9E/LNvVip7Hvxv+EqA9zyH90HZgFny+DnRd2VYe/P23i6a7GtjeN8qaXgcTfB2trOd7TzObK8y74H5Dzf/A7+RX2IxLGjMCDnWL9YeJz9lw0Z2GIm2MrzKYNRuNWd4i3nbWLAVuWoNYhnRteYQyFoQa9Fi5MbFCzEXRKFJQgjDA3tXCAyMNWvVHefO0Ibiy8fRGmbW0Mp15mfP0uY582HmgBeljOWc4cUrdtXcxGYURGpkmAlzVqzDoJqyZndd1FA0PGDu8gKKrEpjaQ1tkFy1m012GG2R1fE1To9mDvJqO9io4tFi7jRyY59EzxsuDr/HWHWVxXN+tUCpZQfFtIJL3+aa5Q0qPLnYY7d/nqphYM2vlnYtDgYlUnRBEa0aXgNyLWDw19tI8gSEkhktUhAmMtLWBIKWRBdHqlzZbwa0aphd2kvBm9ZYKzCib3/N+mIe0eY6ZsOkoWjdp2ZCX0HWBT1lbgsAeunIo+uyQ82oBWOhLq65QqEEYVqZ/FSfp7OeGAcQocHZzJp34K+5mjKF2t5mgga/RK0Z3tBWbrppaIor1k+beQXdcNRNneHtj+tRT6BCko7PtB/wrT8AsiyPVdLQoZsMXEN2I6owtkJ64mlk0jBoJEjAgjBWsC2xwZoJZuKfoWAwVsBbNbeheVjDixnaNEzFbzZHgVldaVkXx1CKg0BRihXX8L4D4D0vEfbP63qsVIZX9G1LJ95p9CswvBsQ/C7kEes5Z3iNN+t4z7e3lTRsZzvb+cbOtxzw/uIv/iIvvPACk8mE7/u+7+M3fuM33vGxN27c4G/9rb/FBz/4QVSVn/iJn3jLY37pl36p6tAe/u9qtfoGvoqvbZIZhzplHFc05gkNAGgPg39BJA0g5vm0wUGBmHAmkMWjrUL9MhkpSDlkjABCU4YNoPTmqYKW6CDxAYZXixGyEHRd2lBNWlJIZAYGLK5I4svaTarFC2ZEa0nhAzWSy2hT45FnItiY/QuySgC8MpkKEq1qOZ2BnpsnVRQzOvN8XHDcmJGae1r1kiKYKtEcMLtprdr2QkZkrc9VB61i55IGPK1g00xnzoouUuTIWoooY9PUZeg14DX/GwQrri0OUrnduvSPGhdXO3TjEzVqbD0CjQNeN5EpSiYFpUgHeHawyXl4k4jQlYFSUjWqCdf0uL5eYWYriF5GUczZb5V1HJfre22tYfC9RoKzxb4PvltZ8WNV3DB3eu0itydPIQJDCBSUqIUn0x3AWDDFshd2iAS8/rqwUE+VuAKUYMxLXmdiELOxZ8fVNykuaVib7irDq3WH1gxvLh7FZVTAazBcv0x66kmGKxfoco+ZcdLMQISzMGWxe5GxmdCmVEF9qoY45QvtC5zEqSNsXENebPSbg8kUlWoONWA3oAJZEjDiIo1IEEWDkiuYVxWk28WK0Obk+dfDmUtR1uUSa4bXrBZPJDQ0TFi/NtsA3geX/6Wys1QJzHlF8cPzIDv6ICu7iSX7OkoazmubH53h9XmTse4xJBLb2c52tvM48y29yvzLf/kv+Ymf+Al++qd/mt///d/nz//5P8+P/uiP8vLLL7/t4/u+58qVK/z0T/803/3d3/2O293b2+PGjRsP/XcyefcX/G/2NO11skRsXBBKqqYj0NAjycHeKI0zfOQNu6JEVkIN6HeJAwgjRmuJ4QGG1xWuPiXkKhgwUlxDWyNaIWYlhMxSR8wGkJEvt9c4aZwNNW6Q1bXETfI4LTVjbJ4GmWCu4qRJkVQZXkupgiPDvUqyjjWtX3huNzMT5uIZr2bQ2sanjtVms7VhyKhsq+I5w+a5tVozvCwI1EKLxgQhoYr/zlzSYKKUeoxCAZNAX5QFblQaajqAllw1vB5Z5oD33DwnGDap0oEoFf4JK1vzl362rFWoub8igYZMsEC2CojaFVUn4X+hSmcDRqoJF5mZDBtGNwchR/XyBBNy0JrE4K8T9RuDNe4WA2lcMqHrmw+ktvZZ1YAKWb1mdx1nthLX0e6nUxBY6IziERcotZ7ZCqeVXb5YIhIDLYlohZ2ypCmFeTmD1Qnz/oxg1aC2OZuyMbCJSZU0KKEWnfRV0qA7HemDH0Aa3USMnemExTTw8t4lcmxQ83Y1V9G4Xhfzgog/mD0LVP118FxgE6E0HUG1vhuBeSSqcCpLjERDR7HgMV/x/E2oQbHJPlYqw6tWI8kg+xuOsDGtCcJdrLyBsGSCx6ANCvO4ZnjrpivD63IJN5mG+G4A7zmgLDZ68YQ8HuB9+1iyx6kWPr/xe4tMYsO2bxne7WxnO9/Y+ZYC3n/yT/4JP/7jP87f/bt/lw9/+MN8/OMf55lnnuGf/bN/9raPf/755/n5n/95/s7f+Tvs7++/43ZFhCeeeOKh/76XZyH7iAS6cYmVnlgZ3meH13lm9icItZ1KjU5yPWsCFlkCRTIqmab4MnPCaGxgDA4lY3aAqmYbhpcSanqBM52Iodn1wxHj5uSINH6WIvBG3Oes9S9Mk/PVxyY7Q9okIcUrjitiXwFvSwqV4U0VbLuGYVNmgHhQP2JMSHRkDuzYN27QWdjENoG6EUurax42et5Y1jFT9gDgdegPuBa4BGffas5trtFfFhy0Bqi/q2gbNoBXzJACUqRmugqlKP4kBS3Qf2CX8f0t1imN9A4MS/DTJNWe1QREqvbTArFGy+VqJoxNTxE307lBDnboK0spSGMcc9Vj2gCsUIISspvxiiqqHodVcJmFN+3K5vxLpN6k1IOMA2epr9s8gPgh2cNSmw0rDHBmM0rx4yy1RAIKTxzc4er8hF2bbKK6JmWFkjnIA6F4RNjFkzs1lsxTPnykMrz4uZLikXTqr8MBr9FpvYnBJQWjRCwMvHFlwmcvX0M0E9MCP3y2OXbrhr0b7QFHza5roicNkCE2WNs544syNoJooVGhZ2BRHOjHXAFv2NyGOZirgHfN8DKeUmoCigho49IYPT0Bhqq1PdswvL0YszXgXd9+mqeUIFplAO/M8D54GX+I4S2JF3Yu8dTOk3zgwgfe4W/fOl+R4X2sauEH9++dJA1bhnc729nON3biV3/IN2aGYeATn/gE/+gf/aOHfv6xj32M3/qt3/qatn16espzzz1Hzpnv+Z7v4R//43/MRz7ykXd8fN/39H2/+ffxsYOucRwZx/Gd/uzrNjkbnXR04wk594Ti8oWL5R6tJhqZMqiHzXd4C5Tg7WYrvEhCNRFLZS8RmjIyRGOK0paRVIEmGEUzVqTqaDNjFBqMkCFmjxWryspa7OBe6lLNU5UqJWbF1JjlBkOIdoe9NqHDnLtdR2oCIEiqX5wbVrHqd9cpCRRaEntyzMvWQAV8Lc5egrOvrvU8N8Bk9VDeroxAoJidRz0piIxgU2IRojSIlg34y+qvMFXwokWASBEI9Tt4iB2e3VqP1ZqlxjFxLnPgCLWEdRHmAj10Yens+TlZCyFuSjtc+qvEyvCWWr0c2qXHq0llTQUOypKenhQSgzaI1Jg0nL3MUQnFz2dRqYC3HmzFI9vWDC8GodY7i7PipTK89aCCJLJkb8QTl5+sJDKtGu4iworJRiPsGa+ug76+f5eLywm3D1va0AELpmXF+yb3CaduJitqzMeewbwYRDf1vx4RZ+ttUshZQIRihUEaxCDknpwLmgaiJY615VAjUox7YR/INMPCVwIMKCN+m+fAMUjgi/PrxNlFholRTmtbmyqSfbVkbJWQE1EEkcS9fMz7DLIEB7hhrbX1VYmRGVaEJidMCmV1Btlb8jBDn32W/Mefhy+/hB35DaGVkbZqxXspNCUzjpBL8c9Z9gIVDHLOkIVSyjtej9zLmBnHHqsrBin1HDQT/szlv8A87m3+9qtd04oJuWTGcfWWx47jQC6ZnO1dXxvNCrlGwY1j7zeLdVJab++dX9s3Y97tsflPbbbH5Z1ne2zefr7Zx+VRnudbBnjv3LlDzplr16499PNr165x8+bNx97uhz70IX7pl36J7/zO7+T4+Jif//mf56Mf/Sif+tSn+MAH3p7l+Nmf/Vl+5md+5i0//9Vf/VVms9lj78ujzA+VIz5/co80LgkloDrS0BOkRckMGuuSqNHUpWOxyFKgaKERz+7FcIa3jAyxljFkZ/10zYyqeYyZOQOWgmIVNIcim/ICAFFDU/FUAyomCo4mYvIsh3XxRJB7BLnAJCsh4y1uKCRnNf2bvmp4xQOzDNcIr1nJLLVKODvTpAxAAQkEU4Ksl2b98WIwKQmv5y3oOtUiAJoge1Wt5PYhDa+pQ+/ih4xgXt5QgCY72B+i57s2KdQSBgGpVc9FGM4u006OkVxqmcM6ZMnoZCSbgyIAa72GF8vViB+YFd//XDwfWUNPNpeFeMRZJuTClIEVOGNL3tTRSgX9oRjFlBwErWi9mHK6WLEra5mEVYA7kK02jBWjFCNJbaErflMzxhVZk5u7isPF+zbnaj7jbBqwIuRc84ENIENJ3L5/k512hpU9pjrF7D5NWtGzYGcY/ZjbQLr9Gqd6yGqxJJExKxTz2DgMtChmiePjE149eZWTtMJ2rlBK4fDW6xxlBV7lSnfEyc51XilTViVw33YY0xLrj7BgDMsli8URx+UEliNjMyKDkYvRp56jO/e4fdLx2q3b9MeBD8zu0+aMaYGTY86aI0pqOB6OWbY9Z0OmDwN9HtlbDQR67ty6w+8evoQulsTpirv37vDSzQFZKnd3C8ej8P85+wzTUoi3bnF9GDE1PveZP+Iw3OF6KRwPS379V38FBe6//Fnu3bvL0Aq3ZseAcHorcvTy57kjHeEdpFlN+3mExKf/+FcAv2bF5pOoHPEnn97D7LObx/7ar/3aV7wWxfiHqL7BZ/6kpZQvPvQ71S8S4+fI5Yyc3qY57R3G98/49B//b0C3+XmInyToTVKKlPL41/2v13y1Y/Of6myPyzvP9ti8/XyzjstisXjXj/2WAd71vDkM3db5rI85P/zDP8wP//APb/790Y9+lO/93u/lv/vv/jt+4Rd+4W3/5qd+6qf4yZ/8yc2/j4+PeeaZZ/jYxz7G3t7eY+/Lu53D26d8/v/xm1zUQzQoISuqhZkYkzChoZBFWEjHAYVWvX1NLNCvl/K10BDIVdJglsnqWlJN55KGIkYJvgQuJqiODE0FnTkTihLWAAhfadRsFHP+rdRmMbIQszGKENcUog7kysDGIq6xFSWmtEkKwKppa/PqS83kdRY3VbbTQbESqg7TpNbm1ixeE/MCBYGmeLpBohBKjSVTKJL8OBVB8hwNa5goNcFByGqbY0NNadDk+zfG1g1+JnhngyExu+YzB0xarLSEMgItgbIpV2jUvAq2vlZpW08l0EIApAQOrMN5zfqatbhmsy6/xyg0rIuXBVMhiBEdHSJiZA3O8KKUEBDN9a5Emc93mHUjLKmErxEmER18kdnbw8SBsqzZ2oCZeklDZfexxC29xPVwm7uTCXJUzVQS0JoOIgKXn7hMHAv6hrKjO266yz1NF4h5hQShmzRc2plQpjNmaUo3tiC+RB7XTXQoIQjznX2ev/w8L914idRMiBZ48tIezz75EY7fWBGPv4TEjthF/qi8iIXItC3c2T8h3UtMuwnzWcuu7jFMZ8TY0MUJIQdi1zK9fIUr08h1exa7+BwHiwv0x28wdsp8OuPKwQHHekjbKNZmpJsym044uLzP/N5t2j5ysHuRD3/oo7x65/MEhXJwgfe1T2DDhM+VY7rZHv/FR/8aIg2f/Rf/N/Q3/z2o8O3f/kHu3MnoySvItOG//Gt/DYA//HdT7v/eq8i1hmtPzBGUwxGudh/gI3/1r9LN5297DXn5lVcppeepJ/8KTXMAwOuv32cY7/HEtb/CZPI04zjya7/2a/zIj8NbHlEAAK8xSURBVPwITU2OeLu5fVs5W3yOiwc/yN7ewytjR0e/y/3Dws7Oi1y+9FfecRtvni+//CXMMk8/9SObamSAW7dhsfgCly7+Z+zufue73t7Xe97tsflPbbbH5Z1ne2zefr7Zx2W9Iv9u5lsGeC9fvkwI4S1s7q1bt97C+n4to6r8wA/8AJ/73Ofe8TFd19F13Vt+3jTNN+WE3fnygrhQ9sYpWrrKFiaiuCknikFQTpmQGd1VjyDEc0kDiVgCGTzF1or3EZgiJYCkmmQAJZRaweBwa4y1GjVlaPVcV+krzbVkouYLrJ1GGY+xMnWCFsNkYN0DFrKSO09DiGncRKJJlVZo8H3JrM1fzkEXwgNlFqFqTQdMGl8+lrhWOVZmttDU/SsYTana4CCbQgtFiTKpkgatEW9VXCGGqW5KPLJaNYUZfWzIksmSNlIJWTOoOdTkhBp9Bazb6TzDVtHGa48DxaOrAGREC0zHHabcrvtdSxWkIKkWYmBMJiN2VrwZD1yyUA1+LoEuZAlo9givEpSgI+QqQ5aWRgrrbNd1Di/1FJ7H1NX1f6s6ZnNzoMa6ITNuywG/u/c+JtPX6Tz2wKt0zZMhnG0u5G6BchlVX49oSo/lXHXGa6lmoRkSopE26EbnHOQ8h1eleMZyiJgmBmlREVpGJnv7rN7wbOhJHlESr4QnEYRdO/YbDKmFG5JB1+1hRrCIC3LNJQtakKYjzXdRm5ByR+kLFGikEK1HtZCicBIiiHB5b8awZ8gdw0Y4W+wgBI+LK5mQV2SdkrUliNK2Uwf0f/YHkE8FOCu0F6a0d1yTm7QQYvAbvBg8+QEIGjFc3hOC0k66d7wexdCQSYSom8eIGkEDTTN56O++2nWtaSYEDWiQtzwuBPVtxvaRro0hRKxAfGD/wGP8fB/f+bV9M+ebdc3/j222x+WdZ3ts3n6+WcflUZ7jW+YUaNuW7/u+73sL7f1rv/Zr/Lk/9+e+bs9jZnzyk5/k+vXrX7dtfr3nUvhjJquXmS+mhPECABK8PQwzgmQsCqd0ZJq1ChQ1pWet4XV21jWFvgydQzVLFRAZNrW2SbMDTTzia61jZXSGUcV8OVv8S9OAkB28IoIGASuEAqXGm0kZQLSCcQhFSFHJ4ikH0VwPTCneolsB2EhwACeeGZtN8UpljzpzhnSgVMPOOtvUxFvNnPF0MJWtISYHNBaMdUqDN3d51JVVs9oa8BbfGd8LDWSlyiJgiBMQIUttYqsg0BAsBYr4vgdbA96qrS1GViGFSEMiSIZ2Uo1gzsBmg4Elo0A2NxuWejNgdYVj2qRaSIG/JvVzE8qafTeyRpcnoM7oN7WGmApGWf+9A1qJLm0IVmpNsRsRx1hLKKouFUBjqsS/x3WNTgmzlkhkq5KZWhwyhkzqzgChCYqo0pUVloyQveVNVCiSCL3LUBpdJ1nIJlJtndKgEv0WLWZS06HqyQzdbE5TNcBdXtFazY0W2LXjqj5fS8ZTba4L9RxVwY5mpFQdbmywoDTf/h2snnYzrBVD+qXfK2igp+GNnZZhv2V+bRdpgSYjqtx9A0xde96MK8iJUgq5/mxt8NI2I9+xg/7ALmG/JZaqVtbIYlysz1I9BtW1iLg5EtB3NK3xQPnEg6a1sb5PHu1L592Y1h7VZHYeO/amWLLN/m5Na9vZzna+sfMtlTT85E/+JH/7b/9tvv/7v58/+2f/LP/9f//f8/LLL/P3//7fB1xq8Nprr/Ev/sW/2PzNJz/5ScCNabdv3+aTn/wkbdvy4osvAvAzP/Mz/PAP/zAf+MAHOD4+5hd+4Rf45Cc/yT/9p//0m/763u28dP8GY3cPWT5BLNcqEzdQCV4CBYnKqXTkKm8QQC2eA14pxE1KA2QSRR3sWVFnFlkzeplia6WoVYbXKEuBvepur6BK1cPIgimJ4Ian4OH9WgRKdPmBjZSaYyp4KUWJSlEvTIglk4jVpW3O6hoMlWUG8JD9KqrNRiMtB8M+UiIlCpiQ5fzL2zXIRqhlEzkHunEH49QpTHV5g1YAJer5uVYrjTEhq5uxnGQOJECqw69v1vmp1cgnhkaDBKUEcjxneD11YA3YMjmGmlLh+2rN1K1T4iUZmNLUZrsSgp8jHFRnAsJYadiypmsxdVAopWYxSyFprNmuUpnt89QDseA3LxvTmt8YUUFz2JgTlVEKAwmYUszfF9o4M1+KVBD+sMO+VKDu+l8jkcmNA7dcmeUnVm/wSnqK5w6PYV+QGDDLhFWGeaAL1NddAe+6SloMkcBYBkyEMXYu8ygD3XxOLCMrjEGF59KXea19DgMOOGS9p5737DF+Ju5S3DC8oXiLH7hhjVwTIZzFtVI8Oi0USmxY2kiKDd1+x363z9HuBDktxElEJDLqDjMRmtUSo1A0UDbM8vr4r0AViUYpKzQbgQASORvP2Gl3Nu+XdfW2p3ZVwPsOsWTrzw7wUCzZGrCuiyTe7WwA79vEkp3n5j5ijNg71B9vqoW3KQ3b2c52vsHzLQW8P/ZjP8bdu3f5b//b/5YbN27wHd/xHfybf/NveO655wAvmnhzJu+DaQuf+MQn+J/+p/+J5557ji996UsAHB4e8vf+3t/j5s2b7O/v85GPfIR/+2//LT/4gz/4TXtdjzqftlM+cf0izxx37K6Xx0Pvi/ZWfEk8CKWCoVIZPCG6pUuLx5IRkarhTZ48xobhJVWACClkcq3AFQqpShouDSc8zR9wwvci7PrOVUASSvBqX4wS3dgmBaxUDWdZUUS5Vm5zISqvmXkjVWwwIJaESYNYqfpc7xwbiBs22bWsvi9SvCltv+ywNDYMb6lL02s1rpJd00rVf5dzcGhV0uDAL21YZMMLDzYMLxBMEJSc1x8Jo48dXjxhHukmhujoDHEOoFblB87crqUgUiBHZQweoQZg7RyTM6SawQwjyggFTANWQXkOnj+LObHnAKEa32p8XKhVwipGkuCFGKb+++j7bubM4EadYn5jJCFXBh7U8obhFXesYearBKKGBTiSPc7iTk1kqOcpCKtZYGi6eiz9nI6aMB1IknyfBbq85Htv/CHN6QXOgqAKxVK9gYi0m9QNIW7MmFr1xUpfPNWgr2bFUEYmMwe8mNEjfDB/mRv2LEJhn/sEdqtG20UyosraIKk5goJpqVIcxYJu9ldqs5uUQlQ/DhIDCyJJC7td5PL0Mq9+6Al2n/4iXd/AMjCoa/3b1RJao4QWWL0F8FZOHcs9nXQEAhIbzsYzPw5rcbu5qdMlJTXt5CuAwvM64LL5LJRNhNijAt71tr5SDu8jMrwPpKs8vL1tDu92trOdb858y01r/+Af/AP+wT/4B2/7u1/6pV96y8/enOP45vm5n/s5fu7nfu7rsWvftOkH43DSsD8t7Lkxm6grapQAUTImShN7Fjb1L00TtHiGQZZCkEwsExzaGtmKM0zmgHfD8BrkkGsrmbOKa8C7O6xQpszlCOFq3REHSk2pGleqVpTi2uAcK9s7UILyor7EaXOBC+OS2yqVJXWG1wsbjEDerNaORJoK6LKEqlk0JCesanmVkVwbzhItiLOU4LrPWEkjlwTUr1QFJDk5agKMFAXLzvBqrSMOca0bddiaxqopbaRKFsSZPqcM1wG2lNoGljTQkol1ew5wiwNeXbfCCRbnGGdEBsb6MA1L0MZZ8aJYdP1tseBgXsGLESqIryUMYZ2OIEapGl6zdfJEqXIN/IZGXEpSitRt+t9GM8I68s2hv2/DotcmN4lFnCK24nS6T16DYnx7w0wp1ngGdH3No2TMjF4X9UZCKBTKWFymoOosO+tlbJc0RIVGlSZ4NKCYeLKGGkNeVe12BbyW6aYTog0YxkqNC6z4C/3vUbThnhi1MBorCZVStbA+UqIDYC0e/wcQfIVDRSDU9OFSzYXqOtPBlF4Grk4iT+88zadu/T4aYLrfwDIyhl1ElG61hMZIoYOygocAb+/ssUHJK57Z/SDH8U8hnAPec4a3gkQrCAEN4Suaec8lA+tjWx4Ak48oaagSiLeXNDweQN3s35sZ3i3g3c52tvNNmu060ntgnt59P32acGt/ZE3JRVlQxYe+VB6UVkcWMvG6X9RjvDBKBbyhqEsazMgGJXIOeBmrZjOTgnOGHmxvDFXSEGteruq40fuizpSFohRxU5yFgJprcb1ityClp4jQieetzqUHhWU7wRCCOeDV7ByriJdi+PJ9BUcSSRY9EaF4DqkDXl/WNhMGIugapBpBCqHmA1spzsSqa41RP55OiPsSe00BdrArhdA52+rL6EpOtWWqcZOY/yfXJWZPhsg5AErQtNEUx6qXxJwdLFHJMfh+NUrWHQyY2NL3p3i1sNZq5zW1JzXpQajxcbJ2oFGzha2mMrAx+2lxQG4qG0DuNwvx3EhXtOYup7qNQqyJGZqTSxJMyTRcPDplf7UgSYMUIYfo+t01bDRH1JZdYb1hePEYs5X0FbE5ABfBK46DenpGXcUQibRRCQKdKiYju1e+zHzvptdBA0PuEYFRO1ciqBKDM71ZC6tmZJTMTI+ZzhYu7aGQMFZp6f8O0Q12GJTg7/uQqdgfiwLrJsJaB1xwQ6Q0DVHyJt1k2gSuza/R1sdNdiLz/RmycwkE2r7HLFeG901yAln66gCGpSUlJ6I0oIHT8XRzaAFf9ajvVcwB71ecjWSgmiofkCOoPhqvoRuGN7/ld4+tud0wvG9fLbz9KtrOdrbzjZ7tVeY9MC9cukSWwPE0MLSHFDXa9tjBmeGmNVWQwkBLEVeOZgtkKTXO6jwPdzQYoDKD6mykjRVYFpIWjzIrDodSqDWy4tW5EgZCTT4geJJBKN76lPGCg4g3jLlO2JCybjXz55kyMOqEvplgUssR1LWyYS1hEG95U/FM3UWZkqwu0RdneAUIMtSqWCGVQBGvi1U8icFLI1zv6IDXdz2rIoybZIMi65AwH1F1UInjxICQBwcqpYXiCgIMr0Z2PbOQilftimTGyh42ZWQNWYMVclBOp3P6nYbhSiTJFBNjwtLZzuI3GWJruG+V3fOMZMywYHUJuFqwgt+geK6yA1yluETCxKUlYZOWjJTgv5dahYyh1ZEXzNlSwQg2UgqcWcedsz1e/PxrvPjSy4xVIkMUVk23kTR4UxjkEjHj3LTGiFmh1yUmRlZDHF46iBI3vRVqNJ0EWhWscsxhsqCb32e+9wZN8fi5Pq8oKKaBJA0hKFES0UaKFE6mmV6SZ05rIAgcdLuIVG05Rhen1egJZKXTGTvdBS7WPFgJQmCBCA6O1aPgpGRCE4lkTDLTace0mTKJE77j0oeZNzN22h1e/M+e4eoHn4M1mCWTKuB96BJrq42WuOSenHoiDYTwFtMaZjTNBaLuIvnqVwW8b5U0jOtf8KiX+U21sL1doPuakX1U09pazP72prWthnc729nON3q2V5n3wFy/dNUZPRFO9+7z6tO36PSMRZ5wRo27UhARBmk5sRmJprZkZQgJwb80zDw6bClQgtE3DQWlPVpWviiT1Oryv0sjUvQosrFRVq2gOlSGySiNax+lxnalurTuDK85kLCCWEK1oOqgd8LAmc5ZNc7waqnlDMVTAlCpeuTKvIlhBKRUjWpJXo+LESvDi7kRa11U4fmvtmHq1mx4qc1ha5PYWrtcdJ3QIJVwcg1vwY1tQYU81JSHzo1anmWxbooroELKbmxSPOsYgcZcI5zXX+1qlBC49V37rJ7uGJlSoAJe10/77UezWeZes3+lInYJpTLUFSSom7lCdtZXxFArbhAzIVrexI6Z4aBa8KixIhW0Z4RCzJnr422mrNiNnkbQE7h9tIsATcpYrwRRJMCi7Soor6kP5gkdnjzhprWV6zE4C6eMIbGKIyKBpm1pQueGLTIWQ71hCHRVpmEihGbcyFUmpUUF+tIDLs0ZpXGGdzyrNyKGyApBKJUpDVLYbTomMmW/3ePq5IAr86u1oc+Pe5CGq7OnCNUPKEFouAVADHOyKtn82DZd9KQLTXSzCfvtPgDfd/V7ePHStxNC62a3ycHmBtWskCvglQfYVWFVU0IAK5RxSZCIhMBZeljSAEaMu1zc+xhaLn11wMu6mnh9/s8Na4+aa36e0vB2DO9jShDewbR2rgneShq2s53tfGNnC3jfA9OeLvjAiXBhVE52J6DQlpHbeYdDcbijwZeG25pPGlBSCWTJSBg9R1YVimIGCwQRuHH5gIwyv3e/At4lSc2Z4fr8QwxEzLOygMBQHfyAeqqDZ9YGMoYFJVYbk6cdjA4Mdf0lmwhSsNDQx8rwkjExmn50/W8wsrgsw7GnA9GQs0sUqgQCMxoZNtFSXWk2sg+pxi3HeOJ5weayA8Dd9zJ69S3rn9fnCc4qfjnUpjETVAI2+t+Wzii1AKJJNVYquqkqp7gB0KUC3mAjLkio0W3ibGgSN9Blm5BwwBqtVLY9kM23JRj9ak4poWp4YY3IrFZJUzNrw7ppTWqZCGUj0xBZAwrBI2irtKBojf3ym4tQjJ18xh5n7MWeEMA00C49Ns0EOJW1EoR70zkpLihNX+8uBCteKb1eHRjNNbyjFD41/xyH7SmYF1isbzTAKF1TY+KEGM5Na0ELHk0iTPHznEuqRRzCqK1rWVeHqAYGiURxiUjWHUA9d5hcs6yhiwGVUCUNbN5rxTLrpQCJQiu3EDJds0fSQDZoQmC6TvsKmdlkwn7ngHfNoG4kC5P99dYxy6RQs3AfAHJm3nonQCqFnJZEGjRETgeXNGxC6PIauNb33leIJPPneVgjW+xcNvKos2GL3y6l4TEB6nmqw9treB815mw729nOdh51tleZ98Ckl77IR+43XOsji64FjCYncjWtZRGCZAcz5lmsgGsuJVfnPw5kaqzXEpca3L6wzyq2xHHFwfK3Cfb7IEKm1FSDwBiVIGvXOgRG19kCRCGFUlMEfPEaWZdTCGJedWEmRK26W3UwcFAWrJpuw/CCsXu8cEZw5okLbqyzGjWqtGkkZjcNWaUSG+mrISsQiIRNskJBxfW3BlDWqQMObrIIa7OeYTDvyLMJ/U5bQY9yWD8BbQlM7IIH0gKpc6ZcDOZDBUuxBzNyipgoRf05zLzKGfDld4FoHguXJIIoRqQXlwVEyy69QCnS4Qgy8caNF3j9jfd73BdgNTJts9BdwbXmdZua5yWHkl2uof4+2SDW0fXSRk1eqD8OkojFGUyAVgYEiAH2VyugqkdP2YDx5WwHk1T1uPUpUlu14G6QWhVnes2qOU3FjWB+UpzhNbCm2ehEo/p7KarfhKAZM6FDOS8kEcSEUVqiBljeI4TAIIGGVb2x2AdRGi3+fpRqfLNSmXSpW1JMAlb8hk1Ua8LJbaDQNRewpkHaht0LB0xCAoxRYT6NDwDeNfCrwLbbxR7QvmZda3jPL7Fmy7pSAUdjIpQVE2mQEFkklzSssh//sGZl14D3K0WSwVs0vGuG91EzeB98TV/PHN51Nt5bY8keM+ZsO9vZznYecbaA9z0w43RGUzKTXBGWQJMzDihdNhDItSlMNgznwmozWBjdUBWMSV5nyroUQjXy+qXLGEJjp6CJYkaSRDJfPk+hxvHnqmdlZLdbMu0GQgTbxEUJe+WYCYvahKUufTCvOg7BWdkgIybCQT5lFTqKRNQKJRT2Ts4cgM6gSHSdbJVsmCjtOBKLZwyvl/PjOku16pbDWtJgnjog2WHZht1aM7wV8BZLDGUFMVJ2ppQmEMzj0iYoO0WZ5c6NUqPHno2b4j1jp3eGUZsVYFgKJAmuXK2fIDE/b2XNIBfXXWeJFXAGeqYIfkOxzuI19Seykgimng27qWrO1YS21vA6bnCGtzanYWjybGZb19iJx68xmsevrUFqqcA9lFo8kRGDCf66sijPD4e0mphoTziq5kDBb1zEu/nWgLeUhmH9vBi9lXoKatIFeOPa+uaoygpK22wYwlBfkwm1WjhVwFvzfaskQ0xI0vjS/uIeGiIribTisWVjuIgRaMRvHhzY+w2ZyUYU4g1+qlhOgCIhELiPyoBKYNrskUPLbO8C7aRjT4VOhRiNqMpe6/Fja1PYWrIQgjLEyUaukOKa4a162DKC1Ug7Goaju8S8ZCe0FA0MeWDMI28sXVqxH6f1fVH3+6sxvLwJ8JavA8P7dpKGxwSo5ykS9vAvthre7WxnO9+k2V5l3gNzdtTR0TDfOOmNWBKCG6QS0K4ZXtgA3mMUk4y2Cy8wQIjr7NW6fNyY8vrBZUpwc5ht3PZV11oCQxMJ66xZMyCzG1dM29GjwqTHgEvDkivlHtflpoPOCnil9Bji8WkIphkR41I6YxU6kMZBmiRmZysHhzPDtAXdIWizXmumHUfaosia2SJ7tbJ4XFc2ZU1Fx2Iuj6h6WCnOblrV8BYxVEacga6xW5U5nA+XeWb5NN9VpjTmQE5LQUf/Iu8nfoy0GG128KJxhWDkFMhaExjWDCbgcKDKDiyBGkmDa5NRenFw21TAa0SsEdetMtAlmCarsXP4+a5yAWCTcBXq6/T4NiMmcxNZDBtdMyKQzWFJZRUtS5VbJGIptJqYhd4Zc3FNdbcceaa7wcHkkPbEDX+NJYrIpjlsQzrnrkoaPKVhyEbOGVOpbz9BN5FfumH5chMIum4+c7CbBRo1LwsxoVU271HTiBhkadCgsLhLCIFeIy1+MzbGSx7d9yDDK2A1pm7THidgEin1hlJDoOUWCjTtZaIGJPoKwJh6ZmpMFLRxYPZmScMaUAYVhlBBqmWGemnVDeBdISoMzRysYXbrZdrxmHmIhOiRa0fDEbdXXjd9oVnfCPk5f9emtY2Gd3zo548yuoklexvT2mPn8NYc7TI8vLmNJnj7VbSd7WznGzvbq8x7YD7fdGCBaT5nCkN2I1JvLRnxQmGxujhfyCYs14C3WdTILE9qkHVWsUBbhFWYcHZxWs03VMLQdaRFYAwVKOHscDHoSu+gTBRT123Ok7epNQzE4OJOzZluOAEg1irfvn7HXkgLliFg0qCl0PQLmpShBVqXNISw6221CqA040hEEaKvgpvb80xd/ZhoKqPobF1jY132XWt438zw1nxcCXVpWzfMYWszRrwcQsUBsyZnWPtWEfUkCmVCUSWGE8KYKUnJ4gUgVoGZH27X8BouaXBSNQARM6HHgU3DWCUNAatVwCYJKw7CrDjLLJKrrKFuXZ0N17pMv45ta2pd8yrU1AEpHhdX722smhmp0g/VTJMLjWQOmlNEXHoR+gLJCPXfukwohQ5n7HNoUIRSc4At1RsBqtbYYDAH/VILOUIFakHjuamyDRsgqCoO5KPUGxvX8DpwLfVvJ2DmDK8GGM5cw4vQBE/soLmKSiAiaDUZNgLieQvkesRUPPHBAa8iGmjkDiJC117241cBaE4Dl2Lm2aana/wsXOgu+HvrTS1mUYUhzlyCVFYsVn8EQNs4I5zzAgTu7H+I23svkmJDINOK0rVe8vL5w8+TrdBow0zXbWdrA+O7A7xv1vDqI2bwPrittzetra8tj/bV0baXAOiH22/a3nkm83a2s53tfCNnC3jfA3PcdRjK7pBQMaKlqnmFIfvSu4h565NmkMIKBQIhLr0u1rzWN+RQHewePRWBRODsUkvaUe5cC/WxmeC4jyGESrAaJHfMd2VwklAjObjGc1qSM3E2elSaKBfuHzJf3nNQtetvp7GprvsiNLoCbRCM+eKIkAs2hRSDm9YqKJHKMjbjSCyKmNcYq2XPo6iM4Vh/vl7an9jK0wIQxFxvmdd6RgUh1disQKm6WV9CN4oJy+L5rooRi9GOmWKeVoFmQnb2yTQQdUHICUuBTNxEspX1sRPI1bQWSyaVTJJQY8ZgVWOwGksILgkpuItepGBpDZIrZVwlClXQAMEhdTCqNlXQYhs97ipWPXB1moVKPpfKykqugFcywTJaCvNahpC0QWplcukaFjpxKY0ZLaO/NnXmExkwE8o4ZW1aU7xgY6ws+nqCes5yo65d8OIwReqSv+o6LK968iTXzGAlike9iXQV8LYb4BdCJOk6eUH4y9ef4/n5rkeLVZNjqBXSzvD6/ijOGFv2ZBMk0HDXz0vjoCw2EwQh50TAmIUe00AXOiYVDL/ZFKYi9HFWn2tkRWbkMt38B4AKeAFhxtHsfXzm+e9leenD5P3vo5k60P7Te38KAnvdfr35YaMACF81h3etkf16SBrWsWRvVy1cGd5HBKhd9wQA/erGm7a3ZXi3s53tfHNme5V5D4zsTgFhd0xogdaSu7NNGErVAhZnW5GEidFXI1JoTusXt7O1TdaNhrcxb4/KeILDyQsTbj/ljGYineskCaD1zZCcxZnkAf96E4r4Uv40j9UIZsSQAG8sK2S++PSHiVP/8krB6KVBizDnlBw6lxGcHCPFWO5PKOKmsCLO20rV8KoZbcnEysgGy8Q14EUYH2B4gxUmZaiAUlxGwJpVdVCrMtac2o5SyzqcRTcygUWp5iKMi/fvIaWQY2AxVyQk2uT7RRco04bUNIw2oUynlYE2zvMuKiMnQih+nrKEatZSllWv2xRnnUV8X/3LPkP2/c9FqomsgNp5GcGauYYNix8yTEavK+5j6zpoegwvdHDy1YGhFGFUJYTEJCW0GDssahKHM+qYsFpe4g25RMFj3rrK3K8ZXpMVYkrOE9a5xopRCow4yl5HYYVarxxCZJPFKgWd+fJ/DE5DF4ob3ChY9sc2pArcu/qYZqNlDSGSg9WfRy7uHjCN0yp1XksazgFvlrWkQTCNlOIGUAkZpUckEBtnWkMz89c7+s1SL4ms54Y1OGd4ZcPwKkOYA36zN4ZnuW9/hWlXt5WXIIIwAWspISKX/gz5wg8xb3cAvG1NhP32HPBa1V1/VYZ3HUu2yeF9WGP8KHMeS/aVUhoe7atjMrkOQN+/8YCxrmzuRLaxZNvZzna+0bMFvO+BCbMGM+jGnmCBjkQp8LnpijvdYWX4nAEVTSDGCtcBhObEWTATikK0c8DbrpPDZK2HdSYOgyKZiWXWNrW1xLIUpeCxaABFAyWswGCS8yZH1COkAAa+8OyLnM0v0q4BZyz02iAm7JdDcl1q3zk9JktkudM5MadaAW/251bPwJ1e+TKzp+5SxAg2uI7UoRQLbbEa+RXMmJYVxTxTYg14k2ol/oygZwQZUITTcsFj0MTlG9kCfWk3DO9TN17DVFg80bGKc9DEdIChbQkxM7Yd46RlDDuk2JByRnLesIcGUISoylQzGo1+2jF2E7QIS1szvLWOV10CIaqIZEijpxxU8NJEq/reasoTB7pizvQaQjcMTIbkDO9sWsFmYSmgCrPUeDwbRiKSNNBI4drJgpALc6u6ZHGWvBjYpON4d8/BrOUKeAtUE16mhyLY2G2YxSBuWEsETGJ9bwjdfMKFSy2Xd69USQNAITz7NHp1j2beufLZUg2oE8bFDqxlPIBIlTRo3GhZNQTqvQVWAu1kF9WJ3yjIWtIgVcxw3ucVRDBtqmkNTJYIhSxXN/rU0DgYD6szJmf3K+ANDwPejWltzVTDIl6m0BJnT7KKfxmjoavpCmtJg9oErEEM9mqM37yZb7YrIuy1uw7IgXX/y1ePJVtreB9OaXg8ScNaTpF4S5X7Y+bwxniBECaYZfr+Vt3H88SGLcO7ne1s5xs926vMe2BiGxmANvUEa9wkZMJLkyVDXHAW0qZqVONAxhhN3bs1Od6A4YIQc9jUAjfmUHnNQJYNDyRkMVrxdAdMkOCO/qE427yRNEjAGBEyXRn9eUyIM8hd5LXnDjjeu0TAaM3NVGMojNogJbBvRw54xRAGVm2HTVznarqu7x3BvKjBgGZyiDZAGIg2ogYTGxETFtpWtk4q4K0mGIEmO0jP6y9j8eX2mb6BYJyUy1Vf6gxvQVjaBCqTOVsuKaKcPDlhxRwJiWlf6JsZMXhLVikRipAk1ra6Wllcc4Q9BEDppKAkxhAptEhRzir4aLNXN5s1FF3rXbOv61vEO9/8jBlrva4irYeMeUarA5H5YkWXAzkGVrGypWKsFILAXt+CNICw6nYIosxKctAthTlLApDUAa+Zn9fTvQuVvc3ECJNhARhJJ4zSIwhS4vmSO4YVGEXog99UiQkxRK480TKbTnGxrqAqxEsHhA8+wXE6AqAjY0RnyJedA9cK3jQ0/v6geQjwrvXTRqTtdgjhYYY3rhneqkt3Da9gIVDWkgFZAYWi1zbNYk1lXJvFEXFcsRS4Ob2yKZ2ABwHlebzaaXeFW/vfTvzQ/5FVJUcnjV9ic17Wt+kEaJmoa+EBdh4AvJfml4mqG+bz3ZvWvp45vOd/82Yd7+NWC4sIXbdmedeyhge3vf0q2s52tvONne1V5r0wQRgotGkgmNLaSDYYxJMITprR0woQYujpcRf8DKM0A2sfWhG8XWstaagryAok8/D/aOcMr5A8xqkoEhzejLnDcFAGRtGAMNLSr0k7CrAzvcfiesetpxtC7URrcV2kRRikhaLslDMsOONXJNM3E2hw85M6XFEKWqpWVSAMhWINEnqUATGjFYgFclH6ur1ohYmd5982PAx4RT28ay43AUhElxBUKGcWWKZJ/Wu/OTjc3yXPJixlB9XEtAeaFg0rRomU4nrnLBGaQFTO81f9SRARYkmoJZIEyC7vOJMWDGbhGCnCyerZelbF66FDh4X9TdkAVkjZdb0mSpl5SYWuxo2sY+ds5ELaZ2gjY03YSFJAAjsl0uRzxvWsnQPCrIwYRqeJQHGTmuqG4U1d5GTvYsWyGVWYDqdgMEpLKlZvgsRvADCCGFaMAeF+s0LEmNoU1A14zlRXhleVUOUZh/09DGMmxZv3ckB71zWvz6fQnQPe+ncaAsQaFyEtIXQEnW4YXhMhqr8z1hrh9WfBGd5Mbr5EwW8Ys17bJAg01USWzRhne3xy51kWzfwhhrdsUhDOGV6j4ebBc+SDp1iN/owbhrcsXKvNFKzlQgwU8+ebVYANcH3nScwKpTwa4EXeJGkoj5/S8HBZxrmsoZSRMR0DEOPuI2+3q7KGVX/zoX193P3czna2s51HmS3gfQ/M87MJV05OaXIioLSWGAyyKSEXlppBB5rSQugZKpuza8W1tzV6qYihWdCNhhcwCBQG8VasxoonMYjHhHViNCJYABFjKG1NaXDAm1RREpPiDBXuf2I3HhKvfp7VzggU19rWL8dBAqbCSEcpLUEz3n5VOJ7vEopX9poIVuuIvVHMiwrCUMjWIqEnFGcTo0SabCQTeo14EkKhXWsdxTaSiqTrcNziqRJyRqOnrJNrpXKmACtz9tnhnvDaU9cpuWGQGdYWVANTM0JYcBanlBwRM0aNteih1KSueneRvGwg5h6R7OC7NJChNyFJYBbuMdNDzAKrYd9Zyej7K+NiI2mAzFDWS+8BmzVAQYfRM4ARdk5GutKizS7FhEImacE0sF9cKpPFI7z60CAIszJQgrEnHhFXqhQAxHW4k8DJ3roqNyMiTPtFPbcdJStUdrIUrwmOtchkZcZhWIAJc5shGsAMCRmR6Ay4BIIoxQrHw33MYKa1TS4F6JsNcBUxJHgZS9Zz05qGgMUKCrVFpK0MrxFqbnOshkgzI61jwlQZ9RKWM4IiEhjZA722AYl24Snu7j/By1ee4/ja+7kfCqLyJg3vWst6ruE1oktCLLMa/feTZi1p8M9Pq1PMWi7FSCleMrHTnjO8z1x83quJh4xo3Gh5v3q1cDWtvUnS8HjFE+EBE9w54B2G22CFEGePBXgna4a3GtfOSyyEraRhO9vZzjd6tleZ98C8b9pw9eg2aplpTjQlkXDHv5rrd2+3C5alwTQ512qwa2MFG3U5XUAJG0NTFCWOGbXCIs7wGCuc4aVgNcGgLebNWCKk7IUKaw3vCIglptbDGqQCkUSQVJXERqzsLsCSpv7vjGINUTMiLpFwwGuoE8tVj+v6VFM3xIWhUHBw18gp4MvTbc5AYdF1gDBNPfvmlaxZIZr50no1vCk1F9cKE73pCQpsIn8BIRfP9VWMHCM3n7hMSQ0jMwiFtgSmlghxyVkzpZRYy0CCA3Sz8xg4QIpD3zgOiCQyiqQG8ArjlXSoGgftn9bXXDOFI4hmNK3gAYZ3LBWaSyA0teiiFGTlaQZ7Z/76p/FizZotNaEgMqvGxyKR03bmmuph4On0MvPuDvvxjM5Gks6gVkWPTaRvO8p0h7GNbiZTmIyuFR+krdXHlVk3r19el4HcSAMlCNEaWms3zJ2EjODgUMSB5/FwXJfehQkjIopkpawCrBW9MhKkBXOd8VrLKrF1PTuATlGNqE4RZJMgEgGxwpgzt3YcoB1I4oQf4vjuRwir76WdfA8LXkQ0bljbaXfAS09+B5+d7XBihTMZQGRTOuGnpjKo6+IJEeq7j1LGc4Z3I2nwG4YXZvu8ON9nNyjFegAuTA5oQ8t+t8/1i08DhdR73YzHp717DS9vMq3pY0ka5G2jyVZVitB1T2xMiY8yXXcVREnplJROzrOCt19D29nOdr4Js73SvAfmV7/8/+ST+18mxp7GIKRMluIVrRVA3eqWrEpgJR60JQhzVmjwRfGxuvmFZgNqRYSmz4RSOAuzyvCalzqIB/QXGWmKIcGrYEuGYhXwCuQgDsTNbXKDRooZgYTUvNMoA02VPCQJ9LgRrKfDSkusxQoAJ9M5oa5kOh7LdXm7UIKAFmQwsjUYmSjHYMZEYGdY0ZA5q4B3Z1zRFC/H6ENEzTNk1ykNaMFEkGJM9I2aDOG6XqkShmyRdf7wvYvXGGPD2M8YZYpQ6HJhapnQLFjECVY10km8QjgU18ICnjpRtdVNWkEonIUdFuw6YMNY0SFmRAb2p69smOEYPXJOxyW1ZxnJ2TNvq/GwGQo2dXlCe5YQMw5OTx3ctzMmpXXwrcasmYMWCrDMhdN2jhbj2w9f5mq6yXOTz3B9cogYrMK8Hg/om4ZlaGk1spg1ZPOM4sm4qK8hsNIpal4BvNaHNxXwjmagkXnZrczumlnNdGEPUE45pNHI4eqQ0/GYQKTTHkTRJG7cy1MoSteMG7bRNbx1e5NdN04CotVkFmd+AygOoqN6kcqdITGGhtk48JT0mEHqG4QWjREho3JeivDM7pMcTA5Y5cSvn72OYTTaeApEnTebwkIQIFAMxjxS6k3QpEoaSmV4G50yDxPXFdfnmzQTfuyDP8bfeP/foJvOakmKUZJScm27+6rVwg8D1DenSDzq6Cap4bx8ou/f8P2tTO0jb1PbTR7vavU69+7/OwCa9uJjbW8729nOdh5ltoD3PTB795Xn8pPshZESIloKCcNMiVkJKKuQObQlf5Q8s7PFgSZqBCkk9QxaCxOXNiLkILRpJJI2koZoVhvHCmYZYyBaJqgXKWSr5raSCeb7oTjgBTgOU8yMiOuKxTKdHdPSgylJlb44o9lrSykTmjAiDBiwmM/cmGTQx8DN/TmDOOhAPY+WXsklYCSCuFlK88B3509zqdzlrPUK10keidnlGm5W8ua1oq5jbmwk9gMhDQQZidHZUG/+KtWAF7GZIVG4df1JigpDP2WwGSErM1be5hYHFqGjpPAAw+taZ9vAxar3KEZMI6mJDNqysjlGccArnvtbSsPBzktos9aNZjRkpAwUzweDlOuNicsXutEoM08yuHDcc+XwDhfOTgAjdR07eVab1nBwpoXBEmd0JI08Nd5md1iRg/p+1FnGPX/vGKy6llVsiRpYzjyyLYlLVpo8kE04aXZr25vUfYWwuYtxkDXNe1jJ5xeYJnM5PkOr+2QyqiNHwxGn6Qwr0MkKEUVTQEhYnkMRJk3GVrWAIgQk1Ji+blZZZdAaIxbUpQFKZXjrk+dqXHv2/m2a1qDkmoIQQP35gsiGtW3ilL/+vr/OtJmwMI+X2487D7Ga56awtWlNMNzE1w9D3R+hCYKZbRhelSlCW7fhDC8Ku+0us2aGaiC2DjZTbxtz3VdneNeRdW8yrT2GpMG3twa85wxvv3Lt7TpT93FmDZbvH/4Hzk4/C6JcvvyXH3t729nOdrbzbmcLeL/FY2ZM/nRJOvkCLTNG7YipkMWgeM7qXmowgWVzF8OYULhshRQGB3paSOq5uaaBaa7axsalDl1eMZpLFSI19koyHtq0IpKIGsgopWSSekpAtOQsHcasDIBw1MxqPmtGS2I/nRHtjIaEEEga6G2KqbGSFisTGk0oAyZKajvMPCDtzmyHo1nL7fkuIlYL0wTLkZQaX04vBSRzvXyJ7wyf4fuH3+O0m1DEQe0weL2tqaEqqBSkgFqhKYl4NtL1S0IptM091+uG3rW3QCot7AjxYsvYumFvsJaeGbtDy8UyEulZNl66IKmpDK8fI3mg9QzBG85yoUkJm0MmkEtLwchiLPEEAssRlcLOtT9mfvEluukpedowqmLJWV1NDtxEBCTSHbfYNHg6Qg+aC90w+DJ61zIpkdYCjQqHOlJkZBQ4ZgYiTAePdntl8hR/WL6fTy+f40/yC5yFS2hlJI/nuyxii6jQT53RTFpQKcTkFdOn7d6mGCWbm9YmoRoWzZg1BzRhB8OQVAsXghCI7HIdwXhj+RrXZtcIqoQMrQwQWsgBLNHaLo0E9rXDxuLv+x0g1ja5ztM1DCEHL4MIcVaLJ7yWuxE/M1aMNheunx4SGiANYJWdrdFlKrIxkam07LV7/OXr30tsPQP4woWHQd65Key8eGKtvV6ODmQnjZ+7UoaNQUtlitJifabkRCEhzcNgtpk4SM0jlFSZ5K+q4a2Ad2NaexiQP+psyifqdlI6IaUTv550Vx9rmwCTyZMAjMM9AA4u/ACTrwFAb2c729nOu50t4P0Wj4jwxuFnodzmdBBWYUrIuQJeQUw5GBu6ANLd50OTG1yXxBxI2lNQVw7qwmuGtXBprF/00eO7JnmBDKUyvJAtUKrtKUtPtESUpmpoR1bSVoY0kTlFzFwvDBw3M7JrJ+jKwMXhkMDgrBpClkCioQgMNKQyhyhISLxx/TJXF0qbJowSHVhJYVFjyxDIjZKkw7KwKgEotHbGJe4hKPv5mGCZPjYYiq3WNcJVG2qFZqjMmRROuzlDUxm1uGIyv0Gc3EEqE2Z0qGQEo5UMYvS09NYxGRvm9AQZWTQu05Ds9qBRGl82NtfMZu/99SaxRYeOiRy8kS1nZRVcXrGsetS18lnagW5+FxHhc0+/wO3dGaUaniQXLAhowFAm9wSYARHrDekLwQolthCUmMVb2BRyCKwuRobpnJXNEKAZE4fNJVbNFEQ5ZY+j4trWaRkx4KUrT9G3E0Th9GCPNFOOrzYEoMkrsgln7Z6ngYixzA6Kp62vAJjB1XgdGk8e0HTm/1tDoSMzLrbPIgjXZte4vvMk+4tjWlmxiLtYiqAQww6z0CCj7xch0bYKVVZgTUNLJBXhT1a3WaYlMewAblrzWDJnrTHj2dO7RBFiZ5A8pSK2Li0QEqqykRhoZUWvzS7x0Wc+zOXv/Ajf/t1/5aHP7ca0Vh/rDK+Dyz75dtYJDaVUdldbNESEhnzf36PxSkC7h0Fp7CrgHco5w/uuq4XXkgb/vD5ODq9v7+HyibWcoW0vo9o+1jaBTTSZ//+rXLjwA4+9re1sZzvbeZTZAt73wLx/74xejzlDud9MiSVTyGg2QhFiiVyzQBcSJ51/8YhBiivUCpIhMjCqcaBn/LnTwF8cIU0UaaAtKyx5AFhjtT9LQCkk6QmWaLWj4PW8K/X4rGiZlZ3SmjEvDux6DSzNvwwnZcXF8ZCuZIKMiKsdSdZ4pCzC0nYgwJ0XJ/zph1+gKRktDadh1yuCMVahhdqmltqOUVvISp86tCyYjGeg4hFeRdhNZwyhJUugHWqKAWBRCXncsFwlCK9dfIIxNqQQWIbg+l3xzGFEgY4gDhI6XBay0BnFAt0YmISeGPKG4d0ZMlpvF47ihEEaQsn0FQRkC6yOA3devUhBvKghR+7FniKw3EgJhFwmNbYLjpoZpxf3yBpIBhRnty3U6mFTwvGATRULAelBByMUo3RzVKApXkghKsyaPaRz9/v9eAEDlqnjfneZoK7zLY2fZ8YV0yZjQXnl4pPc2rlIUiDOuPHRls8/M5LliCb3FISzdp9gEUJilV1OMGlXbgQ0uNI8BbFzdrrJNPMl8eIKUKwYT7QfZN7MERF+6Mkf5onTIzod6OOche1AaGk2etme0yZgIdFq2DC8OQQuyC5KYCXGr3zpVzgae94YTgiSvTlNNtw770+3mV04Yn55gDRg5gUTDnhdw3vO2rb1fyPPzA74b97/n/O+/ffV0oTbmNlbTGGqzsIDrIa1NvfhDN4QpohKTaOIzkY/f64LXs+G4R0MW2t4v2os2cMM79eSw+t/t9YE+3bWUWJfKxsb4y5tdwXVlitXPraNI9vOdrbzTZvHuxpu5+s6cv1FZi/9Pp9rG7LCNA0syUiBUAJZC3+mn/FHU+NMl3RlhqKM0lPGiJCINjCEwoEe0xQlRTd2WZvRPFJK8Cpi82XgIkYxI8lAsEwrHUkUKYlV/cKPJdFzxl42piL0EjFVzohAYVJWXBoOuZ13CKW42UZaz7vNGVM2mtWJnpHU6LsFdqwchV3AwedSGuY1Czc3MOYWSa5xnA23QeFQZ3whv8AL+ctcKPe5H68y0x2aYSB3DmsmQyEOo1cpi6Bi7PaFdWRTJngOsbi21FMNKuAV6HJCDBYyxUyZjkbDiqwDq2ZdGjGlKz1ajKwNrzdXuDKecnt2gOWR0SZoyqRGIHs0WxqM+2FFkYmz59XqlZKXfGDKnWafthOGC5fIZ19C0kjMxsXuVVbM0WSUDOM0YhqxbMRFIpRCaiaoCG1uNrXJV3au0u+u6E9v81L7FJ/fucx3v/oKH5ARRZHgYBozdDgmf2ifw519BqYwz5w1xpNpjiCICKpGyCPRIElL30yZNiOrPGMXY9Ku+KDsY4zsTS6xHN7AmhlRTgndiAqw8hzeKIG/+tx/ySB3mb6y5M9fu8Xt9jWKKK/On+fJZkrTThh6Y2gTdyYRGHi/GkSXL5SghNhwbdxhMdnh9dPXuXn0p8Qy0gjs5+e4Zj03zHgqKEeS0Z2Fm8uys8ZNO8UV2ImgsklpWDOYm2X9Cvru3vsNjo8+RdNcoJS+PuYcsAWNUKAf14D3gZY1IITZxoCntNiOIZOHix0AYrfW8BZCfrexZG82rT0cm/aos06f2DC8Xwf9ru+P8OT1/xqz7DFy29nOdrbzTZotw/semFc44I/zh3l5v8XEmOUlyQMLiEVJAleKcq1MN6USakqyQs5TFKVNPYOMXJRjCoGTal4rcQQZGMWXoNXESxYkY+IFBsEyKg1Ki1hyFtIg2kCRwkE2ItAHN6MtraPgprBJ7pmkTLCxxp1VhrcA5kv4gjEXz8Ft6BmBw2bHaWqMZeg2yQnWRrK0aIYdO0RzoYjyWnOJ+3KRthQuxi/RR0WlIw/u+paSufDGEjHI2tYMhsIBHdPRiLkwSy2tUY1dvsQudDS6BIzZWUMxZRUdiM76gspACMtqlDNC8YzYSRpQEVba8kZ7wEonnFbWUsdE7uqJCoAKq3bEYqCXSc0lhjFPyWMHKHeaPURgcfESQ9XFajFCVIopp+MlzJTcRMauoZjQnCYCRmqnNDRMcqwFGhBCw6RRbLJDoeXIpug4QlGCBCQUZwXNkHQKQTjIntOrNZN5kie8Xy7wg/Eac7vCvN6YiCkn0ymhLSyzG8W6dsmzMuVZmyGxc6lHNWEBaOMta16okOnKTa6Ja6qfOAg82xomkZenT5HNaLoZJRXuxUCUIy6uFhzECBee8Wir+T62u0+7/xR/6akfxHOdG/bihKfbC+zpLjtl4P39G1yy3pPvgosqSCNmRtNON5IGEcHeJGl4M8s5DHf8vI2H581pD0oGKrh8s6RhY1irTXAAKh3xYLIBzg9ObP3v0uA6X8DzjL/CnOfYPlw8oV+zaS05sz34ytLXCnh9n9ot2N3OdrbzTZ8tw/utHjP+5JVPoFm4sT/FFKZpxdiApkAwZRShAT487HBD3TikKENSVCPRGialJ3JEkMzSOlbi7KSF0fMBagh/lzLaCFESqm5iasmIuiZWSmIpE8QgmNcYXyve7DZog4ixYELWQCxuVJpaSwhn9KWhEBFrEAuY+RK+iDEvJ67vTHc5C8GfgxUihaVOCRwiGH3zNH24i2bj8vzMI6S0hSZy1B9ACUQyq8kRHBkpXQDMAXbp0KCsJnPHFWJMun2kgBSjeLuDJ1tUWYLYhAuzz3G6fJZ2Fdg5VVbaYSbM+xGRzHT3NUa9RrKWmXQccUq0wtwKu3mBlsiSCbg6k1Up5IkDkNaMEPdY5gV5mjlddYxSvAwkz4AFvQZWMgGBYWdKr3Neml5BSKTy5xjGfdQWXNPPUmIgTbztrR0zUQ9ZzK1C90nVBxsmijGQuhlpjOys7mGaUNnxbOfgy/hSQLJHmzXscP3smHuXPSYuFDdDtVpBMkKbB4JFjqYTtBNWZeotdzFBzlgxNDS+tC6K7lyG8dUaq6VEPeJA/neO719ibAJp/DOY9OzbgOiMZei4M5vy9OFrLEblZLeh7Y94+ngkTt8Hz/0QPP0DDPf/PVYKSMO3XXiOZ68/S84DNz/3u7xxdMa0GUnpDmU45Ow0Y1xDgri5KznDG9vZOpzOZSobScMa8D6cVLAGubu7385q9Sql9LQPRGoF9YKRYQ1435TBG8JsE9PWXtwjxXvktwO8VdOb+kwI747hfbOk4esXS5YZhrtYSah2NM3BY21vO9vZzna+1bNleL/VI8IHwpzFdJfjtgPJxDKS8VrhkDPZBMF4ahzZrZpJNSW1GQu+lNrZyDW7h4lwi0toiQRRiAOFsqlWFQuY1BzeMIAZLRlCQxFFS+Js5u1YWhJDCVypq6599FreXiaMIdBYJmA8q9Bqz0nuWFlHWxqKRsyEXho0jLRSuDQe84HxJc7ahlem19gtZ6gU+tCyF7+ESiLHXXq9gmbjUrgLQAoNIU4pqhyVA5IFwvSWSwOcoqNkpZ9dYNzfYZhOqdQd0jYUFW8Uk8pgVnObmS8td2HJ5e5lIoVLd6aMMqEdA/NFiyCUSaKIMFhDZy1iZdOidrGc8PzqPpKMUAoahTFErPEki7YUQpgzhkBWWEwbkkVaKcQwB1NOmhbwfF3RTO7mnMQJ95oZh7oLKNEEDTuUEBg7b/QSgaj3Ga++Qj//Mp0o5IIVuHvz33Pn9kvcGAcWY2A+nHqdtEaXNKhLPcSMID3FCknnvHB0l6jGlJ5gLoNBC2u81aYeNeVk2mGdl0qv8pSgIxJGzJTVaaiRd6AXn4fJPnLlBUzeYN6+SuBkTXR6MoIMCMZFyWDCS5cu8kZIHO7NCB1c7ZS96+/n0vs+6H8UGvpxgZAxIl0z4ZndZ3hu/310TcvFecuHL/YVaBolZwqHtdEvQHYNrzO8lRGXYfOR3Ega3rSsvwau+/vfwzPP/J959tn/i8sUNh9lB8ppvMuB/Cpt+QK3bv8Kh4e/488RZnQv7NE+s0t7zYFjKT2lJG7c+GXu3Pnf/XGtX5ZTv45Pe3RJw5tj0x51HmR4+34tZ7j2WIUT29nOdrbzXpgt4H0PzJPf9t3c39klq3FxdQwISYxQoM0DuX6ZTeyY7+QJxIRZnhKnDQSQqIgaz4y3QYzbdpGSJ0BEmoFk56BZTWqTV6HoSCR7WYNGinjJxLJTKEbKvg58kAGMVXRQtqRlqZFoCbXCwRJ2WJIL3Bgu0ZXAkMWLCURI0bN9f+jwjwiWeWnyNG90F7mQjhEKI5EoPXO+SFB/3fNhYDYe1+SHhlYvYwKH6QAz4VJ3D7jtQLYItgKTSJoeoESSBcwCXKjlE4CJL6uL1hxeEwIBRbjYvE6IPVoCV9+4xPXX9pkNRpumHI9XMcucDjNOTxUtLovoFYooSRqwWljcNizajqgDXR6JRSgaSeLFHyKFwJRZKYjepz9OHImBNRyUM1QSy26XxjJTBp7slkxU2KUhdFcxFRbTFvM+YywrYzOtNzCfZxwbTyi48kWGoWeVVox0zPtT0EwwB/0xmMsvSkFj9kSJ0rKbRv5S+RTfM77kEXGmqBaktpm0w5JgytFsynLnIkWEVZohMtJOEunoaY7vFZc0GITpHjzxXejBU5jcc/NceYbp9NsATxMw6TEK1+OAWuFkMuE/XPgw9/aeIMTI+3Zb5MqzaDxPBxjGBSIF1YYQ1ppbQbVl0gRmzUgui1rwgN9MvInhbboZ65I8TZ+mbmQD9jagr/iyfsmeRLEGuW+uwxW9xNLez5Ch5Rasfp3Tk89gVphMnmR350XipSnTD10kNFWLnHtWq1dZLl/m+OSPKCWda3iH/O5jyd6Uw2tvYqsfddavPecVJ6d/AkA32caHbWc72/mPd7aA9z0wnzh7ldu7+xTgYn8IwCBKU4SYesbSMNAhtuTPptf5oaMXed/J85TWW9OiwaQkruQTigi35YAxT8ECIYwMMjgjiKFFnbUTI9MTSiainEaP3UIKezdOsFIYNULcY1oKZuJL/UE56i76/lmiSYm8nHFVzsAKr/RXmOTAkOvzYOj0CEOY5x5T+J3Jd2ElEctItEySlkEjndwiTO4ySZm9foUenTBKR1GF2HPWnPJSVsjCZTsh6x2sKEOakBaBkZb70xfQ4swyAtPhkBK0NpAFEEGRDeD16N8ORIj7J5gVwihYykzsZQ74He680vH7t36QL957jpP7d7BRUTIDDVmULJP6WoE2smgnBE10qfeCXIGsHVpGJraAAVarJYvFMfcOp9zsr7Dsd3km30Uk0ceOGJSuM2Lp6VSZmJEmmVNdcGcaKog3EjP0+MNIaWnyGceLfcbUwf6TEFrGMGEqDQdlwc5sPM+NrZ98FUFjIjcNeQgIgUvNgjln7E5fJbd3SeGIEJwNbtJAzMIQW35zeoFla/R5gpKJcU5ZPE0ewTNyIay1p5Iw8YiyZXme2HgcmplrzM0KO03DD99+lefOBq498RRZpsxKzz7OrBrnFc79eAZkRBpUz0s0VCf1/wyUsgSDSfsUQkBVEBPovTWu6aZYvQSG8VMANM3BhsV8sF53ze4iiurb609DiBzzw9xM/xVn9u107SV2dj7Ik0/9GE8++d/QNPvn+1mzg0tZsVy+Qn0iUjomNvW9ZPIYsWSlpkisCyu+tpSGo6Pfo1/dRLVhZ/7Bx9rWdrazne28F+ZbDnh/8Rd/kRdeeIHJZML3fd/38Ru/8Rvv+NgbN27wt/7W3+KDH/wgqspP/MRPvO3j/tW/+le8+OKLdF3Hiy++yC//8i9/g/b+6zP37k95fXqJlTXM+hMv2QJi7omlICZ8Nn6ElUSOyh0+xO/QNK8wdq/wdF7x5Ljgz4wLQkncC7sM0rLKE0IRQhiJ4ZRU45miUfV+BQuJxgrRlLttg1UUtPfqEcmExZOR7x2PaEpGRFiFjrO25W67Rype7NBLw15ouNx4LNndcY+UGsbApoVrbCER6UvHy+2TSIH56qiCjcyhTFk2HSEm2t3PEumJDMQ37vHydMKtHWHVfIGz+QmLuMtZmWJZOQj3mOfXGMeWdnVEInJz8p2QAz1usNu7+SXXaZo5E46gGjbmvxYjlUhBeGL8AgeTP+Ri/CN2dn6HJ+Lv0No9VrJL4gBpdwhJsFyb4pI3jaVxsqmSJXScVcA7zT1inmhRxMF/Q6bP3pamLdzfv8CN/nmuDQM71iOaGIKDZBHj6NZNSn9EPLvJvflnWWnPchqcLTa40N3n/fw6Hzh9jQ8f/gHBMseLPV4bnyW1eySmtCjzVpnudUiNYFOiqz4EQpPJMZJ7QySinRF0xe7kNRxm3mdiZzVkGHYGz7ldLhd03ODq0UvEVQ/5gJ2LE1Qb1t1zoTajrfobiBqlBFKebExLG8BbCiF0PDG9xg/kC/z4lTnftbzFk6vbTO23mfMHDP0Ncl5SSmK5eh1lIGh8KBd2DX41HONlzqCyQxOeRrnA/S/32NkRBuwcXIRwBQCJT3Dp8l/iyev/9fm2Kjtqlh6OFnuHZf1QPz/JZpzyES5e/T9x9ep/8bZRXuv9LKVnuXpl8/OUjlzW1IaNLtdfz1cDrmsNb9pIMOBrSWlYv3aXwVy79l89pFfezna2s53/2OZbalr7l//yX/ITP/ET/OIv/iIf/ehH+ef//J/zoz/6o3z605/m2Weffcvj+77nypUr/PRP/zQ/93M/97bb/O3f/m1+7Md+jH/8j/8xf+Nv/A1++Zd/mb/5N/8mv/mbv8kP/dAPfaNf0mNNWkw5nUa6tGAyLmqxgTIbV2gRQhGSXOGL+hf48PD7dLLgBf002t9H7ZRLYizSimQtN+JFTJRskVAUlZ69sOT+QhlnkZ0CM0ncFyPr4PW7KF+ez7kYWsI4MBA4m03oL8OL/V2kgVEjpoKIcRzm9BmmpXAWOnaeu0JMxpwlicCt3HExRm6tXO96KzyLDvdYNS2fmnyYnWHJE+MRzHADmkSGpqEZeibBuHbh01y4d8hiR3n52SfI33YGy4wMwtjOuGMHXOM218J9ro6f58xW3E17GJOqbw0M0qJ6xjQMHJcCYhSDGAQTCGJgSice/ySlcGW8xYea2+jkjABcCMos7tNMP0qcXIQn5+xdToyLL2FW6PuIAWU5o+xX+N7MGDXThURXBnpzpmwUI4siUrifDmjkDuPFXe7uX0GO4YnFgrBXEBlZMK1L8LBarWjHm7Qnt1nuNSADeaLc7g5ox562DbRywqSAjnvIeI8vdM/wieH7eH75Pl6VxG4Y0G6CWqZpV4SUCbFqQwFpElmoEXeCNg7Ok+1CiZismDbOcJYSeeZMyTbwdBeYv/rHXMh3CZcvMN1reOHbfogv/b6RKaDnOth+9TqIMpaZa4Ir4DMGTHpffQida2yB3Z3nuNo+zdnwClmW7MgfcHTvi3x55XnIZ6e/hzCi2hDjzuaztGZ4VQ/xsLqIFSPoLk1+EhtbRHv0fd/DbP8COvvr3LI3uD6/xv7eww1iD6Y05Ozs9IOa3TdPeBN9MGnemZVdv/5xPGTob29+PqZjirmsQdKDgPcrcxMx+n6ldHLORvO1m9ZEAk9c+z8wnT71WNvZzna2s533ynxLAe8/+Sf/hB//8R/n7/7dvwvAxz/+cX7lV36Ff/bP/hk/+7M/+5bHP//88/z8z/88AP/j//g/vu02P/7xj/MjP/Ij/NRP/RQAP/VTP8Wv//qv8/GPf5z/+X/+n79Br+RrG5ssmFjDlXyLIK69G9Vo0xI1QWzg6umcYX6VV+dPEPh9FnKTA7uKxinXJyf87umXOZTA58LzXOWUbApFQRc0cUWwxEtc5nvtPjtlgbDPKD3TMjCxjuOm4aSdspuFZFN+88W/wg8Od/ls9zqpWdA3EzxtKnO0u8fnV8/xrNzgxuQyJ4f32LOeXV2QY8+dccrUXC+rBE5C5Nbkg3x+9ynsbMpBuU+XVzTS0+oKjSOxU6Y5c9pGug917E/mvM6MV993hYPdERtBV4nDcWDgCfooXJy+wfKs4/Q0chT3mMwhdwMhekNt163IzzwF9+5DBlscI9NdJEBEMINJUn539Z1857Tlzu6z/On1SDz+Am0xfuBoJIUrSLjAWROYjMbBU9dZfvlPaaThqHmBO9nYKzOMl1y60M1ATuikp5HCYAGxwkAmISiZk7zHWfow4/6c0/YCocBTpyN5ZxftA71Gik0gDqQLEc4mdENLmQYIYCocTXcJRytO7Dmekg9wedJwaMpvnn6W290TLJvIy/ZtlOaEvfGzXgKBIaKIDOwd3OXoZnDTWuNcqOWWEJVm9n7uvHEVTvd4ZnaTMjuj6RIgFGk5GOfsnilX/9z384f3PsfOqbB3MXD52ad58tnnuHjjNjduOX28jtMqZURESGWKlULOJywWX2KVJi51sIJqixUHdk03oWueZZQvsgwX6HkS1QKMWMkUU5JdoJn85zTNpc1naQ0kJRxh0qLaUlJBVZGgNN0E/syHYN/ZSkO9bU/fytquAW95iOH9SoD3YVD6lQDvmuFd9Tce+nkaD7EyErtAyevtyVv0wm+eGC/QNBcYx0POFp/f7P9X+7t3mp2dD9L3t9jb+26m07eSD9vZzna28x/bfMsA7zAMfOITn+Af/aN/9NDPP/axj/Fbv/Vbj73d3/7t3+Yf/sN/+NDP/upf/at8/OMff8e/6fuevj+PBzo+PgZgHEfGcXzsfXm3c6O5gQ732C3HaDEMI5knNKg1JIUbx5/iqa7hs2HC62Pk+mHHM7PLLGfv40hO+OPwOvcHheBa3GSBoY3YMHI4MW5dusvAU3wPX6QrAxMGxuD1wXsZjvKCL8Y9nlTh1sHTHO58F/+2X/FG/B0CR1yII7uh5zgPTNMRp3GHO+ECMS+5P9xmxsAsrNjXW/zh7tOcHe/xNM4Il7Dg3+18F6/sXuE7V69ycHbIjp5gFBpWIEYflIkm8mhoPGGcBV5eTmjSgqbP5CYz1QX30g6LNOVmfJ6d3deZHCde12tE6xh2r7Ab9pnGGX0IqBT08A5FgCLocAptj8RALMIokc/utmAfIfYH3L3wLL97LdJJxyRl/qYUpJ1xdmHKGBI7y0xuGq7MTnkjXmK48jy/feVHeH75rzG+gACl6YBTGkYCmUBDyZl4dp98sI+QKQZBAi9Pn0SJPHN0FzVl3gVkYagdkmxCGxbogSLzi+j1KSW+igTIY+GNqxeZHB1zOr1IJ9/G7v4LvH7v/4dZIFaWdDEV5nGX3YVH2RVVtBsxPSOGU7S9TMSQJlAMSo40k5aiVzgaLzAbjyhpB6RHGi/zIEeyAGSW44DmPRqboLJLLpnF4hb7Vyfcvg/dLFIy5LIuVxDGPCWEu9y/94csVzcYsjD0LVJGoKEUL6cwgZKi61Gl5V7+C0z2rvPUlZZxvMdr95csbUkbP0BK6YFPU4eZoTqSSgSJpDExu3DA1Rfez4X3v8jvfOoOKWXGcWQYR0rJlJzf8llPdd9zGuj7Y38d1r7zNaHkjeYWIPDWbW4eWsIDxwWCTshlxWp1D7OMNkoyyLkQYnjTa3z76brnWPV3OTr6NLlkVONDz7/+/+/umrbDpUs/+giP/497Hu3Y/Kcz2+PyzrM9Nm8/3+zj8ijP8y0DvHfu3CHnzLVr1x76+bVr17h58+Zjb/fmzZuPvM2f/dmf5Wd+5mfe8vNf/dVfZTZ7Z0bn6zVy6ybX7TY7touZ+6ybNKDFEFWyNty0YxbhMv9u53meuPlHlLMVd2xgcfMmh+Mt4n6ioWW6XGAYxRTGHnQgAxNbMtLyanqKVX6di3ZKpzBNPQ0XIPdM5R7L2LF84imaUrjdnmE2MialNMakv8szx4dc/73Ps/fsE1zeP6I5PWa8v8R2R8ZgfHTy73i5fR83xxlPDFNER4wlp+rGrj52hJh5YnmTWFa0DCQL5OJMtq2EIK+SLPNa+z7UEjq6ye4/2/tNfu/lv8CXdy86+NrL8JqRUbpSYHqRrgixZE4Mhpy5t7iNaiElJekZks+wNDDtEjdtlwv0TFaJgnH/8CaHt0cupwHtF5wsfo9xND6fYbz8PKvFwMsvf4br9go5TLl383Mcr5YsxoHcKHQD1iSKFRp6JK1IqUC/JKcVKVxEbcU4LhjbjldXZ1jX8vz9G9xc3ufm703or+wTS2aVlLYppHSH2yNcbC6TSk/JPUMauDPdRa5fI54uObz3BVje587yMwz9ivH4HseHN5k2PUUK5fafsLA7nDVn3L9zn2EPlFPS2CGxpx/OGE+V+6//KbGLHH7qS9y7/+0wtiymx6z0NmO+RBcL4ypxdnoHkwWf+Y3PIbcOubS4wyt/+gXuH/4Of3jy/+VP7n+A9tJNbvX3+d2Xf5s4cXa00HBy8gwS/9+89AevELsly8MJp68+QTMfODv+Le6/8QPk1T3+1//hX3Fy84y9529yOLnF51//V/y//ugGf9wcIWFgsX/K7eECL/3+L7D6jdc3n6XJ5Vdpdo8oQ8vR3Sl96UmLNzh59YvcvNUy/G7HZ04/hIjxv/zJH/GZ1XVeHi4z/MEt7tTa7s3nMvZMLt6i5Ejpp8TZCePZLuns//q2n+NPLp/j1ri3+ff/9pk/8grrt/vM122vJy12ibMTSmqwovRHieNXd7HcoCq89vq//qrXEW16uoPzbVoO/N7/+lby4F//D//3r7qt/1Rne2zefrbH5Z1ne2zefv7FL/wHrn/4B7/hz7NYLL76g+p8y4sn3mwAMbOvOevxUbf5Uz/1U/zkT/7k5t/Hx8c888wzfOxjH2Nvb+8d/+7rMWbGH//uvyLs3CVbwyq3ZCloTkiMrC5cokjLdL7LlQ9/N+//tu8kv/QnHKxGFgcXyewxbZbstg2mO3RDYWmF0QKByDOrwvRUefpO4rXdyGvdM4jdZJcl+7Kitxk3p09we3WR93evsnqmpW/nZDJZRy6XY5Z65Nms6rFkUYSDswV7szPKAJN0j5yOya2wE1d8aPp5+ngJschMzpAoLJoZapBDS7NT2D0ZMc3slBXGBKSlK4XdIjRlTqOFm/NrXNYbUISTuMvF5hZPhSUnlwN3rsK17jbmiUmoFWimtGVFKwICK4nkfsWr6QrhzAgXEyYZ1Hhid8n7w212Xp5z7fN/gD77lyhByOpL/20eKPH/3957R0t21Xe+nx1Oqnxz6KzUyo0iCiAZbDQmGGGDJQw2sAgeRsZDHAcwY8K8BeOxsc1gwqwBZJ7HS0wAj/2kN9A8IwHGGCEhLCRZKLekzn1zpRP2fn+cqrp1+97b3Wq1ulu392etXl331Dn77LNrV9W3fue7f785hIID1QCBodJKyKI6smWQGJAWIxNioUmSAEuC9gxxIUBqkCavbGZExkKhwEK1ipgVNIRm5/BGjGwxkh2gTJu9QvPg9Hr2qgnWmRnSdAiKM2g/RiRtMhRWWIRNyaToZGlQICypaZHZNlYlZFIhsRSTJiKoApbBYou5BnjlmMwrYDH5j4AARKbBU9imytO1eZA0y5jUxxiNyTxsGhCVGpCAtTLP8CGbZAJ8YfFECkYiVIaKmsh6glB5KjOpM0SneIJJOt5kkbtrTRKQLFRY2DVGcWw/4UCAX1JkPsiwnZc/NiCkwQ+aCC9FBjFS59k+MiSe30YGizl0kXkVPaEyhDSdzCM271uYoCSIVgbY/LgsQ5gM6SVL2wGESnsFOqCdt6nNsv26qDRGdLIjKJGhw+VFJXpty8VxsQiM8fJzSYPNNCoweTU8MoQGGRzhZ2Inl3O33dX66nA4HM8lg7rMK17xiuf8PN078kfCCRO8w8PDKKWWRV737t27LEL7TBgfH3/GbQZBQBAEy7Z7nofnHV0eyyPFGsNW+SjzYgHtzVNdGMW3TSjHtAfWkT0dMh+FGAEPzNcZKEZs1JawHNEMI4wI0YUJwkKVhi0QmBINElIbkfhD1NI9jCxY9rZjzqv9hFbB4w6tiNJZQmKm1SA7Smez3swz7Pvs12W00sx5Ai2hEreRRqCFxfohqR8gJCS6gjAz1GwLv5hiBKRCYZGMJPtQKuPxzRkb7BTluIKR+YKotg4xMqAlJ7CFAiKtYlWNTEaYwKcoYows81TtAhayGiPyKawQzIlq7pGtgZSSgdIcUop8MR0wXyjheUUik9AUPloJYh2QWpi1NcZNHZtamlbhC0AFaGnZ+sRekkYb3Y4xaY0mPliBTg1JWmBWByx4EcJIqrOGhtRYo8FKsjQgSTSzJiTLSgi7gJAxsxs2Y7JH8TSo1AM/ZNbLsEhS69OWmkdq64Bptma7mPXG2TPbxDQ8VJqQCkU7HgSzA6VisrYilQWMBYwhFRorFDbNSwwnSUY7hjj1SIUgyzQjsy32RR5hkpG015OctQviFmJvAatSRNrkiXA9ZV1nwE6RtkKyJEAkZeoHKrSSYeaTkHa0C+m1kf4UNoE09TBG07aSdqNIEM9h0oBWvYTfnCGLC7TmR5DFOWKKNJoevpkFIGlVMGjSWDG973zKY0+QxWWy1MdkmjQOSNpVsrjE/NR62o0pgmaDNIiwacBCc4J5VcaL5miraVqtCnZ+mPnm4nu0qAwybJG0NVkakiWKtB0RN6sszA6RoGi38/Rgc2Yj9XSYdlamlWTMN/0l702p2+DHWKPIkhCd+TSnJ0maVVainQzRzvJ0a6FImTere1+FTCHIBXHaLtLYv4GKnwAWaxRpmhE3y9jMR2jF/NSRVThLTIBfnAYgS0LqU319sJZWHBP6+cI/Rx9ubFbGjcvquLFZmc64XP2qa55z/QQ8o3OcMMHr+z6XXHIJ27dv55d/+Zd727dv3871119/1O1eeeWVbN++fYmP95vf/CZXXXXVs+rvc4WQkn8Z/zlm5v4/ztnZ4qwnH0OLOpw/SrFTZanl++z1fFTSZlDCSKtO7IcsSB8pBJVa2CufG5mEGQA0nh+AAt9kFLQgiqAQpBh/CC87QIxmStfyHJsFSaEmiLwSntK0Cj4q1gRY0kzlkV1fgq+QymJUiX3BIMPpAr4yIPMCrVjJSLYfz0/ZXfYYySy+qnWiepD5PgvRJrKBFp73DwRCILUGKZGBokyMZwPmB86iNVVCijyl14IoY6UkHFR4foBSMRZJEhbwrMe+sXHG6gJhFA1dZtYbIQw9Lhz3qG/Yxujd/0Qj8gkmN9ESTTyR4BtBLU1olKsUlaZSG0ZXLCrRVAKfgS2X8UghYKQ0QnbAZ2y0wmlnlSnd+QTlsMzI5EZkZQgzb5Dze1HsxvoxQRbiK0UQKHxVQBUDSrTynKhBlV2bBxCFEuPVlE2iyExlIwO6TjS5jt2JRWQaGa6jXH0S2dpPSa6j4m2i5T9MasB6AV6hiFKSqOxRDMuUSwNsGd3G4489iY4q/OLVL+HhHQkVDZf/0vv5G9OguvMOzmGKHfFjhAO7OXPiYqRM2KQDdqcZBbGZybO3MXbNC1A/2YXd0+S06ksYubDJd+76v1DtXYTBRrLaEIVaET2wjuAJy0a/xIXXvRhR+WekClmfvpZHHvsC42XYdvpVzM/9MwAmu4A9P/w+Bxrn89rf/EWefOov2PGTPXitdZQnPYrjRTZM/DySKpe96l/zo//n6zTNnczXFGy8iKvPuZYL1leZnfsJ37/v79D1cS49+3VcuL7Wez/t3v23PPnUXzN1YIHi6aP4BYHIhvFOewFXvPb1tFND/fZHAHjTz5/J9vv38MCuOV585jCXbl6aditN59mx40sIofC8GnF8gPHx11AobFrxvbz9/j389Olc3I+UA379ipX3AzAm5fHH/wKAgcGrGKhdxo4nv0ya5NGK5lyLAwM1tC5RqA7wguuOLFLSaDzO7t3/G8gLRaybvLH3XJIk3HbbbbziFa84Ll9Ezyfc2KyMG5fVcWOzMt1xOXvbZSe6K8s4oZaG973vffzGb/wGl156KVdeeSX/5b/8F3bs2ME73/lOILcaPP3003zlK1/pHXPPPfcAsLCwwL59+7jnnnvwfZ9zzz0XgHe/+91cc801/Mf/+B+5/vrr+d//+3/zrW99i+9973vH/fqOBGst0zsLbHxSUzFNKnKBBSRhwydMIEwN0kqUNYg041KZsTdOWFiIUaMhpUKJS686jUfv/EcaiaRUKRHOziPRlKVA26xTMKBFnBo0JURSZMqWKJgWZCVIB0iSBNnysDKETNAOYhABNjWkqcBag23XyUyCykAt1JkaLVE3IWcutPDKGQkKDJTMfJ63VQ7SNCHlLMUKCwiEMWRRiJhvQbGJzuYhSXLbiYkp2DqinrJnT4uMAn4SY3xBkmqaOsKTc6g0JWIBa2EhKsB8yt7KAOek06zLWrSzOm3j8bQYYicJgW4Q6TqxUbSjAlli8ayk1qpjEx+0JTIGYSG1lrbwKRCT1U7jZ6TQmmNoT5l4vEi7k+NUC5lXVktiGlmKyUoIKTBem3KS4okMjzz1WSY1XhKDFTwVjlAfsGih2ZodoJ2kZCJC6wZbByQ/2NUgAxITIkSU345P6yRWk2kwxpAJifE0ZD6WJgZLvXkAFRYxSgOWicEC8c9m88wIsUE+3aDVLGDsDNKUEWIXSs4jsCg/wObVIvDDKI8kA6qTt9hXG9kpf5Fw93YaCxWKLJBJj+b8HBVhiMoVtKqQCYHJWijRIs/fK3rprRCC8Q1XsPf7NVpxwlMPTNO0+faoLAmKCqkEItEIKRBCYI1B2ABBhqLRy3WcZQ2yzGBsQKCXZkKQvSpobWS4AJQR1kd5Xl6JrS8SY6ztlRZeyfK0tPBEJy2ZLq76XtZ9mR4CfejsCLKTP9iYmCjaAICnKz3BqwPdy7BwuJRk/UTRhl67R1tW2OFwONYiJ1Tw3njjjRw4cICPfexj7Nq1i/PPP5/bbruNTZvyyMiuXbvYsWPHkmMuuuii3uO77rqLv/7rv2bTpk08/vjjAFx11VXccsst/MEf/AEf/vCHOf300/nqV7960ubgFUJwCQ+zm4SpwZSFGUVzf4RqSVQnLDo+12R/Y4FS1kbu3U9jPia2Fu37DA9WicIKARE+bWRrnrDRQGcp4dQBMmvAWoIswaaCTEExVdjUJ8piZBrSao1jZosM/UvK3PAE3saUovSZsyGZCUlNXmghwuJJi5JQtpamsNRtiZ0zm6kUf8o8BmyGJ2DETrGDDcREBLaFIPfVFoRhXZqyKZVMWYtvE0KRF1rQShDGGWFs8euaopcQeU0y6WGkRysoUwnnEY2MUDSxRrB7fJQfnH0FWTgMcz+j6u/iDNlkv7LMq5BMC4p2Fl+30SaDICLLLMrCYLuFzTJ8kSGUR8kA1lJXBUKTUb/oHNTDDzEyO0srqtEQlnaSC16vk4JK1efJC9UWSP0SQkBVLaCzfBwAEikJTJYXFLECZVPOn445Y/AAu9IMdIn1hSZe1iLM2jR0SCIUJi0hhSTLGizMh9giGCQgaY6MArsRLNAQDWzgMxAogmKEUB6DlYDHDWRZxpP37EO129QbBfbGRURQQArQYh6QaN/Pi2kAfhT1hKXqCq3Uwhkv4rEH5gjrCwTJI5jiEGnoE0hLVK4gpYfUFZJkFsw0YLBW9USX7w+D8KkOR8T1lLl9TeLOAIUlAdZQGghp7ZK9u4PWWrABQjRR1Ht11kzWIjUWQ7hMWAb+MEJILAJlR1HJBkQ6jirkEZj+7GPG2kVxf4i0ZJCX2M33W7nKGrAktdmhUpJ1GRq6hjRdIPBzu5XWVeCp/LG3OHZSHrlwFUJRKGxhYeHBXuEMh8PhcJwEi9ZuuukmbrrpphWfu/nmm5dt60ZkDsXrXvc6Xve61x12v5MBay3N0y1PFBfYMQrn/V0N0zSMpzNoWcQKickUI/unSGXA/TM/RtebZJ6irGP86Vmm/+6H2LSJ0XWmF/ZBlkAmKElB3NEDgTQkviathIStIrHRCBXgWUlLSILyCMHAAjYM0UFIrTBC3J4jkaMIuRMjAoKBInquDTVNNDRBYaBOY17QHj6Tef0kVs4ilQBfMeIvIJSi6Q0S+C2oyzyaN1BmYmiEdYUxGvvuBxESySFE3UP6RVSzgFIbiYfH8VptIpvRygQZEY1ggGolpqZn8FUTYySpV2FhZJgwDgmkxvo+5YlBouo+slqFWjzNdDOmVIxQmaSFIlEGBQy1Ukxm8ESC0JqqFRhjqOsCj4UT/BM1vFDxwtYuvqM3Y9oZrTgXvL7KI7yYDKsVBVGkTZlQthkU00gsfh7UJlaKchLneX+TFpfsfoIJO4ptt/CsIfZKVItzzGcZkYSGkrSFJW2VUEGekippZhhywWutQKiIrLgBTJ1WYwodFhDAYBgCAu0prLVkqSFLDbagENaDGERWREqJZhZDgNAe2Fwc+YUCHScNWndK7GYWr1hg7vQrSRfuoZo+gZ7ajR4oUQw9tB8gpER7gx3BO4MgT68Xhuvx/EeoVl6AsRbtK8qDHb+89fEChcgM1kKxFhCkZaJysfvmQNgQIVpIcVCE11gMAYG3VPB6XpVK5QXs2/swgbkCm+bXoLyu4F0UpdZC1mlzBb27vGiDEL0KcSuhn6HgLZfPW3p8X+lhIQV+WCCNs8OWFV7e7vks1B8iCCae0XEOh8OxljnhpYVPdYQQFHc9ys9qknIqCIIYpVKCxGJNgWZWoyVDbCMmmZmhvv8piFtIkcDCLMF8g2wBhBXEagZTCvFMSs0PGD33XIz2EUrgawGhDyNDBJUqQgoypfGkj5IemRehakVMKUVGPpFXxDcKY8sYVSLVQ6hiEeFJTDlElyuEtTJCatrSA1/m+W4tSB+GdB2koC1DiEqd1fIQlCIqY6MEG05HhBEq8ilWihgdYJVEhiE2GGUqzZBK4tsEP0sxwmeOSaSvGS/tIJRtrJAktpCfFEGJAUrBEKXhdeB5SK0oj08S1QL2jgzQlgWmkwQ0KJMRZhpsggfIzFAWApVlGCRzusi8itBCcG52gJqq5/lhmwnGgi+7pVwtVkkKskBqhkEKqmoWISAgF1kNT1OShk3Tuzl9/xPItMWDlQLTMsUKQRSEFGpVDFBQFqM9YiBthmRtnyzLiNMYISRGSoyVKOtRrw4jhkax1tCY3QNoxHSKmGqTpWA74cvK+hLpCwYILi5w9pZ9bByOKRYNSsQoFkAIBiYuYXD9+UTFck9Y6k6E16YGgaAc+kwNnMV8YQhjBao9z0CtihAghMT3OwUgzAx5hBd8f5AN63+Dcvlcur9Vq0MROlAI6xOVPayNAYuUgq0vXM+m84Z6Y5tHeAWKRu/HbmaaHcEbLrM0COEhhMbio/vsB8rrVg5b3Lff0iBXszT0FW5QMjxkIQe1RPA+849WTy/NCONHef+fqeCNovVs3vROBgae+5RADofD8XzBCd4TjLWWgfky69uK0ErmvJCW8GjEJdpZBSMULa9AqCS+SBB2L341gFIRPThAZWIDcvMWbAFEyVIaHyX0A0QKZqGJySxCWJSJsWmMTfIcs9Zk2MziJQKFppnGpNOPkzaeAFsnzhpkQiBogTAkxiObncPGLRLbIj2wHzE/h0hi4vlZEEkuIBKDsClh2kBkKTZNSeYXemKH+hzywQdp/vAezOws6dQBwpl9eYGCuI1UknjeY8YKhCfx0wQvTTBo5tQoVhbwZCsvaGE1ifVAgJc0iGwLrQNkodw5n2HKq+ZCRCl+NrCO9sA4KgjwTIZMPazI8CTIJEEAo60G4+29XNTawZUDZX65mFAUhiE9k5sJGjGW3NJglcIAVmlCEdCgjJCKctQmrA5TSvNV/wdCzSODw4SkKGtAKuY8yVQAjxclD58/RGlsCGMtRQVG+6QSsCU8z0f5LayIsTbDSIWVCm095isGvelcpFRkaZvpJ3dC58Z/nBhq4wWG1pcYObuWhzD9ApVizORwk0AVkEJ0qq9BobyR8tBGpBK910p17AJZatECqlKBEMwGVTIrUHGTgcEakEckPa+z6CvrRniX2gK64lJpyZmXjjE4OUihEmBMkp9TyCWC0tqOh1eAJBe5AFnWJLUWS4B/sKUhGMHzBjDZekSf91Xr/MdHv4/XWHptriR48+2L/Vdqdf8uLBW8BwvxI8Hzakv+Dgp5yeRnKngBpHR2BofD4ejHCd4TjBCCdb/yfkKlwSr2+TXmZYRMwe/cWo5LA2w5YwvVagVpDWmlgjc8jCxGqOk5dj3+KF7rcUR9Hn/XI9hmg3R+jmTHTtLM5AuTSDHGIOcXEHNTCJN1vL0KiUdiUprTD9JuNDCNOs32DHWdIdN5SBvECy3s/Dw2jUmyNtnMDHZ2FpnGZK15sHF+EzuzCJNC1sJP29g0pdmIEdZghUXOziEffYT2vQ+QzS+Q1Wfxp/fhGYOfJch6ndmn67SsRfkSL03x0hShPBo6opWdRUNG3C/PZT8jtDslWkfbOyiYGZACXax0Yr6G/Tq/TSyVZGc0yhPKx/oWz6So1EMqEFKhBJhWk00LB3jRzD+xNZ3iRQNlNlcHEQJqchqFgGaa35oHrB9ggaBcQQnJLPm5AqHwwiKjLdjUauFrTcEaiiZmor4f6UukyK0RVgr0UJmoXMEAkQK0R6YFfnGA0fXDRLUUwwFMew9WSuoMoAoRVoJXGaRQnUAISXN2nq5andnfolgNCAsepivw9OLteE+V6ckzGSI67iap5WKEtyt4E4MSgkrn42IhKJJagU5bDNQqnXks8f1Oud5sKm/XWvo/Yrp+WSGgPBgysn4oX5xmY7B2cYFbB2ssWB+kRGAwWZ5gPE4aYMktDQcJXikD1k3+Oll2DrKv1K/qW0Xd1aX9Hl65yiehWCJ4D12E5tlGeLXuS3cmZC/CK45C8DocDodjKSfcw+uAejPDl5LEZjS1RHr5F3zQTEEExF7A5L+6jvDhn/LU7t341hJrjdq9g/3JIPvFDKOpZXcgWPDq+WIVrVDlQcy8ApkgNNjIozoyTECA2PcICIkMKjRCTaEcwZbNiPIA3ugoamgYlWao/QE28zGFKqrcRjansdUiXjCIV2rglzyaIbkoUQprNcpL8QKPIRbYo2tMDYzhtSSJkgTFKgPDRUpiEyq+HUtGlRrEIYqANCsyI4vYOKY0PY/EolOQ2qMtJHWxgfs9mJeKB/W5FFQRCygLU2GLUm2CgfEN2DmLsBm7vSrDwKSAWVlFt1sYX6JNhkl8pAIZ5mnEsrhNaFIi00arWv7ilMeRUlAT00gBIsmw5MU3TBhhZ+cIB4bhiaeYEZV88Z21WAxBEvCixhzFqse6/U+RTd9PQzfYXx1DiAwhBH6gSbQiDCoYa/GtQQe5D3eh7bGpUKWuC6jKoyAyYlFkLpxk2I+ABF0sov2IQnUcY1KUFGTWsm9/i6rX8cp29JLx+gVvBdGpAib7IpdSiT7BK6CdC14tBH5iKWhJTISVksDTpI0FIE+v53mdXLE2zy9r7NLsBwfbB6TMczobE+dp9YQiS9NcqIrcHyOQCFkA5siyBay1xGmzc85oiW/2YMRqglcKMBZrWFygt0qEVwgP6CxYO5zgFf2C95mLVKVCpAwwpo0UGq+U5/T1gvAZt+VwOByOpTjBe4Kx1vKjf346v5WbCVpKIAIFZATtFAsYIdGbzmTizPVM/eQnxI8/Dvv3EyvF3klLMHE2W1s7+Zf0cVojWwh3TYPUBGeOYXbfiVEChESVC1TPOINIG8RUnnLKKw4zW9R4YUgyOooNS+jhYdTQELIdExUiFpIAUxpC12JE+iR2oIiXjuBVpgniCPGUxWoJ0kMVyohoDln2GY/r7FGamaiaV/QSEA5XGNw8TqlcQN/zJUzWojo0gpkukJki6vRzaC5sRNVqlKeexipFaquUFUwBD/sRe9MNGDtFYiNmS8Nkusx+eSZ/vbnMSy6b5JfCfEGZsYb94ShIzWhhjDOfqvPoaJNiUSKAwPi0fIH0Q3wpMO2YCU8SJgK/G1UrjSOFoEq+EA0MxoJGkI5NMu0VCKIhEDtZkCUSFAqLSEBaj1SnNEKF5+dFIjxlCYoaSYoQEEYBCRBVcg+vBMJigXS2iPCLVIc2M/XIDsKhebKhKt74NtSCj0pDYA7tB6iOsC0NbWJ+/2M0jaCeWCoqF3O2KwqlD1KDSfF1FSFmAYuQfV5XJTGdamG5h9fSqidofGhmVDzNrO9jvIhi0aO1kKfREkIgpY/2KgixLz9vftJe271oquieKwQhMCZGWovNJHf/v39LUChywUte1jtOyhIwhzULGNMizfL+eSo6ZAXFJYJXLwpe0R/hNaunJcu3H2WE9ygsDQDaqxC39yGkZuy0M9C+z+DkuqNqy+FwOByLOEvDCUYIwZNZHU8KrBW0paURdFI5xZ2SrEJimhnlchnTbJJNT2OkojkwgL9lC2dt28b4yDoiP0RpQUyCMQZjFVhIRC5uw1AihUTmN+RBwmQ0jLaCeQk/KlZJhQApO1lUBeVOX2KjejYBE0gSv45IM1RYQnZywQo0Xm0cMzKGkjE1mvgiI7WLX/6elBQ63squz7DgGaaDYWI0duwMmueciyyXKQ1o0kKZNC0ypAxCwE4/JDE+c+kgiQloej6ZsXjG4vmSepYvsMoDdxlxUGPnhW+BjddxyZ69XLVvH2NaIKzEy/y8BHAY4kuwcUJZQSAlSnZ+CxaHEVLjEVOSdaTNMFi0lFitiUtljJ/7attS0xYlFBY/BWE8Yj8l1RLt+YAEKahNRlQGPfxQE4R59M4rlrEd0VUpFmgNbCD1hgmLYwwObyIqTSCjARrBeqQQKPJorZKC6thphOVhBibPZuzya7HnX57nuO1gO+9yKQV0oryervYsDQdHeLuR2ELFR2pJcz6GB+YQmaXsaYrjY1Q2nk6ptHhcV1z63uCStGJLPbkdcUk3whsiBBib5wBuN1KSVpOFqf2kSX+54Pw8JquTZd0Faz7BYZK9S7GapSE/f3aYtGSwNFPDoTI0HNzGwdkjjhSvY2sQQqM9j7Etp7sIr8PhcBwDnOA9CVhftQTSQiaIhSLTEV4aIk0n16uEdj0hiiLYvx+AZrlEuG4dpVKJ8fFxhA4ZUwWUhFjmhRym2/lisYw8ohl1voR9pRBYtBRkW8YYCzQ20Py4WGG35yOU6gmBUph/4Vshel/+shCThLOINMX3TsNTMRkWIT20V0IAyrYIbEaFNqntRvvy275RRxwJ0RW8Kf9SfQHfW/cSKI3QvuwyggsvoFzteE/jkCEl0VKglEBkGaPxPoQFIyVZZvEsBL4ms5a2FR1xbpFYhivDBIODSGBidgaT5eVbyQRKeKhCgUCASdqQ5d5aqTpCRypMcQQQTGb3M9r8aR7n1cXOqELqK5LiENYv05JlFBZpLcJ61KNONNL3ETa/VR8UFeUBTTXyEKojxJSkfOY52In1DFXzxUrzWW74yLJ89Iw6jRYeUnp4VvfGszZ+OmOnXY6UivVnrseuH6WRmd786gppKRYFr+8NLC7U6ovwSi16r70faM64eDQPiR7Ib+tXyj6BVujayJKFWd0IqecN9gRt55nFfvT27ZxLhvlxNs/okDQX+9xaWFjsk8zHw5i5PsEbEBzGNrBahLffw3uotGR5G/2C99CL1vQxiPB2F64tS4nmcDgcjmeFE7wnARtOC9FeGZUFtKSgGSrAIq3MV9FLSXM+wTabhDMzpNbS8H08z+O0007LPY/KywUvhljmEbO99ZlcnEmFFKBkLihqUYFQSiKlkaUyejhiJPQw2uOeQoWWED1xUg48IiUoFyKkyLMOhEEdhCRsDRMEg0RhG6lStPLRfoQQEklGZJuUbZu4d9sYtGBZhDfSKUhD0/pIAqYzgzWGkmrmi5qyIgNK4EmJEILBxhyaDM9k1D2PzFi0gWpHnD/aTPMItc0F70Toocv57W+RNmk1TZ5OzNpcPBZKeJ3Ipm23On3ryy5QygsDrIsfxGQt9okRGrVtqI6+ybSg6fsI5ZOqYp6mCwNWsVDMr93zfbAChKBW9RGkjFYCbEf0GwvFM8+B8y+m6Gk8ledQnmuXMJnBmgihN9K0Cim7Cc/yqK3oCC2pJOvGi9iaT7ObfUAtvpYSwMtvy0tdwMruoqhS71pzS8OiCKyNFdh43mBPHOuSx0gphEJlyYKxruD1/cUIr0EssQqYgzy8SvVFLq0lbaa9P5vzc73HUufjb+KfkSRTvaIT/mEqkIm+13ClCK+1y33Fy9pYYmk4dIRXHoMIr+6kJjt4AZ/D4XA4nh1O8J4EzD8VU7JlMJKmlzJdzMh0C6laKJmipKS1ENN84F8oCMG85yF9n9HRUYaGOrlPlc+YLoA1JDIXfE9O78RYsCi0VmDy7RqFJ3Kh5HVyzU4GPhUpaEvJg0aQdASTrz3GS4LRwRJS5gJFyAzpBxQak3giX2SXCQPKxw98REfI+DZBiwxlwJCnrtJCLArejoCOdAIio41ifxwynaS54JUNwvIwfngOoyZDK0GVhKidL4pSNsEICNKMgURzdikXJN+faSym1hKGycBHRRHKk9isBVbkFgxrUcLDiyK8KEJisc08E4DSi4JjZGIzg0Wf4XJAvXAmu4Zexbljw71FSpmWNLRAGrBeAR0otM6r2rX9XGh5foBAIIRkw2jIr10+yXApwHaEjcHSCeRSUAJPSWIsextjPJJdyL7Wi1B+iZZZKniVED2hVRkOGQl98CXtgiSxFqkk3bhpf4QX5WHlZG5E6VT6gqWL1roicHxLlWB9Lo5txeMFG2oUqxWGKosCsCsu8whvjrVLP176szRAZ9FaT3xa4j7B21qY7z1W/mkkDGJtzPT0P5KZPCXZ4UTl0gjv4uvZPaexdjEt2RFZGo4swivE4UsLr0YUrUdITRhOHtXxDofD4VgZJ3hPAuzATgKVYUhpejGzkUAIi+x4X7WUmNRQ/8lP8RG0g4AgCDj99NMXG1E+YypC2AzhC5o0ODA/n99Hlgrt6TxdmLGojgISgO8V0SK/CX15KcS30NKadkcIeJ1b+8akiK7gRVJQ6/CyItqCLAVYIZBBCR1qpCyAEAgkPhlBlpGRWzN8KfE7gkN0Irw+baQytIXi3kYuojaJDC0beH4BaUcYJeOVcgcvsPP4nUVVURZzztQBxpuKodTjurEq1w6UkcIj7YjpmqhTVhIRhihPIrIWCJUv5LIWpcO8SlkhIhAG284zAKi+VFDe+NlsPedCzrn6l5gZ/AWqYUgmRO82eKYFjbw6MtLLy/YKDKlOaeu8H16YWxp0IIEUX5nOrf+OZcRC2vXOKoWvBG0Jd0wt8CO28oNogDTYANJH6cFFwSsXo6jV0QK+lNS0xg74NDKDkIK5NB+vQAoodH4ghVVS72r22deCGuhdq1Sy92OhP+hZPLNCcskAZn3EJRtq/Otrz2RkdKT3fDfK7HmDfSJ2qYhcnqUh7DkecktDf4S3T/Bqzby9BGtsnoM3MxgbHDbXregTsSunJVu+kG5ZG88kwtu5rkCrQy6mOxSeN8Cmjf+awcFrjup4h8PhcKyMu292ErBu9Fz2TN2FzCRCQCPSHf9pdyGQh5jZR2vPfkTRY3zTJsYmJiiXy4uNeBG+UAxKyV6taHgNjJFoFCiB0HnmB7KMjrMBKySBDtGineeAPf8CLp+v8+3ZBt0b4V4ncpeZtBeRzReznQfsxzz2GDZro2qlXPAGHkpFWOFjgMC28Qx4BrRSFJTsiYGugEjq94E8l3am+VkroBjB2XKBBUxeNSuNkFaxPkh5Ks2YjOeYXHiCcE5SkEOkcx4SGBmK2BR61DzN/31gkMjsYb2azTMIBAFKS6xpIwixnkUogScidBghTUQkLdh8cHoe3s7Ysu31BNbi3XM/SZzRtrb3azGTgobK02j5foSsR1hjSaOErCPqw4FBQOAXQ4xNsDYXd12PqGFR8EZK4mnJHg3TjRbj1tJWggflINXKOPFMC9lNlSUF1dGI2b0wOJFHIId8zeyAT2N/Ey9QPN7MF4BtDH0YvAJqG6C6AX/vLiwhcWbzyG5mUXoxwtsv2rSUEOV9LXWEZnFggPkD+5bsq1SA0kVgDsvBgjf/v5c0oi/Ci4W4mRJ0hr0b4RVCUg49EsZo2g3AdF+VtUP/Xl+yaE0vtzQYs1hpbbW0ZLJjOcnLCh86S0O5Y6mpFZ5d0Qcp3ceyw+FwHGtchPckYIQKY2aASqKQWGJPYhW9RWuhr1BPPUwaGxoDIzRnIZ5VzE+1el/YdHymYwbwFCgQRhMIhZEC6encV2oMunOIRuJJr+dFbVlL6HtsLYa5ABAQdYSfNRlKlgBBRkhU2gCAarZAZAg/QJaq+JGPUkWM8LAWgixGAp6EQC3aGQCiaBNKFdC2AaKBQZBkimHfYyA5AICg3FnsJfNxkIbIEwykc1SFQPn5YjQVKKKOWtoQ+qwvTjDmewyLTtqsMER7EmSGlgKrM8gsnijgRQVkFBII08tN238LvIsQgrCai/4WdtELCiz4HVsBGeX6pZRnLyIpJthOLHbovPMpX3wpta0bMCbGmKTTatfDa3uCt6QknpK0JSSpYSC2WAF7TB6pLfUt1pICNl8wzIUvXY/Xyagx7GlsxUOfV2PiwkF2t/NzbYkCUB4MbAapegurWomhNBDiRxq/oFeMeupuKjEhiDpPlAaG+sZm8XX1dF6AIjsowmsOCh1LqZGdRXsmM6TtFSwNYlFA7k8uynP1dhetHUbw9lsa9AoRXttXae1wacmUDA5ZVhigVvC54bINvPLCiUPu53A4HI7jjwslnARkce4braSWWWHxPUkaaLq/R3wlkHt30FTw1IJHSyY0Dhge+Ied+JFGKoGcSxncO0NQEchiBPWYwcoouv4URoLwfbB5OWHZER6B0Ggh0DKP6rWNIbWWqqe41C+yJ04oJvkUyUyCkFWaaZGYQcKtW0mefJLi5Bh+Mg+l/cgkwAt8VFbA4mOBiASFxGqJRFDqE7xKRZTL56G9Cp6EFLBGcXGlQLInr9YlqCIsCBRCScqhpOkJylIRSI9pleegjUpeT7RIAYkeQsRQETN5O0oR1QowbSlWPeanUqzJkFKjdQGpCoTC0M0loNTKUbpSLWB+X5OWWIwK/niuwWxZEcwbqgttkoHd2KrB+mA6grYyOMQLf/UNPPHEF8AajMkjtF3va3+Et6g1Ugh8Idg4k3LprGVuQGI6Aq7iKbJOf3Qv48WiYBv289dsrqbZo8FiGfW9XmS2S7c4QivJuPiKcazpeH5XWMilO49LfRH6Ym3RCtEvLotRbnWI025qssVFYt3Xp4vqvH7WWOgTlFmadK5LMlDIf2TMtgNqAy8i3Xs7bSaXlRU+mEMWniBPS9bN0nC4tGSH8+92WVc7tO3B4XA4HCcGF+E9CQi83CZQSg1CCIxSmNBDdCJkQbsOWUbbK9BUiqDgMbFhGKklcTOltZDQZBBrLNWZFmmqkVlAMF/CLwbogk+GJEsSWrNtTCMGmwteKfKFZBZoGUPSESU1TzOgdW4psJYsTcmyDItEoJEDg9RuuJHqi6+FQOdixnp5xTWjSUSBzFhC00ZlloqUDGhFUQiMsXnmASuxVlIpXUFZrwdTwc9KnOX7tFtTWNsneK0CASVPIGUbrEUYhRSdogtlvzeenhBIbxgtBFE21YuC+9UCQxsiSiUNGaS2DgJU6iMCn0iLQ0Z4AQY3lck2FRHrop4XObUWSh4FT7FeWYzfxIZt8BUWjzy1sUB2yiADZJ0yud3fnMbSW7RWLmiklgRKcul8ntPt9FTgdULx5T7hulJJ3CEvb3N/nPJoI1/gd1oULNuvX/AKIZCdHyO9fLlLIrwdwdt37kKl2stm0e+XrRRHQICxgkac9bavJKRlX6YGgaBQqS2JpAohKPgKX+feYuudS8N7HRm1I/DwHtrS8H9+upt2kltYtDqc4D20ncHhcDgcJzcuwnsSUIo8lDAUEkshilEKgkiiOr9HgnZ+ezceXU9xwKc6XOCcF27AGliYbuXZFnyFuHMD0Z7d+K0Um1n8OQ854mGzjGTakiUJ8zvr7Hv8SWKRkhrJE/+8n2mR0hKWR59u0cQSW0szE0xh2Ll/gflWm4WFGXbOadppSqvZ4ke3PQ5AGjeZ2TeLilpkCxkimmdBNpi2FVqNNqJVp24TVEkTJ4bd+w7wox/n15OoAxg5w75sJ632JI1WyKa9Le49sIMD0zvIbIt4TpMtSGb3xhh/gfnWAUT2JHGS0Xo6Qq+XxBjKlUVBJ4XgDRtOZ9eTJYSNSdM5PK+KDCNsw0CWIYwktgt5TmAb02rtIqxEdBX/ahHekWKA2VDgCZtxVjHkyVbMlbUSL9s8TquZop5+jJm9uViUgcImuhcJzquReRiTkGb1Tmfz81gWLQ1V3+NXLt7AoztmeFzNMGWhFUjOLkbsIWMo9Jjp9GelyOSgpxEIWsbwcCOPJG8urCR48/nVSsyS7cYsjmMXr2tj6FvMJ6RkeNMWZnY9TVSpLrYbDOMrSSP1mG+lFINFUQ8scfYqvdgvIRRhuYzJUlr1xZLFQghqBY+9c22mGzHtNO/g4bI0yFWyNHSHrJVk+Fpy6aYBysHKH4U9S4MTvA6Hw/G8xgnek4AiF+Ht+ylhupOSbrGlMo+IZF5u1VoK9RkGzxghvfYcmnN7KRQL+Ze5hOpI3xfx2HpCscD1tU3c1XyECQFCC0Tg40UyF9IeFOfrUIaiqjCbGFCGVFgaJiMBjLAII0DaXoQrIyXuLLSSfZJF6QDhNTvbB0A0UQJadhjE00Q2QSBQndvPhSW+zu5jw9mpxLTgtLaBGiDnIQObVTrZDDoRXn8XszohrQeY9jAV36OexYxPluin5gcshCPE7X3E8T48r4oIA2zTYLMUkQkSMw9SEie7EaZFWAP2dwTvKlW8thZDbp+aY1+cIIGNkc/GyGekEEAhYJ+t4JkoX+SUpFj0kpRXQvpgkl6EV3QsD1lflgYlBGeVQgrjlgd3LmYruG64wpMmY6OneYS9vX0PxpOCmqeYTlISawmlZF2w/Hr6I7z9rBSJHfU9BIL14dJ2zrj0hUtsCwBBMI4Ir2Juvsh8K2G82o3iLm93aeYDQVgs5Xci6gv0U4t89s61mWnEtDv9PVIPr9LekmjvWWNl2qnh3IkK56+r9sZhJcJwEiE1UbTxkOdyOBwOx8mNE7wnAa1pCfUyoZFYIbDS0i5qgngBZTS+LVFcN8rCcAnm9lIqlVZuqDwBe/+F8/2IeMs2mjv+iUyALhfIRBPtKQaqlk2DFTbHA0ycexH/3+lDzCw02J9kVDoiT0gY9z28LGXruk3se7hEsxhwINpLMKcplApc/NJNYMHalB/8vUeWwdiZZzN0Rsr+hUe4b/40RLaH4UAx7Bepl3LRc9GmcS4uF0DAvn3j1JsLDA9NcF66hbP+cRdhweO8a0b5p28bknbIYGUDuw/MMDBaQp9epWZhqh0wUx9lbMswr/r1c3lquskZo8vHJPBzwduO91EsnoEMQ6ww2DSFDGI7j1ASSxsBBBWF6ApevbLgjVQeab13ocGeOPeZ9v8AkEKhOtFmPZth8Zbewpc+GfVFwdv18Pb5Sbv2gdHK0qhsLfQY98LeQitY3Xs67Gmmk/wHyqYoWLGwQtQRes1lgrd7LYvbziqG/PamUYIVPBQHL/gSQhAVLyCZn2eutbgQ7eA8vLC0+IQQkrBUJksTZvd2tnXON9BZuDbTSBYjvEdoaTjYnnLRxgEu2jiw0iHLKBQ2s3nTvznsgjWHw+FwnNy4T/GTgP2PTpMtBPhZHrXFAsWAhfYU9cYeJBZ/0xbq9fw2eLG4ygKaTqYG5ndTqNSgPo/NAC+iUcpTU5kDU2hgY3GQcrlCVPCIQo3yJX6k8COFFyi8UKG0JAwjXl3aQkX5mE7KLiUk2lNoX2GYQXkaYT2i4gAjI9exbsPbif1JjAWFZbAvulgLPLSv0J5CaoUUAiEMXqgQQJpkGDuPMRkCjfKKeYRYKqSWRL5CSkmjPo72fYqBZut4eUXh5/udxVPtTuqsIMCKDJtmqBQMCZnKEJ08bV5JoYXpHOsva6/LtsrShUlL7J/92QqkxOLRXxCsm+aq5+HtVlqDXrGPbnuhp6hGXuc40YtoKil6VcZWFbz+osg7LVr5WlaL8C56eJe2vZLYXY1uiq65VtLbtlK6s34PL0jCYomguPjjpbtvrbNwbbpf8B6hpWG1aP2R4sSuw+FwPP9xn+QnAckw7FF70SRYmZe4lcWAgoLAJARZjLf+CARveTz/vzlDUSeINEHNjiHZRCEdoVQvUNldBWuQ5TJIRSAFUgjq2aKPUyC6d58RUjOsIl43eBGDXp73N+jzt8bxFMrzELaEHxUQQuBJTSprxDYkI2IkWhQ1pT512BUSFoPnd/L9JoZWawqTpQhbQHUsFUIo6BRZUGKMLItQK9ym76cneONc8HYjvOm+vbA/F5yp314UYEXFBX6LdTqhsIpIhDz6PeYvXwSVj11fKiwlckvDQRFeAGs6eXi7ldbsYqU13W8l6ER5Q08uEYphZ7xWK4nbXbgGnXRkK9D18HYFZJfDFWM4Eiod68N8X4R3pSwNus/SIIQkKJUIlwjevI+91GQL7V6E+/ClhY+N4HU4HA7H8x8neE8CrNcmNTG+7UZ4LSoKCRUUbYLxC4hShUYjF2mrCl4vgqgGQGHhEQAkG1DpedTS0xmYrRAkHmBRlTIIxYXlAhLBfJox04n0eaJbdoI8bysQAZfLCqd7VbaNXNA7ZZwcoDI0Qm3oNIY3bgLAFwKpFPe1/hV7zCuZKOaCVwoo9t2G7opDa01eBa2jhBrz+/IsDLaQ5+AlLwQhOtaBon9W3rXCoVNFBcEwAGm6QJY1EUGYR3jjJPco1yLs6OJbwOiMibJmTGfIcPX0UkIIXlBZ9E7LJc8tXl/oKQxeb9EWdDy8fcjeorVFD6/XL3jL+dhF/tLb9107gl5FlW4IfQIpOb0QLhnzfroR3jg1pH0/eFby8D5TuhHe+RUivEs9vP2WBkVQKBwkePP/u6nJmp2sD0dSvrffw+twOByOUxsneE8CJrcGaCyB0b2St74OaW7cSKM2gBlaR32+jjEGpRRhGK7eWMfWUEz25H9HeREAEeYiQtgEpEWWyiA1g57mokoBJQSPN9tYm4uorvzpVX1qTiPrexlUIYXRc3unS+IDBIUimy94EX5HJCoBSkqEjvC9iLFiHmGULC080b39n2V1hBDojqhrLOzt7F+i2xGp82tWusDE1qvxT9tC7ZwzDzmuUgZ4Xp49II734Y2NYqVBFovoreuRGwcxpVZvf2MbFK64nPDsc5DhoVfln10Me7f4xSqWhshTvOaiTbzigsVCBN1qdb3dOxHePe2EtulaRhYb3DCYj+lgcelxXbEqVxG8Ja341xtGePVIbdVrCLTs9b2VHmvBu3qEt79Z6S3+sPALBaRUBP0e9c54hp5csrjM13KZ5eJgtJ/POz9yuXEdDofjVMctWjsJ8IsJSiZ4qLycsLUEUjF35pm0iwPUBkaZ2pML2GKxeOgv+vI47HuQwFcoJciizuKcMLcjCBvjVSoIpaCzYOrKWon/tvMAU0nKnjjhLE/1FlCJbond1hxYAWENGywKkjjOK6J5Xn/VLUGgJOefO8xrJod5NM79w1qKJdHLMBhnnp8yN/sTfG8QLxgiaaU0G/s6bdawrc7ta72OoJJRKJzGZDBGtVJi4+DhU0X5/ghJMks73ke07hIKV19BYmZR9++BhTomXMCmeVaK1DQIikMoU+5Fk1dtV0quqBb5h5kF1gWLYvRgv+fGodqSqK+UBwteDyzcMZ1nYwilpNQXuZyoRvzGlZt6FoEuW8dK/MCzbBhYXcwdznMrhCD0FM04o5VklDqR6JWE6TOlG+Ftxhlxanp5dLvn7dJvaYg6QtfzA5TnkyVxL+rfTU22e7aboeHQC9YABifXI4HauKt85nA4HKc6LsJ7EmCyBp5sIYTCsxqsxWvGeRGKgRpZWGBqz26A1TM0dOn4eIUQFKoD4HXsBB3Bq7J9+KoT/R3YDOSZB87tZFF4spUXpehaGrq33KGTRKw8Dp3Fa8a0SdNcqPn+ouCF3Ifq+4rQV4SdqG5BLo3KlUrnUq1eBMD+/d8mUz8k0dtptXYBueA1nVvtyvMYHn4JhcImPCU5a6x8yHRSXQ5euIa0CMTidakYKnlxBqtjTNapgHYEC5Uur5V496YxxoL+MeqzbAi5ROzCCoJXLv7m3FqMeNPk0DKhOlwKllUVO3u8zIvH7bLI7zMl7LTbPEyBiGfcrqd6fe7aGhbbXdyv39IQFst9jzt3JPpeh26mBji8nQFAKsXYaWcQHMb64nA4HI61jxO8JwFZ1kTJFghNaD0slrAe4wtJMLGOp+Jppg7kkdRV/btdSuO9h4XxTb3HopDf2he2jS6XYd0l+b8OW4sRkZIkxvJIs70Y4e33P3ohFIawHcEbx3n5X6WLS4QLgN9RNbG1BFIwGXpcXF0akRVCMDj4Yqq1vB+JeAAjdpHGCSIbwvOGsWlHJPlHN1WDIBe87Ti3SVjbSSXWSVWlfYXZPEN29n4oJiTpXOfIIzvfwaJwSZUwuVyMHrxtW6XCmYWQ108M8erRGlXv+N506XqD22m/4M3/fwZJGVakEi21NfSyNPSncZNhL5Lcb2UIS13Bu9hetW8h4ZEIXofD4XA4urhvjZOAQmEL0hYRIuDcuMT5ZpARE7F140YK42MsmBYzczMYYw4veP0CFHLfbnHd1t5mWVyshCXOvBrOfNkSNVFQktM71bh2txPmO55O2ReBFANndDyVHcGb5CLc95ZGd2Ex00BqLXOpYXMUcE5x+e13IQSDA1czMHAlgTeCyrbhxf8KHW/DDyNsJ8IrjiCauxJBMA5CkMTTpOkCxuSCtzoyhF/wKI0UQVtUzQcBWSdifdSpqPqOOziaC4tpybqcUSzxmrEBNoTPLlJ7tCymJju2Hl6ASm/hWi54e3cNlkR4g948DPvmaLBShLe4OHYHR7wdDofD4TgUzsN7EhBFmxF2ACH2UVIePgUUkvGrr6IQa77z8G5i26ZdXzi84AU493poHKCgRuDhpwDwNpxL7A8jR7cgz33VMoNmIAUVrVgf+ixkGZZuhLcvpdXQGdB8oBfhTTr+Xd8fXNYFv9N+bGyvAEJtFd+lEIKBgctpDpxFc/cUSTNvVwcBpiu8D5NzdTWUivD9YeL2PprNHVibRzLLowOcXs2rZ0kZEPgjNNJ6TxBzGA/vavRbGg4Wt/m5Vl60dqLoemGXFJ84BmnJYHmmhpXy+wrhI6TEmoywtNzS0D9Pu5ka+vvtcDgcDseRcMLDJJ/97GfZsmULYRhyySWX8N3vfveQ+99xxx1ccsklhGHIaaedxuc///klz998880IIZb9a7Vaq7R4ciBNgpQa24m4qUIRb/16akMDbB3clC9nS5NDFkToUR6HsfMoVAcQUiKlwhsYpvSuz1J4w++veK866mzbEPoM9t1WF0EVNlwOp78UEXYjcLlw6VoaPH95hNeTixHemc7t8tphbtd3c/HGzVwgaS+gm5z2aAUv0CsL22g81tvWL0a1V0GppT8kjjbCKw4X4V1p0doJpGtp6C8+sVKBiKOhm6lhrufhpdPu4j5CCMa3bKUyOkp1eENve2VkFCEkxdpiRbRuEQ44fNEJh8PhcDj6OaHhpa9+9au85z3v4bOf/SxXX301X/jCF3j5y1/O/fffz8aNy2vXP/bYY7ziFa/gHe94B3/1V3/FP/zDP3DTTTcxMjLCa1/72t5+lUqFBx98cMmxh0zldRIgszQvgRoJEBBMTOZi3VMM1UbZurBAS6fErWYv/dfh0J7H2VdfC9YilQK1elQsUIspti6rFtkbp6TWEmkFZ/x8vtPMnQCLHt5DWBq8vgjvTDfCexhbghd0BG8rISqAFwSYNF9QJo7SwwsQhRuY5S6azSfoXWRfZNXzamh98GLAZ29pWEnMHryt3zJyIuguWltqacj/f/aWhq7g7VgaVmn3ope8E2vtEoFdqFS57PrXLSkLHHqKgq9oxJnz8DocDofjGXFCv20/9alP8ba3vY23v/3tAPzZn/0Z3/jGN/jc5z7HJz7xiWX7f/7zn2fjxo382Z/9GQDnnHMOP/rRj/jjP/7jJYJXCMH4+Piy41ej3W7Tbrd7f8/N5QuXkiQhSZLVDjtmJEmCSHLBKwZK6EqALFdIkgRLhhdFeCpgtj7HvX+/nXOueSlesHL1rIMpDY30znEotMl6GRFKAl46UqFlLJ7JSEwe/ctSQ2Yy0jSh1ZonjvNxEqKyrH1pDCYz7Gu1aacZUkDBmkP3QxoyY4gbMX5gQClMJzpspD3q10KpEYyFLM2j/FL6WGPJOtclKGFt0PsbIMuyozpfd4wAjJXL2jBG9p1XkqaGXrLhZ0C33Wc7P7WwGJNRb8WLbaYpxmRkWfqs2o80GJMxU2+TJAlxkmBMhjFHPrZpmi75uxxIFloxmtXnw7Eam7WGG5fVcWOzMm5cVseNzcoc73F5JucRtmusO87EcUyhUOB//I//wS//8i/3tr/73e/mnnvu4Y477lh2zDXXXMNFF13En//5n/e2ff3rX+eGG26g0WjgeR4333wzb3/721m3bh1ZlvGCF7yAj3/841x00UWr9uUjH/kIH/3oR5dt/+u//msKhcPnej0WDHz7dkR7F1MXVzEFD+ENIoJLwMLEUyE2zfhZ8x6StIWOCpQ2bEFojZCyV1HqmWCtXQy5AVNC8Q9BGRBsMW0uSJdbQKR8HK3/hcxMYrL1eN4PsTYiSa5dtu9PdMQO5TNsUvZLTcEafj6eP2SfTALzj/u0p/Yiw0cobzkD9fAE0gj0eQ1MdPRTVesfIuVU59oDrK0hZZ6eLU3Px9oAz7urt3+avgBjjvxHUxch9vXaycw6svSCg3ZYwPe+l/cDTRL/wtFczjFjVwPuOSAZCCxXjObj+93dgoVEcPmIYehZ3BhppfDtXRKB5br1lkfmBA/PCTaWLOcNHN1r+egcPDwnuHzEUjuy33wOh8PhWKM0Gg3e8IY3MDs7S6VSOeS+JyzCu3//frIsY2xsbMn2sbExdu/eveIxu3fvXnH/NE3Zv38/ExMTnH322dx8881ccMEFzM3N8ed//udcffXV/OQnP+HMM1euzPX7v//7vO997+v9PTc3x4YNG7juuusOO4DHgjiOuXv7txifnMCMFCDQjK47mzPOeQUA9e/uxCYZZ51zMQ/e9R2SdhtsDEle0CEsFilUa/iFAu16g9bCHHGrtcTDTOd/k2VkaYrJsiV90EJRULmCGDQtxm0MQmCNwRqTLyzSlkwJlLAIMU8iLEoUCby8lHBXfEspmRIhC3h4GKpZxliSsE6D8jRKaYw1mDTDZBkmy/uTYUF4FCo1Rjaeyfkv+QXu3b+T6alpXvySaygOHn0+1ZnZEWZmfgCAp6v4/gj1xsMAjI+9AikDdu6a6+0/OnIthcLpz/g8zeaT7Nmbt1MpX8jg4NIfA2m6wFNP50JbqyLr17/iqK4nSRK2b9/Oy172Mjzv6H3AO6Ya1O/ZyVDR5xUvzG1EB36wg+lGzEsvXse62tFXKTPG8vQdj2Kt5dqrNjG0cw7x+DTb1le59qyRo243MxZ1iBV1x2ps1hpuXFbHjc3KuHFZHTc2K3O8x6V7R/5IOOFZGg5eGHOwl+9I9u/ffsUVV3DFFVf0nr/66qu5+OKL+c//+T/z6U9/esU2gyAgWMEi4HnecXnBTLuNwOL5PirUWASe5/fOrQNNlkGxVOOCl7yMh374j7QW5jFZfrs3aTWZbTWXtWtZTAXVjwCUWhoVjoToVbVSmSHriOleWybD2JjMtjFZA8QMViaQBLTT5ZHb2CvS8gp048Rh0iROFg45DgKwJi+4IaVHsVhBiJ0ABIXgWb0W5dJm5udyD7LWIUp7qE6luSgaRgjd+zvfxz+q86Vp0GvH86JlbUhZ6D2v9bO7pvwcz26OlqMAKRWJEb12ugsd/WMw/6uFgLlmQjMTSKnzBZTPst0jPfJ4vX+fb7hxWR03NivjxmV13NiszPEal2dyjhMmeIeHh1FKLYvm7t27d1kUt8v4+PiK+2utGRpavnAKQErJZZddxkMPPXRsOv4cYFu5f1h6AX7Rp11P0H5f9S5fQSPFpobi6AAvuC6PClpjSOOYxtwM9ZkZ4maDsFgiqlTwugvbrMX2/hmkVCjPy/3CfQusUmv50ZP7wFrOLYVsizTWmF7k1hrD3NxPmZqOUaqIsU2EHGds6AYEYS6IjcFm+f+zjYSdzSQXr0qzrVbkvMgjSxOyNEVKiVQKqTRSK5TSIAT33v40zYWYrVdMoDrT0wqL0M9uAVUQjCOljzExUnoIuov0FEqVeo+7acuONkPB4QpPLKlcd4IzNACE/mJasu6PzWO1aA3yXLxzzYT5VtJXeMLhcDgcjuPLCRO8vu9zySWXsH379iUe3u3bt3P99deveMyVV17J3/3d3y3Z9s1vfpNLL710VZVvreWee+7hggsuWPH5kwEbdwRvEDEwFpLEGYXyonlSdFIw2XipDUFIiReGVMNxqqPP3G/ajwYCrUmspVgoUKwutw9kcpBG0s2VWqRcPo+Bkc0rtjc2W6c0tXirYd3IANXC4Q2h5cE6QrTwwhLJdD4uRnJUPuV+hJCE4ToajccQwusJWs+r9R4rXSRNnlmltZXO02WlPLxCSKT0MCZZUlb4RBF28tlmxpJkFl+L3l2TZ5uHF7qpyZrMt9K+whNO8jocDofj+HJCc/u8733v47/+1//Kl770JR544AHe+973smPHDt75zncCubf2TW96U2//d77znTzxxBO8733v44EHHuBLX/oSX/ziF/nABz7Q2+ejH/0o3/jGN3j00Ue55557eNvb3sY999zTa/NkxLa7gjdEaUlY8JZGAjvpvGzyzFfzPxOCjqjUqymdg3LTVqurLwT0Dmqjpo9M3OkgP0fSzkinckNEps3BdTKOiqiQl1pWqkB36mu96NHWajE12dFXWusrPLFChBdAdF5beYKLTgB4SvT8sK1uRoxjlIcXFqutPbx3gT2znSwZTu86HA6H4zhzQr9xb7zxRg4cOMDHPvYxdu3axfnnn89tt93Gpk25MNm1axc7duzo7b9lyxZuu+023vve9/IXf/EXTE5O8ulPf3pJSrKZmRl+8zd/k927d1OtVrnooov4zne+w+WXX37cr+9IsXHul5VhBHTyzvbfGu/koH2uBW+oJAtZ1isLfDCi72Z0obAFf4WCE1362xCIVausHUy3+ETSztA9wXtoX/eRUimfD0Ah2sLsbJ5JwfNqvefVkly8Rxnhpd/SsPJdByl8MhonhaVBCEHkKRbaKa04oxJ6fZaGZ9/+UKlTrnp2MevHsXgtHQ6Hw+F4JpzwENNNN93ETTfdtOJzN99887Jt1157LXffffeq7f3pn/4pf/qnf3qsundc6EZ4RVBgUfD2VTtbxdJwrKlqxf44oaRWEXt9IrxavfiQbfl9aqms5epR44PQ3eITczF+OwUhyPSxyZwnhKJa2QZAqbSVJJmiVD538dxLIrzP3sO7kqUBFiO/J4OlASD0JAvtxeITpmdpePbC9MzREq+4YIK98y2m6jFxajhr7OAiHw6Hw+FwPLecHN+4pzim3Y3wFoDpfGN/hPc4WRpeNlRhWzliQ7jyrXitc/9uEI4ThusO2VZ/hPdI7QywGOFtT7UIEoMMFDwHOj8MJ5mYeO2SbVr3+ZaPurTw88vSABB05lfX0rBaRbSjQUrB1vEyW8fLh9/Z4XA4HI7niJPjG/cUp7toTQWLRS5WjPA+x4K3rBXlQ1gPwmCcyclfxfMGDxsB7Y/wDhympHA/3fLC7ek2exdiRKTxxHN73V1Uf4T3qO3th87SALmlAU6OLA2Ql+wFaCUdD2/H03C0NmaHw+FwOE42nOA9CegtWgsXBa/sixR2PbwmeW4tDUdCGE4e0X5en1o6Uv8ugPYV1sLC/iZZavAmCgSF9PAHHgN0v4f3WER4V7U0BJ1TnByCN+oI3mbcXbSWb3fZFBwOh8OxVnAxnJMAWSySViqo6sCiYOoXvF1LQzOl+dP9ZAvxSs2cVHh9WqnmPQNLQ6CwcUaWGoQUDJ1WYZVA6TFnaYT3aD28i8etZmnIs0SAks+ibu8xJOzcQWilBmttn4f3RPbK4XA4HI5jh4vwngREF1/M7O7dhOeei9z5T2RZc2mkMNJ4IxHJvibxrjrxrjqyoJGRRnbSPmEsSIEejtDDUa9q2onC68ub+0wsDdqXmGYe0VUFzeSZNR54+ph3b+Vz93l4jzYtmRA+vj+ExfYiuQdTrV6M1mVKpXOO6hzHmn5Lg+1bH+givA6Hw+FYKzjBe5IhpZ8LXvoivFJQeMEo2Wyb9hNzpHsbmEaKaSy/1R8/vYD0JWowQiiRl7US+f9CCKyxkBps1vXFLu4jBAeVwRIrPlyR/ueFwFiLqLewFvzWHE2xclsHN2sBs5AAMLKlQlA4flNUCEUYTpIk00uivc+sDcG6db8GiFVFs9ZFqtUXHH1HjzFRn+A1fYrX6V2Hw+FwrBWc4D3J6C506o/wdlHVgMKFI5h2hqknmGaKbaeAAAk2NiS76/nzu+vHuefL+aXug5kFnokJI1KCthKsv3D4OejVoZmYeC3WZksKfzxTVnrtTmZ6loYk6/l3wUV4HQ6Hw7F2cIL3JCMMJ0niKXx/dbEnA5Wn61qB4Iwa2VQr9/lawNr8NnXnMVIgtMyjv3S2k5dg7u1zMAdvsqs/2X/4pkO2Y1d97txNZYg8ouECSZIs789ziBDy6KusPU8JdDfCa5ZEeJ3gdTgcDsdawQnek4yhwWsZHLj6qCOMos/H63AcCVEn93FzmYf3BHXI4XA4HI5jjBO8JxlCiJMmP6vj1KB/0VrWUbxCuBLADofD4Vg7nFr3bh0OxzJC3SlsYuGxfbn329kZHA6Hw7GWcILX4TjF0Ur2orzfemAPcPikHA6Hw+FwPJ9wgtfhcPCyc8c4c6zEcMlHS8FpI0eXls3hcDgcjpMR5+F1OBycMVrijNFc5FprnX/X4XA4HGsKF+F1OBxLcGLX4XA4HGsNJ3gdDofD4XA4HGsaJ3gdDofD4XA4HGsaJ3gdDofD4XA4HGsaJ3gdDofD4XA4HGsaJ3gdDofD4XA4HGsaJ3gdDofD4XA4HGsaJ3gdDofD4XA4HGsaJ3gdDofD4XA4HGsaJ3gdDofD4XA4HGsaV1p4Bay1AMzNzR2X8yVJQqPRYG5uDs/zjss5ny+4sVkZNy6r48ZmZdy4rI4bm5Vx47I6bmxW5niPS1endXXboXCCdwXm5+cB2LBhwwnuicPhcDgcDofjUMzPz1OtVg+5j7BHIotPMYwx7Ny5k3K5jBDiOT/f3NwcGzZs4Mknn6RSqTzn53s+4cZmZdy4rI4bm5Vx47I6bmxWxo3L6rixWZnjPS7WWubn55mcnETKQ7t0XYR3BaSUrF+//rift1KpuDfOKrixWRk3LqvjxmZl3LisjhublXHjsjpubFbmeI7L4SK7XdyiNYfD4XA4HA7HmsYJXofD4XA4HA7HmsYJ3pOAIAj4wz/8Q4IgONFdOelwY7MyblxWx43NyrhxWR03NivjxmV13NiszMk8Lm7RmsPhcDgcDodjTeMivA6Hw+FwOByONY0TvA6Hw+FwOByONY0TvA6Hw+FwOByONY0TvA6Hw+FwOByONY0TvCcBn/3sZ9myZQthGHLJJZfw3e9+90R36bjyiU98gssuu4xyuczo6Civec1rePDBB5fs85a3vAUhxJJ/V1xxxQnq8fHjIx/5yLLrHh8f7z1vreUjH/kIk5OTRFHEz/3cz3HfffedwB4fHzZv3rxsXIQQ/NZv/RZwas2X73znO/zSL/0Sk5OTCCH4m7/5myXPH8kcabfb/PZv/zbDw8MUi0Ve/epX89RTTx3Hqzj2HGpckiThd3/3d7ngggsoFotMTk7ypje9iZ07dy5p4+d+7ueWzaPXv/71x/lKji2Hmy9H8t5Zi/MFDj82K33mCCH4T//pP/X2WYtz5ki+o58PnzNO8J5gvvrVr/Ke97yHD33oQ/z4xz/mxS9+MS9/+cvZsWPHie7aceOOO+7gt37rt/jBD37A9u3bSdOU6667jnq9vmS/X/zFX2TXrl29f7fddtsJ6vHx5bzzzlty3ffee2/vuT/6oz/iU5/6FJ/5zGe48847GR8f52Uvexnz8/MnsMfPPXfeeeeSMdm+fTsAv/qrv9rb51SZL/V6nW3btvGZz3xmxeePZI685z3v4etf/zq33HIL3/ve91hYWOBVr3oVWZYdr8s45hxqXBqNBnfffTcf/vCHufvuu/na177Gz372M1796lcv2/cd73jHknn0hS984Xh0/znjcPMFDv/eWYvzBQ4/Nv1jsmvXLr70pS8hhOC1r33tkv3W2pw5ku/o58XnjHWcUC6//HL7zne+c8m2s88+2/7e7/3eCerRiWfv3r0WsHfccUdv25vf/GZ7/fXXn7hOnSD+8A//0G7btm3F54wxdnx83H7yk5/sbWu1WrZardrPf/7zx6mHJwfvfve77emnn26NMdbaU3e+APbrX/967+8jmSMzMzPW8zx7yy239PZ5+umnrZTS/p//83+OW9+fSw4el5X44Q9/aAH7xBNP9LZde+219t3vfvdz27kTyErjcrj3zqkwX6w9sjlz/fXX25e+9KVLtq31OWPt8u/o58vnjIvwnkDiOOauu+7iuuuuW7L9uuuu4/vf//4J6tWJZ3Z2FoDBwcEl22+//XZGR0c566yzeMc73sHevXtPRPeOOw899BCTk5Ns2bKF17/+9Tz66KMAPPbYY+zevXvJ/AmCgGuvvfaUmj9xHPNXf/VXvPWtb0UI0dt+qs6Xfo5kjtx1110kSbJkn8nJSc4///xTah7Nzs4ihKBWqy3Z/t/+239jeHiY8847jw984ANr/u4JHPq94+ZLzp49e7j11lt529vetuy5tT5nDv6Ofr58zujjchbHiuzfv58syxgbG1uyfWxsjN27d5+gXp1YrLW8733v40UvehHnn39+b/vLX/5yfvVXf5VNmzbx2GOP8eEPf5iXvvSl3HXXXSdlRZdjxQtf+EK+8pWvcNZZZ7Fnzx7+w3/4D1x11VXcd999vTmy0vx54oknTkR3Twh/8zd/w8zMDG95y1t6207V+XIwRzJHdu/eje/7DAwMLNvnVPkcarVa/N7v/R5veMMbqFQqve1vfOMb2bJlC+Pj4/z0pz/l93//9/nJT37Ss9CsRQ733nHzJecv//IvKZfL/Mqv/MqS7Wt9zqz0Hf18+ZxxgvckoD8qBfmEOnjbqcK73vUu/vmf/5nvfe97S7bfeOONvcfnn38+l156KZs2beLWW29d9oGzlnj5y1/ee3zBBRdw5ZVXcvrpp/OXf/mXvYUkp/r8+eIXv8jLX/5yJicne9tO1fmyGkczR06VeZQkCa9//esxxvDZz352yXPveMc7eo/PP/98zjzzTC699FLuvvtuLr744uPd1ePC0b53TpX50uVLX/oSb3zjGwnDcMn2tT5nVvuOhpP/c8ZZGk4gw8PDKKWW/brZu3fvsl9KpwK//du/zd/+7d/y7W9/m/Xr1x9y34mJCTZt2sRDDz10nHp3clAsFrngggt46KGHetkaTuX588QTT/Ctb32Lt7/97Yfc71SdL0cyR8bHx4njmOnp6VX3WaskScINN9zAY489xvbt25dEd1fi4osvxvO8U2oeHfzeOZXnS5fvfve7PPjgg4f93IG1NWdW+45+vnzOOMF7AvF9n0suuWTZrY7t27dz1VVXnaBeHX+stbzrXe/ia1/7Gn//93/Pli1bDnvMgQMHePLJJ5mYmDgOPTx5aLfbPPDAA0xMTPRum/XPnziOueOOO06Z+fPlL3+Z0dFRXvnKVx5yv1N1vhzJHLnkkkvwPG/JPrt27eKnP/3pmp5HXbH70EMP8a1vfYuhoaHDHnPfffeRJMkpNY8Ofu+cqvOlny9+8YtccsklbNu27bD7roU5c7jv6OfN58xxWRrnWJVbbrnFep5nv/jFL9r777/fvuc977HFYtE+/vjjJ7prx41/82/+ja1Wq/b222+3u3bt6v1rNBrWWmvn5+ft+9//fvv973/fPvbYY/bb3/62vfLKK+26devs3NzcCe79c8v73/9+e/vtt9tHH33U/uAHP7CvetWrbLlc7s2PT37yk7Zardqvfe1r9t5777W/9mu/ZicmJtb8uFhrbZZlduPGjfZ3f/d3l2w/1ebL/Py8/fGPf2x//OMfW8B+6lOfsj/+8Y972QaOZI68853vtOvXr7ff+ta37N13321f+tKX2m3bttk0TU/UZT1rDjUuSZLYV7/61Xb9+vX2nnvuWfK50263rbXWPvzww/ajH/2ovfPOO+1jjz1mb731Vnv22Wfbiy66aM2Oy5G+d9bifLH28O8la62dnZ21hULBfu5zn1t2/FqdM4f7jrb2+fE54wTvScBf/MVf2E2bNlnf9+3FF1+8JB3XqQCw4r8vf/nL1lprG42Gve666+zIyIj1PM9u3LjRvvnNb7Y7duw4sR0/Dtx44412YmLCep5nJycn7a/8yq/Y++67r/e8Mcb+4R/+oR0fH7dBENhrrrnG3nvvvSewx8ePb3zjGxawDz744JLtp9p8+fa3v73i++fNb36ztfbI5kiz2bTvete77ODgoI2iyL7qVa963o/XocblscceW/Vz59vf/ra11todO3bYa665xg4ODlrf9+3pp59u/+2//bf2wIEDJ/bCniWHGpcjfe+sxfli7eHfS9Za+4UvfMFGUWRnZmaWHb9W58zhvqOtfX58zojOxTgcDofD4XA4HGsS5+F1OBwOh8PhcKxpnOB1OBwOh8PhcKxpnOB1OBwOh8PhcKxpnOB1OBwOh8PhcKxpnOB1OBwOh8PhcKxpnOB1OBwOh8PhcKxpnOB1OBwOh8PhcKxpnOB1OBwOh8PhcKxpnOB1OBwOx6rcfvvtCCGYmZk50V1xOByOo8YJXofD4XA4HA7HmsYJXofD4XA4HA7HmsYJXofD4TiJsdbyR3/0R5x22mlEUcS2bdv4n//zfwKLdoNbb72Vbdu2EYYhL3zhC7n33nuXtPG//tf/4rzzziMIAjZv3syf/MmfLHm+3W7zO7/zO2zYsIEgCDjzzDP54he/uGSfu+66i0svvZRCocBVV13Fgw8++NxeuMPhcBxDnOB1OByOk5g/+IM/4Mtf/jKf+9znuO+++3jve9/Lr//6r3PHHXf09vl3/+7f8cd//MfceeedjI6O8upXv5okSYBcqN5www28/vWv59577+UjH/kIH/7wh7n55pt7x7/pTW/illtu4dOf/jQPPPAAn//85ymVSkv68aEPfYg/+ZM/4Uc/+hFaa9761rcel+t3OByOY4Gw1toT3QmHw+FwLKderzM8PMzf//3fc+WVV/a2v/3tb6fRaPCbv/mbvOQlL+GWW27hxhtvBGBqaor169dz8803c8MNN/DGN76Rffv28c1vfrN3/O/8zu9w6623ct999/Gzn/2MrVu3sn37dn7hF35hWR9uv/12XvKSl/Ctb32Ln//5nwfgtttu45WvfCXNZpMwDJ/jUXA4HI5nj4vwOhwOx0nK/fffT6vV4mUvexmlUqn37ytf+QqPPPJIb79+MTw4OMjWrVt54IEHAHjggQe4+uqrl7R79dVX89BDD5FlGffccw9KKa699tpD9uXCCy/sPZ6YmABg7969z/oaHQ6H43igT3QHHA6Hw7EyxhgAbr31VtatW7fkuSAIlojegxFCALkHuPu4S/+NvSiKjqgvnucta7vbP4fD4TjZcRFeh8PhOEk599xzCYKAHTt2cMYZZyz5t2HDht5+P/jBD3qPp6en+dnPfsbZZ5/da+N73/vekna///3vc9ZZZ6GU4oILLsAYs8QT7HA4HGsNF+F1OByOk5RyucwHPvAB3vve92KM4UUvehFzc3N8//vfp1QqsWnTJgA+9rGPMTQ0xNjYGB/60IcYHh7mNa95DQDvf//7ueyyy/j4xz/OjTfeyD/+4z/ymc98hs9+9rMAbN68mTe/+c289a1v5dOf/jTbtm3jiSeeYO/evdxwww0n6tIdDofjmOIEr8PhcJzEfPzjH2d0dJRPfOITPProo9RqNS6++GI++MEP9iwFn/zkJ3n3u9/NQw89xLZt2/jbv/1bfN8H4OKLL+a///f/zr//9/+ej3/840xMTPCxj32Mt7zlLb1zfO5zn+ODH/wgN910EwcOHGDjxo188IMfPBGX63A4HM8JLkuDw+FwPE/pZlCYnp6mVqud6O44HA7HSYvz8DocDofD4XA41jRO8DocDofD4XA41jTO0uBwOBwOh8PhWNO4CK/D4XA4HA6HY03jBK/D4XA4HA6HY03jBK/D4XA4HA6HY03jBK/D4XA4HA6HY03jBK/D4XA4HA6HY03jBK/D4XA4HA6HY03jBK/D4XA4HA6HY03jBK/D4XA4HA6HY03z/wP4swQIyzDRHgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 800x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"data = pd.read_csv(\"./result/mnist/06-25-01-20_75_200_0.35_0.8_0.7_acc.csv\", header=None)\n",
|
|
"print(data.shape)\n",
|
|
"\n",
|
|
"loss = pd.DataFrame()\n",
|
|
"acc = pd.DataFrame()\n",
|
|
"\n",
|
|
"for i in range(len(data.iloc[0])):\n",
|
|
" if i % 2 == 0:\n",
|
|
" loss[i] = data[i]\n",
|
|
" # loss.append(iris[i])\n",
|
|
" else:\n",
|
|
" acc[i] = data[i]\n",
|
|
" # acc.append(iris[i])\n",
|
|
"\n",
|
|
"print(loss.shape, acc.shape)\n",
|
|
"# print(loss)\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(nrows=2, sharey=False, sharex=True, figsize=(8,8))\n",
|
|
"\n",
|
|
"loss.replace('nan' ,np.inf ,inplace=True)\n",
|
|
"loss = loss.fillna(np.inf)\n",
|
|
"\n",
|
|
"loss.plot(kind=\"line\", ax=axes[0], legend=False, alpha=0.5, ylabel=\"loss\", grid=True, title=f\"best loss {loss.min(numeric_only=True).min()}\")\n",
|
|
"\n",
|
|
"acc.plot(kind=\"line\", ax=axes[1], legend=False, alpha=0.5, ylabel=\"acc\", xlabel=\"epoch\", grid=True, title=f\"best acc {acc.max(numeric_only=True).max()}\")\n",
|
|
"\n",
|
|
"plt.show()\n",
|
|
"plt.clf()\n",
|
|
"plt.clf()\n",
|
|
"plt.close()\n",
|
|
"plt.close()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import tensorflow as tf\n",
|
|
"\n",
|
|
"gpus = tf.config.experimental.list_physical_devices(\"GPU\")\n",
|
|
"if gpus:\n",
|
|
" try:\n",
|
|
" # tf.config.experimental.set_visible_devices(gpus[0], \"GPU\")\n",
|
|
" tf.config.experimental.set_memory_growth(gpus[0], True)\n",
|
|
" except RuntimeError as e:\n",
|
|
" print(e)\n",
|
|
"\n",
|
|
"from tensorflow import keras\n",
|
|
"from tensorflow.keras.layers import (Conv2D, Dense, Dropout, Flatten,\n",
|
|
" MaxPooling2D)\n",
|
|
"from tensorflow.keras.models import Sequential"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Model: \"sequential_26\"\n",
|
|
"_________________________________________________________________\n",
|
|
" Layer (type) Output Shape Param # \n",
|
|
"=================================================================\n",
|
|
" conv2d_52 (Conv2D) (None, 24, 24, 32) 832 \n",
|
|
" \n",
|
|
" max_pooling2d_52 (MaxPoolin (None, 8, 8, 32) 0 \n",
|
|
" g2D) \n",
|
|
" \n",
|
|
" conv2d_53 (Conv2D) (None, 6, 6, 64) 18496 \n",
|
|
" \n",
|
|
" max_pooling2d_53 (MaxPoolin (None, 3, 3, 64) 0 \n",
|
|
" g2D) \n",
|
|
" \n",
|
|
" dropout_26 (Dropout) (None, 3, 3, 64) 0 \n",
|
|
" \n",
|
|
" flatten_26 (Flatten) (None, 576) 0 \n",
|
|
" \n",
|
|
" dense_52 (Dense) (None, 128) 73856 \n",
|
|
" \n",
|
|
" dense_53 (Dense) (None, 10) 1290 \n",
|
|
" \n",
|
|
"=================================================================\n",
|
|
"Total params: 94,474\n",
|
|
"Trainable params: 94,474\n",
|
|
"Non-trainable params: 0\n",
|
|
"_________________________________________________________________\n",
|
|
"None\n",
|
|
"(5, 5, 1, 32)\n",
|
|
"-0.08480508 0.08527838\n",
|
|
"(32,)\n",
|
|
"0.0 0.0\n",
|
|
"(3, 3, 32, 64)\n",
|
|
"-0.08332829 0.08333322\n",
|
|
"(64,)\n",
|
|
"0.0 0.0\n",
|
|
"(576, 128)\n",
|
|
"-0.09231657 0.09231355\n",
|
|
"(128,)\n",
|
|
"0.0 0.0\n",
|
|
"(128, 10)\n",
|
|
"-0.20795095 0.20850043\n",
|
|
"(10,)\n",
|
|
"0.0 0.0\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def make_model():\n",
|
|
" model = Sequential()\n",
|
|
" model.add(Conv2D(32, kernel_size=(5, 5), activation='relu', input_shape=(28,28,1)))\n",
|
|
" model.add(MaxPooling2D(pool_size=(3, 3)))\n",
|
|
" model.add(Conv2D(64, kernel_size=(3, 3), activation='relu'))\n",
|
|
" model.add(MaxPooling2D(pool_size=(2, 2)))\n",
|
|
" model.add(Dropout(0.25))\n",
|
|
" model.add(Flatten())\n",
|
|
" model.add(Dense(128, activation='relu'))\n",
|
|
" model.add(Dense(10, activation='softmax'))\n",
|
|
"\n",
|
|
" # model.summary()\n",
|
|
"\n",
|
|
" return model\n",
|
|
"\n",
|
|
"model = make_model()\n",
|
|
"weights = model.get_weights()\n",
|
|
"\n",
|
|
"print(model.summary())\n",
|
|
"\n",
|
|
"for i in range(len(weights)):\n",
|
|
" print(weights[i].shape)\n",
|
|
" print(weights[i].min(), weights[i].max())\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2023-05-26 03:53:33.924839: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:33.928891: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:33.929032: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:33.929450: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n",
|
|
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
|
|
"2023-05-26 03:53:33.929902: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:33.930018: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:33.930117: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:34.287172: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:34.287322: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:34.287430: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
|
|
"2023-05-26 03:53:34.287524: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 10109 MB memory: -> device: 0, name: NVIDIA GeForce RTX 3060, pci bus id: 0000:09:00.0, compute capability: 8.6\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"model = make_model()\n",
|
|
"# json_ = model.to_json()\n",
|
|
"# print(json_)\n",
|
|
"# for layer in model.get_weights():\n",
|
|
" # print(layer.shape)\n",
|
|
"weight = model.get_weights()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0 ~ 800\n",
|
|
"(5, 5, 1, 32)\n",
|
|
"800 ~ 832\n",
|
|
"(32,)\n",
|
|
"832 ~ 19264\n",
|
|
"(3, 3, 32, 64)\n",
|
|
"19264 ~ 19328\n",
|
|
"(64,)\n",
|
|
"19328 ~ 93056\n",
|
|
"(576, 128)\n",
|
|
"93056 ~ 93184\n",
|
|
"(128,)\n",
|
|
"93184 ~ 94464\n",
|
|
"(128, 10)\n",
|
|
"94464 ~ 94474\n",
|
|
"(10,)\n",
|
|
"[800, 32, 18432, 64, 73728, 128, 1280, 10]\n",
|
|
"[(5, 5, 1, 32), (32,), (3, 3, 32, 64), (64,), (576, 128), (128,), (128, 10), (10,)]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from time import time\n",
|
|
"\n",
|
|
"import cupy as cp\n",
|
|
"\n",
|
|
"\n",
|
|
"def encode(weights):\n",
|
|
" w_gpu = cp.array([])\n",
|
|
" lenght = []\n",
|
|
" shape = []\n",
|
|
" for layer in weights:\n",
|
|
" shape.append(layer.shape)\n",
|
|
" w_ = layer.reshape(-1)\n",
|
|
" lenght.append(len(w_))\n",
|
|
" w_gpu = cp.append(w_gpu, w_)\n",
|
|
" \n",
|
|
" return w_gpu, shape, lenght\n",
|
|
"\n",
|
|
"def decode(weight, shape, lenght):\n",
|
|
" weights = []\n",
|
|
" start = 0\n",
|
|
" for i in range(len(shape)):\n",
|
|
" end = start + lenght[i]\n",
|
|
" print(f\"{start} ~ {end}\")\n",
|
|
" print(f\"{shape[i]}\")\n",
|
|
" w_ = weight[start:end]\n",
|
|
" w_ = w_.reshape(shape[i])\n",
|
|
" weights.append(w_)\n",
|
|
" start = end\n",
|
|
"\n",
|
|
" return weights\n",
|
|
"\n",
|
|
"w = 0.8\n",
|
|
"v,_,_ = encode(weight)\n",
|
|
"c0 = 0.5\n",
|
|
"c1 = 1.5\n",
|
|
"r0 = 0.2\n",
|
|
"r1 = 0.8\n",
|
|
"p_best,_,_ = encode(weight)\n",
|
|
"g_best,_,_ = encode(weight)\n",
|
|
"layer,shape,leng = encode(weight)\n",
|
|
"\n",
|
|
"# new_v = w*v[i]\n",
|
|
"# new_v = new_v + c0*r0*(p_best[i] - layer)\n",
|
|
"# new_v = new_v + c1*r1*(self.g_best[i] - layer)\n",
|
|
"\n",
|
|
"start = time()\n",
|
|
"new_velocity = w * v + c0 * r0 * (p_best - layer) + c1 * r1 * (g_best - layer)\n",
|
|
"\n",
|
|
"# print(new_velocity)\n",
|
|
"\n",
|
|
"we2 = decode(new_velocity, shape, leng)\n",
|
|
"# print(we2)\n",
|
|
"\n",
|
|
"\n",
|
|
"# # s= [1,2]\n",
|
|
"# print(w)\n",
|
|
"print(leng)\n",
|
|
"print(shape)\n",
|
|
"\n",
|
|
"# w2 = w\n",
|
|
"# c1 = c\n",
|
|
"\n",
|
|
"# tf_start = time()\n",
|
|
"# w3 = tf.multiply(w2, w)\n",
|
|
"# tf_end = time()\n",
|
|
"# mul_start = time()\n",
|
|
"# w4 = w2 * w\n",
|
|
"# mul_end = time()\n",
|
|
"# cuda_start = time()\n",
|
|
"# w5 = c1 * c\n",
|
|
"# cuda_end = time()\n",
|
|
"\n",
|
|
"# print(f\"tf 연산 > {tf_end-tf_start} | {w3}\")\n",
|
|
"# print(f\"곱셈 연산 > {mul_end-mul_start} | {w4}\")\n",
|
|
"# print(f\"cuda 연산 > {cuda_end-cuda_start} | {w5}\")\n",
|
|
"\n",
|
|
"# for i in range(len(w)):\n",
|
|
"# if w[i] != w2[i]:\n",
|
|
"# print(\"not same\")\n",
|
|
"# break\n",
|
|
"# else:\n",
|
|
"# print(\"same\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"1/1 [==============================] - 0s 452ms/step\n",
|
|
"[[0.0000000e+00 1.0000000e+00 8.5117706e-28]\n",
|
|
" [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n",
|
|
" [1.0000000e+00 3.3700031e-35 0.0000000e+00]\n",
|
|
" [1.0000000e+00 1.3158974e-19 0.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n",
|
|
" [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n",
|
|
" [1.0000000e+00 1.4602315e-27 0.0000000e+00]\n",
|
|
" [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n",
|
|
" [1.0000000e+00 2.4845295e-16 0.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0000000e+00 1.6942224e-33]\n",
|
|
" [1.0000000e+00 0.0000000e+00 0.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n",
|
|
" [1.0000000e+00 9.0455008e-36 0.0000000e+00]\n",
|
|
" [1.0000000e+00 0.0000000e+00 0.0000000e+00]\n",
|
|
" [0.0000000e+00 1.8117375e-33 1.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0000000e+00 6.7984806e-36]\n",
|
|
" [0.0000000e+00 1.7472901e-25 1.0000000e+00]\n",
|
|
" [0.0000000e+00 6.2991115e-37 1.0000000e+00]\n",
|
|
" [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0598510e-30 1.0000000e+00]\n",
|
|
" [1.0000000e+00 1.7519910e-30 0.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n",
|
|
" [1.0000000e+00 7.4562871e-27 0.0000000e+00]\n",
|
|
" [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n",
|
|
" [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n",
|
|
" [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n",
|
|
" [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n",
|
|
" [1.0000000e+00 0.0000000e+00 0.0000000e+00]]\n",
|
|
"[[0. 1. 0.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [1. 0. 0.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [0. 0. 1.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [0. 1. 0.]\n",
|
|
" [1. 0. 0.]]\n",
|
|
"1/1 [==============================] - 0s 88ms/step - loss: 0.0000e+00 - accuracy: 1.0000\n",
|
|
"[0.0, 1.0]\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2023-06-02 14:34:49.851147: I tensorflow/stream_executor/cuda/cuda_blas.cc:1614] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import tensorflow as tf\n",
|
|
"from sklearn.datasets import load_iris\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"from tensorflow import keras\n",
|
|
"from tensorflow.keras import layers\n",
|
|
"from tensorflow.keras.models import Sequential\n",
|
|
"\n",
|
|
"\n",
|
|
"def get_xor():\n",
|
|
" x = np.array([[0,0],[0,1],[1,0],[1,1]])\n",
|
|
" y = np.array([[0],[1],[1],[0]])\n",
|
|
"\n",
|
|
" return x,y\n",
|
|
"\n",
|
|
"def get_iris():\n",
|
|
" iris = load_iris()\n",
|
|
" x = iris.data\n",
|
|
" y = iris.target\n",
|
|
"\n",
|
|
" y = keras.utils.to_categorical(y, 3)\n",
|
|
"\n",
|
|
" x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, shuffle=True, stratify=y)\n",
|
|
"\n",
|
|
" return x_train, x_test, y_train, y_test\n",
|
|
"\n",
|
|
"# model = keras.models.load_model(\"./result/xor/06-02-13-31/75_0.35_0.8_0.6.h5\")\n",
|
|
"model = keras.models.load_model(\"./result/iris/06-02-13-48/50_0.4_0.8_0.7.h5\")\n",
|
|
"# x,y = get_xor()\n",
|
|
"x_train, x_test, y_train, y_test = get_iris()\n",
|
|
"\n",
|
|
"print(model.predict(x_test))\n",
|
|
"print(y_test)\n",
|
|
"print(model.evaluate(x_test,y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2023-06-11 14:01:31.378413: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
|
|
"To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TensorFlow version: 2.12.0\n",
|
|
"Linked TRT ver: (8, 4, 3)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import tensorflow as tf\n",
|
|
"\n",
|
|
"print(\"TensorFlow version:\", tf.__version__)\n",
|
|
"import tensorflow.compiler as tf_cc\n",
|
|
"import tensorrt as trt\n",
|
|
"\n",
|
|
"linked_trt_ver=tf_cc.tf2tensorrt._pywrap_py_utils.get_linked_tensorrt_version()\n",
|
|
"print(f\"Linked TRT ver: {linked_trt_ver}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "pso",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.16"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|