06_CV - ConvolutionalNN.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["<h1 style=\"text-align: center;\"><center>Master&nbsp;in&nbsp;Interdisciplinary&nbsp;and&nbsp;Innovation&nbsp;Engineering Computer&nbsp;Vision</center></h1>\n","<h2 style=\"text-align: center;\"><center><strong>Neural Networks - Practice 1</strong></center></h2>\n","<hr />\n","<p style=\"text-align: center;\"><center><br />Departament de Matem&agrave;tiques (DMAT)<br />Escola d&rsquo;Enginyeria de Barcelona Est (EEBE)<br />Universitat Polit&egrave;cnica de Catalunya (UPC)<br />2023</center></p>\n","<ul>\n","<li>Perceptron</li>\n","<li>Adaptive Linear Neuron (Adaline)</li>\n","<li>Gradient descent</li>\n","</ul>\n","\n"],"metadata":{"id":"kkpyYCggLKQL"}},{"cell_type":"markdown","source":["---\n","<h1>Practice 1</h1>\n","<p>A flower and ornamental company wants to automate the classification of the Iris plant. There are 3 species of iris: Iris <strong>setosa</strong>, Iris <strong>virginica</strong> and Iris <strong>versicolor</strong>. The company collected 50 samples of each species. In each sample, 4 characteristics were measured:</p>\n","<ul>\n","<li>sepal length</li>\n","<li>sepal width</li>\n","<li>petal length</li>\n","<li>petal width</li>\n","</ul>\n","\n","![F1.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAwQAAAHRCAIAAABb9ekAAAABgWlDQ1BzUkdCIElFQzYxOTY2LTIuMQAAKJF1kbtLA0EQh79ERdFIBC1SWASJNkbRCEEbiwRfoBZJBF9NcnkJeRx3CRJsBduAgmjjq9C/QFvBWhAURRBbrRVtNJxzJpAgZpbZ+fa3O8PuLFhDKSWtNw5BOpPTAlM+5+LSsrP5BSsObIzQH1Z0dS44GaKufd5jMePtgFmr/rl/rS0a0xWwtAiPK6qWE54Wnl3PqSbvCHcpyXBU+EzYrckFhe9MPVLmV5MTZf42WQsF/GDtEHYmajhSw0pSSwvLy3GlU3mlch/zJbZYZiEosUe8G50AU/hwMsMEfrwMMyazlwE8DMqKOvlDv/nzZCVXkVmlgMYaCZLkcIual+oxiXHRYzJSFMz+/+2rHh/xlKvbfND0bBjvvdC8DaWiYXwdGUbpGBqe4DJTzc8ewuiH6MWq5joA+yacX1W1yC5cbIHjUQ1r4V+pQdwaj8PbKbQvQecNtK6Ue1bZ5+QBQhvyVdewtw99ct6++gO4kGgL6kfXCgAAAAlwSFlzAAA9hAAAPYQB1ayvdAAAIABJREFUeJzs3Xm0ZVV1L/4551prN6e9/a1bt6iGVhrpKiAgiBAhwkN/RElQMIQYsTe8JybDjPiiYtqfJsbEIBi7BCOIICASni0qTQHSSiHSN1V169667Wn33quZ8/fHMfV46i+Dp2IhtT9/1Dhnn333XueOOvt871pzrY0iAqVSqVQqlUq7K9rVDSiVSqVSqVTalcowVCqVSqVSabdWhqFSqVQqlUq7tTIMlUqlUqlU2q2VYahUKpVKpdJurQxDpVKpVCqVdmtlGCqVSqVSqbRbK8NQqVQqlUql3VoZhkqlUqlUKu3WyjBUKpVKpVJpt1aGoVKpVCqVSru1MgyVSqVSqVTarZVhqFQqlUql0m6tDEOlUqlUKpV2a2UYKpVKpVKptFsrw1CpVCqVSqXdWhmGSqVSqVQq7dbKMFQqlUqlUmm3VoahUqlUKpVKu7UyDJVKpVKpVNqtlWGoVCqVSqXSbq0MQ6VSqVQqlXZrelc3oFQqlUqlF6aF9vJCewkBBAQAQAQQBQABEZSAAAQEQEBFemFusdPqKm1QK4XorHPOESECoIhWihQikrBw4BCYBQRAEAGAAAkREYCENFJMYJA0aSLFFFiyPEdEY4y3ocgdoYoihSRIQIoAEQEBQIQBhAE4MLCAACKQIqWU5yAIgMgszMKeQQCRgEFERH78FgEAAQGBEAmRhZmZg4AgyOC9CimoNyrVeuoDt1tdEwOpAgBcoYIjESEibaDWqHjHnXZfJIiEKImJFCCKIAsH74BRAgUfSEGURForQBFhax0IBC8hhMgYFUVICACIIIzAYLPCW0cKBfmow45Ik6QMQ6VSqVQqPSfueXzzt+69CQAARECEBREZEUQpSQS9oCVkAqKCoDCXfvoyFVXiWgU9rywsW1uAMAFolnqaxBWttZKA4qDIXb/wfes8gFJKXFCKqqkhAxz5ymQlGouobnQA6IY0raok8t4CYnu50122lbSZJpikCJpBSRAg0sJgbRa8cx68c+ytiAhKFJmkXmXxlpmROIB46HdydkCsFCth9s6LgDAyM4gAiCKMY2OMLqzrdbo+BwgGgIhEabd63ejBR+w7Mjb5xJNb55cfTZtto8H36wvbfbddEMVRxR9w6N5D9bGnH9s+u32bkK00a9XmkPMhsPLii14Lc91Z5M5K18QyuXbV8FidNIuE5eWVzkrfZr7IXLPRqI+NxpWYtACSOESnF2cW5p7epg2OTw9f88kvrF+9pgxDpVKpVCo9JwiBCJmDAIsIIsEgDgQEDAgiQCLIIirSSZy84pQTbvhf31KFQpZIa1fYxKTeO4QgTF6YA0AAhVobUyUNiLnzWqlChDkoSiKtMud92yttMEA/z4puNh+WdKxWTY2NjDWHarGbEO+QCBlskEKQveXCeW/ZO8teQkBQCoxWBnSslVGigQPlnYyQDMUABDagRXESxCOj0aZw1lmHiAIgwjY4Z22SxsqYJEn7PneuINBIBjwubF969MEnDjo8Xb9ufLn1dL8d15qs035zXDmPnVbXCy4udEYak9Orp7JeVtgCgUIIgAIgAKCUDgBFXhSZdc7bovChRiDMnoMQEgihYN63ppeZSIswaSIVIcPQcGNlYYfzxYa9N8CPu9ZKpVKpVCo9BxRiZJQiUAQADCgAgIwECBAGX+oCKECOg0e/5wFr9ztoz26vZZQyCM1KvZJUqkktjioA5L1kRdHu9pdW2sutVr/XJ4GYCDkoQKMVIWqkik6477o72v25Tuh7rShN46FGg4i7nWXPvUodxyYqQ6O1KNYM3rrCudxZF3xQGEUmTZM0TqKonkTNRNVjXUuiOPUOgwsKMCaDFn3Xu7YLXefaLl/J+yt9KEQzieWQO7YMQuwk69telpHRtXqaxCTBsXUSJOS4Y6b98IMPMxeHHnyYzyqdFUQtOukPTeikyiLSXuy3llcqaTw+Mt7ruRAgBI8IiEIgiOh9ICCtYm9Dr9MLVhAUB2IRJCQEEMUObL9g5xUOxsqCgE+r0djESGOkOrl2lYhAGYZKpdIzdTqddrvdbre73e7gGvEcefe7352m6Tve8Y7n7hSl0i7HgcV64ECIRIN6Ifhx9wZ6QEZUABSElDGZzzwWJ558fL2RBpc5b4MtULCSVurNpokTD8qDKhjy4Pu57faz4H1sTETKIMeIaaSMEW0kSshEEGlIKqo+UhsZH2qM1E1sVKwCyHKnPTM/u7C8lNbS0dHhNIoVkEaKTRyZWBSI8hhLXNVRRSepMaAkk/6Oftayrgjs0PV8seLtSrAtlgzIa7QS8sCeDelYRRpVTHGkEmDlcs77OQFWqtVqJUUBb0NwknV4x8zKDzc/EGlz+KFH2zzJOgaVSmt2ZCxKUp3n+ezs9qzojI2P1Ov14LxCYfYAzMLAbLMiOK4lVUNR1s18YUk0AAqD0gSA7MQXmPcKlxUgAgCBvYqIDNSa6dBYs1qvDHJQGYZKpdKP3XDDDY1Go9lsNpvNer1eqVTe+ta3btu27dn8rPf+ySeffJY7A8DTTz+d5/nTTz/9C7S3VHq+8zaAKAko8uMqYwEmAmBGBJFB5xARkfeeFDkJTP6kU0/sZCve5/281+u3+7bHGCACQApCoBTGMSZRMGAhOHA6pmqq67VIp4IJx02qj8ejqyvNybg5UWmMpTpFIUGlrZUsC1kO3T73e/2ZrTOtxW41auwxuW5ydLUm0+l3AueqEtI66Ui0USRk227+yfnO1rZrO0TtC1iZ7+Zt7zMBr9lpYIVoUEiBQkYQIlAohEKatRYNDlxmIXASJ5VKorUOwXsbeh2/9emFBx98sFZNXvyiI10+xL6CqkgrUm8Y63pLy4vz8ztIydTUmEhgYWHPIoRIqIosd9ZykEpSQUDvnDAIizaEKCChyKzLuejmvVY32CCBiQhRBINO1Pq91pH+cbFQWTNUKpV+7N577x082LBhg3Nu27Ztl1xyyac+9aknn3xyzZo1//XP3nbbbccdd1yj0Wi1Ws99S0ulXw8P3P+jPA9JNQ3gtYYQPAAr1MwsAoiIIADALEQowoEZwK1eN/kbRx12zy336RiBOPN98UFrBQaVIlEGlQIfvFVKmMGp1FQqaZxqFREloBLChCgmIBHEwIGU9oW3LBwGgYI0VsB5AOz08rbrg2iTJNWRatqMMtdRKaMCiiJnOe9kC9uXeouZhqjWrFdrDdvyvV7OHhQqQUStQAOAiAh7AGRSpJUKIbjCAxAQkkIW9hi01iaOVET9vGNDHnO1yOTRR59oDo2uXr1Xlu09u/AAgtYao4ijGPv9bOuWmXplaGS43s6G85AJAQgCABIBgCssQN/EAOxtUUhgIqUUMQkAB++9tcaHfrtfqafNtBkEfHAEmFTjyalViAoRoQxDpVLpJyDiI488opS69dZbjz/+eO/9X/zFX1x88cU7d9ixY0eWZUNDQ81mc7CFmb33g8fOOQAwxux8aceOHXme12q10dHRwXWnVNpNeMu333r3cSceQwoYRCkJgYkEATwMKocAMBAiyGDePTFC7vvHnvDSpbnl1kIHEPrOAjEoMIARKcfEiCKgJSYOECwmARpK11SUGJ1oUAgIguiCDy6EgL4oNES2cCgCQCEEzwWIVwRiobWU9XpZN+/WJ5IXHbphanoMCLKiyIoiFD7rFaRV3EgUq/poVcfkDUaRYe2EGZRQDELCjn3wiGKMRhQEUUgMyJ4VaRKKohgAQkAvjgzHVU3sAtgkSoPPH3r4hyY2U9NjXtbs2JEniVcatCFuq/nZdqOybb8D9h0fm9ixvFT4DqBi9q6wEphDYPFBgUlU8J6ZQQGAKJJKGhPkgQl8KDKXd7P6aIOMEhEkrDaqaSU1KhqUA5TDZKVS6Wc75phjVq1aBQCbNm0abPnRj350+OGHT05Orl+/fmho6A//8A+73S4AnHfeeSeccAIAtNvtKIoqlcpg/49//OONRmNqamrDhg3j4+NHH3307OzsLno3pdIuwAGffGzLY488iYJaa0QkEhaHP16IR4kEFKZB2QoqBB1YmKRX9E446fikGlOkTKIpURAx6UAqCFpQliKPkacKJw0TNxU2ROrCVSm0t+L7he13bdENedfbng859leKmq4fddiRhx/w4tF6bWluZmF2R9H1bLVYZTNO4mR8YhQ1tzvLNvNaTFXXiQ2gUrGpjFerq2vxcKwMkAKdUKUex6kG8k5yLzlDEEIiEgEO7KwNwSskQiJBYhSHIIpIM7CogLFEFYgTImW0Slor7YcfvS/P5/eY3qOaTHdXvPdeI2mKg6MtW7cvLi2kabVWHVHKEOGg9pwUEZJSKjLaGM0cmAMREhERakVKKwQgUOIkz4u8lwkzAhBhvdEgothEwXsoe4ZKpdJ/Ic9zAJiengaAhYWFo48+emVlZePGjfvss8+NN974mc98Zmlp6eqrr47jeHh4eHl5GRHHx8eVUgDAzOeff/7Y2NhBBx2klLr77rtvv/32173udd/5znd27ZsqlX5lUAjZ3Hf3D5pj6arVw6mOMhtAKR8ERYQ9DdZJFAEYzLsXYvA2EFF9Ymi/jfvcduvtLECoBAmDgKACxRxQARpPiNoYMAQo3jNLEAbvPTCKB++QnYXCucyEjKjT2p4+8nvnnpbbVSvtvW+/fWbTLY8qVUvTEYikMYVD05rSkPdD64m55eUVE0fr9trQnGhs2zGTe2sqGo0GFlSMVJhIRUaz146D9wzAmpBQEygOwgEG8+QMKRIOLI4DgdapihONRtAooERYB/DC3nnZumVHWtu69z71tfvuvfmOXm95XmkXJ1GoJz7kW7fP7D8y3KjH/aJa2LYh7xGVTsX0GDwaJRQ8Z1m2UktqRqFFLcJxrKFg5ZGsCl1xraJRbzAFpag+1PTgLLcEGMowVCqVftrWrVuttZ/4xCcWFhYA4LzzzgOA97znPSsrK8cee+xNN90EAJs2bTrmmGOuu+66Xq930UUXnXXWWccdd1y9Xp+bmxscBBH/9V//9eyzzx4Mjf3jP/7j+eef/93vfrfX61Wr1V335p4rg+LYuR1LDz2YHXro5NCw2dUtKj0PsGSdnqnUbv7eptNefVKSGE06IKASRaBV5L0PPogIAIkAAAKgMIFWnX7nwIMP2jaz9YknnhCvAICAlI4VEioAHYBQMBQMyopiEOcHo9DBh+C5yL3th5Cz7zv2DA5X5nnH7Mxtm24+/4Kzh8fw4COH933xSTd/54mHf7Q9aST1mokh3vbYUn/Z9+f7tnCAxdLsD/fYc/Xee23IJOsV7UwKIINELMo5ENBKKR1HkaLgLPvgHPvAADBIeEQgRBQRglfaq9jpmMho1JrFMAeEPHgEEQmaRR770ROa1H4v2u+QQw++/babBZXSnNZ0r6cWF9oz27etWbt2qN6YX1xhYKO1ibWgMDEaMsawiHWFhESTsiwhuCSN0AXJRBlk77u9Xj1vRFXTqDdIkBDyoj0YuS/DUKlU+j+IyPr163c+Pfnkk1/1qlcBwN133w0AGzZs+OpXvwoAvV4PAEIIP/jBD44++uifPg4ivuENb5idnZ2dnc2ybNBdBABFUfzXYUhEOp3O1q1b99lnH6314FC/rHf3S9fr9x9/6uknt25fmO9vecI9+ViShIPG/ocZGt7VLftlE4H5Oe50QrXmozgKToyhWmPndJzSz0AoIsEVznfgm1+/6dRTfxO0YnBAIOK9D0oZEfGeEQZTv2lQ0usdx0blRf/YY1/aba8UthAQEFBKuSCOmYE9e0QBEc8YuQgdgHhrbZ7l4jFY8ZbFR+BiJFYoysQYIEkbH//Yla/67Zft+5KatVsPPHJ43f5TX7vhOztmDW3rpabeW+lASEiMBPGd8OSDM91Od2L98Kq1o4Xw8lLuRIabkwudFeuE2KEEEjEYaa1RgXOOmQECESitjaGkEutYQBdCjoEZQmDNrJEtskOOOJhQIKDi4J740RO1KF67fv2hhx1+66aba3UTfI6ovMMds3Nj4/VKZSjpJFneRQKtlU4wQmViozXlweZZYQsbxYqBBViQTapRAyoIyM7ZPMuSalSr1IQhBJcXK0gAZRgqlUo/7YADDjDGTExM/Mmf/MkrXvGKwcZOpwMAl1122RVXXDHYEsexUipN0595EBE555xzPv/5zwMAIhI9qwpFEQkh/P3f//0HP/jBarX6x3/8x2ecccYgFSHi8y0VPfHUzMc+9e/ertN+ut9udOdNNVqTVqtFn194FZn33xW+egV4J+mQdTbYXqQE9zrQn/H7Oop3deOerxSRBO9t0MrMbVu++47NRxxzKKAE8QLBBwYUREQUQmBhEACkKIqCGxTNQFqJjj7mJd+/fROLZN4xehYRDoJCqBABAEUoFOh6mdIYQnA9D6zFAbEmIdIxofY2ICApb4sAavgrV9/9cr//Qb+xvt2fiermv/0/x//H1bfZDjC0IyioanwORd9zIPDY79iVVheXoNZMpiYadYznuotZLNYHtsyFD8iWnNImiqK0EqNC0oCDiiGjUAFqLYgimll8CIGF2emAYnVwwB68UyysI+WK/JHNT9XqjfGJqSOOPOLhR3+I1guIjkxRZCtLi6tWDQ0P1Ysd/RCskyJOlEIlioIAggqBgw+Uam1IR4TaAShEFGAkAIJ+1hs3Y7VKhQT6/baX3mDxpxfax7VUKv2CEPEHP/jBvffe+/Wvf31nEgKAJEkA4H3ve1/+DL1e79BDD/2Zx7n88ss///nPI+L111/vnPvWt771bM4uIt77c889913vetfExMSHPvShgw46qNFovP/973/ggQeKomDm53Q1yGeJmW+69Z5PXHxfxZ4B88f2t671C6ulO9pbatks5Jnd1Q38Jbv79s7VX8gDi46ClhqFSGkpfG/rU/zlf3e22NXte74SYASQIBgUWLrjlrueevgpzTpGQ4hKkfeOmbXWg+WGABlAgg+IiEQMXFi7enpq7333tkXfBxtCcIUj0CTaYBRTqiAyGIunInMIksRxHEdaaa01ooRgQyhQwGhDBAzWB0uYuqJ+w+U/fOSuVjMZYu44WTzl1SeC5l62Urg2cZ4YqCQqjkhF2Cv6FGsLvNhZnFt6kpLsRYdMr1k/RGTZB7aGi4oIBnE6xqimqkNxpRknDW1qpBMIOli2zkvwhp0WZ8BByIpsxXcWudfyWa9gdj54DqI43THb/cE9D3fa7ek9Jtfssa5SGUZERAcg/V6R5/1KWq2kVUQ0kUqrkY6IJVgXgpPgwBYORIwmVKAMObasggfPwEhSFHkcmTgy2qgs6wP4wZS+MgyVSqVnZe+99waAL3zhC4MuIgBwzm3fvn3weDAKluf50tLSoOz66quvBoA1a9accsopSqnHHnvs2ZxFRJg5juO3ve1tX/7ylzdt2vSOd7xj9erVf/M3f/PiF794aGjofe973+bNm7Ms24WpKITw71d859qri2LpRQvbjMGGNhFi3hiiNevH2u3lvV70grq0Li25f//MksI4ijmKDYsAoELlfCjy8OTDfNmnQ97f9Qn1eUgrUkRGaYMaPRYde90V12eLfSyQUCESIjEPimwGaysLAoswIAMhA4Ki3Ll9X7R/rTnEnvvtPnrKWhkWinIiq3yXi7Z3uYgAghiDUayVJtJKRwoVBe9z1xLs6sjFcRRHVRTSCFUcu/rfvj3zSK8ejwpkDudfdeZvOkOFVPIeF5lDwEo9SVKjDaGQoQS4sbCktu/Int6+uGrDusOO/Y3RtaOqoZpTQ0NTQ2PTo9XhpNpMVAJgglBgsE6sD47FC1tvc86tb1toI7Ujt6y5G0muUhN7VyBYAbbW25y3b1l54L4H+r3O2jXrJibXRHHsQw6CWT/0el1AajaH4ziJIqM1xnGktHaFdzaAoPfBOy+MgKiiiCLlmVFBEGYAImw26qSFNLN4QgXl1Ppnqdfr3X333Zs3b97VDSmVdqUPfehDSZI8/PDDU1NTr3zlK0844YRGozGYUQ8Aq1atQkRr7ejo6KAk6PWvfz0AbNmy5bzzznvd6173pje96dkMchGR1jpN01qtlqZpHMdvfOMbr7zyyk2bNr3rXe+ampr6yEc+cvDBB4+MjLz3ve/dvHlzv9//FaeiEPjKa79/z6bJmYcb89ty9FHwrFBpnVST0f6y2WNDNDEV/cra8ytwy01bxKcgwsJ5nmX9HqLK89Dr+PnZbtaHpx51n7skz7MyD/0krXVkTGKiJI41qARMxOb6L/0vcgZBGZ0Io9bGe68UAQgRAjCIY/aAwgg2hAAYQL3kmOO0JBEnvYXMroTObNe1GHMlXShaDpwm1hB4sIYgMyOCNhTHsdZx4ML5NrNF0JoSQiTlALJqNPSFz34ja1XjqOJ4oetmTn/db+chdoXp98UFsI4JokY80YQ1TbthxB+2Wv9mIxzpWmvvuWN2qe0Pe+nGg4/du7E2NMaT6lASVZUoH9AxOAEvKACCQdhxyAN3BTqR6tRksZF0V4/IhgZPVcNEaKcj6ZoIhrRUEWIJOl/2jz341KMPPk6g9t6wvtFsMANR5Jy0uu1uL6tUavXGECKIMKIkcRqZxOhYKwOC1noQGCy2JICkNZEhIufc8HCzMVwDYiEHxEQxwK/Joos7duy47rrrvvvd7xpjfuu3fusVr3jFyMjIr7IB3/zmN08//fQ4jgd/75ZKL1Sjo6Pj4+Nx/LMLQA499NBvfOMbb37zm7du3XrjjTcaY8bHx0899dTBqxs2bPjrv/7rj3zkI91ud/AJ/e3f/u0zzzzzG9/4xqWXXjo8PPwP//APn/70p+fn5wd9SOP/6SfOgoha60qlYoyp1WpFUeR5XhRFURTnnnvuueeey8xf+MIXrr322o997GMf/vCHkyR529ve9gd/8Ad77rlnmqbPdV2RCNx8y47bvzO2PCdZu9fttPRqk8Qago4pnX2qq7F+zvmNZ1cf9Wsj61Y1apv7RCWBOXjmwFmfhCtC0GoV9Xq8/Sn5zMW9t55fJXp+1XXtWoSUxkk1TUnpTEQxRaC6i72bvnnrS1/zUhtskqR5nhMRIkaRCYGZA4FikMAeEIUoECGqenPsoH0Puf2mOyFXnLNWClHFSQqoJBSpqeehQO8MaGKHDIO7oZFWKo2URQ6FLwCCIyNaI6ABCIKJ6g1f+pmvvuWC1/ayFZ3knZXZY07YePsNt+tI94sihjSBquHxfWsvH6uuVVCNhyrW2dz2ZUP//sdu2fbo41N7D0+uqWx9emFxccUY5X0RJIAAszADABJAkQH2a9oOV2hy7aq9D9hw8OTotHDwwQYKbdu5c/MdT8w8WPgWmULsCnCWtfx9dz5UrdXX7rnhsEMO+dY3l7KejxN23q+0WmmlNjQ03Fpe6bV7eVaksTEmFhalBAS8D4gEQKiIOYBQ8J4UcXCrp6eVQiCfu57SSlE6+EsKnw+j7/+F22677ScmqhhjiqL4VdZRXnvttWUYKpV+lQY3cQohMLNzzjk3yEODYDRY7ZqZv/jFL375y1/etm1bURRxHL/5zW8+77zzntNU1G6FP//TbZ3FYLSyGW95fHZkbGR0ZJi40VrMFCYb9lF/8vc6rb6gAsFnPzF727fc+PhEUo372XKeO+HEZtDpdOv1mvOdyalRVKFai//gHTgxpXZ1e59HLvn05y7+1Ocqtbr1YWF2R0qaRCKj+r5/2Km/cfDGgx07x1YptNYaY5zzIEhADBiElY4CMzIiYiWuTCbDF3/sku5SUXRcKEKaJiNjTaWjLLcgcc/NJ01fb6bdjuv3AhEhBZsFkqrG2HuwRTdwbjTESQVABfHOISL1wtK+h4684rSN8+25wpsUJ+668eGtT28HDCpU67TnaS87JwkjETfF9ppNBRC1e4VKSKrFtu7992/9dn0Vj64Zml+ae/LJJxCFiAiUAiLQIBRTI3arxqIDx80+FRiTDoSCFRitJE4MRZFDn45WVCXMtZ+4e/Mt2+cfd2qxwJUezA5PxC877tjRkakdc0s3fu9bQ2O1WjPRWq+Z3qNabawsrTz20CO9dg7BuFy00mkl0klQsdTqaV7YIqelxQ4XCCykJErl5FeemDYTk+JSa1YpNJT+0WkX7LV6/fO6Z8h7f8oppwDAmjVrLrvsMhH5+Mc/fuONN+7qdpVKpecW/icA0FonSVKpVLz31tpn9hWdddZZr3/960MIV1111Ze+9KVPfvKT//RP/zQYWXv729++fv36SqXyS0xFRRH+/bOdohMjtLOet0UQ0XnP4nB1fqYT6RoZUPFiWl31Sznd88fivNcwrEh7Dt6xsyGJNcRQ4aQxXGm1uq0VlySU93sf/xv8H++vDY+8sHrGfhEChEqhZltI4ACukkRjw7U8o4dv+dFUc2pozVClWen32wiBPWg0HpiBAYgAULwhJcAAZH2+I5s75bUnf+nfrq5CUohDAWd9XI0rJrYFgrBX3mGwLpDoWGnGfjBc5D2MuFqpR7ba7bBnZ9gDusCCFBHrCjaeuH/2qb0X0/EoSNZXC0ccf7C6u9Jub4/D8GETp7ml+uRI1OvMq6jS7ltFgX1IbLO1bPfZ68i5xR3zS4905anx1UMvPvzA2bnZUHCqa5EkihMtcSgqxdLwULJvYoe41wPOASPQTQZf9HMhiSux91bV41rePH6f/8b7hoVo2+O9W5fVo0WRz85lzdSvnmpuPPrwhx9/GsQA5u3ubJImzebw5KqpLdnTWc5Fy3r0FISURs1IXEk0OBeLF9BeiMGuWT9laghEeVYAZzohDgk9/+9Ntm3btpWVFQB473vfe+yxxwLAcccd9xM7bNq06c4770TEl7/85S996UtrtRoAhBC+/e1v12q1I4888p577rn66qvXrFnz2te+dmJiYmFh4YorrnjqqafOOOOMI444YnCcmZmZO+6442Uve5nW+oYbbrjzzjuPOeaYk08++f9vNRRr7X333ffVr37VOXfyyScfddRRg4lznuWGAAAgAElEQVQ2AFAUxW233XbTTTdZa0855ZSNGzdG0QuqeqBU+pUZhBillIgopbTWcRw/MxUNgpG19swzz/zd3/1dZr7mmmsuu+yyz372s5/4xCeMMeeee+4f/dEf/VJSUZ6Hz148d/tN/UpaRZB+P1MQrV+/Vlh3V2xkkjSJuu1+krwAP+9Fv09m1DODs0WRA+gQpNfLCIP4EEUmz3uVaiXP+yy1v/tg8d/fF4+Nl3kIAIBD0KSA2eWFhMFyhMYYE5wO/f4t373plWf8VugUxqigwAcGYqUUhwAgSmneOdSECCAh+OGJkSOOPuL2b99RbVSL3PX6/bgaV+tDSqSbawLxDmzu0CNGUaRjABQfQDxLgQrTatTvW1ECyB6cMaAJ4khRPHz3ffe98vTjba9vfWvJ8UEb9/rhPX4EN1TjZsTGe93t+ciG4F29rvrtrqpp9Nifl0o+nRY2qlKYDUltZOPqjSuLYeaJdqonK2rsqSceS9M+9up530fiIyZfBCDrsU2ISEIGfWDKoFarua7zXZ9UKiO0bmgq2aHHMzUfuJtDR0u83557Gkp2LM4IhE6nmySLI82JicmxlYVW3l0GRGs5tPsYVWqxFk9xEhcEHMQVARUrLdN7THtmAl+4ntIEoozS+J/rEzx/h8nm5uampqZEZHp6+vbbbx/cE2Cnj370o+9+97ufuWVsbOyRRx4ZGhqamZmZnp5evXr1iSeeOFjmBAAajcZ11113/PHH79z/z//8zz/4wQ8CwFvf+tZLLrnkAx/4wMc+9rHl5eXBq/vtt98999yTpulPDJN1Op3DDz/80UcfHYzyhhCSJFlYWKhWqyGEDRs2bNmyZXCXSufclVde+drXvva5/CWVSruRwfVqMOMshMEdqa21djDP31rrvR+8et1111166aXbt28fFGT8/u///gUXXLB27dpqtfpzpCJmufKqR/7jcg5W77F2cmb7E8j1EDjRY71OL6ZhQu2t7ffC696uXnPuC2p97RDgj8/7Ud6bbA7VlIb5hW2NxghK3Ot467JaLWq1F+OoFiUSJ5HjAByldbngfdXR8XK8DC666FP/dukXSanFxaWs3480JpEablQVSNtZSWB8/dRJp5/k2DKEwjkPQqQgCAAgKmYGGcyy14hIKJpVgpX/uPI/Zp7YjkEVua826mPjkxj0XOspXXWgaHF2hQuoViuVmlIag6iiKPLCEmpjjCAbo7RWoFlFSsdkIoNagPzE6vqatUO5b1sVQzZment0H6/sER2S2GYjHVpcXDIhzju90clau7eklK5WR5loR3thZmmrJNnUHquIYOvMFkVm+9Oz+6x/EQWzbeu2WKvp8Q3LM70KJhEoAm+LLK3EWREQVKVWYfCMoVpP6816p9euDdUcZQUF18hhYvsKbZZ4JY2jCFNC89jWJ5ZXlgvXihNat2ZdooYee2jmqcee7i44X4CKqDoUxTWoD8XDjUa3nS3MtvIuoLEjq6ovedlRFBNqnxVLWgthVE1G3vHK/75ucs3zOrxPTk6+6U1vAoBt27atWbPm1FNP3bJly85XH3rooQMPPPArX/lKu92+7rrr4jheWFi45pprdu4wMzNz+eWXn3766W94wxsAoN1uH3/88WvWrLnwwgsHBZ4XXnihtf97OZAPfOADRPRXf/VXg5rQhx566BOf+MRPt+r8889/9NFH169fn+d5v9+fnJzM83xwissvv3zLli1pmi4sLBRFcfHFF09OTj5Xv51SafczyDFEpJSKoihN03q9PjQ0NDY2Njk5OTExMTIyUqvV4jg+/fTTr7zyyptvvvnCCy9cu3btZZddNliv6Nxzz73//vs7nc7/1Ry0xx5fvvFrhS14bm7r008/Wa01glhrrVJGRClFmpQAx6ne/9DkOf0N/OrdtSknHjY6DgFcEWDwtRksaY6iJIl0HNXzvF/khQ9hYXYeEXstd9H/65cXw65u+65HiM7aXqfjbaEJhcVa1+l0e/2chImh3+rdcdP30SslOlKGFLKEwf9zkYCIgD+uoENEzwE0OrDHn3ycqSpWDqLQz7v9vOtUDhGzYlFBdPBYWMg8OY6CqXJ1xNQn4sZk1JiKx9bUR6ZrzenayOpmYzKtT5h4GHXVxNVaa7mPXkHgEDICLFaSqJiOXdqdX1mabec9b0ArVq7gLA/9PEiA3lKWhMpUMj0cpsZ5zTjsoRarbhutre07Aqu7W2zVjVf9dMKNeqUW2PecCxAJGR8CCQUHEkgcodd51+XtwkiMOWpnKi6iWVNb2H9VOL4S1iOAYA4Y9lgzNdQYiaMKc9HqzCHx+MRErVmJUiIFgEEguMLmvb5zlsUDiTZaRzC9xwQpRJLctUFZABTRWmn8tVhn6KKLLnrNa14zWJL/hhtuWLdu3Uc/+tHBSxdffPHmzZtf9apX1ev100477cADDwSAxx9//Jk//qEPfejqq6++9NJLN27cCACrV6/esmXL//yf//POO+8c7DCoxBwgogceeOBP//RPr7/++sHRfnqZuOXl5c9+9rMAcOmllw6uyIPVeK+55hrnXAgBAPI8f/LJJ5n5LW95y2B0r1Qq/XL9dCqq1WrDw8NjY2MTExMTExOjo6O1Wi2KotNOO+2qq6669dZb//Iv/3LdunVf+tKXDjnkkEajcfbZZ993333PJhXNz/e/8G/zK/NZt91TyhCafrdrtLKF7fUyrSrdjmPm4AFQCbzQEsDTjyGRsjYzMZBGTTqEIsszAO73u52OpEk1iuMQpMgDouq2l9O0srIUrrk8+/ECOrsxAehlWS/LgEgIgdBEESntRUSEhLJu8eC9D22+60EjsQJjUGtFACwiiDj4F37cJ8osbINj4vpo/aW/ebTFDKOgklBI26qObnDUVKaGw6uqUxtGJ9Y1h6Zq1bEoGobKhJ7c0BhfX2usMukYmmHQtaAqoCNg5UR5MehYiOKHHnysXhmNqapcks0r6jakB9qKZD4GU2RdZscBiSpIyfzCMgKLzzSGoaTBvdCd700PT082J4eShmIYHx6tRqnBuL3SRmIwwCSBlKgYTUJk2AMEMhRBoFCI7bmiU9ieB6ykUTwep2Em4NZVI/nR1NurcMpRt1JNJyYmtYqUpizvWNdrDldWTY3Xm4lOA5ANbE1EAKw0IjEZLnyPNAxPjGRFz4Z+YTsiAQEjFStS8muxzpDW+qqrrpqbm3vlK185KB244IILZmZmAEBEvv/975955plr166t1+v33nsv/J/hBgCOOuqowYMXvehFADA6Ojp4uvPBMy+CjUZjZ0fOAQccAABbt279ifbsvAnlcccdp7XWWu8cd/Pe/97v/d74+LiIHHLIIVNTU9/4xje4vBiUSs+lnalIa22MGaSioaGh0dHRQSoaGRmpVqta61NOOWWQiv72b/92zz33vPbaaw877LBGo3HmmWfec889eZ7/zEg0t6N91RWhPbeaA1QqTe9dp91xTuYXtmodxVElOIpNxUSCSM6559sNQ35xW5+0ICpOqMhzZkalvUcTJSutVp7llSo566ppIkBamZWVHc65vOezbn7NZY8sLbpd3fxdzHIo2LMCZUhHWsealNJxHKUVz9Jq9RdmW0uzneuv+tpTD28DRxoMOxYRrYmIEEVElKbByuzGGGb2EvJg9ztk//0P339sTX1kujqyStfGeXS62pxIRqaqU+uGpjYMT6wdqk9WkiFjamBqmDQpaYipMSVetGVtGXJGh4CAigAUCgCHQP12SKCxNNfdY2JPnwkXwC6I51hpFgckDMhB5VkAIU2C6ACKZi0WZ31euMJXk0ajOtFts+c0rQwrhcxeSEQESISw08uUqQYhrbX33npGUt55Fsxz5zy3+kueU5BqyJdq4v1smnRfbDvji61Op7UyNFyfWjVlVCpMK91FIDs5NZY2okrTxHWtI2BkL94GKwpQAZMfmRwzkfaS9fpLPuSGlAQkGqwAHuD5H4YGRkZGbrjhhrvuugsAROTDH/4wAJx11llHHnnk1VdfrZTaa6+9dpYw/0w/3xXqp6PMoO8HAI466qjjnuH1r399kiSIuHXr1kFn1fz8/Mknn/wv//IvP8d5S6XSz2FnKtrZV/TMEbTR0dF6vW6MOemkk6644opbbrnl7/7u7/bZZ5/rr79+48aNDz/88E9/3me2L1/2hbnHfyg2s6kZTtKkVmt2Wnm3beO4FoJfXNqeJMr5Ii+KftZmcCz+Z7bt15dS2G1Zl3Mcm+AZldhQWOuAldEVm3O321pZWQqOXQFjo9P12lCeFSvLHW/hvjt39/t0mDSujTSbY8P10aFqvaYj44QZyMRxANXPXNYPwZqKblxz+Ve6i71ITESaiAbVb4O+z53fO7awiBgEgmC/yI9/xbGr1o2s2bM5PGWaE6Y5ahpDplJVtWZcrStlApAFxaRQkxglRmOsITKYaEqMTlOqpKYa12txtZEkzXocRdAcGd6ybQ6C8nlIq3qfA9at9FpJtQ4EvX5vfn65n9kd2xdbSys1k4as6HZ6EjRw2mk5W4C35HNgT91uZj0zQO6tEAOorG01GtcvYoWRMQQ6sIBC5z0RRVEkgM57VNTrd5NYPz33RE+ykdXjRDxeqVU5rcla1270uq1Oa37Vqsnh4SnvMYTM8XKlGq1aM6ESiCqGSXRkBKGwThAYhdIwOT1pgwQsesUSAAtrZE0I3hbBe3iezyaz1vb7/aGhocHTnXfSHmz5yle+AgDf/va3B0NRL3nJS+64445f5HT9fr/VajWbTWYerDe95557/sQ+Oxtz4YUXnnTSST99kCiKBg07/vjjv/e9733yk598y1ve8ou0qlQq/d965iCaMSaO4zRNQwjPrLYuiuKEE054+ctfboy5//7799hjjxDCYFbE4CBLS72rr11emBkmIu+8dwEgj0xcr1WMRh+WbdEnROfbw6NjedGuNSqFDy+8YbIkMUXGOoGicCixF3bWE8Zap71Op7AxILNImlQ77VacYBJrCaazsn18Ys13v+mOeTmn6a/HX93PBQGgxGitFUAcR8FG7Lwm0nGioxwoB9bAKtIGxH3rhm+9+sxTo1ocQs7MAKzUfw7iKBQGrZUwgqAn1iRMfOiRB22+//YkVowUQAQRBMB5AvLMwqwQjY6UQRSItGakRBEYJYygHUgEnKCQiA2cx7Wo28tYaOvWLVqvHl/dEKUe6CwajDDoXj/joMAppZUKPuSFYuEcgWMXqDpcWViYM8YIU5blgcEGJvGkgK2wgwhrYn09qaJzEUrRLwhJOJAmIOlnvbHx0Va3k8Rxq7MylQw3JmtOWyvW93x/sSP1QIJL21d0c8fwsEWtV02szfvtTm8mMmqs2ZxYNbZjYcfyUodEARIHKqw3URyIhifq1UaNhXPXDdxTKmYHmpTNCwTIixye52Ho5ptvPumkk84555zzzjsvTdNBqkDE97znPTv32bJlS6fTueeeewbDZL8Ia+3+++9/1VVXXXTRRQ8++CAAvOpVr/qJfaanpw866KDNmzefeeaZd911V6PRcM5t2rSp3++fffbZ//zP/1ypVE477TSt9fDwMABUKpVfsFWlUunn9sxUJCJRFDHzM+egFUURQjj66KN/YowsBP7m1/uP3dNgoaK/1O+H4KnXna9Vh+NYet0OaZ3EKuv5xx/dst9+cXMobXWy9iKBvNCGySIT5a6X6FRTVUVWdZGdUzrrtJfTuOkcIyaeW3GazC9tn16zT7fbWZhbUCrywS7N+Xu/nx79shdaUfmz1+/0OvOtKDIgYiJjjDFpAkSYmCgkFVdEXoxJoghNqk1iH9h8++HHHOFIhwAKFTAgiFIkAoIQvACK0SowIxIBNuqj01Mb2q1FpoAgDMJBSCsSFQkHRiKliBSJURgZFVgQUEQJgxdCBSg5B4EgpLR1IiDtbqvfy1YPV1d6T65dNRwPFwtLi0PRml5nSSEAY4Vqru8KXYgIKtSBbBGWF9rBo4eiwAKVylzIuy6hpBZXwPlGpeGtdeKYxQUR0cIgaEShk0J5DtbPbpkb22M0XRUlCXHsM9vPu74aVwMrU8en2z984PFvd/UTOis6nT5jNDpqplfv+fDD7YWlntaL9ero2MTYSrsrARiEBb3zRBQpmFw9qmJjXa9ftLQJhJXASSDvbeFb2mYOnudhaGRkxBjzuc997nOf+9xgi9b6/e9//2D5n1e/+tVf/OIXzzrrLABAxKmpqUEt0c8tiqJ2u33MMccMnm7cuPGNb3zjT+923XXXHXzwwcvLy8/sN3r7299+9tlnr6ysvPOd79y5MUmSD3zgA79Ik0ql0i/FzlQkIoNxtEEqGsx7IKI4jpVSO7uF5mbd3bfblaVgbbteq7mwUrhCKQ2AAizCioxzLoivNYbndsxG8VodqU72mMA6gBfY1HqJojiwtzZUjFZYyfOVqFYnjPv9YmWlPTQ0lNYbHFyaxv2sS0jt7tKqib1Au0inN3+TNh4lUfRCy4jPkhJQnoVDL8sEgUlMrKvVNA1xnNJYZQgQ4jiOY6o0dJwg6WJ29umhVeuqSZpnBSpiCIACoBEIUACV5wBIgQVQtFPTU/u4jHPuAISArDVCYAhCwkaxNloRiTCghMFkARGWwAwctKATyYWZWQtH1vpOp9XptwNTu7e0dcfDa0f3+Z1zTr384q83x2ornYXx0eFuq5fnWRynRPFSa7E50uz0WyzY6/m4mvaKVh+X16yf3mNkvL8AP7ztUTFcTxNnXQBmENI6L7habfQ6HQWIAJW00et3TUL7HLreml5GnfmV+VpaH22MtVYWhVtja5J7n/zeHQ993SUr6RDl7aKbFZl9lFBNjk3sufbAO+/7Pun5OK0PjTSbQ/X5+UXmoBQ655hdrV5pDjeD2Nz3AtuKSUAiFspci3zx1MPd4BkA1PP523rVqlUXXHDB2NgYM09NTZ1zzjlf+9rXTjzxxMGrZ5xxxsaNGzudzoYNGy677LJ3vvOd1Wr1d37nd6ampiqVSq1WO+64417zmtcMbrQ0PT09Pj5+7rnn7rvvvgCglFJKnXDCCSeeeCIRffWrX73rrrvq9frc3NzMzEyj0fizP/uzSy655P9j773j7azqfP/vqk/d9dSchHQISQiEEIEYpFh+UgZlVBxxQK46jjgWGAuW0VFnHAvqz64MzjiKOmOFq6Mz4hVDESHUkARCej999/2U1e8f23tuXjBirveaiJ73X3t/n2fVc177+Tzf73et1ftlrFarYRhedtllZ511FgCUy+Xrr79+ZGRECNHf33/++effcMMN1157LQCce+65p512WpIkIyMjr3zlK3/0ox8tW7bsuE3fLLPM8hRm9rbu7eLIOfc8jzFGKZ2JkWntvvGV0fH9haTbETJJkgwjHkeFLMmNNkrqOCpbp51zQRg0G60kSaXQpWqh3B+c+RwYmvOH4w+2Bn75825tyqVJHoTMOdAadZNWFBSMNhixTrvhBwFjPEmSMAwwQq12o69vpFiMc9kO/EKrKRcsdYPDv9cv3r87Nm58cNOmLWEQGm2yNJW5sNqAA0pwoepXByrFShwXfS8kfkioh4PIV1p7PPA4x5QqqxxYQAh68S/Xy39FAAicAwcYoBDGhJI0bTmwCCNnLYBz1horMbKIYGtBW2ctMsZpC9qA0c4YMMZq7bRCWmNjQErV7Xa73VQb5yxmKFQJXb70jG47Pf+56x/etHHOvIUT480sybTFmHKpNeUsU7lFzhFkmBUuV7S76tnzXvHq9RaLn/3053FQ7rQyPwwssthhpzHDnsgzrVWhWLBpFlMfE9Y26bw1I1mxNZkcak01y7bi4Wj3vh3V+ZQMTvxy97e3T92dummtFMNhFPmEklSkCFwhjuIo5pwfPHgwCgrFYhkjlCWZs4ZQpLUAZOfMHQ6LoTY6Vy0HIo6KyFGCwBiRdeVjm/dffvHlc4fn/F5vunjM6G26WC6XZ3ZcnGWWWf5I6P0GHrnGYvMjrQ+/Zy/FxVKl0O5MGkWSTlauFJNOVwiJEUJAu0mj2jdkrE67tj5dLxYqcak0f8m8iy8XL7ykcPxG8/+Ye+8QP/5OOnEoS1I1d/5ckSlgbnxsXxhE7UbH90vggHuUMN7uTMydN88opZRGQD3fb3WmYn8giGknP/CFm5f+cR7g+sn///Nf+tJX+voGpJT1RiMXwvO8IPSqA+W+hYVqX4FxyhkGbKxVSktjNOMcYz4yf6EXFyx2ucq1M8gS5Ai2AICBEADiAJxzPiUE2ULkHTi4uV6vG+eUNs4hZ6xWBgEC5wxYY5EDggFrra2xzhrnnLISLDGWOucsKGmSLE2EMM5ij1EnI99VX/T8q4ZLC9esPPXhjVs3319vHHCioZylQui4EFknmY+FkuVqeSodXXvmKS2x96KXntY/p/iLu3b89Ptb0kkS4KgQlnWehCRGIkQGDKSEgdKWakKJlbxz0rMWpaTbylsUkeZoLSJeR7ag1B6TmzvsgPaTTtZVmc1aKvZjHnHEjR9h3+fVUmXO0Ehff/9DmzcppebOnYsROXzw0PT0NEKgjQhDb978eSTwlEkSUeeMlIplgikYUEJNj7VGd3Vv/vhXT195ynFT60opjPGR6YqzzDLLLMeeJ/0EHT6Uf+6j45OjCXI5OMAMaZNFsZd06x4vd9qtoaGFtdqYNS5NEt/34zjstuvN5iTlfHT/5I+/E510sl605A/BEaKV/c5XRV+VOZdrjYSQGDNlOlEc+NzP0gyc1UaDtNRBX98gpUQJEfhxp9speGFsy2Do/j0HgOq9u+ySk/4YN6RGAFpKo5TPvVJcIAgTDBHjIfMiGniEM4wpRs6BAyCYYUqzrOuI2b9j79JTVmKPUkycNsY5jABjDIAdgAXnHCAAbQERkuR6aPiEeq2ZdTLjQGpnDVE5woZYlwFIZZ3RzjlspFFKKSmtMhZpAG6tb0AjIjEVCAE2TOTWIQ1KG9zccOct7/rrf/jQx97/1uveeeBgY/Xq0x66Z7NSkGWqOuALaQaH+/M8PzQ2turZizrm0J9eee72vb+AYNktt/7n6uUXP1R7cGiOf+azTjqwc+Lw9sk4YLIrK9WBdtLWpNt1rYF5lVWnnXL/Q3cPVvratVauU8Vbo67u/MlWZyJHzVZSR5xah6nlGLtcCo2cT4jSOqt327VmxCOC6Yply7dueyxP03KpHMfR1NSkVDnzSbEaU44RcUJ0EDZhUALHCTK5TLSgnbYqVMoIYTguOUO9zfLf8573fPGLX3z88cfnz59/3PXQySef3N/fv3z58uPbjVlmmeX4Mj6W/vMXptsNFQRxcyoZPzw1d2E18kmSdAC5NEmtcXmW+F7k+1Gn3TCmS2jIPb/TFGknA7ATh+AT78/f+fcD8xc94/WQ0rB/30S1OuwcRggT6pzRURBPTh4kRU4QI9hDmOdpFwAzEuZZJmVuDWGUNRtNAKZlpzY5sfikkzY/6JacdLzHczxgjBFK8zzrHVJWjENrDMfYx9ilKrOpJOCQA2QRpghhBwYQtU5pZ7be/9hpzzot8H1CkbFIW2eMpoQ6wOAMRgQBRggZh7BDGBf7KvMO7XsgEUmqtAOadRXKCWjsLCKEMc6NlkkrUUIbaYzS1HMOK0otCzDzLXAMCMmuVsJhThnyrErqzZ3/4+ff+7t/eP9tP9pw6Z8++we3bLjoyjPvvGvjn//JC3747z/5b6+6bHoynRyvn07mHxqbioK5jzywDWhYmzB/fuUr77tnyyUvP/OM05dt27an66ZJQfmR4gXcSTrT3Trxs5PXnpCKzs7duxGE+0cP5nYyo2MZqisvMd5k7lSeEC186BqEpCHKAXaYEkodcs6hPM/BwN69eyn3qc8XLVw0NTUhclGI4nKxmCvKfOKHAXDQRhiTU44wZuCQ1sZq06hno4enOIsQPk4HtTrnpJS33HKL1rpcLhtjehtMH0euu+6666677vj2YZZZZjm+KGV/eGvz4B7tR9YYlHV5t92uTeEwYhgHPg8T2QGEtFbaaM49rUUYRyLLKInAoLTbTcUEgEVQ+PSH5F+9A5Yso8f7Re//DueklB63GCHGmJSKEiaEY9QniBiLCCIBD6cnJ0p9VeqxPEs9PySIT09PDg7Om5wcBUsH+xYU4krSMb/n63V+RzDOGePWWiEFWBv43DkX+DRkVHfz5viUVNohDAQ7QA6BRchYA9hZ66SUWSt7zgvWhX6QmJwRIp0zAAAWIYSQBQDnEMZYaouADw8vnJ47uufg9jDAmdTMYKuczMBkSEPuB5YSSjA1DpylyHCUE8AOPMAeIsBAYym1TIASn4JHMOKcAcq2PL7xkc3rFy5a/PAjW55/ydpHtzyx5tlL79/yi4tfes5Ua3LHnn0MCs4qjrzGeD52qDE0PMAc7J989OGtPzjvee/47z+5ZfGiZRe+9PRDu2qTB/JH7t+apZ2X/NmlAGT3rp1pt5uL9nj9ifISfOIZla37G+2JQ+CcsMZiRDhGyiKNtSISlMXSCxnhHiZgrLaAGSbtdnv/wX1eyKNSXK30ZUka+MHw8PBUfZyH1As9h6zUXYdMEBQQAoSQFNIaUp/qWI0dNQAOjv1/p3POGJOm6ejo6BVXXKGU6qW3H3fn0CyzzPJHzn33NLc+4LI0iwpRqWwJomMH8tpYS/eFXkCkFNYRAMc8TB2VUoRRsdNOCWPGCqBKZBoL2qWpQ5pNeJ/9h+ILL2MX/amPn8mb7GQdseOxLgIfEe0sMUh4XmgtAFDGqRRda53I0yC03W4dI1QIg3qzXipW67XJLMmazfrK5WsdaGUMgHe8R3M8QIApoZhoJaXIGbYIDMW+x8BY6CjTbSapNA5ToZXDYMEpbRCiVihOkM339leLp5y5ihMmrHEArqeEHFhrnDOEOGesc0hqQMSdvHz5dGu8YzUNC6zQRwuRyVySNJO8ZSAnCBxyyFHA1BBsMm6xtLZtQTmgWqIsdUpa4hGLiKIEWz8AACAASURBVLQ5tQgcr7Wmfvrz7z9v/ctq9e6+vaMnzB9utrtxMfz3f//Bq1/15wd2FFqTzkkkct1upFREyRRRFdpfjT/3hffv2Hlo5akrslROdQ6SEpm7fGDxKRdWq97ePdsO7J3YO3kwVbVGutNVaylJTTKw9LQ5pcN0z/b9RlBrNeDMEoM9HyHmtAPkMEGANWCMKA7DmDqshGq1mgdH9y7iJ5ZLZXBIC9VbFeGQQwSUldpmlFKCPQAHYJzFaaI6TQkOYfjVaTzHRwx9//vfz/P80ksvnT2tYpZZZvl9oNVUP/purT7pKGPNepNQB5gXymFjWnbbuXOs2ldIleC+l6WZscZZS2mAMEYAeZ5wzoUyWupWcxrIgHX7jSn/+PvD9br789cGz1Q95FyWZu226O8ftKCTbjY4WNIm11oorTDGfsBVrqXM8lwxyqQSWpksSw0leZ4jxBllhFFjRJbmAPHxHs/xQVuDESKEMEaN0eBMvVazRkehH/iBLhDZ7GqHtdYWWwM6E9YKx8BRBqWguG/HPuLhJauXY0owOOMsRggj5IxzDsAoDRhhppzyABj1T1mx5p5HHsN4+IT+M4dGTuQoyHV7unG41hhL007aTTMrEGLAmMBJosYtk4RKbUwmjMidM1hZa6VENDcmQC4Ale85tPV8dClCwbbHDz3rrIXY6QXz5oiktW/nIZNLlSCVCmsJ0sapjNm4PZ0sWbtACiOlzFQSl4Id2w6128mpq1ZMJ8nEPrfxvrun6/szV5vMDpOippFCWojdDZeIxYuWDhYqe3Zvm5qYFpYCxwghxgFJYhSliDEPO+SsdRhRBJgxMFZOTk9wFixauLRUKLZNyzgoVysKScBglHZI+F5kLWAMUqZGu1Y9wYiVSrHn/ypr8DiIIa31Zz/7WQCYP3/+kctZZ5llllmOC8a4b399slm3edZiopqlLigQxnCpEopM56nAKGi2pn2v0G21yuV+gsABzfPE98MkacVxabo7TZlvjTRSGSXTrm3inKD0rtvsjm3mLe+KBgafeb9yDiCIAoRBSpXnijKulaU+BbC94xQAMEG2f3CQEqsUBoM7nW4UVAj180x6jBXnnYAwMI+6P7R9uY8Wih1nyBrk0YAi5kyilW7mqjler/rlarUYBLwEfiZBA2iHpcqwVYgiZ5KoGhkm2xLuvPchG4QnL19iKbJaYoKMUpRQa8EBsq6XUq20YpT6/f0L5vdrNVaZny/LD3upsYRFS8trl8+jlCBMUKNVD3w/CINc6sPTuzfcd4u0E0JM2zzzMHeIcOw5rbRCwDAAMprmncamzZvm9Z89NLTsofsnzjvnnI133/2ilz739p//cuHIsrEDh4LAk1rkHWUIzbUuksLEgSyRycmnL9u5a+fkoc7y5UtOWjj/X79++7nnP/sXD/3H49N3JrYWMI/wXOkOdywMYqPxwcNT3TQ58cSFq047Zcf23Xv3H/SpB0CRQ87TCIxDEoGvldVKIQeOckAOU2o1GZsYr5SL1WLV9+h00rUcWbDYKmQyzg0hnoMIIYNRInOVtFNAziITV+b0VtQf0xcW51wvYejQoUNr1qzp6+tjjM0qoVlmmeX4snd38tgj2Do7Z27VYW00NYoKIYwVvu9zFmHEinG/UrJY6CeIE+xhjDnjQmSc+8YaYzX3fOccWKS1cBJ1W91OZ6qbjE4e7vzjJ+zE2DPRC+5yVZ8zb8CYjFKwVmithFQAJBe5dQZjFITBwkWLd+3cjRDVxiiZE0KTpBUEUb0+FfgxQrY2PRFHfzjbDfwfQWjISEkIrDRQzoO4yMOYkEhaXm+1G60mWBP6PrKWM+Z5FBGHmeah6RuK+gYLDrtGo5119X13PTC+bzLAXsQDqwxnzDljrelteO6cRQDWOWNBAzp99VnVaIhJ3pns5g1hO3b6QOPwjvG8bhqjSVYXxJC8Ldr19gnDi1939VtjMl93ykRWqIk9HGPwtLRGaityZHKrtdH6wYfv2rX/gdEDB1wnvOs/Nw9Xlu56onbC/AUkoOuff/qa9YtXnbF0aKSfcoqIsVp1GrlIvE0btwesuGL5qXEY/t0HPvXsZ50RBd7WrY9ayHnIiIcc1caJMAio9ZKGPrhneufW0YfveXxqrLtyxeoVy1Zqo5SUWZplaZZnKSIACAEg5BBYEEJIobS2Sutuu7N9+xPtdiPNu7no5iZ1WBmXY6wo5s4CgLNWOgOddiZz4ywGB1rpXoTqWHtvjTH79u1rtVqvfvWrPc+jlB6NGLrzzju/+c1vHoPuPUMRQmRZdrx78XuBEOITn/jE1NTU8e7ILM8k7ri9pqT1yUCtVjNu2vNwmmZGg5QyCMMwDkQu67UGOIQcTE4epIRiSrXNjVFaqSzrEIoBHMbYaicT5ZxVOjVWKmVbrfqe3WM3vD9vNp557hHmIaVbDmlMEfMYYTQMAqUUApxlwjkwxhjjCoU+ZxVjrBj3ce6FQYwQDsOIUGaNLZWLnLPjPZTjAyGEMJzJTjttaicZ44ViX3VwvhdUcICVU9ZabJExxlhhQTiU+6HpG2Lz5vdXKmVAGCMWeZGHgo133Z/VE25pyEJnkXMIYeScRdgxggggZ60wJlFKW7RwwdKkIyIvxBbiqBj5EQaihKKIZIlAhhJLbC444pCHZ596qekOuXQOkgMeGWA4sjmlFvvUFnwSc9xXiWmQteQOL8hj6nvOO7hrNG2KKCwGUWCZcF42OBxbJyizQUgxRc6S+njmkhLTg/t3H77hhk9ccP4FX//Gt7/znVuTdtsjAZaEUOrHQaFY8b1C0lGdmlBNIut0er+47xcPP/rwtnnzFqw7a53v+4DBAFIGGYuFksYYax0Acg6cc84iIw1ySGRydGys2a1LnTrIAUljM4cMAu7AUiIAGS1csyZkjqx1QLCQ+XEQQ70Y2Uc+8hEAWLVq1VGKoVardf755x86dKj39ZOf/OTFF188c4rvLADwghe84MQTTzzevTharr766htuuOF3VLnneV/96lff9ra3/Y7qn+UPj6RrHtvSStJGN20FQZn7UVjkWmvfL4KlSqeAtRA5IwVniLGuXB62rrca11WqQxacVoIxz/cjqy1QEFk37bTB4rRjGtPdtKs7rW59eurvrm/e/8tn0ksLQlAqV4MgwBi3WjUEzBjbbHa1Bs+LwjDCCMBpbQRjvFLtJ5QpK5KkY4wJojCMi0pKqRQjLBfJ8R7N8QEjWywFYcSlSrtJt5N2tRWAs0o/C6u+xVpKyTD1faZdpl03iPBgf3RCf2mwUmSYYkc9zy+WK4Ch0+1uuO0Om1ikMAVOqYd6/4ZgEBiwBpCzxBmEc2koCUWqwDmjtBJK5tIpCxZxwgMWqswkrTxkhdZ4tz0hli8445qrrv/Lq65/w39795qVz9VJVIwG+6t9g32F/lI4p39wsL8/CHEqR0enNxPeDiMgFo30z6M6VinLO0BQODXRTJIuptZawSkijiLJq8H8m2/6/p0b7nn39e858cQTX3fNX1x11Z9qrZ1BzHGZaJEZbDydYwZByAoBD5wCmZmkKTdv2nL/fRuDgJ9z7tkDA1VMEfU8hAjupeA5cM5hhJwD5BB2hGIfIW9sfHKqNg3EIieNTo2TCINRFAE4lxqdN+tpuyGlwFohzjytVC+B+piKIWutUur2228PgmDOnDmMsaNJGLrtttsKhcI73/nO3tf3vOc9t912m5Tyt+5Gnuc33njjb118lv8jfvzjH//whz880vLDH/7wM5/5zO+uxTe/+c3f/va38zz/3TUxyx8Sd/6s3priIlfNzhTzQkY9Rkwc8057yjqbJO1uUkPYKJU5q5SQUorpqTELhDIvSztRUKDEY5Q70H5UsIJi6gFQrUBmxkiDjTUib9Xa4weaN3588ltfq8MzZNt/50AIneVMSUaRB1Zba622mCCtc4IRY4xQFhfiat9gnmulDOCA8RABrU1Nepxj7AFJrbPO/jGuqwcAhHDgBcW4QnCYpbbbydKkKeXh/mFT7A9YSB1y1COFUkg4EGYKMR/uq8wpVkMcqMxp7YJizGJGYyawGhsdu/22251yGAgGTDBljDFKwBrirAWre2e5ggeGaWGLhaKQElmEHDLSgIFmvU0c84gnEq1TwJqDRI2JJlHYg4ia+OzTX3Dly9+4cOTE4f6RUrGAEUihm81kYnJ6/+EDEnW8qs10MwiDTQ/v3LNtfHR3a3J/enD71J6dY5wGGBMvZLnMMHIU2ME9Yy964csuWP+C2mT9B/9+64FDe7bv2tVOGqUoRhrbBMk6tMfz6YMt0ZGcQrHs+0UG3BJCGKYTExObHn2o06mftW7tspOXcI4RBgSYc84YY5QzyimmCLC1YAQk7bzVTYTRDgOAM1qDc9YhcBQj55wy0rYamciQEtY6hBAG6RAgOJZiqLfXopSy3W6/5jWvCYLgKBOG/vZv/3bBggUzX3unTAdB8Fv3ZHp6+g1veMNsXOnY8OIXv/jFL37xkZZGo3H48OHfXYsXXnihlPKf//mff3dNzPIHg5R22yZmDIRRoRhXO+2mkUYp4ZwNw9jzvDCKGWO+HxojESKMsTCMh4bm1aYPIWBK227aZV4gpLRgCaeYYKONEpIgplSOMU6Sdrfb0LZrTJok7R98a/or//gMCeMikCpvNlJnHaWMMcY4QQhbbZVSgJFS1hgnMmGtAdBhGBOCrQNKuO/7hDnKUOAVOadaPRNTpv4fYEEoSLyIxKWCFxQwDp1h4BDFoJE2yDgEmCIvpnHFD2OvWi71RWViWHu6221niDIWchIRGtOov8iCYPee/T//+Z2ggSHOEcEIWaMxBowBnDHWOgOgCOQYFO50EkywEAIjjAAwIC21x7w8VSJTOoe8o9r1lky7VubEWp2ZrGmK/tCaU9eLzLVa2UStOVGrT9aanY5Mu7bWapIYoYAY64xwSVPmTWFSZYVlyMfAKaXGGe0kYdhobaXpNLsH9x3+2le/vvSkJV6Mdx/YFhVYliXOuLytZNNmNZXUsuZ0Q8hUodRySWMURkEYhYzgdrv1xBOPj40fXHbyklNXr2AcB0FIKWWMASCltDFWK+2sE5lME0Go54WBQ9YY7YxFDhsLzlljlHOQJ1pmmBIfUxJEIQIqhXUW4BiLIWPMV77yFWPMi1/8Ys750cTI9u/fv3379quvvnrGYq09Mkamte4Zd+7c+cQTTzxprb5zrtls3nPPPfV6vecKM8b0ivc+zNzvnMuybOPGjdu3b39SJVrrXur3+Pj4ww8//NQInbV2//79mzZtUko9qfVGo3HvvfdOT08/6Qw4a+1jjz32yCOPHH28zzmXJMn999+/c+fOX7clgVLqyMEeOYT7779/z549T52fycnJe++9t9VqHVlkZpJHR0e3bt3ai28+qeyRf4he3zZu3Pikvs3coLU2R/DUqvbv33/vvfe22+0ju9H7n+nVs2nTpgMHDjx1Grdt2/bwww/3/g16LFiw4JRTTrnlllt+zUTOMsv/Zu9ucWB/RhDW0jhrGeGYMIy8YrHswOV5FyHb3z/H8/1utyUzhQmVKknSWqFYaTSmrXFgEcHUOcMYI4Qwn3EeYsKTbifrdq1yCFGfx1oiqbTIhM9K9/wMvvKl6eM99KPAQbfbdA6klCLPHFiwtndqRBDE1jhjnHOAEEWA8yzRxiKEnLVZ1vH9sBQHSIMVqDbZcqB+c3N/iLBY8752MJSW5kJxiFeHqn1DcwvxiBRcG6OMUVbmJlNYkYgEoddXqHDs1+qtQ2NTHaGo7/HYJ5zwwC8Uy/1z5pQG+3fs2n3P3b/EBggQpB3FFAAIJQgjsAYZ4I5n9YwhP01TPwyma9OUYeussxYBKCFFJvI0D7ww6abgsBbKIxQpa3OthUnb2eKFp+Q5n5zOusJognghCAulQjxQq7X9Qsh87pBjlAacEuIoAUIMRg7AcY8TSgijUktMSBAGnVZ3arT+3PPO7xuoDM6tTNQPKZt2s2aadXunxTqLrEZWg9HG4165Uq1UB0qVvkKhFEQxZ4HWsHfv/sOHDg0O9q85YzUhRGudplmeZdZYZwEcQg5ZpcDZYqVAA2JBSZ1Zo51DzgEiBoGxCqYn06RjrDEOlO9zKXS7ecxzhpxzSqlPfvKTADA0NMQ5P5oY2YEDBwDgT/7kT2Ysl156KaW0Jzu2bt3KGPvBD34QBMGyZcuWL19OCNm6dWvvTmPM0qVLq9Xqueee29/fv3r1agBYunTpokWLAKBYLDLGTjnlFADYu3ev7/tRFK1bt65Xybe//e1eJWNjY4yxL33pS+VyeWRkZO3atZTSIx+09913HyFk0aJFa9as4Zy/7GUv69nr9XpfX19fX9/69esHBweLxeLo6Gjv0s9+9jNCyKpVq8444wxK6UMPPfQbZ6/T6cydOzeO47PPPnvZsmWEkKdumX3VVVdxzp/znOf09fWVSqUZZfYXf/EXjLGzzz576dKlhJCxsbGe/ZFHHqGUDg8Pr1+/vlKpzJs3b0ajXHTRRXEcn3vuuXPnzl21atWBAwcGBwef//znH9nc6tWrn/Oc5wDA3XffTQgpFArr1q1btmwZpfQ//uM/AGB0dJQx1lMzv/JqMtY7HvwlL3nJTD0f/vCHexO4fv36UqnU19c3Pf2r58Q3vvGNoaGh73//+5TSNWvWLFiwAGM849K74447KKUrV65cu3YtY+zIYNxZZ531xBNP/MZZnWWW2/5j0hgQuUAItFRZmkuhpDZplkRRgTFujGq3a+BcIa4SHlnrHBgHGoEjmCmpnEOcB0ppIYS1GsCJRBplnUUiE2nSEVmWpqLdkHkiCOEEu6zbuO+O9KbPjv++H5ONQOTtPM2NsX4YgHPaAELUWC2VsAYwIpT6eZ4FgT86ehiczfKEEOL5ISVOKB2EttNpGA0rT/8jXTUcVYL+JdHgSXzeqXTBqXT4JBQOCBLlmW5xzghGUol6t9FI6sLkGGOQkGeiKfPMKYMtCRj1KGHEZ4FPCl4cF/qrQ3NGtj22bfPDmzzMCWBCqLbWOosxYEDEYRAOJKKIpHnuhwHCOJdCGY0oMc4EYaC1ppRRjwBBWluwHLsg7WoEpNtp+ZynXXTCCSuJX/VL/bwU0ACUkVlHtNsNIeo+t3FECNGMY8owcIQ9yj3kBYj5BDBY5wARRGiaikJYWLFsZZ6LJG1v3/nY1u2bDBZCpcYpRLUlinJXrhTnzBkZHJhbKgyFvN/kfrebdrpp0lVpYrLEtJvZE9t27ti+IwrDU1et8jwPY0IpRQ4hhzAgo4zWMghIGDNMjba5tZJgsM46cIAUJpAnMu86KZwQArDCxOa5TDr5MfUMHRkjO++88wqFwlHGyO677z7P804++eSnueeyyy77yU9+Yq09cOCA53nvec97evZ/+Zd/OXDgQLPZ7LkivvWtbwHA3r17ewIrSRJr7eOPPw4A27dv//rXv27/F6tWrfqrv/qrI5t44xvfeN1111lrW61WoVB4y1ve0rN3u91169atXLmy18TU1NSGDRt6kuLMM88cGBjIssxam+d5X1/fZZdd1it1xRVXXHjhhb22sixbsWLFb5yH9evX1+v1Xbt29Uq95S1v+cxnPvNv//ZvMzccPnz49ttv783zt771rU6nM5Nl9fWvf/3WW2/tFdy7d+/AwMBMz5/73Of27OPj46Ojo89+9rNnKszz/O67787z3Dk3f/781atXb9iwYXx8vHf1iSee2LJly6te9SoAGBsb++53v9urRwhRLBbf+MY3AsDIyIi1lhACAL356TF//vyZVr7zne/8zd/8zetf//repX379nU6nZ7G6lGr1a688srp6Wlr7ebNmxFCH/7wh3uXXvOa11x++eUz03hk51evXj06OjojqmaZ5deRtnHSbTPOMUK+7+ciAcDgMCWs1awRQhBCgJCUwlgXhWVAyPdDgomSWRTFWktrjJS5VZpRRghzvRMSEMnzLmVcSqWkydIu5U7btFY71GpPpEmjXW9v3OC+8sX277keKlUqCJw1DoFByOZZRimmlDHm9eIUzlqtTavVVjJ3DpyDnnvAOMOpL4SzzlWH9bPW/5EurbeYoMALq7w8TMsnQGWRGD5ZzlnhBhbhypwg7vdQAQTOJZKEIKnUobGxsenpzGSGu8xkmCIHFgGlJGA4JJ4Xl0qVan//4JxHHt6ya+dujBBGhlGktbbIIATUepDxbiMJ/CAKIpHLuFBIktRaW6tNWesQoRZwkmWHxw5HUWCtJZhqBaViReQy9LmQuRJ2zannLF54alQsZSqrNWppkiKDV688bfTQgXLFsyj3I8p8xnwPU0a4p61kDPyAeAHzfZ8yrrXhHrdI7tjzaF9/YcGCOZTpVNWE62IP88D3C8W4XJ0zb/Hg4BKnCp1J1DhkJ3aLxiHUnuRpM3SiaGWsMl/nnsjQ6OHJrZu3aWNPW316daAfMMaEgMMEe1pbTG1c9rBnFQhpBEKIEAzOALaYWGehUc9F4qIgDgIWxaEBl2cSDBzrnCFr7ZYtW6SUb3zjG3vryPBRbMt64MCB35gedMcdd1xwwQUAcMIJJ1x00UV33HFHz57nuTFmxpHwNOewXnjhhS9/+ctnvj73uc+t1+uNRmPGct11133wgx8EgEKh8KlPfWpycrJnv/HGGxFCjz76aE/Y9ff312o1jPGGDRt279590003eZ4HAJzzt73tbQ888MDExEQvopSmaa8G3/ePZoBbtmz5/Oc/v2TJkp7l7//+7xFCR6aBDwwMzCTi/Nmf/VkYhp/61Kd6sS1jTKfT6V1auHBh7yS4m2++WQjx5S9/uWcfHBx897vfvXPnzpkKez6YXv8RQl/4whcA4MEHH+xd/eIXvwgAl19+OQC8/OUvf+lLX9qzM8be9KY3tdvtJw3h1wnfz33uc+VyuVc5ACxYsOCjH/1oT2n1LJTSycnJvr4+AFi1apXv+//4j//Yu2SMmfkb+b7f398/U225XAaA32lm0ix/AFjrDh2sW2u1zHwPybxbKfXlWVcqJXIRxSWtFcKEMW60BYe63QZGbGpiEiHueaE1ihDqwIIDQKC0QggHQdEPilYhpKkxvZcBYrQzJtdaExw6w9OsoxQ0p7t3/3T6Yx/YJ8SvFUS7drXf/97NDzw4cSynZYZ/+ZeNA4NztXHtVoNx34GL4jiKPet07yUnz1NrLWM8igoWXLlc9P2w2+0Yo411BqBWnzLaveEdg57/DN2E+/8WoZNuOpHlXako4VVcKOA+HsytlObPqSxkc1YXBtfE5ZODqI9WK3G5L85Y1tBNZa3SuQUBYDj2fa9gCcs9QARhBF4QlfuG/EL19g13jx4e9zENCSGUaJohSnw7gFsVpLlQWRREItWU0KSdRH6cdXOKqVKGhwGLfEI597hRGSHSj6GeTGGfFUuDyLCA4phUz1n9/Ll9Q0OVSkjLffEJi+ecdMbyC5accKbFXnGoZDkBygA5ijR2VlrjRYHn0zBgnOCAeoRAIqYSc+DM8wf27N/44Q+9+ytf+TShiXYJopTyopbVFSddsmjO8wKzbMXIxW+64hNv/rNPvP/1X3r/NV+45iWfes5JfzFCz6GNxaSzyDZGbGcu5HPbNW/39mkhglWrz+ofHhHKcRrLDAj2Wcy8PmK5lqAMOIyYVgQQothg0MSGaQMrgayTXoH7UeCcMzLnnAA6hsdx9GJk73vf+wBg0aJFnuf96pXrNzE+Ps45f/p7ek++mc9J8qs1nFdeeeX1118/Z86cl73sZV/72td+o+b45S9/effdd+/YsaP3yD9ywVq1Wp35vGDBgpkMlVtvvZUQ8lRVd/vttwPAm9/8Zt/3e5Z6vQ4ABw4cGBoa+sxnPvOXf/mX5XL5n/7pn2bCak/DXXfdBQCnn376jKVYLK5evXom4AUAnPMj53P58uUPPfRQnue9yNqrXvWqD33oQ7feeuuMF2rz5s0Y4yMl4NTU1IxEAwBKaU8JzVQ4b968D37wg72Q5U9/+tOXvOQlPY0yM3t33nnnjh07tmzZcvSJULt27TrvvPN6P6w9esPcuHHjqlWrAKAXgJu5ijHuzSQAvOlNb7r++uvjOP7a1742o8Z6RFEEALOeoVmentq0xKZMSM6ohwFHUbHd6RDK2p1W4IWddluIDCMq8szzSp3WhLHWIb+/f0RrhTECLAuFQrNRQxAWChWZZYwya4zRylmHCQYHCLAx2lpHtSekAECUpoQz60SaNYpocN+26jvfWPvAJyrlMnlS95Sy73/fpvr+cOtDu1/1hu6LX7TkGM9Poy7ieN5UI+M8dA6EyIPITxNJCEYIrNOAwGiFCLRazTgq5JninBQKZecsxl436ToM7XYyNHf4GPf89weENGChtMiNTpEk1HkeeDRiQcxdOYqNdbmUidNSp9oq5BWjTs11m9QZgyl3mCDKKGXOGgwGABPKMLWI0DIUENH33PNwuXRpGBUwamILSOOQFLu58byom2SAtRCCYIcR1VpjTK1xgByAkSL3I4oQYIz9IEqSrNNJlo6MTExPxsVQiMxp7MfFeXMXkVJerJQiNBia0ty5CybG2n3VwI+475E8kQQzSqhzQLDneZ6zwiJrHErSjiEZCcR9D21wmw/Vp5taJ8pk1gCjVZDxsmXPOm/dxYWo2mkmEY8JsE69yxhJ8pR7fojYuWvXI3KmBqcMnpxuZFIibIVqJ/JwNlrHA8XVC0+o4l07dm3E3CVCDFYL1MPGSWc0xsgY6wAYZdaAszjw44ULS1vqu9I89YDxILAWfN/PhTqmZ5P1Aij33XdfuVyuVCq9hKGjKVipVH7rVfTlcrnT6Xzyk59817ve9b3vfe+1r33tjCPkSRw8ePCkk04SQlx66aVLly59etl0pOZoNpv/paTrCbLLLrtscHBwxlgoFM444wwAeN3rXnfJJZdcdtlll19+eRRFExMTvYf3r6NX25N6FYbhjL/nqfQERC9g5iPXeAAAIABJREFUd/fdd99zzz0vfelLV65cuWTJkm3btjHGhBCEkF6ca4YjNd9Tufjii2+66ab9+/e3Wq3t27d/7GMf69l/+ctfnnvuuYyxSy65ZOHChWEYPk0lT0II8aSx97Tv0Rxa9453vOPqq6++5JJLXvayl3me9+ijjy5btqx3qecOLJVKR9+TWf4IadQ1RhFI00nbY53pvr65FCLfpxR4bboRl2PuUe55nmc7nQYiQhsolRYI2VROYGMREJFLhKhSlvCw3ZrGUQTYWmkAAeGBUYnObVCJc5FYIzDC3MONqUNRsWhYUqwOUF5sdyazNPrAdfRvbogHBv/3D7K17rNfvH/6oDNt2hb2K5+fkDm6/OWLj+X8pC1GAHHiJyL3GM2ESjraD4m1OM8zowxlRBlhFdaSzR1ZjLDNEqmUJIRwj3dbUgnZ6uy3duGx3+D39wSPlivBIu2EskZbZ2yWiTSXCUZtRiNOPY/FkVfAjtrIGK3DYlYd6WZZq93y8xxzXzLfYuywIwgQchQh7sBgivwQHECaJHfec+cF55/jxwwpjG1JtWDqcI2nsR9GSS48zoyyhUKx02mHYZjnecEVPI8TigkhnHlKWmdxu50MDg7ValNKZULYmHnWEWtZpTKcsAM8pKZNVy49HRArFIqezwPuZ6lGuaMUc+7VGw1EqHNWaoUQsIBHnNEAb37s0cnWfj9oUF+bpKWkdabge33LFq194fo/tQqbDuiuzbEsxaFMJTDswBFrsHRE4G6WhVEsc1HC8VDF5z4LAgzo5GY3q3XSer1x5omn9weL793871GIWQiWGAfCGY0RNcYigrRDRiMG1GA00D8wPNzZu3evA0Yxy7qp1TaKwt7b+LEQQ71EljRNjTHXXnvt0cfIAGBoaEgI8Vs3TQi5/vrr3/72t1977bU33njjTTfd9F9ql/POO09KORMVeu9737tx48ajqX/lypXbt293zj2p2t5T+ZJLLjnrrLP+y4IjIyP333//2NjYyMjIunXrNm/e/DSt9KJjBw8enPHrOOcee+yxlStX/roimzZtAoCeXwohdM4554yPj//0pz+98MILv/rVr77uda8bGRlRSr3yla98egF0JB/72Me+/OUv33XXXRs2bPA876KLLurZr7vuupNPPrnnagKAG2644emHcyQDAwM7duw40tKLba1Zs+Zoig8ODj7wwAONRmPx4sXvfe97v/vd7/bsvTjdkUp0llmeyuHDNstUriUPwhKjrc6EM45gignzwlApwTjRSgIihWJcLFbGR6f37d1WqpTC2BeiC8gxRhkrNerNMCxrJZWWQRDnQW6FlSLFgJTSSbdtjETE87ivpPS9yChNKeu061K0S8VKlnfyieT6N/GR+d6FL4qrgzoVnR/+aPujd0U2KVjdBRNmFv3rTdMb/kftoouHEaGc+UBlXHDPPvt35XR54NHtd925Z15psZLKgk6SzI8x5UIqhBFBQCmjCAghyFrXaTUIifNcSSl8L3LOKGmUyrSGxUvmcP5HuskQADQn5OEdwo9QXC7EAUZ+bJFQKldaKZVJmaUk8b0CIyHjEfeLXkStlaFuludIKTNjjDUtawTSHEmkDNKYUfAI+JbQKPaVdplo3XH37eeuP6cUjjhdxapULZayXFqrC8WAUtRpJQQTmatCRJQxWhvmHGPED7w0Ta1101P1Qilm1JsYH+0frgwOVykhk7UOxyFyPuHEwyzP+InLTslqNggCQjDzqdbWOkloCAQrpcKCRzhQQylj1iGP0qAAD393Y6JbyAkMKogZolSbUuzPeeEFL02bhlPiCPYg4IRTRK0GwqhWClOsUu18MJlRLiVI9RV8jIXI64QVGrXUWa/K+gp9ETZkzdIXIB2Pd3Z08BPSHrLWEmQxwc4ZwKC0AEt1YljZcmKXnLS42W5Iqa1xeSqkMMZZaw0cG7V+5OGsl1xySS9GdpRl169fn2XZnj17fot2Z1xKGOOLL75Ya91zGPSSZo5cw9VL+52JCj3wwANH2cT73vc+Y8ynPvWpGcs111xjrb366qsZY5/73OeeWsRaOxNlGx4e9jxvJvHliSeeuP7665+0Ph8ArrjiCkLIjCcGAP71X/+12Wy+8pWvnLGMjo5+4AMf6H2u1WrtdvuKK67gnEspez5AhNDznvc8QkhPKPSkzIc+9KGjHCkAlMvlFStWfOQjH7njjjte//rXz4Qva7VapVLpKSFr7ZPWtPfW7v26wNm6desefPDBn//8572vUsp3v/vdCxcuXLt27W/sz0ydlUpl0aJFR+Z4bdmypVwuH5mpPcssT2X3DmMdYEIp9/wgLJaLg3OGGWPWmDgoqEwQx7FjGCGRd9KkrlUeR0VGvCxJKaUEE+55adoqlkrt5pTvRwRhpYQhzlgLDlHOnQNtrBLK5wVwxBpLiDfQf4KUKvQKPg2yXOZCJO2sdlA9fo+54X37PvCuHZ/+2J6t91LdjZFmziCrhM5A1MPRJ+J//mz9q5+p3fz51jduTP7ps91rXrPjzdfse+ubxt7yhoMf+JvDH//w3o989NEPf+Kun/z88aNxrz4N//22X7QmIe84SklUCI2zCFGHLCFcG8tYQDCTUhhjlVLO2TST1lhOfWeMljZLssBnE+MHnn/JCdz7I11KBgA2Rwe31e748f37Hht97MG9E7tFPlUq4hP7g5Oq8UgxqjLCpeh2umON1p5GurOj9ziWecFAXDyhr39ppbqoWB4qlsKoaItVGZYa1J9AXt3SDmLGAgRRJYyGOh109x2b8mbQHedZDYEhURwnSWKMKJWLhBAhZaVSlVIhhJ11AMC51+10lVIAGACVy2XrjO/zkZE5QRCOHhpjnBTiknNYGx1E/oqVpyrtvCAIwjCKQ0KxcxphxCiRUlqw1NdeYAol7gUYM2tAaSdrzSnMsSWYRXGhMlgdmLto0Yo/v+LVcVR01hLAYEAbI5RkPtNOM48KKdMsTdIuxkjmVgrLSBj5ZS2wzr12zYKh1YpHUMIs8rRHc3rqgrMuOO1VHjrBWd8ZRDBT0iCKtVMEjGiL8YP12mRLCEEYWnHqykq1bIwVQgIA/l+OjGMkhqSUn/70pwGgUCgc5aL6Hr3n2X/+53/+Fu2+5CUvKZVKr3jFK170ohe96EUvOvvss3sRnGKxCAAXXHDB+vXrexkqf/3Xf91sNteuXXvdddf19fUd/arslStXzp8//+1vf3uhUFixYoXneTfffLNzLgiC66+//pvf/GZfX99VV1112WWXlcvl3jL+xx9/3Pf9k08++Zprrlm8eLFSqrcQHQDe+ta3fvzjH39q8KtQKLzvfe/bsGFDsVi86KKLFi9efNVVV1144YVveMMbZu4ZHBz84Ac/WC6X161bNzQ0ZK3tJRrffPPNvu+fd955r33tawcHBwkhV111FQCcc845r3/96z/96U/PnTv31a9+9Qtf+MIwDE877bSnH++VV165bdu2vXv3vuIVr5gxvva1r73nnnvWrl177bXXFovFmYNTerz3ve8FgPnz58+bN++pGc033njj8PDwC17wgpUrVz7/+c8vFAoHDx783ve+9xtn3jnn+/7KlSt70/jII4+84x3vmLn64IMPLl269DdWMssfM0rZ/Xs72uSex9O0lctEKVFvTCKMOOPN5lQYVNJuriSAYaXiEMY0Cn3GaLvZZNQXmaSMGy0ppdzzrDVGCUIpJtgIhSkD7LQ2DiPnMCZMKWm00VJbaQ8f3IMcEbnotNsYqJa0XbPUFZuTY7prSDoEzUU4HSIWYSwRcANSKpWnJmm6vAVpy7Smus1DsnUQNfbTzmGvO+5lk+GeR2HTXbD5Tn/zLwpfvWns9dfdMjn1ayPpv5GDh6ZNDkpJPwwoJ5R64CgYZrTDiBBCABDGVCsd+kUHCsAw5olcIMSNdd0k6SQtwvj/d9nT5QD8weORYonO5bpS9oZFQ9/xk42/uG3TzkcOd2tCZciDcn+8cKCwpC9eEPGSNSLNJprdHc1keybHHGSUsjiqlAqDldJQsTBQrQ5UqqW4yIJYeWFCvZRy7fleGFdq0+nWR/YjWaqPtUWSA7ggCtM0M0YXCnGWZIyxbrfrca/T6mKEKcLNZosQJkRW/J/svXmM7elZ5/c87/bbzlb7rbt3316njd0Gmi3M4DEeDA6YxAE0WBrbMY7HxpEIwjZECJvFxExCiBUiEMgQArEQwhJ4giEwYjwGb21jd4/pvfvu99Z26qy/9d2eJ39U07EcD9iEaxpcH6lUR+eUTr2/9y39zree77MMegxxNpuura3HGHd29rXOVlYGyqDRuq6qquy2N84zoTEi7xmTKgBAFFIIqXXTVFme6IR1BiZXJpVJolFCiE4ZQRhcFM4lTIP11Qvf8e2vGgxW0jRlDlmaNlVjtAaAumm890SEiBw5zZROVGQKEZQ0VeOU6ZcVtB32h8O2s/1iYFDHxusglAPVhZX+unPEAMAYSUQSgpE6Fp02ot/Uvq5KF5rhSm/75AkiNtJwjAwE+GWpJjvqm7dcLkMI3/Vd35Vl2RfvkQHA3XffnWXZ53YTft3rXveWt7zlKLZ05syZN7zhDdvb28+9+spXvvKHf/iHjx6///3v/4mf+InLly+HEH7nd37nIx/5yNHzeZ7PZrNXv/rVzHwUr3rrW9/6iU984sSJE5/5zGd+//d//6Mf/egP/uAPHuVlr6ysvPnNbz6qVjviwoULb3zjG48eCyEuX778u7/7u/fff//q6uqv/dqvLRaLo7W9613vunbt2qte9arPfvazdV3/3M/93Cc/+UkAuO+++x555JEXv/jFn/jEJ77jO75jOp0eZQoDwFEA7AvmD73zne+8dOnS93zP9+zu7t5///0PPvjgBz/4wecE5Wte85p3vOMddV2/5jWvKcvyR37kR9q2PUobev3rX/97v/d7aZo+/vjjR5rvOfPol3/5lx955JFv+ZZv+fSnP621fu9733u0wqNNfvOb3/z/Faxve9vbfuiHfugd73jHN3zDNzz35I/92I996EMf2tjYeOSRR/74j//44x//+Otf//rnXn3ta1/767/+67fffvu3fuu3HhV8ve51r3tOS6Vpeu3atd/4jd9YW1tbLpfvfOc7l8vlUWYVAHz1V3/1G97whs9dwNvf/vYf//EfBwBEfPTRR1/4whc++OCDL3vZy3Z2dl7+8pcf/cx4PP7Upz71eV2Rjjnm85jPw+SgdW4Zqc7SVKIMnhKdW9cQ++FoaF3tvC0Xy7qsl/OFUrrX73XNfHXtRFM3UqUxBqaolPLeFoPhUTYxADARA49WTnBk33QUyLc+eOdtF7zrbJOkRWKStqmZ5Gw6u/H0VfJifHAl7fPq2jDPUmRAFgwYKRKHEGQMwgcMIXaNt130gSFGV7t66aqFXUzmy2nl2xgsx9ZwNaL51uLm5jt+6uOHh3/bVvsEOhHa4GI+YxJtUyEikWht41zXNFUINsaQF8l0ttPZquhlkXze6wEDsuj3hrPJwep6z5jnd/OAW4wAM+xt94v1G9dunj97NtPGKGNtPT3Ye/zhy489fOnakzercS28GehTJ3sv2swf6OHdCobtspxOL1XNE619JvCh0lBkq7385LB3ctBfGw56o5V0dd2sbqj+SuyNYjZIfGAtzKBXaIOLxczoLHqxv7MPHFfXRs7ZJEm71h45RFqb7e1TUsokSUwiiRzFYK3vFcP5rMrSvlQ8PrzpfIcg59Oml64oqdNUAgRgklJaT8RHI2ZDmimdSGUkIgslTKLywrTdMlDNZCmIrlKZOvNd3/Y6EfoUoF6UknXsIkQwwjRlAwGRBLLSwjRVlyaJty4G7ro2sFMmLKr9NIckSdoap+Nw8/p+3ezlRTebjqvKuRi6rmEOSkFkD0IHkhQwLLnZD+g1EbZdbW3btvVoZbgyGsYYizzv9XMpBAAg3+I2F8zcdd0HPvCB7//+7//whz981113HSVQf5GRIQD46Z/+6fe85z3P1RD9Y8Vam2XZQw899DeGZ4756/nt3/7tV7/61VeuXPncKS7HHPN5fOrjzc//1ONFOmCOzvvgWICUUhD51pYbayeWyzo4bqpGKt20i7zImQL51DmBEiJUaZFpxM5aBO097l2/uXHivG18WVYYZVNOBTIKVqkMrl3ZHGVpkSbGecdIgaxUmjx0NdvSbpze0inlvXS4thLZtW0dAvkW28rbxvlAQiigoFJFFKQyWdpLMvFtr3zfH77/tVIFbbQACUIwRsFRSUkYWVrdAzU6PHNHeMfbv0WrLzY54YjX/3f/44O/k5/e+GdC9HVqRuuFRE8Rk8zcuHnpwoU72tobk1gbQvBXrzz6dd/4jV3no4XpbDafTvM0Gx9c+6aXnXn3L9/5Rd/s/xHyf/72B37/D/7dtZ0nHIzve+Fdf/EXj2+s3WZSKpsb+SijAAAyT/omLaROe/3hyvq6yYzQhJJcKENobKgBSKAUUimRS5FImQg0FDkExxBCdM75dm6S8sILNv9Z0mhX2W4J16/O1lbXUYSmXkpp9vfG29un9vf3NrbWO9+trA0nk8X6+ure/s5tt53UmRxP9k+dOd06tyzbs6fPTOqnh6dHn738Z4fx4SRZ/e5//t9mpBMJ0bOSOnq5tzNvln7YH04ODzY2R6LgLEsQQQgVI1tf706efv8HfjVy5Ts9Sm/7nu96U1uhCy5NDDgoD9tCZXVd9ofDyXS2sbGxu7O/tbbtals39fqpgVDyxvX91fWV/ihxsWsam2WjpnJsO52qvEiNMgf7h3kvn9ll1PTh3d9a5J9KkmmkKPU6MOjQtdc7d5DVZHVfrGz2VrdX03zQT1fdIvzHzzxyuDdO8/R3f+n/eOD++295ZOgoReZd73qXlHJ9fd0Y80UW1T/HD/zAD8xms/e97323bpHPB172spe99KUvPVZC///51V/91W//9m8/VkLH/DUQ8R9+4CDP1pq2S5K0XwyDc3VZapUjqjTLx9O9EF3blXnRm88PjUmlNCAky1BVe8pgiARRtNYJqa23KAQiUGSKUaMBImUSQB1ijDZEItu6qizHBwdSpzFGJrSd06roF2tCQWunJlNJ3guBiBCFAZAsSEjBAAhE0TJ6JotIFIN3ba9/8Ka3/w9SLikKKRIAwRHIEzMzE4JAyrgpwnT76l+uvetdD5XllzYQQyWivzoSAoML0XstMM0yBBSogNl2z2bsCQEMQMTBU11Wy3KRp72tzTM7u1d7vdXve+32V7ISAgCOXfRtvzfyniO6M7dtgAh7N8p2kQnWJgGjkQiW4+rg8u4jH/v0Ex/9j5c+88hkZ8fXnKrTvfyeld69g/x8okbA0rpF043r5qDtJpFaqYTWaZYOer2V1VODlZNplLasu+mkni2XwsTD+V7dlFleCCm10c47lAIAo2eMKrooBKIgFNiWFl3CVo13Jye21nf3r2fZcFD0n3j08enNbrM4pQQKhSrR0igAEWz0dTCYNMtWokRElFqrkKigNEbhhQK7bH3t+3l+Yu3Cv/jn/yUFhQBt2a4Oc9+xtTEf9BhF09g86wcbjVQUXdWWQglEZdvAzHmeS9bN0mpMbd0lRmUrauNEUuTpZGp10qfIOsVd+0zHBxJ9YCIhOAbFEGdkDyO2ilvVzGm5cE0bmra1rk776q57bsuHuUrSI4vsyyGGlsvlo48+eurUqTRNjybVf0nvcOrUqZ/8yZ/84Ac/eItW+DzhD/7gD/7kT/7k73sV/+CZz+d1Xb/73e/++17IMc9rphOaHvRiCInpl1WzrKujPOrpZM8H0qqfJkOt0yztOddurG8v5rO2sZ2z1je9UW5dubl+sqmXEME7p3WKKIzJbNdGIpWoEG0kChQQlMkzYIiemcH70HVNZzvvQj8bdU27WO6jod5oMBit5EUvBOo6FyMzIxEzRymQAQEwRiJGITRxtL56zQ++W8r4S7/73Qzeey+lAo5APnqygSgCsyDC2OhY9q88Wvzsux5y7ottAAYA3oU0HYRIICIzS2Fmk1LJFBgpAhMqnXofkiRnit6HsuwQpJJ6Oj28du2JXn9luBFe9MBXdMIQAACxawNSpmQveFIJHxzcdK1jl9R1dD5EDkoqZMWW7LSeXt3fv3TjylOPffbhhy5fvTmbdyHkiVrv5af6+ZkiO5GaFQTtXNe0s6addnYZYwciooYkx8DdYlln+eqJ7e3b7zizfXrNxm62mKVZunlivW7K4XC4s7ObmXx/d5yneQzeOrssK4WJb2k+KVNjhIgbWwNjsq6xh7sHN54+OH/ybo2sE0kIDCxACBahCwZ1vWwQBKJQWgvBRrBUCAoHK4PpfA5R7u8u7zh/P3BGBEwRCAVykfWb1gZkkSjrI7NsG7syGhGGKMLq5goKtSjLre2Nrqtn81miUwEoEaxri5WhFNJ21gYbou3aphiYSt1kM5PIyAmCkhCljXYWQwmutm4ZbYVNRXXlvfeLctq6crQ5uOPe212wzAS3urT+qKh+f38fAN72trclSfJFTuH4PN75znfegtU9vzhuivN3wmg0ei7z6Zhj/lN86E+rsmy0Nm0TpUyVlCo3y8Vh0RvMphOjTyYma5sGBSSJCSFubZ2aTg/S/kAiONcBUGcrkyTO28TknW2lSEySVstFlo0Qhe86BC1BRejaZSUMCqViZG9tvZgnRaG17GxL0SHErRMn+yujJM2JSUhBLobghZAKlSWKgWKIUgoUGEMAwBDd2ubNl/8XfwQAJ8/clHrunWAOAo7qRiHGGFEIxECMSAzgvXrms/nb3/rwO3/qvpWV9IvZIgm97a07rj46UWaEIJaLSirdtp3w7J2zXat0kFJSDFIorYvgGICrssqyntHFotz95n+x/iX+5/uPEBvcvJyrNO0PR0YXSaC6vJwABhGdjzJConSa9MhwlKE3HIgokyRBDuWy0ZN515HRslfoYpCmmU7NSaYYtQ3UhtCG2PpYucAoBMIoi4F88J6X1bTTerjSK4rs/PkzN2/uVe2yl/eSREsp+v3+bDrTRjMzE49GIyZOsrTzNvHd1tn18Wzv5JkTnfdlXVZVjQndfv5OZDRaMFFgQkAKbFvXT4S1Nu/3AcFIRKFJCRRaK4gyXDl4WuSJKFfvvO2rDvZsKgRFyaSRtZLa2aiEij5SYJ2pZV2tr412D+ZJkujElM1SGaGNqGs/Go2klE3Tkg+j4YrgZDGr69IqqVCgypLr46fNsLzv9OnZVE0WE0+1EhGDbCtWsu/At60LjFzGZF4XReIwllSKgVpZH65vrqAAuNWRoaOi+l/8xV9USr3kJS/5korqjznmmGNuBTHyZx6sEpUKgUZlCotBb8DARX/ATIhyejge7+9IKb2zjBA5RHZZUUQXhJDaJCE4YpJKJSb1wWqtKVLW64XQMcTgnTa5yXOhFUFM+0WMIXRWKkUQs95QKeWDD6HTiRhurJo0BeCqLp2zAqWUiZIyxoiopNCAQgghhESW3gfb1SF0b3rrszUlQtAv/fa/JO6Ct8RsTCKlksJET8FGCIhkIGDogNr+1cezn/6pzzTNF+WXTfdaAZkyOUcQwmiVeue1TBOTCyGl0nluiIAYEpMMh2tKma5zWmXBEwoSQr7k5RsovrJNMgAX7LKZdKHqD/pG9zbXtk9tnx4N+2kiUQAzEYuuC1XZEcu8PxiujvI8k5Ao1IiKIlobJtPlzZsHl6/sXr9+MJu3DIkxgzQb5cVanq+ZZCBEDkEiqSLJN1bWiaAq68cefeLq1WuMcO78aW3E/uFef5DP55NRf0AxSlQcwbuYmrRp2mVZSi2TPLm5f1MmcrRepIV0oUuSVKLJkp4RKRAJZAFAFNum9S7UVRt9FAKVQskxIpLSIFgALd2hWqdZW77yFf+171SieuW8FqgXkyo68DZSZO98U7daqSzNjtRCCKHf79dNbW29tbXmvM2LTGvlg2/bpiiKEGI1a8d7i+hJS9F03SK0l8ZPfPapP72+83iS6jtvu/PMidM9k21ubJ48dS4KaTGi0gAiOIiOgwMEWVblslmoBO6857zSCm51ZOhoguZv/dZvZVmWpumXVFR/zDHHHHMrePLpbj6JxOi8A8bOOmYfY2QgqfXG5vZyvhAymRweZFmhlDlq2MOMTbuUSgfv82JYLqbrGyfatqZIANEkuXfEgQDBpHlTLkNHgaxCE5wP7F1nASHLBgjITEopZlo/sV3ka8t6MZ8d5v1CSRIoGCnGSD4qiVorRgJAQAQUwBCiO31h75Xf++HnLufUuRvKHPpuQ0kthNFKuuA9I+KR0YZSy9Sg84SU714MP/bWv/ipn33Rysrf0Cm+PFSjIkPEtm6SJAVAKVUIQRqFIBOTdV3outZ1vu2aPO973/WKfrWsQ3CZzvojuvOeL6EZ/T9WItoglw44kCortb62ura6GXNo27ZTh4zkI9mynM99liohEBS64EGhUqkQmokjeyGOIjHN3B8KIbI8W11d6ff7xhRGDZQg74MQMosDO40x4KA3EALX1lcn88WVazfOnz955txJIbGp2iJPl8u51spbhwgg4miz19jGBa+UzIrMtuUDX//A9f2L+TCfdZxkxntKVNbYTiCiQETkSL4LIoroiSNJhSgZwbJI2AD4oEy4ev2JZES33XHh9PZ9MqCIYdEtiixrm2Z6OPV1PujlruuYuSh6R/1o6rrWWqMEDjRaG9VdHTn284GLfjqf9fuDCLS/f1AtmhMbm1ryslyubG5eXV4/tPshKyeLer5YDIr+9tb2nbe/wFc8Mqnr4JnHl6CNEAAIGjPbBI1aCjk+PGDBW8MtYzTc0sjQkUe2u7sbY/ze7/3ev7VHdswxxxzzd8iTT0y6ps3TBBgCd8jUtFXbtgyCgZfLw6LIgUCi9s4vqjkK1baN7do07RORUiYEXzfLpm2IIMt7znYhOqIAmij64K1UWicpA0T0xKRYS6mJo9aJ9w5RIIuuAG/RAAAgAElEQVS1za3+aD3NiyTN0zRHFsHHEELwjkIAjhQtUUABQghmoEhEzBDe9CO/BZ9zH0XkX/6d10RyqCQKQc81gBHyyDJj4hijkiAB0RXjK+lP/8wnl8u/obO/jGvlzGd5TwgJiAyhbVttEu+tlCilBIY0KRiA2QqhQ4idbVfX1qaTG0LyC16cfSX3WnyOU2dPnLqwBrqezPduXL/ZNkFKPZlMms5FAGZmImZ2wSEiAQQiT+wcaWWYKETPDMSRQkQWzOi9t52bThbXr+3evD6ejKuuYSVyiT3kBDGx1ld1Ox6P67rTMhFCX7p47XA8P3XqzGgwyPOMmYqiiMGnWXZ4ONHK9LKeax0QcKDRYNS1jTFGSC6rGUAselmMERFdcAAsAGMA10YBqlzUWmshQMjI0qeFEjJGbFm3128+Buxe9FX3H+xOvCUKhEBAXgBmJnW2Hfb73rkYqD8YHI7HvSyvu9okum3bJEtijG1rt7a2Q+CqatO0WC7Lvb29jc21U6c3GaJU4szJk3Xbzv1kEQ4IQwAESVWzePqJix/78F9Oxu1gtbj/G+/bvuOUR4sGjDbIuJyUy1kVA3sfprNZ1ZZKSbjVYijG+Kd/+qeI+KY3vemLH856zDHHHHPrqMrlZHJjf/9GXS87WykprKvTNKPIPgSCEKkzKs2yXiBqqma5XCJoKRPmMJ8fONtplQyGG8vlTAgRo0/SzLkuSbJ+bxURGcCkWddVAHBU+qWMAQRiIiBACMEnaVEUI6GE55AkaZb1BRqIAAAIwiiTpTkKdqEGjN47ipGZKcZzF/b/81f9+edd0amzu8VgL0YfQnDehhiklEIgAUVqQ4jeYQyASIKlcL3rT2Tv+pm/aeJQ7HeNWy5nSVZIKZeLhVLKOatUgiAogpJGCqWUjhGFAO9tjOHKpSfuuOt+bVR/FG7J4f1Dw3m/ub22dXoFZZjMD6u6VKloXD2v5pGYEQJ561piTxgZyTMTC5RS6UQIESkwBOTAHJkIwQjMgU0MwjuoqnYymRyM9/b2d6aLsvNRKq1TbYzMsiTPk7W11dMnTg+K1d2dg0f/8jGt9GA0GIz6ZTXP++l4fGhM0jZdCDQZT3p539bu5Ob2009c0iYNMcznh1kmtrbWQ/AgJSoRQpRCRU9N1UowddlIKVBEqRm1QIjBdibFnfHFyWTHhPTOM/ct5wskuZjN8ySNPmghKfBithCIdVmdOX26XJQAYjqdJknCzCurqwhYL9uN1c160dbLtq3s4d5Eozlz8ozvHIXYGxSIPB1PF8v5YXOtkwcgJLMiRA6ymfO1J8af/tgjH/vox6tu9s3f+nXf9NKvFSYWgxSYbW3bZSdISmnms8V0NjtqL3RrxZD3/j3veU+v1xsOh8ce2THHHPN84NzZtdXBKXC9RIx6/YRUp42kwNW8zNRo2NsOgQI7AGs0r60OijypqnlTV0XWN5grISVGwLYoeovFjImJyAhdLiYmM3U3j9YpaZTRAgQJAgkcURiTpHloW981UirQprW+XNRNXcboiJnYEVimIASiVIwopDaJMYk2UiMRILGIb377+77gTfR/e9+/pmA5BiRWQgBiiB6IlJQShQARAsWIAIJAojPXnsoefnj/r9ml6DygAVIgoncWImiZU6QQKDIH9ii5cx1D1BoTUxB4kwhvbT/RwTf/zQ/dfavO7x8ULsDeeCK06K8UqHl/utMfKdNjmQIIAShitMQdsYvR+ujbtrM+AiqldeTIHAEJIAiICOFITBMgAQIKRohMzofW2vF0vDfeZRk7VxE6nYrWVoeTvd2d3bbyq6PNIi3qunbODUaDtY0VG+xgMLDWPv30xX5vgCAkqvHeeD4p928e+i6kaTafjwGc0hg4MAABhEDRs219U3YKdfBBKSU1Ko1gEgAY5D2p5YMPf6RaLGih0jD03ne1LefLLE0VKi2TycEiWoSAxqRKqqqqiCjLMiHk+sYGADW2LfJ+U7vJZHE4nlHEc+duU0rv7R7EyGvrW2XVlmWLrPvDooo7kM4RhZKanfJ1ttwNOuTYmvG12cOfemh3/9LdX3X25d/50tFqXystWAZLtvUKjXP+8PDwyAe/VWLoyCPb29u7evXqvffee+SRfalF9cccc8wxf+e86MUrKNh733Wtt0JJY7SJZE+cODGf3WzqpRRpYnIpkiIfKqVWV9cHg6E2en/3ilKy6A2IotFpjK7XH1b1MsbggxsMVxEFhyC0iMEBMQMxkQ+eAgRrm2WpTCKkTtKi6A0Wi9liftg1Tdd2IbgYCYUE4BhDJI4xSCmlkEfZBYwIALffffnbv/sjX/CiTp3dXd28BsgAzMDAAIyAqKWRQiohBQqKEQGFQAkphfT//pNrf80uaZMhspRgjLa2dc4zkUBEBB+cQOlcVMoYU0xn0ySRROidOHfuLmnku3/1RNH7yh3O+rnEgF2LdWV7/WJlbTie7oKJpgCTAyAycGRWWoJwKJiIq6at6poBUKCPHgQxB2ACiMgkZGDhIrVEHgAoIkXJpGJEVjSvJp2vN7dWz184c/rsidW1/miUD/q9VOfVouoa670PIUynh1mRpZlhphioqZpmWQ97o7ZqM5NO9sfnTp9pqpZj2D/ctaGt6oUAPNLBiJIJfBfaxgYfgUEiKCWERhZKgGirxvpuPDtAUHecemE5dtsbW8tF4z0oqWJkKdK6dltbp6OnXl40dVNXldGKkdc3143RTdtSZCnMeH9SLZuNta1+0b95/cZiNt9YXx8Uw+WiK8s6S3tdFxfVZNFeB1UzEBJgMO1MhEqroIUTCffLWX3pmcd39q6tbAxe+KL70lQH733n6mULEROTdZ31PsAtFUMxxmeeeQYA3vKWtxxNqj8OCx1zzDF/7wwH5u57BybJiiKb7M+mk4nznQ/13v4z0oBU4uDg5uH4wLkYArdN23WtSdRgOFjf2AYMy/khM2R5T2nFHEbDVQQmCk2zBGCKFEOrEy20RJACEgGpVCmy1NoIlCjE6vqJPO1JlLaxofPeOtc6DsAREJUQmomeVTSIACCVYiAAesWrPvT0E9tPP7H51BMbh+McAJraPPPk5sUnty8+eepfv/XfEHsW+GzfxaMRYhKkQqWlkAzA1tkQArORlD/zuLh2ffGf2qU8G/b7Qx9t2y2Lfr9rmkiRAdqmRkYiRpRVWS0XS4G6bKaJ6XHQeU/Xtjp5Rn/5jvP5jWSQdhCWPd92Z871egPVWd8f9kAERGQQPiBqJXWQkhQZqiJ5R4o8dSwCiggQGYmYGCCSJAZCJsGEzAgERBAiWhdnoNpZuS8zfW1v//r+5HBWChIQqd/PBwNzYntgFNdlpWUaAgLidHFw7vxpherS09eAdF1Z70I5X5zd2j64fF1qe2h3S9FVLiihJUfNIInIels7dBg6bySg8NrIQATgIuhoxGee+YhNWr1+Kt+859rV8dm1E21N5IUPdV1XMcjgMq3BhpIiLefl2tYa5Dw6NYoq1tb5NlJLO9d3E61PnjwRQntwuLNxYvXkmS0CTxguXXmmSMR0XLaSb9qnnFiw10qCjAAWq1nrLEowGlizT9lUB/HqU1dnk0MWoT8qfOtc6Zpl7YI1iekn694GuHXVZEce2a/8yq/kef7AAw8cNZ6+Rb/rmGOOOeZL4mu+cfDJj1yh2CVJmqaJjzVRSDIdwjIGLIp+V7fM6F1Mkn7b1QLBh0bptOj3d25c2c5uW8xmvUHf+eBDm+V5hxZYMrNJEp0Y71sA0jqxvhYgJSURo3U2pSzTOYUAmnvF0LatCyGVGhitdVJKRImCAJiIBCMTAguQkZiYwv/6s//VL/zsS3QWiO0b3vLHP/zff/ihT53/wde+0YiCgukVp0ajoLSmSAKFVFIIIQRIISMRMzMQAhCxNhpBuGrwiU8cnj3zhTuccQTbtVqqldUNZ8lH52NIs0zLPiIyke2slKlWKEBHx4BBSlgu60V9A+D+L/OBPn/hKIQIXrgW9Epy9uT5xaRN0hWUJQcrFApAQJPmBUojMDM5se4Y2FNgkj76RElEBkACwcyEKI68F2YEJuJIxECJNrYrb1bPrA5OjjbXEsonu/tCy+271kQimiauDAa+g+Wsu359Z31UbG+so4KnLz2VFTlH3Nnb2dxcIwzGwHw+3Vg50Vm7tjWkZa0EBW5CFFmSROuCi7Z20VMAD0xKCeZIUSaMWkk2cGPvihLq/PbdqRj4bkdr2TaV1kk/77m2JGrPnDo9Ptjp9ZNluVjdGEWM66NVBqSIOzd2mmU3zAdbmycPJ+PLFy8X/ez82fMouGu7pmu7Ntx54e7YLXEgF2q5t/dMEDOpokCShJKgSIzULEKUCIIJWYeWD69Mjb528s6zq9vD0Xbv8OY4h9S3IetnIfItt8nKsvzgBz+4trZmjDkaRnYcGTrmmGOeD2SDKnIcjEYAwIRSmKIYAasi3yByPnSAuFxMmKBrO46y65wxuY8+SczZc3fXyzLLRkSUKKG1apq5C23koLS2vpQShcKkSImCxhSkJCSlEgLwPkqjXXBNs0QUo9HakS8mhAAGZgrBR08xEDMH5wAAAJWWQgAiCjRKDhWupGZTigQAAGSi1oxa1XLEJAEFAgIACpQCxV+lhgqURBx9OKpIo0iCUYT0z/79Ikb6gltkbWc7K0AupnOtEkAwOvHBAggmEAhamcQk09kk7RVplvnQdX4eiV7xvat4nBDxHIpIzLWJwcL+zWWq8xjJmKQ31AidBC9EjLFLeykkpHs42EyzgUYpvPchOCJijnz0xQxHJijDUfCPj74RcCBf26i6pd5/cvYX3Kt8KPvD/qSaPXP9sZamMhW7B9NH//Li/o15oQfXLl6Z74/Pnj1z3333uWA711jf7R3ull05XB+Wbb2+dTIxWS8v7rzz3JmzW2UzExJ8YO8gOvQ2IojxeCylEEIAoEChQC6rw9JNbu5eG+rhnev3wAISmdpQC7Su7YRIDg9maaZQuKxImsafOnOaZRgOB6kwB9f2H37ws76hzAzqxu/d3D158uSdd9517uxtFGC8P53Pqizpr422MKh52R1U4xL2p+4y6wVjbQA2B2snVtY2V/srQ5MYRnDEhIhESK2Y7M539/ZIx3P3nSs2eqAEBqnYCP2sZ3VL/maPPLKLFy/GGL/v+74vTdNjj+yYY455/nD3P1kzSRaCybLVqqq0LIC1gKTrOhSYF/nq+trWiVNVNSfirusEau88xeBc532oqhbBdG3ddpUPndS66A2da0NwAuVyNpZKKqWASSCG2DLFwF6CVtoIKb23MXjvWkChpCaOIQQG9sFRxHg0dwOFEJIoCkShWBspUUroiVhIsaLEEEEDAKJM9Eaqt1KzxqxtZ2MkRKGEPMrvISIKzMAIwIwUOHp+1isL2C6KP/rjy19wi4JzTV0BSmbBDFIqKYWSWqKIkUNgECgkA8Y0NUpKLQsptIvLf/XGU1/ew3xew4IDtiiDa/Hgehkt9YtBCHHzxFqSpyyAUURgbSSB70LJ2DBaRKGNQsFSMApA5KMqRf6rkAIDHRXm81+JJKkUqOh1deiu7rbPyLXYQnnvV9331fc/EBtyC7/cLbkBdrzSG/3TB775xNrJ8d6hQLxw2239Xs9oVVXl+vra008/ZTvrnbdtWByWy2m3MloXSjKzc54Ctku7mC6zNPNdKwUIjVILqSQzyxQ+9cjHlvVyrbcty2TvmQOKBAbW1vrnz52/9PSNemlPbG0cTnebtl5dPTmeLWMUXROeevyyW8Y7ztzjG0qSbOvk9trm2s2bNw4ODq5fu7ZYzouil6f5fDKfTad7Ozc9xLVzvScPPunSsUiaVAlhNVs16q/deceFe++7cMc9p1c2+yIlBxY1gBQUYbo/uXl1zxhz8sxJkYjWtsuqFAqFFHCLbLKjVpJ/9Ed/JKV89atf/bcYznrMMcccc+sYjXTkar7f5FmepcPlciEFSimEVCsra5PJvhKiqrtef2StQ8Sus2maSCWFUK7ljc2zbVMJJYRgAEQlAbjoDZplk/V69aKkGIU0UglygSAG7kQQFpqhWgWE4Fya5hQ9HBkMKBhICOCIRyEgBh8jEQAzASMIlEo5thAZZQLPRoAkAAghtcoS1QetrOts16VJL8syAGImQASQxOR9iJGEUMTeOytFqiRFxcImH/3z6jtf8QW2yHc2Ou99KIpBJLJdV1XLXr/n3NGncAyefQjLcnLm/KnJwW6RnqjrbnVLJ+lxRsT/C4GIwCFS9KYtRTWPw7Wh60opsv5wtWrmoSGMMkrJDoJDQCQEQJBaRmJEFgIEYGRmBGCJAHDUgwH4KESEiMQQKTCBRAnKPnX4MJ6Qt9/xgun4sN6pAEKi0jvuux0i3ryxc2P6zGGXxhATXXhru6ZCjgJIMkzGY8KIHKaHexvDPKHBpceeNmFdfkuPGKQgiuBq31XtSj7obMM4UBJRIAFHJpnhQ4885AKs9U9XBz7U0Hlv8hyZD/dnMbZnT99eV3XXtffc/cLp2FonF4sKQ5fKftUsZ2F24cKFql0ejG8AuH6vp7QYDNYBIMZIEY3RRNz5xWh75bGbnzqwj1F/gRBlyMtxGM+ubqx3K4PVVCUrW6PVraLy9aStxrNFpwMq8G3Yu7gnW+j3+mHF708Pnfc5FChumRgiIu/9e9/73s3NzV6vdyyGjjnmmOcVWuM/+7bi/f/7jZWNXqgh1cOqmQ6GA61wMVtIlp1rUYoQ7VHvEw2aKAqQPqLUWidy/8rubXfcU1VznShECiEwQpabYJ3WGkQUElGDcILAM6SSpZaJNkmIMYaQx75AE4mkVEQRGZklM8dAEgGEAsEABJGYSArFzATkvFOoyTMiRYoAgIBSSqmUlCYSda6N0REmDJE5IkoBMhJFCsgEDMjIkZ13qAOoTLb57Ia+fr08c6b/eVuUDrN8uHXl4tOBEhG1FDLPizRJUQBKZpBComQZOs9BKjWsu31m84p/+SXMgv1KgDGioeg6nWllZLVs8iKbH86KIJJV2bigDMYucACMAoIEVqijVBIAgAkFA1MEIAIGhYjM+OwbI6DAEIhJgMAArFkqFozBm+Xjh5+qu/p8/5/kbEaDLSXkqD+6fv3K9u3Du1983jrnrDq8tH/5qYtGq7X14WQy6aEG8s41OzevNbZa2X5AuySlYXUYyEkAimyFNdW8cY1ruWJyShEK6myDlGlpIsX5fNFPh5vD8+WOcJ2VRmZ5bzmtp/t8Ynu1WjQ+0JnT5w/2J3u71WBlpaugXi5Pbm2dOnO2s9Xlq09l/XRtsy8lSxTeB+e7GKO1PvjIhNbawUqvjvNL48+EYh+UV1zEWlMlfBeXy66uDii4QZ4PiiQf9TY2N/rro/miWkzrctJUh+X10p2/69zq+kqD7Xg69d6KWySGjorqL126NB6Pv/M7v/O4juyYY455HvKvfuC2D/3b8fSgTHUiUCW6mE3G62tbWTLywbmmFIh1u+j1lHMuBA+IiUlRkCeLBFvbp5x1eTGwbum8zbMiBquUKgb92exQKiOlypK8akpkJUABQ570UaBWSdcurG2NTkIEiZqBiaJSSgjBRCQwhigUKqkYgpDIII4KUBgAhWCO3j3bP5qYUTALQilMmrrgiDgEJ46GgkUiROcsU5RCxhiIiGKISCGAtSjAQKX/559/8md+9oX9nvnc/UnNyC47Y5Is6TFjjI4jdbbVWguQiJymaV23ea/vvEV0TdMOVuIrvvvCl/0kn9egcvkwomewUS1hd39vbWOlHJeuzM4OhimVkWMbQhRRgPJBEJPpGXEUPkBmIGAixsiCAAQiwFFWGAPyUW4WH1UeBiLAiJ4lgRbE4Vr5yGJ5cPfGCxMv67K7cePaoCiWy8XuzR2KqmtjptQLvuauleHg5vWd1s/LvbKQ6Fw1m1K/nzbT6fbKxuWrlwZ5T3DkEJGib0NTNsEHL7vESKGARSAEEBwjTQ6mKaWnR7fNbpQr+fkb9eUzp051Cz89aEaDsxRDU3fDwcZTT14KgbtWlGUzWhncfvu5pikv33xytNI/fftmb9ALHJE5BCcTaVRiTFouKyYMjns9NgPxycuPdXhAeiYFS5d3U0+1MDIXYAQKa920rHa7sUnV4MRoeGJUDDNjUoNJW9atrZf1LF9PN9c3utZbZ4/kyS0RQzHGhx56CABe//rXHycMHXPMMc9D1taTn/j5F/zcj+4DZZGg38uKvLBtM2sWvd4QwWhjNtYLgqC1adtuOZ8BIUro9fvWW0acLybraycQVJbqpl4gGiGEUKSTxNmWFQijPTsFJkBggNAGVbdCgXc+hKCkIeLIUUmllA7BHQWfmIGIOKASACCYkREQUQh5NCaW0YUIxAQADBSBhEQQBMhKJQDAhIHisyUr5IBIAAITxRijj0xCKyEkM9mu1UlaHQ7/l1946h3veMHn7k9TNRqUc87aNkkLgbJp657uA0tiRJRluYghrK1voIhFkVSlec0bz0p5fKv/PJhIKqUoYlqsVrPWl8MCL6zq2zZ4RcCV0O4xdU07RiDiCEBaJiBFZAYkBGIWiICAwEeDWZD4qLs3I6IQgogEg/AYpYsyMpMMUrInRVNafHrn4LaVF60WJ8+cvWsxXqSmOH/+XFe7+Wy5c3DzsK5mrSz6xYu/4b6HH3aXLz99+4VTFy8+YXbl6mrS07g5ShW0wdcYBbWhK0Nd1hhpOZ8JIGDPELROUQIgPPnZx04WJ88ObzMhefyRx5TMNkerj/zFIwrzQTFaNjs+8M3rF0freV0tV1bWzp8/ef36xems2tgerZ/eBskIseoWznqlTIzRWkehTHRaLhsEGTyneYYCVJFw06JqkdNQCrsMyqE0QgrZS3vYyWrR+oramZsdHiQ3Z6u39zfXN9fWV6Xi/dlOy3XTNv1s5fTq6es714EBbpEYCiH85m/+5srKyr333nvskR1zzDHPT772G1Ye+Ob6P/xhjYgCIIZOCJXoXtf6NO13bSUl5UURyCupV9Y2xwc3BoNRVc2BGFRSFIPdncvbp88T+STte2e9twDQKwZdU8vMKJ0hoADlwQJgYYbBWtfJGIKzXaJTBGRk67o87yllnO+AkQmUNJFjJBBChRCEIGZWSmsTpVSBPDEBH5WKPRsliBSJkEIAo2IIQgoAjJGBmJmF1DF4IvaBmFCCRsQYHEjquiC65Moz6vKVyW3n1452hpnbuur8VCkNwEYbpVWvXyCitVYJJVFonc5mN06eOtV2C1dbmdD6ySXA+t/bcT4vEZzUlU5ET8XVsxt3v/Kb/unXv+jFi/3u4IZwobl7q13/z3r7s+t//uD/dXXnibopk0KjkIDEEACORoE9OyCViBCR+aj6jxkYEYTAGIEjgIWovDcNcEwpoWAxdVHEmLdPVK2YDZ6cPHXv2fvuuf0u8P7Sjccu3H7XnV/z9a5zq4ORiPCxj35ydWvY+I3ru9eLIrN1c/HiU1tneq5ZClgNsZXe+Db6kpbThdHp/sHuympPaSFTBRqBCTjcuHhVBCFrtLZZHw1mh/V8vNy9ejgYnvzLJz6b5zgcrDNjU7nRcAU43Lxx6c47ziQ9zcKpVFnbETETZmkBYFBgWzfBego0GqyWZZNmKkZejKdd0gTstEa0ompd8E7HJDoiR7JQ2qRCBgXALH1nu6WYHlQiSKV0McxPDrdttGVVNhO/deLUcDAiinArxBARjcfjj3zkIy960YuOh7Mec8wxz18Qvu91Gw/+B5uaNdvNgMg6SzFIZZwLWuZEvq46YwxD9M6vr2/v71/rFQOptAbBTBubp/d3b4xGa5Gid4GZpdQ6MYvJxJjcmBw0gQeGGAFC9EmiTZJ2bRkjd61FKYWUQkjvnVIaQVAgQCTygACIRxnaR3myQkpljECBKJj5aFYr/lWOJhLH8NydFhEEMYXgpRBSamZmQGKORMQUo2OnGDjGlrGTrUhE+j/9wmd+9EdffO7UOgAcHFS7N2Zbq2e1MkKJQE5IETxLRVJoYiQSRN7aThvVNBAC3P/1w6/5umMl9PlQjBijoH6Pb79n/RtvL+787L//rLW8feJO7KCcB4dqetG99O7vH3xzUrqDf/vv3t/RAUenEmObNskyAhTAiCxFlEwIAoU6sssIAwsAIhDCBfLOY2SWvlVWguTOKZGCcCRnaKo5TP7smYc/+EmrQ3732RfIJe/V2bntM4dlu5iUt91z7qnHu6/Zvv/Bj3wU2Nd+Nl+Udb1794X7ri7mdQvSdnJpwxK6sktW0qZdDEnKVLQQUiNi9G19uHdj54V33T/fmWJX1Qvq5SevXzmMMdnvrn/tS174yENP7eyP87QXrP1/2HvveLvO4t57Zp6y1tp9n6Kjo6PeJXdbbhhjO7ZjEwiYQEIJ2BBCSflwEwjkTbl5CSEVEkJNaLk3QEi4YAKhGDAYG8e927Jkq1j9HJ2+6ypPm/ePbZzcvIEEELKV6PvH+eizP0vPnr2ftdeaNfObGSrLoaGKiHzms7yTZWlWmJwZiqIYGhqSSqOCJI6KftFb7CZREkWyXq8a71BAJR7eM3UUy6ywFKmyLfddAlDEPreZ8jLJVIm8zmUpgAFnBAvyDJ2OhTzrznerSxJdjazwC91FB7RizZofSzXZIEf2yCOPhBBe/OIXfx/B0Je+9KV9+/ZJeVxbtjvnAOA4v+kPivc+hKDUCdzC1RgzEEA83Yb8MBRFMWiL9XQb8gMTQnDOaa3/40NPcLz3GzduvOqqq370pVau0xdepm+7sVNO4q7tR1opXQWSC3NzzthqvQmB8ixz3sRxLIVuNkfnZ442hpYURaq0yrOgZFIYkySlOC5nWZ8BdCRkIonAB6tl5DAYwwKRg7MFMxN4UeROiSBICJSejTWGSCAJY1KhlGcmSczBO+YAIBgRQwjOGiISRERPVmwxgzNWhKCVYAieAwmJJBjYO8/ek5DM7LxjH3xwITgiQeicDSgQATiQyQWnMuwAACAASURBVIFBFpP1337H9R9/32viSANwlFSMtZVKFQm9N0rHxqTVZKjIHUIQgnMDWT+1hfEeA9ifu650Av5ofux4hkSP6d7SzcsvEHnt8P45gclZZ2y5766HRFBLx8f2P753xcTKJ57Yuyle62z08he9ridmbn3oq71+R4vALkdFzBiCBIqZBHIgZgIUAMCECEAMwcfKhCLzwaIIAOQZESSBRgLG1DMKilgJVeb+fPvuh48++MitCIILHioPLW2O10tDp2w+NRZiy6mrdu3cScEJgSbL8l4fjBGA4CnP3PxsN0uzcrXE7IhASUGCOAQUcMe936k24iRK5ic7RbsoV4cWitmU54bHx+O0tvORnUXfrFi+qpxUhABSrDU5sO1WN0niUqkSx+U4jgCg2+11W13g1lRaCBFXy83p+VkhO97bOIkwxtKInE73iErBjkzBldKwHK72bcF964pQpKhlpZJERWHIswXPwJoUBcxTm/VtwUXFlSrVWr3a6HW7vU5ncLc9xm5BCMF7/5WvfCWKouc///nfJ0f2yU9+8mu33FsbW3NsDfj+tKf2AHB9fMPxfNMflLQ1ky4cHll79tNtyA/P9K67Gss2RpXm023ID8ORR25atvU5KJ7RHvO/i8t6s/seGN968dNtyI+d7vS+Fz/v0mPiDAmBv/jmpY/cNzlzcLE2HElVybO0pqORoeEsy/v9fuAQJSIpN6WCIu1571av3Xro0K5KrRonUb+Xlcul1uKcQCmVJlLeF8ysZJTl7QgwLie9hY4Acmx0QARBAFEpYrBFkStAKaRU2kJOhN6zjiIhI2sKYCBGRmZ2HkhIxVA4W0ilhWAhxEDoAABIgtkDBO8K7x0wCCJvTXCeUA9SAMH5wOwchwBCEGNgduBRSIVB+pxd0VVZxRSbgh9crtGZ3NoCK8PAzEAcqMhdcyjqmcza4MHaIiidAAVjsvHlvPmUyo++Hf/14KBCr75p5NlisTE6ssz6PM+7/3zT3Zc+64LdO/fue2zPuvUbFmbaSyvL9j50eOWGZdNPLNSXjV6x7WU333ND2x1mbEOwnsl5JqlABmTLwRIAhAgJESWjBAyRQuc5YBHIASEgSpIkUJAijIy1qKRARTFAGfomc7ZgwqQaF5BOtQ7v2r/71rtuXdIcGRsaWbpytJ3OdxfnJLrW4vzSlRN5t4WpdKlvLbS8y4u8z96RYGZPGJwtiHny4KGIorvvuL0Zjysqd1pTIxMTnv3kzEGciStJpVYpF2mHgxECpFZCVXQUKaXSNG0tzCCiUkpKKYSMVakc6XqJZ+ZaeVFUarXcpqOjQ3maGp19Z9fXjZxim2WdgizGcUlFpWTUFxRMGkxR2EJqpZyyRT9DESShAgTrwQGyQCdtwYU0SVSWpLuLXQgMP47IUJ7nn/nMZ1avXl0ul7/PpPpms7ls68WbL7vu2Brw/dn+9b8GgFOveuPxfNMflCPbb953zz9te8nvPN2G/PB8+4Ov3XTJK0fWnJAt+Y9sv/msF71N6uTpNuQHpjO977a/fcsJfeb8J3n8lk8ewwBYc1i94g3RX73TmjxIKZMSJSVkVEhSiqiwRa8/lxW+3mwWxiVxrdfvNppL0rTTbrWViph9tdZoteZLpQpJ4b0DkKVyZW7qKIHWuoqShFEBCmAUqAQJQNZKCxTOOistCgAAY3MiKZQCgBAcgTTGAAYAVlLbwobAUmmtdeAihO+6QgwcgCV6ZmsNADKj995aC8woGYCtNd774BgBmYP3DgAJhCDJDgILFywiclERYezd773tt996MTB4w/1ej2E6LulafcSHEMuo3+/oOGaAEJx3IdJRqzUvZfKGtyw5EYOpxwEKldXD2+phOfdUx88bzMaXr1w+vOKOb987Mbps3fiGnffvWrtq/cz03Pjo8p337T7n4lP27TtQGo2uufyVN9/7+aPtXRzy1BfBBqmJIWIkJGYMQDCQyKMIgCxEFTlgiHQgAcQeRBCaShorimInXZwkkdSRjE3NmiV2qD7swOe9rKwq/VY/H/Odbh+cb7uiM3UoakTktC0s++zI4X2duRllYrPoW4vz1pmF9mzhUqXQh4KAg7NTk5OiBShCpLWqCWPz4bGxxcUF9tGWia218RFjTBTrKNKoBANMT8/0+r3QDaVSSeu4Xmt0u10kUlJmWdZJiy4lEGykEdHkRYjjUmZtc0Vzb/vgvsX7ksqi77jQlkoACtMrHGhbHqpobY3JiiKPZSRiyRGADTJSApE9RhSb4L1hdpRnLrOtermRRNr7Y60ZGuTItm/f3ul0fuZnfuZkUf1JTnKSE4IrXzA2O8WfeP+RKBFaEABKGfXTFuk4kZLRttsz7fnFRmMkL7JyaajfbyFIYCQSgyr3RmOk3ZqPkpKSkTUm0lFAK6VCQeyDBGkBPXqQyABElKf9SqUcXO6d8JIQiQM4b7SISIDSWkhtHRmTMoRgPTLhIDdCSCAHKgcAYADvA4IT6J1zkqIQvDGWIRARDkr1CZ1lRFRCMChEUkIREgB6Ru8AQXnvJGoN1UfunXz5L/2Oy6XnlTb0cDEQVkRjCfgghYxUHJCDB+9U4JTBRXpJ2u8MLak9rRv4zEX62mi0jha0RqzFVB4ZO3JkWphoaWP11IFpIDxzy7kP3vfQkpGxbD5bPrL8/ju3/9SLn/O1W24aGxu+ZNvzMrzg27d91eYz/bwry8RcZbSAgiEHUFJEzrNgN5gpU+TeOWjUhyqqsX7NlmZttFZuCiEZvZQURVpKQqRIKAQkIBe8IFQsQwioVEDwwfnC+CI/tG/34T1P7Hz4IZN30LjWzOHIVYoF3+7MuSBt36B0pIKxqbO54nj7gw9rkL1OXq01jTNIeurwkZoeibDsWsXB3v5KtdTNAwqwzo0sWVobrpWScpGbbqfLzHmWhxAqlYoQIopiIaO0wEiJfnt6pDbCKDLDouoPm523Pn69rM9zlto5lqYsyy5Gl4ai1889UL3e0EYURZYFy0rIWhmtERIhEHsmFIrQs/eOAUJ7vttfyCeWLYMA8ONwhm6//XYAePnLX37SGTrJSU5yQiAEvvS1YzsemZ/c23fZ0p6VJnSKIidyeZ4JpHp1SZZ25+dnoyTp91vMLKUECN45IaQPDIgqigEEMwohnDWShHO50iUiABLgkEAQEDwpiKYi70upe91OmSs6ipDQOcPsFSWkiCFIoRypPOsjFEJoQQKYQwhPTv568tLKwXkANMF5z5FSgYOkJ/sSee8BglI6eLDWCiJJSgghhAjehwAcgiAFTAxYFC1la9Qfc2JjYVokvUDwbAN7a02e92VPlstJoCAkpf1Ov99XWgaPtaHWqjXHVfBwAlEVo35xstdpj5XrvU6r1WsLLNeS+t5dB2qlKjLeeeu9E+PLJw8eXToxmvZ62846+967Hrri0ks/9fm/+4VffdXhufxFV79qx64Hv3nrjZGNUEHhcsZcKqWwSkV9KBm2aW6KDD2sGB5fObGqVh4aGVriMwYPoqcrtVhqllIoKQSRjpQQEJg5BC0TkxutFSJadh7ZMQBJ1PH6jZtXTqw5/5xn3XnbLQ/ed/u+3buX1JZ2prNWvy2iUm6LkpaZ60VGxUX5yM59u3buaNQqmTPc14mqVsvlraetTqJGoz4+sXz1LTffvXbdmkazNjKatDvFzd++s5RUCputWL56aHho3759zFwql9rdtpQyjuMATlWI0G9avnl+qiOFihPXTQ5/8+G/tZXD6NOw6KEdSZ0otBKNJhsKbmddttyoliqy3Oqk/TyPdKSjkhRknfXBE7OUBDIQsLehyGyamxK1gg9wzJ0ha+1nP/vZiYmJVatWfZ8c2UlOcpKTPKPQEV33Kyt/87V7bLcg1bOuDQBRJKMoQSQpJDMInwVvpRKMTBQpFc3NHS2Xq4PhULXa0Nz0VKnSQAZEiuIyAAJyXEnSbh9ZeHCDhkFCCFbovRcyMHOR50JKgQKRQgBCJBLee88BAYSQ1hoAGRgCs7VGDTKET3YiBiIphHbWIRJJQkIUNBhtDojMgCRJBJ9lQSitEhII6BkI2OsohkDeBWeNkirt9IUphWxrdQibjdnpVptk5KwFAAQkQUIKBgRAZgL2xhSFWfydd616unbtmc+yxkTsZ3qm3VWSvBwbGj98eGqqtXPDmk3e+n379jVq9UMHDm876+yHdjwwn89Ntad++a3XvPfD//u6V127MDs/vmTF0ekDm1efsXn96XPt+bsf+ufZdFGXIuBI+MaGiYt8OzacG9fXJVGr12KMoO8dQrNZEchRJEBinCRILOWgX5EnRiEQBBGBVgTBAgM6D4jkg8+NLxw7wExnC/nmVWdm851DB3bbbui1s3ZhY+kyl6soSYuOygS2orvvuitWUTfPpdYQY1SVDlOuFi7Ou3Hr87dcv37llvGNo7fffmf+sDn7zDOXr1thMhMc3/fAPc36sI61tXZuYXZkZGR+fgGI4zjikNsQZjstX2WOi4V8z+2PfMElh4VKsSt925UpASH7xkHhSYIS0qF3RZYjR1oncZxZP7u4IAM3qjUSMrdeOqclMbvgKYAkUNbYtJ075+HYDmr13h85cuTBBx/cunXroKj+BK0nOslJTvLfkE2n1H773euieleXhKCEAzpXxFHsvel0FwKyoCh48A6KPDfGeheajYm56dngMUt71hQ6TjrtWeuckHFgRkLAICMB4ASIAN4GyyEAE3AQUvkQpIyYgQM6awDYOeuZSQqpJCIzeABgz84aBIAQAACQB1EdAEAgIsUgjDGIqKJB0TUCMCIBQPDeOg9IiNK5gCicC96xQBlHVSn1oLAfEJk1QQKuxN0l2qyvlMcFUHDWmSLtd7UueetIUJ4VRERERZE3m8uuflH91LOGns5te2ZjOnlvccFyv9Xv9XryiV3z0senbt40tzgzvzi7bsMaENjutB7a/ohS8YUXXJBl7n3v/czrX/+KL37pC0ksI0GRVFTIh+/cdc6mbdvWX37exis2Lt02Ud9YpbHx6oqKKzV8aRSr9VCGTqhBpambZZGQJ0EUlaIkiQWRM9bbIEgwIzMQCZLCBAeCgIlYixCrIlZprLqJ6ERhzhbTRW+y6E6ZejJaLtfm261W3kt9v50tpq7TyVqLndnpuanvfOfb09NTJi+0K9VKQyEOabWTj7R2pdsP231imH7yBVc0l1XvfuiOLWduvuCSbY/u3rV89fL9B/dvPWXDxIoJkpQVmQe/as2quYW5VWtXJuXEs49Q1stDWFJZqf3g3Ne+vv2v8mQvyowLcj0RczWJpCfXL6DTd94ZIpCIgtmlaWt2vt/ulEuVZnM4KZWD88aFwtjCFs5bQM8QgEGTFqy95WMcGRrkyO644w5mfuELX3gyR3aSk5zkxAIRznt2/a1/xH/2m1OVpBpY9/P+/PykjpKAaKwNuddxOfiCg4zjxBgXRaJaHzFFVmk0TJFHcYRYK9IcUGqdpFlXl0rVRqM1OwtADqy33jrnnTN5TuR1UiIiDmCtIcGBmRmD8044AiBCQJBKBEc2NyhkYA7B+wAhDHoQAwM7Z4BtCEzISispVGAPgIMpDd4H5zIlE6kiZ60xhjloqYiigaQ6T9PgPACwCERAMiPJ3fZCnraVUgwYfEAkRAree+eCF4jgvLHW9rq9n7tu9dO5Z894sjyvlpuVaplDnHdAJUoC73xs98oVq4Lxi4tTSbLkiquvfmzP/bMLc+O48uoXPSdqFJ/89JcuvPjZtVr0+J5Hl45PHDk8ddGF5//T525+/gt+8vY7zerla4si5A3VpIahIievSpEjqNTKQkIci1JZCw1RSSEjBwCiJK4QYbBBq5h94CKEEITXLmeXscuMyVzeNWm7n7XTbqfT6bXSXp6nRV50CtcyQedG9Io0DwUXmSASxK2037L5mo3rr7ziqvGl45RUhKae6+4/uvvBR+9b6EwhHXpo78Pr15yycc225uahFneWlJatWLfywOEDp5y+5eFHHqpWas2RoW6r12n1KpVkdKwBwpaqpbmZBSizaGQ7Dt3zwMGbUrkfK61ANmKNNgm2pGIFhMJayAoXQGotBFOCec+ZDEMKgC5yWamecCzZuaxTsHMe2AJooRAIGKWkpKSQaJBxPmbO0KCo/oYbbqhUKpdcckkURSfDQic5yUlOLBDhwksb7/iQ/pNf39dpA/t4aKjhuZfPdSXJ6lBVynhubgpA5HkeRTo3i1rpXua8HXgLKQltjUPKVaTzhV4UlVKQwIyCIdgo1uAcsCRSzuYkZSQjYHZ5LnUERFLpIi2Yg9YakYjIGEtSc8gDO0b2gYUbSGYHJjOzZ/QBQhKXhQCgQADsAwfMszywJRIMzgdvi4IDaBUzQ5amwZP3zrjUeyckWOgHISOUNi+USgqTWV8QJ8iQ9TvNkaW9tJsXnhEFaXDK5bYoOj5YgOjp3bVnMs67PA/WZMAFBSlVKU5q66sbZo7M9Rbzxohe7C5MT89c9dNnTs/P3HH/zlaoPfuq9de++qc+/onPNXcN/ewrrrzr/rtULB544KHn/dSzv3bDN154zRUf/fAnLjjnUrain+bdTlqrlhF8UkqiSAnNcVmpRKpIKC1JEAlERGYGh8TSFt5bb401ubEpF7kzqcs6ucu8zZ0rLDG4Qmqso44jKGIpUoOc+ViYDHMPmQcHQXmPzot1qzZsWrmlURsuVUbUUOIxxFxZsWr1qVvOnmlN7Tm0p1d0PaS7Z+6ngOTVxPDyRrJkeGUzwXpmClTasGmO1Jjd0fkj9ebQQrslhBQltwhH9+x4ZOfRu7C+GGhBkdUQSSvREpFiJBcwGK9dQAHBCdBGRNJk5JkIFBjIFvuBQqmZcCyoC4SIREiShGYO3roQLAkBgy/nWDlDg+Gs/X7/hhtuOPXUU0ul0iBHdjIyBAD1shquxvumu8z/8cFPF7ESy0dLT0z1wjPZyu/BxHDJhTC9mD/dhvzAIMLapdW5Tt7u26fFgFiL5SMn6r7/mECE084pve3PV7/zzfv77dBpZQKpUh71BudnJqWKESJmb0yqBCFGKHFopDm3OJWUS96FKBJDo2Pzc5ORjqSiEByDRQVQkAfb7c4TNONa1RrggN5ZxyiUCt6H4IkEAdrgARTRQO5DgT2CRCJvLDMAs/feu/CUvUDIHABR6whBAAOSIILcFIEDD/JlTN46ACFIee+tsdZaBAJARIgS5YPVkVJaIrB31jsmlCYUigVDQEHeW5Pn1ubGucDW2kwnykFLiKdzs575KKUr5UqkE5M7jcpbnpubi0iPjy+1ZZ5dOMouY0uf//S3r/m5i6Qn6VVnLrv1ttt+/mU//94PfLS1kFar5cLk1Vrt+n/8yvLly774j9/4ycuff2D37P49s0P1peVyg0OmY6WUqFQTqVFpIQQKkoQCAb317Lx3bDJnjTOps7kvMmtzxxas8RxYizhWkk2amsJkmSmMtzZPe6bIXOjb0HcuZ1OQs4JDAFEvN5bWx0WIWlP5XL1fKY/bkmARorKSmkIRqqV6Uq6uXr25VE5mFmfm56f27N3Rak1+565bXY618orLLrqmvKpZUc3+Yr9f5C7JnctDXHb90M6mHtx+87zbl9NCUG3vukI7hZHmMhbC5yggBOYszU2WAXhJggKCJxEhafbCk1KE0gfhUu8TryLSkS60CYGBEFEwcHDMjiHwU1qhYxkZuuuuu9I0vfjii7XWJ2KObMuK+osvWlVO1Mxi9qlvPzHbPjY319ddtfHZp469+SP3PHG0+6OvNjFc+vnL1jarUbtffO6fD+6Z7PzoawLA5WeOv+65G//wHx6+Z9fcMVnwe3HuxuHnnLoUEZzn/dO9b9w/mRbuR1zzD649Swq69t23HhMLvw8/de7E1pUNBjA2PHaofeMDkz/igqVI/vnrzp1p5a9/3+3HxMLvz5qllZ951qrhWtTN7D/deejRA60rz1r22qs2vPPvH7p39/xxMOBEARHOOLf89vevfsev75/en2pR0SoO5OuNscWFueCdjsv12tKZoweGx0acz4qQ1hvNxbmFar1ZmL6UJaUiQozi2LvcuSiKY2czCIGA+r2OiCMEcLkVUpEWwIxIzhoMAlHCd1UHiCSFIJLBMzA6a4JxoKR3zjuH3w29c4DAHoCFlAzIPghAZ23wDpiRBJEIznMArSMAKkzm8gKJokgDMpEQAhMdIYL3hQ9ekLCFU0LHVHWeEbC/2EqSUvA2iiLrHDAHdkLDms263viv3/H8R6G12N79+B4lI4lSi0iikiBzzhZnWxVZRcHVajXtc9YPn/pfN285e22/VRzcM3/huRe964/f9xcf/LU/+ouPXvPiK+7Yfs/GDavGl64o0rBmxabHt08ONZZWK8Y5b41PYuXARgJDYO8YAFBIW3hTOOcdO7a5zTPjCkaHzkBwhCGWTITkXb/X6bRNL3jvnAVwUmEp0uxEpR5xMCEUmWnlTsddcNP9ftqXSgkvVEiWDa2WVJre2+u1nlizGSfWjXAgUVOevSDlg9Ey8j3RlEtHJsY3TGztprPfvPmGJ/bvne7t+9Cn/0CKZOXouqocy9JQFC2tM+/g0KHFzPSSRuaS+ZzbFPsAeYSxdIqN8h3yOYMsAIR1ObMnZAQkpGAhSKcjNDEjoJYROh3QQh4CglJSxSrt58577xxioMBsOVhHkTqWU+sHw1lvuukmRBwIhk644awXnzr269ds9YGPzPUvOmUsM/6vv/r4sVka/9XfH43Ny+vvuPYsQXhwprd23fBQNX7bx+89But+t0r3OGzYKy5bu2as6gILwksBXvLsVb/3qQefmPr33cRmRf/JL5xzZC59x6cf+v7LHp9z7bVXbRSEzrMUePmZ4y+7ZM3r33e7D/9+TOXsdcNvfN7G62878PX7/iOf6bgY/5Jnr3r5pWsFoQ8sCM/dMPKa99z25Ll5Qv1Ujw+IcMqZ5T/6q41/8GsHZw7K2aPTjK4+Ul0ytqzVmiOiftoeGhmbnZwsNyNdoizvI4heuxNVlC2KJCl1FmYhsKUi4gpJMUhrBfDEIut3pY5IiuCcc1YprbQuitxbM5izEbxGFN47BJRC2uAR0RbGW8/MCBx8eFKHwMCBC5cjCCQKIXCA4Kx11jvPAOjYemdzK0iHgEXW9c4ikJQSkQADSRFpRYKAgjdBR3HwgX0xCClJRCAGBESUUhVFZgsLrNJ+ysL95PNHTp4835+hZvOM089wRQAPWuisZyIdCxCjjSWzkx0W/X0Hnti0dcOKNStVFB2YffjRXfsf3qWbY2Mf+uD/+OKNd/zSr7zyk5/6/GmnrXcueuKJPffdvvMlL3xVOR4bagybpbnJnbdCSohihUDOcr+XFzZHRKWFlJKJRZDgiCBRACQosPHWZ2mv30mRWUihI0wqJRCM6EmwlADARKRjiRCsL4DHetlitzvsHwutJ7qxjkfKQxFEi0fbzWp50/pT53vtPQ/u7y50Vm1Y3lhaUzWBAElUEkzBMTF4i56TKKx4/uWv7+fto3MH/uqj75Gqv3/6NlfE3bZsNHRzqHBFWiimWPqSyWkxkPHBRkqTRfTS9dH1gYtQyJRQEiETAwTnGB0FAPZOSmWV88YF9gJIBEGeXWGClCRlYLau0F4he2c8m8AOQIfBJfgYOEODHJm19qtf/er69euXLl16IhbVv+ySNUT4Gx+754mjvVIkq8m/jAZbN14dqUV7Jrvz3WLwypJG3M1cbvwZa5rOh+0HWk8dPDFSWjFabvft44faxzz1cMVZ41rS+76446aHjmpJ40P/0iV5YqS0crR8cKZ/ZD4dvDJci6wNncxuXl6PtXhk/+JTt+3hWrRuvJobv+NAy32Pe/mPCQQEgLd97N4DM71XXb7umgtX/vT5y9/7hZ0AIAi3rmpoQY8ebOXGE+JoPR5rJAgwXIvmO09++StHyxMjpcWeefxw+zjndhChsP6lf3yLlvT2V565dWXjJ85YeuMDUwCgJZ22pmldePRAyweWApcOxUsayXgzecp4LWnLynqsxK4jncWeOZ6WLx8pveyStYH57Z94cPv+xVIsn7VlSW7+bUxu5LsnxsP7F5/6bsux3Ly83i/crsPtwcnSrOh149WFrjkmwc5nLIiwbrP67T9f9cdvac3OHE1KcWtuVpfiarVprSEiYFdrDnfaUySrwKLaqPZ7HXakdcTBV+r1NKW03cYYGHxgi4ABXACwmKFFFOSMHTw3CqmUjlzweZZGceK9Z2bvLaIgISRDgAAYRCSFVMF7wPDUBTYEsMZEcRkYIRCE4AYpACAAHxh8YTkwIxZpZouCSKhI6yhGYkCUUjMwERU2Dxy8c4zgwUZxxYUiMIog2Yfu4iJFGlAE7xGVd1lSd8++bNnTu0fPfObnFx99eGe1XEtkBIGc9dVSNdbJAsz3Tdex+4nnXnH77bdNT+6pNcobzmq+7qqX33jT/d+6+ba/+czDV7/gykcfObDt3HXWxvfe+8BrXv2yM9bP3vXPeyYmli1d0hwZTfbu2Z/oUe8gzz0QKgUAIlZ1JFBSArLSQrBmxH6v3+/3+922IEJgoagxFsdKMgQgjmKSESmFMhIkACRQJLI8V0qG4G2RV3ys58RINjHXna/pePParZBGIY3ylPbt3TM8Nr6sOZEu9vc8cmisM7pk9VBlOHHOB2mlABIBhIWgBSemR7aXlP2yt//aew4cevz6r3xkOpuJa+WOPdpQCoPJTKbKFceFBQcBJGoZInLSpKwsJCrJbe48OmIADgjBBwrEJoCQoXBCgIplbqxnC6AEI4fgnXfMQoqkFLlgBSKwIPYChRDE/skr3bGJDIUQdu/evXv37le84hWDOrITTj09aG//3HOXf+Sru9LCDXI3jbJ+x7VnrRwtA4APfMM9hz/29d2xFh9507P2TnVrJTVajwFg39HuWz56b2B+/y+dv2K0PFhwupX9xsfu7abHUgtS2AAAl56+9I6ds5nxMbdXswAAIABJREFUB2b6ABAp8fuvPHPzijoAMMD2fQv/85MPAsBfvuG8NHdp4dYsrQLA0cXsrR+7p5u5t7/yzDPWDA0upO2++c2/ue/oYnYMjfxP4gPfu2vumgtXjtRiADhlVeNtLzm1XtYAUFj/oS8/tmeq+2ev3QYASxrJx3/tot/75AMP71v88JsuHGs86QJOLaRv+ei9P3qW7YfAuHDLI0e3rmysGasCTD3//OXXXr5eSwKAdt/87ice2LKi/vrnbgKAa5616ppnrfrVD925ZUXjdc/dODjGB/7srfv+4Zb9x83g5523XAr80l2HH9m/CAD93P2bHJ8U9Oev27ZqyZPjpdp988b335EZf9U5y37xqo1KEgDceP/kB7/82MsvXfPii1ZLgQDwuVv3f+rbTxy3T3H8QYRNp8r/+b7GH7154477d1sHptXnQFGkozjpdheTcsnzSN7NKAJVorhUMqkDiTBwQwJ4doFZCoVEgslCjpAUWSZkxBxICZcZQCQkFcUEgT0jihBC8J5IPumSIjA7xqBiLSVZH+jJTkIAgEJIJE8IiAgMIQyuZhLBMsCgRE3IyOSFzW3wqOJooM6WkkgwKRBCOlcgCh2Vc9MdZMGiJJaSrPWAXmjlg9dCESrnsuAhoI2SfOWqk/PI/gMqpXKzPlSKkn6nL1EmOpmfXeAAgIzkfCh94YtfXLliw8qVlfIQrt008uiuHc3l9vmXXWXsZQenZ7/wpa/rxPXSWS35wx/9i3M3vaherbQXOr1uf25xf5wodl4orTQiqYFjPZjkKwQx+343zbotkxqGICU1RqtSshAgCKQUOpFCoookUmD0UhMSAIHUwlKQUEZEa432BE6rEi72FvbukROrVi5dtbQSj3bnba9l867r9BbToj+yZByVaE2nprCjK4bqo6WkKoIIFKFQFLwN3gNTJUIV4t5Mb3l900uf96sf+bsP5NCv1WUUCVfoWPgQnHOGA0shJRB6mXVdSF1FahGJOI45uMIa62zwThIREQcEEmyIFZIAEYHzRioJAR2DDcGxlVG5VCoZYxDQew+AWscSdBCMxzAy5L3/1re+BQBXX331oMPQiRUWAoAPfumxd1531pVnLTtv48hND0196qYnfODXXLl+xWj5d//2/r1T3V/56c1Xb5v4/G0HMuMBYN149Qt3HLxtx8zvveKMNUury4aTw3Ppd7ZP3/XYbDu1P/vsVc8/f8UpKxt3PjZ7DI38yt2HfuLM8dPXDP3Nr190+87ZD3/1cePCVWcv27yi/q7Pbb9n19yLL1r10kvWLBtKJhcyABhrJrc+Ov2hLz/+2qs3bF5ev2DzkhsfmHzoiYVPfmvvfKc4f/PoLz1v0wsuWPGRG3YdQyP/8zzvvOUA8PjhNgC86QVbXOBffO/tzoe/eN25P3/Zul/54J1/+tlHfvNnT5vv5O++/tE9U10A+NaDU7fvmOlm7tqfWHf5WeOrlpR3Hmoff8ulwJc8ezUA3LL9KAJce/n6Q7P9//dTD1QT9Z7Xn/fqK9a95x93DFWil1265sb7J7/10NTUQrakEb/rc9ufmOrGWnzgl8+/6pyJ4+kMLRsqAcCeye8ZyGHmh/ctvvcLO+Y6xZYVjd966WnP3Tbx+dsP/uzFq5WkV/7Zd4TAWkkDwFVnTxyc7f3W/7q/kshY/bdQz67dKK/7H/FH/mTT3NRsmrettSYrfA04QLfbEjKKItnuHQV0Smrg0GktJNWy1hFz4A4E67SOUTq0bDlLqMroBZF3HoIHKbx1HIHzjoEBwVkjZOQ9K6mNK7wPgAAMUiklJbMPIXAI/N1JrYg06IVd5HmQESIgAqMPzpIQgQGBnPE2N1JqGQsVRSpSgV0AhwDODTpiIwIwMzB79ihEYVIP1rFTEOdZr9oYAmRBipAc29x2z72o+vTuywmBNa5Ii7TdV6QYOJal4eHheq1hrc36KWGtMrRusT0Psr//wOSj++899fxVr3zNRV+75f4Htz/68usuH1t12fCS1UniAy/Oz8xzW0/tL6YnM5f7atLwDpkqUawCdPDJCnEIzhlnC1M4Z7QWJKFcE0mpgoJJsIpQKExKWkpy7JlYKFSRJgFEiAMtsvcJKRssg4/K5d7iwvTskf27d919++1pL1u6eiJZUqvUa5Vl2vS4N5f357POfG+htVitN5NSyXT8zP52v5sPLatVhhJJiF4SMaEjFYpgtYJIKXYw1lj/ip954z98+SNRFCqRSGlxbFh5qWfTIngvCFWQMgjvg0ABTMYUzrMNbD14BiGEUoIkekEALEIEhrHMMn7yx4UeAzIQETIEFkRCCGYOzACDGW8cAgMwHJOmi4PG0zfeeOPQ0NC2bdtO0F6Ljx1uv+Wj99yza65e1i961qr/5+dOA4DT1zbzwp2ysvGC81cIQilo4/L64Ph23/zvG/fsPtL58FcfB4DzNo0CwGdv3Z9E4tyNw4Mn6WblGEsLJxeyN/3VXTfePxlrefmZ44PAyU+es8x5Xj5cetGFKwfvu23jyFP/5SM37No92fnEN/cAwNaVdQD4x9sPOh/OXj+0pB4DQONYG/mf4Z3XnfXZ3770wi1L9k/3vnjHoeUjpbFmkubu8tOXXnXWsl5mh2uRC2Fw8zYu7DzUti4AwP/5zv5aSZ23cXigsxmqHu+aXq3Ep9568Wd+69LRenzf7rldRzqnrx3SkuY7xfO2LX/OKWPWh1NXN3u5G+QrZ9v5Y4faPvD9exZ2HmptWl47fU3TuKDkcXUjhEAAMM5/rwN84I9/fTcDnLtxZKQeAcDKJRUAGCT4fuulp60Zqx6a7QPAfLdYPVZ5y4tPGarop3Ky/7VBhAsujcfXmSUTo1EJhCIEMXd4hlgTRRDYe6NFFArwxsexCsEjonGWkWNZKfLMewtslVAMjtkH59l5AOtsLrQCScZa52wIAZEBAzC6wYN0IEQKgQN7IiQiGrT8cfhUaT0AeFOEwN55dh6ZET2DJxIQwFlf5MbkVpAiQUKTioAkIrGQpHQcRyVGdIERgJBJCGtyANZakyRFUUAPwCIioci6vJe2rXWqFF523bqndVtODJxzSJgkSbPZHFu6NIqjEMLi4qJ3rhQrrXl2Mo9Fs99N65WxM8/aUm3yhz/+T8aJK5+7jZQNVORmpih6iwvtVvvwQmfH8pVRvanzvIh13TutVNk7z8FZa9O0120vttsL3V7b+4LIC8lRzJWGjMqh1tSNkVK5HpcbsSgRxqCqsjxUKjcTXVYyURgrVgRCREkZWLCDIwcnr//s//nM3//d448+uOOhe8GmgPbA5KHh5aNQJRoWpWWlsY1jE5smJjaMj44PcXAmKxJZTkQ978DUwcWpI632QuYyJqfA6+CFFIlQcalaZRDewvLRNa98yWu1LydCrV87dMGF65pN6WwgYBGAAmJARSrRCSL2s6yXptYGZkASUkdCShIKmYBJYBQ8BhdIIEkM6C1YE6znIEggAnNABAYeNFR3zIWxWZ7zMZlaPxAMtdvt22677ZJLLonjWGuNiCdcZAgADsz0//AfHl43Xv3D684+d+PIaD1OtESETSuedIDu3TV3YKY3+PdTSpvB3SLWghA/8MvnLxsu7Tvao4Ee+cfwHcy28w9++bHP33bgT37hnNVjlXXj1XpZ/2sj798zv+Pgv2iYBts8qNxWkgjhndedvXVl48hcmhoHx0m8+2/5yt2Hj8ylM+1892THujAQP5VjOfgUc53i4Gz//68HEogfftOFI/V471RXCYSnw3jvwye+tTcr/NRiNijlG6pqAFjSiAeZo91HOv9u2vEFF6y49vL1uXEHZvqC0PrjKnfq9C0ALB8ufa8DIiX+9BfOWT1W2T/d62UWvnv2/v7fPXTt5WuvPHvi7a9sfvOByQ986bE//szDr75y/UVbx87dMPwP39n/mVv2Ha8P8XSiNb7i9ckfv2WRpGDuFtYIEbUXOioBFQkpo2qtcXRyL1GS+b6OdGtmutxsIFGpXm/NzZVlQ6ooeAAfPBQBrYy1t+wpc0Uh44jZWxOEkiSEt9ZSQUTeWxw8vAKHADbPdRQBADPQU1kyAO9McJ4jJhqInRGRCCAEn6VpcISIgEgktI6FZO9CCLnQFEcxCSqKlIOXQiIAAUjhIl0mKb13AkUvtGrxGAQOwXtvSTAEl+X5lc9tbNg4/HRuyQmC0oqJdSnObN7qdGrVupBCkOylfXahUpYE4fChOV2TKbbPfM7ZW85rpgY+/jc3Przj8Cmnr3W+308fI+pUynbZstK6LUux0Loku53ufEuzU+zbQgRj0HjD3iiFAAElBg4IXiLFJZXUlBZKKQlEXjArIOmjktRaBB/4yfEvQaBgYOftbbf9c9Ht3vvQPTNzkxecd/bVl154ePcTe3I31BilxXZnevbO79x2+nnnNpZUmBWVYlWJsGaTYcw7fnGuv9hfGI6HS6XIsUnn+j4reEhztQFSsFQkGSHzzsaRMCYUXVqC63763GumWjcuWaEOTvX2HFw0XghyANIZtIUDAyDCk3czJOsdEgqOwSNGXkXS5Ja9d8hIwmdeJ5ok5MoHNhyMZEKrAzmWg3Zf3gfPJD0xKPbODx4rjkGazHt/0003FUVx6aWXnqCCIQA4a93Qg3sXGGDvVLeX2VgLAF7oFiO16N3Xb0+Lf3mkTrQAgFIkqonqZvaFF64EgMcOti4+bcmy4dK7rt9+26Mz520c+e2XnX7MjTx1VWPHwXZgnlrMZlp5vawZ+NBMf9OK+l9+cUfn3+tVs6SR9I52Lz51DAAOz6VbVja2rmx8+e5DH/va7jVjlfe84bxjbuR/hjt2zv5r7e2gi8FcJ/83VWMDf0F+d0D35WeNj9TjgXjo4lPG3vLiU46bwU/hA3/j/v9LbbN3sgsAu460P/Tl/6v8cCCfH8TqAOClz1nT6ps3vv925/lTb734ONW/fZfbds48a+uS51+w4o7HZg/PpQBwxtrmriP/0pdhtB6tHqt84/7JD335MSK4/nd/YvB6Wri//uquv79l35/9wrYrzlr2N9/YM9cp3n39o5/41t73vuG8S04d+2/iDAHA1tNKw8sOpVklinsc2BnMOpnkCEEz8OLiXK05ujh3ZOmKldYYdoFdSKq1LMsc5yhAR0mvvQjMiBzJpOhnuqQjKtm+KXpWJQkzALIQ0ntHzubMUioSgkPwIQBw8PzkXDPg7/44AAADB2+cqkeChEDpnSMSiqLU9ZlJSk0orHFCEApgDlJKpSUSIqIx+aCcjYRkRh9MCBjHZedMlvUQsJaMCJYgOev3qvVGYVJjUqnoZa9ZdSI+8R5/lJLWul6/Vy1Xm0m5lJTZQ5EWgIKDyLK8OdRY6MxIHYHWN35j56f/8VB1NHpkx30rVo2cvW3z+HjNu8Vana2ZPXxk54Pbb9q/W52+4ZWValMImjwylRUyWBQCKIG4pGNCIO7nOQguVeJqraQSAQoBUGrNFEB4EYtKrcrsQvCMACQ8QwA5P7d48y3fnpqabC8scG6GRoe3XnTqOaefuv2ee6f2HVoyvHyh1ylVGrVqed++7fuPHnzdL73NB4XCysQllbJrqLRl40rUbRWt9lyJSs3mEElM06zL4Iqi3IhRO4AgBMVJZHLrMrQu2Lw1Mb62NnTpfY/eetcjOxyREF6CBK/zlMlyMEFoqFRr2WKmZG10ZChPZdZPmTM2DMpEqkMu6bsCvCHB1hVCSJTMhoJLghcmeB8KlWilBAciAJJSILBnreXgweJHdYZCCM65b3zjG0KIyy+/XGstTswmXL/+olOywk238pFaNFKPv/nA5Gy7+NaDU6+6fN27XnvuzsOtRMvxoeTNH7lncHykxEfedOH+mf6WFXUAeORAa7yZMMCLLly5cVntsjPGfxxGXnfl+pFadGQ+LcdqzVjl8cPtJ6Z6n/nOvt9/1VnvfcP5D+6dF4QrRstv/ug9T4VV/vS15+w50l0/UQWAOx+b7WUuMJ+7YcTYcMGW0R+HkT8Eiz1z9+Oz520a/aNXn314Lm1WtCT8/U8/lOaOmYeq0R9ce9Ynvrl395EOAPz8ZWu3behccdaP5Rv+ITg422/3zZVnTzQrUbtvRuvx7snOp256YpBUeu62iVNXNf7yCzsmF9I1Y5Xrrli/bCipJKqXH1fd9+07Zu4/c/7sdcN/8brzphbSWIuxZvKG99/x1AG5DQCwbcPwyy9dc8WZy566y733jeftP9rr5a5R0Ufm09z4D/zy+Y8dajNApMV/kzTZgCima3957DdevVvpILVgdjKyHGSRZXGpLEnlWV6uNOZnjpYrNRlFRZ4WRR7HJWAMPhBKQUogMhXoJAowWY7CMwT27A0hSRCCiZGENUZFxMzOWWAgoQIDogAgIZQg8a/ipsyBSUiltBDSs0dEQrLWOesIFDO4YFFgUioF9sF7RCIppSBjcucNCUFCAqCzgYRMlPLoLDtrCyR2WYFSBedUok2R1+siBNh8evW8Zz1Trh7PcNI0q9frWumsn2X9PO3nwUIpSpQSWkfW+k4vK5cbAeDQoYMvvPTysbWnn3Zeyf1/7J13gF1Xde7XbqfdPnd6V++yZMlq2MLGMnEBGRdaQnuA6T0EQhrJCymE8EISuqnGBoNNda/IclPvdUYzoymafvs9dbf3x5WFLGwSbNlg0O+vq3Ov7tln7zNn1uy11veRjUcODxcKU08++WBne3rb9rtsp3zRRQtXrlpcl/G9wqTBGscnc7MWtvX3DBLTzmTiIQqpBsU1BWRalDqGFSOcCIKxyQypQVCNqAZDEotUPdc2E8ygoFE+X9i1c8/+ffuVlHEnlk22rl+7YWZzF0YItJoYGs6f4AaqB6KZATGb5nO5tZes/tnd99x3/12v3ngd5z4CjhnBGJhlGzHTiNFY2ijkS1O5qfr6lrp0mxeWPdcX2k9mHC0RYQbCSGOEDc3ifgRFn1OGlvYd3qf8tkiPsZiVMVPSN7HEQcAtQ5sG5QFbt+rSi9e/0vWKA3355oYZo6ND6Xpr8MRBjcLDR3uDYCIQRQIB1gGlwBjRFJCkWmEhPd+PmNSxWAw0kkIRAgYmiGJCCH7+dhxa61rB0KZNm84777y6urqXYlN9jc//5OCVF7R1NsSmS+FPHh/cfGACAH76xFCuEl62vHVxV6ZQDTfvnzj1+ZIbfX/TwNVrOvYPFL71QC8XamjK/epdR/9kReuCztTnf3LgT85vOzHtAcDh4ZJlkNLZaKX+yp1HN67pmN2arPjRdx88VhOw2Xe88I8/2PuqVe0Lu9IVT+zqy52eYPraXUevWtXeP1a59ZGB4xNVAPjsjw5c+7LO5bPqfrh5YGl3ptaSNjTl7jqWG3vh28q2Hp3KlcOyd+Zs/MfPDl11Qfu6BY1LujNjee+BPWMA4IXiH3+w77UXddkmmSz5JZd/497eDctb5rYlP/ODfVev6ZgoBgCw61juxck5PbJ/3HimWp8Pf23bay/sXjoj01rnHJ+s1Krmh6bcr9/Tc+myZi5V2eOfu/3A2zbMXjE7u7sv/x8/PXjB3HoA4FLt7M0NTVVf6JFrDf9y6/6XL2lav6S5LmEMT7nfefDYRMGvrft43psuBf/+4wNXr+lcPa/hm/f1vHxp88HBIgDctW3ksuWtlkF+uW/8h48MKK0f2jN20eImgtHPnhj6yRNDL/TIf684b0U6kUZuVVNkKaIRjRiL+1VPg7bsGNVaIyGE5JxTw4IoEkJgggihoJVlx8v5SYR0rXBBSUAUSxUK4JQwxUMAhTHBhGBCpNKEIABEMOGca5AAGrRGgDBmhFBE8VM1Q0hEotYFFIURYwbBRHARhSHGTEoFCCmpTMvWoJWUCBOMqVYQyVBrSamBMZZSIo0RUMu0AUkMIuIhIcRyHO65oJVU0jFtTIwo5CLSmvDfTX79JYhlmWEY+K6fiCWsuIWBGdQMXN91A6FpFHGFokK5hG2ju2vBIw/vwFv17T93W2c7K1cuYhQdObw3lVj01re8bWqqd2T4yNBQj2M1tXXQkZHHT+T3CjLDthZYZsZOUoI0r3IIgVKDMVNiqRECiqllKgROwg4hoqaouMWoyC0zPTpWDauejLhp2C0NXXM3LqpWqjHbAaUFl34FeBBOj0wwIBevvurxLZtD7cXitKEuS/XssRFv48ZrDvbtfXLbT1evuRhrE2kKVAfAzTTF1CIVoFaqlA9yhZwXhOlG22BGyN1yrurEMoIZikpNsdBlNxjBhhf6sdyYWtB1VdRj+0XDYkZH64zOxV3cS5Tzfm//E0KVrrri9Ql7xoP3bFm6ZMmiWQsP7h/qaFtQKI/Pbb+oVPFXXn/tZHF03+FtfSf2Tpf6kALKADGOcaCFQhqoQQCAcwEKuB9qqh3TZgYFfLKq5yzsDO3Zs2d0dPT6669/SZuz7u3P7+3Pn3FQab1p3/imfeO//nml4b6dJ+7beeL0g6cf2dtfqL24a9vIXdtGzsog+8crX/jZoTMOag07e3M7n0VBeMuRqQf3jJ1+ZOvRqa1HT/a4PbLvZHi3b6Cwb6BwVgb5m/nBpmfOqvihvP2xwdsfGzzj+K5juV3HfnVpd24bvnPbcO31qdKoL95x5AUY6TNQ00P6dYrV6MZ7n6Ej7+7tI3dvP7n0fiT/7fYDp956ZP8EAERc/eMP/gc9ybMFl+rBPWNn3Ax7+vN7nrrtHzs4+djBydrrJw6fvEPu3zV6Rlrwp08M/fSPLAY6BTMgntahb/KqpswxrCioVjBjoAAAKDOCkFPmREJgpqlhhL5rOXbMSfLIB0oUkhhhrlyKbARSc2U6Dg9zhpVAgCJXgFCSSMfx3v/3N3fOmP742z+NEdVKA8JScCUhDANMKACA/FVNolKaMBNpJIUwsCGV4FGolQYlESDQyLISzKBKRoA0owbGVIQ+pgQQrm8Y/ZsvfOCH33zfo/e/nGJbSeU4DiAdhlXDsCxHV1AVMADHkRs6Dvier0HZyfB3twgvMbTWAJoLnsvnGDYsw5FcWcy2LFuFUmOeL0xZSYfFMCLy/POW7z60rz7bPj018M1v3PTqq1/27ve8BUGwefOjM7s7Zs1aF7PRE48/uWP7F2ctyK66qMEv5/sO71w4p9mthE7GpIxxLLREkYyMJMWACDY4F8zGAXKdrHPnnXfkJ6cz8fr2lnnZTHtQlJZhSYFAa6V1DMUHDg8mYomYE7McNtp/QgcoCPng0Z6G7IzhqX5KjWo55J6KpdJdLYtDXZmc6h+f7O5oXSg4kUhYKSeohCxJE8xkBiImDauoXKrkC8VsJhWPpaMIVcocm5I4olKZcKt5g0iiHC1iNo3Xxe0Na65jsavdoFxfl1RSQzLmJVzfz8+a25TNtE2NV6/Y8LqH73281KwUj44e2r1wwfIjR/tmzO48vKc3HU/PqVuxqHt5RIqP73posjSIaUWgUKEAC2ZhqjVSUmippZA+D0AAF9KKnezCeb47Q5zzO+64AwAuueSSl3QwdI5znOMcvxmEkAhcbxo0E+WwbKIsQoJQxAwmZRh5PmaUIiMKK2aKIS0iACkUAdMLCykaR4AIQmUoOrieANEEhdJ1rAzCTGuhqKBm4eP/cvs1b34knvS2P7ZIaQGAlZKUYkyQ1lKrmgpLqLVAtR1graWIDBLHgBkzueY8jAihgLHSSiFFKGUGFTJUSpqWhQmOZEgQxgQDFkJXZs4//KnPffANN8z50bfet33zNQgZGpFEos1SVYKmJ4ZHRCQ1ECUNjTQ1GML8wku6ftdL8ZIhDMPx8fG6TDaZTMWdhBKgBDDMAj8qTlecZDyRbGjuaJ+sTAoQR44d7J6XYiltisyb3vaxyYnesdExpcNFi5YhrI71HxsaONDUZF562SLThsc278KQKFWlgK64vZIRohkWyKt4FY68xoYsoso0GDW0p0q5/MSWXz4eeVHGaVw0ewUWdmWqmjEzgRcQSigmRDDbsJbPX9bT0z8yPs5Yvj6e5TzKucWY0zgxOd7RMW88N1Kfii24YOHjT+7ilfgFi191ongg9Ku5wkg63U4x4Zwzm6lQYo1szDAVgEXKcHzXLxYDrux4PG4ZUbE6Vp0eV6hqoVicNDOc1DFmgXDMKIxM0FIpIl0zN+XbCVXXmLhg5UWEQM+RY6+6/Ppvf+3+So5rIbq646+85IKHH9hfnqjIZtGSbhvu6c9k0oGr4k2tb7jqQ4cH9zy6/c4yB6w90KCUxAgQ0VJzxEBxFQgeSs4hOgtGrbWCoc2bN7e2ti5cuLCWIztLt9DvLwGXn/jmjmczYfj94dPf221Qcnrp9znOcY7nAyHQMZNMDXJs2iZzTGKVCyIMAttJWTFnetJXUiFQSoFbKhu2aRhOELhag5QcQCOETMupuBpjzEXIiOGHZdOICR4k0+7ffuG2ja9/xImf3HRRiodBybKzhFKpuNZQK0xACEkhtNIIEQBQSgFowzYwolopzgNQgDCARkhjSnAslpSCa6UpxhiDUgJhwAgJEWAipTrpwDhjbu8n//WjwwNf/vnN73ty0+sN07RZzDBg0CGVis+wzYUrROi5ZYLVZVd1/q6W4CWH1rqjo0NJnS/kZaQpMUHhQESBF9bVZblWgRBH+noqvDz/gpnnrWvd07O/uyG7auHyPXu3nLd0fs+RiTVrVt1z7x29xw6uvWhlc1t7e7vFzOCh+x9aveqSnTu3bnjlmp1btoOPZi9YWJds8HyPhz4n1eOTE5lM+sChXUd6DpXVlNUMOAFUxrs65qmqbRsJwsLiVKmtuTWXy5mOOXL8hNaAgabTdVNjBV+47rhfn6yXEpddt+LKDpqpj6OwWjFxctG8JYjHxvq5lZ7lxNwoLLv+pGHEKXFAK0SwxhIYEAszAZgQhlOuLyu+HyJP0qIrxjWEjBiGSugoFQpHCUmIJISDFiazPaFlqDEYufwJbep4vC701do1F2365aOjI0PLli5cvea8umT8oXu2Sq4vv3TREdukAAAgAElEQVTD9JS7b/8uKiR2oLWt3Quivj3jltP6ssXXHunbnssPuaIQRhVqaTcsGCa2KNYKa4WVlFxxBQqej85QrWBoampq796969evr2ktvkQLhn4rtIaeE+W+Z7HT+v2hf7x6ZOTsW4Kc4xx/tCCEXvmaLjC0EKGBk6YFDU1NyVRdpTgdBC4zDVBaCTCtGA85QoQxk1BmmJaMIiXCmhweBoY0ZsAs2yFAYonSZ75y46MD73/DO+4/FQkBgAYlVSgiX0rBw4BHPoAGUEJyJTlmpPbnrFJSK8kYRVTVnFkpY4QamGCMMcFMKc2jECFABAseApIaIgU+IOkHruc/7TnWMaP3A3/70c9+62VrLvm6H05okAQTqrFWEgFwHmjEF6/KdnanXuypf8miQU9OTvq+X5fJci6EEEopjHE6lcZEEcK9IJdtNP/0rRuZE33nBz9Yv+G8V15xgWHqDZdeMjVZefihXf/0ma8oFX/Huz5UKLnrX7HxwKGJTZsOv+bat+4/dOCa69+weVPfvHmr7v/lbUJ5Li+DLaQdHB7Z9csdd33n1i9t272pWJn0ZTlCRUEqiKqkXY+jeGW0agicSWTGx6fb2zsrFbelpd124n4Qjk9Nt7R1dbXPmtk1t1T0QgGGna640q1AUCHaS2x/vOf4sbFtW7ZX8kF+Qo0eF24VCqXhMCwgHSBQlCIFWgIojKjFmImoJZ0kQWZQiIYKwbFQ52J2ImPPZqgBgCqt3Sio+lHAJSCstNYAYSRypZ6Se5wYMJUfaWjOjAzlH3tk6+q181919Tqv6n/ti79w81bSzt539137d+5oSjavXnlx3GnoOzIkQ9Sa6Rw9MlHoj7rjyza+7O2vueyGlNUVedSgMUyI4TArYZgJw045dsx6vjVDNXPWX/ziF0KIWjB0Lkd2jnOc4w+biy5t/Tc2YCcoUUzwwDCIRsq0rEq1aDKHGiwKfcEBE+y7ru3EHTsWhGVKaRRVAAHWiCCWyjQGZZFIlf/qC9+97k07CFW/fqIVawee6P8AQuiUnJauqUQDElyVK2BaIQAsXdlz5473pzOE0Kf+tD35X/QpdbmTffi/9mzWWmP8DF2N7V0D7/3Ep17zp1+6/eY37drazQxHRCpEVSOyAemLr2zH+Nxz/n8LRqShoYFHMp8vZNMNlJgiElrqXC4PQqXqGpLJNq7hi1//tt3sf+Y/P5xqZNiQDdm6gb7xz/3Ltz1XfOafP0wM/tBDj13/hqvf/+4P/tUnP2I7+qc/vm3Nqtc8cN+ha69535f++7uLlsyYM6fjoU2Pzl6ywHVz02IAJSokiPwoT5AhhKs0AmQAUKxtE5uU8dzkNDXjjLBND2/u7p7Rd+w4xrSlpRMTmp8ulKcqKlIEGbZFjw0OZVNNpWm/OdtQCsqtbZ35ytisrnQ8G5cYO9nOUtivmc5NT1atajbbpoQtgSANGoQEjQ2ited65RCXAJeVDG0aozpLeAOmke9VhIgAJI90tQSWYxQqJWIYWoeXXnU+s+Bjn/jEp/7qUwk78e2v//g9737X3Nmtjz2864G7dsbNlqHhE1KmL9vwciRhqH/y0Ue21jc2pFNNEyemB7dsNyxj1uwZxVKuPByguP3K9a+/Z9OtAZ6QqKiJIhQoIkgTpCjCz6+1vhYM3XfffYZhrFmz5o8kR3aOc5zjj5lUmr3hhq4ffqdXedOMGjwqmiZjhJjKLk3lTMdRQirQZiwWeBVCWBSGPIyYYXLlA1JKa6RZaTpv2sm5i4/OXTzyjJEQADAmsw3PvP0sBBAD1MmqbZnOVjIZIOQsa1c1t420dfRm6jonjgtCTSkjJxnzq+WLXtF0Nk/zh45lWlMT0yYz6+salNQE41BKSqyGhnqi1NBEzsW6WJ5efeX8K69fkcxaJoPHHuj96n/fYjjsy1/6zG0/e7i5kz25Zcc1r7rm7/78Hz/7T/910003z5vfnalbuGdPpZDLTk6HGy571Q9vvjeqTrrBxHCRHSvu863jxCAxafsF348qkkvtmtiKEZYgxJa8ZNo6IEkTWYPHjs/qnBv6wi3wwKsUxiqZZAoTqEvH/aqIPOVVoziO2WB6pRKuy2Tq06MTY3bM7Ds2iYbGE2mnwc+asfpscsaIu2+yOjxSHGlvXphgHaHHDYIJAUTpuOu58oRpVFEoTVGHg2aO4j6tGKY0DNuthEpGpYILOhP4AhsqFF4iK8cLY3ffc+e/ff5fi3n+wx/d8fFPfpBg+eUv3dSzbTqWQkte1jRvwQK/Emx6cBsJDRPQ0gXzxvNTJ46PIYrXLF979NjhiZGJOXNmay2owTj233D1DTf9/IvMIpEuAhcMcYS0YZ/013uOwVBNeDqKoh07dqxbty6VSr3Uc2QvX9K8fknTN+/rHX0BpFMck37kmoW9J8q3PXr8rH/56cQsevnKtof3jJ1hip6KGe971bzHD07WJANOZ838hg3LW77zwLGaFt8LzbuumNuQsv7jp4deCIPVBR2p6y/svm/XiW1Hp8/6l/9vuGx5qx+JUz1ZNWyTfmjj/IHx6o9+bfVNhv/i+sWjOf9b9/e+oANbPqvuVas6fvbkUM2o9deZ05p8w8UzfrCp/zf4l53ODZfPjdv0P356Zm/jHzwIoT97Z9u9Px4uesqrlqX0M9lGYrDQj+xYTCphOWYQct+rmrZdzE9YTgIAaYkkcESAUkP6QoLQCLZuXnTnBW+/fOPohz5174o1o2ecaPe25o++/RpQmJomolgpxT0fE8wsM3ArxKRvftfOd7xv2/5dLX/14escO8mYSdBTgrcIEMK+6yupLcc2DKqUrLl4ai00aC44AqRBZLIT37jtK2ecWin0ra+87Mfff3W1OLeQKzLLisKIAGGMZjpQ54zkizPVfxi4rssYQxhXPddiDiDAGIdhGOogFovZ6bTnlWZ1N736yhUdrc5QX/7GLz/Q35/r6Fr8xjddft892xbN79708OYrr7rib//6cze844MPPbjttde/+atf/fLll79ieHgSQ2Lblv1vecufHu/Pj1fHVdw7MLi1SiaRBUQxiBjlnEpcrQReEDAREyhSWsZiscirBF7ETLxw0fzJialq1W1ra0rE4xgTz3NLhUK1WgHNFCIIY0wJILBs2w8DZjFClWkTTyjQMgjdkRE/FH58OFY/I+1Y0cj07unpse6Wpa2Z+VEAQOR0YbBazSPqCxEyHROhyZRjxRIRr/AIFAesLYUjJ6NlFPou8vMyEMUtOx/LFYf+zw1vPD7Qe/jQ4Lvf98Y9W/tvu/nhCy+44OLL2m3HuWD1wl3bj259ZLAh0e4HpWLVnSrvoRak61KJVGL7tm2xhJN24kP9xy3TTCXS0uBeubJxw+t/dv9NyIxJWZWKAxI80FopeD47Q0qpxx57LJ/P/2H0kc1rS66Ynb390eOjz9yi/tuBAFbPbxjNeUNTLgDYBlk1t56RF3zn7JXLW9/8ilkNSeurdz9NDTlh09XzGiaLweYDEwmbLZ2R6R0tTxYDAOhqjK2cU3/n1pEXJxg6f3a2OWObDHtnozn3jHlurXNWzMkeHi79roKhd185jxK09eimmpNaDZvhtQsaEzarBUMr5mSFVDXlBUrwyjn1k43BCx0MdTTEVszJbj069WzBUFPGWjE7u2nf+P8yGFo+q+534mr3+0A6Y77zg7P+8/8OceEzw5iaHDaYQwgjhok1LedzxIpxESpXyIibZhwUZsTivIQwjUSYSbapCgjODYdQMB97cPbmh972iiun3vuxh1au6T91Ft9jxw41IG1Qg1HHUkr6lQqh1LCMoBoz4qxSjANA4BuDfc3xeJPJbKSBMRNjRChVUhXzeYPZZswyDFMrAVohQpQWQeBhxCjDQnqB/7SHklLo6/+17ns3rqtW2mw7o4Vg1PbCyLJigDgm+r1/vjiR/CNd9+cGoTSKIkJUKpkJ/QhpLxFPFQtV07azXa1jhw4YdtRa33nnzU/MWdjys19ssu26t7/lml9u/eXKlYkf/+SgZSxasmjdd79xb3PTTETR9HT1yKHJ7Vv7rrj8NW0t9v79h+fOW245dr46FZnp6WjQpy4nVQ2gBRFI+dLFAECRkEKC5Cqs+kUomxagZCzlV8JyftqyYnHHyU2VJsdLANq2HdOM2THITZcT8Wy1UvCjIJZMNzQ3RZGrQWjgrlvq7upobm/Kl6cFiKpbkSCDPEm0NFGdyLm9hwY2Hzi0pzk717adICoxI9JSoTCOIWuRTOTJiPEokoHrSS6EJtQOjBhSwC1Ny+7k4PD2Fed3zpy76tjAULmkXnP11b/46QMDPfnXvfHiZUvm9Oyq7Nx25NGHf2BRg2izUOq1TZJuygBCVa88OHjcjtmZdKZaLhWiyLGtqhuGZY4MFGt04jp1xbrrH9j8C660Rr7gLne5Es8jGKrlyG677TYAWLt2bU14+iUdDJ1dYhb9y9cteezgxL//+OCLed4Hdo+WfL6j5zeFAufNzHz8usU/eGTgD8BIoTbPjx6Y+PxPXtR5fjY+/+MDfiRPj4TOgBH8t288L1cO3/GFx1/MgZ3j7HLV61u/9IUDJDCl4KaVEqGvpTacuJRRPJny/YgIM+KeYZs88ghDWpo4tLTiSgdlt5o226VQQkiTJk3DlGDu3dF9w2sXLVp28D0fe/DCS2o/mBi0wXAKC5MiG1HgQDAgUAwjbJlxgmpOc9QgDQm7g2GDMGYYptaIRyLyXYOyZDKFEKKYaSQwRUrISEQmjjPLJAQhzC37pOCnEPibX95w042rysVkItacTqS4UFIgEYV1jVnLTFNDZ1vQtW+e+7ua85coSolkOokAu9UqAmLGrarrAijbcQ4fOYKIwDIqjYdh2PTjLX1mqvHDn7zy+z+/++03XLt9z9jb3nHt/r2HDuwbaG6YjSn9/H/c/P8+9xfvfsffrVi6fnKs2tCUSKezQgAClW1MCiZ8VBDUxQYgRQAIEMylJzhXwkBaxETEaDBVHIvTrkrBJ5QSxKQMx0YnAGGDGclUOp1JKynLleJ0frqxua2cD5lJEAHDMUtuKVOXODEy1NrcVKmW9+7dW67OqGvMYswM6mCCpeJRGRORDfweRcfzk31Vv9LWPtcytBJVqhopNDGZklKbFoRBJQp0FHLGENKYmabBHIKlq8aq4S4n2b995569+xpmzTnfsVM3fvX2pvruj37s7V61+MB9B7c/fnhWd9PiJd0GGDO7ugcHJiZGq+VqtermCcXpdAYTNDI4FHecbKrBoNR0jESqToB0/SovQkfjwrXLgke33qmwIpgrGSB4HgXUSinO+bZt22bNmtXd3f3SdeF4RhCCa9d1nTezDgD2DeR/8sSQUvqCufVr5jd8f1P/Wy6d1ZCydvflT+W8Xr6kad2CRtMgJTfSGh7cPXr5yjYAmNue+shrFv5iy1DNJxUh2LimY9W8+pLLv3FvT+G316T+yGsWFqvhdx7sA4ANy1qWzaq78d6eksvrEsY7/2Tu9p7pIyOllXOyw5PVsscB4IqVbWsXNIZcPrz3pNTevPbklRe0A8Da+Q0tGfubT21I1CWMj12zKJsyd/flb3+Bc3mnSDrsDS+f0dUU90Px0J6xJw9PAcCqufWr5zf8YFP/Wy6dlU1Zu/tytz86CAAIwRtfPmNOW1JI7QYCAGprAQDz2lMfec3Cn285qQQYs8gNl8+d0Rw/Nlr+zgPHzpYGwiVLm1fOra8tnGWQD21ccHCweNf2EQB4z1XzYib9z58fWjarLuKqJmO4al795SvaEIJTwuUEo/e/ej4AxG36kdcsPDhYqGkbIoDrL+w6f3a2WI2+cteRiv/COnVk4sbVazpntiQoRgMT1e9v6nef8gYxGf7QxgWtWad/vPKNe3trrYiZuPHGi2e21zvVQNyzfWR335napH+EUIr/5l+XfPIdvcxKUMLAVoHnlnI5J5EQUlsxx6tUVCQJpr5fNUwj4gEgTQnlPCKKaCyQUlEQUjOGwaCGY5CEQsGhPc47rp+xYPGRD/7l47YlEZigTAQ20hZllJlcRKEWBsHIMDIYGwCAgMScJkpSthHHjGJAfuBHvgw9cOL1tpmuuaEBAoS1okLLgJqGadsYIy6rlpkOA/btr7zytu9dnM+ZhhHLpNK2meWRYqZx4sRAtrFTM2mazKv6G68711H/W0Mpc11PSRVzEkrqYqlIsWGbTm56miJTRtg2MscPTyhNUnFn4fJ5E1OF0bGxpgbr61/72Vvf8gbHqR/oP5FpiDU1Jt781msP7BtPOukV519QLuZWrz0vnyvNnDnr0Uf3Lz9/8c7BLYgKQIGShNQ6FglCCAHRWkklZOi5tu1Humqn7Diyw5CGoQvYTWYwISzmOIC0H0yVKyXDMJpbm0FBEPqYkVgyVqqW2jubiIFjifhUrtjW0eokUsd6jyUm80AgFo9rUKmMgYGYVtp1IQC3vqU+YdvECABrrxhQKbNOiugYQCBVMD4+ZVsZEExTjalfKVcss8WtTnJ1vK6x2JlMLLc73KoppDcxGdgOwUZl+MTQTd/6UWd7xwf+4lXl6UqYd/Y8cWxT754okm7gG05EDOS7fsRD0zQy6QwCCL3QF55tWVUvUFhbMRN7xCuIxXNXHunfN17siRRYBqv1FjyXYKhWMDQyMtLX1/fe97631lT/EnWqf0Y+ds2iixY3PbB7lBH8plfMStjs2w8cm9kcv3hp86p59X4o6hLmws708YnK9p7c4q70R69Z9PCesXw1vHxF+3jBe+zgxMzmBAAkLDq3LRmzWC0YWtqdmd+eqvh8cVemOWP/+Y3bf9uBdTTE1i9p+skTQ2WPv/7lMxpSVt9Y5adPDK2YXb9uYeP9u040JK11Cxp3Hcv1jlbOm5F51xXzuFQnpt2/uG5x7RviNmvJ2ACQTZiMYOMpG9H3v2pBrhLUJcxFnenj45Udz6JnfRbBGH327SvSMfPu7SOLutKfuH7JZ27du7M3N7M5cfHS5tXz6r1Q1MYzOF7d3pv76DWL1i9uuv2x44s60xfMrT8yXDIoPjnPNp3bloyZJ2/mq9d0ljxuULywM40R+sZ9ZycDFXL5soWNY3nv5of71y1oWLewcfX8hrt3jGgNrzivZTzvCanXLWxUSn/z/t7upvgnr1+iQQ9NuR+8esHJS0ZoZksCACjBc9uSNXtaAKhLmK9fP6Ps8YWd6das89Gvb3tB9RBet37G6nn1u/vy6Ri7alV7a9b+h1tOqmC/58p5U6UgHTPmd6S01jfe20sw+o93rWIU37V9ZNXc+r/70/M++a2dpzu8/tHysotbFq85cWw/dqxE4Hp2PEkNlEzZY2NFAg5lOE5SQkVSKGWBllprTW2TC09pIaUwgHDgWDHBJaUmo6nQZyZ1OMX7d7L/c/WctrYqIaaWAEBEEGFCCGZSC8kVYQxjojQCAIwpM2yMDdBYcKWElFxjbDBmJRL1hFApIkAaIQxaScEtO0kJRUQjhCyS8MsdG1/21UIeCLUz6RSjMYwMhIgvKoJ7huUoULZlZ9KZ8ZFxxtjvetZfimjfd207jhAyTMNkdjbTUCm7OIhsYhYKPJKCKifdYFd4rrk+9ZNbH33Da18/3l9K4I7HHjrKDHNGR/fOfbve8Kevn875n/vH761eubaztfPnd+y8/E8ump6YTCdOuJVq+8w2y7I1KACNBMKYIC00poARj4RpMExNDVIjX1K3HBSM0OQ+ZpR0dnYCICm163kA4IchNUhdNhP6IvC5wVikdPeMjqncpGExO84cz04lsn3Hjtdl65adtyKIwnwxz0PV0tIslG+a2kOcEjNlt1GwY3aSYp6bmprsqe7btTnGmtacf0k60ehYsUQipZFyfZjOB9iYEHi4XHG6O2f/8vE7GtpKM2deJFVMRCQba1q9ZpnnsbET/le+cst73/32hvp0Jcd7jpaGew9QBDlvhAuPEIpEOm4mtK3T6bTv+5xz27IZM4iBU8mkZlgjaTpmJPnUaM4He8mSC7yDhUBprNzn3k2mtZZSfv/731dKrVu3zjTNP6QcWdyi6xY2Pnl48kt3HAGArsbY+iXN337gGAAQjB49MPH1e3oWdab/6W3nX7GyfXtP7tWrOwDgy3cdFVJduLBpuhzu6M0dGS7d/In1O4/lammybMIEgFwl/Mtv76x4/MYPr2vLOs9hbHv68rNaEitmZw8NFRtSFgCsmlv/0yeGrljZFkRyT39haXfm1Iffv3EBQvDJb+0YGK9ef2HXm14xCwB29ua+eX/vx69bfOf2kdPTZPfuOnHjPT2LutL/9Nbzr17b+SIEQ5csbW6pc754x+EHd48lbPa9v7how7KWmqkIweiR/RM33tuzuCv9mbeef/nK9p19+fWLmyo+v/nhfozg9r+55BdbhkamvU98c8fNn1i/ozdXS5M1pW0A2N2X+5cfHWjL2v/5ntWLutJna8DHxioAsG5B480P91+zrrM2TorxnLaEQfFtTzcSuXptJyHov35+5OG9Yxcuavz4dYsBgEv151/ffttfX1ysRu/70hYAiFkUAKRUb/t/j3uhuOUT67ub4jGLVX1+tob96/zwkYFv3NsjlcYY3fqX69vrY6fe2t47/dkfHbAM8v1Prr9qVcd3H+y76oL2dNz4+5v37OnP371t5Dt/fuHFS5rPBUMAQAi+6nXp/zw8XPW4RTPVQokrOTY67lYqTlM80oAxqVTyMbuOR4HUMtRuwohXIbJYTMkIsFJCIMPi3K9v6TCYoyVVUki/bBnNSFamxusoY1wqjaSWikc+j0IgCAHClGJMtFYAgBGmxLCZjRDlPNRKE2JqyW07xgzGeaCVxIAwwVJKxizTNAzT1KC0VlKKMIiFXrvJuONkKDMojUkZaiyYZfhBRYEOw0qmIYsQEYo3NJ+rFvqtCaMIYaS1ElK0NLVhoMVi3nMjw7CUEIYBpuEAwvFkrHgiPzFUyhh1LXb9Zz916+Lly1U1KKnpZJx1t7SG0+jgo5NH9oxeseHqlqb02NC0FkZbS3d3Z9fevcVKKXTDADDWilJqK8kVChGV2EBRJUAK2TQheQQoHDzRO2/REkubFjOnJ8rDg33JZCqRSEaRjkSkFGpt7eacM0aq5apUqlwuNzU1IiyFCIRUkQiFho7OjpGRkXK5lMqkoyAKQz/PaFtneykY8UkVamKfdtIibOrE2F0/uytBmy56+dpSrrx73wPnL70Y4w7HTkrFDRsjNwyjYRrfn0jGeo8e2nj1+YqN3Hf35koua8TAD+LFyr3Eiux4Yt7SuV/6+n8xyCRo3dR4fs3a5QM9R2J1mYTTWqkUyvmoIkoE47GxMSmVaVi+F0ZWxDBRWjPbtG2jnM8DRg0NDbF0PJ1wBqYPVaWWhBGDwHMOhjjnDzzwQCwWW7p06R9Yjmx2a4JgtHRm3dc/tA4A0nHj9EBvW880AEyXAwCoSxgA8OSRqdXzG66/sEtK5Vh0d9+zhhEj016uHALAaN6b0/pcOjK29Uxdd2HXsll1kVBCqi1HppbOqItbdGZL4tf9w2s7JWN5HwC2HJmqBUPPxvajtesKASBuPV/Huv8NtTDlTZfMet1FM2pHks6vHrXbe341nkzCUEoPjFdmNCcuX9G2qCuNEapVTD8jh4fLQqrpUggA9OwVrU+XwkI1zCRMk5GOhvgvtgxtXNM5ryN5zbouAKjZmp6iIWUCwIHjBQA49PS3fp2ix2u9dSGXMYuSF1jEBSF4+yvnzGpJ2CahGJ9+uicOTQFAEEmpNCaIErxiThYAPnT1AiFP7lbVJc0XdHgvIbpmQKIxn7Rap0e4AuLnOdgUk6Rb8QgzlEIGjfHIxQgoRkiBUhwjSQyIAl+qCECbhoWIZoaBMDEMm0ehE2so5acJSiHMBecAClEAjCQXSkhmmQq0llqImjQdYEIMwgAhwAghTAiTUgkh7Zgd8ZBHAcYYYSakNC2bMMIYIRRHkVBKKwlKEItlqU2URhhRJRCmVCFu2cbEaIVgJ5Wp0wr19/a2tZsXbaj7XU/5Sw/GmNbacZz6bKPS0nM9zmVTU0Ol4oY6MhxULk+m03VhFDXWZdypwOSZ73zhwXozUx0LpqOhpau6B3tGL7pw3jc+/0Bxwly77DKvGmx5Yo/vij3bD3pRyIiRSTcgTRBCQipimiHXGKQmvlKUmBgohKGPBUM48qMqAa9Yztclsp4fxuO2bTsAEAS+UtLz3Gy2LhQhwdit+KVisbWlq1JwheCmaRACCMm6bGbk+ITWur2jJZfLhaFrWjSeyBBKp3JT3PYmvQImDqPSsWD8RP8Tv9xjQkPIS48+fv+q81cpVBSQt+Nt1UoFtC2ExxIjpcKO5liZmWNLV7U8vOmedevXbLx+5f139imR3fiaqxuaZxAjZtsJy0yGHkBIBg4VHn9sy/DQpBswLsqVaglLk2Dq2A7B2LZtIWTgh57nSa1sZlfKXsa0eRDGbCuWiEeKTI1NW1rXZ5sruVHmGIg8p52hWo4sCIIjR45s2LAhHo+/1Jvqz4BLDQD7Bwq/stgM5RlZi9P/Wftdsm5hA0H4jq3Dd279nz1Z9bPW1/4P9JwoF6vRos50yOXItPfLfeMXLmpaM78BAB7cfWZrbg2Ka3vpZ67OM6/WiyhXXfvletf2kaMjpdqR6afSRr8azlMvEIKqLyoev+ZlXW7Av3b30acFf890MRrO8rUore/aNvKmV8xaPiujNdz26ODGNZ1/evHM7qZ4EMmS+7QKsJoGjGUQAPh9+9H41OuWdDcnbnrw2FjB//i1i05/Cz39hdKaSwUAP9x8fCx/csJr4fU5AMCy8b6+7yaMBUtm/Vm1EhhJpgkDFXleHgiKxxsMYnlhwTSI5KEWKvQrSnMAKZSvkZDAPa+sNSTiaWrabqmiqJWsc7yKB1wqpbGWCDAQQATLSChQhDAMwDmXUtSCIYSRUlIpSakBgLVGPOKYEMZMIQLGDMaMIPQQYKk0CDocCiQAACAASURBVEkpUkoJwZXUSoNpJpQUgBTSGgHTGsXjCcNOjk8NxmPJwNeJVLJa5iKEFavqLPsP54/eFw+tLcOixAiCyGAIKMokM74fAFaJhFOpuLPnzCgVS57vJ2KJ0eHRhobGulS9G1aUrErXLY2GxUmeoK1E9ekAUys2NVQYnzoxs21u34G8k5AqEq5bTrU2FNwpTIhUIcFSK6kRUwoowwQphBBSoALMIx+S5f78odZMN6Gmz6tRpESkMKZVz2OmYRgGViqKwmLJTaayE5NT8WTM9aq2YxgWq7rlZKKeMlqulCJh2U7McZxKtRwGUSptaRxGHIFkzEKpZKzvWN/gsb5qUNXYAENGEJaRu/LiCzNml1a2bZoRlxVveiy/beWa5OGDuzKZ9kD0vO6NL7v7zh3zFs5781v+ZO/eyVu+/99z5q81nfZC3puanrIMZ+Gc88YGS3VNLV6QTqVSBMTU6KTBLK8SeL6PEIo49z2vLlOXTjQpKU3GwoCXi0VqkHiyOV8om45JDOXlw9bUnIGxXhkrI/Rc7TiklPfcc0+1Wr3ssssMw3ipN9WfQe9oOYjknNbkRMHfN1AYnnIZ/U2z9NYNswHg508Of+/hvi2Hp2qeZX4kldbdjfH2+ljSOWuJdq1h57Hp+pS1fnHzsdHy8fEqALztstlS6nt2nDjjwydyLgC8ckVbd1P8I1cvPHW85lY2oyne1Rh7Ebr9n43a3s/s1kTvifK+gUKhGv2GXRxG8JIZmbIX3fxw362PDBwePhk/1eZ5RmO8vT6WOHvz/GxsOTIFAB949YJQyIrPj09UFnambYPeuW34DK+64xMVALh6bWdnY+yGK37VgCOUElI5JulsiLXXP5dU6fOnrSGWr4R3bR8ZzXlnzPnbXzlnTmvy0mUthOCpUhBx9ci+cQCY15Y8MlzaN1Co+PwP6Gf9+SKVKFX6BifuGZi6qWGGC4bvl70wciOpdYQjv4qpNOMs4AGmDAjHBGsNGLDSEVdVAAFSG8wkWEkeCSG1UAhQuqGRWhZgig0DIaqlFFGgRFQTlH7KhIPr2i2ntEYIE6KkxogihKLQtS0DQCopMTakUgRTwzQQaEywUkoIyTkXQiJgGEwuFCYWYIIQS6TSsXiamqxrRr0f5pQQbimYHp7kUYCNc5q6zwWtlWlarusCYCl1PBFXICpusa4h6/kuQigej2FMMTICnycSiWQqZpqmVETpaOmiRURawqN+WTRms2OjY63NzSLQhw/0zZ41d+JEbu6secMjJwhDmgovLCstkRZKB0pzpQgAIYRQQg1mGqZhMgsrkFCaDoYGp/oV0RpjRphJzaAaUmw0NjQTw6hWXSEExpQw5npuS1tTEHmGxSzHooyGUZDIxEzHSKXTFbdaLBdLpSKh2LIMx2G2GaOIZRLxPbt2Hdjfmy/52lDa9nEKjDpyZOSwk4kBtj1XV6tBuZIHUrLjwe69Oy5af/GhniMNDW0H9h7asGH1wLHj257cunx591/99XtLpdHG+vh1r33VBz/w3ne+852r1q66+rormY2yDXFm6Kam5tbmtjAMuIgAgW07WkN9tp4gEkVRtVKJgsg0WF1dxjTt8Ylpz49Mw4hZpk1sG6VTdnMUSvXcdIZqTfW33HILAJx33nl/YAVDABBx9f1N/W/bMPtrH1oXCWVQvKNn+tDQs2Y6vnFvz8euXfTuK+cyghFC06Xgozdur3h8cKI6oznxxfet/uxt+3tGzlqNxc7e3KXLWi2DbDs6nauEw1NuR0NsshgE0ZmGrJ//8aH/fM+qt1w66y2Xztrbnz/VMXRkuFR0o9XzG1bPb3j/l7acrYH9tmzvmX7i8OS6BY23fHK9VJoR/J0Hjj1b8osLdXi4uKAj/cGNC2otEruOTf/Trful0qfm+V9/tP+FHvNUKVBax21WU+b8zoN9f/9nyxCC+3eduS33k8eHVs9vuHRZy6XLWgYnq6c2vbSG+3aeuGpVx3+9d/XjBye/fNeRF3rMv84j+8avvKD9pj+/yGB4NO8n7JMPAaX0voHC5965EgC01v906z6l9ab9E69Y1vKKZS0Xn9eslKYE//uPD9QUqs4RBpHJaL46zRJjOLV34Zq1uzaPcB8YoqbJgqCccOp5oDBSCnNGWBR5CKGaPwZGVBFBKCWU1nqhEcZC8GphnBoMsEaISC61BqUEIkhrrUEJGSJMqMkwIUpJAACEDNNChCihMSaBXzUsixoEQBNKIh5hpJlh1E4rOOdcaCW11hgbCHAY+BHn1DAwZpZlm45lWrTsuZMnhj3P6+pYWM6VVSSV5uxcvdBzA+lccbq5qd0P/JbmZkrJVC7f3d09OZEjmNiWVXXdSsWNOQnBuWXFCvmKYToEmdOTE23tzYrrKJITY7nx0XzcTvQdP7bmFfPtfZblmCW3HE/G+kb7AuxldMz1S0B1bT+9Zt8LgCillNpaADURAKgoEjzQrDpaONbU2akwKAUMG45tE4sVSzkgKu5YDBukyhkjpkmF5FJFQkTMSNi2nc+VUsm6fCFX8QpNLXWxWLyQY5VqaSo/ZsYwWJZl2I9tvjtXHsaIKR1hUxMTETvSIEHIg727O+O0K7vcqwiPy6ETh89f07jlyXDn1r4rrrzyu9/6/pv+7B1jE4eWnreo58jkLTd/99rr3/Hud7/14U37/+HT/7e+rqulZUZ+Ms8DEXmQjjeNDk4OwUhLfbMUYJsxjKiSOgp5ISgZhmGbViKeBAVhyC1bJ5w4swwAOT017dRZSoOViqUTmXzFwOg5pclqTfUHDx5cunRpS0tLLUd21u+fF58fPz64rWd6YKIKAL/YMrz1yPTctiSjeKrkHx0pA8ADu8eOjJSODJcAIF+JPv293flqRAn60NUL/FD82b89qkF/4NXzL13W2lpnH/X4X35757KZdRihXX05LvXf3rS7+FQv/VfuPvqct4u2HZ3+25t2A+iDgyUA+Idb9rQ3xE79rj16ovT3t+zpGSkBwETRf/+XtiyZkSm50d6Bwry2ZK1iyQvFR762bWFnOojkaM47/bpyteuq/NY9//97Pnf7AcekJY8DwL/ddmB2S6KjMSaVPjHt9Y9XAOD+3aOHR4onx1MOP/293blKFLfZgo70A7tHv3THEYuRr35w7fmz61MxI18JT83z7r4co3j65nBosgoAfiT/+ru7fj1GfD6EXH34q9uyCXN4ygWAPX35v/vebq2hVp8EAP98675IKAAoutHHb9yxbFZdyOXuvnxHfeyUY+437z+2ozeXsNme/rwfyk9/b3fhqRTbP/9wn23QygtQPb1p3/jgpDswXgGAG+/pefzQZGPK6h0th1xmkxYA7O7L//0te/YfLzy8d6wuYe4/XjjV7PZ339szrz3Zlo0JqYam3MGJKgB8/icHf4fbir8nHO3pj6LQcWKNTXWYjg4P/6Rl7vLiaCo/VtSCU2KWqjmLJKQKmURR5BmEIlCYIYwwQloKKUEwB9LpOt8FFTc1zxuG5XkVBKClBoQRINCAENEQAIQKCFKUgIUQqz3BAaEoiiR3ERgYSBQGyUwaY4oIEMqiKCCkVmpNapauCCOtkVIKIc15wKMQQGklASONpBSSKxFxP/SAB0JyEVR9yojkMHt+4nc93y9JhJbMoblSvrt9hutWk8nEjBldhUIFQMeTsTDgmGDTZFEUBn5oGqbWWqnQIEYmlR0bzWmg2boMRlRESApR35AslgqEYMeypJAmsxmLGUlzePy41AFgqbTCGGsMoJHAmhCKqRWoSKiIYcV9QCkZyXxOHi/hScduxByDBIxQqZCLpe10XYpQWsqXY3G7XCqk0omqV4nFbcOknIeUEspw1a00NzdM53K5fA5A2XGjobk7CD2OAjOWvusXP6rwCkaYy5DaGkyObAw0AC2kjnKVE5ete21usOjxqOxNp7NOoTQ0f8GiY4cHBvqK11331u98+2fv/8g1IyPDr7xiyfYtY09s3rlgCfG9yrve+c4f3fpIqeBeeuklnc1tvUcnMrHmJx7ZNjo4OjY6HnoyZjFmMAQ47iSCwE8l0zyKPC8ghBiUVStuGER+6CWSMdMxKWZcC81VUA10iGolFb9dMFTrI+vt7R0bG7vhhhtONdW/IDfRi0uuEuYqvxJFnij6E8Wn1UbkK2H+qQ8IqfYOFACAUUwJJhi9enW71HrF7HqtoRZMhFxtPU0H+XTl3+FnL/79HxFKn/5V0+WwVmVcI+Rqz2kyMLlKuGnfeO31qdQSABSr0ROHJn/Ddb1w9I09TeD42Fjl2NOPPON40jEDABZ0pC5f2ZawWcymuXJYa7k6fZ5Drvb2n7x8rc8saj4rDE+5py/fvqdP1+mTXPH5o0+Zn9TivBpK6dOlek6f8P+l+vNzoOzxX80MwMHB4imRyqlSCABuIGrXsqf/GWSEjo6Ujz59d/OMdfzj5MkndmBEEiknlYkJpRNZr1Lcn2qfmUovHD0+pSLkJCyvOqVlCNikhil0QLTm3FdaSJAKBCWmkry5tXHg/7P35gF2VVXa91p7ONOdb41JZSYQIBCmAIIIpEVUoB1wAAVaBbVbRV+HF7TVthVUFHBGpHEEkXZsAdupcWAKQwIkIAlJCBkqQ1VquPM9w57W90fRfLwotIndCdj1++vUvbvuee6pXfeus/az19o0KTj3g4CAjFXGaBn6aacjfF9nMRggsATWugSth57vjHNT3kMCDjzwfGtlu1X3fIkASmekDQJyLrgQWmUEWggPEJ2zyBgAI0dpGnMhwiAPaIMgItRCiHp9a7lSvWftHb198xq1SWfAuDioJC9/9bx9fLmfn/QP9olAhrLAJe/vHdg+PGyULpUriMgY2TRrdyb7BivddtLTU+m0257nN+ptP/RzfqRRG+ecSyfGJ3wRzJldZEDtRkuCb1MbMG/livWT2fBBx81d8/gfgCtH2jrHOTdkGRJjyIQUIiSy1mmB5CxYlWHAEzd2/8Y7Ttn/tZm2TEvUkM9HvX1VENRN0manM3twVr1eK5Qq7XabCwxyQbfbLZZy1Up185btAwMz5s1fUKvVRnaNDg3NdESFUkmDx4MICJVKeeikx0EqjMAyBWiUTQI/cpjW2jvnzD/k8Q3bt49u+JsXL77tjtte89pljcns/pUj575p6fv+70U//NEP33L+K2qt9cced8iqB1q//+0dr3zV+V+75vsveMFJS49+4ZqHHv7KD745vGVs3owDFi08eL8F++tY1cYbOrMmVUobo03g+1u2bKmUy4hYzeUYYybJtNaDMwc8X7S6TZ4C87hR1iS2PdmxZvc9Q1PB0LXXXktES5cunS48rY27+Fv3r9gw8TeHzzjl8JkPb6l94Osrxv/ICDzNX0izq675+bpaW51+9KxjF/X+6v4d/+dfVqhnLvQ8zTR7gZFdNWXUAYsO9AIGmBhsJ3rzZPI75S9fctzMsMTr9TFrjAWNggMwAETuEJ2DjKPzIDAuczbjErVSWmdCSs+X1b5+4XlMMCAyShGQswbAOTAMGeMMHBmlnP3PrCcSOUy7XZ3GYZQDAOccQ+6ck56vdEroOJdERADOgTUOkRmjAZyUEpmT0mNcMA5CUqMxcffyXwWy5Imw2+0wxkHQRy57wcCMfWNxe77T299nwQKSF/jIYN78OeWe4tjkaJiT+VJQ7SvmS76jROtYSKdNQqSBlPTAUer7Mir4pZ7oyKMWS08izziRaqtSVM77UaVYXr9247z5C7qq2UhGmbSIwBl32jIAzoFzAObCMNLaGOssoXNgtCFnLGulfGTtyIr8TB6UeDNuIANyhiMIwYEwTbMsy5ChQ/JCP01TY4zKNEMvFxTGRibIYk+1P/BzzXYyMjYxumu82WxrpxPVsZQxz3oB+RESGovKOgqDkEuWUVLrjN276s4g7zrprhkz5pXLC3v75hjgbzz33b/69Yo/PLrx5GVn3nTT6lmDJ1lwR58wa8kRc6+66mtnn/2GsbHNH/uni4xi//zRDy5etGT20Py771qx/M57N27c1G53nQMpPIY8DCIp/aGh2cVC2Wg3UWskcVoo5YeGZtRqtVarlcvloijyhYeOKvkKaTf1r7TbmSGt9e23314ulxcuXDjVqf5/czAEABu2ty77wf+4W+V/OQTwqwd2/uqBP71jbppp9j5am42PbbKk+gdn1ZudOK5nifGEp1mrkd2zfc2DSw55Y5Crjm4at0jW6Fw4UO9u9AQjZizEhmIAyZCTcNo4QJZlKYICcMZkvi+d1dxjJiECi4gcJbmAoQ8oyVhnHcHUzQBORTYqixlyZw0gSi9QWQxIRJYxZIwplTlnGWPOWmSo9RPb8oEcEVmH1ugg73WT8UZ9kjIPuLXWCOcF+SDVqljdG+U2/kqhfC6sFqsMMYqiRrO2dXjz4UccOT4+nsZGICdwSul8ITA26+mt1Cfrns+lj1kGlszgjP5M11Y99FCnG+dzYaK6ld7yyI5xjhBGore3t5XWRrb/IeHjxA1ZB8Q4Z+DIkXHACNHzmGSkMiu5xzmgY0RIoDQb3959OBrzF1WXFnvyRb8oGNPKNGrNcqGoM1Uul8Jc1Oo2e/p6JybGgiBstTqFnNSpcdo1G20hmO8HxigNBhmgROuMYwZDx0IHAiwqAMUApfCF58g6B3aytuu1p12wc+uuoaHBeiNRKm+o3DuwUAalLcPpYUfOa6eK3Mwf/+jRs887Yduu1UcdP89S4corL7vwXR857NATfn7z72+96Z5ycSCJ7bKTXrz6/gfSOEmNkkxFnhd4HgBwjlpnFrHaUxZCeFK0O61mp1Esl73AZxyts1ppPwoKhULkB1PtOHYjMzSVFup2u9u2bXv1q18dhuFfjWFommmmmWa3UFpPTE7ky54VdekjQiClBJYw7hxpmWs9tOE7XnW0MjM30Dcn0U2dGiL0/EAnXQkSyWmIEUClXefIGANEjgwyFoY5xhkXzFmLAAjMgQYAAiJCAHTkyD0ZDJFVlgiMslJ6xigAIqAk7SIAOMcYaJUYnRqtsjQx2qRxqrLMGq1UqnSitXLWMMajXLHe2MHRq1Rm5PIFbZQxWmulsqS3b7q41B5Sq9UZk4V8IQiC0V2jWmfHHHd0O24wD/v6BxwwQpC+H4QhQ2w3m4LxYrGoVSY8xn3fAkVFf+foSKlUER4HsGEu7BvoS22Sq/g8dDHrbG89ZqKmg6lMIQNgjDEAh2gdGSnJ85hWaJxALp0FsBKILNW6Ysem+sOj3W2ttBWnqTUu7iQm09VKj1IKAJVSSZrGcWytBWRCeHGnKwVHdGncMTqTghcK+WqpWIiCMAi00iLAqOyzwBFXjjIE5wvGOQA5RAQgIbz77ls5vqt+zNLjGYaEIUAfwgxDuVNe8pof/2T56K7uy854pfB7bvze8kppCefBC0889J3vevNXr7pm29bR0087/bAlS53GndtHV6/6g+9FuSjveV4UhY5ckiRJkmRZprUmom63myRJu91mnPX19xmy3aTTaDWU0VxyLrlgMLNvgDMGuxsMOeduvfVWpdSpp576V9Cpfppppplmz0iTJFOtoVkzhfCUUn4Y+EEUhD1CVkvVai6Xd9B8dNN35h6sElsjtMY0fe4bbZXtMg4kEgSrTUJkBQMpOZA1qTOKjLaC+wx9RI7IAJgjB8QcAKBxLiZKjI7piS8/SNM07nQIIIjyfhAh8k5z0hnFBeumdZMoZ5EICAjQaROrrIVotE7ImTjrZLoFPOW+NrYxVh/rX5A/4oT5UTGXdjQYYY3tm0mHHtm/Ty/285hMZZWeSq1RH901prQWnhjdNSp8KaQcHdnlHAIxZOiFfpopAC49zzhrAKQfOGN37tgxNHOW7+f6Bvr7Bnq7WRqruFjNj9d3zd1vlshDMxunIFG87dABImOMMUZEAMQ4ABIX5PnMOkozZy2ojKwCJELMNG8kbHyksblnZgUFa7e7WZL6Mui0OvVGM5fPxXGXCI1zUvpaKSGE1iqfD6MoMFpppRHAmMw6TWgREbnjPkMPMpdYzJCTFEIgR2YBHFnotrqT4/VKaWDNI+uHhhZMTNTXrNnAsLh9W9LtSuaFhcKskZ16644tc/ebu2ssuev2YY7zrQuWvuCgZacc8fWvX3vb7+69+667EVmlUuVMTE7Wmq22EFwblc9Hfujl8mEQerl8yDkiEiIFoe/5IklSIXhff29PTw8AWWuAQZYllUpxqmr0bnuGTjnllN/85jdLliz569tUP80000zzZ7L20Q3W2nkL5nmeLOSLhUIhjKIkjmsTE5123G61GHJE+M3vrw8j5/mBBUWg0CMZCmTkyDg0jkxm4iSJEYjAcc7SrJukXWRcelIGwVQuiIMgIgfWWevIEnPAgMETJRCJIEsTz/Ots4g8STpaZaVSFQAZE9aRNdYobY3K0m7caRqXZaqbZu047VirjNEAxDir1caa9R2hH2x8dNPkyCQH6SAjZk49c4aQ0ysAewgFdmeyswVpwl3UW+qatFgudmqttJX5oWeMY8KTAaa6kyuUkHsy5OC76mBVBFTMRbabtnYpjxcV1TBnHFH/YI9mDZ7zW6ltp+0jjjjA2ZYwHhInRAvGkCHkwDwHHDkZJL+Qt06bJLUJOIVGGyKyljHjHJ8Y1etchZpZR6kULTHBIGIi9ApVj3u6VCiYhIr5qNOcJEVSegZ1safk5SPtiJGIwqhYifI9nhYspk4GHQvOoQWe8cCgAMeBkIGOqNHTGFaLFyze/NiOhQccUO2r3HPPXQM9s5O22Lltsrd3qF5LjjnmRY8/1tqwtrF9x9gpp5x57TW/2PK4ZSyfUe3Mc07629cva3RHFx8+y2Jj6/YNjXbNopMeQ2FFSMpqS5BlxiinEhP5uXKhPNjXb61WzkgZlMJc1m7WxiY590SIKO0jjz40MbkD92BrPWPM9/3999/f87wgCP6SNbKJiYnhVXeNP/7AHr/CHhA3RgGgvm3t3jzp7qLiVtqp3fmN9+xrIXtOtz7y8C+ukv7z03FJ7u7rLpr693h+YXWmk87zeub8mSSt8XT2y/ethq3D25RKfI/nokDw3NiuWpYa3w/zxXKWZt1OjMS0Ti1Lto/dVfQOT22GwjlUXKLRhgmAzPIAhZa7xka6Xcs410YxzgBQq5Qx5FIAA3KW0PphkMUAAGQt0VQVewIAcgRAXEghPSCmVBp3Wrl8ERC1yrhgxmhtjFKJsal12vMklxyRhCeN0dpoB9BqGy+UnW5z0YEHbly3rhLOZTZUSSoEk4F9yRnzpm9695haummSre4rLwzETB10BPB8Ph+3uwx4nCSVSjVJEqNTROymiQw97tlO3PUptFaXiyXr8kKA74l8MaetNpDlipJPwtwFc4ZHxnKlcHRixJP51GjOCQGAaCqAJkKc+glJeFJINJnWqebcs9aRI+CcrFMu4awxPLp2VuWQnArSTifMRakxxUJBZ8YZtAaNTVWgCoUoy1Lfi+KszT3s6fWts3GrI/2iJoMWw1K4+g+3a17X0ARBXHqMI4AFsMxK3XHdscSmoLrmoEWLt49sXf/Yhlwud8Shx41u76aZ8r3olz+/46yzXlssFx59dPu73/v2a756w6c+cfUH3vO+Sz7znoMO7VcufcvbXvnYIxO3//vqUrmw7MTTfv2L39nMJJ2OtalgXECWD4qe7wsuJRNE0Ol0jFFhPsyXclZTM24Y3TngoEN3deoKXLsz2ohHasNbtDawW8EQInLOc7ncVE7oL9xUXygUTjvlRa95zWv2+BX2gBtvvJGIzjnnnL150t3l3nvvvfXWW//pnz6yr4XsORdffPGb33zOwQcf/F8Pfe5xzjnnfO6Si4Ig2NdCdptt27Z98pOfvOqzz+OZ82fy05/+dJ93UFcqyxeCvv4exrHZaHjC05Ln816rkRjjenoGjVZR5Hc7jbixVblB4QUAzroMrCNCYw0BOZsAWM+TYejV4zYwYo6kFxnG0zRmbMrZCZZ0GrcRCDhYq4EYEk1lhggoi2M/qHDOhZCd1iQiQ4bOOWO1c6izVCulreKShYWS4NyY1JARMrCkpwxGyCBOmpONnaGRoagMr9vmsV5gXcftspf3veDE2fv2Uj+vSXBCV7dvSZp9optjYX9haPPWLb09ZaWSCD0hIQDRVrZa7QGrum2lLHLhOTe1eas9OFRud8e9ALUxKESQ842zXhApoxS0emeH92x4kAQBeQAK/qgH0ZRNx/Ol8EQSK2MsEYAj55AscgFcCrLZztqjc+YcYLLQOtRaGws6tVlsVKKjINdsdowWUa6Upg0hecQK3W4jVyoLQOHlumkcBAUvLyfikdXrbrf5CSfaQegx9JGQICWrKQ7iepJ1UZIf+oWf//uvPn7p//3pzT856UUn9JYWfe3ab/QN9KpUrVszEvj5445feuP1v5Ks0m6YwOs7/7yLr/jktz74kbcvPHAg0a2FC2d8e8tNO7ZOju5olvK9w2NbQs9nhMVcUaXGGI0EQITchkE+n+8hBvVGrZt1SuViVMp5XvT4yMaeoTlYDP8w/KASE1mS2N3dTTYVDDHGPM/D/2SPp4jv+729vcuWLdvjV9gD7rzzTiLayyfdXVqt1sqVK5/jIp+dXC53xBFHHH/88ftayJ6AiCeeeGIul/uvhz7HWLdunZTyeT1z/kxWrVrVav23VXXfM5DB4kMP5Bw6nS6wwBpknMuA9fT3ETF0bHJ8RKvMkdLYtmLYmf5cWJbcT5NmGPppO0PgyDRxm6TtMJzRxK5xBpBbpzOVKJ0BAufMWnRgkaEAD5x1TgkWWtJTgZIzNk3iKN9HYLudprOUz5eIrHPWWQIEa60DF+VzKEDKJ0peK1Kce8YozrkMmefxLO0YGw/NPPKB363wXC9wY60WPkfxP1iC9X8DxF3btZzHdnR2Hjj7GNuGaqXH2ISkDr0CWFevN5VxnViXe3rjeNI4FJ4Ic1L4FS+ASl+h0WyBEe046e3vjSJZxgAAIABJREFUYZ6UYb7Z6iwoBXmi7Y1VXdpqsM2FJHJTW7uJ6IkmvojEmEXyAhGGQdrUxkw16CWyiIw558AS2UYCO1pmtMhzFsH3xOjwrlKxHxwhaAAjuaxPpqVqSAiN9mSp0hNF1bF6x5ArlQpB1ZMFtnbLg79b/pNEjpBoy4gcGnAWHQcSTpFpWEy9kIfkMY7BK854xQ/+9eZyjz84s+exR9Ydf+yRD69fPjpSnzd7UX/fkKhDu2mGt4wM9Pd96xvfLER91eiAT3zo22edd/rJpxxxw/e+/+4L3/2DG2959KFNcaR8XzJwgotut+uLkDEQgjGOQoh2u9mJMZePypWy9Jj0uNGGSfQi0U66Xuhv3bk+KCbWyD1pxzEVABHRdNZ0mmmm+d8M4zhr9oAyKlcqqZR3rE6zbqZcnKXGJi5jaZZYpbPMKNVsmrV57uXD/p07N4dB3vOFgy4D4SghYMNb1/dVAqUza4yzGlEBABLpLGVSkooJLDlwQEiCIWPILD3ZVJl83xeSEVmVdnPFMjJmjdJphsiUyoxWMvAZF4B2agkFgRljrCUAkL4nBLNOd5N232D/2jUPkApkGErPpYok54ceVdqHF/mvAKOdENyQyxUZ+qqvUGlt6wRhYJSyZNrtdhD5fb19o6MjyJ3Id7VBP5SWmzDMCc9FpZxmhqXQSbLEJPke6Ue61CMs1jtux6bxVdqfBG7IeoKJqfgHwBERY0jkEAAYImIQ+YAtbbTOdJpwPx+A4NZqQgPMKJp4fPShIwbn2A4hskIYeT4AkVHEIoc8bdUmmF8tVook7M7Gtol2EyTKQI6MbFbY3jm5cXh8nZEjPEpZjlsmGJEgjRas4aYN1EUfQhDCkTd/7gHbtkxK4VvbESJb/dB/vO6sczZuWnHfXatmDsya2NVNYjln6KC7fv/AgjkHPNrZVC6WN2ejs/qW/OT6O8rhzL7C/v/6vR8efMDh4ztarVq3GOVCKT2UxlDkB4xQCpmlGQPwPCE8qa0JeWgzKxD8wE+SLi96KGWaxUlSkyUTFSPkAHvQjgOee124p5lmmmn2Mr3VKjATp6mLHVkvTcjzfQQrK37oB3HTMGQ6zbpdT0jd7bQNNFLdQkm5fC5J2oSZI5O5DsdCY2Iy7zdVlgEAENM6Y8gdECCAdQicAbOgAMARGUo5ekBs6lOYAIQvtM6sTpAxKaUjDUCMobUmS+IoipCBswbIITADyhptjNa6wznPUiAUyFSrNXrk0S9f/8D6SM5qdceqfk9qO9V8/jXnPi8Xu587SE6gmr7QjMSmrXeFg8Rk2eqIrOhmaaWnkiWqq9qLDp1Z7letVEe5kJxYec/mgb4Z0oPMaUUKPMmBJ9Q46aWLiCaPOm4g3+etX1mLbY3nmbaMO+nIMSRARIZABAjOESIiIyIb5kJk4AylSWZqmRexkEuQRNY4AAPxZLJlIh0uRUPWOgSTqcko6AMXdjq1uQeUDj9+9pr19XUb16x69IGa2ZlB7Be5l2MAGbEssU0rYj9oc08QCLQec5lwpDtKtSWpwCfOMHTcOue1W/GK++5729vPz5U7J58457SXHWYtrLp//22bFTOQF5Xf/H7l0Yed8OD9K5cc8IJbN975wiNevPretfkot//sxdd//ScnLTt2x9bRXdvvDEWBQVeliVPKL1cFA6M1OvCE9D3POcuF5wdelA/brXYlX3RE2rhCudx17WpP4Z6HVnJuAUH6T9RKnC6lNc0000yz2/QN9Po53xJvtToqcblcT5pkRrksU5120mmkcTtJOo0kmUyyrta6fwBrjbFZQ4s67RqA4cKQZoiKrE4bqZyLaTZJLhA8sNYAWSBCQjKWAREQgAYgawyAZhzJsCfqrxMRcaOcaqf5asWaxDiFDMjatNvlQiidCikRQKUpMAdgPd9HhkIKjgydI2tQ2oULD1pxx4MhzUC0gvMktYKE0pNRbh97s573OCtMRkmX+UmM5uEd7f1nnJizswXlKv3FifHxmQNDmzc91kv29HMP4wEREGm24fHHLEsGBga2bNtY7atMtlq9fT2j9W0vPu1IIQYRICVcN1m9Z6sFBYKHSB5gRlNdWomQIQEQECICQ6eNH0ohuTForbOxNsohIVoEsITMoEVeH0seKxX6TBIV8jkjsiwxnW5r2YvmvPiVM4jDyQDHHPP3NV3DchyUkfwkYxmRVioFiTJg0icHhohzx4X2XWJN3ZqmRXLWY4ggJMsXe5CxWUMzH1790Gl/ezARyEAJK5qT7bw3dyydbNeSsa2Ng+dHEzvSNQ9uadfMrT//TdxsQYZDs2flvWjbxh1nv/ZN//bjmxqtpi89xoAj63Q7YZjzPeG0FYI76xjyOI39UAJAuVLI0jQKizzgmY39QpiaxrZda5XoBMSB26nr9vzbMjPNNNNMs8+JopBz1mq20jQlAK2NNTZJkzSNs0S3GvXRkU3duCYk+r6MchGTyqpYK+uM1bbtyBI6h4YxzqWYnNwZBKF12toMwAFZR05ID5AICJ/YRU8AlsAiBwsKwAEAMgZktUq4JxDJWEPOkYMsy4jIKqPSJOl2siwlcoJJITxkDJnhTCAgMsslJO1kw9rHmS0IHhljlO12VY0HXMtd+/Yi/xXQamQjGxvpeNd3GRPjDbbxkV13xaLh5b1ae7JQjtZvXF+q9m4a3jY52bFgQFoM4FVvOMGKRFHm5XySTkZgRbxwcQ9JRGaApYlpfO9HNwRR5AidNUBPWLvcVIkhAPjPNRwCa8gyzqNcDgCQiDHOkDk35Z63YNE50KxTT4cxcM6B4L7KPGQUlbIXnDgDODhunaBlZ8xR3gZZqmGuTrJleUKQcekCHzzPEYFzjpwmbWwM2SRRW3pacu2cscZYS6ZQyIdRfv78uVu3bCkWQkBAZoFgy6btO7dMjmytrX9oo4p1zo9Umm7bvG2ob07cVAIkWDe+c2eActOGLT+76ReVYo8UnhCeEB4yYJw5IqWynp4qFzyfzxutisWilLLbbTtwYdEfb01oafxSyEPvnlW3N7NhC8pYBszCdDA0zTTTTLNnGKvHxkY9P6hWe6JcwQsi6fuFQrFS6UHn+vt6Z82ZEUTQ7k5kOpsxc0j4RgQWCZJu3VFiIWEMHCkkyzi0a+NBIB0lBJYhZmmsswwApB8AOAR0YACo3NueMbM1MNQYmNnIFxIA8HzdNzReqe4Y2q9d7RtVaWyNjZvtpNkBi4jgBaEfhFJ6jEsi0EoZba3hWUzGMmAAaGoj45T6gueKlT7rrIKEnJWe0LjjjzcoTbNbqA4wVcx7fZ4ILUu1bHZwx8Pb7xrR61mRWrrbN3No5ux58+YtXP3ADgTprAQOs+YXxptbLTNeEKQqBU9ZXj/w4FkCAYilWv38Fz8fGx9tthqIjMCgcI7AOYYkGXBHSE9scUIkYpxQkp/3lc0sOGQMkQFxsNyS02AtGQeqm9VT205UqmOruyQlrw7mx1otDY44N2i31laXZhgeJg5T5YwyTjvw/VB6wlnlnCMCdGA1dZq23aSsSypRTqdcCMGFFDLwom4nrVb79t9//1arC2jJAVk2b9aCyZFaX3FwbHstEsHWTZsHK4VtWza1mx2lLEchELM04Uzmg6JOkl0jo4Vc0fM8Y7Tv+0xwbZUBNVkbN0aTtYODMzjwQr7AGCEiclvozZMHFNBEsmu0tVlEqaWuNhn3QQgOf8ky2ZSB70kb39RBmqZTBbDTNE3TVCmltTbGGGOstVOe7aOPPrpSqfw3zLJppplmmn3EZH1MepTL+blclbGo3sgYmrgT18ZGJ8aHfU/GSaObTOSL/oIFB7Y7aT4fqQ4lyQQK7axGRpyjUxYZcCSLsbatfMFv1VuCh9LzCMAa7exUDt8RWALz+vNWf+Lztz9VxgtOWv8ffzh/6vjGfznj8ov+wSrLufBzecYY4wwRCcg5ZzKLjMiBdkYbgQToox+KbjymbVbKD4Sh1+20c7lq2q1L7oPQ5//Di6cdon8hPqLkluW5jphGJJulMB5jXB/fuiB/wqKhIzu1dLy9y+fZurU7jj1xXr7iocNcgc1f0jMxPlHwy/mqv/Lx1cvv/ve3v/0GNIBCcFH8wU03yUAEQhqVBUGU6YSYCL2QlHWOI1oii4QCGTJGpElwryRZjjtDlpw15BwjAINoMfGACVs2zo3Fo3PyPV5aCE0XMQQ5+KNb1rz2jccMzoLPXHP5mu2bwfONNoSoSRuj85HvRGrIIAPmSKBvjc8oYBIs7ygXc3A5L/CE54k8gu2pzNAJ//Vvbrvw3W/aNb4BsY+hAAf1XRM+i3QnaYELsbB+9dqhwRndZialH2cdwcCClZJlWSI5+oKVcqWJRj0MwlBKX8h2uy290KLzcoEjZ13WqKWBX4w7SZiL2nFcDkLLVFAIm9i4a90vut4wFx2mu8RsWOkPcz7sQTBERMaYtWvXbty4cfPmzY8//vjw8PDOnTvHxsYmJiaU+q/3Yf72t7898cQT/5xzOeeeg73PpsK+ffgZYYzJsuz5uPf7qTw3/7h/DkmSAEAYhs80II5jz/OEeM4Z8pxzcRzn8/l9LeSvAmZmzx1IYxof244stFZy7hcKMvIH+3vykxPjo6OdYmXmvPn7ddpa+Hmdxci1wbqhRPoClLEuJSvQI20Tk6XdTlCqzmzVrTUaGPvPejAG0AFZAEOgvv+9/S6+9K5czv5JRV/51OuMScNcCZlwzjlyZMk5a61jnANjjAsZ5jgXqXJM2KCgu+m470elUl+rPp4vlKTHmOPArAyYptFTX37SdDD0l+LZoMK9AtdgYp0oQsJUyAAh2dK+f3Ljlrk9i3P5Q7IkELZ/86bWkqV9DhJD4pSXH/Efv35006ZVj6x8cN2OVWe+4m8YA8Ygs3bVow+vWvtIdf5AN0sj6ZEFybn1MmWV5wfcAQOujJtaUWOITJGzWApLkZhMkowJTNqdajkfZwaYA4lC+MYRgd7R2TY4a78sTaNK72RtpCrK7YnOq8/+O17epXlNCmEdcaCkm4ah7+UixpCYYygdUEABAx9EYMmXBZb3CqrZdlmKRMi58CRDmbRTm9rmeOfhe9cedFjEQVjnkEGStqUoFMJqmrmo4DkWZEb5kQ+gJAdwMvJKRsecW6UzX+aT1PSWB5K0A6BbjYlcoagNFMNejtxBlnHLKxjbuhM9zEnK6SzMs0Ct37V6/c7lCd9GYd2CyuULgzMHK/3lPalAba295ZZb3v72t09MTDzTGET0fd/zvKnvAyEE53yqQNEUAGCMefYTZVn2zW9+87LLLvvxj3987LHH7pbIPaPT6Rx11FFTxZcA4A1veMOll176tDFEdNttt73//e9funTp17/+9b2g6mm02+2PfexjN998szFmwYIFX/3qVxcvXvw0hUuXLm02m08+smrVqkKhsNeVPhvNZvPTn/70DTfcsHLlypkzZ/7JMUT0zne+85ZbbrnllluOOuqovazwmWg2m+9617vuvPNO59yyZcu+/e1vTzW1eZL777//4x//+IMPPiiEOOussy699NLnSPFGIvrsZz977bXXWmtnzZp19dVXH3bYYc80eHh4OAiC/v7pdlTPRhD645OjEqMZM/vHx+NOu2ktdlptlcRZGrebzb4ZvQv3X2g0NFojSrtuuxPkZBw3mWMcBA8kWbAZIVgEZ1SiKZbS9s8YHN02ZjLrLAkmGGNI4MAikAM1OW7/+YOLr7zq4T/W860vvag2rgK/aJ0VTHLuqaTrnNGZ4b4UIkDGEMhZ5IJxofy86arhMAykDHqqpebEuqQT+17EhWSJi8pi4ZLS4kOnyy3+pbAIvR6upNVWWeRCegCSczK2S3nXsJMmntxR3zSvetR+gwvvW73j4KP6BKCUUOkTP/j51xqdtuKJEbWzXn+60RlnEjm75rpvikKUaJ2zIIi7OJPIBqKBfKmQKT1Zq3fSOMpHGRgDBhR5zk+7hlsSBjE1IN1gsacsc53uOHrC59y0LGrV0x9EIs3lWrmcbLXbsofv7Oy4Y8WvLbazbuyk8/I2gYw4eEzmRZjUur0D/ZVKWZMZn5zUMRNeJESBhz55kLo431Mt5cJiLjQKRne0yUI5X1yzevXB+x382JrhA/ZfBBY4YxYg8GXXUbfbBcYmm81O1mBh/5xFEWM4Nqpa9UY7jiNZIGPQKJNl2rWVGpU+48AcKU1xuS/fU5aNemdsol3oK1tsFAcjvxq2mlmts6EzuatrWu10wiubvGeCfDFfyIdBQYqokyjrAHYrGHLOaa0vuuiiiYmJfD4/Z86cgYGB/v7+GTNm9PX1VavVcrlcLBZzudxULaKn/fpUzcYoinp7e51zfzzgScbHx88+++x58+ZNra/t0QzcbTqdTqvVuueee6buhKrV6h+Pec973rN+/fpqtbrXVD2NzZs3z507d82aNUR03nnnfeADH/jVr3711AFEtHPnzjvvvHOqPi8iPtciofXr17/uda972cte5pybWjb9k9xzzz0rV650znW73b0p71lwzp1//vlSys2bNydJ8qIXveiCCy74zne+89QxP/3pT9/61re+7GUvu+OOO972trctWrTorW996z7S+/9w3XXXXX/99bfddtvs2bN/+9vfTk5OPsvgCy+88MADD7z88sv3mrznI0P982bN7qnkZzhCIX1jGo3JSQ7drN3iPvYP9hxw4P7FYvXxDSO+CGU+EyIwqdBd1+10A1EGhlmmGIQWYiDFPGOSyUfXbXzhyWemOt8Z52m3EycNycECcvAc+AipQ/vjG+d84rNrc7mnfwR99iOnMhaA44RgdEbgLBnh+zLIMcYIQGUxASEHx2TYG/fPzO8cSX0/YFb4pRxwB2gNOmW7xEjpeOFBec97zmU3n3dE5YiVPMUIecCAGBdAjMAyDhYtD5Rm20h0H51sOH/SbmseuqZ4zGHz0CpfyKXH7nfzb35pyRxyyIJ5MwY8FETYSDr3rLiPBcIZ56O0jfSUE096xYtP239gfwDmGE22JleuXnHDLTcaYY20vaXqx9/xCeYEA/7Lm3/90KqH/+9F758/azag2Vjfcu47/y7nRSceftx5rz539uz9PBH6GiCDbXX1hW/8+Na7bj//TX/7ipd8UDhlI3rV378mNokXBL4R82bMef9HLzz0oMWBDIFcJ4nvfXj91d/4FgHPUlUpFd94/luOOeLwvnIJiYhgcrx7750r7/79+ppuBf68TuaQeUBA5IAYGWBWOswyO7HfoeXz33XmkS9cGBU1akkOtw23bvnJ7Tfd+ADPKp6UmtJLr3jz/of3MEQTexe8+QOXXnbhMSfuxwUlTX711373s9/fLnrq22ltU48oJFeqUTRRDf0hv59zjowQyYBTyjQ6iS+j3csMTbWsT9N0KndyySWXHHHEEVOZHvzPTrlThq0nD54KAEw95ft+EARPu59+Gs65yy+/fPHixfPnz/+Lp+LuMXfu3GdJCy9btuwrX/nKm9/85r2o6P9hyZIlS5YsmTp+1atedfXVV//JYXPnzt3nzQqeCa31rbfe6vv+d7/73WcakyTJ+973vs997nNnn3323tT27IyMjNx7772PPPIIYyyXy331q18988wzrbVPncyf+tSnpg5OPfXUgw46aMOGDftI7NNZs2bNfvvtN2fOHAA45ZRTnnx8cnLyZz/72fDw8JIlS175ylci4g9/+MPx8XHO+Q033HDCCSfMmzcPAO69997ly5crpY499tiTTjpp6i2vWLHirrvuklKeccYZ8+fPt9YuX758xYoVWZadcMIJJ5100j56r3uJWQNzJIuGtw7HcZYk2Kqb0Z3bWvUJCf78OfsXioVSpaiV3rlz66w5sybGa3HcRRsJKZ2zzrlcmMti5UfSmo61jjk0mvcP9nrl7aVZrt6yUleVIu1SAkagOXACDo436v4/vnfJl7/+4FPFXHPlC4CqlCFGwmSGIcqcH0UFAsiyxBGzhhiKqBpERSkCK/MZ97teQKVCIWlwq20QFqTg3POp4FBBJ96Z6fK+urZ/VUjGogBoyssM5IAxzhjjTJJjCKBMK7NtxhqrNg0zxb/9g51HHfYJHwNy9Na/O+/nt/3MqPRVLz0jII80Oe6uv/67qVLM95kF6Kh3XPD20096CUPGnSQAIlcOy2ecePqSQ5b84+UfajvFFM2uzBTAQeMLjzjmLef8nRCcAQkUrU4LHDvykKM++t6P+o4h5w60Q8slz/fqex/5Qco7+RLMGewTLkt5JtALZV4QnXz08Z+/6FOSGCMOlgNByQsOW3Jko/WVSqFw6AH7ffgDH8gHgccAwDAgZGygJ//qVy875aQXfubS72157DGB1dQq4kBgADyrhRChookzXnPIRZeeCZKccAACGRKDWftFF37ojNNfedy733Rt1ogITaHHH5wvkEPapi99/eKDFs8Cv0OgWK78wIaH+hYWs7Dj+1WGLkIOULV8gAEysAxSIGWcTRKXZSyIegLPm9pJthumDeecUmoqo8M5LxaLfX19g4ODM2fOHBoaGhoamvWnGHoKM2fO7O/vLxQKQohniTkGBgb21crI8uXLH3zwwVqt9iefPfPMM/eynmdix44d3/72t5+p8cJ999139913b9y48VnSb/uKQw45ZGBg4NnHXHfddQcccMAJJ5ywdyT9mdTr9WKx+KT3//DDDweAJ9dVn4ZzbteuXQsWLNh7+p6V00477cEHH7ziiiue2sWiVqstW7bsoYceWrhw4Te+8Y03vvGNALBx48Y4juv1+tq1a+M4BoAvfvGLb3rTmzqdDuf83e9+9xVXXAEAd9xxxwUXXNDT00NEP/zhDwFgxYoVX/ziF6MoCoLgnHPOue+++/bRe91LCOEtWXhCknWVSbKkO7ZjG2k1Z/ZQtb8S5QpRIZSeaDbq1d6wVGZByAr5QpZ0m81dfQOzELkQPgOWKxS06RIkTEClpxpFYWVG60WnebnB7ZmbkEw4sg4UgSIgAETgHMOf/mBOt/P/38c6i1f84xlgPM79rJuQdUxKsqhS2210tNLGKR6Y4oxgxtyeqMSIdcOQVNaUDLcNr2vUxq21adJNsoZKUq3jfK7c7gwXKs/oiptmN2AcuUDGAQRjvidDITxgDBlK1JQpUkjaKFNXONK2w7+//9+HJ3YAACec3Tswb3B2gYcvP+ElHgrGBQp+zbe+7keB0dondtJRx//tSS/zQSKxH931k/P/6YIvXH9ll1oOzKzq0Nmnv56lJA2XxAPgIeNHHn6o53udJO5mylj653/+Z7Bw9uvfSBa5CHY16p/62uc+969XP1p/7NofXV3vbhY06UGXIyHnDGSOByXLj5ix8AsXXRJYJskzJGtJsr3Vaij1m7vvK1XKAtxHPvD+ahT54JBsN+nW2q3MKuCEDHMF/6IPn3X4kfs3221lNYFjSAyAHDJGCw/u/eAnziQ/Q18jurRBrZEUgJiwCjuzDyx84dq3ouda3S4y5NxHBmHeO3jJrEzbpO0ZV73t7k0pQwozCAXjA8h7QeS5KEuoIhUQPGRCWVVvTGitCoWS9HKEAna36CIRWftEFfgoivr7+/P5vBDiSSfQU7uVPZkNeuorPPngc9CUl8/njz322C9/+cu1Wm3Dhg2XXXbZc7Of6+c///mrrroqSZJly5ZddNFFT3sWEY899tgvfelLWZY98sgjS5cuvf76658jtpU/k+Hh4S996Ut33333vhbydOI4fmq+7YkaHs8Qbn7zm9/sdDqvetWr9pK4/4ply5ZdeeWVn/nMZ6699tqLL774LW95ixDie9/73n777feFL3wBAF7ykpdM3YF8+MMfvvfeew888MBPf/rTU7/71a9+9cYbbzz66KMBYOnSpeedd97b3va21atXL1q06LzzznvSBX/cccf927/929Tx448/ftVVV+0dt98+5OBFh/7ituvqk/WsAzu3b/O8QGtbKBe5z4DZNEtbrfbc+UNCsjAoNCdq3bhJ6DEAKYIsaxvScdwWHlqV+mFe66wUhO+84LX77T8jlP/xva9sHd80QSAZckLmXEbgGAri1G4HF737yKu/vWJKxteufAHYCMlzzhIggVPtFAUTvkdETDLu24HZvWFeKFND5IIH1tTGRrZ6Ihwb31z2o2KxvxDl0CGi6XRHGKYxNBirWus4f17ucnjuwAD5VLtdJMYcY8g5044MZdbZTGcAjMAzSoMjbRLmueu+/52PvvNDviOfszNf+rdr1j5aDYtkrEN6dMsWxZx1JsznIDMffe8HPUJr3COPrbn+X7+DHtz74KTn+Hvf8l6ycMqLTvn+r34AU5EXADAkxHd+4P9c//0bBcDfnXveRLNRazZLXlEIaY3jQq7duP6xzetu+OF1PELmSdBMCO0gYxA4AOGBa8T/cPZbAicRpQP+27vvvvRLX3SAiMwrhMK5j158cSkImTPI+ZaRkXP/4QINLmDsu9deN9TXxwOs9uYO2H/2pkc6kChyziIgAJOY2onPfu0CCIlLY0xu9e+H//6sr5BShxzb982fflQUPWB67qL+Aw4u7dgYSeJkEKVwFrZvbVxw3qVR2DPviHlNir0ezLhWysnAB2JWGwuJFzQ8zuM4jTutTrsppAh9n9AanXjcAyLY4631vu9HUZTL5Z5cI/gz45vnYBg0RT6fv+mmm6aOv/Wtb1100UUnn3zy0NDQvlX1x7z3ve9917vetX79+ksuueTUU0+96667fN9/8llEfPJdZFm2ePHiH//4x+eee+4+ErvbENHHP/7xt73tbZVK5ZmSLvuKZ3LC/fHItWvXXn755V/84hcHBwf3irQ/ize84Q2ve93rrrnmms985jObNm267LLL7rjjjh07dpx//vkAYIzRWrfb7aeZzLZt29bpdJ5McZ188smIuGXLlle/+tU33HDDS1/60ve9730vfelLOedEtGrVquXLl+/YsWPdunVPnZZ/rTjnxkd2bd88YVJvcGCJPTpJAAAgAElEQVRwy/DOgw8/stFuMG6azY7OXBhFaepYBrWJdi4XzZ0/e2xnE2KLILhgVmeGZ0ZlQC4fFYxJh7f9oVgIBRcnvPDA+29zeVnYtH4LQmSdJXAEGviUVYj/4qeLul9ZlcvrLBNXfPiMKKqgDawmZRNhPT/IAZGxiZC8b3a1f3AQkZRJJQPjMsHRGbVzx5ae8kwG1OzsLKa9llJPlphvHMUgkjAorrwv3jnSnj1rujfZXwQCMkBkwBAZZ4jgyFirjbPKEjBCsGBQcF9nzudC2fiXv/mPD194ESIzWXrmGa9YethS5oDQWUEXvOvvyefkMaWzA+YuJAKVaj8IDj1wyfe/9EMLChF4xpjigIAgy33VpJlqMgIlAq3f8vjyVSvC/qrg8vcr7ysOBRW/93fLf3fga94iLfbnS1+/8stxp7Ny1T3/dOUnWc5LlYuBI3lIlmGagPIrpcOOXBpbFTBpOfzjpZdUZ88OgnzWjR06pdIFs2cLxhhhJ1Mfu+KK4tz5E8164Puf+OKVn//kJQUUjOMLXzD75uvuL8qQESfGCCCIZKImgrxP2M2Uadfch9/x3QW9CwJRnnh89MZr7z7rwuOlL7mEV77qmH/5zD2BZAw1AoGDL3z6pkMXvoRBNJ6sbUfDymnnJGee0bsER89Dz9eZiuO2SRKKExXkewI/IEAAKT0pcKrl8Z4WXXyyg/2T/LFP6E/y3znL/sc488wzp5zI+1rIn2DKd7VkyZIrr7xy+/btd9555zON9H2/UqmsWrVqb8r7CxkZGfnlL3950003nXjiiVOLgO9///svvvjifa0LACCXy00tG00xtd70x9UBtmzZ8vrXv/5DH/rQ6aefvlf1/RkIIS688MKLL7741ltvBQBEXLJkycc+9rGPfexjl1xyyX333ffHdvupCg5PRoFP5oZnz5599913v+lNb/r4xz/+jne8AwBuvvnmc889d2Bg4Kyzzjr44P8VDa3ancbQ4OxyoW9yIp5sdlBIFFLbDJkRTMTdhEsQnqg1WtaZKBcq003ShrapNmmc1ok052Bc4pzxpJckk5kd9wMBAGHg5fKiVIl6+qoAFgCFJwGsI8XQcfBVt/L+ty8DgG9+eSnnuSyxVpG2miH3g1AEMigEhb58aaBY7S0yTiozkkIOARhiYP2AS4nVSk8p36NNnCZtYzJlO46yqFDKbHPxouMF9P/s548+91ban2cw5AyZFEJ6EjmzQKlRyhhriTnkyJlDICBn4P9j783jLauqe98xxmxWs5vTVJ0qqooqmgJpAmIXuyiiGDBE1MSHNxheNJr4nhfTvJvkmmgSEhWNXZDEJkbz7BXi9d77RI1GpRNsMKIISF8FVFHd6XezmjnnGOP+sQs00feM5kmBnu8f57P23nPtOdbc83PWWGOO+RsYg9QMvFqtXPKZf6wwKvmeL088aruxqJb2Ly7u3rNHATilzPvZ6WkB8EXeqtQaGYZs29aG2JGRG6/Cck1jV+R1CoQGxSDQ7ffcBbkzLkPRthnGQW2S/sPHPvS+y/6xcaAAU1iuK6Z++aln/fd3f6JnsxRHgBEAQAmBxGrWLTPbQbUIJiawviSfj7nB0qgRnzmwVgCRqGnq4XB13I6j4aVm+d69ByRZlahaZRm2UZkckAAEZSAo0CtZBOOM6+/as9tZbyGbzvvru7N33LLTIgggWT38qA2grQZBJFVoR7Cyqx0P2mWcr91KgIocI0XrYp5DXgJQWzf1eMSjUWpbLotOJ+8adAYsAoFIEp5M8rXNAgdZXl5+IB3ks5/9rPd+kr5955139nq9H5rm8uBw4MCB6elp7/3kGBEnhu3evTuEcPTRR4vIA05nXdeDweC00047tDb/O7njjjumpqY2bdp0+eWXT263zHzGGWf83u/93plnnnmorQMA2Lx5c9u2n/rUp5797Ger6gUXXHDkkUdaa5n5hhtuOOWUU4wxe/bsee5zn/vyl7/8pS996aG2919xyy23HHvssRPpo+Xl5YnU0BOf+MTPfOYz27Ztm7h0D3g83W53fn5+cjw7O9vr9W644YbTTz8dAD7+8Y+XZXn88cc3TZPn+Xnnnbdly5ZXvvKVAHDppZeefvrpL3jBC1Q1xnhILvNB5kMf+cA1l397uBrLYrqNcWZufd1UTTOuxgOHU0tLy9uOyJeW5vv9qU55+I5bd7bNuChtszjulJvGzarNDJpEVoRj3a6O6/nn/uovTM/0AWB6qsgLa63dtGnLYHirBkdGgBgwsSiAQy0+/T+PPbDvmjf88ZlWjEEflJ3NetOzZXcKQdCmtl3ZesTReVZW1ZBUQxwjgjFWpBUdCwYydMLPPab5xk3LK/OxdYcfvX1pebE/vXnvynVbDz8miFx97a7zXnhKv7eWPPTjgwBEBgkFIMQ4kSEWAUSygKBGBCQlFVVkwATElOGH/vHD5/zyObkzlAAUBKQF/vsPvz/vlIxojVpjq6pBxcRABq/9yjV/+9GL8pmpoGgS2sgcgum4IYUp10MATAioDCkrMxJEhtA2aLqsjBm97f1vu/qrl//qGWef/uSndbMOMB65cetZTzvzQ5d9xJIACqgF8A5cPRzXcdwnj8CZsR1XUqLcZhwalaSaQgzROQKa7va3rF832n9fpsmAnLj9uMxaVEZxwxVgQesRFAhVFTq26GU9TkLJGEPbt23q9Duy4sF6ieHJT3qUQVAAZFxeaFzh0CILqEU1QKVN3VCvG6YsOioQlZStQzI+pnZc1W3bcBJmNc66bKJIef99kpD5YP2Sh6IztH///te85jWTfdcXX3zxxz72sde//vX9fv8n2ul5551XFMWjHvWoe+6558orr7zwwgvXr18PAOecc86pp5568cUXA8CrX/3qlZWVb3/72wBw/vnnn3nmmc95znN+olb9Gz7+8Y+/+93vPuuss5j5E5/4xAte8IKTTz4ZAF74whe2bfu1r33twIEDZ5xxxrOf/WwiuuSSS0466aQzzjjjwbTwh3LzzTe/853vnIhz/tmf/Vm3233LW96SZdk555zz9Kc//aKLLjrhhBMmLSfLZEccccRDRPBmenr6z//8z88///zrrrtu7969V1555XXXXQcAX/rSl84999zrr79+06ZNv/EbvzEaja699tprr70WAIwx733vex8KC0YXXnjhbbfdduqpp+7Zs+cb3/jG3/3d3wHAeeedd8kllzzrWc86++yzFxcXP/e5z33lK18BgHPPPfdlL3vZa17zmqc97WlPe9rTXvrSl774xS9+8YtfPB6PP/nJT775zW/udDq/+7u/m1I65ZRTLrnkkkkM7znPec4FF1zw3ve+94Ybbrj77rsfpoqa/35CCF+/7mtbtszts/XysmzZdgzD2GCQVoGTLdV7Oz8/zDw6F1cXV6bW9ad16t6d91ZhN0pPRPOsWxbrB6v7M4/j9l5TyHkvfu5k3Kani9kt3d23j4uO6fWy5YVWOCgEEFRSYwHYt3X3mY/9TZQc0AAoAfjcWouDpQMhDjYdse6Ukx6FmMW6cWSaWJNVTigg6MapjZ4ohna40mzZdtT+vfPKilS0ozorY9nvC3ivJrTLt9y+5wmP3X6oB/thDBkigsQxTuowMIOqMRbBoMgk1IqEIiyTqnIIZM2eA/t3z+/ZNnV4xzpQZIlLw+WP/uOlYiyjWu9c5nfv3bu8vLKxP0MCp//CqVd8+9rv3HUHGnfMtqP/+OX/12c//6nPXvv5Kk0K2xEgCIkiZ95YYyQpIDSABuTnjz/+kccdd9XVV/7Ney76yle/fOEfX+iNCZCOOuKI3DhvHCkCAIJx7BdWlq686qpnP+OZiGIU/vq1F/zNu98/Go3n1m3e3yyMx6vf+Ob1Zz3tNBRAlj/5/T94/d/89a59e47atvlVrzhfUw1kRf3Xvnz30Vu3WwkAJGAJASSs72xc2NFuOTFHkKkp85dv+7UPvvOKxft2PeX0o5/5v52iFIFJg/nkx64ubBcdiUGBxM7KuiZ1aeTnybQEai055xWlqkaj8ThxAiDj0GTos9xZi0gqKKICrIKTq4OHpjPU6/Umt/BnPetZAICIZVn+pDu97LLLPvvZz95yyy1PetKT3vjGNz6gM/TWt771gcyhZzzjGaPR6AH34oHb9oPG+eef//SnP/3KK690zn3yk5886aSTJu9fdNFFTdMAwGGHHfbRj370qquuijF+7GMfmyS9PqTYtGnTZACf/exnAwARTbKS3/rWtx5++OHf25KI3v72tz8gJfBQ4GUve9mTn/zkL37xi0cdddQ73vGOSYjuKU95ylve8pa5uTkAuOCCC753K6IxZtLmkPPhD3/46quvvv766x/3uMe9613vmp6eBoANGzZcc801n/rUp3bs2PGIRzzi93//9yeNzz777Pe85z07d+6c7Jh75StfefbZZ3/hC1/YsmXLNddcM0mEetOb3nTZZZft2bPnwgsvfPKTnwwA55577vbt26+99tpf+7VfO+GEE26++eZDd7kPBjt23j4327nuq7eRL4454YTFlT3OYxtNaJuiKFTjaFDNrMtnZ6fn9y32+11Fd8etdzR15bN+bOqZmY2gxlqnDOhcW4fZDRvXz62bfLmzdsvmw2/LBlVded9RWUzcAAmQIBkO7E3mOT+wp/Tgve3HGPOsEIH5/ff40p7y84/fuu1ollRVIwB1Lmu5UU0A0tSDrtd7d98FCLt2375pg+/2NhxxxPbbv3N73lE2w/sO7D1s61F1w7nLIBYXvfOq17yq84jtD6Hst4cXIhxSSCmJTgBCQ8ZIVObIzKioADElFSYDhEYBYpKL/vbiv/3Lv2YWMiCAX7n+ay2ps+gzS94LUUR83Vvf9LbXvIFQnehfvuyVMSZBzZzzSM99xplPfNIT/uANr/LWK4AgCzFgynJXZH5YpajQ1kKh+dP/8483bZh58fPOu/HWW4856gQCFyOzDfuX7vPesLCgEgIAagtxbF7/hnc880ln+AyNgUcet/29F1+ICiD8ueu/+Y73vPO973/fEx/9mNlOxxvaPLfx4te9EZCcQhMbsCFptnSgvuIrN/Tdlsw5RWREayCEMNM78k0XXPLWD73YOgYXH/Gkzut+/leICSyIaZI2hjs3f2Xv8ABlkIVWCYlUEqWK9gbMwI7ISGadsRRjOxoNQ2iQ0JITZeO9dc4YJ4AiIICKkxrIotrqfySB+idKWZbPfe5zH+ROieiss84666yz/s37z3jGMx44nqwUHFpOPPHE70/I+F4lgpNOOukBJ+khyOzs7A/8cb9/bBHx+c9//oNi1I/A9w+vtfaBjYdPfepTD4VR/y5OPfXU7y+D473/gYIRE1f1Ab5/1uV5fs455/ybsx7/+Mc//vGPnxw/lIfiP07bhj/8oz/Zs2vc7R0eJPampu7bt7vTnYstINnRIKGBelw/8lGbVlYPTE/3e53enj1LRVZsmFt/18JSJ5cD87vXzx3etCNnO4acUty08YivXXvTcSccjogAqMLWOmuc9c5mJjYJUUQSGjr4qZvCKN70mdlYz6mVwL7rTnz0z209eltogiVPRCIppkjkWg7MMS/sYHR3kWch2NWl5V27v/Pox25uGwFMSNjp9Q/s/2ZvwzGr6Vb1GzMssN20e3f9iLXY0I8LCx8szCkCMBEZMgiYNIIwIiCRpIikhgwBCGsbI2X2C1+6YrlanSm6ypwM/v3731f0e5oSGWOdR2MgM1f+y9cv+r/fff5vvdgKF5AVRICqAkKp5ea1b33tmOsO9RgkEUSM0UTr0ecOEAXVR/m15/+njXObvVpPcOopp6XEqFBLNQ6rn7ni0y4nxlhBnVOHEds6jpa5acfPP+dF/+PjH86cOO9EmSU6ax5zykmjpp6ZnnrV61/7xgv+oucyh0hEBgAVrM0bjXvnD/zFa9957NGnxwMpQiYChAYZukUvk86Oe/jtb7zqFX92GgCBa9GSGCIEVkPcv/36xbe94XOuWe89mtwIgyGjEiMskytKy2pADawORnVdsyRCBEEVNdYb9R5zFGJVBiQFEQVRUEkxqAo8NJ2hNdZYY42HDqqgAjqp364wGqZ3ve1bWXvejN+3dXt3x93fNPWmKT+Lja4s7zE0HYIZDcfGwo4dtxLJcccdOxrExf3jwfL47h13hMoW/YF1BWIcDBbzsls4x6bx1r7379937oue6b0D0KauEBUR8rxMKSgENILMgIyAhjIQNOCNdXWoOnbKWnLdYnbD9LYjtroMlY2yIqq11IYoIJ2yH1PFsnz7jhuOOmrjqNb+VHd5edFYGI4WbUZtWpmaK2ezcMzjxq9+xXkz/T6iQcRu9yGq4PqwQL7rBtEkg0gm5eJSNAiqkFJQBJ85YRZWBCDC4Xi0cd2Gj3/qv//S6b9IAN+56447d+3srlvHAZ21aC0gDZtWMnrfJ//xhru//V9+5/zjNm0nQARtpL7sny+79NOf4K4LmYy1WoxLYbXxHTuKY6FUdDyYBJbn1ufXfv2KleHyf37Jfz5qbhuCkEuVDq/4zpVvfMdfCUmroYZq9+pem3Ljc5sXeZa3dbzlzttPePTJ73zH3/7iM89QJLV+lJpPfvFy9NkgNV7zX3/5b73wV371Oc/6pcLkFogQFsb133/0PZ+/+kvd8rAb91595NRjtH9itQRxiJ0Em6a23Ldz4aSjH/edL+/5wxdddtbzH3Pm87aCHtziVe937/6bz+28cbTOnWwKv0R3LSr4lYGjBsH4aWd6pNwOxlUSFlGyoAwizIm990hClIQbEVEkREIAZdaUFBSU8UfVGVpjjTXW+FlAFcYjWV6MK8tp7318z52yumRTVIWqrWTnndV4OA346NkuUnKnHPWLoamO24ApDevsvqWV2+Jgt7SLKe7K82lrZWUl3nvXajOW6an1mzaO5vevKgaiThMGIo1AnnVym+d33/sd1xsxCwBYQ029CMAx1UXZUWVEFEyi0YoRiCKR1XpwVTsss57vmLLbEaymZoui6Hjj0EEVGklax0qQAM2oXgWpbFY3YWFlAIY4SdUpOyLBZ9nM+k0ptcuj23/x7JPf8KqXrpueOdQ/wk8JCsCqCEiIAMScUoqoggiIpMpoyRGJCAKhJAVmjt1OVxD+7gP/8A8ffB+oCEF/emplOOiWhfEWkVJUFo0qWS/ftXLgD1//Z+iozBwJSAqibHo+pMaqtjx6+X99OQXDEJosggVXYlbC3OEbprd2mxRvW7rtFa/7HRk3GahijD4OpAaCLMs84gc+8pEPvO/jDrqrq2PjMueVi9ZlpujMvfnv3vXuj1ya5Z3EvFoNEuDsxnWB2+Vq2JnuXXrZ//joJy4F1bwoUqAqSjSV6xQVDJNJty3KJ64cXPbJMu0jV9t2uZqdnfUG+naWl6srL735krdevfWITYPx/NR0ZzhoCcuun/ZZOzZLYbq66AMXQbnsc+vz0kx3qjBsQ1AiRSVCEUUFBHRknfPOGUQlYk6cUlBFALAOkSRELvLef0hnaI011ljjpwYFiIHrWlOA8ZD/5drm2itHK/PYtmqtz7y3Fry3AF3vs9mpdv20EUDWyZ0OVDcMRyNLs85tLGdPCKHKdH+vuMuGfWU5unfHjsFqJVGi4cXFBWaJ0hjxw8Fq0SlLs060VYiD0YGZjhFhALDWbN68/tu6w2cZ11oU5XC8CCqACsQArJosWCR05OY2bckKWzWLWQHWiSaq2qiiIm1sg4p4lwcRickYadpVMmk8WkzcelcEBZ95kSZFLqey3Tu+9ur/8r41T+j/RxAR0QCAAqqIsIAIIBMRqFhLSsgCLIIqk1YIYIgabtFTBFRQVRUO1lnMnPFOGSQkI0jOKSigkkc2KagSqPEorABs0TjRpBFyq0SslKywatFxhx+1YXbzVCAQUNYmYBX9OBrjvE/Mji04nyIjk7N5SLiwsuJdNwadWbcO188Y78jYvJxOYCVJiCEhZHkeY0RCY0yTQh1D4pDl+XwzdEWhPlOwQs4SCY5r3nPnYjutR27adEwJ3WzQbapYxWFy7XS3QHBbt5wwWq1ddmRoKMshUoi+5V5qzCja/b0imI6v0Q1iDM0gpgbLjiRGtYgABKBiLVpjCVABgDSpsCqgAxBDaK0tchKmZhwmobs1Z2iNNdb42UUEVpfkui/XV3xxZf+9gMkZFDLis87sTFGUDlEQwXmDAJFVGcqiQMAQWBTJGkM2Jun1ZlOU0AooVU3bpk1Ne0xamF9evI+bwzZMN6l3z9LCXVNTs03VkGZWuzl0Ox3JXCkxHw7uCGHYBq8iAICIm7es73cXF8erCuCznFoN0qJBEWOoILIWsxDDhvVbs9LENKqrxUE1PuXRTwBQZ1wbK44toRp0ZIjjEDQ5h00cHXPs9r277ti7b2eWrZ+e2u4zn+dFkU9zdmBuGw3rJYDNh/pn+WkCEQkU788dYgRFBCIgJDQ2clIVJEQlQFFEBFAR6zIVw8wAhKgpcJGVNvNoLaeIChlZclY1ogKHFjNQFUWMimIpKVtrNSTjTSvBGSRnlQEQio7v9wqhJFxk4JvRAcQqy0GMJlWNrjRZzY1V66xPNRuGftEhyXyvUFa0mBCsd8JMiE07rsNIrXaoMMYIJGstEYxBh9UYcicOW4oqYFAVCNQBNa4rMS4v0Xg53NnDuW6xaeumE+MIutSNo5FTj2ZYbiQkGLUjylrxo4Hur+wwQUPtMEu1tlgl0zA6gNJlwyagcRO3BidjjoRkRZTAiJKIkFE0wDGyiARgS87YvDC65gytscYaP2uoQt3I/n1haYHrMe7aqd/+clhYSABF6Yt8yhSFZpkhj45QRQGQEAxCjGAJwUKKgkgqAIrkSFXRKotYb+zBXTdZWfoQu9YePhgea2Vbaua9mVuZPyDYG1UrvVyNJWDvXcg6BuPswoFvdXrFr57znLLTOWgoVm1bExkyZK0RCEAJjIXokHoCLJoyl/XXzVT14nC0ZzycP/6kJ0xPbYREnBIqcGLABAicWmEp8sxlKxRqZ/Op/uzC8v4s71bNWFQGo3nvZPe+r24+fsu7PvTBP/rt3z9iy+aHiUTuQx0FUBAV5hRVGEHJIBojCGoUgRUR1aAoTLSGRMEgEkhMKmiQWCIQWGuB0KMDMYzATiwYABWWKnDZzVFaJgFCQkJlBwiSyKAktJipaVnGHtC4wkhOZEATQV3FodrWGEQESIoKxrrQJgyCgpa0y6ZHmUVMyhyrVlJsUxsDGp3bsL6J7UobrDGU99UgIhpEi0gKcVQNF1e7nb4vPAohGiVrUI1RxDKwomGgispqoKMh37dncHMvn8uoZ6YyA96YMAyLQ1mxpRAkK1x4ncqhCnVwrs3yKjQRghIFZRC0aDilScEvc1AEGpiTMYYMsDCCioCIkHEAIKoxyrANaMBlOaw5Q2usscbPCCKwusJXXrFy9RfGYVB66rR1K4Le9zpl6k/7rFCfgQUkIkVmZusNs8a6AXQGSZVCDAQOVAhRNGky1lBImjmqalYWBXTOKghZk5LNqJwptyfdEOP2k7f/3M77/p9RdqXx3aauOt7vn7/7hLmthendfkv72Eee8vLzX0J00AcpS6uohoyzlHe6siRkDCKKiPUuhdbY9rBtRyk3++67w/h0xFHHPupRTw5tdJhx5JRSCAkAEtSiWmQdpHZ1uOPue77e704Z6x79mKcf2NfMz9dFsbHbDztuv7ON5ei+TTePypdc88n/46XPmJ0pJgnUaGDDxuzYR0xn2U+5dtRPAgQVTilGZSFUIgQiNAiGVFlZQWkSOxKVieYQqQEA1Un9H1SdlIsAJAJAEQFjLFlkAVYRQVEQAjpY4kFEyAAoTpJjUA+qC4KiU4tgjDGimmIIaSgQfOYQbEoBhUBNjByaCAGqatzPofBdT27KOg4xATYx9ufWBU6jpjYYowZvRbOCnQEEawnQGoSUwmB5WI+aetT083IyqxOrGgawRFZwIjRAgKiG1dTgqhVecuAd5qA2NCLYNrJSCE4VHWJSQy1ogykSRiEmVACQpKAIBpgntYwnjtADOmcHa6pOBhCBiFRFJ6+IiFyEwGuRoTXWWOOnHlWoKt6zu776qtXrrl6mWHqahRYbro3FssxtDlnu+1NkHROIM0ZYgEAQUUFZCawkJUQRADYxRWMzYBBGEYggMUlYjYTkva3r1jlo2oYMoYIltNABKlvkHOaOPWL91NTJe/ZeMxzd153T5ZW9o/Fu8RCVZ9dtatrvKnevmy1EWuWcOZRld5LwYIxBMpn3Erm/rteb7hzYs6Pou21HHjszM1OUZT1WRBDRuqrIkIoSlpxWoqwYTFW9/+57v/3IE55s/fS62e2L8/O5x/33pZV5c9j6xyuDEUgLLJD/w5uHoguC4l3OIs67I4/Zd/yJXWPAlWn9JnzsY9dt29Zfix79UFSEY+LERIjWIgEQKgEiqigeVH4/6BqIKiAaYySRiICSqMCkDQIiimrSSeVVI6KAYMFwlWynYFEwD9RBnyy2TtZ/BBRRrAIS5sY4VE3cMNRowZNXUWEhLBQgRY1ROEHbSJMoJ7dnZTXZkPVmEsfQBmsptfXy6moiILWj1NQC4EuyxlmXUkJRtBTqWI2bGGS4OppZtz5xcC6zdPBKJ0UdhQHQqhARg2EAVmyTDMAYVVSbgcY+Ste6DFKbZBShZWUCIwoCQJA0IRIgTAqakBpApINOoU78IRFhFjQE94srqiriQU9RQQFoMo3XnKE11ljjpxBVqMZ847fHV3xuvHd3PVhcQc6nOoexYGjQmKIoTbdvOl21uZABS4BKkhgIEsdUAwIYYzgBoY8sbRQEm6Ia60OtKihqmUEFmjoBmJACB23b0EBU5azIRBsi5MSEjigZwyWt3zJ7ViZHafXPiIs+69+248anPXG7EhhbfOSD//OC171iUjVlespZTy2jAVIVJAIUY6w6B0gA3J+eIQy9mfyI2eP27t1x2l7gXG8AACAASURBVGlnhgactQaswcTCTV0pihL2utOD4SLLwHnYsvmYLDtscR5T23C7cbq7fjyk2d5RRT7jcnTOZ5m31okICHkvZacYDmpOOl6IX7081vVQkhGsL+kPTj+r/wunTfsybdrY7Xbzh0vpyQcZYQZha4gMoUEFRSIFEWaEyWZ7FBEWmXgu3z1RhBBUFQkAQHWyBoXWWjRGkhCCsjoxg4XVTrfwUxZAVAFAiRBQVXCyTGfIIlhlS8ZJUpYm8VghEk02ryORBzGcJMXYjNvYpNSo65SQ58srg8WF5aWFldJ4Y0xmQcaDqJAMxHaclQVlmYLloFUzJjJFUXCQ5aXV0AiBG602HAUdqrKxDoAmChUIxhhFBQC9X3nAOUuaWIQR0bpgDfTzwjC0w1bRCME4JeOdACMhEqgqKosoopC1RhHATCpqT5KHjDHGGERUhEkeuqqC4sQfAgBCcmiACNacoTXWWOOnDFVYXGz/5eujy/9pcXUxVqOmHgx6xYau2zhYbpmwW5ZZx+Yl9teBocYQepspiyoY4zkJgjWIwhoiIxBHBCFlCDEa41KEpmlBrSECwphiSBHEELkYmVna0CBg27ZkQSEyp7I7BRyEPaJY4LmZR3SK9fNL1zftGN1iDMnlZafsXvnPV/7eH/zvEx1qMoqoAC73mTMEzGQxhpab8VQnr4nzrLOyunfr1o277rvp2EecQMaBEgGpSgi1ahKIAGCsHQ4HKbWzc90GZrZtPW11wed2A2nniMOPJsqtZe+Nwazb9yFgnueIyWeFijeoCLBhLkNUVhDBtuVYh+WVlcFg9KmPtJ/++N3dWZ6aa3/xl8tnPP246emfeKmAhyFqDAKRgAIAGqOTOA/opPYGgIKSSlJVFUEEEVQFRBRhQkBEUJzIXBEReaswWVRjixTa0A4brUV6OgmKGEOAcn+pQcWJw6WGyBNg0lY0Igkis6AqGGNBLLMqU1vF8bAhBRLodrIWUnAGO+XulQZjnbm81/FZTpHQ54UCq1Iv64Epm4CsHCWGJlSj8fL+eU4AamKQ4WA80++kxKgWQCdxmMkmOwQRTqCTRT1DYBEVUTJny1xYYxVSW7cpJEDjy66NqKAJZJLjBAiqQgQKKpoMGcKDZRZVQSTJRNYSCSfSjyIHzwKAgyMq9wer1pyhNdZY46eItuUvXbPw+U+v1CvZcGk0HA446rrpbRY6o6pRcp1Otztri1I6HWuNWvIGSZMSSlJGtDGqCiqrCIOSAipICJHIkSFAjVGMdW0bRCxgdN6rZjEpsMQYR+NlAAV1MbECA0YFGY8bBOOcNT6zzinFqem5TufUTplRdufiwq5+OYeEyyuLKaXJhViLotzUbeQgMYGqMJMx5BwZ400nhGiMHVUL+w/c8VsvfcXSogEEEQaBGJsQawBhVW01xro77Vna+b0amunp/vZOd4oM+yI34IBS7pwzZW5MDJISZB3viVoJPsuExdgolAxK7vKOUoh5d3aubdcvL46Hq1UcyPyw/W/vH37hn7/25FPzX3rWCetmpg/tHHhIQURAKCpAiESToAVOQjcAOHFUJtlCgIAIB0MYk7MnG8sYAJEsobXWImISJlRE5BhHq0NuIVTJKqmCqoooGQAARCWDCGCQVCyhFWZRVo2TRTZAa8ggGE4SI4+H9XAwlKgI6B3muR1VNTgS76FjQ801w/JoTK1mZblpbqMjxMhNK+PBUlPzsKkYlAVSTMCCaBCUmRcXF3uHZRPbcOLb3Q8CIAIgsAiBKnDmTJFbSwA1h5gqlUQOCpOaRlOTu6wJUQyxMCFaArw/x45wklk1CfngwZE/WONSUWkSMQIAnLSc2ANAaNZEF9dYY42fHhLr/r3tJR9YuuM7VahjPVwOVdPvbuz2NtZ1rJVdXljHs+up2yfvxBAbJARIQQEUCVQpREgBU0KY7EwWCi3HFAiBiNG6cRUsYFPX1lrnTIqYAjfN2PtyMFqNMSQWsjbGOqWUEosk73KRKFTVIdkmM6bj8yKEIVresvmp+w/M7tt7T1WvHtize7S68kAxu36vXD+Xze8IqoYhU1I0SujJZAKtLwubDbdtXf+Nb336mWecERMgIaE4o6O2rlLjsiyOWouQUJrQ6Kjcdc+9h20+mWYdqilstCbHtlYJhKZuYmsG41UwlKnNLPpEljQJsDWEAXPnrAckFBBn2PZtTKk/ldd1sbLSLC9JqdtX7hx99t768k9d/ycXnHzsI+YO7WR46PDbZ//mb5/9m4faijV+OGvO0BprrPEwRkQHg3jrbdXXr1u87dupWpZQDZtx7W2v313vXaepQkhMjpKEddPru12bZSopiQAZk1hBkFmIiAVDSAiOkyJq2yZVTSx5kYlgCJOdP2CI+lOdpokhBtA0rkciEMYhpUYgMFRNRW1oRXmy6tHWI1UGFQIjOnDZkkt5kU0DumEcTPW3HHvk2Xfc+tm7duzL8vLg8y2AMTS3sX+HHWJ0aBI5YEUFVo6hGk71Z2emp0bV0t75u5515lvv3VmrWGNMDBGEM0NqTDBWyVTj5dF4uO/AfVu3HauiyioSW4EATOAQTObKGFprHaFBZycV1EMQ52xTx8wjESChRLWTDU2EypQ5TyQ+w14/m5vrLS+2TRBpptPSz//Fn9z82jfbo49eU25c4+HEmjO0xhprPCwJgW+8cekL/3Rg522prqw35WBliKn1NpvubOFgSXxbMaAR1Dx3vel+XqKxAKLWeU2QIsREyipCoMgiwkgWBATEiCQ0WpZZ07CIaRoFZERkAGAEwNCOmzqMq3GMdZKUuzLPiwP7l2xGAonIAFkEQ5jF2EgaD5p5suhSiaNYmybLOr7rEtP6mUdmJ83ccc8Hh6P2qiuvfd7zf3lygXnpERHBIIkSq/BEfibGcWgHMQ337bnxkSc9JkTJskITNcwKQCRFZuumSUaqptm7557+1PTmw44MdZNiVAFrMvRkkIwhQEicOp0uAHIS5pRiFCZVii0BCIg1hoxBABQEhoRAJgdBzT2xigjnOeZ5nmXrVpcktM7KI//8j+78y78qtx+bHdIJssYaPwKHzBlaWlr64he/eOONNz6Ynd52220AsGPHjgez0x+Vffv27dq160UvetGhNuTHZ/fu3W94wxtmZ2cPtSE/DiLyspe9bLKj5+HFcDgcDocP65nz7wCJ/N1373rUKaf99V/t+M43x7GJpARaVe1C4bpFsQ7UhwZFXJDknEuaXI4z67vdnrMWnIWYkraAYusqGWOQNIRkyImSiArzxAlQtNbgqA4APgRtA3vv27YRFgBo6jGqjqthCE0bKmZ2xh9Y2MfcrF+3/q6dNxprcl9UoxELC2tKLbJDoOQHCNIarxCbgFm/UM3KYt0RW5963bdu/KfPXHH2837JGFLVqmLnrKRoDRoCVQJFFSFD1oF3ML9w9+/87utFDOhBRWMBFkkAqQ5DnxV37Lzt8K3H1PVwOFgWYWczb32KDTN5q+iIjLMWQmgQiShHMjElY7y1BoQIMbGGECKbbteTAWEB4pQMqXjrDKpBRSI2cd16MzXt9+0b1iPM4rF/fUH7ilfFE07qHuoJcyhR1cneeIT7/4Def3B/6d8HXj9w1o/Wx/e/wH/9lv5rA/71afgDTfjeTx74SCd5Nj/Uzvv70h/Y5l8PxXeP9d9++kCL737H/WnTP8CASQ7WZHjxfqsV7pcu+N5T7s/V+p4rUSQ6ZP/xi6I4+eSTn/e85z2YnV566aUicu655z6Ynf6oXHfddZdffvkLX/jCQ23Ij8/NN9/8zGc+8/jjjz/Uhvw4fP7zn3/BC16Q5/mhNuRHZvfu3TfddNPDeub8v5FYdu5Y2LEzLe7vUrvl+K1TOujd+LUhSIIECCa3/Zl+LwSMtepE2RdYSII0eZmtW98vS+stqEg7BkISgXocVYiTkANRMoSGUCOSMSlJXYUsc6CoYkMbhMkZl5iVlZnrZjwaLgFgGwcxRoLC+mzYLKAb2ulV2439uVXRpm6Xe5vzweq8cMpMB2OeKkkCKIWmdSm5zBaRK077o+/NTT3uxKN/3eCYmY2hpeXV5flY5B0yLVfOomtbdkWGNgOCdRs3Li7uWq32b9m6aX4vqWKMjKhtqBQhcgLEPXvv3Lb16IW9u1NsyaCqcmoDmDzvAJkkIcNShdtQE2GedUIKWVaAQkytz0pl8bljFTRegepGWCTLHUBKUYxAaIUMIjgktQ5B0WR0+OH9+f3NcBlSVbzxVUv/9XV44iM7P/wH/mlEFb5yy02f+NQHQaUwPi8yIhJJxhu0lJTHTV23wQF6JMvJECoqW2CDYCyoBUS5v3S7iBCANYYIhQgBY5PquqnHVdNWIolDCDoEgDIrEJGME8A6hKpp2hg6Wb6+d5jjPIzCaDQvZjWfbiivcm9RC2NnnZtF6liXOUsaWEWKPnWninKq7GTWW6qHw1337r5z593DOhjfY4G2DYk1cAop1m0rmnKy/U7Z75Zl7oVTSKluwriJ47oJIFaxUDfXmZ7qdAGpZY6qBl2GTpFbbhK3SmBdjuiYpWEIiau2jSGKcK9THL5l42EbN0z1CqSIYqt6vLq8l4impo7olJuG43pldbVb9I467IhNM7nI8sLgwN6lpVZC2TNlnq8sLe3ZtUsCr5va4It+zdykdjAaLB9Y/tVn/dahdIa2b9/+ID/F3nTTTSLyEH90Lori5ptvfogb+f/NW97yljPPPPO000471Ib8OLzkJS/59V//9W734fdEe9NNN1188cUP65nzA6mq8Kev/OKXvkCzMxuc8cYpso0pggFgme0dRpClVkOrKQhgZqyvQ03OIwbV1J+edd6QkhEIUSfLPQgGAVURCVMUQBKF1IYs9yFIU0dQFEYViFFVjTFa1UNRTRzbpmqacdnNVlbmGUNn2iGtRl1oq7uXVu4cjPd9Z8/eulnJctOGkbeUF/n8/gVObqbTO27bcd1s82B1uhq78ZCj9XPdTauLB3o9rZw9ausz77j1vy0srGzePLdv34JVg4gCam3GScj4LO/VwmRtb2r2hm9d9aQnnLqyWicmRGfRJGitRUYDye+b32OIlubvCaFBkhBj4ohAWVaO20TBOpMpC4JBtM5lqqiSMbN3nhMYUxFZHrXWOVVCo94TAGkSm5G1pCyqaAjIiPOEYIxBUcGMZzc4FBksp9ytf/0f7X3Fn6YnPGXqZ1OEiECtkaoehQab6MpOmecZWEUjkkKI49WV1dC2nqwBsIRoDFgy1mZ5UbqOcUYRFRWJbO6dMUgICEQGgKKN1pA1WAbPzCE0UbOUgkELoCwQWWKUlNSS8z5DxBBCVY/qus5KIHAGvDKKoIISKYGICKglQgVNMbZt0nED7AJqM2qaug0hxhjRJkAiImBWVdCJFBIllhBTiMkZQgRWEZ0UJEFkJMA8L2zmkawzzjsiY73LLHrFFLhhSIDYpjQcVdW4bgUFiAQckUyc+ZRSisKZISQiZ533WRMDs4ioiIgyGaMI49C0YbQ0XK2b4HLryLRNW1VNXbfcJAtjW0MQrWI9qkd11TKv5QytscYaD2Gaht984beuv0amO5sdWlKj0SfF3PupzlSvKEIduQ3MFFMwxgFK0sSqItKmeuPGLT5zxqAIxgScQEFQUUFTEgQTQkJjiJBZWbCqU1tFIm9RDAAnlcAs0VqDmmJqQ2wUU5ZTGwadnm9lpUq7VoY33bv3K4EXiNRneQqr5CNaZyUywGhYCbRZrnW99zu37Z2Z6Xt7eKd4YibbYjR79s138o3jwUKSYZs2T88+4frrd27ePPetb924d08K7ZyxeZl3iRyiTcxEFg2xJGvd83/lP1mX1XVLZBFFNIlylvnrv/XlIu/Pz+/m1Ma2UVVAVBDnM4ZgyAJoEsYIxhSGDDMzJ1Wrga11QFDXwywrDRoFo6oYQSJLQs1sVLVWDaFXiJoAuZDMZYTYGKegmRCu20jWpdWV1MnXv+MNC/3X+xMfVRzqqXQI8Bamu5mxoW65TTUlcISdrEADrAIS2nZ44MB8YiGyRMZbnzmf5/lUT7u9svAeHapRtEiWrCUyREiqwEmU0FsSaxhJWTLvg5QiPClAEWOKXAujCmZ5lmeFMdTGZjwajUcjm7mu79k8a1NoEyCLswBEysrIRg0CcZLRsNGqHjv0FprxeGV11LZRRFmiIWcMQNKJaCSiAQABCSmFxDaxtYYZkqgoqAKqiiCrJIY2iUHInC98UeYda31MddUokjd5xqKWMo3ATWRAIECcqAJpSjFyTMAGJvKTmbUeo7AAi7CICCtw0jSKXLXVMIQ2MQSoxyHEMBgMmjpwK8C180atZUFQm/ncWb/mDK2xxhoPURYX2jf9xY177u13ykhAiRty2PV2ujfryGdUtsNUjRtLmSA71wP0UZSBbUaiaeO6uTI3uUciJcQ2IAdMUawlFmnaxvncWgNWFKhtOcWYQsqLTjUeFt1SRUMb2nbYm+o2bVPFBjACJpGAtpmaqW+67bPfvOVjedn0psywXup0u03DagRQyzIPTUiJCU3d1tahRU0G2BX7R0NINz362KlMRegxq6ujiOMUYhx4lSzLttzw9XTaafWtt+7aftRZd8eVpHnbjJwv2jQQZlB0xlbj5Uec+MhjTzhuYVG8p6oCMhRTIm+/8Y1rybi9++6JYcAysoY1GQO9bneGjBpDzARWrdPYBCWIHDE5cpJCzPJMJFhbWG+dU+fcaDgqim4ItahlARHygCmJMSSJGDDP8vFIfVSXOwsCRqxF5wxsKCOGZih5XPfGP15++avjE57yM1e+wyJM9wv0ybaxbRUhhTAqc3A+yz0VHgqPCrxajaIAoHVkHZjpTseCkXLaOvKFRwdqGC2RQUQk1RQSMyOIJS3ybCIbKKKBMTKnFFSVTFR0QJ6oynJf5qUHV2EdU9vrdbcctn7DhtIXwijjJsVokUoRBFBJTESERgSrYRg3A+8x98SxbdqQoiRm5yePEAZ0onlNAASgAhKYQ2LHTGREYFIb9WA0lrBJPGjqkISTqhiHmRhmjsKMjM64wpUCAELQQ8BR4NTGEFUAYLISGEJISRwZtWTIk80RWQRiSokjSxKQoFFSGnNoJNUp1k3lRjHEZmV5EKOAmDaqKJNaVlABTqK6FhlaY401HmKoatvyjd9cePsbdiwvOeFl74rM+LJcX2Q+Nx1lTDFWHEMbRV0Cm2UdY/PIEurKWmpC8Jnt9/o+MykERAJLdRMITEpsrGdJxnkBJYPG2KaOKaYQWkRT1yPRNFhdzPyUsJa9XstVFQdoVZRdTrlrVuvrL7/qfW27p9NPLG1k6k+XKbJ1pBp6nU41GnV7vfkDi0liURR57ji0edkDyIYrKTf4mEcefsXV35ie3rSl+6i7dn4dOcuoN27QLPpbvzX99nd8/qtfvuMpJ2r2v9h782jLquref87V7e40t6/mVgNFFRQKAgbUFAIqYGmUhzxMNETQ+FAjisoLyhB/JuqwQ1GixA4BkTwFNC8jxiAmSCAaaRSQrgophKKKam5/ut2tdv7+OMogqMSYpCA+P3/tffc6Y33v2fvsPfdcs5FCMqhKgxAASXBVW8sABoPO+mesL0oXAvceGGdVXROyhx7aiowtLeyOIlaWi/lgr677MmodsOa51pqyKKSMy6JgEcapHF2W1rpmblxQq5cvCYyEapeVzxLuHTkXtLEEUFU5Q+6RAJnzNlQQqYgCcSQgcM4jkrXEOArGyQMTLBBw7kbHsQueSPVm1V9+ePGhU6tjT2wuWxEr9f9Kw9dAwQcvBIPaWVMiEXhWc2LBxVK2VVQk8Wi7WVpjKhcQAwUIlOf5qqnlMhJRGskESRATAjl4IKIALjAMXAAA41wEDyGQ1sZ7Zy0SIAWmrQ2EQqoYkDMhFc+yFC00mnG8duXkeHtqqtkeiWQUDLnaOOMQSFoX6rrW2oEnxgCIc8akVAyDFCKLYoai1Mb0ehQ8EnHGhBDc2RBCCIEAABkBWGedEwgekRMZgjDsHIZEngfLPAWLjiMIIgRkwdmyLJFClmVplEkhUpFixmScaG9rq4u6KHWlTWWMMdoZ7bJY/bSRCCoETYF575wzXCIKMt44MsY77Wy/KE2es1DWtvTeQ0DOGQAaayGQCyagkUpK+d8wZea3/Jbf8huJ1n7n9v6t392x9d6ZW26e4TDeiEbLvB/JtJ2NKBlJxFCbytVAHACB8YAoIh5FDWRCWxsIfPDWmDRWrXYb0TPkhDJ40i6YOijBPHBtLeOMoyROlshWaC0YrQHR2Mp7H4KPlBLKC8nzYlDpkgCiiK1dk9y99e9u/e5l6w5qrl5V9/ti73xXKEY+WIeVtkrFDAGAWeerqo4iVeSFNk5IMMYIhYJFaZwe/7uHNWOz32rqlA+W5cqs1XKuKgYzGee97l72MA/Y6uxtzI4tBicDaOQUyARvhRBKMOccIh78zGch47pyVYm2wsqYIh/0e/2lxTnO/Z7dW4piN6BhLF61fL2z1tZesLgq+s5rwSAZ9bW89eBnbezO6YU9NdUjxLVxZQgYIDSzFhexMaSNzdIWMeactp48qVimdbBSCO9tFEnmglSCyOqayBMByYgxFVjwqYhcA7WxaRYvzC/d8HX6zj88PLrCvuZ1a484Yuz/BS+R8W7X3ByKoI3p50VZDFIlvbG21qkSQJCpeCRt9FVd6oKQhxDiOFoxPtoaTeN2xOMgIg4CURCRRyIiBEbIIHAiAu+tD+C8d8HWRhvLjCc/XC8iCiEwRCmHPjvikk1MjDSzdLTdaLeSKAYuwJMx3nmPPpBzrtKyKkqjyVpwXjRVs8GTKGLNNBIM+4OBdiYvSyIPAPhY71MIw7ZfiCGE4P2wvjV4b4kckUcIgAE55wK4QubRBFcGXZemXwwiwawxzBNjrMqrNGvGPBKRJJ8rJjOWNG1amqrb7dZ1bWrjjdPWR4IQUPA4ir3kigh98IjEWAhkva2dMz7Yqi6LIme+AuEBAuPCOqsdUOCBKKBJUjkxOhknv10m+y2/5bc81YRAd942/7mL7tn6o8VeZy8gF0pF6eLoqrHMR62sjUhWG+dDCN6bMk4yoWJClCrmKiJAbTwRFuXAB91qp3EkUiUZZ9a6QCiYqGpjrfUhJGlirUMGXCHnbJCX6IVzJoRA6LlglSkEl1I2VKLyouOMl8yPTcHM4h133nfrzT/45iv+xwk/+OF3e/2ut+bZhx9+9713Z83W7NxSGmcEiIR1XbdarX6/4x21RpqCg1JcUtSvCpA1BxppxLfdcYcDocMO6x4eaT7r3q1/P9peVpVLkbSDTjTeW3fg2hOCi52HOI3KzvYAFtE7X0Vxc3R83NrqgA2rnWfOYggseB+peNfOe5eWZvOiY+xSke9FoRljrXQ1+aQ2jgityT2UMvYk+lbsvujj5x357N8x1t1z1/a/+eqOW/+5W+lSsZGyzEPQWTaCpIQQtc6llIwJCGitliIVxHVtuESEEARxARwFAZlAwTsfIOMCSQQAFeHYmDJVZ9S1FubnJ9Vkd5f5/Cd3/f7p5fEnTjP2G24QVc7v3DvHVLDWWF0bXRcFGGNbadqI4iyKWEBFohlnZR0q65IsnV4xuWb5xPhou9GSKg5CITIi8tZaZ7233nsCQueprm1VWa2NMcYF0tp6L4jxQOS8JwIGTHCOAN4TBCAklEzGoFKUKUqJyIgBkyQCQQhkXVAKI6GMBqOxtkAoUKkkVc004QiBKMkyLkUwnnwABM7YT7tbQCAg8mHYdpaI8Kep64EBcUaMAucsFpgqgSRc7Y03iLxwRngKxkfEm8M6AB4wIAZgCM7X4BExCIZKSAOmzrVtBe8JBUOUSsWeCFFZG4hICGSCvNPWlNZW5INSirXbAKo2PWu89yYQc84SiThR7VY2NTnWTNtx/FvP0G/5Lb/lqea6v9354XfdEVjOWbuZra3rvN0cjeKWKZRizGlvfSWYYMAEj1SWMS4CcsYl4xFDGQJ5Z2tTqEgZZwl81mwCYwQMAIN3AUgqAQBK8VobpaT3IVisKluVBskIjpXJrau4FAxZkmYBqD/oeVclDVfqrd+97f/OL923/36jjYb+xxv+/sD9Dq7ywJIQtFQsIyc4cKniIi+mpiY63a4UUvCIYwieiOPsXAdsiNJUMGaq3j133dXP8/HJlQ/tuA8DbVi1No6Soug0s9RRr9JqaWFs2YrR2lAap97UrWbLmDIEi+i1HdRVl7HIe6Fr7w0Dh3Vtt9533569O7vzMw5tns+gsIwLJNVurA2eMyTjtHE5saLWS6qxePkVn9ywfj8AUFIcedSGI559wLe++eMrPvvA3K6+ZGlRGO8Kxuo4zRhgCMAFQyYpQF0PpIiAkAnlPTpH1nqpII44gGNcWEPaECIid4IFjMXoWMPUA+NwfnZhatmU7Y9e+bmlQR9O/p/TnP8m20Pah05eg7DGlsF5gIDeG2PqqtZpZpJUouIBUxY1pWtmanL5xKrpibGRrJlFccy5YIDOmLooijqvdGmMtjYAcU6EVWWKstLGhRAIEBEBlVAJ4xwpOOut855JyZgDUYEVHCnwKKKo8lxaR0JKLtBzJI7IBQkBKmAklI2Y1hhZZiEE5pQSQjAluYqkkIIhukDGWB4wAEc2LOpDQw8QAjCGDICIBDKODClwBOQoGcuUGM0yzlQhbF6aQMGAs2QRQXFOQNbaIAOCM9r2Q7+CigtOCLXWwXuOzBtvtXPGU8Q4ciajBLn3stY6BM8FAiPvrdOVd1pyzLKE0sQ4cHlhXY3IYhVhIoWI2u3GyGhjdDRDywHd09cY8t4DAOf8qRbyryAi55yU8inUMFygffKqgNZazvmwU93TEyLC/56O8n/zynTOMcaehl/+0+Hq/XmKwl766VvQ8ywasyRYxgmwv9BPY+UjmSYxxFIJSYBcSKFkIBQqQy6cJ1t7xlhRDIQUSikuEaUcGxuNErTGA/EQiDFpvZOK5llBagAAIABJREFUExihMtBUVQWicM5578l6bWtAG9AKybkQCIIolHpeRaw5VlX6jnsfvNpWcym3W7c+sHr1msWlxVyXaw7YL4qzhCX5VHnQMw5QqeBcbtv2oLU2bbSNMcGRimIECGScWVy1crLSngeRNjPntHZuZrGD5ManxMM7bxwdWddZ3FvX80I0RZT2uzNS4dT0WGk7zLsQDFFABlESze3d22i0p5dPGwtOB++ld6EsirIu5mf2ICInCq5mESOL42PrgIDI2qA9eAIjIlvWvTNe88KhJfQYnLOTXvGMTcesPvfNNz60dS6EqKqCEBEixXGqrbPeCBZFUVZVuZCCc+FdQCBkzNlgLQQKUkAsOQBp7YViCMhJgMdIxmkjZCOjS3t3xoyPTI1Lvvyvr5y74Tszp/7Bfs8/ZkT9hq5RcBRSpF5YFqxzIfjACbUnKrXzTDtKOSYqbSSRSlpZqzE62RodT5OExxGXQCwE41yZ10W/ygdl1a8HvUFdFciAUJbODwrtAYTigJ5zliYjCCRkrIAxAAvgg/U/7cNaMyA+IFcVtsrKMkuzOGkmjQgjjpxzQGCcGKKSKJBJhkyCDVBrr3PNnOONBiLjAjlj3oEnFwg9egaELHAEAiRAHHabxSAYMuQySBs0hUCEyCCJRSuLBEYssOBAOzDgPFkhADl48M4SOeaASp0v9TuLdcdzH6VRyiNmgNUE3JtaB58x5qXyCIIxqTULoQrgkQGy4HxtKbiASEyQcRQokAuakCKZJCqLo6TRaI6MtJrNZqRUf3FgHTzt7tcAMBgM3vKWtyil4jj+kz/5E2vtvpz9bW97mxDi+uuv//lDt91225o1a7IsW7Vq1bCY9T7GWvuxj32s1WpFUXTssccuLS39/JiiKDZv3pymqZTykksuCSHse51PjrX2L/7iL6SUu3bt+mVjiOi8886TUt5+++37UtuTY4w566yzlFJRFJ199tmPL8Y6ZG5u7hWveIVSKk3Tiy66aGg2PU346le/2m634zh+7nOf+yTfPAAURVHX9T4TZq0rKz3IZwA4A1BSzO19uB6UOi/IIviIM8V5KmUGggEnlY2oJCWEAMEFr7VWUZpkvNlM0limUaQkD84H753xREQQkKO1HkD0uoV11lkPxLTWxlSBjBQGwAICE5JxziU6V2YNyLLFf7rpgmu//fEk0gGCylrP3fS72sCxL3jO2v2XtZrtus4DKxknLqoH7r/L6+Btvf/qVc866Nkb1mw88vDnH7D/QYKn87P90dHRoihNVdeDbhYxCmF6+UopFCAFP6jdnuXT40wwCgBeaFtWeiEvOknEA1WWPHmZRiNEDImnSbs29erVa4wNgXhV29qYLVt/9NAD98Zxg8uoP5hngqEXkRyL4knPEBAoWKJCxiEwM73file96qW/8FyMjzcvuPhFzzthWdIUOvQ9DrTLB0UngPNgPFmjHbLgQw3oja8DeCJyLlhrgket0WgCZAA4LGyExBBBCJCCZ1nWai/bu3em3+1J5ArTuZ3iss/M/uWn7h8MzM/9mH4TEFymUTOWaRI1k6QRxw0ZpSpu8CgNQhmMPKaeJTJutFuj7WYrVhEQ1VbnReEqryuf9+2gH4yNiTJkmQ+xzl05N1javbS0p18MbNHX+UAb7bU2dV24ugq6hrpkRnPvwNtAzoB1ZK01VVF25rt7ds7v3bmwe9f8nj2dhflBPtDWB0IkYoiMMxZLlkSQxpDJoLytlzq92aXuQrcYlKY2CIw8c9p552IppOSREIwB58gYQ0REAgicI+dcSskYAhJxJA5KijiWrWbczpKICXTEAgfPCIJH48ERskDcUTChqmvd6eWL/f5ip5sPCqq8tORLXZWVMwHIcu6EQCVjRB6CA3SME+cBJQSGziIZUiEwa0xVWWsYF4JHgkfNRmt0tN1uj2bZWAhZr/DW8KejMXTllVcaY2ZmZr75zW9edtllf/zH+67l7yOPPPKlL31pYmIiz/MnHHrggQeOPvroj33sY8aY888//6ijjtr3dsbNN99855137tmzZ3FxcW5u7uUvf/kTBnjvp6enpZRa6y1btrztbW/7hVbdU8jCwsJ+++33ta99zXv/JLbC3Xffffnllzvnut3uvpT3JBDR6aeffuONNxpjFhYWLrvssre+9a1PGHPmmWceeeSRvV7vwgsvPPfcc7/0pS89JVJ/nq985Suvf/3rv/e97znnzjjjjG9/+9tPMnjz5s1vf/vb95m2kZFk80kHSTXWKWZqWxDjWWsyMPIIPnhHBhgQC4QcqOlt2xjK87quDQYUgonIxZlLGjJOuVKs3WwAgfeMMRU8eE/WOWQoOC+Kst/r6bKiQEXVK8tOWXUDaOcEIchIJEkmWcIoJLFb7N7w7ZveZ8K2qWXNZqt5+O8csXxV2mhR2vBjUwSi+/3b/qE2ezzfNTrh+4Ndy5el11//t+vWNYDmt2z557TRW79hdPWq5cdsOvbEF72kkbQhiFjJ0XasOKRxliTp9KoVKpL9/hJDJ4TOsoRzFoLjyKyrqnKxKHujI1mt69oabYzkKTLRGBlvt8cPeuYhgdB4QIELnb2LC7PBhOCBgFSiuBBxPDYxuT/HCMhrY4G8iOqF7rZsJFm3Mduw4YBfdjqmljU++snjXvCypsxyY43W2nmjXW2MLqt+rRcAvPMaGXKOzhkAEJIjY1oHa6GsggsAnCOI4NGHYTuEEMdREsdJ1oyy1rat9+3dNROLdiJatqSbb+ie/b9+9PGP3r39kf5vmEkkhMgaaZpkadpqZqOtxnirOdZsjWWt8SQdUXEjRNJJQXFEUaSB5dov9OuFpXp+qZ7r6pmlerFvcgOahMfYi8SLxGKSO9EvIc9D0bWmZqYmoFjKjAJ5Z62undbB1GRrdJq5Cq0OgQUSjCU+SGd5MfCd+Wp+T3/vzGB+sez2bVU56/ww8BooMISYQcJ5zICM7s7N733k0bldc/liAZ4jl0A8i7Jm0mjEaRLHgjPkyDgiI8AAjIABY8AYCCEYY4whMkTGlFKKiyyKJUfyTiBnJDHw4Mk548k60jbYyrrKGk+BIwcLMkjJIyUj7e2gzKu6dj5wLoRQAOi9dc5yzhMVSeSKcQ7IPQgvGipNBBfOgvPgQgg+juJWa6TVHM8abcbivDBVZRGfljFDb3nLW4YbL3nJS/7gD/7grrvu2mdTv+IVr7jyyivf/e53//yha6+99qijjhq28jjzzDPPPvvsa665Zh939jjuuOOOO+644fa73vWuD37wg08Y0Ol08jz/5je/iYgbN258+ctffs4552zdunVfinxyfvSjH910003j4+Pj4+O/bJnMe/+a17zmoosuOv300/exvCdhZmbm61//+q5duzjnIyMjV1999cknn/zpT3/68etlf/d3fzfceOtb33rFFVf84Ac/OPPMM58ivf+K73znO89//vMPO+wweNzvCwCMMVu3bt2yZcumTZv2339/AHj44Yerqur1eg888MD09PSwEvfi4uKtt95a1/WmTZuWL18+PHELCws/+MEPkiQ56qijGo0GEc3Pz//whz8siuK4445btmzZry7vTe/4nR0/0T+8uStUxIWfnB7/yda7Qx85V0wKXtqswQXjjSxdXJhJIImjRtAhSOQCVJIwQcAZQRARIkIgAuK1tqYKUoraaWus924w6EAAhgwROPcaTCDvA+OKK5myny4WdBc7d2750be13b5h41g/T9bsv3LL1nsnpoUXe2dnZwOVg0GyuPjo5CStWCmLaqGfD1TcrC20RxjjfcvzdRto5Ro9s3fr/Vtmj3rO86anx9vNF+3Y+fB9996aJCKLmkmUNZqtH953n2RKRkpXJkpk0oyMKci6EKjVGh3kCz/5ybaDDnwWEJZVIWRkiq7ROoqahJRlidU+OMYYbtu29ZGHt62YOogxPju7J3CjVMZRCpGSB/LAMMjUpu24b2LP+m89+0+efIWaMTzvvcf0+/O33jhwOlhLrueQgxQ8yEiqKC+6IYRYNQACBZJKAaFzljMWKFjDffBScqTgBQjJwXnBQAimYtEenSoGg59s/XEgnFqxPDgKwDDAPT8YbP/JjlNfteL4Eyf+e66f/wIIvJTIWaK89N75YIk8x6H7ZBjGwCxiYOCCNyaAIUBPGBCoQ4aAPJEHQuTkg/c+CCkaY76C0vbJozWeTJCe1ZJkHEeSAZB3FMBzIADgbBjlzAwIxpjgQpGIRMSFdOTqPHgfrNeVw/GxpNWSkQKB4IlLFAwCZ9CMo4lWq+yV87ML2kFpHQTJBUUqbmYtjsg4M0wrzgJ4R0BEnrwP1gfHGCABR8YRCAGRiLzkFCnOCJtpXFe21ASYEQKi8cxZpmsqtaXaBwu20Uy44NxDxJXiUpP1aAdVR+tJ5wIFDgy9J6t18E4ozpngxAFYLCKuvC+rYBw4x7wTIVivZcQaWZpESRxniFFeme5gYFwA9rT0DD2enTt3jo6O7pu5rrjiCgD4Ze3SlpaWHgvTUUoddthhT6HTpaqqK6+88vDDD3/C32+77TYhxGN3ule+8pX333+/1nqfC/ylnHjiiRs2bHjyMVdffXWr1Xr1q1+9byT9iszNzY2MjKxcuXK4e8IJJwCAc+4XDiaiTqezevXqfafvSXnRi170T//0T1/72tcev+hcVdWGDRte97rX3XXXXUceeeQf/dEfAcAb3/jGBx544Dvf+c6rX/3qH/7whwDw1a9+dcWKFR/96EcvvfTS/fbb7+KLLwaA22+/fdWqVd/+9rc///nPDz1kN9100yGHHHLVVVddddVVK1eu3L59+68uL2vIC7/w/Df/70OnphpK8EbSGGlMxVmrOTKaNNIkajlj66q/1JkREQXyuqqQccEgjhLJI/AxhcAFMgHEPCL6QGWunfNlVeaDfp7nMzOP9voLyEOSxgFsXZUMZaQagqc+GCGx3UZiW793x/u37/1Ka3RmeuWIkLbdjvfu2TI2ar9703WjGemqb3WxZ+eexdnO8qnRXTtndj3SGR8fTTKq6hwZ3nbLAzt27haqXJxfvOV7t7fb7K57brz77n+55dbvLXV6zzvqmKmx5UDAEOcWOlI2oqiZps1Gs9HrL/TL+azR5BLLctBqjXtrq6LsLPaydFRIBYiADAG9t4Ck4sRYi4g7Ht7x4y13TK8+0PlgneWKIWdp2kob4xSEtZpcsDRb+h0yEZ7oiCNXH3XUYf/mGRGCnfiy5Q/NfFnTXSiXAhXeVc4ZU4WyrnzwRTUwwRiv87pf29oHE4K3zhntdOnL3Je5I2LOkLOExIUEqYBLEceticn9knjigbu37N6+M1OjjCJbgzdRZ4Z96fO7L/ncFud+WrbmNwDGgTHinEnF41jFcSQjJSPFJUfOQAAxF9A60rWtaqONcdaQ0VRWXutgLFHg3oN1wbpAjGESRyOjaXuUqVgIRYRGB6OD1kQYAY9IxsSVZ5IYZ4xxLoSQgBCAfAAUEZNRpJI4ajCMqhq6vbCwVM8u5POLeVk6HxgBOnKME8OgFGu2sqllk3EUWeu1DtYSgWAYe4cCFSPOAuNM4M8ePETkgnfBOvIAJBgMG/8xIAJPEITiUrFGFjWGqWXAMaALvvZ1HfJe1VkqOktl7mVotpPpFZMH7Ld2rN2Sscqa0ehkM86E9zaEQITegal1VVUAQUqOyBwELoRUsYwbgamyslWlbSjJhzSKW1ncSJNIxYLHxkA+qAdFJSMpo6elZ+gx7rnnnptvvvmmm27aB3NZa9/1rnd997vf/WXvTEcfffSFF1545513rlu3bnZ2dteuXU/Jo+4jH/nIBRdc0Ov1Tj/99Msuu+wJR++///7H65+engYAY0wURftU5X+AxcXFN77xjdu2bXuqhTyRoiiUUo/tDuOjfz5saMg111yzc+fOp09L4NNPP/3+++8/44wzsiz7+te//sIXvhARL7/88uXLl992220AcM4556xbt+4rX/nK0If0zGc+8wtf+MLws2efffZ11113/PHHA8BVV111xhlnvPa1r/3Wt771kpe85FOf+tRj19sLX/jCubm54fapp576zne+86//+q9/dYUy4qf/ybpTT19z43Uz1//tQrDrtj1419JAi85EGpnxqVhIwV3bGccSwWWWpYrxELBmoAAY55xzZo2VXNTaekfW2bruI4K1uixtnnezZtOTqXVunUbkjKGMOJHNYtVolXdt+7+799w8vaoFhJMTE9t3bEWeLSzMctnbsG7F/G5Z9YGjWFicK6pqbHR8frFeXBgUVY08EcoKzkfazfmFTjmQ83M4N7O7KIw1xeL8vLELGzas965ZFGZ65brZHQ8sDfqOZ4OBbrcTKaNGszEzt1syFSfNMu/FUVrX5fj49KAY5Hk+MbWsX/SEVJ48AARyWhdMSMYT0HTr9/85GBY8Hxkf2/HwfSC9lBK4EDy1RnuvbZ0P6GGkPOmOps34lFOO4f/WO3AI4fY7fvD5z/+Fp0cemZkZbz5jxdjzbT0VQhLQoSkEl+CdtlWsMkDvvEZU3mtkUonIGCIghjx4dI6IKJBHxpViUkieCHLMTjij9fYf/9hqvWrtQQS5dfNMQJWH66/tff+7tx5+xPgxL5g47IjR/9YVGoft0zkHhgDIAIB+lnkVCIkIAyEigkcEZMAIETgyzpAT+gDEgBCRIAADCsQFIlMBmLEBkZVYBO2tt2VeIAeGrN1qouCMKYDgg+MMGDJjIQzzu4KT5CPOLIJzPiAQyNqC7TsfgrGOiCGINGKSMxM8IDDJkkbUCs2JamJg5zTYutIEYL3LPQVHhCEQj1UckFXGMGJAFoicM4JxQggIPwskogDBkwcWolilmUpr1S90ZbQLFgR58v26j0H3B6Y0XjZZ2lBppmJkgQRDjjLiiKxiTDAKLHgeAMqydF4LPszzR4+ASDxJtGYWql5lS5PXvkLEViMdH2u3m2mWJCFQVZlOp0fgVSwB/NPXGKqq6qSTTnr1q199zDHH7IPpTjvttNe+9rVP0mj9pS996Xvf+94TTzyRiFavXj0xMbFixYp9IOwJnHfeeWefffbNN9985plnHnHEEffcc8/js5aeEGw+fFQ/3bKHnpz3vve9r33ta6enp3+Z0+Wp4heGiP1C07nT6Zx11lmf/vSn169f/1+v61flwx/+8Pve974zzzzzxS9+8fnnn/+BD3zgG9/4Rl3X55xzDgBYa7XW3W53ZGTk8Z/atWvX0tLSIYccMtx91ate9ZrXvObBBx885ZRTPvrRj27evPmLX/zimjVrht9Dt9u94447tm7duri4WFXVryEyzcTLXrnq905dNeibL14SPvfp69vpkUC81p5M3W6NEWqUuSVd6UnJGZME6IhQcWUdAChtQl7kg7wnuCjree99WZbWaCHVYNBJm6sGRSeSWZxEngrAHHm1c+/tfu/evbO3J4ltpK25hflbbr9lzdqRbqcDVI+2mmUFDqPnPP/kdRsOuuSLn7v9jh/2SgxAPlBrdHzvbAHEAhVJrJ2jxSW92HFKsihOGVMIfO2a5UuduYe2bVm2bMUi49w5Acx5Y51xLvTz3vj41HxZIAWlVBKNGrT5oLtiesPi0t3d/qy1qwgCF4Iz4ZwD8p5ZlUTW0LYHH969Y9eKqQMROWFgknxwadaIo6atkIK3Lqe425uf3TB96OLi3qhZ50W/2+syxJmZ2W63Mz29qtVqpWk6DH0FgLquP/DB9/39N/9ufu+SrgJj3aQlIE7IHgyQBQohoKXAmbSmilRinQYkxsGHwAHLyqTQZkxYHawEZBw88+QEciW5kqA9RFE0Nj5hbbGwR+/c9hPjzKr9VrVaU93eIHhuSpQsu+V7i7d9f25qOn3v+585MRH9knfUn76KPH3zUof9M4AQCRkCIAB5CgDEAAmAIQIRDMP8CRhwAGCASMgEoKdhTWqAgOQ5EiBIzhiLMHjBwYNHgdxiIG9rXfJKcpU2EqkkYQDihGiRvHcuBPCEBNo7MFUkPFGwwQVUQsUIsqwsAGNgOVpoYRILzhlDQmA8ZsrJkfHmMutxqe8Bau2dc7VzxjomBXCOECdCMIisq30IRECAAQgZIkPGkdGwQiMFcAG9EMAjxiUw4awva1dzDJLQ29o73at1ZbCZSM4FAFlfM8WZVDJWQOQ5JVGmVIQgrA1aa+8sE4TDuzRhQGBSxFlc5d7AfG4cKGyn6eTk+MR4q9GIhWB5Vfe6g7IcONC6dsbop6kxZK09/vjjN2zY8JWvfGXfzHjdddcdfPDBRx99NADs3Lnz/PPPf/jhh//0T//08WPe8573vOc97wGAEEKj0fjEJz6xb7Q9HsZYo9F48YtffP3112/cuPGGG2448cQTHzu6cePGEMJjWetbt24dJuXte52/Hrt37/7c5z63adOmo48+emjJvf3tbz/55JM//OEPP9XSIMuysiwf2zXGwM/8Q4+nLMvDDz/8DW94w5vf/OZ9qu9XQCl15ZVXbty48dJLL/3ABz5gjNmwYcNjXe7f9KY3PcESgp/9g4//NxGxrusjjzyy2+2++93v3rhx4xlnnPGFL3zhpptueslLXnLuuedu2rRpfHz8yRPWnhxEaLXVn77z+De86Xcv+eJNV31+W9CrItHsDZaiVnHK7z/rR7fumd0x73BSesE9ylhUZUWBxUr1ut1ObybPO2XVa7Qioy0RkyoSQjabY85aYFw7HSHjvJpbvM/T4iDfMt95cHpVa/91kz+69/uM+Wc9a90j23e/4n+eGqn4yOcc88LjX/KYtpef9Mrjf++YE16weXR8rCjzK7/8ZarqOG54m1a64kzIGCvttLVZFPcHWkV8qdMtcrvf2qnWaGNhZmm/FavKfrXU661cPlFrSBtJ0hDVzgVb9dav3SQhm5/fo3XJQE1Nre4Xs3t2zygZV1UBgAyZiGKWBBc0YHzbzf8csYxBNDIyvn33vVyJJGqPjbXLogKgQAHBj0zx3E9GYpKrRaY6737PO/6/97qpqVa30xWM9/uDdnv0lb9/2sTksoOfcWie5xd+4qKl+Y4p0dsAPoyNNRgbdIu7Zvbs2H/lCPkVFIIQUiYxEdV1DsCqKqeEOFPO1dZ6YCqSmbGGMyEj1MFLJSAgEJEHwQRIDyFqtkad1t0FmN25h7wYmRhrT7QaMljXsLVhqsUwLM6Wbz/rtmYr3nDgytHRCLkjIiED8HppaWFhbgmdimN8/rFrjznuACGedj4kIgJAxhgCIgMARhTgp69VCECIgiAQeSIHCENHcwBkOGy9QYGIyA3v5wGACBCCYCxKIuuCrHUAUJHC4LWufV3VgknJueBc8IDMD7ukMhW8BQIE1M4TegILQA48ghNAUsUU4qqsgYLgBgEIMImZ4AyQOKJSmKZialk7aaRJ0p+Z6+VFZSFoItJeSImIQkgmSDLhAgJqH0IA4owhRyREBwhA5AM5T44YEQuWjPU1QelJOweShGTgyDqyPkDet/00DdpFkkVRQipCjhySZiKyRitNMikjW1fBeu9sIG9NYDwoEYEEBCZUljZZayTP3ZzFvD06MjY21mo3pOTOOV2bIu+VZd+T0UGY2jwdjSHn3Mte9jKl1He+8519Nuk//MM/POZWOeOMM0477bRXvvKVAFCWpRDi8esjAHDHHXcopV760l+cnvpfhzFmGJkPP3MCDYVprUMISZK88IUvdM49ti72mc985nWve90+FvnrMfyeV6xYcdNNNw3NIO/9CSec8PrXv/6UU055qtUBAKxcuTLP81tvvfV5z3seAHzoQx9qNBpCCCLK87zRaCCi1vrQQw896aSTLrjggqda77+iKIo0TYe31CRJhhtHHXXUzTff/PORZ0qpx7IpV65cmSTJ9u3bJycnAeDaa68FgEMOOSSEoJT6xCc+sXnz5je84Q0A8KEPfei0004bBvV/61vf+o8YQ4/RaqXn/unvveyk3a85+dpqZryZNQSu+vJn7lJRnEVtYnnwEXdEZBgT5PmgX8/OP+phoHWOwAB5u90UKhIqMtaoNJJSt5oRku8s3r/Y3eLCHhnVOuw8ctN+D21/4JFHduy/Mjr4sGN//w/ftHa/9VnW+HlJaZLecuMdj+1ues7zX3Hqy+vK1JXJmpkNrpk1I8QsbRZlvmvvwvjYqLcuBKhtKXNfF9XuvbONNGGcN+LWwuKcSkeh0a9ozlrJMx3BCFtMIPCyyseWLVvYuqMedF1UJklWlQuN1kRe5ONjY9bahQX96IOz08sO5In30nkfGHdZqxElI/mgtNY6k6/crxGPxLOLjw7KbVw81Mh6k5M4s9vNzyxMTozv3LGz2Uy6nfl/vO5v+v1yZnZp5cqVDJmtqrI0SdZYuW7Mau8d7tyzU5tdj8yaqdYxCXs2srgo64plsRrJ0ohCWdU6i8eAmHeVdzIwVVW1ECkyzgUG5hkCkRdxQOJMs+Blmjb9uDFQ+k41mO8mMplZ7I8vb8dtztmIg0KgrCsOKPpVuHthXiUJchYCOmP63cW52d2cMauprs3dd84f/uzp0dH0P37J/eeCAAgMkSEgAiEiQwoQABABgYBABaIAOhAnIgQIBEDoh/HGCMQQQAQiAgKGFAISMAQhWJxEcZYFYNwHCUyhMK4E64I1wXMhE448YAjOByIAQUQ0bDPvfQACIEJSUgQixpVUUXCxMfkgt0IMe/ZFDBnjgECCYax4IBZHaawy5Mme2flBpa31IZD3yBlDzzlHxpGzQAyR09BzN1wYREDEABBC8M67SleDIi/r0pFRCWNxVlkNyISQzhEXDK1zlvWWcpuIZiu2jDkpyUbNJEmzkaw9ksQJEjfGWecQiXNGIVhjRCQZIQMhZJTEPM3aohcRyVar1Ww20iwiYkVRDvpFr7tU5P0A1tTgHT0djaF3vvOd//Iv/3LaaacNM3EYY3/5l3/5BHPkP52hT2hImqaHHHLI2rVrAWDDhg0nnnjiFVdc8b3vfe9ZJU6SAAAgAElEQVSqq6568YtffPPNN1900UV/8zd/81+q5xfy/ve//6tf/eo555zjnPuzP/uzY489dphcdsQRR2itH3rooXa7fcABB4yNjV1++eVXX331gw8+eMMNN+x7nU/Czp07L7vssuEayic/+cmxsbHzzz9fCLFhw4bNmzdffvnlj6XLDZfJDjvssHXr1j2Vin/GsmXL3vGOdxx//PGf+tSntm3bdtFFF+3YsQMR//Ef/3Hz5s2PPvroqlWrNm3atLi4WNf18NKVUl588cVPXh5z33DCCSf0+/3Xve51P/7xj7/85S9feumlAPDmN7/54osv3rx587nnnvvoo49eeOGFw8TDk08++R3veMfmzZvXr1+/adOmk0466Xd/93c/+9nPdrvd973vfRdccMHIyMgf/uEfrl+/fvPmzR/84AcPPfTQ4RQXXnjhbbfd9q1vfevKK688+OCD/7PEH3zg9Ke/dPTrT/8/VbGqHOhWcyI4PtBLCDnjjFgARMYpjqM8X6yrXiDTGGkxBmnSkIoFKoEtIu/quhgMOv/8vRvGJpIsS0xdaj2I0zA1NdHv7li3Rtx51/ZjT/ijd7/n4l992eWo33lOIJJcSBG00VnaKIoijeO8qLOsBVHI+0WSRoFwkAfOw8hkZkqMs/HOYLZX52VZNa1tt0YOWKd2PrhAIWSNuDmS9azOi55siIlla6tBUet5AGIAcZIUVYmoyEXb7rlXxRlG0B6bKMo6kmmUibGJMYa8qgrA0K8fjHvJCB93bq60S0lWPLJ9Rlf6wINW790zv7Psc8HTNO11+rt27JEqXn/Ahh07tidxFALESoyMjBWVjmSSJdlIe7Qs81Yjz82NS8X2qfFnc1rFAIyuAzSQiON4kFHwPnhyri7dEpAsBrUSLSCgwOIEGBKAsY4Yj7hgcZYxht47GcKgnHeJWzm9dteOXbzTWD4Zj7aXSUUVCgoT2ltA7bWt69w7CxjAY7s55R14l7en7Lnv2fQ0tIQAIABJDlyhJ0YUGCIjlFz6oTnEOKMQfAgknGfEhlWbebAOkCwEhsgYG74cBkKiAOQpSEeeMaMUbzRawSKZSjIesXZmFfLAmYq5IgQCzxnjUjrnEMmh9z54Ahcc51xIST44Z33QUlmlYiUiLkjbsqxjWUZSgBCCceYhgGAovCKKuUjSiBAZuN1zHRjUDhEIGYRABI4AORcNhhmg4+A5BKJAxBEZkmMBnLG61NaZ7iDvFj0HrtVqMcZMra31ERc8FbUNhbXOmdKhsA3vIuaTWDYacTbSGGumadQQyKWuXGlK44s4CkohcAYciAB9InkiGHhJKlKNZLSyvUbaSJJYcFWWriiKft4ZFIPKmMpUMZMiflp2rT/llFMen5fLGNvHdajPOuus4f0dAN7//vcPA4me85znfP/737/iiisOOuigPM+fkpDkD33oQ0PLTCn1jW98YxjTCgAXXHBBv98HAETctm3bFVdccfXVVx9yyCHXXHPNf7UR+e+Fc54kSZIkH/nIR4a7wwfP+973vmc84xlPGPn+97//mc985lMj9BfxyU9+8uUvf/kll1wyOTnZ6/XSNAWA44477l3vetfQcXLOOec83iMipXya1KG+5ZZbrrzyymuvvXbdunW7d+8e/r7WrVvX6XQuvPDCz3zmMwcddNCNN944HPz2t7/de3/dddd96lOfAoBrrrnmpptuuuSSS5Ikuffee4eBUJdeeunHPvaxiy+++Kyzzhrm/Z133nnr16//+Mc/fuqpp27duvU/N+9h03OfcdhJuPDIo9SbgxwrzWsjvI0YNoUYrUtSCuOMooRFTDCMgC0x5Zb6W2fmt/Tyn/SL3c1GUhf5xPjYgevX5FWnKOaXL5/udAbLl61ojuBPHnp4rN0+8KB1f/y/zvt3BaBwzmQsMKBUSluNDHzwMomQsMzr5ZPLBPKAttls1dovdrqNhkjjkR275q1jmUiYyPo9p/jEzkduNiXayjTaPG20ql6/qgbjbHmzMZp3Fy32jSkDUWdphgCd93m/uvsHd4xPTEdZCgJ3/eTBRrvNpY8yoSvDOTe+y1W+a2a7tssszWaJHZ/ky5ev2XLPnqquD9gwuXPnfPCBc9LWrVk78siOGa2DFExwX9TF9Mrphx/etnbdfkXRLatB8GFqfGWkVJ734mQvRvdyKNDvT26kGDDOeRwPrI8RuIy5rkslMFZpIOh1BlEcR5ZxIUUEImJc8GCJCS9AQJJlus2dR+XmOw+v3IhHvnjk4fu6e3f3du9i4+NTo+MrAjEg43gZyKSyxRMOSHnZZZwZV61fn/zvdz33iGc/BeGbvwrDiAXJuGDEQEIg8ARESnIuODEUTACRC+SJnA/aWKIwvGUERyEQBkQYxiAPu1wAISBxZJHAEMUuTlTlHDDBBUZRkzOMWhGLpIHgwIdANHQlBeKCIzLvvQ3BGIfWMCYYOO8DZ5whU1IpJRDjsvZCgeBWcM4bMZeMyAHQMGMrZtHEBAvB+wDBLxWVDQGdI+cc5xiAMDAuuUAR0LLgEJRgZFxB4I3Tpa616XgvFpbybq/KGs1msykYZ5kv8sp6j8CiSEiNgBQnMopizmUUJe1ms9VutbIkjSLg4AFcsB58FPNGKuNUBkQHhEwy4EBIFLhgSkZJnCk1KlTEhHQeyqrOyyIvykrXxlrvQ6OdqkjgL0uH+fmTaoxZWlp63vOet3Pnzr/6q7866aSTGo3Gr22mvOlNb1q5cuWf//mf/3of//V45zvfGUJ4SmJ9fnW+9rWvffazn903OXT/RRx66KEXX3zxC17wgqdayK8D57zX6w3r6/z34r777nvRi170WErXbxinfeC0zsyi2VN3H5lrZuKgjWt27lr84S2PjjWPeuaB/6OX35lmdqm7q+hbrbHZzpCX1nbzqqhrQ4BxlK2cWo0Y5mdnNhxw2NKgX5RLGzfuv3d2x8zCvevXjqxZs/oDF1w5Pv7vKI8EAEVVTG9Yzr0wpYnSCBAYZ6Nj7bxfpjKb3TUzNjbSbKdJKnr9vK6djMBal3dxw/5HecuXTew/v9CZXL2iHU909naQxomvQh8v7F3Iy3Ll/vunSbwwu31m6XZrO4PBYmtkmYxird2rXn3+3/7VN9YcsHHN+v16ve5PtmyjoJfv32pNKlvoB7dsHRQ7smY9u7B9ZBRVujSzd8/4VDw2nnYWfK3rZctbg36FJJJEDfL+yhUT1obFRRvHmCbY63aajdajuxaytLF8ctwF0gbjaASZ6vaWlhYXq8oEr7Jk3fLx56fymcE2mOBjo6sVb4YACF5gbI1hPFI8E1xkzbQ9HsVN4JJVla8KR144Q0Cs1nXe69Rmwdb9QbjzWZvGK1uNjK2su2JhTz3oBAYqTrL1G6ZHRhtcEIH04BwNpvf3p792Q5LKp8frxi+ACL7/47v+/vqrVMz/f/buPNi29CoM+1rrG/Z05nvu+Oa5X/frbvWk7paEEAFhQBQOCqNLlklAFZk4KeKMLoxxVbBwVVwGYlIQFwHhsk2BHCCABWgWGlrqST13v3m67747nHvmPX3Tyh+35XLxR2LEK/XDub+6f9+9zt6n6qza3xoQAAG99cF6rWSW6ShRKhKETEK5gB6gqOxgdzieTqy1REQk2TOHIFCSFEDyzQMncMAIoJi9c/VkbOZDh+DjKDRkDMw6jYSWDr3xzgTPzJ4DMHMIISAAOA5ur82PGRmkEHGUZWkziRKplJIoBMZKtDNopKLTVM2mEsIXeW6MS+IsSlJreXc839qZrm8MN3dGVeWND8EzIgCCkJIEIaEQQQiPaAG9CTMfCi050REEWVU0m5na8XK/f3i5n8QRuJDP57OiKJ2bFOVoPvPeJVEWUSPWabfXXVhq93rtXruR6RSEckFPZtVge9vbWa+tG63EMdfBM0sBPaXaUkbO8nQy3d29Enjz4Fqrv9ANIezsjG9vTba2p7OinpU1CT517Mj7v+MDd+OboX379u37c8gUoqguv/wK2bBxo1pbIx+2nviW2FZXX738c1sbt0/fcyhNxLTYkqIxK3F5qWfG5Ww6WFo5kJeuv9CdFrvNrHHgyIEX33g6ayysrCx5mB49SauHV8Zj+Q9+7jf+opkQACipjp46cuvCho51XdYylq1uRydKVujYCC2ssxKFCOLggYXhoJoVJRF2F9LrNy9ySOIoO7h2T69/aD6alHlR1SGA6PcOClknmb98/ctLSwfanS4MLHMA5ADWmNp78frLzy8uH9KJquppPh4poaNWlKSpAN4e39odvqG0z7J2o4o9bC/0Y6VXirzyNh1PNqUSu7vgXRwptTPIkzQbDr0xYTSZq4I7rSTJ2oE5yaKFruz2+NKV9aPHj08ns/E0NFud1ZUVa3g0Gm7uXN2YDBay9Vb8Ng6HpsNBnOo0ahhnLE9rUyRxO1KZC74symYv8QFdxcxib8q2UmhN0Ephgsp3AQVVy099+lIlN9/2zjrKxstnD7hrN0+dOfjd3/XYd3zH6bu2Y+z/hZIy0XEIdq/xTQIF5CzWrUynmYgSIVCCkIFkbaG2I+er2XxibC2EkBQJIA4ghY4oFggoCODNpqzggQMK0lkShUbIi4lD7wVJEgCCgBQSI3jkGoJnoADhzWnggIhEtLdb3gXrA3jvjDWlTiIda63iKPJOokf2jAhRLGKBAMAhhMAEEEeimeq6mZTdrChKU8+FeLNIHIkQBSAFZg7EAVEIwoDIkohDnecmOJfPvbFIIhJIkZaNJOEQvLO1s5VzkiBSyiB7a0tflnMHIIQiEqzAcWKiqIVS7u1DExJUJKJYCmawaJ1ARiIMzIAohdIqCZwBq7oKRVmOJvlkmheVsT7UplpZ6bebDRJ35THZvn379v37mHl4cef8s6+8+/GTi2uty28M/+SPXjt4uLdyENLEnjzV3N7e3NjcPnn8wOraymB3Ps/Lja+9vrJy6PiJM7e3bi8sLA13N5YXltqt6PXz5w8dPJJmzeWl5qtvfCZrlvc/+MCv/OpvtdvfyHBXrfSpE6deefa1bqOrtIqSqCqLNFWLS4vWsTWhnleD7Um7kWmdzKZjpLjfXRpPxjbMlExZ3lrfqjZ3b0cy3hnerKp4aaVn/fbW4AUZpwvtVWuqxnJjOttJWikDWDMvyrFOF65ffr3Xe7DVbT735T/Rqos+6y4vSKXLyez8G1+q3UAnqQ8S5bzVVduDSVnWaZLt7BRIKRCFoHSsgCFK0DrvvTAWhWxLRcxqnlfBG+9VZawPXiqxvb09GMxXlg/NpttFkVkTlheXF5fak+l0PHptN98mOJnpY8FWWp8EBB+8qcpYt0KwzgIheQv5JAhFIYB3CCJMxuPxaKc2heN5PiyK+W5RbDlwrNKXPjMNciSwNHbne7/vwfe+94E7/o36JgkcTKi9DeCUUAigJEWJ1AnpmLX2UkoADCRqa52zs9l8e7BlbN1sNjQlSmhkAkXKe0GKmGFv/zuBCx5Ys08yraFR1GYaABywVhKRAEggCmIBTMF5CPDmHtLAzIHZex+CB9hr+GfrjbGuLEoltVI6TZM0TYsZV5VCkaWpk0qT1IzOeR+C18RJRK1GVJs0z7OirCqDXuzVhRMzAQlACiEE8BgAkQkEUQRQ+lCyc8SMHCR4LVgQKyUIVVlKqaR8c2oYOuO9AZPnVRlGo3yWz6uizUs9k9WNJkWpYA8MAZGRAlIQjIRAhBAwBAZiBhJCa50ypxyorn2e1/Pc5KVxPpjaCiGaraaSAviuLKDet2/fvn/f6+dfv/LK67ESn//Ua9/2vsOrh8UPfuBtX/zcla984WaSJt47BLW7mw93LyAJJNnv9R546ISM/I0bt5eWDu5s7xw9fCiL4/MXXz+wdkTpZLHfjqPpk08czyvzkY/8628sE9rztrc99LlPfpYrL4VAQCJ0zlvrAYTWUcmV1vFoNItivbSwWBk72NnpLXSds2mUHDu+8szTl201WFs85lxlA+f57ZXlkz/4oz+apL3bm+Ptzd1XXnqKhSdEKaUUkRJpTDEKLxVbO2v1em7GMvJCBWdtXVftRv/gPWeuXn9pOLkhkjIvSucxeGGtlzqSLJCQJOTFLI40AutIm9JrmWTNVAiFHJB9kY9B2HlpRlNdVzGHsLjQTBM33N1NskQS5vm0Mq7T7bRb8cUL56UaOzGaVQMhZuzbwQprrSxjpRqAsjb1zmBqXBmnKomT3d2dzVuXh9vrtZl5dgS5BY8ABKkDIYwsNk1QGi0CLX7wA99zB79I32QYiB0QC+sNsiPCJFMyRhkBSA7omQWissYX86rI66Ky3nFtDOZ5oryVUSQTxT6EgIjMgUAAEiJLRIAmuy6gjEVIImWcRULe+0MCIiIQPgjwDLTXyR/C3sudEEJghrCXGsHeOmN2wRdliYhFlTTqpkSa54zS6wiRMFaCmVzw1jstpRKUpbI28UIvK8pqNK2cQ8fMgICCQQQgRGJG5oAMFBQITSSJYqWtFrYo5gBOCofoSTAhRnGcWG8c18EDF85APffl3DtLVZlXRVnNZn5iXH/BLMpmVzmQHFgQADJzIBJESJ48s98bMwkkhNIyDiEBb6vCzmdlkVdVaawNxtRpK4mUtLVx1u4nQ/v27bvbvfbKU9/+ntNJR964MP3Mx89/+3ceM3b4jnecnd4Ht2/NSILnsizDLPeD4fj4sUOtRiKJbqzvnjx2en19o9NttLuta1dvJEkTBTKaqzdez/MrR060/9FHfqPd6f1lYnvg7AMoAylhSquTSGmBgKa2dV0IoaSUWbNRVfXG5uiBB86IcjqdjoeDgZTJ7ds7f/QHn3ryXe/Z3Z5eu/riiWNPrKyeO3biAaF4cbE/GddRlEzHg8XeQmGSujCOvZCpICShymqUJNLa2Tue/I7/67d+mRCWj32rxCzSMbPXER09tnrh0hWTz6NUh+BIaiClpGSASGtE6nbakrDIC+9FsxnnlX3Xe7+7zEtr/eLS0sriSlHkg63rr7z49Hi6ceRQL3BZ17asTL5x+ejho2VhI92qKqhDce7s6Xk+vX7jaVO/AHS5yFWkloibaE9qZxCkd+HWTu2CibSUUgwHW+PZppKAKiiAAKUGkBAxlAROQhyACVo6DR/539+XpHdXC8hfCHt0dSApJGsKQWqMIpQxCAUoOAD7gMhYlm6Wmzx3iDrN2jb4vMzZhzgGQdJDHAIE9gKIOSAABJSQCuwG3+fALswSFXHICQMABABPQJIAmFAoEHtpFKEIAZkZfEDEECAE9J6Z9+YeMQN7cNbY0hazcpbqVBIw2TiWiNhpRsASOPjgfSBEUlI0M21s5j1HUVEbLmpblsb4gEg+hL1kCJgYGEBxQAASkgGtIBMiD1TFsSAFgB5JCaWFcnGKdQAxy9mLqqytBfAAiOBwOsg3i203sYuOSDZQR8wMxLA3w+rrNUuwl/whIpEQqKPYOx2cKasqz0tTu8BgjEHiOFbA1lS1s24/Gdq3b99dbTIZ/cN/8D8OdybHThyLtTx25NjGTT50vHfzxq3LF0ed9kIqFSmxfnkjTZtry4vDwVDL1el41Ex7165eWj241Go2n3nuK5HsxnE0z2dn7zm5PdgtavkzP/Mb58498ZcM79Sx00kSOUZmEZiFkK1esygqHUXzUZ41stoYQUIK+cbrlxtZFCwuLy9bz7Npjiiee+bLRw6fOHh4aXd8/R3v+msYexELH6o3Xn1B+S6GoKRyvhK6QV4R6TSLAYx15svP/N4TT35XY4He+R3vmY4nwc0N2q2tK6Tyyzc/d/xEd3E13dkxPnB/aXE+m5dFGXwQJIa7kzimfDaRJE8cO72+uTOrwve9/wNb4wlKDcjXbm7ujipBqq4b9z78/afve28wg4tvfGU63kx0a3FFK1XtbI36/dZoVvV7y+ubNxpZ8557T3s2g8Ebo8HWUrJWWhjNorj7GFJ2a2NDio61XO94ISjr059+9u/d/7Yjd+/k6DuEfSjzOooUEhGyJlKSJQUkRGAEEbyojZ9M69ncGouRbjSbwYNzE1uZioTkQMBSidg5C6QFILOVrCS3uGpiHVVl5UEJqTUFicx7i3kJPAIiKST2GJg9h73VsFLKgITogQMHF4ADOx88gwcAz44keu/KylR1oYWqTUGApu4H14w06wjiwC6wlCgQ4kh2WikDCaWL0ieVncyKybSw3gmUAZgEEwMzgNgbpC04kKDY2bnUjTRLkjRTSgYAYEYhoiT1pKLAWiXe5dYGCITACAGYU0oVRGbuRruT9oKJ9jYzw5v7PgAAYG9/idj7sAgUMAghwGFV1kWe12XtrdubKaC1TCIN7J3z3of9ZGjfvn13L2b+X37+v3vf95xSkD37/A0heGM4vnylcJ6OHz/WbR7f2tp5440rrPR99z108/p6rONGlt3e2Oh0F4bj3ZWVxX5/4dKlK6ura1I0qsrs7g6Kcgai+qe/9M8ffewvmwkBgFa62WkP8iFJled52kzzfN5stdhBnRvrbBxHbMPy4oHBzlaapErFo+HMWEtIb3/siS9+6XPD3dtJ1DpzzxMXL39lafVBiXp9OLzwytd8JZudtXkxrepZN1soS4EUVdUcg1tZPrLU7vTavU4nuv+Re9GlH/31j+gGHDu6ev1rF+azDcfZaDRcWVmzwY3Ho067xWHvN6BqNLQU2O8tDAfzncFkOCl+8G9+2KLQScM5025ntfG3NrbQx0JG8xkJiiQuHzvxvs1bL23cfNXYYjIdLfSbjaYra1mUtZDt2tl6d1oU0+Wl/uJCf3vzNsmwekDEjVdee/lmXs0ffvTs+s3tMsik1fqVj/7iAw8d/cvf+bufD1yZktkBBxVz2ogiSUqyIBCAENAz1bXLJ2Uxq9ihlkmWsAfrgxtPB1VdgxZOOuONCEKAZ0RmB6DQN6qZcGUxm8xlQrKZUkQBGNETSRQMxEggQHnnCMAaQ4KEEIJAARBI4MAMfm8ZCHvrA7NnDBxC4EAIHkJZFyFE65vbe8OjGxk2MiklKCQEQYKExEYWB1SkkrgwYl4FwKq2rjR76QsiATIwOLSIyCCIEYGQIqWEVJ7EXkLDQCQkRhgxeh9Uq2X6fcFhUs5KUxqlRCRlHMXNuCERYxkBw945X11bY4VzkiRwYEAEBkJBRMBAgqQUtuTKGO9drCMkwSTqqhZCEjAAeGYE3E+G9u3bd/cqimK4tf3Mn11457eunT7de+pL1973vQ8Ntvnf/tGzWxsuzwtScODQUv/AytWL15lBK7mxtbF2cG1nezdN07XV5edefOnwwaPOuRs3rijd7DT7w9Hgn/3Kb9x//58fvf2NydJm2kh0pEwdslYDAKIkllKCFHFsG7ox3B5qUo1YNY4efvnll6NYR3FCyGvLiy+/9GKn1XnH44/Xhl948el773n75z/xseNrZ69du9jKFsd+FsLUwkwKoZUmEgiEnqSWZTE9euBUOd0tJj2KfWXm5x64J+DmF576zbUD/cOHjk7GsyRp1aZ0HEiIopgvr/QWeu3bt26XeWkN1RWkrX5t4G996O9OK5M0Ws67uS3jOO4vLM3H1jrZba92un3rfTGvZJw9+uTD+bnh88981Exftba8cfPVxcX7dNSIowM3bl9sZKkLfjSZDIfb9545OZuPI4Vf/erT7PnMPSfLYjNSFfbErc1Ljzx67o7c+btfjf729EYcS0FxJ0r6SUIKlGAB3oPggKY0xbQqJnM7MYK00lrqxl4TvOWQz2aFqUhIZZTUJANxQCExWPRW2lJV80lZTjrNmClFJSJGFzx6u7cBgwMAkZLaiUpAaSrLgoSQEgSgZKIgSQZiAocQEDwjB0AgAkRmAvICDLuZKW5sbzmwC+3EOZ3G5CKhWLKXiEoInSYRCIuYl7ZmNFJ5rCwDEwgAhACAtNcIRwACATEIpRAFsrI11lWQQu+VT0mpYwTmeHlBxWppsW9mszyf57YsyfpekmoGV9cCcW8LbG28824+ryKNMSmhlA+WiPZ65pA4oAdgZ7l2NhCnsU6CYmdzhQGZ9u4HIEixnwzt27fv7vXVZ576xL/9gq3c+mY13r5lC/WvfvPLQPjggycWl/rjSXVrY3symavhjpK0unLw6rX1Vmt5PKrSpH3s5OFnX3huaXEtz4s8n99zz7GNjUnWTP+Ln/iRO5UJAcDywvKRQ4e317ddbptJJoUs51UcJd7aOI2h4uDCwlKP0AUXFvvtrcGg2+vV1qLQPoQDy2v5pLq2cTuAf+5rXzjQOf7GhS8AKyJvvWXRqcoRKuGClSqe59NGs23M8MDa2mh6oyrF+ZdKg7PjZw5M5udv3nrhyOHlixdeefLJt9+4cUPttS2BcbYOHnZ3dop8fvjAwdsbW1Grf2tzW0b6fe//G7PSMKGOVJqm0+mYQGVp0mlWteA4wiSFFDPkpMr9aMpptvSOb/3QFz/7G1pc6/bc9vZ6uyOd4XZ22Id8cbGzM7h29t5zly9fTNNoOCqIW0trC8NhMR5OEF0ci7Mnj372M3/61//TH7xT9/9uJoi1DEUxCiw73VUhQWsSgt5c1BZCUdlxPhtNh3UddNySgiJFLDRTg4NHC0U+t9ZWVamV1jISgMDETN6z9742lVJSqsi4kjAmwWC9D5YCvbksHgCQpSQh0BdVMF5KKZUGlPzmUGwQGIRgsTd3aK8UORAA+wB7u+ZD4Lwst3YGzsSCWp22diEOgRm9lIoxCEkahNRCCnSmKsrcOicECiE47E0yZGAQXz/M2jvWYobaeMwZGUIIaUNKGQmKtJCCglCJ0q7Txbquq6oKxri8EMa66TywFUoJIRigrut5PkWWWjJgGieaiIDp66vfaO9CzEBCap1kaRycqyuTRBEplUaRkhICEu631u/bt+8udvHyGw89tnLk2OLv/PZz3/Nt56rJtLe61u41JmN+/oWLLOutwXg8qI8cPn744OFPf+75U6fPMDhv7MkTR7741AtppqUMJJom+bcAACAASURBVKU1BBx2BturB5b/+ve//84GmaaZlEJIwcBRHDP64DnN0sn21BYGgfu9BQz5tJxLCnEkbqxfT9LuPC/SJLPGXbx0rXS+2eqMB9cX7023JtfKuat43mqsjkYbpqwC+KougVDrVCm9M9i6fO3ltaVj49G2qcZpNxkMyusbz9flKE2bvc7i+Teu1aZudFqevbdVnChBFEXxfFadf+N6EjdHu6Nme+ncw+9ypFQqjCmRrdYxoDQGIhkjRcbOJ7Mia3ZabdnMnCmLfO6EaIl09V3f8sGvPf2rk8kl7+s4riajTSG63W5vONxZ6Kxt3LrytofOra9fn05zw/U0HzUa+sjx5cVew7tid3f4C//47z/66NsPHDxyZ5/CXSjWYm11YV7I2nKzoSONSv+7McVkHZeGiyrUPtTOh7oESUrGkcxYC8wwWO+9Na6uHMU29jYhBETBIJmBCLy3ACGfV5gIsgp1DciBHQQBgQAQOSCBEEJrRQRVXnhJCBqE9N57FzgoYEEQFDASuMA+QMA3MyMAAmLPCADzsiQ0WYrzMq1MorUVCBg8EgAgkif0UjCAr6u8KKyOgpIghQbaa+EnIgLYO5giYGZG67yzzjvh2Tvvmi2hdAxIjJwILST7wM4lpjamKgvkclyVXAURUBAK2kvUxqNJsBRrElIiaSFi/HfTmEIABEJSKlJSEQGREIriKG41M6l1lkRCisp4wHC3Du/ct2/f/++FED792U997hMXq2n5Qz/wCKazjfFgtLv9zJdf/PgffPLAcv3uJ9c04kOPnegsrX7iM08fWOtrESbD7eMnFmubP/bYe7qdBZLu9tY4TpcabfXgAwfbTX3H63a7iwuBTJKBNW5eFkQQp5EPLtIqllEaJ95X83wObEOoskjGEkOoKzfrLCxt7850IpDsYPeGiPhLL3z+6OmDnW5qq9lssjUrtiAqCQSwR/BSFPP8CoKztijrzWYTd3ZfLOsLX33m9wdbW0nazMvaC6yDOXPvWSFpOhqlcdJtd1ZWV9vt9qEDBxe7B6u5ksmhsw++tw6pDzLJBLCo54nSKkkaeVkFRpJaqQY7MZ+WgNDqJ73lBNBPhvV8NlWNk/c8/OGtYdZoZhs3L/b7hKrYHW23Ftom4KkzD166dP3A6rFjJ1bf+eR9vVbSSjJvzUsvn3depa0ukP6xD/zNPM/v7FO4CynBy4udA2u9I0dWegutJNUkmIgRKQQ0xhVVlVc5U0AZjCvLIq/mOfiQqiSLm512r91uCwnGl7Wb1yb3vgIGZIlMAOCDKfJiPs3rkusKnXdIICQhMYBHDICMEIQQcdxI4wZ7AOcFsECHofJ+5kMefAG+VhgSFBEKhSSQEJGAACCEEIADomOonJ1VRWFMXta1qR372hXGFs5XwI6EF4KzREWarC2qcl5Wc2NLBkeChaA9iMjMwQMAMKMPZIyc526Wu+m8zgvjQgCEvQ8iBOpYSS08uzpU03o6tTODRigBAhGB2Vtrh4PRYGc0n5XGeObAzAAMGAI72MvpSBAJ5721BhHTOFle6HebjVYaJ5IIAga/nwzt27fvLuWD397eXjnU+5OPv/6JP766fpMfefTe+x7tPPzE4Se/5dTREys7w8k99x1B5KtXbraa8dGjh4ej4eJy2ummr792aWdwPY5hMi4PHFzJi+1XXrzUa/UrV4YQ7mycf+/DPyuESBtZ2my02s00jUPwSkYClamsJKyrstnMamPiJNZaMYc0jq3xO1vDJMoWF9Yefejxd7/7HadPHO60et7z4uJSlMZps6FUVFVGKhASjC/yfDSbjGLdbDUXbG02B1ctztO2WL99Jc5wNh5Md0dLvcWyrOfz2Xg8brWbAHD71s6F169Vc964NVm/PYyz/vKB0y4QIHr2cRwrJZy1SkdZ1nKVNbUjUlrHSib5PJ9NZ0LKfn9xYWEByY4Gw8lo2O0cfftj3z/LYfXg4ny2m8ScxMq7Ik7kZDI5dPj4+vpWI+vdvLV1/MSRyXRaFf7k8fukjMaj+YWLV7Z3XvulX/y7d/Yp3IUQebHXXei1+wutZjONYqmFYEJm9B7y0tS2ZLBIQWmJhFVlyrkpx4aNiFUjiVrtVq/V7AFSbSrj68qX1jsOBEDeBfbBB++sdw5MFWpjAzAJIZRUSimlEBGJmFCpLE3aadoCJolKS6UEInjwFaGVwcQYMoFtFaVSRIiS95rS3jzDcs5ZH4zzRe3GkzwvqqI2tTMhOOdr56oQaoEhiUWrlSz0mkmiqjqv67ysC+stCpCCCIG9Y2ZEwUg+IAOhUChlAFHU9SyfT+eTvMh9MD5YHyxzqMpyNp+Op6PNnc3BeJjbsmbLewtOGJxz7J0x9Xw293uZD2MIgZl5b5tJ8EgkhJBKIEBdG2OtjqIsTdtZ2oiiREmBuHc0uG/fvn13o3w+H49HJ04vP/TY6bzKn3v+6r/8F89du45xW124tvOvfuuVwKuvvnZje7Ma7o7O3X/y0qUrvX7jgYeO37y5EcVqZSXO51Ml5NKSWOqL4WD4pS9/1brqF3/5F+5snL12TyIJSc6YssgZGRhGu2NkIVEJRCF4lk9tsGVV+mBBsFQQR5FxM+Onr73+6iuvvAaeyrwa7QyvXrniyR0+cejoqeNHj51RFBtXzvIddjZwUFEaxZkPTgoMorQ0/rOv/OEjj9yTanzPu76l1+ntbA8WFhYHg1GWNU6fOnn29D0nj51pxYuTYbCucez0O06d+1YbooCaQQRGJeM0SV2wzmGz2eMAk/EsGACWcdIIQQx3p/mkAhBpM+l0m1qmw+Hu+vr2ysq39Bce29rMdwYbsa61NmkmWi115MiJ6zdurx48OBrNHnrokc3t4ekzJ3tLne3dmxcuXdO69a53PfbgQ4cvXnjqF3/hf76zD+JuI0hoHTUajSzL4kgJIfZWRHCgunazaTUcFOWcIrlEoU9uBetln/fzQfP2FT+47ci0GrTSTw+31DLbqCxdHZxnBgZgRCBmAg+EkhjLoirqyngPhAKJkKSUUgoppRBKqkjHWRI3tIwJSKAQREoQCWauJfqUsCFkW6qeTtqRTqWIiLVELVEQECIwO8e1cXlRzvKqrGprnPEuBOeDDd4ihkhRlupet9HtNKSEopyX1aw2ubGl83UIDnCvVsqF4ACYiIgEEgFBVVXD4XBra2s6Hed57r1DCKYu83w62Nm6fu3a+sb6eDoqTF2zZSKgvUHTHoAjraTWKEnKSAhFJBkCs9/rjyMEpWUURVKSD97UtXNWCKGUUlooKSKlBcj9mqF9+/bdpbZ2tkzhrg3z0XD79L0rSytrzz9z87d/+5lGWxMkabP/sY995uzZI4Sy0enOpvNWu13bOYC48MZmq9Po99Ot9WSU73b7qy6EkycXDqweu3z7NsAdfjMEgKmK6sBVVa8dWiEKUkVpqoqdKonj0ldE5KwTWqDgqqwTrYA9YACqAVWcZM7xfIZZ2j92SMtInr/wyve//0fSuP/qyzeyVjrfHeq4KUXCXiKDllHwlnV58OjixRsbaUOvrazeur75J5/6tE5iHcfWhixtLfX79dxvDK4xa2OVUM0jR+9bWDlW1D5wxKCdK2ztgUUUZcwTU4Ws0YiidLJbso8QdWBWKjFVvbM1dBaiKEkaUTDCeiGjuDK62Xhie+vy8vJsOtuxtkiyg7u741ajq7UGCosr3eFotLS8evnShXP3nbzv3IGdHXvpwq1LV7a8K6aT+Wc/+c/PnHnku7/nP9pi6hCImYRUApVUe9tLmQP4AFXlq8rNJ8bVipV0dVLP1WhQ2YqddcaWQU2TRCWZVJHU1A9eswh1hYp8rIFIAiN7iqIUCIsyr0TuylJqGUUJAkmShJIkIQJD8MBCyazRwGCYDfs3F3QgBRFQUpDMCVMSJx6p9DbX9dzXpa0r6yWKwOAd+wDGclHZWV40siyKYqnEXoW0x4AIWok0Vq1m1l/ozPKyMqO6LvaqmbNICsEIElHsVVF/HYQQvHHWGA4BmOfTAhmt8UqqqiyrIi/zeT6f1XUtpZBCsNABmAECB+bQbDaaWTNtJETB2lqr5t7/ZQ4AARhQQBRJQO29ruo8L40PnMWotCZiYox1IgS9ZcnQeDz+6le/evny5W/mRZ977jlm3tnZ+WZe9C/q2rVrFy5c+OAHP/hWB/KNW19f/8hHPvLrv/7rb3Ug34gQwoc+9CGl1FsdyF/YaDSaTqd/pb85f05VVolsbEw2fuJvf+dofKXb7544efQPfvcyolzox88+/cJ73ntiodd9/pmN44dWvVFQFA8/9raXnr/YaXcD55cvXT14qHf56sXZ1B09vdBtxZ/442ePnz7zb37/t//b/+Z/aLfadypOKeW5ex546fVXVtbWirJOUl2XNThBRIQijpKAXHsbp+l4NIziSAq9tTtOWy2hZKJTU7qd4c78a2Gx30aiq5cvdhcan/7MH/7gD/zYoSOLmzubPAIIoXZFHC/U81ltZ/1e9/jpQzVuTl8bucp9+QvPahllrbaIRZYmo93h8cNHh4Nh0MDcSNN+QLz/4XdPC1N7CowAkhm9YZtzcDKKVJbZsnJxHBppe3ezcsY3GopQcrDewngw90Z0FwSzz+u8kTYZrGOKojP93jt3R5/0didtuO1tcfzU6TcuvvD444+PJjtaZaPRgCHc/+BDF964YE1ljQ8s4rS1tHjk+CHNOP61//NnUNjv+mt/4049i7sM+QCaJJDaK5bx3jGjtd55FkJ1OipY4UwweZ3Pa4JISwneGSd92TI5+lEQIrACq0i2QEjpNLAKwQfvWanI1GVVVhXMoemMMVVdR9pIGQHsNZOJvRFBLBgF60g5rby1AIzIX1/xgRiYnVFRyKSUOq4hNEKUCV/Yaprn06JyDsLeWx0fauPzeT3PqjSpIq2EQPh6wTUiRJFKs7jXbU+LajqvprOc65IARZA6SrQiEpID7JXtMTMicgjOOw5AJLWKvYNiVpvSSwXO2bIorLVCCEIJAD4wAjIiAyCAkqLTbXZaOooVCaqqSpBVClDSXvEQESCzEBRFStcSkWtThsBaRXsDjwRIKZDgrWutV0p1u93jx49/My+6urqKiHEcfzMv+hd16NChxx9/PMuytzqQb9yP//iPx3Es/2q+d/ypn/qpVqv1V3E2rvf+1KlTrVbrrQ7kjgkhHD2+8Ae/P57PFl96/tKNm6/4IAe7haRQzKMP/tiDawfb//I3Xzp09PCtW7uE6tDBrpbyytX1tz1wNEqya9cGx44u1iZ87nOvnL1/5eLrVw8fPHTz+uW1kwfOX3j17Y++407F6Z27ev61SMkb61tLB9eCA6mUilUovTe+sDbySio5nk50rKtZqXXMELI0LWsLLOJUVZvFf/a9/9WfPfVv2pnu91eRbGHyL3zxM2fOPsHSgmfV0MF4hjpOtTH5sRNrNe9+/sufWl5cmQ6mkUxnxUTHaqHb2r596+jKalPLOmp4r5Xs9RZPnz14T2G98bvoEZkAPDIIivO5q3JotGWURPNBXpVGCE2knHXOhUZTWVNDUMb4iSuCpzjTjr0PrCRRQmtH19qd/+SZr1xdWsKAjj2df+ONe8+deurpPztz+r5XXn39/gfOXrlyqdFon3vg/qtXLrXSWGheWOlWZSXBN9IF4zv/8Kd/+taN8Y9/6Cfv1OO4e3ggB5KCQKBA4AMgCPDEXisZtVo6S4WtUXDH9duX/c7uVuEYpcQ48VKGYIOtvGFGoVk2bWmxijLbhG7Lu2BMzhwms6nj2lOpRCI124JrUSVJwsywl+2ARwrAAIhKa52klpzjShCQ8+AAWFjPIjgKnAaKSdRCEIKIqSWybqezPZzs7k4q5xnQe2e9y005L/NWlbaSgCJ68/ALmYCVpFTrVpYsdluzSV5VhfGmMkgskFAIlEKAkMAESIgSENgbApJaKqWEIA5+PitIYKQJiZwJACpJGlVdGluGAJ739ssiAikpJWmlSEgyJjjHJIJUgTAgIDMReWIX2CKBEIhELthg0Tjjgw6AjEwcEN661vosyx555JEPf/jDb1UA+/btu/uVVa5079d+5bdMOVtcWYqaUdaujx/L7j+X9Rfn1y4Nz95z7Pqt3f7i0mw6eeChM6+/fKW/kB0+1tzY2EL0SlPWaAOlz37lpiTZOJZkhVha6v6zX/2nH/0/HhdC/H9H8B+Agb01gfdmuETAAQFD8M1Wo5pUUaIDIwOkWWqNSbI02CAIk0RVroq0JiGAZK91/wd/9MFf+7WfPHb06PlLX8ua6Ssvv9TqHCCFAX0cR3kxjKMmkE+UENo88+yXAHixt9SLFrZ3b2WtOI21CPbEoZVERcHW3Xav2TmcNU9WXpRWYJSAnDOTFhEBIzCiMlU9n1c6Zil0CPO6rgSlzaxd57OqKoECkWT2UkbOhsl4VhuNgkI9TXQUNSBqlKJIH3rbD++OfvnG+tXV5QMbWzfyYrK6thhp3W4vjCfVAw8+8vTTX+ovJI88cTiRYEKlknQ2bG/eHNy8vnl7c0cy/97v/ItGM/nhH/nP78jjuHswCKaYIYQA4J1HTwFFEMBSE0CiAivZioPRs5H3MAUqZaTZCxReJT5YYCudgeDAGAFGlSVujS0s2kZasud8XtRlHaBWMYm61YsWbm1diSC1MceaEJERiYJAQkZmJKl1lAJ6do4BpQNRIwMZ9sJDXddoXIC6JseZjJTWaYQkG2mjlbS2dnZmxYTQ+RAKW87neZ5mNmvHGgEBgBh5r6pZa9VI4k6judQvp/lsMpt7tpUtsGSEEOmIEAEImBiQOQAiCSkEArBzjoNz3kok7wV6QRApAiFNnKQ+mOACogABRMgevfFB1o4lOgpeEekQiIERPIEG4RGsROe9Yx/eHDEghLO2snXllAQtkCUS0f7W+n379t3Fkjj7Oz/5d77tW7/9jz/xx0lzLhH/79/75JlTB0aDrSxe+8xnv3zm7NksjZzPH3r0ZLvdfPqrLz362MnXX78WLE1Gtq5Cp1e8+91nr17ubm+O5vU4igl98fKLz/2TX/jH/9N//9N3KEy0XlLcsPVOsMFDUIq59pNpmemmAyuVpKA9+yjVRV6gAC2pEUW18UIENthoRNd3zy+Fx888+J2vnv9Y3MicZS3ppRe/tLZ6SqsERZLEvShuKmmns62LV1+QkROVuHHtWruR9HoRhKIZKfbZcDcS0YHjJ5+M0h4HMSpLT7YphAAUjoSWTMQ+4qCU8lVZz6dOCt1oqzRJ8rzotGV/rV27uppyPScCFqSEJB2BNWY6mgIrRK9lEu0WjWalVdv7Q5PdM3EyAsyVUDvbs5WV/s1bb5w+8+AXP/8UQt5uZYTd55678cQTR7727Pb1qy8SyjRura51f+iHHti8fevatRt/+scfrarR3/qx/6hazJAFewqCgYiDZ+DgQYSAHARiLAWIBgfw6FcOZkl6YuPW+Pb6uMyBbewqVXPl2QhiYlBOhCAqY6t5dT3fTPR8aWHNlEGJWCcpSasSqItivG1n42Gse2kCOvIkEVADawgOIRBJwUGQR2vZ1VJKKYxznl2oKjsJ5VDkQlQzrMHFrYZO44SUStJmnDQbzeat2+vDyTYABIbCmGmez8s8S2OlZfDAHBje3KuRJNRq8YK1kzx3wdfGBueNK5oiTRIpRewdGgs+BGRGBNybQunZeY8AJCIhlSDkAIIoibR1kam1kdo4SyyQBJGwIZRVOcu3UXTiGLTSOon2euj27j8zI4XA3nnH3pIAHSkpqSzrqixtmnjHJFBIQW9hzdC+ffv2/YdAxHPn7j179vTnn/nDC6+91Gz2rl+uX335ytn7wsrqgbyoF/rL83x48PDi5tZ4NncLC4sozNat8ZGjHR+KKucko7UDSRInG+vD2+ub48nF4bje3Lx552LkujJSB6n0fDpvdzsQiCFEURxHyXw+hiB88EqpuqqyNC7zspGmAgmRlNbWuFbWNKZk75vtpXavW+fj8WysIj2bTTb4ZtY+7INpdlr5fDKbjpIU1q9fWF3q19JkaURcR0JHjawMvaxz7vihE1F8AFDXziND8IAAAhUEYKYQkHCvWZrjLCZRVFXprA4uUjK2ZhKYm61Wu127eq6DzvMcAyESEioV+eCLeWVNNTXzKjdSyjRZ6jZOBbtYBb+1OQBUnXY2m80aWXrhwvlzD54MMD/UW7q9Mbjn9Imf+q8//nPjt3unT57sra70nPHXLm+MR9srq61mU/+T//XnP/a7v/sHv/95ojvzxu4th4jg0VkA9CAYSRADBqTASHvlvRETIxrvjU756JnegSMrg+1i5/Z8cptMXe290tBCNrM0BIikn+fe1JiX4cZ0O4qibm+518suXH1ltdPv9jqj7cn27uDWta1W51CUsdAKhUSQ5EpgBGapYsQAwtpyJoQQhA7YO18XwdfA5S5JrIRTJtHdBgDESpHScZREcRLFUTZIxpPb1tnK1HlR5mVZOaMhQgQR2HNAIgRUWjcaYJxfXOiUVTGezECSUrrTzdrNROukqt1sbrn2DICAhJKZPQchFCJKKaRUiA6Jib2kkDAVJRCywEAUpFAB2bOvrdne3RURLC8ncSKztCGVfnNFawhIwCEE9oGNdzUHLwRqrZiLuq6t9cETCgIhiPZ3k+3bt++vAiHke97+fdNxceD4tfH27P0/8H2/+3sff893PTCdWmYVNbLewuKnPvHJs+eOXb46mM/zVjNud1CqanWlc+NC/tWnLwDHPphjp7tPvnttd5ArkTvn7lBlG/ba7ZxFYEjjTOmYMATjq8qQKxBACKg9TyaTKJJVWTOzFnI8Grd7/cAAipYXO9PJzlof0qQfp1ng0dKBhbokFIXWApVsthfYgbPVcLjTarYjjVWZywhlHFJBKgJKWma+uNh50IRUUhPReVd7W3lvpUAOWJva1B6QvffBI4BUItY6stYED1VuGQhYl7lRykdRhDCVmlqyPR6NrfFSqCSOep2FWNrJZNcTCAyz6XB7/Xz/4QcbyT2lzTSZhJIogvGoaB9a8Vwsr7W8TZjNw4+c+OEf+MOjR8tW++WtbfWOdx1stN2Na5NWu3//g2tVhb/7e584eqJ/5l7+17/z8x/4kb9/Jx7KW8/WbjqeeSg8BZIgKGiQKcYaUEgSCkkSoWCSngMLtr6SOvRXZQC5eX3DhVpFil1EqAUmcSQbiYiV3x2UlXWuxkaSHlo7cfPWRQh6Ni5Pnjz2zsebG1s3b2xdNEXJrUwECQIJAwvpgwcIgEKqOGAFtSShEA0ycyBr0VRQFZV31km32mgY423tIPWxkhBFcZxqHQmBaSrn5Y4z9bQspnneKos4TghAkfLWAkrAAMxaqSRWnVYzn7esrWsTWu1Gt9dstSKtIm00Uj2blcawgBgAAngJCBAYGYgDOOMDoQjISBTFSZw2irIuSkNKIREze/YePMpoNJ4v9AFJoSAAZOa9bjUO3rPDUDtnAFxgD8hSCkHkHNeVc445UgAccD8Z2rdv318RRGKheyjrtI4cPPzpj39lcWXxxRcunTl7djquTt5zxBj42tdef/LJ+2/e2E6TKM6iqi4OZI2llUIQPfzwyds7u63mUqdvAluJ+Kk//WRZ/O2f/dl/1O8v/SUDU0r9xH/5U7/0v/2CYKjKEiV1/x/27izI0+sqEPw5d/u2/557ZmVW1qpSlaq075K12JYthIzbFuAFG9s0DMFEEwwzAwMzD0xEd3QwHbhNA4YGmrXxGNr2yDuyGWHtsmTtS22qPaty/6/ferczD+mOmHbTzIKxrY78PeVDRsWJGycyTt3vnnNadY2aiMh7a411XEkRRU2jyyAMdGlKV46KdP/sVUdPneg0OmRlkfUAfBQ1PTAZS5MTV3J6dq4sNMhae2zswtkz1pZJHAGzKuAasqnpdqwEWNOYaA/KepwsUCWEUGC9B0veViYHwoBFAOAcmMoCesHAOUQSCJJzyQXzDsrSMiaUirKsCIJEMsUZ17oKg1qj0RkNU2dshRVjqGQURXXDbLOVjE93uq0+U5rL8dnxPRurr9YToau01W5oXYyN104cPzo1MX/hwrlf+ZX0mmt6APC+94VPPx79h794eM++hV7fdHuDZtMGqg0s2rlzX4jBZz79hVtv/MCuXd/T3pp/NLS2slLRyIDmgnHEhqobmcQilBxkwMPQ8TBkQjliQARkDWgk0+n43QfqS2eNznkcTIEOTeEbtSSOA9viHHqchaZyU5OzoQyrwi/O792xOBWrXARsemYfvLJp8izdRCVjwb0DC8QBwDnyQIwjcKlkXFYp48J7aw1pC9YAaUeEtqLuWj45551xSIwzYAKEVIAMwHNBMoBsNNBF1h+l7aJZr+kkCJFAcOEBgRCQGEIUqloSNhuNNMuUorF2MwmDJAmF+Pb/QTxZSK3TW0OimXPGecc5c9YiY4DKIwfGOCJ5EYcdainjgEulmBKcWaetc9o4IpbnZqzNvHOMkXNeCty6cgLrrTPOG/SewDMGTDAuRVlq47x1YC0JEOS3i6Ft27a9eSzs2FlUbqUYHT959u1vv6XUlfOcvNq399BLLxxtNurzO3dVpTl57HxVhjdcP3fuzNoVV8384e8+eccdtx0+0hwfG3vuW689/Y3Txvh2c/LJRx79pz/17k/85p8uLu77BwZ20023/+6//rhA4JIRWc6RMzYxPqZQeioEB488jlXJXJkXSimmedmrAiUmJqd8qqsqsyar1aK04oAYhDEXVKa0urncaU6oOEBmx6fGq3xU2eWJmY7HbtxIRv11UW/O71rQKMi1m9Eu0gqdsNaCsM4DUqAiSBqRCqNKe0+MLDgOQMxZxlgAwIiIoQISVptYNk3p036eJI0kaWdpVhaFlHGtVq/yQutyZDIlPQJjkif1JKmFY2NTjWBm7ZJa7gYE2GgG0zuaRRYsr65JxZrNtrXssn0b97zt7NZBHb5i9errbty3NHjONwAAIABJREFUf3xtdXT+/Kmbb7nt0KHmYABl5l549tVebzBM89/67X/+8d94Uw7m+A7kTDrqGxymJvVEgQh8SCjRcic5CsV1BElig6iBQnHGOGeOLAMrlN+xu9Yer69d0tWIba6khDKI4umpGWehWRsPZIJeSRHKQBL6c0sn4qgRBWGaXxBCh1yuLy+P+qMiy2cXJ8JmYBl5As6Z9+CJAARjgrOAqASGXHImwTKvCckBeD7sVZtrw4mJjtGGISA6zikMJEAN0KMgcliVZVYUw3TUbMSB5AKZJ/RAAB7IAxDnmERhs55kebM0FMdJUgu5AC4IAAILUSw8YQlorEUCJM5BMC8YMjRAkpAcECHIgEegBDqw9Vo9CTjjDBC3BoYhM8Y7C+TReyJPwImAEBABCJx3xjnNyAN4QkDOmeCeSGvjLJFnhbGVsdvF0LZt2940jNNp6pm2zVZjbW14x1tvWbq4ZP0qoXz11fOLuxbOnjnTqDfa7WZVDOd2TD32jWN7980dPrLwpS89GUTh2FjU7xVlaZM4Wl5dXZib11n1P//qz/3Gb/zR9Mz8PyQwKWWIzFWV8zYJI10V5F1ltDZacG5MCdyNhlWtHjprGLI4jpxfX5ifO7+2xgX3rhgOVq2pGNeh5A6YJ60SPhm0+t3BVMvmxTqTUoRehtAbroYNEdZFM2grFmpvfRwWXd8KYlKB8R7BgC+NzRkXca0W12JgjHPBmeSotmbwGeOdJXKkK1OUlRTMOS+FCIP6aDQglwuuJDfWVloXDHgURQxEWZR5VQL3wPhwlHElatEYYri6PORigePRMFDNZvDyK8cmJ2Y31voLizt7vfN/8kcXGKOtg4pid/AK880nBvv3jR28/IbHHnv95lvuEmhX8/Qdd90QJlWJ1ebwnHOWf/8mv3y3IEKjEbOINTBwDjgFASVopHei1NakWaZ8WZik7YM4BMX8t2f2CGBEwiatYEdYS3soJaVdmp7tNGrNSIUITJeYp0ZrklLMzy2UOrt0fm3nrsmx5l5g/braFHaNc9dbXvEmn98zL9qR4kJbj4gEHlEiU4wrJgSXVgYsSNA60s66EhiwqjAbq5uDHROt8Zr3XjEEIASvpIij2HmnyyqT/cqkozzLyzIOQyYkIHeegOxWmYKISsokTlp1k1ZWCCml4AyBLBExQUGICJIxn46ILApQRMprqTWRYzL2KFwgw0E362+OlAyMZ/V4crxWC0WAQOCJIXAmGUcpA845w63tZ4iIDNF78N45bzxp/HYCAudsq43UOeect9YNh0VVbhdD27Zte/OoJ3VjwuFGMTYxlVf67Pl1qZpRQ1tXW1ndvO/dbx3211545iUVKBXWK60Xds4+9Ncn77j7iv7Q57k4dGj+7NlX5xdmZmYmNteH589sHj1+kZ/gH/nQu6+97ubrbrz1/vt/9P/fK6KJ6ZkdszOrg6Enj4yElMWgJEP1qF4BMiXJgyNXVFUQBZLLnCqpOOPO6sIYsqABM3TkwAMzQSw8Ql7kYxMd65gj15lseuttFXU3QcbEFCL5ehgKR2EYD1nNlZLHyjPmtvYxASFiFKkwigGls945z4AhMgBGxLx33hE5Dh51WXlBQnDjtGASPR8NyiQOgqBGwIoiq3QZCORSBsBRa10V3rBBmg3WhzPTwXjL2qIYn78M7TNcuXqNM6TOWHNyqn30xCsPfuZ8GNr/5LDorPc7H/rrV+59x76775z93F8+8oH3v3fQLb71/EtHrp7dGG7u2bf30Ue+etfd9393kub7h3OcGG+LuvbSWAtolc8lyxWVUJqiLH1WlKU1JVQxKUmKB8pj5Bz3xAGAmOPKtsaDZr3eW3ZxwuI46jTa5Jw1LFSmKqGsNEM2Oz17bulMdzMHV5+f3w8zuLx0ITeXWvUwYurU0dOzV8y3WmNCcOO898gYlyJUKpZBbiodxSxQYRRxYHnW174g8DQYZBvrG1PTjaosVSARPUMODJWQURCHKgzCaNAfZlmW5XktCiRDYghA3nsgBwwYcMF5GITNegO4IfREDJCcM44AGQaB4ByJee9claGpeNqzab/qNGYlj3nB03S0Piq665CnoSfyhHGDtcMxNZUwIs54GEb1uK6UrNeagQwY49+ebQ1AW1+pvfPebo2EBAIARGQMkcgbY7Is00b3ulle6u1iaNu2bW8ak52paw9f+cXPP3zfj7xr6cLZpYtr4xOTu3ddlqVUFtZW8euvLAeqztA16s1vPn3iyqt3f/nzz372rx69484bX3r5xKXli3fdda2KS8FdUlf7DuxduVjVarWVleGLLz/x4Bc//+WvfvlX/6df27177//XwKIoXty9e2l55exwWGvXyDsheDEsO42OJc65B8EjVUN0xlRxHEWeavVk6cK5VrO+sT6oNepFTsNRN4Mul8A4SinrsjEaDr1nURwQlAQuy3Jt8qTZzLLUVBajEJ2pstxFNcEiJRLPlAHjHBlXca4EDwG5NWS0t9o758hrAAEehFDk0TuGiIGKnDOIEgG10VJGZZ4VRaUCqVTgvXc6LcuCMcWZCpQiR96gVMpYX45KqMP87BVRJ9i45FUYeysCqYwuvTN//IcrExPld5zVlUdGf/4nKzMzE2k5bLTrN9921af+w2cOX37lfe+6T9v01deGjz38t08fGv1XUAwBurgta01gQlojXKFKS96wPK8AgHFZ5IX1xgCk1iVNpyIPVpcZOM105qcmJ9nWYg1WYDPVxfH1dRuH9VBJji6uQbNeHwxMrz9qJmNT40VvsLphdBhK55PpqStPnrWRElOTSe/EysaJVTkvm1Md60rk3BNyWReVCXllhWchSBn7JqICAF0y9BpNRb2NLB2VLV3FPlRKOAuMBOfA0UUhCumQU1G4LLVl4kKpGUdG6InIB9YDsooJGydCl6E1ylhHnjmgikpAImTAQimiRtLwZcYrsT6oTrywFMCY6KgoCAf9njHWe8Z9M+beeu1B2Kx69dnVqoSpuQ7IRuhbrSSPG0G9rogLZBF5LqRAcIiewAI4h86BcQ4YcQBOnjlH1pu0SIEjMr6yPhoV5XYxtG3btjcNRPzpn/iAzn1WjPbtv1yF9fNnz91w4zXnz60EqrGxXJ0/1Z2ZSeIaq9WT11/fvOW2wz/5T29Zvwhf/NKjb3v7W06/sfIX//7xG2/ct3Nxst5sK8l27Ym4rAHvxbGTfPzVF1/9X3/tV5qNBhNxWVnn/cc+9tGbb7zp/01sew5e8c1vPt2qJ1EkOSfHiBhsbm7KwAeRsN4g+qqqVCBGaRrKAJm/sHShPTUv+lkgA6F4XvRS2AgSmRdD4KEuynqjfen82TDsBVFclmWWD7QtjQkZYFvJ8UZ9sLap85yU73TmEBljTHBBZNExBCSPOjfALBHqyhhjpQit0cY6cpyImcqqQAYqdJ5r55hz4IEhY4yXZQEAUopAhFbZymnyZFzFmQrD2HBjKi0ZkffOuka7M8yrOGwPNvNHTx9fW9+87MDcvT/06v59w//8oG66qarXgsXF8f0H1AvPLZ88dez9H7zr6cdPfPJ3/tJ5V2m4+sprd+8bf+XlZw8fuf67nEDfW4wzGaBUjDOGxFEIxmxlth4rG+0NcErLvF8ZkbOaiWthYkr0ZbC61JPIz59Y6611J8bbV165r91ur47SNDt26mw6PbmnFjelTJjHJJbOR3lZdprTQG5t/dLZM+cbzRAxnp3e2x+e7q4P0mFuTbBkz/GAB404dxYABFdKJjkOCSWToGKlZMiE8NZ3Ia9SsqXtdUfdzdHYVDNJnFQouXDEmfeCB0wEgYqkDMtSj9Isr8W1SEr0jsCBM16rILIUkFWMQdI0hnJfVcYglJxLBY6BiVylyLbAT123f9/DX3uq7I1qfKqu2unmIIMeIEfGwBORA3JADgG8A03s5Otrg77joa23k6Q21WqEKojCUBmjQ9VA5Ijf3mnvtQPnGQIAETjvQFe60lVeFFXl0kI7wu5muf2ZbNu2bW8ySkowg9FQh9LOzi6cO3uu1Rr/2pce37V73/zCIiJeec3V6ehilg+OXHnoSw+++P6PHNl3BP/Zvvv/9N89EoWt+3/kHUdfP/n4Y09wjsC4tU4o2Wg2pyYmyIHg6sSJi0DLw1GZ5xXj4vjJiz/1Ux/4yQ/+Py/Peu9PfOwLf/mpwWDgrBGBMohSyDiMrc8QGIIAj9YSFwDAGs1mEGwMR8Mrrpk9e3YpVFIFotlQw1HqSFvw3pTeu9FwZK2NayKKxTBN6+1obcM4XQbAOnFQpmUchsic5AGoFhAn7z15rStHXqJyjkAbQPQeyrx0hhTn4D0Z9Bq84dYS+QqQCRlomxtdkUMgIaXU2jrjkEAwJmXoLJBDay0RMYaBChUXg0FvtHlxYeEw4/nmhX5nYeb48YfGm+2F+fFDh7vvetfG33lQQtIDP9b85G8d19XuV1/uc8mee/aV66674i23vsX6Qkhz7OTpc+df+cTH//tf/pVP7L/smu9yAn0PIaAQHNEBAAFW1qRlOcrzMiut96BYFIchV5q08UWpK8FiMFEopjiwsWZz6cxyLZwY77S9YZurhSt1WS1VuutcMdnZO9FeNE479FHMrVfWsE571li/2b1U6dxDJlRQq417OwplE8kX6Wh56cLcnkUhhfXgPXApuYo8DI3zMRdM8kYr8cY744dMOy7Kqlpf7c3smGw2gbxggjNkgisEECyWqibEKDdFOkqzVi0vVU1ElTNcWiatIQAKPAlGAsDzwHHvnSVbsdjHzIdpDzYu5bpgG+ujMy9sHH3l9GCzUBCxIENAJRhKa8FqY6xzgODBM0acIyArc7exUjCJVSWbY81Opx7w0BnHOUO29XZaGGNM5cuy8mSYtIyAPDpLlamKQqe5zjPDhXOOpan2291k27Zte9Mh7xlEF86tN9rh4u69SdLcXBsevOqyzngT0M3vnN3YMGeePnffu246+vr5L3z25fd/5MaowT/00fs+95mn/vqhpx740bvvuucIIDEWOwtSBYwJIkRUHBUwRSis56YkU8HK8vpffOqvpmcn33HX2/7+qOJajXMRKllUlREqjMIIFWmKVVQWI64EMFFrtPJs1G7VnbNxHA+GWVRLLDmhOKHOyzXGi0CIysjSlB4cEcmQF9VQpGWjHg6GaRBgyFFUFDHVmRrT+Yh0NiptXKu7nLz3xhTWauQEDBCRCAHAWec9CKEEFxVZIqa1M4Z05aSEqrRhLMGDtdZ7BCLJpeLCe88wICIgElyUuhJCOEfOWs4Fl7ze6BjdBWa9CRkFjVjcc+/+WlQfDddPnSzv++HFViOM4rWPfjS/7bb/5GPZ4u7Vu96263N/9Xoctv+bn77ym0+d+atPPTw7O7nv8pms6F91/ZzHoLuR/S+/+rEf+ZFf+OCHP/KPl0v/qAg9YwwQAJnzVGo9LNLesC+4iJtRVI/jSKEgTaXHhndENsSqnfC5zWV648SywKRW40uXVop8yEAIgb3BknGXpqaYt85oOzW+E1AA8igIbWVKbTqNidGw3+1dqjVEnmXN1jiyqBZl/dElZ/Tm6poHu2PPHiWFQwcgpFLAVKXTqtJxFAmJSSuo60g7bQippH6vP+gO22ONWiPhAhjnnDjnTEqpVCCU8kijPBulRSNJRFAJhdaArmq6lPWmEDIlZwU0YslckeZFORyWvaocbJaDTVuMUPLW0lJ3x8yeweaGgIQBlVUahaEjNKY0rnTOAyBDJqQA2JpxjQK5Ljy30caS5ay2es5ydO0pSQjIGGNICNqYLEvzIue8ioQHT0DMWldVOivLSvvKeltURMxoT7C9jmPbtm1vQk8+9vTCzj39weZb7727LF2vP5qYmGU8qCxozYjkyuowabY++rPv+eQn/uLBz5y4/0dur7eTB378Xc9+8+jK6ub+zlye+VdfvHjuwhoSY8RmZnbOTO1ARiJwiMKaZDQaZqOSMxWx3f/qX/5xb6N634/e9/dHhciajcbK+koS1IRQWanJgC/TekN4pEDJ0hSdsRYigORCcs65VIoLUeiyXm94n3FunTVSCkvcoefIZxan+5tdrbHeqHFJUzMtNxrO1NvNeieIms7aCE0vtyyR2hGR9d5xjihQSgHgCdjWhnPyjjPJhUJfgkfvvDekRKRNVuY6CCRj3CGRd4Jxbz1jrKoMkg4CCcAQPWfMO8e4BMaMdQRcBsHM3JyjDC1XwWZZLE9M1qqyOzUL5McfffSSqXjSmE7TMwDwmc/G//b3O9ddZ95692h6anN+cfGB9+/9yz8/sbHZv+PtOw5cPnv2bLpjYYxYq9fvPfPkuccfO7Ww2Ly08tr3JKH+USAAQ0BkBKzSephl671NT67dabTGGkkzkoHgAh1IQuus91XcX6a19dWV1TXnZWt8vMqHSW3HysbSxHiU5/lmtyKgonx9/z6VmODU2d7CjoPkEgAfhGidBIiazbFh2l9bW2+2wmG/mBhv1cMpa/KsGqBzG5fWJien42aDGCDnjCmlYl0NR4O8FsUyCZIkMGOxNkVBlnNRVnm/NyjStqniMGaA5MFJ4ZUHJYUKpFKqKvLBMGvWO0nNEQhuZvLl1tKZdGzK7NzPi6I36nc3Nnury2tFlq9dWm802mXhAzXOeR0A77jz1uefPYoMnTXEPIIvfAkenDcAXkrFGCICCiKPBFuvtB0AV1wYK4oBkwLO6q6u4h27pjhjgnPnrbHlMO0VeS8IizDkiJwcWWtLbYtKW0feM++QCLwnBts3Q9u2bXsTSuIOw3A42myPTQyHo+5md2x8RsmxQHQQmu2O5xQN+m52rvnz/8PHPv/Zb/z2b37xzrfeumNuR7Mxe+7cxVeff/HYsbOcN2+57c4oCleWL6ytDI69fDob2Sy1SAEXggnOSAlV40olTfXJ33nwwKGdVx284u+JyhJyzq2xaZYHtZoxrl1v9fpDLqTWhRBJMcwqU7SaCYFH9FWlkRiXQtsKTXlp5VRzh4mjcOPCZtyIpOJ5YTjz9XbdlaOyyD1ZW6Qztagdx7WkCSLiXHHPwHpyDAA8EQEiAyklgEMEAkZAzhnviTGOgM5ZBGRMIHDOA+G196ArK7i0YBEZeU+EQihkLs2GnmpKCo/IpSTjjKsQQ8ZDT85YLaUYZMvcnV4f/u2JpScqM3fbnbuicHDs1U1GKkl4qwWXXWYA4NLabuPpmWfh9Btzbxy/8M4f0gev6Nx0y47f/51v3f/AgWtv2KmS6PzFtaOvr556Y/Wdb73pF37pGtVYv+rg7Pcopf4xIAASInrilbH94Sgt0+nOxPhUq9GJw0QyzhjzBIEDAM+9CjcujiYnp9MFLyAqSp3niZST01OTa92X6nUVJq2yLIKQrW+empisBwI2ukvt+qK1ldYVg1BXOgziZnN8MBxurKe1Gm74fGZuXru0LKtEiV62cenM+YV9u4NG7MAHMghUFPBA51U+yALBZMTjOGi0EqpGgMKWYtBLR4Oi7FRxEgaxJHKSvEOmhAqDQCpZFpQWRV4YXQRGN9LNVrreqdHCxaNvrJ5bqWxXClqY33Fp2N0ze2DljbX2VKtnyltvuXNj0/aH6ezO6aeffGV+Ybc3fDQceTJ5WXApvTWCC++9c04q4S3h1kZYImTWewckQxWPt8ZqjSA3q5fO9JJaezquAXFEP8r63f56VXVbDIyNBHJjfVnZvKzKynpCIoaI5D14wu2boW3btr3pIKJlca3W7GXLYa2xfGHAGVNxLa7Vk7BOOn7sqW9cfuiqRx566oEPvas5FfzYh374+Eurn/70gwBcZ847IVQN/bQ2/tSr5w8cOnLrzfe0JyLk4Lwc9AtjbaCw0Yms0+Ti7mrxwrdeyNPRV772zO75xUa99l8K7Jf+xa9/8td+DUpLQBZsvdlcX90IoiA3hJx1h/1ACc7AWyNU0Gw1e+tDO9qcmmhfXL0UiLIypyqAUpdJI9KuiqKQMjccDuKkQ8KrICgHBS/tWLMzXms329NOySIdBFyiL9B/e941ouGCIwIAJ0LwHh2QJWcJCK31znryTAqlAm4cBxZ40s55DonE0FPlvUcQABhFNV3ZLC8oShgKzhCkBxeSLQQzxENjolF/oNgS8qeak8cPXnnZ8aNrD33lVKfTOHGiW2/VjC27m9DpOADwbqIzNrTGD0bdxcXpl1/Y2HNg8sh1jazY95XPnzp9Sq+vpb2NtNkKfcW/8uWn5xYnFnePj0cXR9f167XW9y69vnsQARkCotG21HqYpVEcj0202+P1KGFcekRCAmJcUAgoDYaRhPHW7PTNl586/sZLL55gvuVMx3rlzfiFCycbtbDdbGg9QihPnHrh0GU3ra+mxthmPMkQC+2k4tnARmFNySTPsr7OvUGp/I7ZA+koB1syw1bOX1JhtHBgERCiIEyCpF3vDLo9sIw0yUgFEqNY6xpZY9CLMhfdtWq845OYBGPlUBejwgIpFociUWEIIyjKKs0KW7ZYuWDTRiACoTBU+0fDBZtdqI8ZX8Lhy251Nj184DDjMDU5Nz0x3u+tjo3Xw6a7+97bDu97y6MPPz8apJU2o7TY6I3IrhOUQOCcdmXFEIUQjG1tM9ta7Vom9WS80zTehLyZlW7zUtVo+DgMsjzN83Sjt27NUKlEjiBUqI0fZmWalmWlrSdCIPJAQH5ruNO2bdu2vamEcfOW266shqszuIORunBuudmcaHYmJIs9IXJx9Q3XtJrx7/7rxwc9V0cVSH7oys7Pz17+4F89dPz1YwcOHHn3e380jFVWlE8+/uSzz7306KNPEvgdc7t3Lu4OI7973/zOxSkVAw8cEM4v1q649t5+d/Dqyyd/4qd+8cFP/x5j7O8M7NAVh1sT4/GF0JSlDg23emxsojdYjnjgvGbIZMCtrYIwtM4ao4OQW585MtaZkHNHfcajUPJCuyoras2ES0FoqyI3tpKCo63mOq1IiFoj6WdFOUrrjeag25OckdPOadh6VQFIW+NeAIgcYwKRETGGnDzzHrmQyIiAGGMCJKBwRM4ZTwQERFv/AjCGcS2qitI545Ez4IILzrgjYX3unRFCylqvP3x43+6L+w5MtZsTgiXfeOQVYN0d85P1BktHOgxHjQYBwOpKm3wWqDCQxeGDOz/1p49urh742leef+8HDu47lHzqj1+emp746Z+/dWqWcx8JGn/iqeMvPnfmhWfPmWL3z/7cz33Psuu7iCFjjAGg9b6sNGOs2WnVG/UoDpSyjBNHJM8FF56408q5IBTJ88++UY5w+dx5ckEtCaoiLfIsy1QtmkPqWpNJwdbW13fv3Xth5fjuxasunDphynKitYsLX2ojhKCKtZoTeZpneZpCJQMKa/GunQd6/XNp2q2Fte76etKqTcxPAue1KHE1ywxIBmiZtxCoIInqRcT1+qjKuQXVXTMbzcIbxlXpKzJpVXjDaownSSBDIaUt9KhIu8ONyWTROFuV5Xg7TpJaPZ6uxROb/bOvXDhdS3wt0bfecueJk89VVY5+UI8sTxSw7OChvdy5fm9dyWRivDM2JqNw0B/I7salSheIHBkwRPj2mCDOMXJcA2hr0yDyCU9GOQz6o+6qJljhKDGCXre/sb4BUCoFzjrOdOVoMEyHaV5pB4CMyBMBITkG9OYf8bntvyb33HPP1Vdf/eu//usf//jHv/rVr379618/e/bsfffd99prb+J3A9u+65DJzfW1uoKJyRkgnvYyFSZSRgxkGNUI4fpbbxj2VpmIls73d+LuR5958pbbbmNABw5defNN937hwc9+/v/4wvs+/MG53c0fv+w91cAPNrJjr55+9OHHn3j4aQbwmPzWzM6ZQ0cOLuyZlgF4sjMzc0i1W25629rG6ue+/Mh7778L/67AVKAaE+N7FhZefuMkY+FEsyVABlIhAOes0azlxahWjwkhikNnrBB4+szpJG7rSlMiK9tDrhAojkIVicpUBF6FEisqnRn0uxNMSF3N7ZxTcdxdzUUgNVG7M3mh22WgyTtAwxnjjAOC946IEAgYOO+FlEgBeXQWgHkhJOdIQN4RePSOrDCInAt02hMA54KIJBckpfcEgETekxdMoArIeaIRw9XR6LnxiY0jVyZSyktLo6NHTx+5anZ8Tk1PT37zyRO9fv4zP80R4eVXsCrrCGEYJJ0xpSI/GOmHvrx0/lwmhTp4ePyBH7/98cdfHZ8Kg9CjA0R2+10Hr7rmsiKFJ5/6+s/87M/+lwrQH2y01eONBM64KI7a7XatkQiB3ltCg8jRibKUg54e9Mr+JpisUaVs9eLQ68hUlNOIEuecBafANVBUlcl9WTIIz5xeuvqaKzY2TzY640unjg37ZqKzEEhVlMRABCJutTpltZnlA+waFYYLC+PT4/OjwUZmehzZxbPn651GWI+VDGpJEqAs81RXJRQmFpFgQTHK15ZTKiNfuWKos1ExNlZrNOqzE7PNYGJz5eLGpbWp3fVARVKKMs+yfJSb9UFxrjCToZrmogbMohgldeFhYpi67ubyuVNnEUuAwcxcqz84x1AqrEeyMzU+9blPP3TPO24+ePmBqqKjx898/evfaNYjcmOj0UCb3H/7db8XwnMGwDmiALTalCdPHJ1f2OucZ8C9hsGmf/6Zk60Ztbkx7HWHgNZ7GtVygdwYl5ZlVmhtvGABoifn0HMixO2boW0/UN75znfu27cPAK6//vo8zwGg2Wzecccd3++4tv1gcda+cfz1Q5cfWJicQsDhcJSnhQMIwrDRHB+llQzjiR3T9737R59+/JkDe28b9IJP/G9/8uGP/XTc5Aev37XnwC9/7tOf/41/+W/uve+Hb7rtSK0D7anO/GVjt99z42vPnX3o83+7eXG0eSF55NwpJt9wpFFSUqt5B0oGKqCJuajbKz/2wXsE598RmBDygQ99uP/bHz9x9myR5j3Xbah6XpTEkIc2G+WEnjwgxzTLlZJhGOV5Njuzk4MAAiasc1akMvf8AAAgAElEQVRXpQVHwskAYpRp1p9oT0qLVX9YRzZdCxmxQWnmF/ePhj2qRmfPL5MhcClCQgy44IgMEDw5BGCMO+e8cwyZFFFVeO+IByQlU4EUFS9Lq7UWSv3H3xfAHJAj4AxBcASpjHMcJRF4ckCG0DIJIasAjtHg6PnTF54J5oweHjt+4Z57rj54ddAf9sA7ZLbRjO68awMAHn0sLitvHTIun3rilXe/97rpucbpM5uHrloMo6jU+fziRO9L5kuf2RgOBv1uD4Xkgu3ds7fXHbz7Pfcj/p3F5w86jx4RkbgtXcQD1YzrcSylsFvd354hWGfi11/MVpeqMoMqA512y1RbXVlbageKAmd9pXMHea49VfVAOe82rPFC0PrF5TBBZJsTOy4rRr1+yqbHdwryNRmiAhc3R1FrvRr107wx6m2u4ML87PzMwVPnX3RlygNcO7W8eOQASBdGEQPmkbISstIxSaawozXkuuENkMNKq14XkyCoCdmS9bFafY33041LGFEy5VUYikJrgxvn69M7L+vUamTCUNU4Wi5ZZozNnXIoXUxu8umnT91xz56gpYx1rbHJZr21a2Hn8889/+EP3dfs1ISklQvlxfMXvXbI3cxcm624zQ3jPBAwIgDvtdPcZcIzdGgdlWW/qI4m9QYXQqCCSq2t2kuX1gsYmcoDY8OBz/McEaxH57z3DJHR1v0nF94DovHktouhbT9AfvEXf3Hrh9tvv/32228HgHa7/clPfvL7GtS2HzjN9kSWvdDvb+6PFhFZkZcEgAhBrHbt2ffiiy/e/PbrAikPXnHTZ//yC2VpHvixDz3yjaefferVt9//1rjGWy35wZ983x/+9qe/+OmvvfbMubvvv33/kT0yquK2veb2y6dmFh/89JfPn9yoJRP79l+zY36H9v3VtVOXVs5tXuoZbYf98T/4za9lWffnf+Z9/D+rhw5fdU0taS7MLlxY3gBD2paMkMgnURKEvNQOEKI4KstS8dAYHzHy3uhSG4EAXimBMvSmSMs0rofWmmYrQiSTFvVQNblMwkCE8dn1bDIytVpzaDLGpbcjY7qEHUSByADAOw8AnogzTtZaaxgLhOC5q5z3oQhUoKTkQaDSkWNIUghP5MkhZ0JwXVlgjCHf2m2AgIBeKaWt86V2aIEh56Na0veVA10fjnw9GVvcZQ4cqQdhWV50/Y3N8bFGv59PzxgAOHp8zJBtjY0JEUbxxOqqjmpBkkxML9TX1sxLL67OL4zV62Mnj43arR1XHno74/FoZIereWUu3nbbO96kxdAWIlBKtVpN8lwEEols6RGY5IHnsL6crV0cDXusKixZnue2KivwGshzIQmsJ43ojC05Eedcm6iWLKR2bThaW12F+Z3T4CnNlsNwwhZssyuDsK0HpeAYyKCWNLNylOVm0B9FYbK6sj4+Odaot3t5Ac531zfqK+ud6UkSwBR6R5ac9dY76HaHvX7KMI6iuGJloALBVJmRaAWtZjuJa7W4Z7Q+c2JpJ3bi+nilG61o4foDdy9OHTx3eiMdkeKKAPKi0p6KUudZVmalKZh1jYvnba3eaLWlCHBmvr6xduLO22+Ma43zSxdOn77U70K9Lg9eMQ/cdzf7q2uFVOQJGAu22so8OYYMkYDIO4cEve4wSysVhkGgklrLWxgN84obIklkjbHWGc65JQBiAIhA5P3WF2H6jzvLtouhbdu2vZkQ0a79V9aaL6ytrzEelIVfXl7ljCVxEAbsqqtufOnF57yJVEONTcp9e248/vryW+/d/fYfvuNvvvj0H/ybP//vfvkXwimXTNuP/LMPPfTZp775yBPLv9U/fMN1191+9fRiHMZmZk/yEz/7T06+MPraVx566fnHTp2sT+0Y23tgz1XXX2tccezloxfPr1cj88oL2We+8tB7773nO3aZOeeK0h7Yc3mv92Jd1othXlVFGAfWauECY611Ii8yKaVzFIQqy0dlNQRO2lQOrIzAGsfIh6FwRJzLMGToKZBCVbaWBChFbiGuT46Nzy2fO7k4N6fTdW/1RrnhgwWOzHsHAI4cAAjJEZl1DhGFlMjQeUPeSak4Z1ygCkQYByiAcQDP/NYWcERAMLZEHnImPfPee09OhjJUgSWui8qZ3JeX+hvHdi1Gd911bVWljz92bGZ67m/++uj0bGPvnh1vvHEsjlrWilqiAWCUNQHt7MKOzfV85+I+zmF8cjwOJ06fXFo9P3r++dPves/ld779TlN29u68qR7vePWFtdULp6+/9Zr9V+PBgwe/D3n23YFICIAqVB6oqipn3aCbgkPBZCBCLmU+ZNmI5ZlDQGON8RVT3mgTcAXEiTnjKu0K5N44TSg4RlJ2Wu0AmOkPhuWJCwvzs+M7eFFeUmHU3TzXrDsuk6oi8D4Om/WoKtK0LHW/lwvOmdA7Znfa5Wytvzo9O338laNHZFhLapwpJb1HQIbIMKm5MLIeG1Ot+bIcLOyctZUbbHQRkEuKkpC8Z4a5lAfVxI6pXft3TQnfiUzz4skLAWuoWlgU2tjKAzqHRWUGvYExFrwkXU+7zZOvFXsOqLg+GI1ql++9LM0Gb5w63h9tLCzOX3vdvDGYpsnaKi5dqHOBr716st/LEQQQA08CJGPeeo+MkBCIGIHRvirzgpdlYSwJjoHABFwIUBAZBHLO49aqEARkxOA76+vtYmjbtm1vJk9/8/W1/uTll135rWf+ptFsa+3LXO/Zd3kYBCqQB45cPj45981HnrvrbbfFjegdP/S+f/d7n7zh1ls6s/yt97197WL1mT97+Mc+dn88mbXm1Xs+9kNXX3/Ng3/00MtPHDt/fDQ9PycC3WhHnckJDnDPvT/+yvPHV8+vnT3WPX/ym+3x9thssnPnvr27ryyr7JWXHl3tnlrvrv63H/7I//3e4pd+9X985pnnrzh46LYbbn7k4adbSUe7kfdktENeRWEoGEZhQIiMc0D0zjLmEL0HhkhMeoE+CWTZy0IZDbNy1M8bzWbWG8yOTTSSxFi3vpEmY9NZkU9OTD334rPNSBhrpHAVEQIjAiKPAMgQCa2z5L0Kwiiq6wq8d4DAGSPCqtTOecZ5EITIkJMkMtYYhpJxT2Q9aQ4ckCOzxlbOSyGDMEkIcDjqZeVaEorJzsSx146dOXMxqdVPnVpaurT+9onF115f9xS//vq5W26dVMoRYZqOJXWBqNZXV9rtcGnp0tjYtBTxyeN00zuvu/aWm9udafCTTz9x9rd/6w/zAa9FO5DCk6dfnnwqf/8Df/h9zLd/GARCAtC6yPOhsbrMi3xUkREBJoGo8aCZDZNsQBzCWi3s9taDWJHzjkqjXSBDwbl1hsgTea0NAALnxgmi0Ppao5Hkeff8+QuD0dqu3fOAo5n56TMnTsxM7pdBwDRJrupxOw2HeTVKsyoIhBCCSz7enB2OhlEQUWkvnV667OABAgqCUCgllHSe1FyjLOILJwqtTT0JW42g3y2UVI1mzbq0N9AAjvt4ur5vV/vaNrQVJROtHbVGnRrcWjEa6sp55gOynnuoUu2NJ+eEZHXRmZs5BCw9efSN+lgeh2yyxYuqnJoJdh+YtM4V5XpVJiuXsuefP3P69Eo6KqqqAk/kPUPOmJJcAjfMGca4Z46IVBhGUS3NijQdaDMCHvAIgWIOifGVdx4QOSJ5hrj1DtsDEG5dL+HWIMftYmjbtm1vHgTwuQefvub663fOzbykkrCZmNTkWXb9zbfFYV0FiW+y2+6879///ievPnxDc2d82VUHpqYXX3rm5N33Xxk2+Y997AP/9l998omvvXb3e66WdSs6tPvKyRvvvuX//PLf9Lsb6WYJhM5rxjkwx6VkKIRIJjq7i3Qj28jTrl479zqgD2LeGN+xeubCG2eGaZ7Vk2832+d5fuqVU4lopN1sz/y+uZnZUVpY8mQBgVtrhOKBjGylUXAPnnPuSiiKVEjuyHEpwCMiMYlCcO89oa+1wjKvAiYixog8E3HM2wzVxeVz40mjXp9yxapUqkr7ImIM5VaLPW7dSRA58tbZKIqDMDK6dNYylFvbW3UJxm81nwHj0nuNDMl5D0aAQCaInDGGQSRYYCm3uhIokJVBgG0u6+3G2Pjk+dOn0AT3vuvKmdnp1bV+kfssM1//2+ff9ra3PP/8+Tve0geA147OrK1Sx5mJcSF4UlbeOiFF4sk58rX6hAxYOYz/4Hc/1VsBSbOHLrv7skNXxVFjdfXCavnXyL7zW+SbBQNEgrIqR2mRlcPRaJCno3xYVSMkrQLZCOKZUC52OlO1uJVmm1EUNRqtwaBnXVkVIMIQkZEHANy6nWMoHOm8SpUUUoxxCWFone2NBtmJo6fGxmh2ik/PJpcuntgxfSgbGXQu4KrdGK82N6uqTNNSCsmlEIGIROIrm4gw7w/LohBJgAgBE0qExLkmmt2J50+fXF05l0RANLCVaCbNVivudBqnjp0e9vTijj2LOy/ftbC7VWskqo6ebaa6OyxHw9Rb9Ja88d6Sr2xDRAMVFMZ6b5QKJ8cntW1Vulw+e2zUPTbceGNsoj43P1OZqV4Xzp9bSQfJ0lLR6+XeRgxYno7KQgeSB4EQXHDOPRCAV0oZWyHDuam5Rn1sfXOAxAbpOrgKuGJhiF4hQ/LEgZMDQAYeiYAxYGzr2RABAwcE20MXt23b9iZCnlAkK6vdieZ0vdEMVJjrzJqy2W4yiVEQcWCHD1/nST3/rdfftnhLVIN3P/DR3/3Nf3HgissWDrTlhPvARz76iX/+iWZz+to758I6xTG87Z/ccvmRaz//v3/1/PELaHkjmE5q4/WJIMuHedGvqrS7uUmeB7Lmci7rrVa7U5iecIFP+0tvDP7m6Sd/+I67pRAAcOb02bAK2+OdtOhtrK1fvm/fV77+EECFiaoqEysVBrE1lgnY6uSKQtXrG62NDESeVkESEgAReON0ZZJazBnTVSWk0tYw8tmw0N7v2HeFFc1h79K5S5cmmu3lS4NYoXNaCSAAIo+Mbf2VJyCrLSKXSjEG5J23njMZhhEReUfWOiAg550tiQMRAAfypQfkXDB0BBrBCsaEIMbzKPRCmHyYBmpj5yKb3xcfueGw4p120zsTRg310itvPPfysQ9+6IHnnnvl8FWHr7v+WQD4sz8rV5ZH7fYuZ8PRSLeDpNWZjhJhdL5nz/4//72Ho7i+tq59OildXfrO0vGV/ugJV8Gu/bvedu9735x9ZFsYAbPGjUaj3rBblpk2ZVoURYnVKAWfJYk4uP8ImLDMi7LMpRC6rPK0NJrCoMaYqCotpOCCyoqEEIj8/2LvzYPsqq57/7XHM975dt9Wq9UtqTUiAUIMlhBgjME2NiZ2MDbETuX5l+Rnx0XsmF/wlAEnIamyM1IvMcFF8vLiH/6B7cTggI0xhBkjgYQkJCS11OpudavnvvOZ9vj7o/14LsdOPfP8GKr0+ePWGfY961v3nFtn7b3XXstimYimtr6xrN2OQj/HmBVpK46yxaWDrVZz8/qLMI6jaLaQq8RxTABTjDgrZKlKYxlRzbnDjLYKWaV9xiSCTKacekIKYzUhTGuDHScs8pVDxX1TL4umStKlcmEF1lrKapraTpOUwp41Z2+p9awMvDwYp9sW3Y5Y7GYGc8BMa4EAEyCcImbQ0KoVmW4vtUU3TYbWrPA8mjXTYrhCCx1F7OjLM4SfZvtmBlYOX3LJVZfs6tfa3b//xIt7pxfmW0posBxAAhiErFESAWirMMHLidxzuXwxX2LUz3vQ5Z2EdKQWYEzg50TiCGMRQkoBQXR53BSsAYwBLMIAAAh+NKz7ujlDnU5n//79QojX0mgURQAQBMFrafTnJcuyJEmKxTdlkrFlGo1GGIaMsddbyKthYWGhWq2+GQM2lVKtVqtSqbzeQv5PgvDGs943c3os76FKpUaw22plcSLiRGijCbceRcWKt2njBc88uWfHO3b6eT20ceXw8AUP/uuTH/udD7t5VF2Be3vX3v/17+VyN9ZWFR0PtbvThAxWqhs6i9yIpNtsotQr0N5cKb9p+/krVoWN9szLL43MTs45OdRNTyfziwgRK4vlyoakPnn8RHNq4/SagUEAeOL7j3mKEKrL+XBpcXrVyuE1q1ZNzUxkqSzkfaNRmorQZ2macAAv8CTOCEZZluXzuVazqTXVWgMCCwgQpGlKCaK+k3Z1IXQ5BmRwrFA7lgKlxWIppZy7YRiWZDpLKTCGM2ntct5jTIy1GGFjADBmjFlrpdRKG0KZF7iUUm0sBkepVCswClHOEc4Is4yiMCClHtdlwYljJ5eWJiuVvnI59ELS7izKNF5anJ0dP9o/sJLjfu5iRnNCpFlqj7w8+ezTo+99/7t8tzg2tnjZZVfmwqcAYHZ+Q7lcIcQxhgVBDyCIY1HIe8rKsFjNFYOJU+PX3/j/OHTVEw8/Gy3ptYPnDAwPTY6Pjp48NPbfdv/up87j7M05OGSRNUZJkyZaZBZhh3GCuRU2SayhxFpmLZaJUEor7rB2K2q3WlpZpazHqTTKgCacKq0tNgBIWY3AWCulAowoWAfhME0ysJRQXSyFUdzYf/CHG9ZsayxOrej1i3lWr0ecIsfNSxEJkcaRcTmilPhuiLRgmFhiUhEHJFQyy2KlhNCIh4x5AV85VB59mbXnYoZDI7XBcmLsVHNusb9n41mbzikVe61hrabstiMlmdLEaA4WkAHOELIIEUoJNh5gTGuyEKulFUPDw+s2xGnmBzxErpYZpZAolA8twpkxuThBYdHGot27orx22Enj8aXFJSkzRjACY4zhhIOxlFHuUAANgMIwdBxPC4uBMuw41NVagrWlfDlWU3FqwBoABsYaZI0FwGCttWDRcnjcckD165uBmjHmuu5rafG5556z1r7tbW97LY3+vIyPj+/fv/+GG254vYW8eh566KG3v/3tg4ODr7eQV8O99977yU9+knP+egv5uVlYWPj2t7990003vd5C/k+RpukTT0989sqznnv60bzXV6n2UBw05oUSLEkoIIIpslaFRbv9wh1f/ds7FqeSoS2s0KPee90H/uJPvvjAPWt2XLETIerxaoCd3Y+OjE0ewtaTuk1srlLZUO6pbdq89aUDzy3OLk6MjmHKFuZn5hdKZ2/ffPnbhzBDOR9F3Wjk2PHmYnduev746Ek0tVSu8VbnwT+5+WMYY6slyDa4jHPaTdqZbKxetXJs/IQQwhdOlmaOV2DMUUaUSnllTRj4CxghhEPfR2C1VpiCtYhQxBlLk0wIRSmWicgxXAj8JIKhteun6i3mQv/giibYdrM7V28XXATIWKvQ8qp6jDHGxloDFiFCGcUIp4lKYqm1zYWu62Pfd4RQWhujEcWIIuIg7QTg+oFIjOrqtoBwMH/RRZcJGSNkuIsz2XL8NMsYJppgueeZ6X9/6FhQ4j19pdWre8bGj3bixnUf/EAQenv2vLx+w7nNunBdAQCV3u3uqQXuORaIUHh6fOqyy99ispZUotXKOHfyub7pyUVrst6ewQjrhYXZl48/AxpfuOuKU/MvArz5eibLWAsWAFnCsO97gKlNZeYGjESAleTc9/Nc2ZS7PrYk6sg0yawGLa1WoIjU2lCKtU7SrEO5lcIgbIwBjLDSKcbEGFdJT0k/iWdWrKTKSmvAGjE/N+XxarM1Wy6tShMslHKdQLmBSLtKpt1OShgNC56ykhHSSbtR0ilA2SKTiTiNEkR9v1igmIYFJ5/nnXlkDUUIA7IiU4Pr15y7ZTvD+W4bWvVUakZoQQNEIjZCWy0JsdRBGIM2FlHtUGSQ4m103gXbcvlSkgpGFEEaIwhDN8ytnq7zmbnDjMWnT584/PJU38pVxUI/hmqnKRrNeaVjhDVYYy0omaHlcDhAABphzTkr5HIYUKZ0lgqrwWrEONVILcdaIbDWWoSI1gpgef74R3cHIYSQeWX/dXOGcrncVVdddeutt76WRm+55RZjzJe//OXX0ujPyze+8Y12u/0GF/mf873vfe/jH//45Zdf/noLeTX85V/+5W233RaGP7PkwhuWQ4cOPfjgg2/qJ+c/wVr7x3/9991H5jgLR0+MFYP+Qi2vDUIoYKhQLq1Sgidd5AWYcrnlnE191TWHXzi2/pxLcSgG1nrveseN9//LvS8+f5zycGmi67vVcmlo9fCWl/cf8QJ3Zma8014QIjl0SOQKpWK5UOkpvfj8C1nHHn++Nbp3DHFR7qv0reorVcq+U80Nrdi89Vwhm4cO79v95IF8eed3H3+G2e7TTz9WcCGRbaox5WpufmzdmvNW9PW0oxZGJPB8DFgIYS1oo5ajerSyWZz19OUQQsYaTEFrbYxN09QazDkVaYaUpgRLaYSmzPGDQMZJu1G3vpc/NdGkzJM6YZyA1dZqhDHC2FgDgKyxmGBGqdYoi3UWW2Qwd7kXOI7DjDVJmgi5BNQv9VRCn8qMTp9aai2maRfNTM0Wq6Pvv/59lWoJEYGp4eC6hSAVmYtK1IYydU+eXGiPTQT5qeefV+e/ZeP1v3JZoeRPTUVPPL7vo7/+Xxan76fUxgn1ckPGLiDLCHOUgVazG3VlGgklXMbzRw49ZtPiU6eeZKTs0Z5UZBpL0Ji6zsLC1PC6DW/maTJjLKKEh36eCqZBZ8IYTTDmQc4Lw4LvIQ0xprk4Ec1mZDQYYzGmQUCtNNZqY4yQWilNKVUoAyStBWMQwohgYq2NRYIRw6wYxbJSKSgeRZ1uN1vMFSpx0g51u1CgaWJ8QiRzhHSV1lIoGSkUMspcx6NL3YbOBNYarNJIJonknFihGTgOd5jvKQzSCCXTXKl329kXnbP1Ii0LpyfrSnKKcwjxOE60ldZqpCXBFhNgDrfEMIo5Rw5HgEi+tEkrvrBY5w7RBrJMEWZdj1ASFkU1iWudduqFjDreUlN2om4pnw+8IPD8Ra0pRjIzhDnWEqEEwUhJrIwBJLXmFoHju5bAfL3ZSSKlJPZtZrqtWEjTAYTBUDBGK4usBowQWo5qtxYAIUQsQhYAzJmYoTOc4QxvArTRjz21r7c2eHpiqdsy09Mz5f4iIeT05BRmjueFcRdmT8+u29Tve7zaR7duP/uF5374vl+92ikoIEuXXH750//+ZNbhW85/64H6Dxr1qeeeWsiX3N7q8ODaobMv2kIo2r977/jRExQcxmztl3a954ZrR48ebcxnzfmO1FIk+Oie2SQ7YpFW0PUdvvWCcy6++KrF+qb9ex5vZxPd1v7O0mLOLxqlERgpI4TNibHDl1x8wf/3r98EnneQQxDutiPuYoxJs9MpugWCCeN8OZRTSCWlwNRoC5ggIbXMFMEo5zkh5mBJlMo4zaRIcz6vVQuTpxc4410pERjH48qq5d9KaWktEEKMNRgTQpnIVBIrkRkLGBOglFJKMNFCLOQK+vwda8IQpkajsROLlUL/OVes0Ql+ae/MwecP3/Xn30a8K3UDYU0YTkWbkNSQOF/2BlbX3vvBK4plt7evgFhaquIw589Npv9673d/+frrcrnc+e+cAYAT4+cVK71BrsxZgVDHcZyzt13U3z+87/lnEMJDQ+cKubvkr1ExV0omJgn8mhv6V1x+5QP3f2vk0MF6a8gY+58+Gm9kLELU4V7gECmyOImTKBOJ4JRx1/MD13EsRikg0W63s0xRwrhrjVJKSoyp0tJYpJVCCANgjBmAxggAkDXYWmyJlSZhyCCSF8LOzi7291Gcp0nUXWrNlAqromSh5NWKPpdCCM4SEQitjRFpnCQd5BYotuBQlyiwUhGKmMuTSCEAENooiRAOw6KUozy0gUcv3fHWdYNnz0+jpUbbKkoJAts1RmMwBCOCLRDNXMw8xjzseA6liDHsMqa1VpbNnO5QBqnsJokR0lhkKWOO6+QUi7rVLOtI1WhlTaV1tehTcnpiOpGpch2epaAxAosRwdYKg4zRxILBxAAyjutZTAFrjW1mIkQVkDRXhrBq0oaN2wQZbowCZYyyhBBAYBmyYBFgtBwxZNGZAOoznOEMbw6ssVFTXXj226dGF3J5LxOp6xVEJjudBsZMgj49Ev3XP/+b3/j4b+9690ru2zXDGx79wWOz452Vji+t5EUztPaslw++RD1z8dXvTuJs9PBL7bl47MTE1Phsrpir1Eq1nvX9l5+1OD+/MDu997GD/av6c2Eu8FxdICv6VxMKs/OTVvVTTOO4k6TtsWOnDh943nXp0Nr1g4VanLMHxudipElANAVMuOeyudm5blTp6+mJtSCUGIS0sVGcaW08dzmJHE87WRimCDMhYtBWWYuJ5cgqqq01SIPqpChg3Uzkir1AGHdFmrbyhY3ze48RWnBdz6eyHafEF4C1VsoszwdoMMZogzBiRoE2UmsNCBMGBmkLmrFs89ba5i39YeDPzbbiRu/qwf58LhCZWZyNTk9PaYiJg/1isW9wbZhn3Wje8djWLWsKNRaUjZczjoMINRhJgRVO4PTxxt1f/7e3veuqjdsGmgv1rVvmAGD/oQvThDKaB+SAcYrlolJkcnLOcYJuE0XN3GWX3Hhg30vvev9/UQJbQrrxAuPhik0rrw7eNTe9MDE+8Xo/eq8eZSBJhMsQAqS1idK0G3WFzjDFBCuCJKeOw5Xo1qWte36opbZGpaJrjNbKIABCuJbZ/6guhwAYgAEE1hhjNMZYG40YQ+AopTkNO50uo9pxaJIshUHIGXSiOUqLDtbUGo85SjjGgpRZEisvdEBqThxjUJpmXjUgSju+gzKbpRESCpmAWFv0wmpQfPcV762EA8deWlSZC4xRTKTJDGhOAVGgnHKHUNflHucu9XzGHYoJwYhZS9IobjQWpVKUItFJO52u0pa7+VKpYoHjhFmE1q3bePDYM5YgxtD4+NFqMY9Vrt1qp6KTJBHBjrGCYWIMIIQAgzHGGEMJWI2xIdZYJZSxyuK4p+rW1vZgX1jWTUQri5U1SGfWaAOUYAJEA1BsEaBlR8gisPiMM3SGM9CUq9UAACAASURBVJzhzUF9VpR21RqLceC77XbbD3IAOAjyCIjrBtWg7OPy2Mj8tksHXB8G1wzkvdqep/dfs/r8/oFelfDzdp536sT0C88+deX7rx0a7rnwLauPHZwaH50fPzLabcbthe5MMB0UvFyu6rHeVmt+5MWjmFpQmHC+ND/FPQejwPV4qb+0fttgrswoh05T7tvz+MEDL3b1wNXvO5/RHyYirlXz3bRNGTHYeqFzavrU9nPPfmzPcwg8QogFcF1PScNchgxCGKdxliSJ1saAMUZbbLTWrksFGI6QaiccIYpJFqtCJcBgEdKE6FwQ1HpXtDuqI6UlRklFEQGDAGGrQGurrNXKCKm1FAiwEcYoiTGmhBGwhRLqXzmEjJoezaZPTR86cDiNcD5fZcSRSiRJO5crXvn+i1eu7gkLJCgywoQyMaEozKWEAuFGQ5cQCdYkEep0zej+6Qfu+/bOyy849/x1COjkyRmHCwB49OFOuRclsSkVSavZBUBK2kyYs7Zc9MB9j7Zbh7YM79z9+It7nniaUE5ddt0N1ylNJidHzj1vSGxat3t3YTmn9psRZWBhqRG63EqEEHJ9l2eOgAxZ5TCe83GxmMsFyKWytYRkl7XrJkm7CGtGSJYljuMoLS0yCGNjkbHLYS4EIQugLWhMsJRGaUSwr6XGiCZxRvNcyiSfd+N4DngGmd+Tc0KfdmLJMXGpLzJtmJPFkYgsAYwVy1KRJGlAC5gz7hqZyqzbNbGmxFZKbq1ceduOqyGpnJhqM1LkjqfSVEGGESAsNUKMYe7gQtHnOR8YpgQcjjnHWSbaUafeipvNtu8whByH+VLqTMRh3h9aU4ujLBOpMqkbEB5CkGOnF+YJyVzO56ZP5/0eZWQmYkxxlqacEWMMwshYQBgjIAgwAAXLGHN1t5WlKSDBQ7V284rKSqcZz5V10O7483GslTEakMIWABS2GpCxxhiw1gBaXnJwxhk6wxnO8CbAGIiasH/PnBCTubCcpEv5QskYmJud49Ql2MlX2K4r3r7/+ePDZ/dcePnA8FnFbdsvev7Z/b/8q7sYM4TYt1yxeezY3MGnjux55In3fOiq2tbiwKaNzdnV/34fGz0ybUTQWpyrd5oNFFtDjRUEB54TUJcaK8BIFQtkiEjjBBZsvjx49naRJbXVtY3nXX9gz8jTjz99eH+Hkn4pxufrDT/PYpVhTggjSSosNgiBUCLNUkYdBKCVZRaSNNXWEkqU0hhhoy0AMkYTahAxxiiVKQwQcKakBmAWgFFImg3PI+1WPe60tWJGy0wIixwEzBiitclSBYC1BCG0NlRnkgDNUinTxAtdTnil7GzY0F8s5kcPNw+/cFJlzoa1l+cqnFInXyw5HjihrPQ4hT5GXG2x0jbBBGHwKCbMdRFYLRMQNktUs9E5eWL2iYf2nJoY/eUPXbvr7Ru5g+ZP6e/f/8Qff0ECwIvPd69+78qo80KSaimh0ttjIHJct1RaZ/RTF1x88UC5yjhdWlpi2HGd4rf++wOeH1ZqlYXxxtjJ8XZSt+ZcgDflarI0k6en5zwKPg8st0ILQpDnMofTnnKhlMt5oe84tlhgKitOHDEWWWMRxqzTiglxwXKRZZz7y1FT1sJyPQqEECANYBBCFFOwGCEehJ6RsYW20WlvT+/83DzjXr0VVfNDre5M2a/5nukmkmGqkWO0skRmkQ091yGOVMpkxipLGKVcGVAgZRwTQNL32IXn7YjqfqtDMXaNpw00CGAEBlNwHBIE3A94mPMCn6e2c/jg4a2bzvJZqT5fb7Qac835+eaikGpN/xbPYd04atTbSid9K1bGaVMjMMRwTzLZyhWda67befDw4ReePwoW5XPl+lJDaaW1RpYQQi1YZTQjjtXGEostAkAEu5y73W631WkYSDSK+vq9Us3FPAspzYzX21vpNrvtpIs1MsoCgFVgNbbaIgIGjLUWkIEzSRfPcIYzvCkYGT21bu22Rn2+3Z3ZuLU2cWrS9wNsabsZxVHcajbNYFgb6Dn9L0+pONQSOSFcdMmF+57bv/+Zpe1X9CAGxR78jve/ZWGyNXHi+MP3PUWDqzZuzwVFZ9fbL1izvvPSi0cNFqKjrVKEIIBAZEncjfKliu+HlFCtEoW6Xr4yvHlDaYWzcEq8uOd55uF1GwaQdFet2IIBDW+46OihcYKQUDpTCqcpsoRyMrswPbxmaK4xr6RClBhhEKJxnFEgGCFAhDPH87yk0zVaK9AEI0zBaKXSDCeGMO4wTnheKukj2Wkv1voGkqjDGesm0oLV2mLiS02MsVkqpdRgqJJIZIAQBcBS6TROLCSu5xYLJRcVTx2Lnj11slt3Zya6jEOlWqr09peqQXUF5wECJJmLOTPWWKWl1aDBIIIMIKGp1knWVdESOrT/xA+fempmbrq/d/Ull25ds2GdG+bSjvj+Aw9v33YIIZhfKMZRrlgup4nK52pR1ELg+j502u2DLx5d0T+cL1YKlbwXlmnSL7JulmSRPM2IOzc9pZRxnFxxYMWbdjEZYIIJ4alsdztd7FBlFWDjMl4uFIqFnOd7lGJAUqNupVZcmM3EdBdTkqXKItdzc9YCZ4xRaqwUIrNWLy+MQogQQhCySmhCKAIWhDmCmSCW0XypTNOsUSqVhVRGqThtehQSTYPQcdvKKHAYT9NIY6qEzSIVFvPaGtlOVSyoRy1mUicmVUknxsjjWbG9yFmCHcx9nxKaGBshaRyX53OhF/B8MczlAuYyIdI0XkC2OT83fvTwgU4UN6PF2eZ4bBqDawa0W0xMp9tByspcLpA6Mxln3APUsXj2gh01gxupnukb4heyjU89fAgl6Npfeu+RI0eiKJmanLYGAUbGKK04IdwgZQETjB3XC3L+Yn1pqXW6FU8Xa3z1hj4egqUGaxQEfqlY6OmpRq1IIYTBWoOMsiAMZmA1YEAGWQvKwplCrWc4wxneDNz7rcd6yltGToz4oVMoFpQyjDKMHZEYjgNiXYSQF/ppnOx/7uXzLtlFi3r1hsLawXP/+1/fV2/s2nnlplSocs2/+IoLF2dmZk7OP/btg+PHVsXdbqbb6zcPXXzleS88fXz6RDPuNFYO9XWbMk46BqQxotOOfK8MhpEg6Da7e59+VttUZak1Js2io88fZdhXGlsY3nTlrqNHn1RmimorMh36PlgQSLVaSxvXnT12egJTlMZpGLoIEGdMK6uNzaQwxrpegNqLnXZEQ2SJ1iIzRjmMMgV5N+DUNYgpnZwcn121qpoLHUptHHcWF9sOQJKIBIzPQFuDKKVArSIiVUpaRrDWWgmtlUC0u2rtunzJO7J/sd6cwQjncr35fHnu1OKLpyeO7B1zQ9w/2Iu5wdQWCmUMWINUWsRpm1KklCgVytVVweSpUyeOjkyfOqUVrFt3Tik8pzYYej1RWC7oLHfq+MxDDz7+9NMSAL7xjdqOSy4r9zLX9Tw/31iqJ2ns5ejw8JYXnjm4bv2WhZk2znjaRtu2vqXVmjYKt1sLmBC/CBs3b5gcn56anrJv2gBqlzsDA33NFpqbnYsbLYSQsTqX9420SuAUG2O72qbWALY6V3XKK2B2Mlax9oJC6OeFyBCyCIFWWmuFsAWkASNEKDEEABmtMWWEEjdwjAHfd9NY5ov55lIHIcxdKnUkREsLhYhyaalUdPSiQIoYSpQCrahIpa9Y3gma3bpsRj4rWktNZohEJMFpzNoL3BF5RinlEaWJkQmyopD3wjzjXFV6ckGOZLI1MT49v7jQjCeUTUaOH2y2u52k6xRQ/5riBWefVaqGDu425hrdBVLs7afIOC6lzEXEQaR51kBQ7MlOL8ykMgMKQQkPbeg5tm/p+X3P9vb05QoFynin1anXm0CJBqOVwgSMsQghLwwk6G7WaGezYdVuOX91aYVjibQICOOOg8PAVqtZY6HejLvKGmwBtLXaGm2JRghjAA0A2J6ZJjvDGc7wWnH48OHBwcFcLvcqvrt/72RnYUW1ZwWhC5T6RllMsJZWJpZgV8Q47hDKHO7w8ZHJ1rylOUJd7fhh0jJ7Hh0dGNzw2BPfP/ecHSvX9K896+yjew/OHZlFccHJF2tr+rtLmYtl/4r+6eN1zy0aRfxc4IaBFxLmwKnx41mrk6U2Xmq6lCAAyjxMsPXiXMHPEujWo1JtYHE+PvRCI+DnaL1gtHBdX2rjuY7WYDHMzs5RTAghDuMY2yxNfceJk4hzBhilaUoZNRayVGKfWam00cYYmWgP+QSIBZKqrJ1EFot8oY9yrI2Yn59LU9SJWn3VIJOhsYRxzBAFw+JOZo0hmAJYa7Q12qKstqq047JtacKIKg5vWhfmPCPhxOGZxYk4a+Fms22xmD/RRcwYLQwy2ghtNLIgraSuwzBPspeQU09lp1ApnL/z0nXr1h0/euTxx+5/z8Z3X3blDje0cyflt772xPbz3rNx058BwH3f7r/i3WdZI5cWZpDRzWZj9cZVGiKwUCwUent6vved3eeedb5RePTo3kKxD1ni8mIayS3nrb362vMWFsSj338RkzflHBkAYGzD0E81pz4X7aZOM6uszRQyOM0M5hiMUloqLTlvOSzfuyqw4MyTxCUWgdIys1gaa6WRBlmMsdKaU6S1xEBd7qY6o4T5gcd9IqXALC0E/MTEURVFGGiQ88Kip4Rq1BcowlYjxoqBY0WWUQLCgFA2EyaLZc51FHLTpW6hVNZSxa24SMukWUzmMZdF3wkZklo2lADPcQv5sFh0/YBRB7U7U+NT83OLp5cai1IJHqBO2lpoLSEXVQbCs7at71lVZI6xJJN6PqyF2anW4IrNrcYC0K4GiSAu96har05UXWQdKakFTlxT7mPFfjszewJjXSn3n7f9HK1UvV4/MTK2MNdByNMaCCHWQq6QS0V3vjmlSGvreWvLfZ4hCgjCmBm9POCKi0XZW6t0FyMjEALQShODQYM19kdlygC/QWOGTp069Qd/8AfW/qg3cOmll/7mb/7m8vY3v/nNf/zHf7TWfvCDH/zoRz/6C08T/Oijj/7t3/5tt9s955xzvvSlL/1EPeplRkdHb7nllquvvvoVVa8ljz766B133NHpdHbu3PmHf/iH/zEDx6c//emlpaVXdu+8807P815bjf9L/N7v/d7o6Oidd95ZKBR+/PjMzMznPve5V+7+BRdc8MlPfvL1EPjTsdZ+7Wtf++53v3vPPff8x7PGmNtvv/3hhx/2PO9Tn/rUW9/61tde4U/lQx/60B/90R9t2rTplSNPPvnkfffd91d/9Vev7oJ33XXXQw899K1vfevn+tb111//5S9/+ZprrnkVFieOLyDTHN68/tixfdu2b3K9kFGKAWtlGPZGjpwsVEPPDdau2TpxYmT06GKuv6YtGRxaOzMy25gVp0ejLZsuefaxo339tXLvcLnQSRr12dFRr6+oTO+adSuPnj7dW11dq62aHpuMm5YEijlEY7127aqBVf1HD52IG7rbyjXbY6V8VUpaGlhx9o71lZX+qeOnjx04trB0mkoC1quWByZOyTSL/JAZgCiOq8VSkAuWFhrlcqnRbvqeiwiWUkqFHc6TVGhjsFSACEJIZMIxREsJRoMFggkj2KEO4u7E5AxQW+nLtVotx2XdrLt6zZpjx+d02vH8UIgS4h4hhDJHZNpYAwgwJkjb5ZzFXuhduOO8Si3stknWyzvt7ujxpZmJudnxRZyxsFZesX59uZrTNvICN/DDNFE600oqqVCaCdctzM/PHt7/w5Cu+MCHfmX1uYV8zTk9Vv/hDx+78spfvfLaTWHBqy+0v/2N+xZnW++9/jpK/xgA1qx9/0B/f6O51GzWc4WAMWaMDAthIV8xemRg5QrQ/KkHx/POmizt1ufmEMKYQLm6Ooqcf/zHf2GIz89F1l7wKh6YNwLWaq0yRIAwhDBQTCyCbqPbbHbdUogcjkFpaQ1Srq+LpTB0VtQG+8J8kHV02kwh6RqQUhljNaUULNLWIACtlet5YS4nlXY85ocOoQox5RVJ4OaRCYorap1W3O40Wq24WC6UekMlBUBmbRr6fiZUJ1WcsyxLHWqyVLkJDXK8FXezZtRppVpAmppmA6gu5sIA6xSQwigrh4XennKlXPJzTquzeOTIwZmFccxUN2sJHYM1p5eaPMf7Vud711ZXrl9BfKxRhB1HK0OpsTLLF71uVueBjOWS0aZQLuRLnLOom0VKyG4XSJBTJvKKeGhdfo6KZn3RWLDWaqMHVw1ccOG5oydmZqcbUUcyysvVcqVaqbcXNU7Ou+isngFuibAIIUyttQAYAXIdpIKsVCmWezpz6aJVGgCsNtggMACAkLXIYgDyRnSGjh49+sgjj7zyCly9evXyxt/93d/97u/+7j333KOUuvHGG7vd7i/2NfnZz372q1/96h133FGtVvfu3Ztl2X90hqSU11xzTZqmWuvX3hl65plnPv3pT3/+858HgJtuuunll1/+xje+8eMNjDF/8zd/86d/+qeEEFjOKPWG7FQ9+OCDX//618fHx7/0pS/9hDN08uTJhx566Oabb17eXbt27esh8KczMzPzgQ984NSpU+12+6c2eP/73w8AH/nIR7773e9eccUVDz744Lve9a7XVuNPZ3R09J//+Z//7M/+7JUjf/7nf16tVl/1BYeHhy+66KJfhLT/VThbN3F88oO/+u7dz84qBdzlzHd1woSRpb51Ya4nV3aDPDp318aJY5Njhxur11UsR0NbS1NT647vPX5498TOd6y96prtjz/8vGP7glK+020A6HiymbUzGzvc8wr5dNvFg8Ued36qEyexETRaSo4fPuWFbq5YEmLRNw5la1r1JUpRc2b+6e9O9ayqrRpeceW1lxw68NLLe8cPHzrwng9c3Iq2LdV3E2IJIMJZlHalMkHOFUKr1LISz3TMDEEaGksNgpDRGhvFHWa0SWIVaCyEQmCFtkTbkuMY4ipJNEC+xDFDUkIaW4vMfHNJylToKJZDbjCMGMcYGwVJJKO2UAnGhoK1xiDM1OBQP1XF/f/ePj3Rqs82Oq3EWifIBWdt7x/aUF45VKwOeGEBDFKAEaNEpJBEqL0AS9Pi0N5jL+3buzQ3V6jmr//Ny9df3AOeiE/j3Q/vuegtl1114yVuMWueTp/5/oGRAzM3/t8fS+K9hCgA6Fu1CYfuzMHE8/OVWq/I2p1W5AX5Urm3vtRSghgbNWYbzAkIQGqWCDAPl+O0ue/pU0rHSiW9tXXwZp0lA8ACU80pYYQGnq90JjPBwe12onqnhXyHOoCMAaS8jBiVCb/uOQp7DgHwUJDprm4rhBkiBBljpMq71PVAEewXsZuT5Sp23cRhCWHaYgmOMQynKJtrJbVSlXNYXJpv1Tv5QqhNux1lPpDAC3yJU5Fpq8HRSuossRFPCw4uYmpONnTXeqpnfgkzW6KII5EIGbk5Wi0XBoaq+XKeMLXnwBNjE0eVTijDoiMTmUiTGJzRHtK/uX9weMDJMXARUMMIBasx0hqMpap32OksHjdKg0p9n+dCRJGHDMoyFGe2m3Z9x+GUWQDjqrXb+nTMTp1cmlqYcEmx2Rz1eMA4X71mIGlbpdCa4WHq6gMjBzad11vqQ5ZKQIDBaGUZIQYpiwEx4wROWAx7VpUWlhZVgrBGxAI2FlkwCEsCGscGqzeiMwQAfX19n/3sZ3/8SBzHn/rUp37wgx8sF9O4/fbbP/nJT37sYx9zHOcXYrHdbt9+++0vvPDC1q1bAeDKK6/8qc3uueeefD6/ffv2brf7C7H7c3HBBRfs3bt3ueZXvV7/Wd36W2655Q1eF+wTn/jEXXfd9Y53vOOnnq1UKj9x998gfO1rX/v85z9fq9V+1uPx1a9+tbe3FyH0K7/yK/v27XvggQfeIM7Qddddd/vtt992223LQ4nz8/Pf+9739u3bt3zWWnvs2DHO+Suup7VWCOE4zsGDB88666zlXsHU1JSUcs2aNQBw2WWXveUtb3nl+lrrkZGRnp6eH3ewms3m2NjY5s2bf1bVnSRJTpw4UavVent7l49IKZetj4yMLP8TX2Gg77yFiWOLs51GqwmWcR4Q5AiFjEUU3IGB/qiV9vT567f05srOgedGVq3pP2tXuGGLd3qstjC+ND0+124Ob97oXHzF1rhBC8UcIc7UyUnPL2iT1hdnKHOjqL04U/CDoG8gEKazMNOALGzOdGNXU2JAWcfPUUYNSkUiCfeTSI/sOzF27OQ5F61fu6E/9Hpe2nf4wN6JYqlXSiylVlhraxxOESIWwXInSivNKGWYdDsRQhhjlMnMwznGmbGQJplRWmqjldTSMEusgW6slpqLrXa32FsOPS+Xy4GWjMPS3FISq1KhR9scaMYY1RpkppMozaLUSEoAI8sQFX39vaX8wPSY7LYTJXAuv7Jv0Fk5VKgN+v3rvZ5+HBQAES0zHHd41NbGkLhlxw51Du4eO3Vsqr6wqKXgBfH2a3dtfku/U4Ak4VOn5lDgvvOD78yXaXsye+AbTzz7zPc+/qnPrNvaXyt+BQBeOlgrlPsIJfX6HKWEMUdrUBIJIcMwWFhYPD25RImfoPEscwyAywtSJFLNO+2sUKls2LTzyMvPLSyN2TetN4QAUcII4Q73fV9ocISK2kmEldFSCCGwQxlHlECiFVIAiggqpZQu8X2WlYvWQYpgGviBw11ibLWYKxVziRUtETdFRxNDsDE2UyZTWigNGLuIEjdw5+bnfe729vYt1Oc7nSgXhETqJJqvlHOAIU11EiGCwjReynvEiAwE9lyYPj2HeW/UlliWCAZtolarkc/RYrlU6fXCIp1fOvnCvt3NzulC3lE2Udoqa4CD0bZnZe/AuWu93sDxuEYKEcCIYGzBWGW0QQZhqaBtaJzEXSQto3lEC5QRZYjQqJNm3Thivs9xSDG1yArUqg6s6B1YvzQbT51caizGpxc7cRzXevuq4YraylWtZJwZtW5TT5C3gATCzFpMEPpRxTEgCBtrMeM8yBWKJVHtrSxMLlFEHE4o0xLr1CruMJf6rs/eoM7Qf6TZbFJKXykr9hu/8Rs33XRTu93u6en5hVz/K1/5yrp167Zs2fKftJmbm7v55pv37dv3uc997hdi9Oflxz2/PXv2rFy58nWR8b/JzTfffNlll+3cufP1FvJz85nPfAYAnn/++Z/VoFarLW8sj8m9cWp6fPzjH//iF7/41FNPLc/cPfzwwxs2bDjnnHMA4NChQ+95z3t6e3u73W4Yhnv27EEI/du//dutt94qpTx+/Pi99957zTXX7NixAyGEEFq/fv3dd99955133n333c888wwA/OAHP/jwhz/s+36z2bzqqqu++c1vCiHe+c53Pv300+eee+7BgwdvuOGGf/qnf/qJKd3PfOYzX/nKV1avXj05Oblt27bvf//7rut+8YtfPHjw4PPPP99oNEZGRoaGhpYbLy52ZidapUL/d//lOyCQyKTn5a0hSZwlSapcMz3ReerxA//XTW8fGArPOm/rnkde3vPYiYGNZ9cG8Jp1xZF94fSJ2akTnSiLV64uARK5fC7IFwulOOk2y+XBfL48O34ybTDRBrcQ+SXa21vLFbRSMijkAAxFDkJ4YXEGgZvPD0JB1hvT3AndXM6obP8zh18+cKjWN1jprWoJudwQInmlmz7nMk2MAYdzQ6i2lmAiUmmw8BzmuBQB1txaC3Ea54ICYJRlWkkkFY5TrRPNJMae201NoVSNdeQ7ju8wYnQh70uF00hhRDy/nKYFRhzMkJYQdbK0K43GyFJACFNZ7g3POXerkUwkOZdaxnFtoFjto9UBFFYhKAPzwSBjM7N4msyeVIszURrZoy+NTRw+HdcFccng+qHVm2vDZ1c2ba+4VSI6eurlpW4res8N7yn3eVFdPnj3M/teePH6D39s28VrtE0u3H4/ALx89Lre/hJjdHZuinMuhRWJZdQDg4Iwx3mgJMLEFgq1uJO4pshtzuOUEl8DqjcjEafbzt+ZqvqbtxwHUlTERiQaDMXYMRYCv2AyyLIs0UKqLLPGaGYpUJdoAVksgFqCKGfIQanj8wKlBGPPMw6X5Vww0Jt3Xd7oJlONbpTWtTHSWsDWIIsw0lJZpI1GjhsG1bBVr2MlK9VSp9umxKkOFKZOTmRqNsjn00irTCPkUo9pnbgOEVmLEgh8J0kQVtQnrsxa2gjqqHylp1xzvJw6cOiJqdMTqYhcVwvZIRSSJLWcIYYHV6+urCx6FR9zrJCiHDFOABmEkAVjwVqtwWRCSKViqSNksbSOBKMQ1hZFqep0kyyVVlniIM6Z73rcJ4bGwNCK4VzfUEllOstkp91RUotWV6AxjFlsEqW6KCKKBiEpc8fDP/KFLMbWWoSQxZh4nu+HuWq1pzvXcQzOuRxzk5KUc+oX8w7nvs/fiM4QxvjQoUMrV64MgmDz5s1f+cpXVq5c+ROTVowxQshyP/IXwpNPPokx3rlz59jYmOu6H/nIR2677bafiEn6/d///RtvvHHVqlW/KKOvgvvvv//+++8fGRlxXffuu+/+qW2Gh4ettb29vb/1W7/167/+62+oAuyLi4t33XXX8ePHf5YqjPGJEydWrlzp+/6GDRvuuOOON2PB1z179hw5cuSuu+56vYX8iFKpdNlll33rW99adoa+/vWvX3vttQAgpXzf+953yy233HTTTVrrt73tbZ/4xCfuuOMOa+2BAwe+9rWv3XjjjcaY++67b2FhYWxsDGNcr9cBwFq7HNfV7Xavv/76L37xi7/zO7+TZdlDDz0EAH/yJ39y4MCBTqfjuu7o6OjWrVtvvvnmbdu2vaLnwQcfvP322w8cOLBp06Z6vb5r165bb731S1/6kjHmkUceeeSRR3bs2PHjr8DHfzA6OT65om91c2ERISyyLOrEWYLazURLgwAKxUK3KWZOpavW+OvPWv/Ss6fHR8Z3P1Le9c7VpYrDPcqgOH7slBCrJo+Pi6ylYk6DuAAAIABJREFUMpy1bS4sy7gjY6V9la/m4kbUXFoMTKDBS5ozXs6uWlOtrAhToRvNdtJNi6bQWIxcD69cW87X09mppL3UqPSsLBR6G62J6alT+VKppzZQ69s8OVvLsnqcZpgSY3UiEoflAcB3PUIQ5w4CUFJlmVZKE4I5567vIoSVktZgZJlRBGvs4pySHDGv3e0iBLnAcxlFVmuZKk3TRCRSVmvrjC0i5Cph4q7otGORKaMIRZggQrgMg/Kp0YWorSjqbdcjJc3SfG+5J58/yap9frGPch9cF4s2Pri7MXJwpjnfSLtJ3FLGUMd3N2xfddl7h6tD1CuAm4esCyf2Nv7tnu9v23lRseR369nu7x/+4eM/vPFjH975jk1+wTTnZRjMA0Arfk91gGVKnh4fD4K8EkhJw5ivlCIEBUFuYvzQ4Oq+6ZeB4qynMkywm2UR4y7lvpsm+w+8gHC8+bwt6E27tl4rszTTkjqzAjHlWmM5xa4rfT/rKhHHAmmrkdGArMYEcYYcl7qe6+aDPBUaK9BWa5FkIDj2Cn6Q8wzYBJnMZLFJE2sRxtRgjMAuFyWNkzgIcq1Gl1mCqdPqtirVfKFQsApZI4Mcn1+cXFVbXar6SqYiXcK+kyYKY0qpUTrzgmIUYYbdLE2N7HIXBoZqazf2Ob4+eOSZVmsOWZULWTvpWGMd4jSi5uDKdcJBwYoirgTWxYZoQgkiYEETBMZYaw0GAFiOk0ukSQ0SFqHMiETIWFkEONEoTmWaZkZplUkw1nEcShlCHBBWkBFmARmEZcF3OaUeK8jENOqt2ZnZVmcp1k5OlwHzAnEwIwhha83yJ0YEEcwY+EFYrpSjSsO0opAyQg1lNsjjsBK4Xui5b8iRobe+9a0jIyOO48zPz3/hC19429veNjIyorX+idcn+h+jYb8Q6vU65/zOO+8cHBw8cuTIlVdeeckll1x99dWvNNi9e/fDDz88MjLyi7L46hgaGrr00ksrlco//MM/3HbbbXfeeeePn8UYT0xMMMayLNu9e/dHPvKRjRs3Xnrppa+X2v/Itddee/vtt9dqtSiKfmqDCy644Pjx447jLC4u3nrrrbt27ZqcnHyNRf5vopT66Ec/+rGPfWzHjh2vt5b/yY033viZz3zmr//6r5eWlh555JG///u/B4DR0dGJiYmenp5vfvObALBly5Z77733jjvuAABr7Q033IAxxhjv2LFjfn7+85///Be+8IVyufzjlz106JAQ4rd/+7cBwHGcX/qlX9Jaf/nLX/6Lv/iL5dmx4eHharX6ne9858edobvvvvu9733vckB3uVz+tV/7tQceeGD51IUXXrhr164fN2Gt/Zd7xo3VaRJhsjwKTjrtbOLEYhZbQvxu1A6L4roPX9HbzzKlqMurtRWzY2PH93VkulhZJc/ZtjVbmhwffTkX1nLFqhI4cBwnbxqLS/nCQGN+iTDk51hQCX1Fu6323MRiIVdNY2Eg7iSlFUO1tZt7263WPJNR0pEmTlK1/aJzDziHyz3B3FTLcwtrNmyqL800Gw0txMJ8xFleKaJthixmLtPaCCEY4yrTnXacKzlSKYexKOk61FFaG22N1BhhaQ2njgGruDGJ6C32+qw0W2+JNFm7tr+nksvSlDKCsLYKMCKEEKl8L+wjjAspMyGUMggwQggjBEj3rChWqn2NGQWCtjtZt6mjTro0ddRxchgRJ8fDEvdCHOb9JNKLE514TloLyPHLlUL/hlKuSvrXhb2rqcZJp806bTI/kn7n/3026tJVqwaThn3qoSPf/eZ3Lrp05653nZWvGRmbiWNNeIcBAK9Q5QFuzMi4mwVlP+4KhFkSZQYsWFQq9P7/7L15sK5XXef7+63xmd5xj2efMTmZZ0ICghCCIRLAqIBcGy1ttGily7m8WHKvhTiAFUHSV+xY7VDXUm/RclX0lrRARAYNQxJChpOQk5NzcqY9v/P7jGv63T82nUJvN21TXDlUnc9f77v2evazqtZ61/N9ftPa3F6/5UXfXroTWnR3B2cPHrxm5cAhFaej0dbykYWlSUbEThx72PuXA3xLGoeCC/PxnBNgkBKkD9ZTABRcRyJJODloCPd8gMSQGIJA5ECcApM6A+abOm9MbbzTWs6rcmvHIxfDWTkcz/O8ETISknMPHsg6V9sCgaWyJaWq8jKScnF5qSimWaI73bgu8ygVZc7nxbzfbnX6yWgwZkpqnliqs0TZUDTeRllGQZV5IUW9sNBe29+tmuEjT35pNt/utCMGfp6Prfdp2i6aZv8lh0twZzbWcVmvriZSIhPIJQrJOBICBe+JCAi8paZy1ngAzyWzASrr52WTFEYossRCABbI1Y0JaD0xxiRPBUQcBCIABkDPGBEFQrTg61CV9WQ02RoMBoFocbnmIpUybrfTEGjPUba3VxCR4BCnWdYu+wudaVGCd+CAsYDEOHglmVIX5HEcUso98/jq6up73vOem266qWkaKaVz7vk+ROScU0p9o27a7/ejKLrxxhsB4KUvfemNN974xBNPfLUYevvb33706NH3ve99APDkk082TXPvvff+3M/93DdqAP9Cbrrppr2Hynd/93e/4hWv+LEf+7EXvvCFX93heTvKkSNH3v72t//pn/7phSOGjh8//uCDD77qVa9697vfbYwBgN/5nd9561vfeuWVVz7f56tn/73vfe9ll13WNM03KjLsX4fXvva1Bw8e/K3f+q1v9kD+CW9+85t/9md/9v7779/Y2Ljlllv21klVVYj4vMRfW1vbW+F7PG+bOXDgwAMPPPCe97znwIED73znO9/+9rc/36eqqjiOvzpOP4RgjPnqyPdWq3XmzD85Yaooiq928na73edj0v+/WQtVZZ98dBrz9mw0Vmk3orSp7XS7HO2aVrKIGCNxJunSK+OsH8ZjGIzmWreSZMFV4tzJ+eZ6OHggTbukIz3eHUoRIYsbV/SWe7rFBlvDLnTK2Sxp7Y8TjQRp2h7vbhFAlbuyGBdT2t2Ydlfk8mr38OFLJ4OwuzncONNYdzrJ2r1epnV3e2Pj/Nlz3d5qlsHmxqnu8iERtaqxTVOBnDXWOedUUFVZKa6ctdayOOFElMSxrwMEqqsqqQ0DBiwgI46ohdSJBEtxuz2bn1MC0kQKTiS5cxZAghDEII6yVnsNWNcFJIOCK8WpxsA5YwBaqaWlA0nU3zW7xbQCBt1VffCqRQrM1lBObTWp51tu5swmzRwh2hC1WknWJkE604euWNEZnH1uExjP87nErMjzL/39E9s71Uu+86VC6c994tT9f/HJhd6BV/8vL2mtcFQ4OVOMNj6OSEQo4zaXzNTU7e1vL0TTydw2fjYuFqNuWfgoWtje3rj8yks5/WOUZk093d3Z2HdwZXPj7MLSapzoXicNZFcOveRb2E3mSQJGXCPKwpTOWE/eEXnBWaQERBKMaxxjkgvOpUTOPEFjLdZVw4ATBQEhFnVT1pNh7etOFDkPw2k+a2riDLxjiAwCkQ+mKqsyBCihbifdrB0LxLwo0jiVXBTFjKjmjOKWLnOKGm5DPJrOaj8XknrBL64oT9zVnmsJrImiOmnz1QPtWb759MknPJRZWzSmcKYUUiws9m1gQMwJuVuMlg6vpQutKI0Y94wj58gQEAEJgSD44J2vKpvPm6qpBCNEThCqqpmwPE5r6ch6r6Ui3vi6royrkYHWHFEy4HunZUCAYEKwjO3pHOEdzKbFYGcymxTGeWeFVm0ppVKolJZSAhAAAcCeDZtLodO43e+Ug1E5L1jAJhiorGg05HNrL9QA6ucpikJrrZRqtVpN05w6dWpvk917kf36Cpb8N7n99tvf+973eu/3tvXRaPR8UOceb3zjGzc2Nva2bGutc24+n3+j7v51sLa2RkRbW1tfo4+19vlcvAuBVqv18z//803TNE2z5+LM87xpmv9e/6qqpJTfQMn7r8D3fu/3Nk3zN3/zNxdaRYM4jl/zmtd86EMf2tjY+L7v+769xn6/75x761vfum/fvq99+c033/znf/7nH/3oR1/3ute97W1ve759ZWVlMplsbW2trq7utUgpl5eXP/zhD7/uda/ba9nd3X0+2m+PQ4cOPfjgg89/feSRR76GM/T82ZkrlORUVpPLDl19Yv2JugYpFx75/DEOCZW8Ltjf/J8P8R/+titviZ1j+w4mgwPNzpk4HxWthT552tmaLKzs3z4/3t06RwDt/mrWaaVtdelVvY317MQjp6jgO2c3F1bWkjTlktJuqyyqJOobU7kCBqPRZJPNl/B8bMqCEr442h08tzukqOQcqnqWtjpKtTxV1918/ZPH6uNfPnHldT3ywtlGINtzYhhnvA9FUwFywaVpLGOMCwHCa534QMiCEMIEMlVtkRSGFGVV+bz2zppuK4m09CZUZR1lsvGuKGsCarX2MVyyPpCH4DgCInjEiiH3nnSq6hnLdwc+hIW1Tn+11+plaTeuB7RxZgJu3uRFMGDnXkYpuYYrpbNMxhEAlPP5sQdPVmU53Z09ne3apukvHqjn09GWX1q6QvnVhz62+cWHH7ChufONrz94eYsrW83huaeL667/YwA4de5lXEbFVLCQlVW9P91vqyZOUmuNLcRjDx0/+9zW+sauUnGvu+bKtN9tjcbnH3/o0c7i4nxcbZzdXNm/KDQdverwIw/7b7/tQsyK/R+ilNi3vBRL3ZjASkYaGlN58BykCnHq2lVejkcjZxwwYJIHhhbJemuaIJUThEgBOEAqp7P5ZGuO1lvjjCdUXESaI6aRlowFso01wXsfyPoGMfRbvU7WFtRpiqbM51wA40JqmfvaU+v4qVkxY8FlTFlva9sQkoqjxIFExzivslbdWelGbfjs5z9XNrPlfb2mzp1vWu1kcXHx4KFDX3ziREl+OBoeuPrgyuHFrJ9EiiMLnO1ZtxAJgAgJQqC6sdNJPh5PrDVaiVgrZMK4ZjwZKh1HmWqaJo61cI55Z6x3jHMdAzoCIlAIGEII5BGdQOTIvGVVaWeTspxYV3EgNhsVW3pdx1xp3ul2peT/tTwLIAIicM5VrONuxltxMZlCYE3wloyT2O9z8nQhiqFf+qVfuuyyy2644Ybjx4+/4x3veO1rX4uIvV7v7rvvvuOOOz74wQ+ORqMf/dEf/aM/+qNv4GPyJ37iJ37t137t13/91+++++4/+IM/GAwG3/M93wMAe/6yd73rXT/zMz/zfOfz58/nef7Od77zG3X3fyH33nvvc889933f933e+1//9V8/evTonXfeCQDf//3fn+f5Rz7ykd3d3Xvuuef1r389Iv7e7/3eYDD4kR/5kX/lQX4N1tbW7rnnnr3PRVHce++9v/iLv7hnB7rjjjtuu+22X/7lX37Xu9518ODBF7zgBadOnfrFX/zF22+//cKJeTpz5syxY8dOnDjhnPvIRz7COb/rrrsee+yxN7zhDZ///OeXlpbe8pa33H///ffcc89f/dVfAQDnfM/T9M0e+Ff4oR/6oTe/+c3e+w9+8IN7LYcOHbrrrrte85rX3HfffWtraw888IBS6k1vetM/u/D973//vn37brvttocffnhlZSVN0+f/dNVVV734xS9+/etf/xu/8Rtnzpz5wz/8w8985jN/9md/9qpXveqOO+649tprP/CBD+R5fvfdd3/1P/yFX/iFK6644h3veMcP/MAPfPSjH/3TP/3T+++//785ZiL6D7/1KZP7yo6RsYNHLj877Gycn8TxqoTek4980VnLWbx5ovzc351JO1cMB1W7nVx9gxqcM+vPnGWgmPLzYnjpZQfT3uL29roUyWR7SCFLO2Kio+DZwso+HbUm27tVPkuzhAnqryyp+awuShaAK1xor+Sz2fbZgfU1B+YtmsYGqEs3bPf7gMoWZppvIKesm950601nT0dl+ZQP5IMXwL0N1npGrrvQGW5PGBPWeOed1pH3nnNhfWCCWWeAARJyKW2wyqMC1XB99tw6g5DFMpasmOcyko2xOlNFXg1HU5WwpoyJeWN8UwjnvDNIgSOEzkLr6huvrmeCVLy63E9SxSUVRb29fn62Vc0nZT03zayK2q32/mUpElMVTVOZqvC2dtY11Xy6ERBYCKwsKq7UfHfmm6B4t5pUjz3w4Dh/LujiVd/znbe88ohUUM9tvgv3f/hTf/WxRwHg6ZNvGG/zpx59et/qJYPh1g3xdaPheN/aZcbnKlaRTtYOHHn0sQd2N8dxyta3dxYXDmdxvwlmZ3B6vKstVePJWaH46ROnjz3KPvb51zF2oewD/3IEg6XFno5kGSjySa/p1rYCCARg0FXW5kW5uzvc2tqyxhvviKHiDBg48k3TKMYFY5wLQCZavcrPq7IAx6QQTQjlvAqBcmm15AHJgyNCCi5No04naaVRJ0tDBa4kyVuCC6m4krFWfv3MrChkYIyEYZ6YEwZ8MamWD8eE0lXAsRRyplutk+tPFWbUbkXz6S6yEGdxq5Nddc0VrVarfPjR3WkZLfeSbqozoTWw0EgpkRFHxvYOgwcgAu+paUxeF4Px0FuXppHzseIqBCqrMe1Qy/SafAZNzSGgB45cCcmkDOCt98QQSXpHISAQB0CG6Iyt5vPpaGxKw0hxROPqyXikNrhOIyG5EEzJCP6rq4wxhoxHsbatKOm3YDjNi8oz7hwWlUtr4324EMXQK17xivvuu+9973vfwsLCr/7qr/7gD/4gACDihz70oXe9611ve9vbkiS577779tq/UaRp+rGPfeyee+75i7/4i1tuueXBBx/s9XoAcPTo0QMHDvyzzrfeeuvXsGf8/8cb3/jGD3zgAz//8z8vhHj5y1/+x3/8x3ty8PLLL99L9W+320T0Mz/zM8aYl73sZSdPnnz+ff1CQ0p51113PZ9vdfTo0b3I9Fe+8pW//du/fe+99/Z6vXe84x1vectbvpmj/Kd8/vOf35MRd9555+///u9zzl/96ld3u91LLrlkbyL6/f6dd975d3/3d3v9OedveMMb/nuJ5f/63HXXXa9+9auvuOKK5+N+9n5W73//+3/qp34qhHDzzTfvVbE6ePDg3Xff/bwMfdWrXvUrv/Ir73nPe6677rpPfvKTjLFLL710Lx+QMfaXf/mX73znO3/yJ3/ysssue/e73w0Ar3jFK/7kT/7kd3/3d0ej0bd927edOHFir5rUy1/+8r0FefDgwb//+7//zd/8zTe/+c2XX375xz/+8b04oWuvvfafVcaaz5svfKZqt5fmgx0OYnvjHAU1HZWz0TTL9kWyl8OuiCRr4vPH85NfpJMnBq2evP7mfe1Fvf2cKos8k22Fnc1zFWesv7BW5VMd95qyGW5Nq9IScc5Df6mjFd/dWi+qQTvqKSWOXnVwa32ws7XpyRCTURwxziOm88kEuVjct8/6JnVdb6nd7xy8bFHG1bn1Z0+deDoEc/CSIxsbx6qqThIGAAwZ59Ja722TpJlxTVVVyH2SeOu8bRpnbZKke9PBUHoExSAyOp8Fz4nQ99tpu6Wtq4GFxjYkggKFTKgojdX+uuIiAu/RmGAaE4zkkKGY3fiCyw9dsvrEQzvrZ06BO6eUdnVT5aX35ImUaLfaC+3espRKqMg2vi49MnJUN6UNjQcOjIvQECByLqWObNkET8E1hmZlM9At/6rvuf22u65Coi8/Nstaer5tzj7zbJY5ADh18tZPfvQLW+dnL3/F2mxW6Dg68dSxo5ffunn64Sja2Le2ds0NV3/6k/2//esHrr3x8vUzD1iXIxPaRHOXc2UFKQVpnERccqIUvkVhEGdxlEnBKQrKGEOUYqCA5IKrbJM3WRzrKFKbWzt1bTAw8A4ZY0wgoXHeUVBSCCEYE2lLR/GicC5YM8rnVV0URYFohFABiBhX3GaRVEJpobSWQmGWtbOkMx86X4nprClInzs/m8wSZzyXNeCcE5MsYuBn0/mS68Q6npWVd2Pk+eYQ17c3VKKGk2GcqFjJg4f2vfCWF7Y72eOPPx63kvn2YP++K+KOlhFw9LFUwAg5MgSGAAGDo+CRPNrGIUCWJdPxeD6fe2sFk+R5XdqyrPKysHWpvRcBJEgWJVwqriQTQECBOHl0DhkIIAYUgLgxeVXPrKtUzDEI770g5qwZj0fRdiaEQMReG/c+AGNIzANorWyWtRb60e500jSeiJjiQlPgQIjPl/r92uzVHdnb2s6ePfsnf/Ind999d5ZlX3dNvx//8R9fW1v75V/+5a/v8q+Pt7/97SGECy2Y45/xoQ996L777vvUpz71zR7I18/111//gQ984Pbbb/9mD+TrgXM+nU4vnKz4fznHjh37ju/4jp2dnW/2QL6R/KfffeDe/32TWzGu1sETS+pGnUvVSqwO9zoHfSNPnfnscvtyNAcguMXllazVAdncdNviqWcGz35xyzauv7wWJdqGqp21J8Ph+VMnFlcOJa0MWQAIUmU6MSsrS4PdST6bTieDVqunIrnv0gVbssH2sMinFCwik0KqVOfTWVVU88lwceVwlvatN3m5XVXDhf2LL7j1mu3trcceemL5YNRZ2NzY+c9az6OYlVUZxbqsTAyZN4xLPstHjIfllf5sNg+W5nmetGPdSdc3d+tQ7r98SRqX5lExV6Ldl2SlHy8txYcO9xrbyDjOmxIF29qQjz5i+t07hbxUJdQULh+zophikJyLxVV52+0vnU/9kw8PBttD5wzjKIWKoqzXW9KpjGUXQ5pPi6ps6sqWs8rkpTV1cFZGKljPlQqGjGkcOPrKSz4AkIO5hyrui1e+4dtuvX1/nZtPf/TRrfHWd73urs994sEvfO7Pzk//IwC87Sf+9q//+IHvev0PN27+f//5//HD/+6H/+H+T1x/4+1PPvXQ0tLiS2+/c3lp8Ytf+NL/88FP/Nsf+qm//fD9s3y42D2SyKXRznqr13eunuXjxeW1y284dNtrjvz7n2IXjIH4XwoRfOnUE186dn/W0koqRgIJEVmA4MF5sM7b2lJe1KPhbGt7sLW9U5QVMWSMSSk5EgsgCRkxwWSctKTWPjAMjLyrmzLP50VRVGVdV9YaaJqgCSJN3W68urrU6ST9fpLEWayWTz6+63d0YJ2tsVnfHZXVTLBagcsUj8DHGqIYpa57C3phKSmL+db6eedoc+7zugFGpSmkpBfcdNVll+yT3F53zTXPPHvuo5997PjO5NY7XnLptUtpJ3AWtMw4D5wD7s1VAGepqex0NC+L2tja+aYs57P5zBkAEnuhzc6CqdGYEqxt6VYn68Xtnu53sRUJIAYMCIOnEIgIOAfFBSDN5uVwd6eY54LYbDKfjiZF3QByxwJP9P61tQMr+3rdbjtrS608AhcCAgbvm7re2d45c/r0iZPPOueAsVY37bejH3nzv78QLUMXuchFLgIA3ocv/MM8FovT2XnuNVO8qWeBGUP58lK8tNI//qVTaFU1rTuZDuTBxVXuQNDZ40bJxe4SnXv6hFjVSCw0HltKR8nCyj5kQWklhSyK+XwytI5BEJwLpRKtW9PJdGFxdbA1kSyLopZ33jS5c55xHZzr9Ve6fZd0+GyyWVfz/mrr6IGj49HK7vD8P37qwf379x+97NpzW48vrywK3gGoAUhKAQBMsGCJI2vqpmlMmkX5vBCSA4IQrG4ablUgUkoxZIpExFqDpukLmUrhy2mWJTa40jbkvaWguQ5AjKdCZlEaM+EtE97XRAyZlQqPHr3B1NH50ztFnu87sLp6YB8qYgLiLO72Wr6GckKT7YbIuqZupk09Lr01wEEqTY6CQ2OrQMCBcxAEFNALIdEjBsO0f8HLrrn52/dTgM/cf+y5E5uv+t5vn+02jzzw2Gu/ewAATZOMtr2pw8JyZ2M95yxJ46U4bTXNvJzDBPUXPn3ilpfWL7j52k98+KF/+PgjVLVEKObTjWSli8QkbysdR2qxKkaPPvgFrqu3/eS133JiCACcD/Oq9OiktJJJwbRknPG9k1YpQIglF20pBReSq0hu7ewMxyMbCLwnJjgiRwYhBHSBDJBUSiAICkLFMm0ldq90ozFlWeZFURZ5WVhXUBjsGpd6019s9QbzaTmFdtzfHlSTaV43DQAxxFjqWGmNvt3mwGZcmbyc80nCKEjBm6qcTfPAhCMXCEQSNSbM8+aqK46cPL356LFT5zfHlXM6iVQkhDCMIXJiHJHRV0KWCQGwqs14Nq/KKolkEsdSomCiKBpTk7MBgBgy40xZFsx7DZpaqKKYC/EV/xYhwFfqBgEERAZIACCV7Hb7nXZbCTmf5irWel5wqYixoiknk4kWkpAB4y3BhNBEyBAZ51KpNE3bnc5eXTQhBAI664guyJihi1zkIhcBACIox8oZ0/gKkSvdNrQhQ2qtYQKTLFFJhGPBMeIcTWEbk3dbK0UxHW1hlPooSnksuUClNEAyG4+liludxY1zz3T7vSTpOueiKMnnYysAIy5kmmYYXBjtbC+ytdoVWaulY724vDSbjmeTUSitz3Bptb//yNXPnT5+/vTm8SefPpd2l/cfuvKGo0U5e/qJR5M4u+6FLy6qRygwImZtrZR2wXPOJPCyqIXknCGRD0RKKM4552iscc7pSJF0ZDxWvKn58trBEGqGIml1oziVEUgg4LLM52CJc91K1+J4kSnimAQ3t7amAMSo1WpFcmW0xSUur+3L0rZYWu0ih9oYorB1fmO8aau5q+dkS1tMK1d6JpXuJlwKby2iMKXFwlMgR40HEkIm7S4g2aKs67B6ePmGWy4jB088MjSletMPfpdHf/9ffkZE4qffsQ4Ajz/+mscf+eJVN12zsBI/ezLvtDsLS8tVUfeXVnV0/ugVL3r6yWeGO+bGG1oqxcHGrpQ9oTSFcnfjjOJZOZsheJ21Vg8e8rTv1ONjAIJvwWpDAXBeFJWpkDhHEck41lEaRZwjkQNEzklwxuOY90FKLhVyGYbjkXWVJy0YQ8YlY4TMk/XBoAcuGAoBgDoVC+8FAAAgAElEQVRSiWQBbAhNY3TdqKJWTaFDJSIW0jhVsFCO4sl2o3mvdHoyn5aNCd4C2ThSsZQRV0nEGjvsrwJyE6i2DkwZgocQKNG6qB1DFuskidKqorJmJ07ttrttFrcNYNJNk0wqjZwR44DogRiGvZliBNhYO83z3fGoqY1krTTJlEwEqkiFuvBlWTemNkTA3V6VWi6F0FJoiYwhASLDrzivCCAwtieQgAg452m7pQWXUgZgLWNI6TiOlY6KIh8Oh8PphGvNpOBKJxFXLNpTUYLzKI6yVtZutyeTSQgh+IBMAl4UQxe5yEUuVJylwUZjbaVVSp4BcevKdmdlPp0cWDvaNGU+GxN4QKDgBGbFfBSli0zEvqEGrIx1r7eSz0ZZ60AIqmkckAhBJklve2uD8TiK4kC+21mdzgbW2ziNtda1VhzEzpmttNcSEj3mPgjklLU6+Xg6HQ0qu7VfLF3/wqva3aXN05u7OxvPPft4AzsvuPX65eWXfOHTD61vPnvzLZcNpzIvShk5ImBCMAwQiAHURcmRBeeEiKQUprJFUXgG1lqiABDIBrA6oMrz2WIr9s436JlUeTVvnA8OfGAc0Dq+vHSVpxgFVbO6qfe8WMSYPnz4el/F509vT2Y7tqw91SeOS0TpKiTHvDWhycgzhgoFcC2TpRQZT6KYMWaaSrB4ZAdMoqsDAFdRnLSTtNsp5qN8Uuievv5FNw53zQOfPD2ebt7x2lvStv+bDx4/88z5O9/04muu+UkA+MQnvms6ePLf/tidS2upc/6SK45EsSjrOk5bXNPqoc6n7n9Wy5sH2w342tCYDMpY2sCElLWZAaK1NVM42Q4uGB59qx7HEYiKonbOeAscWCtOO1nHSyM4IoIUXClggjOkTEQsBRa8ZBBxvj0clMZSYMg9cgEEAiWhC4TkARhHFN4LzklqGUmukSdepFVscrV5asRl0m8dshM2H1LKl43loyI0QTbWAXiGJBmPteaELjRMm7XD7Xm5u709zkfQ5EKgUipaW+vXxo1nUxHplf0r+w+tKcWzVry5u7Uz380Wo97h1c6iFtIjCwwEAy7YVwJvKIAPWFV2nhfj6dRZ145YlmmlVJZkSmAkQPF6Pp8aVwUgROCAcaJVFKHge0kn+BUBTEQBgBhjXCBD9D4QgVJSRRHnXMaaOIuzuL+4GEudxtpauzsaDmcT4JJLhcglVygQADjnWus0Sfq93vb2dlnXzjkKCuGCrDN0kYtc5CIA8PjD082zzlIpdCtUkqDyCFxw50MxpyRLTdUAAhIjCDwTxaQy9aS3tMwYcC6bKQkeb22eWFjel6RpnOjh7iiK2nxh/7PPfDFYtrr/gFQKkDqdhfl8VjkrldCy7bDu6hTQWdcIIYt52Wp1RFsKJVQhhtvnzxZb28/lQou0LaPWwemwu37y9Gy+8bo3ftcL77jic59+4PKjC5x3opZgwACwrvLgESPtOZaVy7LIY228Q2fndc4jxZxjHhCQSx47BVZvT4f9xSXNxawYLWWhKQsV83w0LRqLWgbkTeU4N2hFXQdTM2cIAjIKWZIJau1szkab42JaemMwhIkZerCKp2lrMU5XeAoISireXpSLK518RsUUgrXeOGfAgbVVAIlSS8W0ivTC8ooHO9geRVl02YsurWbw5GfPTqazG+44um+t/fjnzzzz0KPXvfLma789YswT4Sf+i7vyupvXLu8KoJ2tk2uH99dNbktTj7EuMY4SFsKpxyac4ZEjL3ls+FCmloMN4IVONeM8L0fEsJgdb6llMDrq8tnEdvvfSiU29kBg3gXwQMYb29QWhQUrJEcQnAshlGRSKhSIgkkmOqrFM6ZIaB6f2x2UVekRLBBTaIIFh0oQQx8sEggmY+GVraxwECmhVVs3/sSZU4Mzg1rt67jAHU+jDG1iSu4RGj8hIAAvOHKESGnwtjDjQ4fj1oIuAhhwXLfrsfcNpamINC30l7Ju21JYWV0NIZxZ35zOxly71jI7sq9/+OpD7Q4iGI7AgQuhAjjOMHgIHm3ji3k1ncyrugrelbUyxkipkXElVcQjRpWzYVqU5JtIi37SWljo6TQCzogRx6+EIxMFwMAFIgIihhC8D+Q8ag0APkAgdBS4FEkSpzpGb5USjENdlmM21FIqJiOhNFfIWQjEOI+iuN1qt1qtuq6d89Y4Irgohi5ykYtciDhHH/iNp4Lj3kCStIzzzhchBGc8A/nsl586cPgqjgKRyVgLpYEwSjNrGyKvolgIctZESSRAz2czwE67o9udXl1Y7yhWnSRreW+bPF9a3Getj+LINs10Mml3OjqKAa1poJhUUsn2Qsc0xtpacK5V2mmvFsV0sDFCznSqO73ktu94yanTS08ee+TTH3vwztfe/pKXsaLeNG7euELLiAvOuQQKAMAYF0LGOhmWeSLSvTgGrWVprQ/BWRd5HjxxZHGWcQ6M+147Urwu8sKhRM6EkiA5AQgp6lkdCe1N5ZpgmsbVAVG3032nnzsz2Z37xjNJQkcAIIJK2lGn31FRqlVLq6iunLPNympvbS0+55rpzjifVN4YUzdCybSvZBKR58GRUGo6GRSzoS3M6iWHs2jhxFPHTOVWDveXlpZPHpt96iMPx/3kxbdfsrD0ZQAIAZ949Is//b+9Uyp+7uli+9x8de3S0Q41DZ0+eWI6mH/5secYwmMPfSEvb8wnFogIg3G1FNo5p3USDIZghOy4JrSyzmXXHj5/Frr9/8GCuQBhgBIEcFRKgNyrchyqMg8hMCYkZ5IrIRouBWOAHAOCQNFTPUqY6dCWJeuNoQDOEzACH4LhgiMiYaCGGmu1jjmy2nnmo8GJs2eeOi2otbZ8NJRpmrXK0sZcFZWvvXfOIwUkIqKs0+YKm6I+fHS1vWy2RruVA+PltLReJmVtMbDFfndezwNaj3Ts6YdQQm0KR+7GK69I12AwL1p9lMoJjpJJxhQQ55wheAjkTajm1Xw8K+Y5oxCCb6ypG6t04IiCSS1jINE0jZIKvOl32oeX9+kkc0I5HpABQAAAIgjk9s7WkFIBoDHWGIPEyHnHQgBfVZVtjIgjpMAZCA5KciV4IDBFOYJdxYWSguue5IwxJoRIkrjdbnfbnfF4HKwtS+7cRTfZRS5ykQuSjXPlE1+om7JOW32yBAjBWQQePDJKBKbt9nIUrxfzXWetY0bqJIpbTV2UxSzOdKCQtkVV+qX9BylAU9elYlKJumwAXG9xwZgiipfLwgyHuwsLK5zLPMxSZEU+T9JE6KCUhlSPdrarqlxeWwbwUsQsoOChlWYc8sloN9jGNc3TTx0HYa6/7ranjj3yiY986kW33XjwcG9zxFzJKfiyMExxzsAFx7nijAdCBhJJCM4ZAQiOnFvviUgDj2VsvZzOpp1eKhW5smSa2WA1U46AK+0E1c4aa4wxijHwzBlnG4cM06SVxN3hfMQFb7XaUay9YyFQnOmllX53oW2dKfNKImqZjkb1aGc43HbziZ+NjKsQwAEnrvni6lK315rsVnXelE2eT0fVLOdCNoV59vGTLsAlVx85eFlvsDV94vOP2ly+6A1Xr13KDq9+FADOns6uuvbmlYOt0ycmX/rcGVMhEWxvbDKb5nOT6kXBMqQkeD0fguQdCUnZTLVsJXG3LKdx3OktdvPZiKOOtSbyp8889V/+Orn6+kXOv8XChjgxgQI5C+jAh0DkgnPkLbngLPNMgGcAjCNB2HvkCy4ll8wLZoUi6YP3FAy5ABiAETDhHEMGHBkTXGBwtSOppTh/6vzWiVNLnX2xWNW8ncWLiDKAmdeATPimgRA4IyZZGkWISJzWjuyzbPv81uYk3xYilLWWWRZn2bjYrMopDgiYSzMVmInbjkkngjlyyYGrb1xbn5yxbmaavIOpQMlRIgrkCAyCw+DBNm42KfLZzDWNQDTB1Y0pGyNrQ6FJdcq0VJpJqRApVmL/4sJyrw0inrhQk5csABEwDMED+b2qiUTgvavK2hjLgGkVBeY8gXfBGRuUZEScAeMsUjzVGoAhsto0w+FAa62SKGUouWSMSaWSJOn3+5tbW0VZVJXx9qJl6CIXuciFh3P0H+85ETwwEIv9A6PxJNjcownotIoqaFrZfpO7siiUiKO4zZnkQgRPKoqaal6XcaebMklSJuTYmRNfvvTa6xBBaeovxdbK0cCU8+lga7O3uFZX+ZmTJzu9ZaUTQEJU+WwstY+TdhSrxX2rTV2eePJpxpjksXPW2LrXX06z1vK+yNh8Nts9/vjpOFX7L9HX3XDTiePHPvuPn3n9vhcTefLkvFORdCEgB+csWKgbo5X2DhgT3jsuRJWXAUky1Chi1N6yorRZkmmJccyms0bIllDKEag4mRWlI0DJOAdjmkk9MS40NSBxZOaSy4+mqicwDoEjUSA7HoyromgayVggIiQsiwqhISfLaVPXRV1VrmIUlIqYjiMmhYo0Z2oyns/neZUXztTVbMykDi7MdsdRN147uu/g0YXRYPDEF06Mt2ZX3nDopleuQXCX7P8QAPzVn3/7a994Z5yKrfUzWkSzctBfXDzz3BNa9+czQxgOHtn3BFt0Ul5yxf7hzrjVWRxNt7mNijBGZOU87y20ur0D+Wi478ghLnF964n//Ecf+7GfflO39610LA8AkA/ogXEMbO/IUusCehY8oiMiCCIY8IQBKDhnLTliyLWMrPOhsr5yznvQnICs80QWCIFLjohEgTUh+EhpBlhO82I66fZb+RD3Hbq8mGOcZbOxk3yxqoirYGd18BbAc85jHUeRFsov7es/efLp4XSIUtnSWg/e5IgVqWCtHRW73V7quYtS7C7EcYq9hdXVtX7AqeCSIa/LxjuQjAumuBCBYyBCFM42s2k+HAwnoyl6jxQYuKap53mOwCkWinvnPSJKpWKtWLe92GnHUnrOg7OEGCAwAiQECITEGeOcIYK1Ns9z5ygSwjuHTHhP4IkBRkJqLrTgNpJRpFKtyBMTijNe1uVoMhRKcs55xCXnUkopZavVamVZVVfGeGPsRTF0kYtc5ILjmafm//DxaVEMW+39o92hMYac9WQAgnEWQU63psV4hp4xJl3tReyFEMTJe3CuElIJwaw1wTMuRNpum7qK40xIjGLW1EzIFS7k1un1hUWeJF0p0/Fgi3OhVRTFWaQ7pimcRK5DFEdZ2uGY5rNZMZn0l48EajwY62oiE6e9KEsRcWvjTJ2HVocuv+raSXV+c2O7mE8BGUAADM472zgpYoYIBHXVJGlWFk0Uh2AdAhnrfEAtJCeJTDeuOXrJASYK5xpjjA+ABI0NZWNVFAFYTyHP5/P5TLPaBqQgOWPtXq/f7Y0H86pp6rKxtbHWmXlRFZX3fmf9bLvfj1VboEYGzrGmCE1RcSWjOJUyVqmN4ywwBsTn+bwuy3qeu6px4FQS6yQFz4PHJEuSLJ1Ny2eOPTffznsrnRd95+Wtlnruyc3Vf/MUAJw889YXvCwRmr/ghVc/ODsJRKleXj+3qVTHWVuVppiaNGlv7w6QuajdcBZz0Aw4efLMhOCKedzu7EeOxhVxlFx6+Yu2Np919pu9KP/n8d6bxsZCSaY9946sIetD8EiE4Ck4oIAEREQUkAILSFSY3FSmyCtjDQGB9Sg5uBDIWiIWHIoYUQVwHExdOiHirVPnEtEaDNyRA9f7oARnjEkhpWt0QN+YygVL5CVyxUWsYkS+tK+Xu8ny/gMzP6+aiUpUPSt0KwJwlTGRlEkbeKwxTa54wcHV/SKEafCNxwZQAAIPmA+nAzZKkvbKciJVxNDb4MmHqjDTSb67PZjnMy4xICHIxvh8XmimMtUJIYQQhFBK626rK7MoTToYaeO9B0BGjIgQADCEvdBpZAzJU1M0+bxqKtMohoBCaud9MZvZqoIscaZpanC29tZA8BKFFjKWMVE+ncykSrSKBFecSWRMJ0nSStJ2oua8NKU19UUxdJGLXOTCwjThP/3mel1JFbWJCAgpEHIKvuLEgUDJNBhsvBE8ctAQCaEFF4xz5b2vdmcUgjGAIDjnRK67sOhcFVzsHFjLolgiQqfb9gddXc+yVj+KJeMr3tliNmsmZbuzoFRSzQukDMAr5dvdXppm6siRs2dPqDhqJT1EZ+p868xpHtPCvqXLrrlmNN5YP7e1tn/5ssuv0fFx4A48+RCcB61jC3UIpKWKYxJMGNuoiHkK1jgE5IxRCIJYPq0t5yrKWCDFKcuSGVONcVKqsjZFYxPGal9zJbjkUiiOKhB4RB/cytIVuzuT6aAgkIhMqLipS2RaahQMPFlEWZUleMuQ2ZqCRRlHWb8dJUooEUftTrc7nkyrsizn86ZqilGBSLodq0hLGVkbvPVC6umoPH1qc7Q+Ulre+JIrlo5kD//9+sbxRwHAObGwdsXmTl43XZvDsUcfEZKZ2k+G1aGV68aT9aOX3bq7UdncA9EzTx7/N//uldIvfemRT3mHECwjSrNuXu16awWPi3lZlnnjcqnUt2JqvfPBNUEmgnNlwREABu+dc+QChAAhBGBSAIH1fk8MUSAkctwZ7knsFdoBcA44AjJCb4NH0uSDiELwRmH7/MmNMDejfNTr3qD4kuJxu9upy8AxMj5wIYzzPgSAIBiLpWpnGXHjsPrsg3+nUiETEK2ADKBQQiRREoyxjGSaEUrtmW6ADNQoG+uND8SQBAeBMNzcGW7lQmX61mwlSRlTwdWmcvNZORiMh+MpkeWAwDAEGajx1pHzDIghAkPGuNJRr91P0AkdWcYqVxJjgu0dxopEe74yQASg4I2vimawOZpNyyRWs3EtlfTBzeYz70KiWxPVNFUom/lgdzIbT7tp1k1bXMVcq83RaDQeJ1EihNYy5pxzqVSk291WWbYUQykuZpNd5CIXuZAggk/87c4XPjOfDafthYVQNwDIACqXIyMCIuIuBCZYsBwAHDkWCSAfJ7ExjnGUWuX5NEkT74ERxbHiHHe2ttudrqkhUAiOcYE6losri2dPnmr3WirSXMbOqCSJnfVVWdXVbLIzKpIqipKsg8E7Lhih3X/4kqKY7G6vKxl1F5euuHnZ+2Kabw2Gz11+xfUnTzxx/sx6vOBZlANZxgE9AGIIgTEMhNYZxnnTWKZ4XZZCiBDQeg+BGNFit2tq6RxL05QLhoC2sUrJQFAUdUBgiMEDYzxQCD4Iia24VVbkjWVJ0m6vVoXh3DvrldYOA2NctVq9OFWR9sHYprK1qWaFqYk8S/u9rNNNuynjnivOgpzOJrP52FTGmMoZE7djYJi0Mh1FRBhCjcBc44piNhnMGCUL+7ODR1eOPbrx0MdPXn3FNgB4r+KOiqLe7ln7ib/6x6ceP95d6emEmcY3TWMdFNO6GW/NS6ugNZ4ONs/mQqS99oGdwamMtw3Na1smUbuuZtbZarvikrHEI/rJyC0uf4sllAUH4ECiFCg5Y4F5i468MY0xzgagVCdZkgrFrW9qUzdNYxoXAgGQiCRxsM5654ghIAFCAGAgvZNJ3DbVINZstjsFp+az2f6lw+32QpZ2tch8IySPrWcAniHWZS6YJ4GRFK2WRmHTlqzMlGvqLAoDBTG+vZnnU7E7mDIsFvstoRlBTd5hcFVVVRUJ4a31knHOAoFlArz1TVkYU6wvnGt32jIV3oX5rBpNZlu7w6IxyIIAYIx7CA6CExT2qv3spctTkFzIJNUYPKLzxjQBABnnex32xBAyhghEVNf1bFZurA/ms4qT4ByEYsgIEJO4OwScjxodBUI/GJq8mMsVGRYpS6USUY12ZzDbHexIqbTS7VZLSK617vV6wZkmbadpelEMXeQiF7mAGA+b//BrZ4uyYITgsDKV5JKYdTCH4LROEGLF+rodN3PrLWGQFIKOokCOMfCeuGJ1mTvnEYlxcM5xgf3F/cOd8fLKMnDukLhApRkFWFxaHo92Dl96yFrOOHjLgViSyiiKpchG2zuFn9u6aXXa1tVM8XZnsZutpEl/ONw6c+rplf1r19x04LDsPfX4s08d++LiyhJ4rRXOJkNnLedWCATwAAiMpJTgwJHjPAbw4MnWzga0nsB7cjCflk3oEJHm3HvXTVuunhVVvtxfmuQ5ccYRm6ZyPMg4so1HYdMkqioLwXbafQIyzuhIa4XIOBdo02Cbuigm1ihT1+VsZirDmGwt99Oso1SklGDMeucDuaYqmro2tS1nhTc2zToBkAuRtVucC1M3aZpVRVOOyspuZ61Mp53F1f7G6fLM2dnhg9d+x92/DQDrG1d2utpO1MMfO3busXVG7aXFI9sbY9dgU1NV1s3ofCvmCFEr6c2K9U9/+DHO48WFSyaDgQu+lSzl9QSdUzJDhWUx6XaPRHEqhfzL/2vnf/2VI/8ve3f6bGt6HYR9rfVM77T3PvuM99x7e1K3Wq2WbFluLNmyZIElW4MRsoxNnAITUlQIcVWAlJ1UQUESQlUKDFQGpiIkFYIBC2zL2I2RZctIltWyNVqzWt3q8Y5n3NM7PdNa+XCNPxBi4lJVtzqc3z/wvvs5q/ZZ9ew1fMNsPf7/RKNSYJRow1oBCjnRkhUnyGNMzHm61ezO5kVjEsW2X6833XKx9qMAIRllFEJE1JBzZsDMTABMCNxc2nr1889+UcLy1tNfGzdw9dIDlw5fu1kGjYVVE7EO2UFkTX7oW2tEfDZWOUumMGTo7vvvOV4+jWiUm9TFZBj6+cFkTMvUQ8r69ulqUheXp3bwYVyG+Rnt7ExY0zCmErR1OUuUnCVmDJDW8drjzx5evrR1ZScMab1ob908Xa5aJs3sc2YtIICRwSP7EGPMOWdhBhYiMq40AMJp6AcfExgFAMzMLMJ3VnsIAkjmcRxPjk9Xy3bo2AASidZYlMWkmWvZGttm5BIAlDHB19Eb7xOg2EKJMVswSQlPjhfremWNKQrnrHbONU1DwKkJk8nkIhm6cOHCNwoR+OVHT45v5nHd1rN5CiNGsZUb2jMBzJiKsk6hVzjt2oViQ8paXQLDOAw5oyJDpKytYhqVYmEUBk6SYtSk29X5fHubDGEW74MrldLSzGbHN8+ObiyLqnLOsHBRmhhS34l1pdZuMt/tVuch+LKamKLo226zPi9q9fJXHX7z6/efeebaJ37zsa3Z3mx62DSHZ6fX59t1U9mbz3yFU++MUQZ8TpqERZhZ4W/XgUrOplQCmRSW2q37vjB1iJCBZ9OtWV0oGBVSQqimk9Z3ooBBGDAzoCZhzBliAKISISPp/f2rHKnfeN+l6CNLEgY/xuQ5x5TTIoeojZnuXprMtqe7tq6m3abNMY19EsaY09hHAGpXm3HdT3fmoMBqq4zhFJ0r0am+64Mfu/68nDbzvUvM9ubTq7OzfM/LDzfnp+94z4cB4JMf/4GT5+Bjv/SZr37qBgMJwOKWb1dfsTiNa4njqEUVRUmxkD4XsLVcLppCnbTHBidezjljpWeJIzCWbuZMeXr7ue3ty8qaX3jvyX/1l+4m+1LKhiyaQjkjSgvJnT28mjLlbCRHzpzrstia1820COCFwhAGJEoAGQRIkEghQbaQEjIzAwAwJ0I7cy9roDu59th9V67evrE52L3fd1sHe3VTNsOGq6LxPceYgx+7zbKprLAo7YxFbUtt3db21advXH/dt33fjdPTIfiYb6FZX7qnOrl9koYcvepjOmk96WbThq8+eR15u7Ap+u7yXfvlfgkpaOUU+uCzjao9WV974rnpzlYY89Clk9vn7Wa0pUFSAMBCIACoRp82nZ81Y92MLkWtDCJpMgCUMockqDSQAsHfqaQCEABAhCwSY1wvlzmLUgpS0mQLqqZut7F7MRmJBaDLmQ2a0uYsGyDJLAiqLCcJXJqqrhvOzk6KoijWbmtrSko55yzNcpGcsxfJ0IULF75RHN0M/+TvnvMIWhttdPCRDG7OT5N4DZYFvO+qyV4lk/YsWNdkH5V1IjKZ7IzDoIwGAVI2pbQ4XW3tbImI1gYYh77Paez7RdkcKEWkdQxRa5MCVtW836ScfC4AiUBD13acVQyZtLKuoPncOtNv1sVkOi11SuVqdfTZTzzxmjc88B3f/cDYHzz+hVvXn/na1vSuS5fvbf3zZbH9zLO/aU2fohbEoihjCilnRTklVsYRF7Y0nk9YYpYIWThjUddnZ62rDKcgabAmc4L1ZqUL6yYWQlqdr7U2pM0weAMmZ8iRY8gxBaWkKIqbz99YnHRWN85NCCAGr1weZRCnicqidK6q6ro2ztgSATglH8fkxyyZYkz9Zsgh+XGc7Oy4okBNRVEBkCuqFFPwIYbghy7DWE12iOxm2YbUz+udpqrXZ184vLoQwY988A989pO/dfR4dmrPzbE9Pg4bikMkcXmUQk1CGlAEEFAbnSgBBz86UE2xHYeNz22BZd3Mzhe3ja/mu/uSOfhxvjWfzmcvubIhBKW1lQyZMylSQMTKqSIpGWUEwZSDcBTQOceUkvdxCHEMCYQQExEaAquJtc5ZYsw5A0hCiL7vIcXsx9Nb6/nk7qqcGl3uzPcUamTihBlh8H3vu9X6bL5d1bVNnJCUYDHbuXLzVm/d1eWi53C3H9YZkxR+a08pNyzOWhglpjRA9F07DpgzP/XE8dQQYaawSYNAwXEAzsQx16ZEUsvbi81Zq1yjxNXFZLBeESbxnDMTsGBiIuF2046zMaWcOeecQWvQlEUF5gwCSICYcwYRZBARRURESBTC2HVtzqGqrSQ0LE21vTO7G3kytqjJCiFjFpEclJ2UDkptIiglhErZqnACyod4++jk9PzMOGudKZyuyzIgojb6zgbBCxcuXHjRjSP/z3/52ePnhCOYooSMWhkf1xkjIrAkRCJlqmIS1xEIjTPMJoGvtmdduymriSIToq+KWji369VsPmUiFCCFpHE630FCbUAgK1SJue9iCrpqJrefv1Y3LxvalHPSKgMU2mrEpMh060U1aUhrZe3Z8c3Ld10tK3Vw9a5133z2Y0985QvPvE5scMUAACAASURBVPkdD7/tXQ89/WT7ta+sOn/6wMP3X7v5i8N4ZA17Hw2StsZolVlSSAq1sSoGiDFmAWVV8oNSQKR9EFIFCU8rhxzroigrfbqWMUTDZhi9tiYGzmFQzjhrjeE2xtEPnGPdTJrJpKw3nEoAVHS+e3Bt/9L1w6tHv/Ubb1+e3ReTRxLrDKCkFPwic27TwGHIYchj26cxphjIaFuVSltSjjRoKhBUHNMwdOPYd4tu7NvJ3lSXlFIGlCv3b1192d6t66ft4osA4H351c+3t78Scqx2r+6eLp8q3RRF5+AVGWBMKTFAv2kLu5d9dlUhvXhZBFQ2FrWbrfPzhgiksFCPQ9u1xf7le49vPhPTMAYJgY1VL3ac/h4ggrCklBEBiQRAEmtQmlWBrov9sOmHzvvoxzwen5+eLxZ+9AqVta40xlgirZQiEckZg88+5JxSamMIpzEcE42A9b13vQqomG9rrXVhJl3fHZ+fLBcbFFhtzkDlIXSzLSp0k0DNdvcXqwGLyWqVbt4407ZetX3SqblUVaWuG1vVi7Fb+nFYdTIMmURTNGEtwVqt4PQodv1pUdHINPQZQU+rBpna8/7o2ePty8Zoe3XvMgUefRsge06RIXJOLJiSEZU5s7AAAEoWDhxjikP0DIIKWUREJItCBMhKa6s1CqSU+64nxQcHExBV0uyuSy+3snt8c5jtTOp6FiH43C3PNykyAGlrhJIAsAACOmdBwTzOfPBni9VisSisMXpKpI0xJKK1ukiGLly48A3hox9c/OqjZ8yU4mCt48xZBjLA3mtjJQ2CGQFjSlrVIfcCUTkEMSLsiioEX1VWhGMatXFItFqsd/b2lAIkiUltzS8/+aVPTqbTonQxiCuscOYk1qmyqbpNq3VRFGUMfujb3Kadvd2iqcdujQqJVFU3YzfceObGXa+YPvTIdLa/f+9X7cc/dO397/vU5cuzS4f37O3vlxHLKX7u8V8DTCGmqqxABJBTSJI5hFQ6yjEZVSZhrRwQAEKKiUApMqSgLlxpVfTDYulFNUZbrTEEdq5MEkAz5MTAXd8TVdbI5auPP/zN1+9/+fjww+9zxROz+bP7l27O5ss7O9796P7Q69+xWR2lkHOIpiidc9pYzinFyJFDF4auZ4aqmpfTAgTQaOsKBIUZUmTm7P04bNZj20UfrCu3dg+KyrVL30wn+/tT3/fXnnrmm771KQDou/Lo+Q2k2qLWJQ4nm4cefP3155/u1ktNha2qwVsXm5jYaVRKgaDVZUxrL53OWhjvvfrKZ5//cuKsaRZyG3w3hPLeh1713NNfmqnm+nPpFa96KSVDACAiKSVUoESTIqutxGCUKq1LIYZ12Bz36DCwD623ANW8rsqiKm1pjHUaFQICM8TEPkg/RN+zlIfzeucI7f7BveOGDg9encFMZg2m4myxfPyrT96+ffqt3/rIE199YrE+VYgqUwJT17O7L9+92LRi4cmnn1DK7h8etusNJB9D2N3aL4zXpXLGbIrUtytkzS0EIs1Ksvisk6FsWTSoZCJBDIlYOHNBNrf98XMntp4r5WbVNDRbi+AVRwaKIpmZIxOTclrRnQnakIGzZGIMOY1pzJLv/A54p60eBRSBUoBEOeQw+DD2ZaWnTeHM5GDyrZXZvf702dZk78rhvZyhH7vzNULqUJgji8HEkIWZYxZvlCq1SU21nbYHH7u+W65WZWEKrY1SCEh40U124cKFbwCbVf4//uY1a5ohdJE76EnprMvgz/t6Nh/bNWpKMRHTuI6N1VoVLEEX5FuvtC4qs1n64Iex3wAIEpRls1ktJ1vTyhmtSIBTYmun67N+LNLOXhN9yikUpeNEu5cOrz31zGSyL4VxlTJl6Xs5Ozku62rn0t7Z0e2Dq3drXRzefXl13n35tx6n6vK3f+/BW39odv/DzYcenX3pY888/+TnDx/YftM7Xl3vPV88fp6eTwJKKQ1aRLJSmoELR4qQc0LmzIxEOWFOrJVqppPNxgOZ+bSurQ6sYgrHJ+eoJYQkATPKph0EpKhLJGbMAEor/O//2n93eOXo/+1Uf/Hnvnu18YTGOhsF8hD7MXJmUiaHTIhx9Frrer6jjSVLwkioAcSPfWbWFDlDTjENOXtGRdPduVZWWPnYGqvPj8Px7WfPb52864c+DgCf/I3Xjh2g4ORgp57sxJSe+PKXykYDMObC2FrlEnNB2qHWnAJhzhysqiCHLIJAZzeWAJqiY0oWSx+H45vP2dLOD/aRzHIRAV5Kcxd/e3euSBZmEYOkFbBo4QIFJUtKRdiAYw0SalNtTcvp3JW1clYV2lhjgCQxM8g4sk8w+ux76k+3ho3e3371ydkXdna2jdkuqEkjj3333PPXfBjmu9NuXM/mzaZdDt2GkuqG8Lo3vGmMfHbt2clsevmu/aefenaz7rfrZntaqslhXeUsG0s0mcwUDcQb5zPbtOlBESkmYB0Z/BgSJ6U0l0ZE+9AHirN6Wuji/PZptbe/vburAXcmU79ZcB49EGFGRAKFwoTKGKuUArxTAycMHKJPKQoKCwsIAiEAs2gDpAAEYozeBxGualuUan9nb9fdf3qrV1RfvnRlf2f39u3jzapbnnUcSAhz4owiGWKMKcfEXoMiqsqqnGTeienk5HS1XlfOYFNNm+LOyNaLZOjChQsvMhH4wPtOn3lStDJjP5bFJCdO0YfcJeriIGQgjAFBESnFlVIGMXLKOWajHAlA1oRkjJtMt1OKWivh1Ezrtl0otQWucLbklEREUQVMq0WsapWZJIOwpAjz3Usnt27Z6rIrzWRaex8P3c7ibNO3nXHNyc2jnYPd2U6hzFTgoc9+6HGhPN2+575v1ra6Uk/0lz775P0P733/D9pXPfzy//JPvfcv/oU//76ffm9voFSO2OhCx8EzS2ZhSdpw3IRZszXywpCOYyz2GhFZb9ZVoQhZcsqS6lnVxyGMmUj7lAFIKRVCAgJBCD50bfXH3v3XfuoX/9z+wfLfebCP/vQjMSQJveSeU7a2NLpQhU0RySVSaGpri6Kqp/g7/3UFMmcCDCkgKRBQWkvpgh+3DvamWzsitFlsFDjJeH60Wtxo67r5nnd/BgD+xXvfTLFSpjy8+2XPP/e4ZDWZHVTberU5JTTNZL4eb2UGiCRObGVCNwgCQVFQ0fG5FWNwomGMgEaDAmsKozSe3Lq2WF87PHz4f/+fJq9/Y/PCxubXh1kj/HZfPAswUwbNJKRBATsAzagAEygwVjmnsNTFrHHWKm2ICJDkTj2RACpGUqAY3Jy/8LXPTeyDdfOaFLsnv/bVey8/sDzvbp/fKqsZUX/p0g6AKHI724dtoXp/9NBrvsvW5Y1nr2/N5sx8dOMoDj6H8XS1Kavy0tX9s/YpjeeXnGtgMuFGyzZisLY/c/HOqEeNIbLkgJBMiwlRBaCcaBgzzYwjowa/uHVrNq3JqB4i1C5EyIEtsiXsiT2Lsk6UITIKAFmEaOTsc2BgYEEAEACUJKy0UgoVaGbtY068Nq6bUAOh2TEPSq/SBu45uL+yjfdxsTo/Pr3ZD4MgCTNEQCk0m26pNqUilIIKssaZXDfWcxnS1upstV5tnPZNNancXOHFbrILFy682M7P4k/+vaO62h26VqPlHCWHmIYEY1VNUuw5pgSjQhKJROJKG4ceETnkFPrc9BnaeuKCH0kZYzVAzhyqqlyvFvOtvaEblXI5jUYTUJjNZ+Pou3ZtbR1G5pwBsCidMdqPQ1FW3QqUUeMgiNoax2NOCVbnHYuypb/ysqmb3PvVzz9eTaqHz6fTOb7+Dxze/4r5G94cHn4lAoBS6sf/6//mC7/1mRsnzwmzsy5xJEVVafpNIDSTabNenva9Z5U5giJNaLp+WReViGw2a0k5sFeeXGXbcVCkvO9jTNt7u6eLc2eNMjrELKLbDn/g7X/553/lv93ZXf0/D/bg4Itx2Irj3ZPJTjndcbZJkWPwKXXGuapptNFCSIpAMKWcU/Zx4CgZpZlsaTIxRj/66Id6a2pMIYJD34mg1mVOsjk/V6R2L22a6ZCieuxX7ycptK2XZ6fr0xMNrqwnRWUAQGtrrIUgThckyvedLmaKNFCRYqtAFdAk7JWuJ7i/iWdVOY2jb5fLyWxW1pPCvfz8+Pqt2zXA1Rc6Or8OqMCnMXJmpIFHmwwAxBRjTPFOv3wSTsASQx4z+QlaU6LuSFsjADmzJBYRRAWQREQpZescZHF4T3HP/t5nHnu6W48cx371GREwZZmzN0ZnzolDkuQqI7p8yxvete7i6elqf++gKKqj2ycpytXLd3/l8S+ZGd04OYLV6Wm4vsNdBa6syORIvYxtUmQLRzEFBBJSRBgYmEGpFH0cJWLkUZIAAmAeU3u+ijFWjY2Suxi6HKOwURoRrKHIEY1WRgMCsACJsKScUko5ZxEBgAyCiCICiEohKRxHP44dQ6rrWscK0tTKVtenwhaVa7xPR6dnN28eDUNEcgwpS7rT9b9ZZj/yenl+sK910lvbFTkurJtWKk547Npu2FRdMymrQmdhftGSoRDCc88999GPfvSFfOiNGzeY+QV+6O/V448/vlqtvsFf8nfXdd0XvvCFl+i9o4h87GMfq6rqxX6R37Onn346xvgSjBz86L+80i4nhLpr2ywZUfq4dsamxEiQYhRJGbxRWJaFhNStz7RzKbAprKHq4PIBmWC0Wp0lFEwhpTi4qkiBh24IPsUYjdEpJV3pkDa9t8YqtMXZyVnsYb69x5K1lqJ0pzeOhnWsq2ay68rKzKZbwYFz0q6RJQPTZjnGvHn1tx28Qr7zueeu/9I/P0p89ppHXvan/8zdD76i/J2PtLO7++4f+IH/9W/9RCL0oycLxqgwMBLmmJgFhDSazZDuVC9pU47jyfZsK6YkLE6bvl0Xs/L8fC1AXdcVzomgH72zToRBcOhHQ87qJkZ59/f+xZ97//+wd7D5t072r/69f/FX/pd/+ZsfeeNjv/KHP/GhNy/PcvBj5lTMymay5ayDDClnSZJi9DGkFKyrRu7KoiatBUBQEnsyUM+mAjgOnbYGBFNMXbse267ebQ7uWgLAZl3l4GxRGVf6fogyOChTTKc3bzMnpUzwAyoCYVvZ1MaxX9Z7EceaswKBspj0Q86StSqLVHfrVpGe1DubzSlj1UxnDzz8TdP5S+wrZYR43J4BZQbQhEQKgHPOiTOL5JzvbJ7IzDF7H/vTFgbejrTNCJPGaq0ABZgZAO8MHwQBZO1o3T331LO/Ot+dXjmc377RbTa+aXYYYQwDksmZ+6E1zrbd8D1ve+tqc3Z+emaNG4uoqGvbjsCsFutpPd/0y2qr7saVM9QuNue+p4anzihjcwHrbj0IiNKabPDchTzm7KwGZlYagAAUKusDt8MYYpQA49A1swY0tnEcfMjMSJoIkVgRGaNQkdxJdwQkcwwxxigiDPJvpgcAERGRUqQIYhz6oQWm0m0RTCjtrc79xO02O+U4jCcn57eOb2/aXohQiEE8D0iCqFMQYQytKsTE+VY2M/YZi1hYPWtSnLdHR+3polVUauoyv3iLWler1WOPPfapT33qhXxojBEAfvRHf/SFfOjvVc455/wN/pK/O2PM3//7f59eWvPR/o0HHnjgx37sxxBfYk28AMDM+/v7L7nIif2lQ/23FExXZ+dKqcSSIUcYTVZEijkLJiDWWZHKPvaYByNgbRHT4L0H0x/fvn75ZYcsoK1bn20K13DG2EdxYIwLY7RFSYCksJntblan09lBZtDK7e4e3Hr+2PfRlHbovSnKapJEpO/aBGt35TCKsGTr1O6lWbvpBOPO3q5y4Zlnbsz2ivtfcXm9iD5c/cN/pHrwFf92wFw6vAwCzBJDdM54H4h0ykkpm1JAlHHwpIzWhdbu6OQs+DipauRh9GG13DDxph1UoSUlRMyZQwghpYxQFA5J5cyFctbMFFgW++63/vmf/+D/uHfQ/s4L/Mw//fZHXv/8fffffNNbP/ymt3547MsP/6vv+uAvvOXLn/tu0lta25wYBFNIAphT7vsWAI1jYy0QimQEJcI5eluWMXkAVdVT56q+36QU0hDK2RQgf8vrvgwAp8czTbW2VmvTdQsAFpAUUxh8xgwA0QfKlRAjAGkW8K99w5Uv/9YidzZLJNIOm5gH1FgUW+1wPuRWD6apdpjH1ckiSffKV33H+Sls776Q4fl18ZLO+7UynPnOyBzOOTFzyglYcmLEO+OHtEgW4a7z8SgNHHzc8YMra2cUKQUCAqgygAgIuAzmyuXLD931cGPspz/xqZCOq+b+wUPOKWfUqmjbgJoE0+te/xofvTX13XfdS6hjTG3bN/Ws3Rydny9zzipTIaKdStroYiun9mzTBtVs71TNdLe8dEmT3Zxtbjx9a+j7lDCLjDmBFkRgEmQaxjimjKRQSHJul+e2cq0fN8PYpQwA4pPTCjA5o621iAS/PWBahHNKkTkDgABkERZBQgLQmpTSOeWxH/q2J1BVuevM7tjNNMyn9TazOj25dXRytNksgkQRTlEYc5KRFGRhQSK2KEZ8qXhWwC5miUMPoEsVJ82m79vz0/X1oxMFaQzhRUuG9vb2fuRHfuTHf/zHX6wXuHDhwotu6OXv/hX+wseLzfp8szwBw9a5vl03dmat8YlBwLq6H5ZWNVk2Y9s5OhBLYfTKaIkSIvsunt4639u7O4WxsHWKaba1DygpD0Vpjq5fu3rfg6pQ1hkYaX02FHYz254GioS6mjTdeUf96BpbNVVRFl27ST4gNIuTgZQoy6gQMiKpsrbtZpxadfnKoalkucj9sPqxv3DpNd/672hx2t3bU0qnmLMVpbRBkIRKE/sUo7fGCVOKwAmotOv1RimdU8zRF9Zu1p0plXPlemgRwPOotBXB4CNq8mOIIRuaFLq2pizqeUzt0c3xnW/6M+//6N/e3V8DwO2bO3/rr/9nkt3Vq8+85R3/+nv+4Ofvvu/s7T/4gbf/4Af6dvLrv/J9v/aBd376sW8NvSSfcpY4BltXZV0jScoELJyBJfuhd0VZNTNtrHON0UXOCUBSSCJY1Y2o4Q+889cA4IOPfhuhc3XhdL3eHI2y3rX7EjOnTKIAKIbgsOrzWkZU0ADwrz766drdTxpzEElA1posgQfn6gIbEJntXRr6ZVVNFovb69P2I7/08fVfetP27kumhloAGMSSulMTnCUBKGbmJHfKxyJEY60rjDElg/Seun4It4588OP2bDqtKmdcabVSSJAFBRUSM4fJZPbcM8+h769cnq+WPeD01g3lRyFSWRiJQeBlD9y7szu/eesk+OxM5cd2vW5jzF3X3Vnbfnp6akmKUna26hGrPrTaNG1o2/WiN/nKTnV45WB7awJ92mrK608cnR4v237MIiKCWQAQhYLIqu+TjzEmGXlxepa1Ou/bbhwzgCQmZC3gtGhrCm200oh0ZylHzplzBpAMwCIsIneum+5MFxKdYwx9CH1yaio4BdnZn99nZQuhGPt+vd4cn9xO0Ps8MKTMAoqUJkBkEBIEJmDQpA0qA5pAA5vktdhc6m4y6Tf9sDxbHJ0lH/xL7NbxwoUL/7/BLD//k8MXP9kM3bg6P7GlMrrKECN1BVYheG0dgGQfFRYoqKjKEVEpALaljjEAZQUuecyDi4NMm1krXbc5rye1UoqEAocYw2a92HG7k2nVU7x05d6zm0eEuqytLcQ6a/eLrtv07aIo943TW8VWt1oh27Iqixq1ESRer3okFErKcduOeGJBjVv70//0v9j7lkf+3c3er3v9t5MxOYaQkiBabYIkUqCsQgXWoIIidG3OkhNsNu2l7d1ZXafIKaQQg67qTdv67AvrnHU+JiIsy7IbxrK0AJRSIqecLZ0tjbFb0xRy/ad/5K/+b//kz2/vrn7yH7x7XNvQ508/N//Mb/7hv/0Tf/z3fcf1d77nsTd+9yf2Ds7f9p73vu09712dz97/M+/84C+85dO//lA93S4qy5IkZQRlXRPGFLznLLPt3XoyJSKtLQBBpJxSCr6c1EiqavCR7/g0ALz/Z97qyun2/sF6ufFjX8JUo44+IYKBUmmDpEl5iKnc3UqtECCkB0JPVaUm853YJ44jMFnXpOAtlZLz6a3rZVMrVU7rg83i1FM8PR7vfeAlkwxZ0luTLWeRSGfkJCmMY992RmutlULKOpHWzjlB9Hk02mb2ow/HJ6ehH+fz6XRSNnVZFI6MRqUJgSkrpWJchgBv+c7f/68/8OG7Lj/01NMJAYwygLko86bdXNq99NArXnl6fjybzjZrLyxd13nviZT343K5ODk59t4PEDfSv/KeV3Yp4ln0Q1saHnO3PltPm8lhJVRzMyleLndNlDup6rOTs9P1cg1AAASUgT3zyXIlY2QfXaHaZduxrCSFnIQQESUmTWq7KHXpKmMNKARiAEBgZhYGkDsN9QKIACSoiSyQFt22rW9HGWm+f6WmKyrvzSeH/SKmKG3Xn5we936TsWccBRKzKFUCFABIQAgEIlphVeiyQMJMYBxWSgxm0NwrWdR12XbLxWrZjxfJ0IULF14kn/r18Rd+EpTOXbvJJHVR2sIdHx9XxdT3LQKiQmAh45zozCGNI0EpLKRlHBdlPeEoSsq6mVN2/WoY7UiKdIlFaXwYSClCnM53lmcn1aTWtigbnWJ5djvnmIYuAxZKYTO1pphsNrw4P97e3UeEyVZzcnRzWOFusVdOi7LSrnYnRytjt50zY8zKyt7l+Td/m3zbt/9uX6F+DGWhBSTGRAScGVCApO3WOtcxAQqVRY1As8l80kxiCDlFENBGxRCKaZO7vu36ZqsUkRBiPSlEZOhHbSwz1dVEaxXisFltCOvtra3Vov6P3vVj//Rf/MRHPviQpLo0ZbV7RVsQCF/+3PSzn7xP+Idf+7ovvesHH3vTW78w31n98J/6qR/+Uz91crT3gZ/9I5/86B969onXeN8RFggWOPl+3No7mMy26qYAgZh49D75OA4dKQ1ASsPOwQ2l89C7688/NN+bs4Tz0+t9WhZUchRjjE/ZmurOGGugJMRjvzSmUAXVMBnCOvS90gZIRICQlNZxaFFAkSIqx6EviqastnJOY7/4xZ/92u97wyMvWIh+nYyYeTUnCsoo1JQxbwBjPyptaluXpgAjpMhVVUZedoucQtIKmFjyaj3ElPt+mE3rsnS2cK6otDaIoEnF2L3mW1776499+JWv/qbHPvJ4vykhY1MZU4x9uDWbN6985b03rt1o+zZlPj/fWKOBaTKpl4uVNTpFNd+ahjj2Eja5K3YrI/MMaXkkCrjUxMiVdUoDay8Gm/1yezOlKE1BcDOOmzakSIRExICbwWNMpdKYIXRhjGkoFWgCEQWiQXbqyYNX9tHZ5EwGJABEZIB0Z/oiATIiIiJhFiKwqCwh+hg3vV91s2p+7+VXxHbanqIfQ8oBE63b9fnqLENijJkjgAAQCAqjsEJQRKRQGW0n04lz5s5fBAEVOAdbotPJeDt0CAzrtuuG4SIZunDhwotgcRbf948HrWbH1273/mxr5zJDL0icmQQRIGOgjNW06TerzJE5IxKJIcq6kNjrHCnH0dgKdZIcSRVKWVKqqnbOT44m021lLDVm6MbQhTimXKMxaIwyGouyCiG0q9aWup6SMlRV02Ez9N1y52Crmhi7dfnGk8dHN85YZqCKsnT7V7ZXm7bvhu3dnRDTphvf8rZS/a4jACmrMQZrUYvSisaxAwRRgApKZ7sNA4IItOPQNJUj8pshx8E4oxyZ0iTJzhUIQBrzkEnplDMAE1FRuDPOSk+VFWHVNLvINPab9pxDuP9Pvudv+v4VewczHxMPplsvQozWOU5irP7sb77utx57RMD/vu/4je//o5/+ru/94t7ByR/70b/zx37079y8du8vv++P/MaH3vHckw/ENJR1WdWVtSYkT2RiSGPnQwvZJ1dUyqbDB+L9r/wqACzPZ81sCglWRxvuMgEhGzACRVK9HdMIAIaKfhyFIaWVUUrpmVaOATfdIsTRlBZyiiFJC0BFouBsIRhyHIdhRUpv7RycjP7Tv9atl3G6ZV6YKP06WVQFOiQgxWQoZFYKJkWpWU9sXVDFko11RVFFiADZx06CZw0xpez1OCaQMedceedcUVTZOadIVUpbmn3qU1/5g297x6M/9+jrv/ORj//GU3fVzapdvfKb9u5/8NVf+Ny1FM7aNS1W66KqnbWTqkRUIYTdnXmM4fxcEAJRylmwrpvGgZmCECRYLxIAzra2Dnd3Kmu1QbZJm3JysNWtBhPUZFbUOXA7sGTSOiOKzpI4CUhEhQbvTBDKAko0yKRwd+3vXprOwZleq82dZfSALJI4C9z5vQ0REUVARJFypI1Q6IbQdmkYdqZ3GyiQakWp26wKp7NQ2dit7eni+WPOErNYU1hVIhlAjaIAAIU4Uj3b3pkfGjURKUQUYCYkQudoXqiDbvmkH3EYRv8i1gxduHDhP1jM8gs/hYtbd58fPW9cVQkqiwButT6xZaUJIIr3XemalJIIiwAgZcgKjFKGc7bFhHPMEok9ImuDo1/XdmaMNbocu3Xfrctmam0ZVXKTsmvXzVZJpBF12Uz7fl03W13Xb1Yr0rGqJkVRznbmi/Pb9VAyqGJiLt97cPP5a0Xpuk0+PzsdhmG6tV+W6vatZw6uXrpy33h4WP/uHzOmqIjR6NH7Wdk44wJmq4t2HCNnbUzXd8pR3/dhDHffv8v9WhSiVhiQBSQzITHnEFLOAoSj93fuTzabHniijSZdVUZ1Hs7OblYTc/W+hziHfrMKw9gt1hwsQwRyk8llhaJqApKhXw2+Wy/WH/nlRz71iTdXNX3Puz7z1u/78Ld952cu3/Xsn/izP/En/uxPPPX4Kx/9qXd/7je/f+ju0ne2R3mfM0iWtj3KKRg7BzteuWfyyHd8BgCuP38IoECob1c5hAhjg3PJAIhgFCUFAto6UxXUs3+C5QAAIABJREFUqoRBG5NzLIoGqEw+DuNmsrONgH1qUSmVcZC18sgQJrPt5flRWU2HrjWmufGs//ynz9/4loMXJE6/XigYx0A2GEtIhCDGEbIxyRq0JAiMjozOlASIFWUCQWBMIalslVbWOlLkPQsnkEjZok4JI/Du973tP37fz/yzN73x2xH997z9oaeeuH2y+NrLHrhM5nx7v/jIv/6SHxqtKhDlvS+dmU6avb29YfBHR7f536DIxL4gyQqnWzMUIJfGYVlvb00mdVUSUhIEsVjvTezRYnGKrJTRSmmMKcUsjJoZBRCVZmZghCxWSIgBstN6UhTzppm4go0Wg533AAAIAgIgDALIgBr4tw9NAxlClQVy6DcbhYaD9O3oEPZ252EctFYilszkrrsuo+Ybt5/nTlndVLYWRDAoQCJCQM66q5fv2966pKhEKBAZIQgIAahsG7vHsW43PobI6cVrrb9w4cJ/sG4+Tx//kD27vimrebu5Obu0tX2obj2/iu1oaxvTEGMPAilGxZlZAIglGyoTRVsVzGydZokMMSWIYSyahmMKYSirJqdYT2brxfl0vq8UCeX5zt7q/IRzRmtCDNPt3aNrN+vJVjWZGDPr+pWiiGisc5Pp1vHNm5P5XNuJK+z27u7t20d7+wfb+/Mx0MnpbaP0pYM9MMs/8+eu/Hs7DqumbtuFKzQIDN0AQM7YfhgEpZpU/dIXpQs5lLbcnk6tolUcxzxGZFCUmDmknFNRWCVUlfXZYmkKi4rIKgER8FjdiDIjtdP5bmu3unLPlc1iuPn8yWaxkShVUTTbc3QGiawpSDB43/Ub5Jz61DSXZ/uTqrEM4aMf/N4Pvf/NiOl73/Wrb/m+j7z29Z+//6Gv/Lm//BWAv/rEF1/367/0Jz79sbffuDbPEYah80NXTkvBqKH6+K89+yf/7K8AwIfe/12ScQid7/okwYAREFNaU9huXFhXIykkIlEOqmFcQsPWWYFMStnCpTCGvocMztWKdObkQuWxq8vJ2HZlOTs7u2aodnbiquKZJ/Ib3/JCROnXjxGxEFYcUcYcRWc1ITBWevIxt+uR89inrmpmPsbN0A+bnEUlJMy2oUlhClcW6BAADRiXnRkKonzp6t0PvfyRxeJovj1rptvC46/88gdSTL//u14+rdNXvrYoitcWdV5s1pRD0aiDg8Po5eT26lY6Syl1Q3t0dBKTj3FgQjOD5WZRbBlt9XS7ANju+6KZaZgkcJaEDBohgYrd7oRuT9WGtRlRR84xiXBOCCSAEUGLUgxWEqRAGkFTqUixjN1mrYit9pURIjIEJCwp5yiSgViyiAASiLDW4EjVolsfAK0206Evlifd4W6ezazUVQZFgk0OSNzMpmUxO7p90vcbQBZEEkeEwlw4d/fVq3cdHlaF0wohReQEiogVMZAip2dWTQMHzon4YjfZhQsXXlgxws/9X9Iu4mSnXi1vTvcLQtysznPKpikAGIkAAQGFJSSvnJYxF7pm9CFvUkzWMgALMAEY60hhjJ4IvW/HsUBUiGSc45zJGWsNZ2LOXdsiIkhOyQvkbrNsZnVZlpxl6NfBd9OtadXUQ785unZdm3u3ts18d6oL6P2pX8rewe6r7pl98TOfXg+z97zn3uns37Mki4h+8Id+6B/9w3/ASVJMIExaS2aliCwm8bbUox/9mFLKlS380JEhIhUk3ZkrU5VVN3T9OBptUgqKTM5snNFK+zyg9jJ5wrgK++rqPXvWNGMbbzzz7HrR183O/n2XmqbOOQQvCArF+j50m6HvfM64c+kuW+my0loLswzjJkmXU3z0p9/+8+99K/PtH/pPfuNt7/7kw6/58oOv/sSDr/7EnwT43Ce+65d/7od/5WdfZdyuUgpBQAqS/IqHr4ngh37pzTkxkUkpICGx0aU1VSkSYhqcMaSVIIAAoWZJSpHSylgbw6CNNtb2m5VCS0plERCe7uxdPzo22ajScPKAOKSVEONoH/3n+Ef/88svicEdTAAawcqIY+bklAMBY3TWPA6DT2OQIa7Py9D6Ia1Wm027YWSyUBjtpnbqJkVRgEYWtmSNWCuGhbqNefQXfu38pH3DG779mWeOn3jy85ev3JdieNU3vRbt2Eyw3eTpdOvGzWW72WDSN5+7vr21f+nSJeec92M3dFtb865fr9c+pgF4OF+eVFQ1k7kzejbfmsxqWyZre42kiBQqECSjJlt1vV1vlq11pfWpj8whCRCIAEKWnACAGYAVMgoBACKGHG4tjoMfsHAGtrCpLdwZuygMIggAhIiIACxGKWO0VjoNnKNSWCioxgGktE43Vk9C5Bzv3BS7qpiOFezuXOraOAwjc7bWMoBkmdWTK4eHd99z12w6JRZJmVAxIDAjMTAziEZXljPFLgqxXEygvnDhwgtIBB79Z+FrX9htKjq7fQ5ZO1flYDeL875dV5MmxRHRrNrOUikEwhy6zMCualIMwsiclKYYB+YoIMlHO6/Laso5xm7ZdSvnahFMkhInFlGaXFnNdvdWy6WyqqxtTIQKrTND3yMiEO/u73nf9UM7nc33Dw/92F7/2lPw4OGle+ZX9qvlUr72+LM5qm+6vP3G7/mWT33iU+/8/vv/vddCiPjO73vXP/5H/ycC+RCMK1g4psTMBCbmQRKlPOYUUMQqJBJQQKT8OFhbtN0gwjEl4/TQjwAUItvCECpDGjK87W1v+et/42889pmvvPcf3tzctDeeOzk/2pDQyx588PDqZWVxHFLXkhEe2r5r18vjcz9EpfT+4V3NvEa6M9hFgDNGUNkk3wlrgBzHvX/5z//4L/7MH93ZX77jPf/qjd/90Zc//ORrXveR1/zf7N1nlO3ZVRj4vfdJ/3BT5Xq5c7daraxWS7JaiAzCFsYIECBoGJARBhtMMMsse7QYB/AabGbsYTw24FleXgbkMIBtMUZIAhRAKCC1sjq+1y/Vq3TjP5y093x42MtjY0AgtaSZ+n26387Zq07d2nXC3i96+w/8bfrtt7zizb/0dR/87ZfP5t2Z2z8BAIvZYD7djiH3q31j3aKbV2aorFaahDRzdKUjRQrIlEXoV5mjQEYU5gggREjG1M4uZ8cWnLJorOnmi0qPfeoGOLajITa07A6NMnU1fPQjl0GeB/D5UAlMCWhMKkdKIJAzG1TEkIRZIuuciZd9s1r42OTVrO9bT4jWGT0oLFvDhnrMxIiiLVXaGDSzZX7iYP/Z9704nIX3/O4HSfdf/KVfOBoVH/rgw7qYtP6QdOXK4YXz6znZq0/tH904dlYrMs2qA6HZbEGkiJQIxJhMiWfObwrlxWopZKB0lTPaamVabQAhKzRaGSQFiKY21bozN3SxqguftU/gk4AIZCRJgBEAMBnEgrQgRkBA8Mg3lvNF1xfDwcawqmVAqAEARIAQRQMLCKIAAWuttNZI1Md+sejnU8+5CJ5H57ecHvgmL9uQBDURKUwJui5Mp7PFYskMhAoyVoUbjyc729sba2ulsb7tjDbGGFDAIABCwsw5M5CoQTGxZtCjBvjsFV08ceLE/w9ducQPv2u9rt3+fObbZrC2TrpbzY9jn23htNHMuJouNRllDWQ2pfPLXpECrSESZJWTJ4U5RdIISkhU37T1aJdIldUo50hERDam3LbLalCRphDashoeXL28c3ZnMCia1WL7zOnFbDqZbE2P9kcbVcp6OBotFimGvijKnbNnb1x+6mj/cLhRF0PcOT2O6fTjn3zk/e9+6sVf+KLXfPv9m5v2jxPsvc+877nPef6HHn4/MoeklDJF6fq+JxGWiEA5eQCwxmjElAMo1a+6GGPOIMIsEFMmQzdr1DHnFNEk3bf9redv/amf+l+UUl/04ufcd9sdf/nb3n9446gaDM6dv+Ps+dOu0vPpcjFbLQ7D/Hjq+943gcSUdT0YDcbrNRnKzDliSjl76RovgmWxYbQLKRa2NVoJ+uVs8M//8Wt+7h+++tSpG6989X948Evefee9Vx788rc9+OVvi8G+5d9/wf7eVs5wcGM9J04pamMSCwLowimtyOgsMUJfDcdWWxQN1hWDGhcYfMMZFRW2KGLwWquc2LmKcyCDplA5OT/TztZdWA2LiStLn1zK0RZFOTn1eZEIAQADpxQj+KgjJtBRAeocGIIAS8ohpkRIKXGKzCxGO6eNMaYwA0kqtKnzPkpy1qhal1UBREar02dOJcaPfuzR2+945uZ2febsrVeuPHX2wr2ZxhevPHrn3S98x29dXS1cWVSbG9ua7Y296088cXFzc7Oqqr7v5stp2y1D6M+fvzD119a3ywzHIfFssQAuta4skXJJKUZAIrKmFJScWbQUY1etlctZEljlLCAoBAJACkQ4ASlQCGBE5QyMhIrQ6pT8LEfn+yKmQgAAkFEEGEAQEUmYSQQRnNFGmxT5xv7sylP7MRXMosXGPh8dLkjaps9ImhRYp5OErlvt3bjaNMubNX61pvFoPB6PmXn/6PB4Tlrr0Wi0PlmzVP7+c3sUBAAkY8xosFG64RI1Ip4kQydOnHia5Cxv/qVB5erLV5eL+fFop3IFgMIsPgeu1i1A7tqlsrrrsgOtawuYcpkLO+CbtxNQIWKMvYjWaLVyICgKILNSmpXOyYe+Mw6Koty79Lg2MB5tCnPfLZQy0+OZdbixXa5mbK3O2W9s7wa/TCFGratq2LXLxeKoLAenLtx2dHT5ypPXVqvytmfs3PPc7cmWvO+dD3/w9z7819/w3D9mvNba9fWNm2+Gb5a5YxajVU7Q9d3Q1tYpZct+1RfWztoZGQOAhStjypxFRBAhhKSUFgFrbc45ZymN+77v+0H1n16ybW/XL/vSDZLN4WRY12vL5fLxxw73rx50i47AaKoJnDamrkfj9VE9dNrmGJmzhJBiiKvZzBVDVxRGWxEKsVVoss+2qDVhxrLr9q5ePP3TP/5Nf/eHvuSe586+8Tvf8eCXvP/C7Xtf+bW/DgAioHV41vN+58PvfXnsQTgXVEsWUsYa23QLEFzNZjLQpbMpRc6sqcgZhH1GISLjTIxJG5U9qqrgFEMQRDLGJvacct82rnB1OUmRb+xdOXP7Jmf4vDgmizEslysqc8asErFw4oSMnHL0MfucExsoFIBgqByBBVeUpAkNJpHOxy50XezqujLkkkNFwCCPP/7I0cGHv+2h73nzr/3aCx/4864YXt//+P3335+YVo1eXz/TrJ5S2vb9gpBEQGvde7+3t6eUatsm5hBTn5J/1rOeuX/lkvdoK1aWYgzLJlQlFwOjxAMKIVqtAZCIfIgMoCtjBqWpsijKmYUwc0b8/ZQoZFZacQZIlGMSBUjWFjaRYe6T0n3mLJAza6VEhBAyA9/sVc/JGWWVItJN6x9/8qnpUbM2GSMZSXj16vWtNUQmn9CVhbUaFSaOMbXDoeu6ZQh9ZugDz5rlync5JUBUBIUr1tfXSeuttSECAgACIiIREaDWyjmjjQY6OSY7ceLE0+XRj7ujverGtdn+teNyOBytD0FkPm9yDMVQo2JgqYbDZrmoyrG2BbAobXy3X7gBCCIjoUJAYQRk5pSit84x5vnRXjUcEGGMWauEwQOE9e3txfEhZiJl22aZUlDgjFXDienb5WAynE+P1quygGHbz5lTNaytLa9d2Wtsu3v+zG13X7h25anj68s+zJ8/uufsrbvTw47KQ/ep1PwTAGbAxLFLzriUgzOmCYGI+uhBCSYZVCUpMlo1fauUzZlZWGkKwQPCoK6n01lZloZQa0OkN7e2HnzwC/7LUV7/vc/42IcvNvvp+pOPrpqWE1o9HOzsOOf6VZge7Q/XJ5Px2JYOELo+5QjRx77r+r4djtYGg0nbtTExZw69t64oijEpEs7s47C8NeUudDeMilcv7f6vf/uZf/dHju+895Fv/q63v+ob3lEUcMsd13/2l/5625S/9C/+/L//+fs/8O57bGG1djEFUmhQQ0SjXAzx5pViI0OtC0WKEwszE+QUra1AEbCEvhexAFpXbjE/GLi1FDtPrUKVQl+M64PDo99++/HLv3jj07w6PwM4gARBVEo0RIg5kkJLJsacY86JTdIAOudc6SITgyJbFjer7uSMwKC0yV27Wrbra5spA6Ds3TjcWDv30gfud7oMAUajzcVy0fVEenT16g2gteM5J1bzw2PnSt82ZVXuulObG9uHh4fL5TKltcPjgxANc3Xx4lOuLhEpM3MG66wxmVQkYFRRSABQRJijCCZOAARambosRqBLF4ERUYliZBbMnIhVZmKWnAAYcxbQAk47o1BjJoyRfUgxZyC82Y8MhJlJsSCIIjBao8Dh4ex42hBapUpOZtl23epG7GQ8GI3WN21lrUag6MMSlR+M9KrVeeFBOEqcLuaKSClljEGUzFz6KnEGvFkPHJlFhBEh5dzHZcitMoh0sjN04sSJp4UIfPi91WMf2b/25EVbDccbu9qo6fFRu5olbgbDza5dauNyanJM5WDIOaeYtDKGSsmCJEhKRExhOHtt6pyCQNZGKS2piyxMZICIkQUhp6i1yTmRJhC21kAWIp5PWxCs60ohXH18sbG57WpDrr566ZENOjMZr61t7OxfuxjTuKJqOBon33aL1W+86Xd2zuyORuMf+OF7iD6FQ5qyqkKMCqDte+uMoIQQATHGAGQBoeuazeHGdHaUJWTJfY6I2PZ9UTpXFr3v267TWv/+DQ9jQwwi/F+NojUORunKJ+fTxWJj7dRovOasCz3sXz+az47WNrc2tzdFcgi+bWOOmHM0trCuIFKjybo1ljmkaJrV1BWFNoW1RQi+951zQwBUqWxSNxwOq0HZtXNJ3ccfvu0f/O3xzi3vGA7o8hPPfunLn9jaWXzz63/hm1//C/Pp4N/889e87T9+wUc/cAGVZE6oRUS00n2/4JhBOEtAtoAq+l5lq5SOISAigGjnUkrG6BxZgxPIzlXLsF/Z4XBjVI+ra8f7v/nmo8+LZMigKlVlFQffp+SN0kYpbRVrZ5ETswijoCZFhbbWWleg0UCCChVY7733fjQYcmbIBKKEAVLxe+9+tKDb/u9/93vf/NC3Pvbo9fd+4D1f8VVffvXK0VMXr9/3nLs++pEnSzfauH1j79o159yp7TPOmWa1VHqr65rlslFKWbQxhsVi5ZeL0alBYQUgIKKrdeFQa0GILFYQGEByipJyZmaVMghpU7nBZGwKl5teKSWCAgBCGThySEIi5JwttIlINou11mjqJeWQvI8+ZqSbrel/v0eZQFYImhBFok9HR3Nhg1SuVmHVcNtoxZx6UEpXHCo9MJY6v+r9Yrmar5plXRdFUWgySrvpbOW9BxHJXFXFqZ3d3Z2dcT3IsZPMAETKaEQBaf3yxuFTfZyRQqKTO0MnTpx4Wiym+Nu/Pr365IF1ozMXTrtCzWbH8+nhdG9vuD00VudcxBiMdaQaEelWK1Pa1eLYlaVxdnW8cMMytEtbFDkxIiulJKccOioGpir7rhmYNa1tzgEAtDUpRABwzhJZpQxpZM5dQ0aDyFyr2tpytTwejAeZ07nbbl8s5jHG4WjS95vz2WI0GY3HG4tZM3Ebo61z1/Y/cfpcuPeZpz+lqB94yUt+5Zf/rTaas5BSgKKUzjlopRWpdtUPy2FhdAyrPnZJWJfWx1BUJZKknIqyCDEys/e90c5772++pfl/Q8SHvmPrh9537cJdZ0fD7WYWjg/bw+sHwYft09sbm1ss3LdhPp2uZitn63qyrkhz5snapiLK7JGwbRfOOetqEGraOedcFJUI9m3nfeCI1XCilQUG8E0xrO+4c28ygauXRz/03d9U19svuP/9X/8tv/XiBx8dr6++4/t/9ju+/2f3rm3/y5/5s7/8r8/sPbHj25UoABFdOgdljoEIQVgEjXW+91rbFIKtXVnW04M9YiUig3pt2R1sjE/p4tR8vlcMbNNO14e7j37yMsBdn6aF+RlkyA7LkaXURugxW2uqYUGaMBFrAU25jxJyQi6sG1SjuqqB1M1SUkm4LFyzWkFOQOibvqE2syxnsjG6/eKj05e95JWXnjxadYfnzt7ed+l4tmobObWz8yu/9NYHXvgV168cllV17swtmmyznC7maTo9KitHaqP3frma13Udgq90cXS4tz3OQkEp0EYZi0Q3S6WjIApwypxyAiBhjElihow8nIxGo5FvPbMAC6OIIKAkjizKWLe+NiFnOx+tpbIssVCBxCsRER+CUqgUkgD+p8VMSEZrpVTfpdWyb7tUIqaYQ1RKOaPKkPK1vetHs+lgPB5UTtA3/fx4eRx8XlvbPXf21lPbp1Lihz/0selsakhVRTkZj3a3tof1ADMzRNIgRAgkwjnF1q98XGjHIooUnSRDJ06ceDq89U3Ti4+2ZT3eOrVdVnq5mk6P95jBukJYVqs5MKYYBXjeHQzzJqHKKTFkU1XCAgqU0QhApMjp0EVCpY3JOQgwaUk5x+i11kSktHLF4MbxU6Hp+n41GG4UVbG2uy0Ao8EaApIq+95v7Gzf2HuMTK7qIRnc2FqbzQ4LOxxPNq9fu7yYtpONarwxvH798d3b7nnJXff9wI+WRfGp3VV5/gteoJ3NKRMJIiEKsyitue9DDCIQY4jaC4nPUaFiZmN1loyIKWVAEGFr7WKx1MpqpUDTC1/wov92oK1td+GWM4NqZ3Ycr166Nj86BsCd3fODcZE59G2eHS36Lk3Wt4uiyEApxmow1NrGGBQCp6y1rsqRAMXo+341mWwhqBiD1ma1CMVgpHUhWTgSSFEU1bOed3T6NOxd3jC4lqN559ue/dY33apIvurrPvn13/q7L3jxJ3ZP7//gG/7ZD74BHvv4mV/8mb/wrje/7NJjuxqMKyof2no8yZGNLX3XktKmMJy1Utp3nbVV6oN2Fgicrvq2rUaVIC/mB+u72+PJBtLlT9Oq/MxSigrnNCvGDEa0waoYIBFCYI2q1sHm7BM0fVUVo0FVuhJJx5gYJPYNJ1JCAiEk7qMpyzVgtbW7NpvJhQu33HPf+Rv7Rx/+6N4r/9wXP/KJx7e3N5bzNnpYznJZGjJ5MtxErI+OjmJcKEOnzuxc39vLzFrK8diWlT04vNqHLH11dGV/84IpRqJNQuNBoSJCyIRGAOLvdxBDEeKsQDkovMtuPBkvp8uuD4SQciQSFsyCAqCVGtaFsaY0qrCmHgzN0KZCLzl6FEFOnIFIADKLSKIMpTYFagTxKa867lpj7NCaoSLjA+acABBjxj5MV43TqDRE9CkJStEtIAUdRS3bVQgdEbvCVbUry1JA+ZAsAAihoDIYKGRpAy9XfFmXq5KNAVLKnCRDJ06c+Ixjlo99sFzfHJZVpS0eHF7xvrGF8v0ySedwEL0XwWY5803rVKWNBsRle7C5eVaEQ/v71RQV68SZc1aqQgABFOAYWms8Eq8Wh/Vwra4nMQXOGQVQQeaIyEVZ9Z07PtwfjEbOlTnSYFBpozNsLxcL58rBuKiHhS3x2uXLa+Pd7VPbBwdPKbdTDKwu9fHy4pd+9XM2tz7lL8zbb7/z3LnzF594jEj1XTBOA2Rh1EoxoFHklG19s74xXMWl9xFDdoUFQM6ZgUFU3wXnjNaKRUIIRV1Z8we8ZdveLtc24OInrxzvsW/S7tlTZeVyVIc3DmJIMbDTo82tM8borl8Cyfrmdo4SQ4wh+pwJlXOOtOm7Lvh+MBi7wqUIselSCjczp7Iade2ck2hTGls88ODvTiZw8bFnWL3NrLjPwS8Hw9Gb//3973jLK1ShvuQrf/WVX/ObL3rp1TuecfVv/IN/BPCPPvbwXf/yp//cu379BZcu1bEcEpmcE1KOXW9Lq4xCBGHglFMKti5ziEZVOfbNfF6Wo96vQp9Wq+mdw8GnY1V+5iELMAhrpSpXKouaDAqpzBqNtsaUWrIE1xRktFWIDJKYU0iBc0hBpZhyDj5mZjJ29+MfeZxMfPHLHtzd2UIL09n8jtvuuvT4/trmTkrxwukzb/uPF0u7vVp12kDKMp0diXgyVEC9XM201RS5Ng6RXEV9WsQDH3vDulBJlxaKwiAICGJWRhGhsOScGRCZKQXJWWvjitIw6I2NyeJ42cdjTqyVBsiZBUAxAykgyohSO1U6O6lrPXBSGoupxexzQoSbtcIyC4gYVIVShjAD9Z7bVghGBENONkUJIWZOiIqZgcUoDApRKdKEqBXAarU4PNpnLbPZdLla9r6J0eecQ4Smic45rUErGg4H5bhi8pHmVDUKDl3ry1RlYE32JBk6ceLEZ5wIWDOMeX9tUO4fXh4ODGqzWBw27SEqG0Lr+1YipRSMKbMKtix812gqUk5aKRFApZAjQ0IQawvfBGcrUkigiZRgcFUZvReApl0AgNbGFkXwq75vYurHdlgUZQhNSEeT8lQXsy10PURttsJFmc+PdJWq4aSo9HhtvFweT9bW2t7s7T+xc+b85s4tx7OH/8yD6U9Wi+R7v/f7f+D7/xIzdl1flEMWBEIA8H1QbAUYgJuu0Ub3PhJI731ZFsuusdb2vTdKGaU9BBBIKSVOpP6A3SlEvOUWfO/brxdm84577iyr4tqVywd7RxhVUVaTSTUarYlgjNnowWCiy9Ic3ZjOjqdVMXa2VsokSTH0IjwcrpFSOYWu9cycYiJSrqhABEnZohAfRfwL/8wHtIZ3vuVFpGqJgFCvD8bk0BYWUaJv/u3PP/BPfnpzbW34bX/xY6981Xue/YLL9z7nkb/zT/8+APzuO+75t//sGz7wOy+ZT8+gZlWg1oioU0icc1EOu25FaFSpBNj30Q3KbrUcVBvddGlLufMZ9/7p1uPTRnKOChlLVIZQQ+QgCWKIwhlJGWNRgVVKCwipPiaJnEMK3jNkSQzMmqwx4Ir1ajB63vNf+Mx7n1uP1qZHi/e9+2Pve+/Dr3nN1x9Mj/f3j4ajenPt9O+8811k9NpktH/j6PDG9TO7p1KMyEMfE2fquriYL3Z3z9VV3cdOadG1AAAgAElEQVSVtQ6V0cotW18Xa4UlB0YxhkWvCwOIaCnmHlGJmBR08JhSBsjOOVS4sbWxWvSLZQMixpgQY0xeIGfJYCBSz4KGCoaMwISARpVGA2aMIeV086EACIiAKAaTWWmf1NF+18yTVQNEiDn0Pvpws2IDiogiufmKArNLoBAiQuMK7APc2F8s5j5LSpwh9F3XE86UskZro2Fze82OtwvnwS1BTUV1mWcASWurAbQ5qUB94nPJj/7oj959990PPfTQm970pre85S0/9VM/dXBw8L3f+71vfOMbP9tTO/Gnggir/mgwnjz51MdG43XRHNIy+OD7VVnXXbccr+0w0HKWOebJZJeUWkyPnHOQIxqtnQViUoRESiki1JYYPBnm0INKOSVrFCp1eO1yNRq4sgQpykGZeZDYJ2wj9m6ArnRVXRjbLRJwUjkhM5dlmTOtlivtqB7UxVAv+uZokTdPT25cWx5c2T979/q3f9O9Z84Wf7LYv+AVr+CMCXPokwAmZK1UZkFWzjrK0LUeNfYpaqU06S70vQRIlFCQEBBCzCmIRhHOoW8Hgz94X+SLXrn13oeXm4Nb47L8+Ic/3CzAmYLKcjgaDMcFcFwuOkvVcDjOah48Xb+6Z01R12NERKCQQsjdYDBSysQuLxeelCINsYm2GiKpxDnlyOKrkblwx+XBsO1786H33KuRIOYU0i233nc8OzDK5BQhGWQPUOV++1/8H+f/xT/+IsIb/8N3v/erXv3he559+YEHP/HAgz8mgu/+jZe98Wdf9f53PjP0FZApyiFI289XBDYxD+tJu5hXowlSnEz8fMblWlEOKYMOAewfq9jTZ5Nw9r5LKqFFBYJAIQfuJfWZBSAJYUINSqlMKAI55ZwDsgAIAhoFIOS4SqI21nc/+PBH6mJN46Cwo8PD5XLp777jvo9+9BO6UNVgeP3aPK3sztbpmOCD77u+sbll15LvJXmDgG3T9G1am2yOhhMiZZ3qAhMp54qmbY2qHv/EU3v7cX3TDeuiWczqyp2/68ypcxOBPgP4XnedtE2OMeQcFSqrzWA02Dm1NT+eHR5OEVVC0ZiZo9LoBjaqlCRnYZtN03XGZGOFTKEJNUHKwpJZWAQRlZDPGhO65SLtXW04OI0uRfYxhZhSDplv3i0SEQZU2jpQiiUZ4wd1tC75/FRqBj7ZkDLqRNakPoYIhiySHYxGw61UbDR6vKKyUXjch5UP08weGLXRSp0kQyc+lzzxxBM3v+ivXbt25coVAPDe3/xw4vMaItx21/DJRy6XhR6MTIpRBPpmZZ0VSKgxcQo+uaJkA8zczOeQEZG0MTnlnCIpxbETYM5JGKwtfN8iQk7RWMeREVGRMq5wRb2ze7prWyKqB5Pp/Eqzmu/ungKmqi5TpCcf34OsYvDabJAiwFiPBvPV6mD/OsIpV5ZbW6euXn3ClaPt0xuXLj1+/0vHr/2WC3/i2AeD4Zd82Ze98+1vIYXNsqkmZQqMAGVZxDZqZQZVHSAiIgsziNYaEQGBsyjEmKJCzDnnlJXSw+Hw2x963R840F13j1/6svsOr+oPPXGJ2QzqIWM/2nDjer1dyWJ+ZK0aTUbCsH9tuVw+VY9Go+GGMSSMIYbMYThcI1S+6+fTWVmMldFd2yiisqoQMfS9MKOSoipuu/sJALh6aRvEojLJR43FtaeeVM4ZXQOZ0HlOpcK1wp621qUw61f40z/+5f/kJ1+5sXP42u9+25e/6uN33bv/ki96x0u+6B05qV//5Zf9u1/4hk986AGiMQCCha5faFIsmdB2zfzH/ve///B7XvgffulVbbf6tTd98qu/9gW33/m5ng3lnJu2VTZaZ0mBsOQ2cguYEMFA4mWcsaaiLkxpFSIaJNYZIqLWLEDMABCMKyfD4dZ4RKUdX796g/3h7qnbO2zPnD43nNhPPvbJEFBRfXzYkeLcp9DUW3duHB7tCds+wKAyXvPG5thV1WIxPzo6appVSD2iItSEWhLduD7Ne8cgTVXatcFgfW3U+TQZV2ZAnDF4aRa8XIYsnjADAxSVMjQYVhvr4+V04fukwCiKkkA7U41KZQKLpBj73HM7q1xVBmXBIiJLBskCfPMhGTCLxgzYe7x2eX5wrSnVxLJrQvKR0813bMxEQIoJEUmURjKZ08q5rFTL0ueIfT5a9Syix5NhPSgLVwkjAo0n5dbWcPOMGm9E0jFj2/RdaaAemOXCJ40gACcVqE98TvnFX/zFmx9e97rXve51rwOAs2fPvutd7/qsTurEpwEifuFXdr/+a0+V9jRhun71ycXhFNGiAkCph0NhLutR37TCnH3Wtgy9N7Y0rgzRZ44KiCzqHouybldLrQphBECWHHxbFlvet/VwEsNRimm5XCGA1oYz1+Uk9P746Hg4XFe2mB7O6+EElJ9Or4vktc2BKeTo+KnJxnYfzGOPfmTn1LmitON1+9hjH949s/Xtf/nu7/iu83+a2JVSf+FrX/3Od741xGhZpZi8T4SGEIkwZc7Jm9IKSu+TJgAWZkYkEUk5G2MRUURiyiEnF+IfMtZdd4cP/PYyBF/X67Pj6blbzo7G9dHh8vDGEpFH43VSdHg8U1SfP79VFArBRA+LxUwgF3XttPE+dc2yKErAmDNH3xVlTYjed8H3RAAggvnuZ30EAJ56cldbJ8y+76ytmUGjyQChjdbWmXtnJ4XbUqTL0cSZ5XJxJCEcXoP/+W++8iff8JV3PiM/9N1v+YIv++gtt9/4ilf/1le8+rdS1G9641f9m3/65b/7nrMUJyn0pjCkVFGVf+aL3/+qb/z1lONHPvT66/tPvvtde7ff+af6uTwNRNgH77QwZBSKOYQYIKOKCrL0KUx9K07XqSqkLgqnkcgCACmNKmPsV8t2sVioU+fuOTxspscLvT56xu13Twabjz9+7Y67bp/P56Cr+XypVD5zamtv78ZwrKVK89UTv/Pej99y23ZVlmOlZrNpNay0rtquA5DBYHB8fNg0TUrJBx+iz5KjZ9Da6LpfxacO92fH7VnZefyT1+64bycJ9B33XQ4eQgwMvQJKKTttSfFw6Ia1Cz5wzkiktAaAmDIYYETG7CEwo2ZbahBkAMXMCAAsIIKASiGK6Vq8cXn/4iNLlUpnhmEVU8aYJCURASAAEgAhRZWzgBmwL6tOmwDoy9LqSheTcrC2xoyDYTkZD7VxKXJOPBrXa+tDqhekOkCMkckM+t7XtRRFbFetAOScT5KhEydOPB3O31L88Bvu+Tc/312/OBNM67vbzarRqlxOj60tOJNzg37VFdUg9VkrnGzuhNBqY2MMIrmoipBy5ijCIXhjOOVIkBCl7+fOjjljpNZY4/su+t46hyjNcqatLewwxdT2DSrpVg2hLge4ub19/fJTptgtq6rrZmPYmEw2jo8vX3zi4eFkbffc2tpW/dIvlO98/Xn8I/uQ/VFe/vJXPPs5z/vwwx+IMZdZkEkB5SiKVOg9c/RNzJgRgUF8DNYUvfeIwMKAKMLaWBAsipLhv3lY/1+4//7yn/1v+0TVvD3c2N3QhTs6WB7u7w/HG3U9SjlMZzNXuI1RSQQx5NUirFYrpWRtbQ0Vhc7P5/OyGglLzl4YbhZ+FNGI6FzJkpwpkcJzX/ReAPjdd9xLZJUqgAgIiRSQ9q0npWL0qc8CaE2lyGmV0OqOs65MTgtOhwDx6sXi7/3N1/74j4a775s/9N2/+uIHP3b63MFXv/ZXvvq1vxKD/lc/87W//K++4NLHH0gBLtzzoY3tYwD4sX/4k2/4Ac0ffN3xof9T/lCeBswCAloZAgUAIpI4U0YRJMbQed903AGBKEVaIRitFFFBwlqJDtKYuuQlbGyee/vbH15fO33vPc+q3PDi1cuutkVFK5+uXr2+sbG7nLV90yByVeoLdwxe+NI7L9yyWRSAJAjgWzw8XH7gfQePPHKQGWKMiFgWZdt1wffe9xFC2/TGZTDobAVONU28dvmoHJjT53fA6sW8Xa00orW28CH2fWx9KJ0xiQVCYYQwROYMqIyKKQSfBTlDAgARnzTUesSKRFFGERHOIgICgAgIIGwPbzRXH1/0UzFsAahP0MecmbMkQCFCQFaarNWAmbk3lJ1N1oAiNAbP337qtvsuDNYGnDMSa6MAQZgAgJQo3bJuhTNn7Yy2yikyfYtar3rfdp2EEE+SoRMnTjwdEPG5z99YW/c//8/3zCe39q7v1cMihlyvTYx11oyatkMUY601pu9WZT3s+yUiIMFgPCZF7DOwMCciRUSKKIYISkRSTr11wxAapQvrTLua23IblWIR33TWjcty4GOntTIlAXGMfjiuxpvVwY1LmztnjbPT2RVdnN4+tdNd2i8qs2wOvuFb7vjO7/qjG7L+cVR1/a3f+h0/8Fe/xwABU/CdD0ljaUh3fSvAoJGRjdZkNAXFzIoQEDkLIuYMiOh9VEDrw60/JDkrCvqqPz/5hZ9bnr/lnCuq69dvxAZOnTrPAoeHN4wz2zub5UCFPh7tL2ZHXbfy9XC4traJClPIR8cHk9GmK4oYOHqcz+dIiEjW2pQCKbtazMgCqtUznvMxAPjt33yRVm41WyjQkrjeXG9WK85gSyfMCbrKjXJkVxYArTXVcLjTN40rtlSuQlwSo9OFruDKpa2/9cOvR5Jn3HfptX/xl5//wCd2Ts+/+Xve+M3f88a+Lf71//kdz37Rb/3nGH/sH/zE//hD4uz3icifPk/9DEMEMtpqUMwZhRRSRgZOMcYQg80gCC6hCUI+gYhYzUSgITHp2hZKnzKbV68e7u6ew6SbRXvkV6Ywk82RmN5VqukQsjKoCXLpdOQb3/AtryAjiAIISB6ATVmdPj88fXoY/i+8fHGJoLquQSJmqesq84IjcubMKCmjZuOsKGxW/rFPXt49u7O+u9E10UcmQFdoawaQ+6VfpnZlYsDQasNVoVq+uU4VgFot+iqrRBk1Boy1s2IVWg1KM6fEwIxy8040ChHEjqZ7mVeFjoJCnr1nyZxi9oBMJCxRkVhrkVKIPdEiRdLKZADBsHXr5qkz69pi5qAtomKhDABkNCIypAwZhBCMRgJCQbCGrCWtoG1Xi3kMIXw+9Hc5ceLE/1dcuMV9318785wHnLJxY2utqKxIMrZiphSaajgcDCfKgLKKIVbjkVIqdCsgsc4BCCnTtw2n1DZLIlXWgxw9ErfdLGevjU4cjLM+tMJJKaW0DW3knGLw8/lRiK02qev3R+M1IL+xM2bKVy8/aYxerQ6WzXVXwWRjMp1dvete853fddun8U/t7u5pQuW7EAOnyCEyAjFna60xxmitSKXMOWel1c1jMhBQpERQRHLKDMLCW9t/WDIEAF/z9ZMzt9BwUh3sXwt9v7GxGYO/fu3Jakjnb18/c6upRxJ8mh2tZoeLwag8fX7dlSp4XswX48n6YFRaByCJs6QQ63psnCVFSitE0MZobW658xGt83w2uHzx1tDn0HptdDmq+2YVW4/Aoe8QJaPXxuQcMycEBYCggFOCTEQFoFM4iSuHcaR53dCaVWuf+PAdP/HX/8bL7viJ13zp973tV595fDgoqv5bvuenn3P/R/7LGP+nn/x7z3rez+ec5b8tQPm5hEVSZmIFmSQiMiqljNFKUUw+BK8ECiGbBNuQV13qPIfEzElyIkandOFG65tNF/dvHI9GE4VqOBzV4+FwUjGFLKEsSxIzGU9y7Ktafefrvwh1AOyJGASQC0mVUpAlzJfp4HCfOd9cPnzzKk7OiqiuKmNMCCHm1KfIRK4uC1e95utee+/dz3/es15y2213grA2lCJrXRSusraIKfnQZ06DutjcmgxrYw0pTdrYZhWiBxQLSBkyGAGtRGsmTAxy87oQiwggMpEsZ10zzbkzih0kiSmlzIkTUiaVBSJgNAaQEkCwlosiGYPM1Kw8kijN8/nR1Wt7B0fTZbPyPvLNG+o5h5QS55Azp5JTKWIQUVE2mo1GY5QA+BA488nO0IkTJ55WVakfet1uTvHak5sx5NhLs1z0LdeDUilHRL7vlCKllQ8pS/ZdU43qEDoCpbX1zdKVwxQjWQ2AxrmUo9MSY4/W5JSstYSUU2zbZVGUqQpt0wwmo7WN7W41b/tp9KHrFrVViFwPBjfme22jhuNR0xx1/VFVVzFVX/plFz69uw7D0QiBtDGA6FyZGJarVeXsYFCvmhUqDDGKSIoxhJhiUqgAIAljJiRihhSzsfZF9z/wn1u0/oGUwpd/cfEvf+4RyqPt7bPT/dnhwd7528+fvW29Gggzd33uljl0vHvq7PpuORzrdsnNqlfKlUWFJJLE933bBBZQWoskkYyKlrNjEECDdz7jEQC49PhpyapvOyRypSNSoKga25yTVjpjDKkZDG7VONBaGaNzDNYWLcyRqCgGbTcfbey08wUk64oSiZWWgE3fNFqNPvTeBx561S2K9Fd+zWM//Ld+4ba79v+rMF/y4A95vwXwTUqpz9n9IUZWmljwPzXTUIosU0oQUKEiyMgpJmgwplTkwgoyIkIGnVoVC2W0rRS6lJZOD86duZVQEsfBYBBb6RtcHHWabOGMsW7VLLfP5ck2KCMspu/w4fd1B/v9qbPlHffo8cB+4D3XQjvSitruulFKiaqtDi1pU/nUjobrR/MOOItIyJ2rXVXYv/T6vyQIGdB88H0XnzoCBTkllogGKiiE66b3bN2gMKcmRgHtHR5moJCx69Mkj2rURKGVGRETCIAkBEHixJgZMoMBJonRLw4bbpWGYSBYxRA5p5wVKgHLEoVTVRdGg1EBsVcYSIkuIeXOaK7KwY0r0739WbExGm0NJ2vlaFxXtalrq40iUsyApBJEhKiFQJgESGkAIUJBZoDMn707Qznn6XT6xBNPPJ2D3vw34nP2N+emz4tJ/uE+r0P4fNh7/+/6PJr8F35FevOvHl67js6NbDkc1TZLOx6ePti/NpyMhqPR/HgWWm+MRlTCSAQpe1vatMxaEydFaFL0ZEoiAVGIiARIElOEzIuD2frpM2Sy585g0YZmczIptscxNkfXD5eLQ2Wr2g6qYa3rFHiVlvHU6QsH0yvK5Xufe/YVX/Kptd34I9122+2jtUk7P+6arijWVKFyWOSQWulDjtY4QuVT1FFIqHBFCJGUwiTRJ1tZJAQURPi6r/3GP3Ksr371+rt+6/joenHt6lPdwruats+MXKlWq3y8t1xMfViFrVOjrd2RLbBt4ux4FXzY3N10NSoFXcNoXNPNxpO1oqi8b7TVKQUf27KugfpnPOdDAPD4I+cRtLEOJAIapSxzIFKkiBT2zVyEgQskSanJWQgtIBbDEUsIfScKmBIVOiYhn4u6BAFNFnUNXS8aNKXJ2trb37Lxgz/2r/7AMJ17yHsE+MbP2XxIKSwK56zLKAJCoJghpSgCWhtjnDbYt92qa0sprHMkChI08wadQkvJWAcY8zyi/7Nf8/VXL93Y3tnQqGbTxvecIpzeOXd0dKA1WWsAcTAApQBAEOnhD1x++AOrM6duf+RjN65cToWFvWsEXEwXB/XQdURlyFrD9LiDRAQeuVI4ZPEgAsKSVVEXN2suJGFLdjKaJMht30hORIgEIAP2EUMsXWkzbG5tx8wR6HjVJEFtTVXUmRe1G3AWY0qObFil4EEgs5BRLNlRlZawPJixt5gtJ2TWOScUnzkYK6kPABmYFABSAuwD94Qqpi5zlhTD4UoRRJVhflQf1Ztr483ttbVROV6rykFZDyvSikUyZRQAJAPACJAzgACBILAwwmevUevR0dFv/MZvvPWtb306B51OpwCwtrb2dA76qWqaZrVa7ezsfLYn8id37dq19fX1ovgT1mX57Lp06dK5c+eIPv9OkEMIN27cOHfu3Gd7In9c1g5vPfUjk437JVahby2sd12bcj8ZbHXdYrWaTza2+rAUkZyCICFQTkmAALQtjAgqbfvFYn1rq1/1QEIExtrgezKKiDiHqhqvb55KPjSzZjish8NyMtlqF9HaUkB3TSC0Vbk+GOvM/bzdO3fbeXKzv/Y37lpbKz+9wSql/spf+at/7++8ISaJgRUaZiZEpTVlMtbEHBAA4GarcNBas0iMsShc9AnQGKOtNX+cYyFj6Pt/5MKP/OVHRaAcFGubA2vN7KibHjRHB/PFbHr69PlT59dcAd0KFsexb9LG5lpVI6kcPeZIXdOV1WgwrlEgJpUi931rrDFWZcnPfuHDAPA7v3lv9JHQEBKS8sHf7O+EKAICJM7U2miFSkSKsgy9BxFllV/0Pq+sdSkmQQCm0EURKMoyxeyKoSsmpA36IkepSnX+1sP/XqTOPeS9A/gLn5v5EAoYbQxqwpyYss8pBU4gjJqMs8Ag1lrJ7IxzpVOoUwJi1Teee1a6iy5jop0LF67Prtz2zLsXx/P9w2lswZoSgGezmXPOWoPESoFWThiICABPnVq/tt11/d76eEPELGaz+WyamQcDExN778dr9eHhrA17ve8bfwQoVrsEyLEpxwUn3/c9iCgEK0A5OSSlyI7G3vc5/z/svXm8XVWR+Fu1pj2e6c5JbuaEkAEIY5BZWhCcUFpAGgVRkac0g6KfBsVWHOlW7FZs9OdTWhHERhqQVkFmugGZISGBMJmQOTf33nPPsMc11Pvj+vjRoDSTkN97+f519t51d9W+a5+za9eqVWWUlJI4+LbQHV2Sp8JKIxJhZcv4eAqAUgYVXymRF5JZKHPd6ZZ1GfsF8BIJmAYCYz2lIIGNTzZHN49hmjIyyusDo4us46AATLnjUhJnLPaVcd3SdJkq0bMGyTkABAJX5qXnca44CFZqt2nj+OZNY3099WnDA5Weolovg0h4kYdSMM7QkUGarHRugSxYIZiUgok3zxkaGBj41Kc+9cUvfvGNVPrZz37WOXfhhRe+kUpfKVdeeeXFF198++23v9mGvHp22WWXiy666JBDDnmzDXk1cM4fe+yxP1fXbntm5cqVhx566Nq1a99sQ14BK5a3vn7eSNYsgIFg4aYNj85ZsMAL1LaRxLmSccw6E8gh7bS5L5yzMvCR1/M0afROL7UhZ/2oZi0wLsmZPE+UigkdMm7JADlndaVST6HLSihTBxFHFEJ6QCoK+h3keZ4IFhM2B4arrQ7zKvkXvrjnTjtV/hIXu9/+B1pHCJh0sjgQ4FCT484yxso8I6IoDKxzANYaAwDAUCmJiAhgjCYgP/Re5hN/5mxv58X8kTa3BsKo8uzadeMjE+Nb2s7a4VkzBmb0BDVeJLrTchPj7d7enlrDQ05F7pJ20WkVE6Oj9d5BzoAhWKutpSTpeoHHBURRZ9bcZ4nwzlsWcK5s6bwgIADOJUPwgsBOdllIdBRXleeB5QypyFMhfJ2nzmhjisQ0K9hrilyqkIQoi9QR+V5AziGIsNpQKnJjttPeeszJ9yjvj9UErGWddtBpR80xb6LZs35d3z77v7W3byiKLGNsO3SGGKJgjAEiCELiJIw1aCwQd0TSU8CQcy5QhEHIOSuNITIe853BvEyLoshyDcyOjBdBNLB5fOOzz2ysq97BnuHWRCKFKnXeaFSsM1IyIdi2kRQslI5LyWbMqPT2zH1s5cim9SNpJxprpkHkASuzAgj8MKKxsWfnLaqd/IkP1Rt+afSWra1f/OKa39zwm6gmOu0tf/3+dy6YtwCIyFqOONTbv+euSzMyq55arSJP5xkSzdll4eJ5O0Wej4Cm0KtXP/H4k0+p+rhdv2bzpo2lKXJG1bh++DuPmL1wJy+oMICJztijTz5+36qHkXNnUXfyuVPmn/DpDzfCKjh89MF1/3LxpQceesDwrClClVnp/uWii6Xwa1FcFF3tkhIS6TkmwAEBIDgkAIdggTxPqdDnjHPBsrR45ukNIyNjA1P6BoYaPf1RracS1ULlKWDc0mSqmSMAxlgUxdAXRL6/I2doBzvYwZvGwkWV3ffu3H1rSgW1O9uiWlipRXnebbXGhJJlkca1WmuiVL4yprCmDKMQ0de6dE5zKYCY9HtMXkS1Wp6lruz6fswQUDKyxCVPknHfrzPGa/WBVntzf39/NYxgSKVJ0um2q4162W15IWsnEzPr/dN3qpx66oy5c/9SfvDAwMC8BQsfX7mac2m0JSIlpNalI+MscY6lLoHQOaeN4YJzZI6IIRGhkIIQGAcp5ctUd9IpszZv3JQ0qxPN1sT4aLvZNcYOTh2aMWd6EPK8i+0xGh9rVetBvU9x4VqjZmxsvMwgbeeIUvoCkEqjLZk0TYFAKIHMzF24HAA2b2y0mn2+UmWacVmRIrDWOuscA86wKLQD66vQGsOBFbqwWpvSWmuFr2Tuo8EgrvpBbEuD4KSUuky6XSc9b3R0XeBXvMCr9vZ11m/dfd8HL/3Bsc88PW3Vir5H7/cqjX7pe81t42SkH6gPnz7l+JN3CgL3Fxqy1wgRFEUZykBwwcFJJg1a7Qw4B4CMMSFVEASB5yupiqIQANYAF1wwD3LslG0N2mLXWuwWozShar01zMS6Z9c3Gv2CSyk50aQeK6XQBd55x4YDDx0mC8ggjGGf/YaKlD1w75biCRPEXp4zglCDKXXzjE8dOXNOjQnnnEWUM2ZN3fcti4/7/WEf/8THs7K9+5Ld33vU+8AhcgYEs6ZPnzJ9eMv42OOrH1eCzxicfuD+B1SjmCEhISNAxoenzlq234E3/tft40lrdHxrrvPhvr4vnnd+rdFjgBlGCG6of3CnuTvfv3I5517ZbX/gPe8/ePf9GShylojPnTfzkMN2KzT2D8WlSzmPvv8v/9LbqBltHGlipfQY88ExS+DQMebQWosOCZjgIlQeMgvOKukryTvt7ro1G0fHxqZO75+DM7hSUniADAAcWCIgAkQWhZFk4Hny/7y5gB3sYAf/n0FK9tFPTJkxF5GDhu7A1IHSdDvdVhhWnDNSMekLPw4YZ87qskyZQCE9IRUAeZ5nTImIjHNExVEwLnRZADrGUeWcnk8AACAASURBVAVeVIn7p041LvPCQHhqcGh408b1uqRGo25ZGUZRnifVSkP6ol6bkxfdT5428y/nCQFAEISHH36kIyiNRoacM0PGOuv5vhQcEAEAkXzfm1xfZowlgNIYctaRsc5Mnz5jypSXm8w0e17wnmOjdrohzdqeqiovGJ4zfd6ieSqQZUbjW7KNa7eFXtDbX0EBzfFk64bRrKUZep4fBWHgB7LUZbvd7rabAMQESCUJ3NwFKwDgmSeGkUnGWFitTHYyKNLUjyLlB8gEcrTOIDFHzlrHUBBhWZSWrCPLJSdwpiwY44DooBQSg0pF66w9MeZ5gRBeWWYAUKn2feGTn/nhtz92543v2LZpr0ZjUTLhONanTN21VpsleM+jj/hS+i+dUf5mgqCt1c5acAA4iWBcCim4YIwp5fl+4PsBY1iWZZmXptRgSDHl86giqxUZh5z73I6PrgVMhGc73fFqrRJFYVFm9UbNkfV9zzknpPT9xgP3brz3rnVFNqndAWoV2gPeOuWvT9ipWndKheBkUY5/6OT9ps8JhYKsw+68bfWdtz/CiCkJb3nL7hf+wz+6TCmog2EcGBCAtQQAQEjkStMbV9/79nfWgkggQwJEdIDOESJVoujIvzps0cKFvh/kWXb22Z+pxFVEWeR6/foNoyPbCOm+R+532oxt2nrovofst8f+jIQtrXPcASeAWqM6OBgDFJ50HCjyPc5Bu7xkGQY27JFxLRC+BLTgDAdCS0QguZBC+IyHikulhTT1etDf36hU4qybjWwebzdznTvSzBkkYs4ycgDAGHIlpac8Lna049jBDnbwptLXz8/47PDf/e0zWWH8WOoyS5NWkVsuuENDzkZRpSi6XuQXWZvASaGICBmUZcoFR0BkjPNAKkToZnlHcs+4Ik07YTWeMWNet9tCZrXOGn392lBZkIocF9TT32i3m7osavXeaXPk6WdXZs58nfOEXsxxH/ib7138fSl8ow0ACc5yQ9Zaxphz1jliDAlochECIgguhBBaF0pJEOKYY473vFeQivfWt/XdcsPEtg092zZM9A0OTp89DRk2W3kymrWb7Uql0ttfRU4TY8Xm9U2PebWeGlnkQtZ7QuCYdsu0m3GhsqwTVWMAKnW+8y4rAODxR2d6flTmpe/HSqk8K1UQIhccuXbGV0GatvoHplnrGLk8S02pw7hhXck5pKQ5clsYBJTKA+X8ICqLjMtaqcv2xFhvf9jcsjlq9HIettqjyCpWq0qtwj3MwG+PmJ6ByvydlxRm69q1W4yRQojtM8mPEAHROMuAcc6Y4MIKRsA5J+uISHCORFqXRmutyyzPHYCUipxTTEmPEfMcsxpYJ211Ws+auHQYEumi6CI6Y3S32wnDPiKQQinPT/PGHbdt3byl3HOfgSnTqgzB2EzKUvlwyKGz//2KJ7I023XplCnTBcfCWf6P37ji4QfWjow9tf/BCy/45mc9Kd555OEH7/eOm3+7/J4777ngG+cBAgh+8+03/+qGX8+aMycI/HcdfjhaUlxoMs1ue/WTTzhtFu28uBpGnvQlF+9++ztvv/Vmv9qYMmUaR1kWxfIVy//vS/5X/2DvtFlTN41t6bbatpO//YC3CZJIigM89vjan11xUxh6HznpHdOm9TlD4IRkGIVeobNu0cQwj/p5YyCUntdNivFxbZ3lhA5ZYUomROgHvuf5PiWlLkuSivkyDKMgCBRxtJbQMLSMCY70x6RpAMaAMeSccYQdztAOdrCDN5s58/299vPvvLkEciNbNoZeT5G2jc4rtb7Nm56OKzWh2MimzUJIXeSkiAk0puReYIuyVuvLul1nC7JGCg8JrTUWjBeFRZ4UZXd41syNa9cVmSXbLzgHmW3etmFgcEazPdZo1Nav27Rg99mfOiceHHojoguNRs++y5Y9dPdy6XmdbqaRBOdlWQShJ5jMssLzFAJIoSw550gwdMZaB6U2nlRCvNw5sknCULz/+OFL/mUiqgV9vYOMYZbqMitHNo16ARuYGnF07QnbaXXqPQ1PKGtJcI/ShIAYMF2UUnmMU15o31eIrijau+z5BADcd9fOUnomcxwlOfJUxdoSnAv8KM/HjTEEBpAJLoAYF4IcFHkuFSvLosy7cdzDSizyJIyryguBnFQyS8rAi7o4URQdVVFZ0UQmuPGjcKg1vjnwG75Xq9e9LM9GN432D06ZudOU5PGJNHFscHv0hGAyGZ4Ji0CMHCMuhAfgGOeckXXWWnCUp4UjQ+SsNcaUyvM8XwITTAMSSeEx6QrSvhS5HR8d6/J0Sj7qZkyfK4Tfao8TOQCw1lnrpM/MmPDV1E7LXvvvj/T01A45ZNGUGT5Q4ithEPY7YOqNN67ca6+lHC2Q4wyP/5t3HHOsLHQbMFWCGaM5E3916IE33fD7djMBAmBgEdasX3fvg/eNjY8ecsCBgVCMWFpkWtDVN1ynfI85ePDRh0496aM+eh5j/Y3exQt2bjebeVYo7qQf7rvPsoU7z77roXvuW/VQqrPxkW27zl3cG9QZKAAYH20d9vZT+ocWWJtdcfnPH3n4Pzj3OGdkAKxOi9R5Ou7FqF80Bn1PxX4aGCiaxQRZAERCyHWJQgRB4HnMIjqTkXFMYaAkE0gMlJQMJIIAJ4gscIbIGRgGjBFDAiTYTu+hHexgB///gXN853vrvUNeqzVS5rnWRaVW9UNPKY9zHlVjznlYqQrPK3XunEWCPE8Fk85YBJKSp0mLcURk0vMdWAelULzIkzRrV2qMKdbb39+aGPN8vyhaQ1N6vFAwYUB2d1nWe9bf+W+MJwQAiHjaaaeHvpfniRDcaJPlRaFL56gsSyUVEFnr8qIgIkTO/t+kYM657wdBEL5SjfsdGDcGkkZ/JahZwowDtsaajoqhqYPSU1pDkdm+/p5GIxa+rfUq5NoYm3RMmnSB2SBQ1hZccSawKLo9fWv6B8etYSsf3oUsksEgqCoZcKY8FXrKy7M2AgFZLpk1erK0HheSCSQy1pZIVoUelMQEN7rIsk6eJ3meOmvKIjO2qNZ72+1tfuwx6cq0LXwPUcS13ubW8SIzlVpvf//w4ND8p1atenr1+PRpC7Nk+627aMFZYRxqTUaTsYyAAVcCEADBOpMVaZolaZrkRebI+r4fx7FgPFCer4SSwlOeZKwWBJWA+6KMA41srJ1t2Dq2NjfdJO8wicaSNY7AKt8CywBoolnWq3M5TLnq3x5Z9WgTMEL0OaeBKZV6HesNsJoh+kA4Z0F18e7xLrtNXbp0HhAIJpFwoO6Xydak1QIAQHBgASnpdrZu2QzWckRw4PvB4089aRkrwGVkhqZNW7txPRAxAiX59BnTq3H0i59fyiQvigTRVOLw7Yce/pm//dReu+7ZHp2YN3M2IwYOTAlX/NvvBvtnmlIUGSVJfvPN/4nIjAHGodBtUEW1T/hVFlRFpRE1+qt9fdV6T83zOOcgFBdSZnlurBNS+X5QixrVsAqGyjQnYzwlK1EU+J4QgjPJkCEycgTkgJAxwRljjOGORq072MEOtgd2Wdp77IfggvPv6B2avXXDpkbP4MCUKSPbNirlCyFGmluJjBfEQETWlWURxlUAKyQyACV9RoWz5KzxQ18qmScdREdIE83R8dGBSlw1hjLTrocVi3FRZuA1B6YHFtae84UlfX3eG3mlixYtyopMSF4UxgEAEAIW2lhrERhD0EZLKQCRyDpCLrjHATmGYfiudx71KjQedUzPT/9X2zIpVWxyKrJsyvShqBZ2JrQudFT3yrz0Pb9/KHSWJsbLpJNIbqOGklJYZzud0Uq9XhZ5liX7HLQaANb+YZox1aKTeH4PIONScKEILIC1xikvSPOSc2+yRoDNc2MKa4wtrfBQF2lStCtBn9OGuDS59nxPBT4ZyxhZox05xsk6HcUh46hLkxXtaqUnqtaIzNj4Gt+v9Q5MFwFb9fADptjFuSmv7wC9jjhRZrxtmVKkBAlnLDrgxDkAWbJkS5EbWwJjgimOLPSDIIicIbJASIwLYAyQMRSKFTXfpEWXRU3g0VinmNjYiqNqxfYSKAYQx6TU+Ec+Pv8nP/4vn/VG/kC71Ypj1RxvkutBBOuM4LLQorQgBJET1sA/fety5+JOs2tNTra99x5zH334nvZYIvKyU+RARJAhiCItUbP2aHPjmvVlppXnEVElqlrtuFQIvCit5wVAAOAINEGulHE6ufjCr7/lkEP22OctTDCyUMXqSUf+zc2//G2WZwUVkgkuoVofcGWB2vpomJD1Wq91TioGCAVr9s3sg8Dl1kR+X+zVK1EgeNrTDfJ60NVd7ri1LNMsaWdmkKRQ1YBXuGwW1O4k1hkWogiE4pxzjhyAAYEDhtZZAuecIZisP2R3RIZ2sIMdvPkwhoe/o/GuoxdUao1KT9wpNlssrNbWFsbkwsMgin0/KtK0yFKw5PkhklXKs8ZIqRiiLnIuOAAIz0eEJGkic6XOm+MjQRAm3Xajtz93o9U+1hiIRZhX+8a+8rXFb7AnBACe5733/UdJybQunbbOOmQohfCUIiBtDAByzggdEWlrrLPKk8iAXrJF60uw3/59Bx/uhHQAqtvpBpHfN1jhiFs2bSFWILNJJ6nWsdPO1j6zrchcXK0FVYVAjqjTHWccPc/ngltbLtxtFQA8+fhMAE6ESoW+H/p+qJSXdtuAKL0AuSyKnJMAh6bInXPK86v1BpArsyQvEj+IGAfkvEjTPOkakyM4awuuJGdgnQZOiETgojio1Hq2bVlrbM6EGZo+OGfBTj2DUVpsRpHP33mXdWufADKv6/i8nhBBUeikTCfKifFifEK3mmVzTDdH9USTJiawm2NZcJ2zshTaSJtQPlF2EspTyDQYx4FxLrgEBwo9Bb5HngCsRnLKQKMaqyLrcuZK3c3LZmmah759QbVX/e3Zf3XEe2b3DqVBtbVwl6E9954FCNZZIURzvNCl2bypM9kDGBmVOT6+Yt3TT6+76+47d1o4u9ITqSAOov6e3tnTZs0HQkTPWbnz/F06rYwJ8fS6Z0g6IGIA04em9lcbebOru0ko5PQp08iBdeAINm7Ysm3bRJKX4xPdr3z1H/762A/cfOudnPtAgELstceeTz65WggEtA7gqKP34954N1/f7D572Nv3X7bvrlKhc86R7u0Lh4f7vIB5ngyCwPd9pbzAC+NaFNdjFggrCRRz6JJuK+90fMC+OG7ElSgMCCDXhTUOCBAYF5PFFxwCMSBG/xuHQLQdR4bSNF2xYsWSJUueq/iydevWTZs2PSewyy67CCEAoCiKFStWrF+/fs6cOYsXL375S0+fDxEtX778uU43/f39w8PDL5ApimLVqlVr1qyZN2/e4sWLJ7W/wYyOjq5evbrZbC5YsGD+/Pl/srTG008/vWrVqmq1uvvuu9fr9TfeyJeg2Ww+vxDOnDlzarXaC2TyPJ8c0Pnz5y9ZsmR7S41cv379xo0b99133z95dGRk5Omnn26323PmzJk3b952YvyDDz64YMGC5xdPGhsb27Jly6JFi374wx/uu+++u+2228s5z5YtWy677LIzzjhDKfXnZH784x8vWbJk2bJlr9RIz+Onf3rBNVetu/5atW4tWCot5EFVFqaVFy3P65NKBbU6lZZxIaXnyJEzjiZXI6M1Ns8TYoEXKC4446BtooCNjW32vbqBtN4/XbsirjsZtabPsx8+YU4cvQlfYUT8q8MP+9VVV1tnGUfGJOeQ5bnneQSEyBBZqUvOOTBQniTrAEgo8eJvysuEMTzhQ7OisHn91e3xZnP6zGlhRY1u1EJh70C1zIRzeVborSPbAr9HRFF7IlceR1Zk3aTbaQZxxCQr8xzALdz1SQBYvXKhFOF4Zyz0JgtFQl50EcFZZ8FkeTtPO3HYKLJEiirnnHFO5Pw4bDXbmrK+6jQp/CLPnLXd1gQBOWeVF1hr8ywNwthq7QehH3lC8G4rqVRred7ppnkYx0J4YVhDMYZMNsdbQ9P74pp9/QbndYaISl0CI2P1H9fAuz8u6UZkDJlChhycIw1OMItUMJNx4NJ5imToB+QsWOdLjxl0hsAynysUjIMTxJNOunVkQ73WG0VyweK5cRUZMwb1nJ3i2XMrREOMATJyVHIutYY/rBkrc/nQ/Wumz9wVgDi3nzr7g7+/c2Wr1Z055+iluy8SAhYvXvy76x6dGDPOb5IABCYZvO2QA+6849bf3XLdTy+75Jn1T+00YxE58IU66rAjtoxsQaKpQ1NAG5TKGPP0mrVjoxOjW8f+7ozPxlH9hhtvfvjRlZ6KiZCAOFBZFM888fT6deunT5+L3HoVe+fvf/X7u+73/HCfvXdDZskCYwyw7O2veYEwHe0FUnlSSskYV0oEkV9tVJJ2akyKDqRETkYaHQNGDgmZlMo6soREDB2CIbAWaHJVH5GdLAsKSESECEiMbY/OEBHdf//9Rx999MaNG2+55ZZDDz10cv8ZZ5xx22239fb2Tm7eddddPT09xpilS5caY+bPn3/fffcdeuihv/jFL17FE2jLli277777zjvvPLl57LHHnn/++c8XKIpi2bJlrVZrjz32uO+++2bOnHnnnXe+tgt9xaxcufKAAw7YeeedOef333//3/3d333lK195gcz3vve9c84555BDDnn22Wcff/zxDRs2DA0NvcF2vgQXXnjh9773vSlT/hjZ/u53v3vYYYc9XyBJkj322AMR582bd8899+y9997XX3/9m2Hpn6Aoiosvvvhzn/ucUqo1OaH+31m5cuU+++xz8MEHVyqV3/3ud2eeeeaXv/zlN97OF3PcccedfvrpZ5555nN7zj333M2bN1977bXf/va3P/zhD79MZ+iRRx65+OKLTzrppP7+/j8p4Jz75je/+a53vetVOEMAEMfyQx+ee+Q7h8867a5Ws2PZaBxO9Xy58dlOtT5VKI/nZUk5F15R5oxzLrwsT1Ul8oOAaWad44Ir5Qd+7FwpFNM6q9cbKJKp0+tRoxiY1jNvUfuA/Yb7e/+sM/cGsGzZshmzZo2PPQIIgjE36QMBAAEQAqCxVkz2bmVoHRCQs3bp0qWvWiMiHHV0Y3xs/Y0TstLjpRN5q51MmzEQhDJtmbxINm3sNnp6KtV4YjRVHvN9lRbddnMEADzpMWTGasB84a7PAMCjD+/CueeIpPKtc3nSAuBcSRTcFgUC6KLw6r4rbdZpe34FQOZlCsQk89pmmykNZ0Z4goiFGJZpFgRRWRZcSGtskSdlXjTHRxqih5W2dKXwMG5UuKym+URnIhkcnO6FlWZrxFq75/7VacPV12tcXneI0FkQwMACOUMAzloAsEQGLCJjDgXjRMSJcyiBGDq0xkpUsYxyzKSWzKEsJSN0xgKhVKA4SubAWYbQHBvrdrtDQ7W4utgW6LgQkhNo5IhoAcA6Y61Bp7ZsTJ9e3fG9Kc+u2bjiwfZuu1ctUVShw47YBZBKY4UCskAYTnTQi6ayoLp2TTI8I+IcOMKUwaE9d9/7O9/73k9+duWnTz+rr9FLzoVKzpk23RqDiNxTVuutI1suv+ynadJdvHjJtBkzraH3H3fc+47/AAPU1ghGZVk889RTPZW+H//gp+ee9yXpCSXAebj/gfsIzpGRMRqBBChgLgzDNMvyIq/FVSkYF8jQoIRAyUolyhpxnmtTal9gVYm+MOj3fd9BYanMC2OdpzyBwmmXZ2WSpMITvpLIAPGPE3rWkDG2LMm57bJR60MPPXTSSSf98pe/3G+//V4Q+TjrrLM+97nPPX/PP/zDP4yPj2/YsEFKuWHDhtmzZ999990HHHDAq1P92GOP/bkypldfffX4+Pi6desAYGRkZGhoaO3atbNmzXp1il4d06ZN27Bhw+T7/de+9rVLL730Bc5QkiRnnHHG1q1bJ59VO+200znnnPOTn/zkjTTyf+Too4++5JJL/tzRH/3oR57nrVixAgAmg3Dbtm37c4/eN5jPf/7z69atu+OOO17gwD3Haaeddsopp3znO98BgJ/85CfnnnvuduIMHXnkkZdccskZZ5wxeXvnef6zn/3sqquumiy3/VyZFmOMEKLT6URRNPlGobUuyzIIAgBgjB1xxBFPPfXUpLxzbvJsSZL4vj8ZKGWMPfbYY89/GymKwhgTRdFze8qyLIoiDMM/Vx6mr9/7wSX7f//7j179c4FCEwOQFhDyIhFCOeGIOSn9osw5M9ZBlmUAloiIjPLiNE0CPx4b2zDQmF5kCbACeMeryJk7+584NeD8zY+VCim//+MfLlu6D2eMIVpHvu8hAyDHmSIC3w+cM8iRgLjk2mgmhHttHdoZg498fHqj0b71xoktmzulQRXW2+1885ZtXugPT++LamgNGJvGtYqzemJsHEBwjkKqsswB3Nydn47iPM+9Z55cqAsdiKoXhKXOuOBFlnPpGaO5lFmm06LVHwyzkBXC5EmG4HRRMi4co7ocak1srfUORlFsTOn5XrfZzrKOkiFDgQBFlnHBOffGtm2q9dSVkl7kbd38zIJdF6KylfrgH554eMbc+dKDWqP2oY8MyO24Wh45Rw6kE5zAOUGOmEAC0ORKXZbOGmeJoSMHYBE1wR/HmGyS5l0uuMc9BlwiZyhIOw48tKqC3IiWI+lHvpc5rYsoiu675/FVy588/Ii9Bod85SsmwBliiEDSFHbVoyOPPLSFQW+7ldTqA/fd93Sr07vXntPimCGSdaiE6LT0Hf+5+qlVm5DH2jKbRL/51T0nnLR3HMYgUHC209zFU4d2zlPxre/889984APzZ8zhnoeOBBMOqdvtPvTwA9+68JvdrEtIgeDPblo3ZXAYmQNgzpaAtG1823f/6cKk1WXOu/uOhz8zev4Xv3z24EAPw0mPX//ut9dHsX/gQQc60rYwaa5LW6ZJ0TMgkSOQBkRE60seB0r31E1Bnk0Tbftr1RkDffXAB2BERXNiwjnyuAq4r3PdbXeZD8ARKnEQSETmAJwD62ySpp3E5IXeHp2hPffc8/HHH8+y7OUIX3bZZaeddtrk1Njw8PDixYvvv//+V+0MvQTLly+fP3/+5OeBgYGhoaEf/ehHX/3qV193RS/B87uqGWMmH1HPZ/Xq1UKIvr6+yc1TTjnl3HPPveSSS7aTyZqXw5VXXvnWt7518vPMmTMZYz/96U8/85nPvLlWTfKtb30LAO6///4/J1Cr1R599NGyLJVSTzzxxIIFC95A616K008//eKLL161atWSJUsA4NZbb200Gu985zsBYNGiRZ/5zGdOOeWUjRs3Llmy5Ktf/eoZZ5xxwgknXHrppRdeeOGXv/xlRGy1WkqpG2+8sVqt7rXXXlprxtjJJ588e/bshx9++MYbb4zj+J577pk7dy4A7LbbbieddNLkkH3961//4he/KKVctmzZb37zmyAITjvttJ/97GeMsWq1etNNNz0Xi30Bcex99rN7HX/87J9ddv/D9ydBVYaxGNvcrlSrthAONKBDzgK/J+t0jMmZUA5zL1TgCnSWOEMG1hUOkHlIlW3e1PWf/L+O336+B4ODQ1OGpo6MbAXBiCwgIDIuJRlCBAZA4ABBKKZLK5QggiiM/ufzviSI8L5jqgzTnzyxpa93luCi2U7KAgemBdUphATJVio7UXXQa3a6eZFWeqrdTlN5PEkSZ+1ue60AgCcfn2s0Wg1eHGZJu1KrO2PSbqsxMBgElaQ74YgYcWRQZqVQoShc3s1EwISiTtbyeBW0YiS0NojOCzwif3xsYxwNeL5XlB0RqDzJEOtZNwcYrTcaAMak2fjIiF+j3r6p/cODf3j2sYVLF7zv/Xq33f/ipaFeC5wYs4iGeSAZepwjZ5xLiRzTskjzvHClY1TqUmvtyFqyzjmHANaVlBICA4aIgitkggxxwKgMMqOlKDkYxCkoUJAQ3Iu8BuP4wAObnl33pBew2bNnDQ5MHR/rJB29+vE1UwbnSxye6IzGPQhCSxs+uWr85uuX99R5b2+cpMWTT66/5eb/mjFz3vvfd0yr1XI2k8jBFp8+8+yZs3pr9fgPz6555NFV3RRWFKZS888+62wq7ZwZM3eaO5dxXP7oo0889aSzxcBgr8eYseW2rZu//vWvVBp9Q9OGhRBld2LFqkfGJ8a4Jt9EXEtXyJt+d9dvf3P7XksX7bnXrqXp3vX7W5DbMPS++a1vtNttbVzYG0OM1VodHIJjzhE4R8xxzgPfhxigSjxH31J/b6NaCaUUzrE0y8rSOkNUOsdKbctu2k2xKJwz2jUacRiqyez+orQT7c7YeDdJ0u3RGfpzIOKll156ww03LF269BOf+MTOO++MiFmWPT/CPzAwsGHDhld3cgB461vfOjQ0dNRRRx111FFh+N9WsQ4PD19zzTVaaymltXZ4ePjJJ598jVf0Kti2bdvIyMiNN9540UUX/fznP3/B0RUrVjy/R8/SpUuttWmabj+dthhjN99888EHH7xgwYITTzxx3333fUHq1bPPPvvBD37wOeH58+evXLnyzbD01XDFFVfsueeey5Yt22+//X7961/fddddb7ZFf2SnnXZaunTptddeO+kM/fKXv3z7298+eUhrbYwBACKamJi46KKLjDEbN25cs2bNueeeOzY2VqlUdt111/POO+/ggw9+4IEHnHOTqXXOuQsuuOCHP/zhtddee+KJJx599NHLly+fPKHWGgCuueaaL33pS6Ojo7Va7etf//pkE9kFCxZMTExwzk855ZRTTz31jjvueAmzh4d7zz3nCGvdxz52xcSINGXMbDXHphAIQOQsMlet1bvdpi01AFXi+pZNfwjCepa1/SDOslJ6wrhk7gLxlb8/frt6JUCGZ372rLPP+LQjzhg6aycXynEhEME5I6XQZJ2xAMQZ09rtv/+Br4NehKPeHzgz7fe3SWOKNMvDWA4MxUpAksDo6Cj3A21sO91aqUVE7u//6fMb1y28+9Z9N230dl/2BACsXjkPdqscHwAAIABJREFUUXAugkrdWtftjBtjgrhitE7shLHGZElP/xRnXRTXTWkZ42ElTlrjRZaDA644kuh2JupeH+PCWULw0cms3TFlTtZyziwlTLq4Wil1ag0KrpjHGfOzpNhqNzR6G341PvmUyhHvmPba/yF/WRxaY2zBiFAJJqTnMRl6ISL3mQl5ocmUtswpS01aGj1ZoZtxIAHWaG2dBbLk0jJBZIDAGMuyMrW5FBMeK2t+RfiRIdCayhxtbpQHtepMxuCpJ8bLtN4czwWPhqfuliVFlhWVRiWoZs5ClshuN/FV/7atnUeXPy24NzaezZy+VBeFM6xeq+Rpa3Trhm769JTBHrB2zR/Wdjqt3lrEXJeyditLyDldlk889sTqlY9zxqRSkQoBpcmKIAgAeJEWlsCCfWbdHzZv3IhF2TNQHa5O3bp2I9OQttO8a4B45Efrn9gwtmVjWKEwQC45MSMVhBHPSipNXo96rSQlQ3LclNxy4AocAJfCD/w4MkVYUlYyyZMiEwhAYluz2UmzPLPSSW6tBtPWyUg20U0zaxyRsy5QnnREDihN03a7XZbbZWToz/G1r31t3bp1RHTFFVcsWbLkhhtuOOyww8qyfP6TXkrp3KvpUzM0NHT99dfX6/UVK1acffbZP/jBD2699dbnh/GPOeaY888/f/r06QcccMDdd989Pj4+b9681+GqXiGXX375D3/4wyRJAKAoihccXbdu3fOn+SqVCkzWst1u+OQnP3nggQcqpa6//vrDDz/8vPPOe8G857Zt254/oHEcW7v9Jki+AN/3P/3pT3/hC1+48sorlyxZ8hJZxm88Rx999KWXXvr5z3++KIp/+7d/u+22214s4/v+6tWrAWB4ePhf//Vf58yZM3kLLV68+N577z322GNfIH/yySefeOKJAHD66acfddQLV31/6EMfOueccybTfp8b5TPPPFNrnSTJIYcc8tvf/vblWM45+9d/PeErX7/5zpt0PpHFtTDLc+eQAeccPanShFlHRJSnea0+mCYTjozylIVS+FjCtlM+cpgQ25EnNEmtUUfBCIBxTkRlWWitJ/OGuEByJIVgnCO6PM1nzZ6331ten4A3Ih59fKPeU1z5s7TQ6eDgFOkbYkXS8lvNztRpjfZES+tOFNVHR0aMhpP/9tsn/+3//nPPy6dN/0N3fHp7zEtaWRhHfhABTHqnLs/aE93Nfb3DTlOmO0qGQnFrTO7agolA1px2RAjOTVYh4lKoIPa9jEnmnJVBoDy/3tuXdsbieqU9MU49FXKOKeZ42jsQx9X2Ue+vv++YXbe/rqx/CiKwZIwxxhVF6ZTjQQweMiF9KT0ZalMWZaGk4ppnOjVgUIDylJDCOVcYnZoyM2WmM+0skUNgjhHZUrHMkqdsO1KRYL6nfE9VUfE8J2PQOets0O4WwlNKiizppsW47w8HkSe46ybaGvB8L0laAFSvD6VZm0sQQIhs06Z1aaeZdJrJRFuqJHNdYCREBUHFMsSglWZFnudKcU/6iMxaS+TIWI9L5IjgyiRnguc237x5i1NSBWG90dsdbWrtDBnOmZKyUxZkiSFyjtw5xdDqRPo4WWmCC/B9wSSDUIWh4nHghSFDz1lhNAN0pBw6ElJ5QeCHRdpJukW6uTVWFGGR2m3NZp4XpiBDBQhGzJAt00Jv2rTNGuecNrYaV6PCEiEwwQnYdr2a7MXMnTt3Mg5/6KGHbt269aijjkrTVAgxNjb2nEyWZa86X/iII44AgH333feggw5auHDhww8/vNdeez13dHBwcGRk5IEHHkjT9LLLLlu0aNHuu+/+2i7o1XDWWWedddZZAHDFFVe8973vXbNmzYwZM5472t/f/3zXZ3R0FBFfPJv2JjI0NDQ5QAcffHAUReeff/655577fAeuVqs1m83nNrdt2/bud7/7TTD0VXH88cevXbt27dq1QRCccMIJu+2225o1a3z/FfRP+MtxyimnfPGLX3zwwQc3btw4ffr0P5ng/Hzv//jjj//4xz9+zTXX9PX13XDDDdddd92L5Z+LtUgpJ6NBz+GcS5LkBVqI6Bvf+Ma3v/1t3/eLonhF6zE/f85ffdndeNfvEqd7itJyJmXgt5ob4qkLqtWBLevXInPdTqtSa2hTCp9KM1Efqg9Mq+61rDpnVs/LV/SGcfAhBwVRkCUJafKDCMiB4ADEOecIyBAJjTHaWOtcb0+v572eVQDeeri3baT10x9kUVVFMU+SfGxrx/fryKDVGQuCKM9SY8sbfnXEO/76v61gOOrYG4869kYAKAt1yru/sPKRQ5UXKN8H4GWZ6TItizYSgSVtCmfIGpN3EyAbh73GWOssZ4JL3u2Mh3EspCCeQNBVYUwWOs3WQKNHa5MnIvAqc3bac8vWp3sH+lhAn/rcwgMOrff0vJrFwm8aiB5IblGTyXSR5UmmM4sU+RVfBozQWSbRZ5x5AUtAlLYUSgVBICV3zmS65HmXAEprSmsNOEaEkw3XnQHWSorNUlaHeuZV633CUw6wzPI8z6TgoR9ladbT21NqPdYaa9QbCI6sdgXTmXXGcgFhRUrp620dLFm1Wmm3JnSuH12+3GqD5AQY19Eoqto6IA4gCDhALK1mzKCzDgwTKAQpJaVgRAZdmefd0uSlMdwXyUR3K67r7e+t1iosCpuj2xCstCFzgSNblKmSSoKuBM7jULqyLIwnJJMSLAEyB6YWh1EYqigSns+Fso5pjYAokAjRcuc8kIGQiqeF3jzeacvStotOMzUdowurY0noM8E4cXS2k2Z6y4ghW2rdKDRwkeeFcwQOAfD/JGfo+VQqlckf4nq9fscdd0y+sxLRM888M3v27Nd48ufSRV+wHxH33ntvABgdHX322WdPPvnk16jotXDQQQc55+69997nO0MHHXSQtZaIJt2L6667bsmSJW9KCYCXQxAEL05X32WXXR544IHJz2marl279i+RAfYX4uabb77++usn75+f/vSnvu/ffffdzy2HfHMZGBg45JBDrrzyyk2bNr04ivNiLr300ne84x3XX399t9u96667Fi1a9IrUMcaUUo888shkZtIkl19++de+9rUtW7ZUKpX/+I//+PjHP/5KToh//7nDTtt4zbonoDVeBJ6XdMe0G0/ysUBOFdy3vCBA62xYrQURBNXavL3ErruJjxz/p4sgvOmEYbjvvstuv+12ACrLUnGmDQnOoyAodI4ABM6RE4KR4a8xe/rFIMJxHxro6Y1v+50rNN+8AfMiqcT9rVaXiAh5t5sEUXj/7+d2O2FcSV98ht/8+9uWP7w/kuGcO7JEkLQmtEmZQGcsoWBMlmVKzhZlO6hUjbXS94qJpvRBFxrASiXzoos5Q8vCMEKUWZZqW6gQB4fFbrvHSvr9U3Y54n1T+wc8zre72N7/CHIeKl8JRIelYJ202+w2DUFflSx3zLGSQeApT3ooBQcsncel9KQnBU/LFJ1GAqOtMdZa68ABgSMEnCzDlJemyXxdr/coPyxtkaem02kLzgIvUFICOAY8y5KenoF2K23UiTFbZKVAlL4srQ78UJdaKaWkhwAISI7SJMvSTAmvXomioNfzfGtZkefGlNrk2hRkCmtK43KHpSVryTKGDA2BlUjWCUMSOeNkUQrdyifMNlbowK8WrTxrdforg44zZ0FwxhEChV5A2mSG6UBILiUBEBO2dEL4nueHylfKQ6n+mPUMRA6YBeLMcWKKq1DUGpVuM+1kOkm72C3K1EJBVDiKwKADKQRIl5fEeJKbDZu35XmeZ5pL2exkZWHBOr59VqB2zk1MTOR5DgCdTqfZbNbr9aIoHnjggclH+9jY2FVXXTW5Zufss88++eSTzzzzzClTpvzoRz9qNptHHnnkq1D6q1/9atmyZXEcF0VxxhlnzJ49ezIV6dxzz126dOlxxx2XZVm3242iKEmS9773vfvss89zecpvGFdfffXs2bPnzJkDAJdddlkURZPRrO9+97vj4+Nf+tKXJiNnl1122dFHH91ut3/xi19ce+21b7CRL80dd9yxZMkSz/Nardb3v//9j33sY5P+0DnnnLPnnnsec8wxH/7whz/1qU9t2rSpWq1eeeWV/f39z+VTv+kURZEkSbvdJqLx8XFEbDQa4+PjJ5988uWXXx7HcRzHt9xyy+LFiznnN910kxBickS2Ez7wgQ98+ctfHhsbe/jhh/9H4c2bN99///3nnXfe4OCg1rrT6UxOmb18LrjggsmvZxRFN9100x577JEkSRiGiJgkydVXX/1K7WeMHXfC/O/84zYuSCjyAr15/IkgiEXUo+KI8zDNW0nSrvZWiCVxPeTB4x/9m1NfqZY3DEQ88h1H/udtt1vnfC8wOkMGnGOa54yhc6Q8wcAZZ4io0fMXCW697cgwiIsbryul5/f0VqyF9niHKSjKjDNOZD0vWrdmxqJdV7/gD5c/sOhr53ySceBMCqUYZxOjTWdslk6EQezIoSMphc11nnVLlwZQFUoKT/pRlGWtMK4EcTVPO1xKzr2oGlaqIaDpGRwU/ugJJy96z1+/1nfa7QFyjoCkkDUuLVnJ+US71e5MOON8kQrgcVQJPaGkJAImGFo0zphUM44TebeTdROTJ2Va6NyQIXQcuQAMmAw8LsBjmgWe9BQnXWZF2WlniOj7ijFmjRVKWuucdWEYECWer6xOhGTKk84Cd1wbwWACnG3Uq82JMUSI4qgsiik9U0M/5jYsc2ONMsZaK40uypIVhmkDmqwh4YCMAyJO1loHQEjcERKiQEa8IKGYp9EWJJ2xXsIKMIlOXRskk2BjhcQoCDgp7LS73IdAeiiFI2IgubDESEnpKSmFBMaBTa45AyQgB4DAAVEoFoCsKXAiKceTdi5KU1qnjTVgLVihpFcJmBNN7fK0QAbG0uhoSxc2jioTaZlnZjKZent0hh577LGDDz4YAHp6eiajLw8++GBfX9+JJ544OjpqjAnD8Pzzzz/11FMB4KSTTrrlllv22WcfY0y1Wr399ttf6U/2JDfccMNHP/rRLMs450uXLr3vvvsmpwx+/etfp2l63HHHPfTQQ+95z3uyLFNKve1tb7vqqqte14t+WVQqlXe/+92tVgsRe3t7f/vb305e7C9/+cs8z7/0pS8FQXDvvfceeeSRp556qud5n/jEJ7aTsMRzfP7zn1+5cmVZlr7vH3/88f/8z/88uf/Xv/51URTHHHPMBz/4wZtvvnnhwoXGmP7+/u0nBxkAvvGNb1x00UUAIKWcrHg5MjLy2GOP3XHHHd1uN47j66677uijj77ggguI6P9h772jLbvqO8/fb6cTb3ix6lUuFUhyoQSIICSRg8fENsZgGRt7aBu5nb3attz2dIO9PItZa6DBeCwa1GBMMGtoRIMJtkHAAIOIwrKQkESVpFIFVb164aYTdvr95o+LCjWhBwRIqtL9vFV3nbffqXf3eW+fd777Fzudzvvf//7du3c/2LP+NldcccWf/MmfPP7xjz/77LNPDfb7/akjTwhx37J+L37xi9/whjdMq1X95V/+5a233nr48GGl1KmUxqIoTiUZKPXtkoC9Xm9qG/u93/u997znPdOUuu3bt3/hC1941atedc0112zdutUY80d/9EfXX3/9D3sJT7n0/OvO//rasSMo3bg5ujm8s9/d2S8jMEili7Lb2JHS0kEbpXj+cy69nz+pB4pf/KWX/9mf/CkFllIwyUDEjEwcmRAZhUZmRFBavfjFL/lJTAARLntykibhox+i0Wq2erxh9IBOKZnOLVf1WtFb+tevPfo7xNDaav93/+1/DCFKFCox48kmMMVA1WADc5SYFGW3rRzFACzml7aPR+tFt4sgkiyXUtowRknMDgVprYoS9v5UfO3/dXanp5Pk9DP//E9g5jbYIqoizVlAliZZmp5YOzmsRgOojE5QYZ7pqDFwbKMbt7WPIXrvYhi7yaipXfQOIkFkgVKiAmmE1lJLAiYm75SCSHZcD0eDyvrQKbvee6VEkiQCpXMhz8vhcJTnOcWIArtFwYzA6uT6OpMKNhR5opQ8eqSam+vbth1SOO/887U2k/X4jVturyebPgQi8t75aCOFAC6CjxxBArNGlFIKCZbYWgJGiRDRo2BvG3YqGsV+UpWZdY1Hjx7aECcGVVpqFiASaNh5dlobEMjAyCIEosAmExJAACAwAyAgAgsGZJAgGVARRI6MIiAqkyitG9tiG53jQEFrmeZpb75XLHUsUDSpP3Ji0jSRgChubo6GE2c9xIjMDMAPRTF03nnn3TcM6BR33HHH9zz/7/7u7370N7366quvvvrq7x6/6aabpgeXXnrp95zVA8mznvWs75kr99nPfvbU8WMe85gTJ048gJP64fh+lSpPpYwh4jve8Y4HcEY/BK9+9atf/epXf8fgZZddNhgMpscXXXTR91ulDwXyPD958uR3DN5www3Tg23bth09evTU+OWXX37ttddOzXJEtLKycvDgwcc//vEbGxvTE9785jefOvn8888/ePDg9PiLX/zi9AARv7sMwX1Hrrrqqh/2EhDx3/x87/rrvxErcc+Rb2zbtrdq1+p2XeeFELCwuCT00tF7Dizt6ixum1z2uO+dt/8QQyCg9w4BBIEQQmmUWgJGbRQFjkTeefxJpsJd/ARlivD+d6t4YkMop5TxdYiOsizPEv2xDzzpZa/4+1MnO6d+/9f/rBoWqe5zNDF6xlBtjJBRJWo0id2l3qTZSJN+8CE6b+uaYmRiaRAVUggmTaSUBJ6wLXq9V/zGrl++8jvL/Z8ZRArjZpwQZ0mWZqnKdJpnKjFHVldPrG8AWVNLpUXjGxvs2mgwrMcRSTA427YiBCJiJmQxBRgBgNn7wAAIgBgtNYPx2mgjctBlXqaZKYpSICJKALTWa2MAIE2S4WhzYbFLwAzYNG1i8jvvvLPMciVxOBrmeQbAIQQp5bYdK1Lqw/ZQwAEaz2QDWw+tZxchRiYbmckjSSmkkkpLwWAQUREQRGYPoJktBwfBt611IrbjNtGcmMy71spWC50XRkoMGFsblGCjpQCULIkxVK2zpHQCRNOMKCEQEAWzAJQITIzTbjXWt7VtbLDBM0JEJOYowBRpryxXVpaWtyzrfha00HnHMxw5fryuGhSCI0sBiBwpMPND1DI0Y8aMB50LL7zwpS996dVXX53n+Wtf+9q5ubkfpQLyjxN0dx357OBulqJfFLt7C6LaOFCa/ULLopckBXa2nFXh9b/zW8/SD9Vouf8BREBw3knBSsk8T5lZaemj84FiJCml1FH+hOsCXHCeGv60/+Y3GinJu5AkneF4snVpq5Du7kM/tb7WX1gcAAAR/u9/+r/eccujwJq000mT9KdfjL/w6zuPH6t+6fmfALdM1gMH9ho1b24e3rKyt67Hzo1CzDPdB7BloYFVYubSVD35fzG/9x/OLjunVUz0DwMLqLxLoTajTSHn0jyRDAJQaQkaK1uv1cJzFCha1w7bqo0ucFAIUkpAQIUCUSLGGIkIUTgbYmAUhC0hSIisxWHbFgYXO3nPJIn3fjgYaK211sS0ORjs3rOnsS1A7HZLKeW4roGlb3hjYzNNM2NEDK2SotPpNk0D0NoQJ02rVTAdsefsLW3VbKydnIwaoaJw3kUPIRrkGCMgapFoGYwAgIAUFBMTIQpCEVmCMcwiCIUQkSVDDGxZShsdI7UOpQBU2EtNniyk3VxlmpjbxqdSz/WKbC7pdrpplpOSngnIAyJIhMhAwBQxsq/seFRP6tbaECILrWtuNaper7s0Nzc/3+/2ymS+F7TUyTDiFtRw5Ogx17Y6lVJI0NJRhQgPUcvQjBkzHnQ+/elPX3/99e973/tCCFddddX9C8X7SbB2YpTwI7YszsXot+zo+Hiy9ZNeSSYJacf3t00s3nDVK592zr6HfBEaAACIMUilUCAToUSmyAhEiAJ98EJKEKyN5p98Jvmll6u/+c8jpbMYQmK6JiUpBUiBQh64be/C4tcA4O1XP/PjH/oZDqbbX1jeNv/a/7Kye58CgC0r2bs/9vSfe/ZHFlcWU90nhwAURfDBAhMKkEpaNynTVBsjazznAvn6a87vdM/kBxAiPPGCC97212+XiBKFkEJKyQCRKMTgYyRmATgNmmTme8tPM9xb9+7e9BL8rgIppz4REo1SiRJGoJwOMzEKoZVCxEgrWutIU1sRAk6jmICYKS5IIQCY7v2gSMQcQsjzTAjBvBv40UTkvY8xMtG3Jjk1pNx7kQiIiMjTWfG3PqZHCKdKagMCAgASME3z54XA6bUJIUBMm5EhMTMxAiAKlCiUQIGMwIDM040DIMC0bQ0zEFGc/mNAACKKkRBAS6WklEpKLVFKQCSKkSiE6Kf1m6YB4wBETJEX5hbO5LU4Y8aMH4VLLrnkkksuebBn8Z3keQmUM+Pc1m6+OD50mwvNQphfm1/YXi7e8bu//diVLed9v0YfD0EQEUEIIRDQGNM6K4TwIaTZtEgVU4go8SdtGZrOZOvWuTs2J8sL2wbrtr+wnJV6YzDWKvvqly56wqVf+/L15179ulcUZllkxqSd/+MtW3ad9e0nyK7dnfHouCwXU40htkKk3WwxhiCVZiQpBAqQohAoz75A/9U7Lsyy0+Z3dL8psqzYtedBncLU6nbm/6h/dGZiaMaMGacTlz7pkc/4mS/9y1cOvvRXXljHW85/VB/ccprkT3369ic+cXm63TydEOBD0NpIgKpqpESttZAQIyMiIxPExYUte/c+EGmJeVZYf2JuobO2PiyS3KQyxtDpLnzmk896yRUf+MPf/BMteloXOkkue/rWnXv/h5qia6u1hr5E0GnHuzbCyDaDNF9WRhW+Mxzdk+Rp0a9/9z9c+NMv2H/6/ZpmnOnMxNCMGTNOJxBxafnO/Rfe85uvugjgoRHG9CMgpBQgkEEqxUSIkCQpEaW5qV3lYgtIlz3pyTt37Pr//14/GohQdPT2HTvzUpgUFlbyatwopZM0PXp06Rde8J8l7EYmLQtkz1whfrthUQj02j+7vpMtdRfywcax/vxSCAOU7KiSIs+7qTHZ81+y45W/c/bi0o+zdOSMGT8u7r8Yekg1eZgxY8aM05E0zevhQMgcAFAjCKhsbZRprUPAGIFYrvzkldCUn36+ftdGr4kwqV20wdYhzQuKleBuPdxV5qVWSqeK2M3dp8ia9/T7r/zEpz52tCjnJ+P1haX+eHSnb32nbzoLsnWDy59y9h/+x7O3rGSnRw+NHyu3f/Popz71j3kiiixJUgOCQ3DKaCGBka317URY60O0KIE4xkjeRWSpjAYVlIxMUYD0DogSIWSIkYmDj5ECcTSphm9F1IAQAjH64F3wiEIpEwLXlfU2IqDRen6hk6aKgRCkDw7AS80USEoksBRAym6RLmVpnmaMopEAWitGENipJ72VLedHNkLbvKQbvvqFGMbzpU41InPVWGsDCCG1EBJjDOPJKESPCrSWPnoiNpgEDyHCZGLHVYMoGIGYgVkgA8ZeP+10lNLEAKOh3dy0tlJCGCE4SRQiUIwhhuDJJKLoIQpDXjS1T0zKDN55Z30kBkAhQCrQRiECM8VIWpk0y4Cjt61WmCVGShliGI8ne88666U//3P3UwwdOHBgc3MTEZMk0Voj4neXEp7y/cZnzJgxY8aTLn3iZ6/7FAOHSAJFiM6YxIUQbYjoCTnJUiUeIBP+Yx6Xrq3TZz5F/S0x7cjB0JdlPhqPtcp1USKiSTQFpXXnyc/6dgPBj3/4zg+/97a0l8ssJIkgrNJCpKXo9OWjH9v/9d+57KxH9h+Y+T8EOXT4xPuvvXbrfNHJsiTVIKluJ2lpik6CkprGrh8Lg1GFKupEWu9jgLYmbxmkgKROUwYO3kZXidaqROcMgKzJsScX2ZtUqkQE8s63DKyUUkq2ofEhKmXIq8FGOxn7VJvtK/2s0FmuvPfORkQirPNcRAg+1EphDEy2TPRSmnTShMtS5IkqyiTLyqbt79z6zNtuOa5MsXVXnpYh753/3993jY5r3TxoJEDVtK52TqU6zYzzdjBcD+Q8tVJDbRsiMtzxDojl8ZMbG5uTSOhCYAAphBKCwWVZ2L2nv7CcCikmVThydLRxTLgGpMQ0TZSWFGPT2KZpur18fkUg69EgtjVkSYHIbdtW4zoEFEISW5PIXr80RjZNY603Oi27XWRo62Fo663Li3meRqbRpL744sfeHzE0LbP2mte85jWvec10BBF37dq1b9++PXv27NixY+vWrcvLywsLC3Nzc91utyiKewPjv/Xa6XS0PmNzKWfMmDHjB+f3f+/3v/CZzzW1ZQrKKBBCK+Ocb9o2KRJASvJS6wfOtfTsnxbLK/yxj+4MjgdDEoqEEAxUlPMc0YML0V5wsT7/Md/uePjYJy5f+tzlnfu6f3jVUxcWH0KdEB8KSIVlblKttTTkwVuiKMejBpA7vURrUfTVsG4iRAEakBiVkBIlEkWhBUpEQF87SzEw2SoKqTSREWmR5CxiYE8UBYIQEIkAwWQm13pSj4MnIFZKJUp1iqLIM4FgK6ir2DbeunZxuTMZ1KYAFMbaoGXqgnP2JFE0ehmhaxtX11YIL7nYsbhY1e3Zu5cSkyCZ4bp/2lNf+ImP/K0WQWdKK2Wl864m0EKy862QwiiNRD44Cj4GrqJDEAQxy3UfUutC3cZIpAQqKZOkY+1wfX0sdezP53mBy8tSRjVYbwCkklFp6QGEBhUxLQxTjIHrSYuQAgNOc9MES8VEJCQaoxGBiISQwKFtbZpQkiSdYs6iGo0a7wGVjFFJlcAP5SZDRCnlu9/97je+8Y0f/OAH27aNMU47YR06dOjQoUM/4Pe57rrrpgWmZ8yYMeNhzu7duxYXlo/WR1yM4CDLTPQhOK+1ESi0MewZ8QHNBrroQkRhPvaPvuxldkLeeZPm3lNZzIe4rrPq3/77Lfc9f8tK590feOkDOcPTCKMVYFhoAAAgAElEQVRFv19oCWmimdHXxEFKkbZVVCqgJJDBFLK13voahVZGS2GEEDZYZbQ2QiLHjDj6Mitcyyi1DCrXGUr0wUEIPjAJBgJE0Cbo1CuDuYJqYmMMxmjMTZ4Xzqu5/sLFj3ni8Xs2pDDj8XB+oSOV/+yXP2oyisFRiMwRhQfBaZpL0WFuo0+qulzs7wHoB7/JICkQBTEctmftWil7i7Y+DIWJRFIIKaXzLkyCjxaQQBARRe+ji95T1dZaK6VkXqq80/Mh1nVrbWDmNNEmSbxT1g7H49akmJdqbl6nMilSGI1bRBQomYMIJBNQGhFEDGCdz9MCBSACUWAgnJaDEIiCmNmYFFhU1IbAaZIvzPV7nSIGt7GxNhgNkdkTKp3CDyWGpp0XO53OlVde+Su/8ivTEWY+fvz4oUOHjhw5cuLEidXV1fX19c3NzdFoFGOEe0OL7htgZK313s9CjmbMmDGj0+1c+VtX/m9X/akxMoRALKwlIcSO3TtMlhw5etg17dLyA90G8cLz1XjE7/1mU03sZFwV+Xyw7ENT9ugv3rD7rEcUD/B8Tl+UxLleqahNFEeWSTBNY5kQHDM5k0lCLMoOKJxUY2OkUkKwkiL6iUuUSrXREhPU3YwUpsGKwMLXXgtwwRNHitC2Fg0CCpQM6EGKSCyV0EaTkyZJIOh+f8tznvP8JOnk6dzu3eV4XO/bt/3W227ds3fH6igcOHiDEGNn1wUKRAnMxJHQCSmC7yi5oyi2z83NV22dKGmUP3DHPWkhb7v9Rh8mra8rG6VgZAwxtLZmwZG91CgUMEcBoFBGBKkQEFACChYShJRSZllGACEvNKIk0m0jm3Y4GTttsNvTSU/0Ov219XoyprpuQQSUPtVSGgZm57xALPJcShEpMhMiSCmlFIDAzEpJImAWxmRzc+Xywtz8/HyWJU09mRdLo6oKTDhVUj+4GEJEIUSWZQsLC1rrpmmstSGEGOPu3bt37tzJ92H6X75b7kgpy7JcXFycFtieMWPGjBm/8PIrOv3u3779vw4Hg/m5uf3791/5m7+9vLwMAG3bSikflLiCyy7V1747WNt2OnNVNcjTealG/+d/2bNj1/0MA50+EU41632YhJMqIXudjmTpGuesYxYhhNYHhihqNoVOexqRjcn6WiepQRBGZU3iiJo8ybIkTY2CNMYYmKQzTEGPI3vvWmcjqVHV1I0VBvMiV4qt9WKCUieRFHKiZWKJt23b9dyfebEjM6x4fcOFMEDAtc27lC4O3llfdN7z9+298P+9/r8JCG070sowCedrHQRTopOVR+x9onN6c7yuFAshx8NhJ7fDybGT67fX7WrketzaNEljDLWvHLkYPAlKjFZKAYOWJjEKWKxNnLU+hhADK20AxVQICAkgbJaVRIJZO2/app6M226Z9PqlEGlkIK5BcGQiYJ1KoxmIs1QX2/tlPt+0tm4qRhBKSiWBCREFCmakyEmSdrv9suiYRAnJKFgnpmrqCGydY8YQAvywbjKtdVmWaZp676dVKU9B98LM09fv1kZSSmNMkiTiJ19AbMaMGTNOF573vOc973nP++7xacvbB4tdu82xQ40UquhkHDf//X/a+aMoISL65Cc/+exnP/uqq656zWteo5R6OEgigVJJiVEAIzMTB6IQo29sS8hpNE2oi26qExMjIGOWJkYZciEvklTJPMmKPAMKITrrXAixCZZQ2QiNi3XtJzUwZhRCjEJEAEjbkRGy2+ltv+zS52xd3ruxPlnoL55Y20iznkCWSjGEEGzrHbtQ1bwwNx9d99x9T/jKV1dzBTEGRh+dt8LOzW+f656Vl+V82inKJMvywfBw255s6qMxrqVmpHTb2AajsY1v2onzLVF03iaZFFpN29unJjXKEMF8X1XjxgWaVH48HKNQkZgB0oxRCIEtoSAkAI4RfEu2IdE3RJSXSVVbQGCWUsksT7IsTXQCnCGVCIlpEuJobe6cA+ZIliIQUvCcddI0zdIkF0JKpSbVeDweNc5ubGwMhqMQIjM75+GHFUNTPaSUSpLku0XPlKnV5/tZiZRSxphpAtqPedHNmDFjxowfH6/8d9261bfceKxf4h/9p12POPdH8o7FGC+++OLHPe5xr33ta9/73vdef/31S0tLQogz+1lAgW3ttVCtdWvrAx+IBApJKCh43zrSmpRjBVJIpEgcRYhBC90relJhnhdGKx+itW1t28pFz2ptwE2tbZs0DaBIiFpE1zqHUirE4OXlT372zu0XarM83IQi64PQ21d6TUNlptfXNq1vUHiBXsk0eBZIZdHvlecdueu24fCOLLXGGCCkkKdm5ZFnn9ft7zAqj7EdT44Qrkq90e3ZI4eOnDx5VGJA5MZZQI7COZjUrYvRY1oUmqUUNoZJNShMmZoUBGGetA2PvSenJ60FJCElk4gUgX3Zz4siyxLVNkorUlKFiMyotM4KxUDGFIVLOp1ekqRKoLXSNswREFlrnSYpETrXBs9CCK2NEDJGYkLvPRGtbUysbSgCMY/Gk6b2RDGE2FQN3I86Q6e0/NTSc2r8f+Idu+843sv9WFUzZsyYMeMBo9MRV/1Z3jR7i/JHze2f7o299+985zvf+973/vmf//nKyso73vGOK6644lsd2c9QfAjVpDUKIkmBJsZGaOEpCI0cHYMXElEoJYUUKgRu6hZJamkAhDEGBbbe1tWkbutRM7Qeynz3i1/y851813g8GQyHX/7S9YeP3jGaHA/eS8FKJkIkedZDSGzLMcoTg5NpLlZWlhNjRsNxkRvvo0lRqSTPuxiTrMiZzHCjme/vaJoTaapMkjmbn3v248+/6Bl5UaJUrqW7D9+5vnHzyjZSqhkPNttm0DZjAFYKhcDAHpnSjpFatjUCcIxRCCZybdNKkEZpLRCVIC27ec81E4626JRpnmgtpGaTym6nzPPE57aplcJglHCtB6EAuCxLgAmCQpRl3iUCZ613MUZsmypGTExKJYI0yqqgvuVWpggxcNM0UkrnXN1MlFJGp0TkbIyRAaRSCkHCj1J08TsEzUzfzJgxY8YZhpD4oyshuI9jQWv9ohe96PLLL7/iiite8YpXvO1tb/vHf/xHY8yZukm21tvGy0wBQ5Zl46pxESgaG0YicXkPslyVHUxNFoNuYmgbL4CjZK1EsEyeIg/rpp1MKGAtNWZ6+603DZ75jCetbCm8t097ynPqenjy5Ppddx8Aak+ub0ohx4M4140CvFRKKTGpRk1bphrmF7uRqOhtTTOhlWRHic5YZiAYYHLWOY/85qEbF7fs2L373HPPeUKnu81kmgh84w7ceudgeGR145sBfFnqalRtTIaeK2NgLpMusA3IMguoJNSZ6ghQCRvNhFpiroQGlkKThMgihiwRW7d0t2zrRfBpkSaZBglKY5EZo5VBIQNBJBGYmUCSMlpqDYXyMWRZRjE664ajsL42ca0SosyyvlAqQaNM4ZpJKyfWWiYmCs6JEAIz+2CDJ4EKDSKiUhJx2px22kJ21o5jxowZM2b85FFKZVnGzFNT0Ec/+tHXv/717373uxcWFj7zmc9cdNFFZ6TLjJmrqs7SntGZlPnSQnHH3Ud99AFtp8NFF1NpSpNrnYFMJcXYjpxrUaGWpmnJ+xpwEmIkMiClMYn3XLfjf/7EdS98wfOV0hSRYnrOvn1bl7bkRRLZjQaT5S29umq//JXb29pmWRJYAYIQKARtWVmqm1F/riDvJIhEpS6IprUDMLt2XvDb/+5CpaDbWxiNXF0HljI0/A8f+qemrhcWsG5GJ1ebqlKCMURANAKjVlppkUsZRfRsvUL2GAMIQClEolViDHPCIKxj54iIs9x00zwtMmmkTjQqiOCJKMYAgEQeAAAiM9m2UYlKcylV9DFCDCG4um6GG9Xxe6rR0KWmXxYCCEKMiMAxxBikFFKKwIE5RCJiiYhMCEgMEZBQoJRSKe19mLqsAOCMNU7OmDFjxoyHCFPDjzGmLMv5+fn5+fksy/7gD/7g7//+7621F1988ZVXXhlCOPMSjaUQTVNXkxEIr42an19cWdkqNZVd0ZuTWrUKlYgag5ZsMAhBKBGBvfPNuKnG1cSGAFKneYaoY5TW1z42R44eGlcDH+zGxkaamoMHjxkdmVCjWl5aGg3HW1fKc39qh5AuxIaZKVKaaefrTkcsLnSLXJUd3etnvZ7qdKEsYb7fFZTZOgWa31hv19Y3e70i1PgvX/tmmXe3bZ+b1KtMUYlivrdt756zzz37wi1LOxmMbUOMUQgQEpVEk0hthFIYoovktTZZmiCic8EyRCFlasp+Pr9Uzi91FhZ7ZSeXComoqtrBYDIc1CdXN9vWAgeilil664J3IdgYnW3b0agaDurNjWowqBGNFAlFcM61dVWPR201it5Za5mDNsRoAR2zI4ohhEAhkAsUGAgEoEQClkoKKWBmGZoxY8aMGQ8AUz2klMrzfJpJMxqNzj333M9//vO/+Zu/ec011/zDP/zDrbfe2u12zySXGVEgDqPxUCZZUegkg5Vt/SB6AaMQMUQlIgydS5QVAHXjWmsjt0IFIaANxAiJ1soojoBBEVGWMgkcT+jmm2+95JInpj0Tg9vziO03/cstW7du7XaS43cfPfen9gbPZ+3dvnpy4/DRk8EHZ11VDYUQAKHfMzE6IRDJm1QK49JMNBVTECEASrG+sTY/Pzeqx3ffsfHlL96YZWp+oT25dnBuLu93t+3d/Yi5uU47qaSUVVVtDo9Jx7kAmQhgUkqCACCqJ56iDySTNAlBOB/zNCnzXGmhjAblRULO13VjW2sndTUeNc5FINCS045RCTP5yKZpbF1ZFVRkdi44G+uxb+poTCEgUcowc1PVVVVJwQCBmCJFIUknmJelc66pg3fRhxiJEEQ0BBIRQUqUirVmpRlmlqEZM2bMmPGAIYSQUiZJ0u12FxYWFhYWiqJ485vf/LrXve7EiRMLCwtve9vbpo0NHuyZ/nhQWqS5FspsDpsITNiIxG3ftZRnJcW+qxcmra5abwNMWle1be2ayjcTP6mjdeRYUOCASNoAIHkfJpNVazeNEXfeeScAVlW1bXs6mgzPu/Cco8ePhuj3P2rfwQN3JQmurp5YWZlnbhHCaLi5sbkuleBIeYZ5ofNUaMNCcpporbDXL7JCmAy+ecctMYaiKNdX1z/1yevKUqcmHjl2O0MrBJd5p1fMLS9s2bt33969Z+/YvjfLus658XiDvesWZZ5kyBJQhciRhQ/B+hhi1IlROWQ92VssZMqtq1dPHj9x8uSRY8cO3X3s0F0njh7dOHx48+TJumnluKYmKFRlBN2GaF1w3gsJaWaUwSQVUpFWQggM3lIMFK2SZBJUiiNbVAQyCEUsXNE1cwulyQRI75z3nq31zNNq3cIkpIw1KcODaBm65557rrnmmr/4i794IN90aoN94xvf+EC+6Q/LNO1CqdPYaEdEz3jGM07TvR0R9funa1/JGONpvXJ+QJj5F3/xFx/sWcy4n0xL+GqtpZRKKa31aDR62tOe9slPfvLFL37xr/3ar73hDW+44YYbzoxCRCyx7HdtW28M1o+tjXfsXoxcg4Qg2tZG71RSJiBVHVxbW2db51thCFj41oVAIpXMSEQx1kpI1Dr6Ks1cjHYy3ow+uBA/+7mbn3TZucePN8T05mve9ZxnPlMZuOWWI+fu33rHnSeAg0QpgAebw06eJ0YmGkJEIVEqyRRDgBhUnuuBous/8+n9+/cvL285cWztun/+NENtbXtychxwszcnE2OkgEhRSlXk2c4du72vN0bHmWsWNjjnKsVCeou+jhAFC56Ww44ICMGkxqSKEJom3HN8s66jD1hVtql99DIEvbi41aSZ0miDa1oppCAc9uZToUgnEkVgFDF6iWJSRSCw1kZmgwZFTDNpEomIsuXheBzZMWJRpAAqydS8LIUkis47F6OSSiBjIoRQUihKswfVTXbttdc+uNqfmcfj8draWpIk27ZtO91vuYcUzHz6/jxPi8mfWr3GmG3btp3KTJ5O/r4lvs6Ex8n3upzT/aIe5pyqsZJl2bQYrzFGKfXP//zPb3nLW9761rd2Op2vfe1r55xzzmkfVS10YCGMSDqq8ZONiRDSerKNsy4qhqwNlEkECEJGbUAIERGIIfgIUjMhBRklaiWypACSDQeG9TSFycgePnxoacvKvkeeffWb/+/I0OvML25Z+fv3f+CSJzyhmqwfOrLtggvO0Vo463xA731dNxSZCZQEBhaCQ4xCaGYEQES1b985g8FYIP7Dhz4wHo9s2GzqTefHC4udLO0Yo31oqskwxmUhIU3TxaWlXbv3tO3JurUxxKZyFMVo2Ng2CKmNMsJEx4ElSqlipLZx1sbJGFZPQAwpke6UO3dv27Jv7yMXFraiMlLq9c116yZShBCb0eCwUvFlv/CSD334/ePRmlatLLIJDco850BKCGCg2EZySZonqWAgFqp2QpKSkqSUJpFKCqVZyBRRTSYW0RPaNEtiBG4dg/chwoMohh7c/Sszxxjf+973/tZv/dbFF1/8+c9/froLeRCnNGPGD8h9V++FF174pS99SUp5Sg8RUYzxnHPOOXz48Kc+9aknPelJ960HdtoxreP6kY985Gd/9me3b99+8OBBKeXsVj0zmDb/TpJkaiIyxgyHwyuvvPJFL3rRc5/73Ec96lFXXHHF29/+dqXU6VuIKEShTSlEZvKtg8Fw7fiYhSSQWbGklZSmiKom8giEIkgRdKJjpECSUbSBokCOkoIQSiuphTZKO22oqScUerfcfOMjPHzkYzdmnUyCvPnWOxbm55eWt9/4r7ed88hdt99+x6FDBzc3N5YWV5AlM7atFQiIIJAjk5QKGEEQUoyNEUoeOXZ0x7blr9zw2bo9RlyHOHK0qhKWsmTCGIJtx4Ph2mBzwSRCIMQYEUFIEWNwrY/eO4ttHRFlf64rTWRtDcoAytuwudG6TLeN0WrxhT/zwj179lcVjcdNJ+8KlJOqsZ5CxH5/fmNwcn19dXFp589c8sJtK7077zyUyP2UbSzMJ6Ph0cnmLZlRlG5iqhHSpmFAqTRIBYAYAbPMxCi0kQBc13WWJcaoJOW8ywSMKJJUaKPBM7FwjoMHeNgGUDOzc85aCwDOubZt8zw/7bcgMx4eEJFzrq7r6afOOSnlfW1C1tppk5y6rkMIU6/Egzvn+820Ul9VVdOeP23bpmn6cHAFPnyYusyEEKdcZlLKL3zhC1deeeV73vOeD37wg3fdddf8/PxpauNc3rrn517222lSKF0w4HA4aO340OEDa+vrWiVNa+86dnNdryM1aZKyrBFIRUYXUGolQBudJAYwshBSS8moUEVX5YZlCevDb8AdsiiKk6vrUiV7dz1CKh7xhhF44Ju3PfIRO6pqUwoYT9azvB8ojzFKNd1gABNIgYzCelfVbuNkvXrPeqqxmhy/5ebPoWhZeJSuLBUHz9HFSI6g9XE4Gtxz/EjjhlLKzY0Tq6vHnKtjDD44JC2FTozSJk3SBBQJk06aBqWWUlkPdx8L27bsefSFT+t2VoKfM1p1ywjEMZASOUmXd9LW+y0LPdemde1uvXn9xq8eWdm2dPa+p2oNAtuVFfO+9735+IlbsmIDOWoFWaqqml2kyAEQQwRgyQRIJvggNbdtAGSWpA0pE7RSxgiJGEBFj5NxO02tf5j+TWHmaZdZAJiqojRNT98HxoyHFVMpPxVDiGitvW+/vxhj0zSnmmJ6709r6TAVQ+PxGAAQsW3baS+g0/G5OOP7MTURpWl6ymU2Go2uueaar371q7/xG7+xdevWv/mbv3nlK195Ou5XCbOIO0cVE3OS6CQr8lKk+e4LEl3Xda/fqdtqNDx5w9c+s7Z2cDI6HvwocsXI3rdl1svzHDNpQ2uDjxw1SckgWUvVBDlm3hyNU8E7du04y7XNTV/7yvadOy66cP/+c8/qlPnfvuO/5kXW7ZYnTh6RiSFKQWghkQVRQCYk9BSTptZrJ5rDB0/efdehEAc33/QVY+rA1nsrpNCYAGGw7bgaq7xwpFrrDx++Y32z1EoOhidOrB5vamttJFKJSaPVJAXKLHJhZEoB+93CmKJ1qFaWmPJOutz6xSz0YkyrcaWVaq1LTCpEVuRU1xtK6STpKiiGw82DXz9w8WMevbJ1592HjtdVs7l59ODBQVKAKcaxbSXIRGktdd04JGkDBZD1xDWT1rmAZAE5yVTWUZ68NEQxSgXAUSFqpckLJjZGFkUGD1sxBABENHUfOOemqmjGjNOFqY0EAKSU37F6p0J/enxmrG0imio/pdSZlGc0476cKkQ0TTebuswe97jHfe5zn3vBC17wqle96k1vetPnPve5Tqdzeu1aEUVT2zQpm6pqG9ftdliBFMl4VCGKahw2N22WLV9y8YuqydrhI7d8/ebPrle3o4oiJZ1RkgmQOnoKJL33EQOGoICU18KYVEHbHukWC5ura3v3nfXzv/AiJZN/vfFfzj1778bG5i//8is+9KEP/ey/+bkbb7zxazfdhJLJB62RGYQQxOiDEyKVAlaPH6vbateelfX1dv1fjyUF+tZ7b5XKGtcqAK1FjF4KDN5zlihlsqTI8zwxGZM4cuxQ02aIclLx1qWzF5f3bNmyIy+723bsHE2GNsLCwsrayY3BpLnrzqMS+hIzb8N6va60rKsqSRIGzPN8bWMNhBLSnLhnHVHdeeDQeT91NqK89v3/5G1MDDPco4YHkuKbSWfVM0fLrfUYtUADLJuqrV3btC46F0JAgCTRWqMUgokoyBBACuXaQAkhxiQTvV6SBc9o4eEshgAgTVMAaJoGvn9LtRkzHoJMfWFw7xr+7q9ON9BngBICAGae3qRTm9CDPZ0ZP0GmhYhOucySJBmNRh/72Mfe+ta3vuUtb9myZcs//dM/XXbZZaeRiSgGEKBdEzlIQGwqp7XWWiIlkXwATkwp2SgpNGa7t88tL+09evxfP/3Z/048ZCmUMkbnmS7bpokcGtsEBUbnImolJOoWaHz+/iUp9qm0dDTpdeaffOmTr/1vH/jFl7/snnvuef7zn0tBbFvZ+/Wb7wCJbdsKYIjQOmu0lFpxJI4kmFaPH33sYy/6xCe/kBXGhs2qrn1g52qIkYVUCpBYQuQQolf9rVtWllf6/XkXWMhu1eQnThzI8v555+/fs/fCsrtEAcdVa918mixsnlhVIm3q3uCk1bSguUhUQTEycbARSJgkR5RH7znubEBJMdoTJ9aXtyxmJjt+7MThQ8eTJGnbE4073F9Y6y1Uzg8KU3jT1G2sm9ZAaltom9g20XtmBhAiSRPEmBiltJxuDsmyMgkiUPTOubKQUkjAYlRVAh/UAOqHAnmeA0DbtrO/sDNOO6aWoSRJvudXp4+K6TlnAFPLUJqmp8sjcMb9Zuoym75Oe5mNRqNXvepVL3jBC172spc97WlPe/nLX37NNdecLlHVFLhtnNFGyiTGWE2aubl0OKizLCUWHIWWcTTaMKabJAlRymh275x7yc8+6rOf+/B4dLuzuQItBGXGeEKUImLRyToJGy0URRtCvPXrn37qM7YL1Q2wRUTVLbPLL3vatdd+4KJHP2purkTU62vrtrF5R8fgENn7IEBKKUFEItBSdcqOkur4Pcd27d5xy22HnLPWOmdZS62UJAIhpMRoq0mRmBgSY/Ky7JadRSK1OcLt28t9j7icIZ2MvU7n06y3uTnOi37TklJCycy1oR67VBaQ6izL2qoVkiSykIkxKUfd+NY65wOx56qahGBHw+NJAlU9jHE4rO4GsZoXTeto46TrdFVikrwMIUDbBOtdjAiglUIikKCDRCmYmYyRQoAQpm289ywFgJZKGu+DFFJLrcteVQ+U0PAwL7pYFAUAVFX1YE9kxowfgmmU9NRYUhTFd+uDUxHTdV2fAUKfmac36fSGnemhhwNT41Ce53Nzc4uLi71eb+fOnR//+Mcvv/zyd77znTt27Dhw4MBp4TNFRAmaAsYAzkaBxllC1G0bQoC6dkyi0+nbtnbBC8V1HYxeytJ9z3nmr196yS8ptWc4xBgwUAREYlAq1coUnTRNdZn35rvzu3aU3/zmx5XaTABC244H4yzJ+r25m266acvWRUQvMCAEin6aiAogQiAmRkQUgABFVmRJPhxOznvUhRvrw7WTm03lJGqJGAO1LjjnJKKE4Jq6bVzdButFIHPiZD0cxE5n+45dj8qyLSEWMShnY/SMjNW4mowrIKpGo7aaKAF5ZgRSkhgpVIjoAliLG5v1ZGKlVMqYvOwOx4OySwfv/HLTHrLxxqBuYHVrhMOTycbqPaPBehyPHCOnudGJyAsduGJphXJpwlpHAIfAiJCkCSMH4rbxtqXosKldCFEIyZEkiCItE5Vnphv9w7s3GSL2ej0AcM6deQ1xZpzxTPVBWZbfIQ6msRfTeLgzRuiPRiO4z8XO9NDDgammn9aqXlxcnJ+f73a7r3/96//qr/5qc3PzvPPOe93rXnca6KFvdcES1lpjDIBwLjKhbQNFRNAYtbfS6IJijOSlYiLWOmUo+r39F1/8vP3nPXV9kycVjMfWOeIIIFAoBBkJIiIKEToFHbj1CwpG3U5I09i0w4N3HHjsYx9jjCg7SWQLGKep8EhAgYG/lZonBCgNSZrs2bNHSu0sEaH3lOgEGWKMjbVN01ZVlWgBMXD01rq6ibWXq+sNyI5O5oYD6yy0bSzyLrIarFeCk8nINpUfrk+akZVsiiQPsUVBbdta62JkpVMfuG4ds5QiUVrNL8xtDNZANpuj22p3a+SDpG8XyZEkq7ViJBG89F6i6BAUxuR5kQkDOoU0Z6GslC7RIdWcJTJNlJZKCs0kYsQYyVpXVU09qYL3Ssk0NYtL8/Nz/dykiTbwMBdD8/Pz0+PT4I6aMeM+TIsuAkC324XvEgeI2Ol0AGA8Ht+3YuFpCjNvbm4CQK/Xm8mgh37FJDoAACAASURBVBVTPaSUKopibm5uYWGh2+1efvnl11133Z49e/74j//4CU94wmAwIKKH8iKfTCYUY6JksLZIDRBpKfI0id4DkQ2MiIjCWQoOjM6ctRQcMijdAzk3v7j/nP1PP74KdWOaSXB1W1dVY1vPIWDrqEqTEoJKlb/9Gx+/++gX89Lu37+708l6vY5zRERaaSmERAYAYg4hIgopkWiaYs8gYpIlnW7fBy6L/sqWlU5eGIkxhKZp66atm8a2jWSSgFIplDmoeWnmAbshZi7o4aCiQEYLKVTTuLb1o+EEGIVUhGC9dzEalbSNQ9BSZtZBjGiSrOyWeVEgqm6/9/Vbbrr1tq/v3D03nBzozY9NvlpkRqESSFIiCsVsnNfWK+aEoo5BCCWlZqVjnmNeiF4vXVrszXXz1BgppRA6Bmhab9voA90rQMXOHdvPe9Q5W7f2F+aLPXu2zs934GEeM1SW5fTgVPbNjBmnBcw8HA4BoN/vf4exZGoZmnYUGQ6HD+WHxA/CVMytr68DwNzc3IM9nRkPAtNw6VOJ91prpdS73vWud73rXW9605t27Njx4Q9/+ClPeQo8JE2GQoDWZjQezy90hZdNa9M08T4gotaaiFA23lORl0LIpnYmSW0IQinrGhti3cRud77o7L3ggmccPPDVXtcFt+5t07QyS2WigSOOKpeKIoYhymp9Y+3/+cyRxzz22f1+3u3liCiEmoxrrQwAAHMIrCQQErNkmIqMiBilgrquTBr37j3rxInbSUGqJU+gJwxKXSZaS6EVKimVMDt37huOI0WkyJF1p+w3jUOBrq0BCCWBiCZVgZ0xihkGg83gUQvNpBGVbcEkpUkUSggxBk9N7b5y4xetb5NUVvWaTutI60XHj0chOKXlsmTlyYU4igCeu8MJJCa2TYyBAChJlAeQIJENk0IEBhxXbVXbxgXvggAplFS6RMCVla3nnPOIotRlmffndVrYXj+Bh60YOlUMXghBRCGE0/2ZMeNhAt/L1FiysLDwPWOGFhYWAGBjY+MMWNjMvLq6Cvde7EPwgTfjJ82pqOqpoWjau+NXf/VXn/70p//1X//1BRdc8JDtyscAQuRlKVfXRnNzPalF1UzTGjAxSQgerSly6VpvtCLjgSk1SiIBRySe6/WG46HWS0rbZz7r/Os+8bdlUVaTCVCdqkyVBkBurE02/j/23jTYsrK8+77u6x7WsMcz9kh30yCogIIIKMaJJBoIakSjRitWpWKgopUPDoVEjWgpKtEqNUriFEvfOAYHfDCBOEajrcYBiExtS9P0eMZ99rSGe7qu98OOXbzq87xPYhKB3r8PXb3XPmefe9Vee6///b+mqlQcohsH1CzS669/70W/9XsAlfcO0aS5DlRLlkyKokAtmYklIU8CX4gorau7My0fRo94+BmrS/tRSEaXGGg3OhLTPBEmiVFBwOz3fvePVtbCsSMrtCkFloqFyZrLy8uzs/M2hqJfoUQHlkDkedNayyzJaQXCyIwUVmXd7jaSLBkVBXiMMbqa77zz9hKL1vycwrr2RygMM9nxVUFlwcCEzvnK2hBrqIDqKqIC9lgOVYwgYlSpVUgeE4wpUxaIRuP1YVGPq0CEwEIgSiFAuB07d3a7XabQyEyWQFXXzQa22xmc4GGy4/WZ3vtf93KmTPkPcNwsWVhY+EV9IIRYWFgAgPX19Qd4BOH/zGTlzHzs2DEAWFxcnCqhE5lJr+osyyZZ1d1u9/TTT3/f+94H/98Bdg8o6grWN0YhQqvZsdYTUZ6niMjMxMQMQuDq6gaxAxG1Tpmxrl2aZonKOq2Z3uo6gmY2c3M7xiM8//yLa98QMilGZVGQrwUDZ230PB5VRVH74XB09Ojh/mD5c5//VKORThqWWmuTRApkACQCIiCKTAyCABAYmEArmedJnufz8wtSaiEEMHearZl2a7bdaGSZlLqowiMfdd5ar86yOQ7oKu/q2hgTIyGqEMi5IAgTk0lUKERVVYiy3x8GG5tZJxIz88KmxSTRdWW9I+fjyur6/v37TZpmWTbTzU/a1lpb2i99aMi8qWda+SwTO1eiiBKBGQBUYlJtEi2zGKWzEEiwYGVQafbRF2U5Go5Gw7IY18ExsNBSA0UQcaaTZxlmOSLGjf5Kf2NFQExNIhjghHWG4GfmECLGGJ1zD8wP0pQpv8hkXNfa2hoAbNmy5f764LjluXnzZgBYWVl5sF/Yk5OdlNZv27ZtKoZOcCYW0fHGjNZaZp50YH9gXhsxhpXlFSXTLNdEkZmHw+HCwux4XI3H4zRNkwTbnZl7Dxzetm1rjFGAtHUcjzwK48oAYOrKVzbY2mslGs25R5/9tLvu+EedCVfLYd/n3WjJqVR4F6OHqnZVZWvLIKxUhj1676qqDCFokwAIiszEKCUAoJCAAoAAWCklEIgDInhXawlaK5QKRRTCEqMPatPmU+bnTj58ZGXLlnaz0aorFyNJNCFEIcRoNFRKIiAixhhYCB/CYDD0Pi7MbiqLEo2ZmZkJkWtbOxeI+djRo/3BcJLAtDi3OcXh0sFb3XC5nUnyodVoJWnKImyM+iCEYGjkeWe20WxkKonsPSBGIgqh0ZCopYxGGplERanJkno0DiiUFKiNMlImqex29KZN7cW5ppauLEbGtKTPRqOi1Tqxmy7e3xmaiqEpDy7G4/Hkit22bdsvdltBxO3btwPAkSNHjofVHpi3iv9fJmJocrLz8/MPitYyU/5bmcj9SeF9mqbMjIgPWDEkBDLwoUOHFzfNZllKRHne6PfHCwvNfp8Hg4Gv07yRbN60yTsvZWK0aLdbVVW1Wq2yHOdpo3I1cyjLutlqhKiV2r5jx2OXDt9S16UP1hIkLWx2MyFEz46c99b64dhu27pNCCGlMsYAMAMRETMQA4NQWgEAMzBP9CUmqXFBO48CQCmlMKY6ZwKULDASY1ngb/zGM8alkUr2en3nKMuyXm85STLvHSICsFIoWE4ka1mV1nmtdSPvlFWVtZpam3FRhsghhHFZr62v+RAIOEkwUBj21ud2+7uPfF/5kaWkszgHDIJFnuR1XROhJ6sUUgzRx6xprKe6dqNxqVWMMWVSDFIqpZJECTPbocHQ+QhSyjSRzYacn2vtOKmzbXO32UiECM75qhp570PEcVHDCSuGjpcfTyqQ67qefOE+MD9OU6YcZyIOJqXmSZIYY35paf3JJ58MAGtra/7fe7I+WJmc76T5xeRkpx/SKfCzrOrJFzg8IFOnJzRb+MhHnFYU9sjRY8aYEKjVyp3zKyvDxcUWIh746aH5hbmdu2aXl/sCYrPZ6HQMg0szzPO0dJWtS44xhDAYFLZWaaZnumetryx5vy96O14Jc9hVhrOm0kOsnXXBp2m665TdIYTg0VkXAgHjvw9yJgBGAQJ+ts0QKASCSXQaMua611vtNBuJSTk4ihDZR45lRRc8/mnN5kllXTdbPBwWKBRFiJFjoLq2Ssl2u+29TZPEOhdCZBJGp1maMwhlhPNhOBozC6WT3mCwurYuEAnIpAYTXpjpzjXNj37wIV8fMdpYyyurq61ON8TAzM28A4DCF955Dl6ygADEKKUCwEhYlBGFBpJCoDEGVaN2lCe6tD5LZbetZ2ezXTvnd2ydaXfSPNUxuv6grko7GNSBVasVYJozNNloHjhw4AEbcp4y5edg5n6/DwB5nv/SPTEibt26dTLKvt/vP6gv7MmotckpTKcpT7k/4n78utfyv6Uo43Aw7Hays846xRiVZan31O02nXP9fh1C2Llz19Kxtd66W1zorq2tlWUViTrdtLexkuU6TY2UEoVIE50Y4zzVNa2tqR07z2NhIlFd4sqSHfRr651OESS74Agoz3MAruuqruuyLIgisAghBM/BE0UQKBAVAPgQQvRERBQFQKLUpBejVgpRAIAPgkR65pkXrPUq76XEFEHGyN5HJXVRlM56Y1Iirmu/vr6xsrLuPWmZaUydjVVlgWVZlpGp9m5UFv3+oN1uV7ayzta2ql0FWPq43N+41+ggEIRSlXOrq6srS0vFuBQsyYtG1lACyAXJIkHTbXdmZ2bTNFcy5aCjT4JHb5mZra2MEt1uPjuTbtnUWpxLd23vbllszM1k3WZqFKIQFGBUuPV+0dsYV9bDCS6GpJQPf/jDAeAHP/jBgzrPdMqJw/0ThhqNxi8OJZiofCnlpF/z+vr6g1foT1YeY5w4Q5NxHA/kO9+UKT9Hnkud4Opq37rQ6eZZlpTVeDAYb9s2DwCtdrO29SMeeep99x0YDv3i4sLa2lpdO62VUtIHp6RuZM2ZzuyWTZsFk0TUylinUG3avPVMqWaUMsXYrRwbjcYVY5xfmElSSSIePnq4dlVVlUQcIxFRjESRQmQiiJHg34cYgkRhTCIlAhBKUEqG4AEImbyvvI9SNc8/76Kygixr9/tDW3tbeymlcw5R1nXdaDTbrXZZVta6onLt7oxUidYJRUFBKJksraw5H10IIcZI1Ol2a++U0SZROpHNZpoZ/9O932znBCR95MggACk4H521LgYQLFOTLMzObZ6fa6d5u9HKTN5ud1uNdqKaEnKOaXTG1qGuXYjOhzJL4+5TF3bt7Ow4qbNta2e+mzRzJVHY2g02qv7A9Xrl6tpoabVf1g5O2DAZAExuGBdddNEPf/jDm2+++fWvf/1DY6rllIc2k04Qt912GwDMzMxM6o1/0RlSSrVareFwePjw4XPOOUcp9WBss05E3vuvfOUrAJDn+cQJ+3UvasqJCBFdf/313vsXvvCF/6GL0AdKU93pZGvrPaVUp9Oem+v0+4Px2CWpDiEsbmpVVfXIM089emR5bnah3e4uL603GtsaeXcwKtbXNpzlPG8hiFajUVbVsD+QJu3145ZN59+3fz/DuCxHvb4N3Jyd01mWbN66cGy5v76+TDFqrTZGI2AxcViJ0NqYZ+QcAxhmABDMrKRMU1nXBoWRzYaz1iKU9dgRAebjYTj77AvvPTgS0AOg/nrfOaulqevaOaeUEkKORuPRcCyE6HTmrIudRnOjN7DW9/uDQDS3MK+N6o97M92ZorJVZfuDvg8WJTfbTSVoJhd3DH6aYJCm63ygEDWgQcFG9Qb9cRkynXfyfKHbnJtvoQYJ0kWHgFrqGhyT8pVQqJCgrmoBCjCefMoWk8uZdjLbTbutPE+NYCqKYtCvlpb6y+vDw8c2RrUFpWvr4YQVQ8dT8J797Ge/4x3v2Ldv35YtW37di5oy5f+WibJ52tOeprX+pTlDSqmHPexhR44cefGLX/xgFxCTk33e856ntX7A5slO+R+GiN797nd//OMfL4rizDPPfN3rXvfoRz/6v+/PlWX5ghe8AACe+cxnTtq+/1+iFaaZcta1O5lEtba2liRpp9OKkarSNptZWRVZZhBp67b50bButVIhYGV52J1pzc62i3E4euRIIw8LCwvehkbWHPYLS0MfdDFq7Nh+9i237XNuRNEM16pWQ5gsz5vZVpnNzGxHBKVVmmYCQaEGwUIIZ0OM5CwBGYGCCRBRICAKKUXwLLWKMQQvQAipBMqsreekbHg/FEiIaOsKQIYQyrLM81xKWVXVYBAAZWKS8bhs5M2lYytlWTNDZe22k7aDEFVdEVNRlcyiKsZGKx+d1DJyaGRmsHqvEXUzzWxNkx0fgxTIaZrKwtvas68bJiXmQFEG4Yq6Vw3G46qura99njSYubbOe49CZqmcmWs3mmpuvjHXzYwGo5nJV9avr41WV8eHj24cWx30h2WUyBhDPLGn1k9uGJNOFXffffe0CfWUBxeLi4svfOELf+ns7kk7lte97nXf+973qqp6MHpCP4cQ4iUveclEDB0/eDz2N5VHJxqj0ejMM888ePDg5OHdd9/9+c9//p577tm5c+evd2G/SKKh0ZJaC1cLIl6cn3GWhhsVCkjTzJbga0mOu3MakdsdqCrX6qSDgStKn6dmfnZmtDG87/BRrVUjb6+trgPJVi598IO+nZ15eIzz7IedpmmkOZdJQY4l1s6ec87ZnkJRjNKskSYJIsQQgYgDUJRCCMEihqgkEwGikjI2mom1UaBygZXizKRago/6MY96wqEDPVdhjBZIxsACuC7qelx2Wu2yrqynJM077Zm6drYYlxsrtXVlVbVnuvOb5wN4AMibWazAey+lnOl0GHBcl7Uf5y3VyKu7vv9NZ2Ol0MaKOBZl4aWiTEVHUmFw7H3oj8cmNzQURMEGu1avO+e9tUQhMOaN3BP7moiCzKUydaep55qowQmSdcXjwvZH1Fsvl1fH6z0/GEHtheCoNClJcIKLIa11o9H4yEc+sra2NqnPnH6rTnngM4nndjqdTqfzix1WJslwaZpu27bti1/8YlmW4mdD7B+MTErJms3mwsLC8ZOd5BJ9+tOf/shHPnL99dc3m80H7wlO+U/wZ3/2ZwcPHlRK/dM//dOuXbvuvvvul770pQ/Ma8A5cs5pkyaJikE45zHQzGzmHQ/64yRNlNFFWZV1ubjYiSyyNB2Pq8WFxsryYBxsp9M6/eG71jb6w9HA6GQ8Hvf7gznZNiZhkM6Lpzz52V/7+kebDcy1RhJV6QKRLUJVWi2Vs+PgIMYAAMzELJwLAGLSelEqSUSutiEQSpQStUmC97V1iTYxMqMSwijTGA3rsggAimLo9fqNvFHV4253xlrvXEjSXCkdQ9zobShAitFam+a5MgaVVFoRxNrZEMC6UFa9qiyt84DQ7uSdVodCbzQ8JtDbSkaKznnnggMXQIM2kVBIRJSRqNfr1bUSFCtvnQgMHJ0A0GnebrRy5qiUCL4GcN5z8KYspFaKWAwG5dr6sDeiwcCNi+gDRpbEKJiFUlJpmIqhVqsVY8zzfOoMTXkQIaXM87zT6fxiaT0AIGKapjMzM4j4EHCGEHHSdPh4NdkkAeIHP/jBl770pZNPPvlDH/rQM5/5zOlm5sThrrvuAoCLLrrooosuAoDdu3ffc889x8vsAeCb3/zmO9/5zpWVlXPPPffaa6/Nsmxy/MMf/vD+/fuvvPLK9fX1v/iLvzh69OiLXvSiP/7jPz7+iwcOHLjuuuu+//3vSyl/8zd/89WvfvX9X/Y/AbOo61DRUIiQpVneSI0RRWEZcG6+aW0cl85kaZKotfUiTWSrmSQ66fdGW7d0DxxcRpTtdv6I00+5/fa75+bmRqOCiA7dt7T75JNNqoWUeXPn1m1nuvJeiUESR8+19Uzyu9/+7qm7H0MUUVKkACiYBQCOx2UIXRDROUi1jARaa2tLgShAUIxCyJ07T1lduk8KBBDt1gyDKUrf71cAmOgUQUrURVknaUZEk5lx49FoZWml2WyOhgNgofN0bmGRgGpnbaiZyUcqhna9v0boTaIjhnarwWCNirHs53l0zq0ubwhUApQLkSBEydHFGJQCk+nEGAVsybNW2DRpHai2llmBgizNm1lDaW6mwjpdjUdlMe6JGLw3ypSlX10drfWG/QJ8lJEkShOJQAAK0FpJJeAEF0OTihutdafTmVaTTXkQMQmEJUnyc5GjCROh32630zQNITwExJBSKk3T4zFBZvbev/KVr3ziE5/4J3/yJ8997nMvueSST3ziE41G44FpD0z5r6XVagHA1772tQ984AOXX345AByXLDHGiy+++Mtf/vLk4Z49e97//vfv2bPn3HPPBYA3vOENhw4dOnz48Cc/+UnnHAB8/etfv/nmm6+//noAeNvb3vba1772+Ofla1/72nvf+94jR478KiJbopCshUSlOUYej6zWJkk0MFZV5YNrtlpCymrssjR3zq6tld1OrmWysVEtzs9vbPS9TRYXW6fs3nn06NrC7Awy//jf9m6s91mGU04/1Qf12HN/+7t7/h+JBRJJVhADRRpsDLRSUhJRRBRay+iAhLDWMaEQEDwwiRBiDDH6IKWKkYnERm/DOR8DlSHUEDdtmSvLOC48RXTOB8cxxt7GxsLCopQ4Ho+MMWvr68xCKbWystJqtZrtjjFmOOpLo3ViSCAAF/0+St60ecFTjAJSChDLRoapqg6v3COoQPZasvfRJA1UaRWKOjgiQYFYkFGEKBJtmpnJkyRLMiYcjMuRK0AjCtJKNBsqah08jAUPBqHfH40GNaKpHYzHfmMY+6VHmSBKBRGAtEZlQGlkOLHDZPCzO8okpgD3S0GYMuUBzvFhMr/0a3ry1EQqwYP/wp6c46Ru7v4HhRCnnXbaDTfc8J73vOfTn/707t27//Zv//aSSy75uZ+c8tDj6quv/upXvxpCuOKKK9785jdfddVVL33pSydPXX/99V/+8pdnZ2f/9V//tdPpvPOd73zLW97yhCc8YTweH5/k+tGPfvTpT3/661//+le96lXf+c53PvOZz3z7299+whOeMBwOn/WsZ73+9a+fnZ299957n/KUpxw7duwDH/jAFVdc8Z9eKhEASI5qVNZJYkJwRkupQEpg0FnDjIuKSScp2roOjhDUsB8o0qbNWVnz3OxMvz/qyM6uXYu93jDL027snHnGGYcO30fKLi0t79xxkk7mtm47NZT3gq8sSBtijH447G/01pTuAAqUgCgRoxCiqmwIJASHwEQIDCgEEwFADEEIsba2Wha1D56JweSbNu2wJVSlq4owPz+/urqGAomCEHzkyOHt27eurC4FIgDEBFutVmemW1Y1A2zetjXE4IJzwRHH2YUuEg+Lsrc8GJU2S1UzDXlC3/v2jYPejzqNgiILptRkWZZFIZFgbVDEiL4ObEQaQ20jCtQ673S6jaSBDFlq8lo6cFlTt5qoVEgkYt4SwsQgxlz2eoMQgnMiRh0pBQCltWACBiGiVGASSfTv8ydOaDEEP7ttFEWR5/m0hcmUhwzH1dKveyH/LUy2MY1GY5I+deWVV1588cUvf/nLL7vssmc84xmf+MQnkiSZfpwfwjzxiU+86aabnv/85w+Hw0OHDr3sZS/74Ac/uGfPnizLrrnmGgB4znOec8oppwDAn//5n7/lLW+x1lprj4uh3/7t377xxhu11jfddNPCwoL3fs+ePU94whPe/OY3H//I7NixY8eOHQcPHrzlllt+laUyAwMACSDT71WDYa/TbZpEtduZUlJrjJwAI5MMLmptgmNrAwo5GkFRDDudZqfVGg7H7VZj186TDh9eajZyhSbEanWwvHT0iBT48NM2nf/Yp39nzycjRUKLijzboiwOHTmwfdtpKFIpZSTHIAA4hIBCOWe9Y+8EEQZvgTl4LwBWV5bW1tequgAA4iCFSZNWsAkHXxVVaLksM+vrG9u2bxuO17dsXdh/7z1zc3NSyCTJEJUQkplNmkaio0ePokSUQiqoXG1t6YPtdmYee+5ZSurvf+9fdm2bveuOr+298186nUpLp4RUSrUbrVarq/Jso+yN6o26BmLvA5Y2NrN2YlQMsRhXzbQtyEkRGqmYazZ0jsoI6+vaWh9iXYvIxvo6xrSsgo8YAoQo0yRBAVoprTWABhUiW1TKuxO76eKESdeW3bt3P+c5z4kxPtj30FOmnAgcH001mV7ebrfPPvvsG2644dnPfvYNN9ywa9eum2+++fgQjykPSX7nd37n8OHDn/70p2dnZwHg1ltvveKKK5xzt99+OwB86lOf2rJly5YtW0499dTJz9+/jdxZZ501MU07nc6uXbsA4PDhwwCAiB/60IfOO++8U089ddeuXceOHQOAXzGdVCAACJSgFDZb+fbt22a6nWajGbwYDuqNXmnL6OoomBt5qo1ATUojIBSFZ5aDQVnXvt3KVlbWjcG5uZnBYEMgb96yKZFJOR73VlZu+cGd62t80kmPiVJHjEFYkL7RSYajDYYwUXdpkigFAFxVtfeBSXgP3hEF4W20dR2sLYvx/v33ALDWmKZaK+y2Z7rtGQ4wNztbl2VRjvv9njY4HPXKYrS2utxu541G2mw2tNF5ns/Nz/kYnKuZyTk7Hg97vbUjR44cO3JoeflYURaD4aqrjm7dTE/9jZN/fMvNe2//RiMPVTWuPNSehMA00Qtz3YW5zpbFhW6rrSQYLZSk4CofauccAxRVvbS82uv3rC0SFdsNbGdSQizG1fLK8OjR/lqv2hi4jUEYV1DUMBz7ogpFWZONIkIqTSZ1grKV5FoaiJIiwAnuDE2U0FOf+tTV1dXLL788hDDNwZwy5UHB8aK5yfTySUzwqquuevrTn/6KV7ziWc961rOe9axPfOITSqmpRfRQpdVqPe95z3v6059+wQUX7N279/vf//7x3exjHvOYxz/+8cd/Umud5/kvfZH7K+YXv/jFf/d3fyelvPjii3ft2vWxj31sMvfmV4KAYnTBgyAUyCCcR4mSGVEkEiUwcOTKe2YCAUmCpIX3FFzIdeaiK0uLKBbmZ1dWN+bmZnvr2fLyyq5du3eetJsiF6MRufSu25ce9sjFwgqW0WQIKtVW9gZrzNE5BwwSESUwxKoqvQ9E7GywNf17Eh6BEDjo98fjEcpoEoXGKCVarXa72c4MF+PYaOQUfTEebjtp++racpaqdjt33o/Gw1ZnptlqOUdFUTWbzSRJyrIGZsAUgBk8ynkhxcZggLJYW92755sf2f+TW9pN1cgsCs4aM4yRKAolUYCSgExGyVYjty52OwYZXVkpLaWWIVL03tdFJW23rY1OMimkhOGoWl0dHFsbDIexrgWT8BHqyoconAtMgplznWmQggRGEAKD5eDYUuAo4UQWQ5M2/3/zN3/zne985/LLLz/jjDOmztCUKQ8iJnpo8q9SyhgzGo3OO++8L37xi+9617s++9nPTu5nT37yk6ebnIcYBw8e3LFjx+T/nU5ny5Yte/fuTdM0SZKTTjrp0KFD3W73rW996//u17/xjW/EGKWUhw8fPnDgAACccsopw+Hw4x//OAB86lOfeu5znwsAX/rSl351MSQNJCnmmBBziAQombi2TFFYS0wBgZmJBadpojUBgVRoUqqKGCMnwq9R5AAAIABJREFUiSFKra1csJu3dnpr4x07t8col46tzS902+18brYlRXL02OG67M50H742GErNRtZo4sbgPpSxKCqUGKOXSggMzlbOBhDCuRiDRKQQyJHTQvcGPYFCUEg1aGlKFu1mezQojUoO9Y6kCYzHvdnZ9sbGKnHZarWragginZldYNSIZm6uhVJ77xlZRZpvN5I00UoCWefHUsad28wd/7bv29/6EoVetwNC1AihmZsoAqaSA6AQFuoqljLEYTUC5nZT51mTGatMc4gCJRH4uiKQphFRKqBYh1gO6yO94bG1wWBYeyfJKx85EJR1FEKCUCH6xGhBwBG881orpVRhq9pGS9FHhhM2TDZRQisrK6961as2bdp0+eWXT78up0x5MDKpNcuyrNPpzM3NTQJnr33ta9///vdvbGw87WlPe+ELXzgpqZtudR4ynH322WecccZVV131gQ984LLLLvvGN74BAJdccgkAvOIVrwCAm2666dprrz169Oi+ffve/e53X3jhhfd/93/4wx9ecMEFf/VXf/WUpzxlEj679NJLj2cU3Xrrrcz8oQ996J577vkvWKtkbay3RQg2RDcqB4WzdahssIwklPAigpaMalz50ZBHRRiN67J0iUlCjEURqyqAUEojCD8zlzH73bu3gggbGytbNi/E4Ldu29TrrR68d337/GMlzDuLVV0kabXW22/dECUIQagZUCjNEMnbYJ21LkBU5CNRdN7ZWA6rAQiQkp0dofBMIU9zjtBotJaXl0DQaNyXkirby3LMW7mLsTsz2263tmyea7elwBHKUZK7mVm1uCVrdiHJfWdWtlpx50lZM+1/5R+u+8G3/r5rrIZQlzZGEUlEojQVrSYubm7PbZlVDTXy4954fTAaAkCiRGbQJJhkWmrNjMEHQSTZRaprV5W1XeqN9y8N7lsr+mUEkK20sXVx03xnViszMzs/Mzs/251pZFmiFKJMTaqUZuDIpIyWWvtIk0ltJ6gzxMzW2rPPPjuE8NGPfrTdbk9q7B+qCadTpjyEmaSKG2OklJOOA8Ph8IILLrj55pvf8Y53/P3f//2ePXuuv/768847b7rneWiwY8eO22677c477zx+5LnPfe4b3vAGALjiiis+//nPf/Ob37zqqquuuuqqybPHhc6Ec84559Zbb/3hD384eXjNNdfs3r0bAF796le/9a1vveaaa97+9rc75570pCd985vf/BWXeuzovv91wz+e9cjHeBJ37b2bWDz6nMfu2LGLiTkAgCIyVeWEQETFhCEIZoghboxKrTOTSgQRgqvK2OnmCBDDaDBaf+z5p9x+2z1VwQKyunILC/PLyyuuHnbmtu+/78edeVhd6QtuHLjvnlN2neu9UypxzqNEV7vxaGxyEwMFzyBIgOQYJ0NUtTHkysjei6AyBejG5fqgN2LAtdXB7Nz88trhuYU8glrbUI886yyTQDneiLySSBeproZ+NK51YhrtpjSmDnTwpyv777lj/z13DPsrnU4zzfRo3AcURFA7QqAYnDJ5U2Vp0kgTQz5Ya62LUqkQUICuaydASkJmKZjDJCkJYiqlkNGTHbthv7JjF5BNM0lzk2lhdEtrbQKroqxRgmk2JXCn1U6UJCYWxEjMUUmPBIIRTkwxNJn++Id/+Idra2vvfve7t2/f3m63syybVuROmfIgRfyMyQDmSchMKXX11VdfeumlL3vZyy688MLnP//5H/3oR6dZRA8Bvvvd795222179uw5evToySef/KQnPemMM86YvKdZln31q1/90Y9+9I1vfGNpaWlxcfHxj3/8WWeddf93/KlPfeonP/nJz372szHG3/3d3z3nnHMmx9/0pjddeumlE5/p0ksv3bp169e//vXJs3me33jjjTHGRqPxH1pqtL0f3/rVn9yxp6hsIHKBbr7po1madzpzJ23f+cQnPnX37nO2b5svilIKqG2IEb3HIAhbRgCEWAfrjUqVaGyseYmjrSe1ZubNgXsPP/rsU2675SBA699+/KOzzznrJ3ftjSEoMVsXbFIPUlel/+53v71715mBA0AiwGmUjBy8z0QaAsXIAjB4HymEIKRSRMQQQDoXnTKNsu6vri1L3srgx9VaWy52Z5t5o/mw089Ak/3b7V85sP/Ocx99zuZGu932EKx0YVAv/fjOvQfuOxABBSpbu43e6raTFjYvZoE4eEtEtvaldY6jUphoocahPaeTpCFEZI6RIyATR1RSsOgPR0Yao1IgjJGsra3zkckhgILCW0cElGQqAxSSBZIwqZRCWesVIiSGQ0wxTRPTyhuutgLBBh+CdxSc90rriQVywomhSYDsy1/+8uc///mnPOUpT37yk9vtdrPZnNpCU6Y82DneYEkpdX+L6Ctf+cpb3vKWT33qU3v27Lnhhhse9ahHTS2iBzVpml5wwQUXXHDBL31WKXX++eeff/75/4dXOP3001/zmtf83EEp5YUXXnjhhRcePzJJHgIARLz00kv/E0sVwI0MpbBJAjFAWflGkmZpkmbkqiN7vvWF733/W/MLm1KjmCFN8vnFrdu371pc3IQqqyo/HIwpk76y5DMNmmW2dHhj647ZHTu2rK8PH3P+jiOHVpyb23vnj51jAaJp5mZbWxiOxCiQ4eixQ8ur9wmRKSWVQjTKlzwcDdI8LcbsW01UgojSNIvspZRSiqKyLlrgQLEUYNeX16vK9YcHZha1NPZhDzsn0Y3DR+4+uv69cXmg2VEUeyIm7GNdl64WdTlKFbcy3R8VpY1VaTVK9uSZhJQAJASnWTKqKiJReiswiUE4C8NBlabovR8XBQiJaHwMIZAjRokQIsXoXRhXlQ+BpYgOY1UrBQpRCJmIBBGBIwiqgwUkYh6NBlVlmTkxSmqMEESCAqIPtvK148CCUQuhT7wO1MxMRCsrK5dddlmWZW9/+9vb7Xar1ZrMPPp1r27KlCm/Kve3iCZZ1ZNCs7e+9a2XXXbZy172snPPPfeP/uiP3vve9057EU35H4CDsKVtZkoIUAoxVQDSpKaRpzoxQjKZYmPjJ7YuQESB4o6fROvJBzJpa+euR174uAvnF7b7sdxYLqpaNJu5wvnlo25+U9rpWhDDk3Yn1s04X9537zEp8eD+3iW/9Xtf/PIHdYIsQ7eTHDp07+ZNZwRH2mDwIBGqauzcDMhYV7Vp5N5zjOS8y9MEgISIzGRtnScawVMoV1dW07zy3j78tKcN1sOx8s614bcx22vMeqYWY+iPRt2yrKp6MOpTf9B31goEpaX0zEKAUJ6AIiB5jCHNjBAqSUxdlKgkKolauzrGFGzlrXfeE0FEBUTCMbFGL2Ig9p7K0lbOMYBgQWQDxgRkIpVBMBq1UrV1dXCMIvowctXIVmVVMUEOGWhhh2WeZy7WQXqvrAtOak0hSHPihcmYuSzLpz71qUT0mc98ptVqtVqtaYBsypSHGPfPIjpeaPa4xz3uK1/5ytVXX/3hD3/4n//5nz/72c+eddZZU4vohOIP/uAPbrnllslEs/8ZmGB9bYM7WbvdzLJUC0qSJGvkSZaw4MjsjbX1WKckRMzyRKCsnF/f6I2rY7fdfuiOu7++0N1yxsMft3vHuanZtLZatFszrW5y7Mi42YnNJo9DuWPnnPeuqoeH7zuIZI7ex1vmd43rpVYTrY9HDh/dsni6AEZkgSSlcK4GQVXlrHVeJ0AIEVgwIhB5LdGWdbuTlUNbp0MmBCwE8M6Tzh71wtLS4SLcYlqHIq21m5hIIaDa6B0rq9F9h/YxIZFjciw5ySSjCBxrawN54kjBN7RuZpnRSeVsFWo0mGSIkkL0ZVkReQLvQyQmjMQgGCULCgAhgHW+tFYqnSWZc87a2oZaO8xU0koFeyZj6mCrWAeA4GBc1qV1jIKBC1sFEfJMiwhCQWQOPqpMAZHWaPQJVlo/Ge745je/ed++fVdeeeWOHTs6nU6j0ZgqoSlTHnoct4jyPNdaG2OMMUqpd73rXd/61reuvPLKxz72sX/6p3/6l3/5l1Nj+MTh2muv/R/+i45cYJfl3ZmZTpY2mMAYbRItjXTRRY5BRalBgaIARhplkEXMcu1jjaGWyo+rA//y3Xu+/o3PXnrxH5206Xxy0Ou5bjcLllfGG52ZvIbxtpM6zJvKYqXqjdaO1RdddPE/fvXjeSKNxuHIeVchKpQCkYzRzlUUfeQYvKfAxBhJePJEHjjUVTnbnnO2xqhzkx85cJ+R7a0nnT7TmRsMDwyKH+vm4aI6htIrSlgHUMOqdNFznugkkbXH9Y1SG8XAmdDeR++tQCYKgkWaJM08Y4BuuzGqB2zAZGRSAGDnPDOhVDFGAgo+EFCijQKIDD7EOniU2G60GmlOgZZXV2ywIEGQz0QUQkSmKloHoQ5kbbA+CoFSSWZgJqkMCI5MCmQMUYAwaGL0TKwmA38mGfgPeSapQt/97ndf8pKXnHnmmVdffXW3251MsvwVhxJPmTLlAcvEIpqM75iIIWbeunXrs571rH379n3uc5+7/vrrn/SkJy0sLExDZlP+Ozh4+OjBA3fv2La52WhIxCRNUmOS1KASxAGUCBoRlbeRAgBJClCWtnbOOS+EYHYEhTJ1s82333HrIx9xdprOIsjxqKrK0MjnlpaOLWzqCmEbTeNsxdYN1gdHjh06/REnjasegLRWSJStTkMIBRFFTKrKG5OikqkxiTYAFLiuw8j7ajTsjwfrdTFAxlY+X41sb32wa+fD52a3rw+O/Nvd/1jTXgGFcx5MDNGB4ETLVqPdzNqbFzYvzs5E0CFCMa4gCu8oBPbWp0kipcq0aaZpq9GgGCNQ6cskk0mOjTwVLASgRC1RRyaCyEAEUSMLgBjB+hADaWlmmp122kxQe+BAAaWSILVQRiUEXMY6AjsfyrLmAErq1CRaKYEIwEIwRapt7YOXiBAJIvjanXryKU//raefKPshIlpaWnrGM57Rbrff//73N5vNVquVpul0RzhlykOe+/cimp+fn5mZ2bJly3ve855rr7320KFDF1xwwatf/Wrn3HR8x5T/cho62zyz2Gy00rzZbHWVThilUMYzOSALIUIQEgicklyM+svLS/3+YNivRsO6LoMSJjVJoiSKMDcr/+Ef39+ZXfY0qGvMGzMrK0Wns6MYkdap4OrMR22r4Ohpj9g812gPl6qF2U2OBkoVa4ePNbjras/IbBzK4MtSlMFWtoo1MTFDjARK+Rgb7VZVj+dns9kZvbq63J3pLix27zt4+3333mbr9eDG1o5CcLaMMcbBeKlfH3aw2mhzq5GkyqQGmcOoKsYuVJH6w5HWspnquTyZa6ZGIgCwlAQxTWWaQmJIyqgUaqmiJ4CYGBDopCIhhAdpCT2FGJ0gggieCKQgDSYlIyEXuqEShdKGOgSPASWr4Cl64aMwidJZyJpkNFOkYmzrijkojVqhkNJYK6sK6jrACeIMEZG19vd///f37dv3vve979RTT52ZmZlUkE33glOmnAgcr7rXPwMAduzYcckll+zdu/f666//3Oc+9xu/8RtTi2jKfy1Hjqztvf1WrbQjqq2rKxc5lraqQwUKAoQgvJBkELUQzCyEsC4UVUUMiKiNVloKhBAisUBp7ju4/+xHP45CXF0/rExA5Qb9tXY7pxCajUbWMeu9jY21dVeOFmYyEe3aeq+OuLBtl9ZKSU1RBEsiqGajRRR1ppVyEQrLpYvlRn8l2PVidAxCPe6PR6N62/ato6pfxzWdlVkzSB0COKFIKBaI1pH3gCKRIi2GYdgPy+srx5aX1nvDjeG4LGrn6i2LcwvdzlynLaV0NrAQjmIAEoqkZoIAwEwoWDMrIYT3MUaMQceYEEkGQcQcCVgQITMQkCdX+woZtTBSYp5nxmCEKJVyoWaIArRC1WyZVlubBBjIuwhAxFKiRsXEoapcWXgA3H3yjmdecslDP2dokir0wQ9+8Otf//qLXvSixzzmMZNUoakSmjLlRGOSLp1l2aT2fhI4u+6662666aZrrrnm8Y9//Mtf/vI3vvGNUsqpZzzlvwrnnfW2CoQMINigYozMoahqkjGI2MhypXVijJQoCmFDbEDTee/J+kDCCxbgfbB2w+g4Kqq7fnrjPT+5dzQutU7TNG81OkW5dbY7K0RrYWaeTuaN1WVN8q5b7ti5a8ts1jlUFHccuO3sU88OMUipUKJztfd1YOWs1ZpZBmDBERTCxnA1ukGIeTnyEpUAW4xXgqza87l0Koy1r9FHK0LFMmc2VR17uGErH4tk3IPBsNjoD7zzHKKUupWlm+bn51qZQhDIw/G4tCVIAYqN0g4cE0xmYUQRKbJ3RISBTAggZYomgHDEUUoVfSSOtauIgxAciDgIEiFTCSgO5HUmI0CqNVVeADILIsugUZI0LJQDAu8cogAXCbyzzITiZ2kyD3FnaJIq9KMf/egFL3jB7t273/nOd3Y6nW63OwmQTcXQlCknGve3iI5nEe3evfviiy++6667Pv3pT3/hC1944hOfOD8/P7WIpvzqHDh47Ef/+h0CcJEiEyMrg4QxCAcqVq4oqkoKqZUySjPFSBSBIlFtK+et88H76L131jGTEKyN7A/3g1xL8qr2K5VdX107ePDg/vXeqhKiIUCASxpiPO4ZrY4eWUqyvKiG1tW7tp8KAIIVBREtGJmQIJCotIgUK+ucC3XRO3TvLZkO3ebs6tGyOzMXgfpFvz3baXTaQqVCdDh2A6VSpoI6zA0f2NpSKqr9aDBa90EQQ4xRSkwTuTDb2bZlfrabpwbXRqujsl/7kgWhAkKKTCAECAQUTAKEiESRKFIEYqUUyoDITF5KgUJobbQ2QiBxBMIYWKFq5mneSABjFMFFL5BDDMAAADE6IYkFg2AXfIxAJAAQkCKFEJCiFAAPO2X3My+5+CHuDDFzr9d73vOel2XZdddd12w22+12kiTTCrIpU05kJinVx3sRTdpV//Vf//WNN974tre97XGPe9wrX/nK17/+9dMviim/IkIIkyZCSm+dtTVwEIFUAlJj7Wpr67II7McQhEVrqwqE8CH6WBF7CiEEtsRCEEo2iSAIHsvghcwy5woQbF0FmFal3buvt7G2tnN25owzTtM0WFxsHjtqdas92BhvarZWB4OqGGWNFmBMjXLgQrTCqWI0zNMuKA6egSBLNKKnaKuqZBAsaFSUVY3NfLsSzYXZmcX5BnPKLBGZ2AP6CMVwcOzI0X2Bh43ZpFjnBhofXGQyWmS5ROGdLwWwZR8Fe2YmgKhi4MhKCIGgGNA6zwwcWYAQCAIDqgqYQ3BCBJRCpyhRR48AUpJEQhutiDEGHwMLDK4uCcDH4EOMESgAURwNvclUkhnUgm2IwEQIkQVKZoiRj3vAD2UxNBm78cpXvvLgwYNve9vbJmM38jyf9OP/da9uypQpv06EEEqp4+M7JpLo2c9+9nnnnffGN77xTW960z/8wz98/OMfP+2006YW0ZT/NJEZUIQYnHc+OMLAnrTGWPvKuRDIVRF8ZD/WSqBgKVXta+ddDB4CY5CIOvqQaK0A8jSJMVYjoVH6EIljiGyUQEXShNX+Ia29vW2wfX6uq5O6mTsXQwzlaNCQ6bC3mueJUpKlQHC2GimdEsciQZMxQ+XjgLl0ruzMZiuH1mU+Bxo31keLm07ZsuXRJFJGZT0Tiei14CTNIcvE7Fx37lGz0sR9+350+53fOzK+V0AtEAWxNgalCBQrB1VVF2UicGFmtrlt28lbtmxP0rZJcmDRnZ2VUobo7r1v74ED9xw8uB8xEBUCuI5WGRlCnSoVAqEEIhBCGJlkMvEqKcdjAE+RA3vnXWByAUIAigCEFCUTs0YhlEmZIseARCwQBQADA0qUQuBDugP1JED2yU9+8mMf+9jFF1988cUXT8duTJky5ee4v0WUJMnEIrruuuu+8IUvXHvtteeee+6rX/3q17zmNZMGHFNJNOU/ipAClWQCgBjI+WBrH6VTOsEQOXgWQmttAEhJjYgxxhhQQBIDAevENFAY00gQ2bqSXJpnGQqpsRtFzRyc7S/Ob8+3Nuqi/sm+ny4XdZ539t+3MmNyk+WSKUm180lV1hvrS7PzXdCsZKYw+qogF4V1hfLEQGbsfa+uxkneHoyqAE2WbY+Np1z01LmFU1bXrVI5REgVpmmWpXmaNtod0+zkzOgdYMTTT33iWWc97id3/PDG//W5Tiet6pEQYLJZG5PKUZYsnn7aKWeeefauXSfHKFgoo/MDB450u3Pt9iwLFhjm5k757d9qr66ujPpre/Z8de/eWwgrb2uBkVkQ1T5YBE0hpHlmUCpMna9cKFXQUfoIbEP0QcQoYiBklqilNAoRCKT6f9m782i5qjpR/N89nalOzXeeM+eGDBASkjCGKSA0gww2PHFqhCfdivZS+S1dTI7d2Lhet7TYorb4fD5aRFADYguICCEEQgYgc264yc0dq27NZ9zT74/qznLRr6Hb91oM1uevk3N21dlV666Tb+393fuLqElwqEUkpdYE/8uuGxqBVhreqcFQs+zGnj17Pvaxjw0NDd1xxx3NzaZbu6u1tLS8AUKomTF9LJGIMXbVVVetWbPmjjvuuOOOOx577LF/+qd/GhgYaCUatvwOuBAxD7mIhIjDKBRKWK4pFFKgpEAGA0KFaZiEUq1wFCse00rFC0Iwqd3TM7evZyjppk5YesLatasxwghjJcAwkBCACHChEUaSa0ZRGPFqvTozOV6emNj50qZqYcp1rbAeIUqpbZeL0/WOtmyeKA6MkkiGGAiSSIUWZ1LKSIAS0g7qWclTiGTnDq5cdMLSOIY4stvzDpeCEgSgGTVc1yRMGoxormzHtA0QSmpkBr7q71/+4T+bN1Oc+uUTv3CTNiHEsewgCFYsO9mPTNNqL1d4W1s+k8sd2D8yZ26/62a2vfxKKp0ZGOrO5IcOHRrNpvuRSl11xeIgLG1/bfMTv/pJHBYRSEBUaSVlAFpzaSAEmBJJZcA5KKWRkhhJQhQgDQBSao0IxowxhJWUMWWamYSaSkgNCAABRkghpLXUoAAAaa3f7j+V//eUUp7nnXXWWbt37/7+97+/YsWKfD6fTCZbK8haWlr+Pc3h5DiOgyCo1WqNRsP3/Ycffvhv/uZvLMu67bbbbrnlllY81PKf8tyW1/7X/ffGsc8Fj+K4EXhCc8JAI60VcC4x0ZZlUkwMlohC1dU9dNq6s20rnW/r7Ohos62UFEQKzWMBgABIGAiMJSaaUqZ1c3QDYQz/sv6c60YUGQlHaY+J+tThA7t27nhu8xZCCQ/rqVy6f2CORTNxnVYLnGBTakgkcnaSaNvnEAWhoMhMurmE0610GlHi2EnKqGlTZiCEFEYgYgkgCOMYGQhhypQmsZChaSWZmUASCMGlUsF2zZhHUkqDsXq1tnDRIg24Vg9qtarv16WKhwYHhVR79uzv7x9MJrONoBpFfM6c3vGjYaMeODYtzEzm2rMa+1te/Oenfv0wxh7BXKoQaUkJYWZKK+x7odKcUKmRjgFiBVphJJXmimhi04Rj2UJFkaoiQwAjcYhDX0uuQCMZ4TgEQtS7Npz53XvvfQeODDXX0t92223bt2//1Kc+tWTJklaqUEtLy1tqDhFZlnWs6D1j7Jprrlm3bt1tt912zz33fOITn2jWO3u7e9py3FBSSiVNi5hAlYdsjLxoVoCnhKQoAYoJBb7AUkDStVaedOp1131ISaQUwhghLXioBVdhoHyPS6EJpobJAJPY10IoACml/JcJH4K1VEppJVmjzHlMeJyQcvHAgoGzEsv37Nk+eXR3oxF5dQ/ZWEhTIhmGEaWG741r4qo4oWk7ISYjVhhgLrFhSopUENcNMKSmJEaEYtd1Mu2pRIJgKpEGz/OkCKUkjp2XEnjAEVCBlONkA78RC5VKJZlB8m3tQKjXUAgZ+/funzPYt2TRCXv27CsUSsuXL9eIYA1U2bUaf+aXrzpOkjFTBLSvZ07DQ+WqWrH00gULVm/b/sTWbU9qBFw3IhnRsBLHGGtbKwwgMBEIa42QRhQjICbCUts2s7DBFQmjIOKSIsQMolUca4mUiSlWmFOCGTXgnTdN1vxt9+ijj95zzz1nnXXWdddd10wVMgyjFQm1tLS8uWauNKW0+fOpmVXNGPve977neV4cx4yx5s54b3dPW44PWgvCEDMwoTTWUoaSaQaKSsUjEQKQOLD6e+du2HDximUrk6ksjzRCREoNGGHNpEQiBsGBUcNk1A/8RiNCSGOCbMtkBgFgBiYatFKac6GE1AqFoUKUUETiGAE1+3utrNtdHDzx6NiuYvEg64i08oBoHjEZ5QTlsfLMpKOkZox4Uaw1Ulgg7GGiCSG2bedyGdOxGSINP/b82LSYmzRyGSOXTROa1lIEkfD9QIMC0ASjaqPhJOycnUVIGyazbTOMOKGoUfd7evtzubaNG3/e09N90knLS+XZI2MT1WqQSud6e/pXLF+CMY5jWZytVauV6WKht6cv4Rq4bJx7xgcXzV/zq988ODL6IjViwWNCDSl9ihEBrTVCCjGMBQAgrZHGlFCGGWEgMeFMiVARRAkyTQODlBFCGiuLGpQajME7LxhSSo2Pj990003t7e133nlns+xGM1Wo9fxqaWn5j2g+LppDRIZhWJYVRVFnZ2frGdLynyW09vxYAFWh4MIQAinFpdSeL7QkBjFWrjjvhuv/Io6EFDr0ECGUC4kwcKEoplICAkQJagSxUpHWIp223KRJDaS1iiIZhYECQihhGJsWQZphhKIYJAetoVEnBNM4TjJwqc5k3K7Jqa5qbUTqIqBYyFBGBBNsYpo0HGwlNWYAgLSWGmmEASmEoNFoNBoN201YlpVOp1zXBaBhII/6VdsktkWTruW6ZjJp+WHs+xHC2EV2Nps2DIoxhKEKQi6lingc8UYc+z9//Oenn7oum3Wfe24TY+Skk042jBSlqFKLJiYKhBhSyomJo9l8bv6X+5TkAAAgAElEQVTcXsMwxw6XTDMDhCaMuX9x45d/8dT/fva5jUIXpQwJlSIKQTPDMCmhHGkthUAaNVfQSy2QQAgb2OSYSxlLoRjFhBIlASltGIQRTA0K77BgqLmW/kMf+lChUPjmN7/Z1dWVSqVs225tFtLS0vKf8ttDRIwxKSVCqLnurPUwafmPiyIyMRWmU9l0po0SI+lSXi4IVR/sTV/0rot5jKlKHjkym8tmgzDkEWYMmmlAQgjMkJKyUvGjKEilEvk217Ig5jriURwIjBDGJJmyMMaMYCm1FEpLLZVCSGOK4kin0iSOQCmScB2ssWlShDAj9szMPiWKmNRCOSFiO9vZYdmGIMAVx4AkCAVIAwYNGBGEJSIkivyYh0HQMEwzlU5lMplcNunYplJBveEFESKMJJOOlTDiSBPKpES1Wowwqde9trYkjyXD+OWtW6SILrv8gumpwsbHnjt17ZmUmIWZRiZLqlUPAU25if0HD1UqlXPOOSMI4qOHJ+q1hpQolZZW7NhWcvxIY/nii9affuUD//Q3uw9uVrKGEZFCmcRBBBEsuBKcg9IISe3HEUhEEEWAGbE451wJihkhWBElQGggQiolJbyTgqFmqtBf//VfP/300zfeeOO6detSqVSz7EZrBVlLS8vvoBn6YIybC02ax293p1qOJ26i6+J3fbCrexATQ2nkuom2tjyAAgDOFSCieGQZzDSZYZqggFHEGMQxKIknZqcopd3deSeR5BwA6arnay0tyzQMB2MspQKtQUMsRBzHWiotGEZEgxRSAtJcUKVBI0VMYCJWSJEAW06764h6iSPwCS1Wa1XDWEyYAMoxwpxzLYQGJKUWUmmMKKVYY4wxIKKxoUDX6iIIPN9z2/OZnu58wsUadCxiz/cSrlsoVAxma60BiAYoz3qgDCWFZZA5ffMzOWPryy9Qiv/0msuPHilSSnO5RMTDycnxgwdGJyenegcGAz/40Y8exhg7Zv6E4WW9A9m61zg8Nmo7rmm6SDqNCr3xg3f8zx/e8+LLj1FC4ihACYIBMayQ0kiBUBpABiqUUWwQy7IcwjVIoqQUTBGCpFJhFFFkKUBRFMM7Jhhqpgpt3rz5rrvuWrly5Q033NBcS99KFWppafm/8f9kx8WXX365VqudfvrpzQKx/xW01r/+9a9t216zZs1bdnjr1q31ev1368+WLVvCMDzttNMofYf89/FfKpnsHB5OGpaFsDYNSikSgiupNKJSYEAknXK0BqWBENAIuFDF2brfCJyE2T/YbtskjpXnxxqkYZBkykJIY0ykVJxzKRXBWEmttTYMUytAjACA1pQyyQXXSgMXFEslIeZSyQY2PepwZjM3mamWj2CECBaYBIYtJdOANY61FFpwwFIrrjQCKYUGgjBVimseSUUpNaSMVCUUsVerlXu629q7cum0CcQMA5icmEln8kpiy3JM0yTEQIgJIcrlIgMsQ5HNuIsWzZ+eORxx/sqr20dfHzOZc9b6c1auHC6XI9dNEkwwxVrr7S+NHHr9wOtHdHtnrq+nr1SuUYw9L9DSHBuVl150fTabe3Tj9xlGDS8yLCzCUEipNSFApdZacEoYIirmXAiQMVJIE66VVkJqjJnkoKSKw3fQyJBSql6vf+ADH6CUfvGLX8xkMs1UodYEWUtLy+/NzMzMQw89tGfPHozxmjVrrrzyStM0y+XyqlWrAODhhx9+97vf/V9069dee+2cc84BgGKxmM/n36RluVxevXr179afycnJtWvXAsDTTz+9fv363727fzSIgRGjQimt4vZOFoSBbSIeQxhEnCuhiG1ahCAeR4JzwWOlhG3ZXZ1tzKCRCD0/sizDSZhKKQ0KY1BKKQUIAcaAMUEYEwwIYQDQGqQELUGDRpQQpAAAmFIRB64NV0U6xnaAYw+ZdUU9apA4IKbFNAoMS5MEE4BwoHiEQCtAwBBoACklgFQAGGNAIJVQPMaYImJ5gSQETU0VvMBr78xZjgGaxlzWao1spo1SIwyE7wfZfC4MK1FjTxR7MzNee1fva6/us2wnn28/59zTMDYtlvC8RjKVpMysVWPDwaVSY2q60NWbW3zCvFKpWi5XqpWAIGPs8FjDa+Tz+e6ufiTxyhPPe+WVV4qTe7hsyJDHSiog0BzEUgqQwgxppAC0lIA0AUWlAI00IEwoi2MVR1IpAu+MYKg5QfahD33o8OHDX/3qV4eGhlpr6VtaWn7PvvzlL3/5y1/2PO/YmVtuuWX79u3HluIrpf7r7n7szd9y67hjDX6HTeb+b177xwkTLVXkJlINL/CCMJmgksfMNgg2tJa8IcqlkGAkVZhwWCJhZ9ImZcj3Yj+IbJdZlqU1aFCUYaVAawBNEEYAijIMgKWUGiGtpZQSNBaKN/eIQIhiSgCAKEUVRoQjxmPFGLdo6MW6VA8mEIukpwlBCAtCAbDQCksktW6GXBgBBgSEoDAKGEKIIACNECJEKx2FoYwhskwjkUh4Xugfnkhl3N6errlz5xYK5SiKhFC1Wk0jWauXMfM6esc62nsInYtQT8OjM7OeFtT3EMZBOSwXC6XZUhljEzQNA+H7oZvKTUyOMcZAkziSjpNMJzNt+Y6+nv5UKuH5/sjBaWTEq1ee+bON+ynBYSQUMjBBFAEHrDUgoqWSHABLEnGENAFNlJAKKQAaBLHkRHAkBcA7IBhqRkLf+ta3fvazn11zzTXnn3/+sVShViTU0tLy+3H33XffeuutWuuBgYEPfvCDhJBf/vKXmzZtOnDgwOLFi9/u3rW8jbRBjYSDlGLVWc+ibiJBpVBxrAwGmTRgxBgjzDATDmIMpNBCSDtJMKIYEyk0wggQlgoQIABobkCkAXRzEyOhldRxxBlhGhTCXCOgxAKkMcZCKCkVZlQrzkXEGHMcR0ScMAI0AsKNBKpWA0QB4ZjHlJk5RR2axnZCaA1CSEYYYSzmMZdcKxnFMedKKS01YMS15uXKlFJRd09PEMUYM6y1Y5ldPV31WjBxtKBAd3SmpF91jN3Z5D4RjUsx4HtH3cSJadPw42h8fLxer2XSWctxhjv6Uul8pdwIQ97R0RFzUSrN9vW112qxVigMVLlUNQ0rCuNDB8eK5Zlse3pO/9zhxQP/+4F7UykahmCYBGNKNUGglFJaoVhohbQUXAqCkVJaaaFAg5R48dxTFwyd+MxTv8JgwzsgGFJKHTx48LOf/ezQ0NDNN9/suq7ruq219C0tLb83nPMvf/nLWuvh4eFNmzZls1kAuP3225944omlS5cKId7QPgiCn/70p7t37+acL1y48Nprr7Us69jVX/7yly+++GIcx+vWrbvggguaKdue5z344IMHDx5Mp9MXX3zxCSec8Ja9qlQqjz322N69e6WUS5Ysefe7351IJN7QZteuXQ8++CCl9Morr1yyZMlvX3rssce2bNkCAGvWrHnXu97172WOFwqFhx56aHR0tL+//z3veU9HR8dbf19/TCqz3uGR6WreWXpC5/btxXQq6SYxoTyVMnCKYKKlRIB0s0aWVKC0xhRhCggp0EAIBgQag2puKKgwAAgJCCiADkOhpEKaakWlJlJKwgxqEIRASj/wPT+shaGPQJkWi8JIctqojFvUySRZNWPOeJ7EcSLDgmh2ZupA39DihcODgNyG7yuQge8HdU6ISajJGIm4H/NIaYgi2fD8utfwG2VGtQZVrRfzcQaA1Bv1usOAmMgwkmmbTOh6verVVN6sZa0dONpXqqgIDjR8N5OalqLbSXWsWbMY01Tky+JspTBTPXBgPJXMAMa1+iGtdalUOXDg9XrNJ8SkxPQ9HxQEQTAw2LtixUqhfYOY42OTBLMojggyRSQpUEAEgyYcFIBCOAYMGinQSnCpNWiFNIA2hJ+YOYxPXfnu7o4QjvdgSCkVx/Hll1/ued7999+fz+dba+lbWlp+zx544IFyuQwAX/nKV5qRUNP5558PAKVS6bcbb9u27dRTT42i6NiZW265Zd++fblcrvmSJ5988til7373ux/84AdfeeWVDRs2TE9PN09+4QtfqNfrb96lRx555LrrrvN9/9iZoaGhF154obOz89iZe++996mnnmoef+5zn3v44YcvvfRSAIii6NRTT922bduxlqeffvrPf/7zZDL5hrs8+uijV199dRiGx96kUCi8ecf+2GgtJyYnFOra9Hx93dr5E5Nerj3JKAaNkQKlgFIpNUdIKaWlQpiYGBOtARAgFIImWhOtgGDQWoMmKgYhsVagAWRMNGAppWUZUkqlAGkj8PyJib3Pb9o4ObE39MtR4GPAhJgTxTJISKWQiW0M1LScpDOkpMmjIwf3v4SotXnzL/JdbSetPvOC86+qlIXL7BpyTSsZ+BEmQCkiGBDBqRTN57NR7BeKRmFmQkhOMB4bO2rabqfRHUuHqwBJkB4X4RgSBeBz7cxhwKOF0sGe/sX5zrmWOxgE2X37i/sPje8enUTItihNZ9o0wNKlCw4eHC2XqrOVcmdnR0/PAEYWpQZoAhpJLk3TRIBmCoVqpdE3kN9/8GBHt5NKJ2r1kuCCEaaU5pxrJKVWWkuMMcbNrZNAy+YAm0Q4xuBNTO9jnWkR8dNOWwPHdTDUnCD7yEc+sn///s997nOLFi1qpQq1tLT8/m3cuLF5sHz58rdsfOTIkYGBgY997GNLliypVCrXXnttsVi855577rjjjscff/zJJ59MJBJPPPGE67pPPfVUX18fANx1113T09MbNmz42te+VigUHn300be8y44dO+bPn3/jjTcuXrx4YmLipptuGh0d/frXv/75z3/+WJunnnrq8ssvX7Nmze233845v/LKK6MowhhfcMEF27ZtW7Vq1de//vU4jq+99trnnnvunnvu+exnP/uGu3z4wx8Ow/CTn/zkRz7ykUOHDj3yyCP/iW/tj0MQhTt2boNX7OXLT5ye3rFq1UIlkUaAARAAxUgpQrBGWEnFAQPCgJDWILWUGhFADAEBAKWEEhKUjrlEQOJYakUpMQiBSIKUnBjctPnmZx7d/MITlsk1VA0jIAA2ySYT3fVatLAv39/bnkx6DJt79h6ercgN776mUIInfvE/TIpmK4VEmtXL+3e8WNn54gvXf+jT6Wy37Tgxl4RgQJgQQ4PgsSTIdBO2SJipZLKro/PA3n2cSy9sNOukzcx6TtoM67wwMtKWmenOlw3kOOxg7B1dOHeAOmLXa79GdN78eWesOvmkjh4z17m4VKq7pjU5MXtkbOqxxx9JuvnTTzszmUwKpaXAjbqampwxTZtgGgbB5MS07/uDg4PFUmnr1lfmzR8qFkeuuPLizVt+8drOXYZpSiWwJho0IQgQbs4RKa2QlrECBBQjAgAKAkJrrx/e3t+xqjhTgeM3GGqupf/5z3/+gx/84LzzzrvkkktaZTdaWlreFpOTk82DVCr1lo0vu+yyyy+//Ng/h4eHX3nlleeeew4AarUaAHDOGWPLli1btmxZs01zgMfzvM7OzkWLFp1++ulveZfbb7/9zjvvPPYwfPDBBx999NHXX3/9t9tcf/313/72twFg7dq1Z599thBCCGEYRnN27Hvf+15z4uwDH/jAl770pQcffPANwZDWutmxSqUyZ86c+fPnb9iw4S079sfGNI2uri470SY1kloGcYwxaA2AFQAGBQiBElRhhQARhLVCCkmCNVCkFZMSSwlKgpBICUCIihhbDlE6QgoIxjqOYr+wZ//miak9MzMjRNXbMtbsrE9oOu0ODw2dmEr3S2ERRcqTh5KJaGzsWdOASpHXA+fAaJTvHCbW/Onpo8wyNKiU0wnCpIb+2699mVB36cplF15wWWdPJ49xFKmGB4lMlhIn5tyxkp7ndbcPaY737dtLCFCGAIkgLmI/IQNFYaRe+hmjs7mORY4x48hGdUYRNz5x2QKEU2MTz7+8fVN372WG0ec6Dg95rV45ZfXyFUuXNbxwz+4j5XJtcnKm4UnQJJFwTWYSTDGivb19YeSXy6W+nk4vcg4fPrRsZb8e33PBhad1tCe3vbyTKKp0swY9UlojojEGUApkRBkiBFHGEMZaCykbmBkjo9uL5SE4ToMhrbVSqlQqvf/9708mk7fddls6nW6V3WhpaXlb2LbdPAiCIJPJvHljhNDLL7/8gx/84ODBg57nHTlyBADiOAaASy65pKOjY2ZmZvXq1aeeeuqnPvWp5tL366677ic/+cmmTZt6enquuOKKO+64Y8GCBW9+F0LI888//6Mf/ejQoUOe57366qsA8IbspYsuuqh5sGLFiubByMhIX19fc9rrmmuuae5CVCwWAeDo0aP/9oN88pOfvPPOO7/zne88/PDD73vf+/7qr/7KcZy3+rb+uAghqMnGjh5u72z3vUrClXOG1iRspIEDII2YVkiCQhppzRACGQMCTJgGpCOuwkAIgQ2DKoX8hswkrVo9wMAoIbEo7z+0e8/uF2amRpgZYxzbDEWiq7t/1Zo1J1PSMz7mZXI91Xo1m3ODat2rB2Oju/Pt8yiRySz2EWCr/WjBO/O89/7owf2Axyijvp9IOKmp4ihzSCIDL+94+qWtz3Z1zx/oX9DdMzA0OL+juw00jkKzWKjPTJSP+BPVaklrzRiteRVKUdq0GbEiNEnxrqG+OjXKo4d+OKe3fWGf60sfWXLq6H6A4uJFC3JtqFDc8+q22E4s7OjuGF68sFTyTMMVEnp6Ozo6upctPckLeGGqkM1mKWWmaZVmazyUA339xWLxpa1b0xl74fD8cnnCtFCs+YmrFmZyiRe3bKtWY4yR1pJiokBrrQyTGKYteIixAo14TLQCJYVhBpqKmjcGx28wxDnfsGFDvV5/4IEHOjs7W6lCLS0tb5eTTz65mehz4MCB7u7uN2/8/e9///3vfz8ArFixoqen57cTkx3Heemll26//fYf/vCHzz///BVXXPF3f/d3N99885VXXvn4449//vOf37x58w9+8IONGzfu3bv3zW/0la985TOf+YxSatmyZb29vceW9/8fHXtsep7XaDSax319fc0gb2hoaNWqVceGqX7brbfe2tPT89WvfnXfvn1f+9rXHnroofHx8Tf/+H9sYhEVZmcs2wqjCiLx5NREaTagnQnLQlpLhJjGgscRICMMkJaUADgmcK6jKGj4UkiglDGsMQqqpQMH9h61Lcv3/Zmpw43GeLk0YhiCUmqQtkYdrzjxrPycM4BkwobG3LYS2ZkpL2EmC6ONSrkikdves8iwJifGjzCrP5mmhVkPGajBrcUnnbln3yNeFJua1TzPzaF8P2OWboQqFnzk9d37Du7xfT+RdJPJVDaT62ib255d7NeUaSaiKKAmaMUpIZOTU4vmrbZNUqxX+gdRYXIimVCnnrZq7ODI4cOjHf2dGEgmafiNeGL0gKSJlNN1ysreI0fJ9GRp5OCRQqGYzeRNM1ktB7adnp4+oFSz3uiYEDoKeRSI4cXLRkb29ff3rF51UiyCsbGpbKeu1StOmhMm5y7othNrtm/bMz4+QQkDQIxQjDEgxZU2HQqgFZdRAJJjrTjQyLCF0DU4HoMhpZSU8gtf+MLOnTs/8YlPLF26tJkq1Cq70dLS8ra4/vrr77777uZz6bHHHjMMo3n+yJEjzbToY4QQN9xwAwB89KMfveeeewBg/fr1zzzzzLEGAwMD999//913333ttdc++eST3/72t2+++WYAuPDCCy+88MKXXnrprLPOqtVqf/u3f3vXXXe9SZfuvfdepdRdd911yy23AMDVV1/90EMPvaHNa6+9dsUVVwDA4cOHm2eGh4ebvyqllF/96leHh4ff/IMTQm644Ybrr7/+kUceueqqqyYmJvbt27do0aK3/sr+aEglJ8bHLMuihlKS18sVvyHjNDCDYAClkJRIKSMIdb3GI8/HWrbnzNCfCIIyKBMTZro24nrb9md37HyOoCiOfcl1ImHzuBYGFYIzhOVmy6lzzntfJju/GhsIUwAuVcyo6ulK1mYjLK25cxbtOrQ1n88dnRgt1Y1aDaiVtc12iaBcEUPzTx89utOLxoVSVoJnOk0OZYSBGFT5sdBCAaamiEWpWC1NFg/u2r3zhIVnOFb71ERdK+0mDURh4eKllapfrVQq4IfR6FB/PmmusBPh8y9tWn3iQktkxie8dDtzMyKRkhigFsjCzN4w6GT26XOGFrpJOwjjffv2T08VFi9a5Cbc4eG5nMPUZK29nQlBA08dGZ19ccuOk05cHUXRq6+8lm3L5PKdoEuOnY75DEYSkGprT519zrqdr+w6cvhoHGvBpRBCgiIEgTQ0EkpFSiPQpmFYhGLTJJgoOO6CoeYE2auvvnrXXXctXbr0uuuua6UKtbS0vL0WLFiwfv36p5566sknn1y/fv0111xjGMaLL774wAMPbNy4ceXKlcdaNke14V/nxV577bXt27cfu/qzn/3syJEj11xzTSaTaaZONyeqvvjFL65evXr9+vWDg4Ou6wZB8NtL8f+PmjNiYRhqrbds2dLMSXqDL33pSxjj5cuXX3/99QBAKbVtG2OcyWRmZ2ff//7333ffffPmzZuZmXn66acXL158xhln/PbL4zj+6Ec/esMNN6xcufJYAPRfV2/kOJVMJRcvGbZMqpXPGC3PRlrTIATAnJmAtA49EsVIayw4ACjOK1teevLg/ud8b7xenbHMZCqdZ4QFoYdBEYAEIsSkjJjK6tRxqlZGnf0Lrn3PB8sejggxQqkjbSBaqWokjUK5YpkGsdDBw7vWnrZi586tkzP1ep0FDZvyxOThRltXWht2rQ6nr7124yP/YFpCIc/zG65r1eo1RC2FQmYZUcQRgiiOlAZCGBCx49VfrTvlXSecMLh//6hp0ZnZYrlcc1x7enp22YrBrS97xglL0l35x39173s/+N+ffeKRBb2Z+cvbRl7f68/G3e05KYNM3igHE33tuFgKntv0m4ULFwwMDAwPLzx5pfHqK0eefOJ523FXrVxfq/mlkowCXqvWowC1t3XXa2E6kxoYPJEwXGvESTe/+5Wp+UvSldqMwZiTMKNQrFp9Yj6f3/XagUbdC+IYAKTQlLoIAsxiN0GxThBCCUFgms39u4+noZRmJOT7/plnnokQuvfee5upQpZltSbIWlpa3kY//vGPTzvtNADYvHnzxz/+8Ztuuum73/0upXTu3Lm/3Ywx9pWvfAUA7rvvvkwms2zZsvnz5x+7eujQoY997GPt7e2mad5///0IoU9/+tMA8MQTT1x44YWO43R2dhYKhY6Ojk996lNv3p9rrrkGAO64445UKrVu3bp/O02WSCTWrVt32223XXbZZcViEWP8wx/+sDm4/tOf/tSyrK1bt65cuTKdTi9YsODGG298+eWX3/AOSql//Md/POWUUwzDaE6iLV269A2ftwWBipSvCUXUmJoaLRVHeFCKAx74SnKkpQ65FCDrjZriPKzPbHr62y8/fy942zoT0fJF/WmbyVBUSqGMnXoF5/Pz/cAs1flMJTw8I4phdum695x3yUcaXkpHKb8MDS/goEqVhpsyDJvm8zlCWKMWnHTS8p07dzpuvuG7HHK+ZoKYiKFypRb5IXCWzS1YuXpDCFYkbMVTftln4M9ZaAOrKSxjoRCVQCJqgFYINE6mzd37tyriI0MgA7vJ3O7dhwzqFktjSsjO9uGp2bbXCwMXXPLVkdG2tWf+xb5Jo+pnB+csRyi5edOudLqNGnF3fxSKpz3vN1f+yYaB/rlPPr11977pRh1cu+3DH3738LJFGzc+Nn64UCtFtplevmzZiSctOXP9yq7eRKF4dMfLe3e/OhIEJctUMxONV7cfNXBSSxGEZWJwxuK5c3vWr1+Tz6cZpkkzkzByFDOT2DZL25adTJmGibXWmbyLKAcAcuedd77dfy3/UVrrOI4vu+yy/fv333fffYsWLcrlcq269C0tLW87y7L+7M/+bNWqVW1tbf39/atXr/7ABz7wzW9+c2BggBBCCDnllFMuv/zyTCazdu3aJUuWOI7T399/0003/f3f/30QBJdeeumyZctOPvnk7u7uTCYzf/78Cy+88B/+4R/OPfdcAFi/fr3rum1tbSeddNJ73/ve733ve/922Zpt21LKs88++/zzz6eUbtiwYe7cua7rDg0N/eVf/uXtt99umuZFF120ePFiQojW+uyzz/7GN76RzWYTicQpp5xy9913X3zxxc23GhgYeN/73pfJZNra2hYsWHDWWWf9+Z//+XXXXWeaZnNn/3Xr1l1yySWZTOaiiy5KJBIdHR3r1q276aabvvWtb7V+lL7B6GSwa8+BsfFxv9rIpJxMWkeR19e9SAGRUjfqOOQaa+aX4umxHc8+/fUgeK2jPaGVUy7LSFhhZDKzzTAyg4MLNaZ+EDlumpgGByOIjfe89y+6+4aDkErORIgIMMOyKGFaIx7rMBIIoamp6WQqVS5XnBSrVvxSOfJ8gQ0njGI3lcSUICwRUlqJvoHerdueNyzlhQXbhmTSzOQSHe29hw5MOk6Wx4IQIqVAGDNGpeCgDMfJEuIEvkyl8v39A6XZwulnnFyaLQZ+ZNmJ4eGFlKZ3bNs5b/4yy81OTXuJZAaw0dO9YPPm7X2DXYRGbiYG7dVrRmXWPfXM4SCKn3v2hUzalSqBqbnyxKWU0KNjk1IqrSGOY8/zXDclhXQcO5V2LQcL7RGTP/3ML5JJK5vNIAyUYoSQaRgGYz09vQhwsVBizMAgEWCtAAEVorkFI4ojMX/unAvPPxsdLyVmmrsK3X///TfeeOPVV19966235vP5bDbbrMb6dveupaWlpaXljTb++vXvfv/hnq5uLCUW1cOHn+vq7L7yyv/PsHNSCh5bXAreiGqFA1u3fIfSI0oCpt2jRwqLTlhiW1nQdM6chVPTk6XSVKUyY5s09H1s0kAYl172fsPsVpAMY4QkAY6CRgQYGDWV0oywMJDVcpUQigDV6rOYhSjNpYgAACAASURBVE4iPTo2+dquEdN2azXftp18Pk9NZdoskTAsK7bs2f/1T1/M5Gq5vOzpTyVS0rE7BnpOvvuu72bS3VJrrjhGGjTGyrDMrG20d3UszOb6u7v72ttzda902SVn/vPjL5x55knFYkNLSCawZXq+X67UDg0Odm7f+fjaNUOTY6/nkmzHzn9euSplucUgROXi6ti/sm/e2fsOHe7p6RnZP/76wXIul1+4aPDw6KRlJCcnyqOjY5l01k2kGo14cLBX6SCZcgHzWPsCT3ztH24VqrRu3arBwU6NPNNkANowTB7rOEJ7dx/atWs/DyOESBQKIYDHmsdCKY0xufY9V/7VnZ85PkaGmhNkIyMjF1xwQVdX1ze+8Y1MJpPJZFoTZC0tLS0tf7DGZ8TEZCUMQ6rF+JE9XW2AoEKQdCzHMamIa7Ff0nLsmV/fh/EsiERn+6mOc8L8E9am23pqNcMPsQbKRTw7O4mxbPg1AKhHePlJZw3NPVkIVwjKYyo58DBmjJnMAo15rIXQtXrdMEyENDFItVpuNOpxrLK5Lq1xzJVSEMexaZqOayZTSd8LTctq78xx6c0UDgONnQQ1TI6xNA1y/rnnv/TiDgyWQRNaQ8K2k4kkaBmGASZkemommXQvvexcJ2Hk8xmkTS5E/0DHwQNj8+b3JZPZffunTzjh5NfHSouWrP3np7auOPH8QtHq6zrl+ede7e7usJgwDFGqVKbHs4MDSwrFWibd2dvbVZyZfX30wAlLh2wnkcmkBwe6AenXXx/r7uqlFHHl1RtR3VOE4rbu5GOPP6S0GD86nUqlcvm0UtKwCBcBIEkwZHOZZNKplMvlciWOVeDLOFJRKAM/EkIsnD/3ogvOPW6CoVqttnbt2iAIfvKTn7S1tWWzWcdxCCGtCbKWlpaWlj9M+0cb23bso8wozhxNJzTEE515dHhkx8jeV/bv3lScfsmrHDw6tomZURwnl6+4enDumYfHy2vXnTMzFSxcvCzmilIYHzvIRU0IX8oYAFOz87wLr63WIPRpFBLBFVJACAWtRYyEUEKoKOYYI9NkUktEcDaXUwI8L8q3dSqNwyj2/UApFUWR1pBvy5fKhVQ6QRhdumz51m0vcFFFJDCZSqctpRoJlw72De7fd5igBALLNJx00jJsICQM4yogcejQSEdHZyabM6mbTienp6c7OrP7943Ondfjh2jvvvEFi4amZ4rt7XMIzXoBGxhYdWgkWnnShc8++2pv90JQQSMsyWh4x8v1zu6+alVlMtSgVntn9sUtrybdZDplF2b8bDbbP9BXqVZyuUTvQM4yEwnHQcxwk2jv/u3l8nQURVOTE21t2WQyIUSgNJcqVloQDLZjdXZ01GqNmcKsEFoIkAo1d/ueMzRw+SUXHgeRRLMA2ac//emJiYk777yzo6MjnU43y260IqGWlpaWlj9YjDGtoFAsYEqViDvabKrKLmvEjddUtK00/ZvC1AsGU729K+cvvqR7/ppNO7f1z21Xsd7x4oHh4a5apRT41TiuKekrxeNQaW2vWbehWoPQx1pRioiWOo65kJJSapgEECgtDIMkk4kgitJZt1Lzxo/OgDLiSCNEbdvp6enp6upijAKA4MAjnkzZldrs0bFitcIuvvB60JlGQ3oNKJcbSgdHJ14Zmpe4+urzkI4YNggyCEGJhJnJG3aqwZyik2488MNvd3V2zsyUtJZSaiVVqVRqNIQGqFSrDV90trX5tWhoYPnWrXtDQQYWrBwvJs971+d//HDNdS6Oww474fX2uZMTXmm2MXq4pKTh1/Gqk0/bs/vIa6+Om6bR8OqEqsE5HbOl4muvjvoNEQQ6aIReQ5x7zkVaEUJwGPjP/nrTzGRJSxrHOop4FIdeWNMosly65tSVp6w70XENzKRhYcoQYbiZKvSHHkw0J8h27Njxne9858wzzzxWdqOZx/d2966lpaWlpeXfVS6XDh8+EkWhQSmGmNG6FOVatZTLG8QMELb6h5bncidVam0r15376v7dV/63i+t+MDDHWr5swf4DBUCCUhmGNT/w6424HpBTz7i0u3tYK8u2kkqoKAopAccxHcfkUkc8jkWQcE03aXiBx0wDEPK9ACODMQsjJoWOI26a5uLFC7u7O4eG+hr1upIin02nkilABlKJjvb52dRQ4Bnlim542AslobB79+bhEzr+5NJTpSwL4XlBwLnSGiVcRoyq4VSAVn+z6YlUNjk2Xs5kswBqaHDu9m27tIbh4SWTU9P5fHupVDUouurKK5586pfEwBKxQKXPftfND/ywsHjhRzdveSHXrgWvDwymsbYbdR7HJArkiStWAJDJyenunnQU14Og1tPb2dXeGQYhjwNKUKMSn7jsjHy2x7HNZDKhFXn2N88Xpms8QjwGJZGUQsgIUERoPLxk6PSzVnZ0uoRyZiBAEhOA42I1mZTSsqxkMvnxj388mUxms9nWZtMtLS0tLX/4Jmf1odEpDJj7xaxbCxp7JiYOdXbNE9iMIJ3Nr063ryzV7J7+4T17D5588jDDZHKiNG9hz9Obnlt1ykpM1NEj+2q1WSHl5Ezjve/7RP+c1WFshZ5GGhFEDIYtk2qllMaY4jAKLMeyE3S2XAvCKJVO1aux70XFwqxtOkpDwnUB6SAKEq5lGAxAJ23TMHB7RxtChHOJkHaTNJnEu3bt0ERigi3LMg3CKBodHVm3djVjeNeuXYJTz1OUmgoiavJQNjiPt2zZ+u7Lr/EbMpV2KEGHDh5Np3JDg5nZ2bBWK+fybeVKNZfN+UEIGgc+7+zqnRif7uodstyB0QPBJZdc+YufP33Wuafu3vd6PpePY1Up14+OzTh2Jukms1m6detrPb3dfX3JMERRILM5W8jQso1MNul5fmdHet+B7SbThBLP80YOjsydP98yLC6FVkoiqYRgBsEYMunUwGBfEPjlckUptXDevMsvftfxEQwJIRYvXmzbdmuCrKWlpaXleLFnpPzMb15iyMByOumOgyin3UyoWKTbu/tOT7etnKlIN9tx0kmr41jNHew7Mno0l89F3FywcB5CYs+ubaOH9kjFFTLe94GPZvIL/cDSmjJCCUJY6zD0eRxKpaJYCKnthGkYJAhCjFEqldISvHpgMrtWqWsNqXQaYWTYrOE1bNvq6MjOzs6m0olUMiEB2to7AWnbxo3GbDpjb9v2goBACMkjzhjFRCIkp2eOnnnGukq1NjFRE5w2ahywkuAjLJUCjBEoe97cZSZjSvp+I7bt7MCAtW9vob3DCkNwnESlWjWogbU7fqTQ3p5AYJVrDYGYjE0ZWoMD8/fs39831DdycLSzvSeVTOZy7v59r0dR5Djp+fO7piYrO3ccNC0nlXR930u4zGC0UYvDMBya07N5y68AhaCFlCrkYmRktLun10k4CiTBgEADaEoBE2RZ5tDQEKNGcbbU39Pz7kv+5DgIhgAAIcQYcxynVXajpaWlpeV4sX+kMjIyE9d52p2ibL9XkRi3Y7N7YO4Gzdpjleppnzu8YMnmF7fOWTA3VjA+WU2ncxQposNXdjz9/HM/B93QAO3d888576ooZBalSkilOUKgQBumRQ1LSI2wSiZNrLGWUvAwlXIYwaBQsVjHCBNKhRY9vR3lasVJ2IXZgmkyalBAulSu5tvbCKOCC0ql1A3HsAwGR8debVTKSoDSSBGJDQkkEjzSQp51+uk7d+5o1BSPca3RkAqDshAgrauvbn/xXedeicDQiGMGhmEmXGt2tj5nTk9huhZ6JAxUV086Ckl3X+7I2KG5c/uK042e9lwU6x2v7RheMVj3guJMwyS5A/umuAiyuXQmnYsifmjkMKNOJp3N5zpKRZ9H2DBZo+7NFsrZTEqDZhaWiO/b/zImDUKJRjgI44mp6YH+ftsyCAaMESEUIWAMM4YIRT19He0dGYOSizdc/IceVSCEMMaWZbmu29xfsTU71tLScpzyff++++57Q/X4P2QbN2589tln3+5eHMdSqcz09LSUPia87utYdHpxlxe1mU5/YTY2jFShVIw4b8sOeBVVKdYXzMlLPrXzlae+9Z27f/H4TzCSSinDcFadfGqp5BHColhSSkzTMk2DUqaU9H0PE3AcSymltRKCu66DMRJC+35sMFar1dvb85gAJqBB2TbN5bJB4IdhhBBWWpUqs6ZpCMETrpNKpZPJLNLUYHZfR0eCmLIha1NRvaBFaAtFRicOTZUO/dkNVxPqEyZ5LMqFWnnWjzxOCHWS8pdPPYgJEJzobO9NJJkfQBRKy4QgiLPZ1MjBw6aBHceYna10drWNj08mk27MRblcPOfcU7dtP7Bs2VyMUVd3Op12Ak9MTdaFQFKg+QvmTE1NzszMaK3nzGlzk9T3vbY2d/HifqUUQWbgwfozLk+5AwQlTMtMpkw3aVRK1Sef+A0PATS1LJsxYlkmIIWIsm1immjp0oVr1p0Mf/gJ1ACAMcYYU0qbC+lbwVBLS8tx6kc/+tEtt9xC6XFTFHLTpk0XX3xxvV5/uztyvKrXGzzmiRSJJPfDFFeDpruio3dNpUY1pCh2HTc7PlFNOMmkyeLaxKOPfPvhh772m18/FHjTpol8v6EV2HZq2fKTpSKNMKIGFlIqCZyrIPBnZ0uUUts2EgmCEASBTwi2bcZjCQBBEDmOA6AJwYmETQgiBHEep9NJ204EQYQQaW9rQ/9aAb1SqUihMTYYszUQQ+OB9s7Bth7ik6CAqlMqDEFSvvfwNsxql15xOsJ1wyBasaAhOAeCDcdFTz/30IGRHZOTdamRH4VRCKBxw0PJZDIKZS6fOToWuUmoVRu9PV0zhXI2Zx8dP7p4eM6hQxMD/d379k7OnzdwdHxicG5nGMrJo9XZYoMQg3Pe29tjmGh09NDkVBlhnMslG54/NT2bStG2vIm17dfp+/7bJ8LAcmzXtLSbZBjrYqHy5BObCE4wZlJKKSOGQSgDDTEzQUOcz2fguAiGAAD9q7e7Iy0tLS2/ozAMb7755g0bNhw787Of/ezHP/7x29KZH//4x88888xbNrv11lullBs3bvw9dOkdKeEkXDcllfQCLFSPZv3VwMV25+RsvVIJwgAQzlDDMAz/5Zd/+vBD/6NS3AOikrSZY1ElQ8cyCDWpkZCSYmoCwrGQUmrOhe/7CKF8PptIWJaFtYYoiiyLJVOm70eAAACklMxAAKC1cpOOBkilE9Va3TQRITiXy2mtlZSDA/2WYaTSrmEYYRialuUkUgZLEGZTQpcND//J+Rcs6JsfVERQjeMwDvzqnv1bTjtzuLsvYds44aQdK4WAaU0AQSorf/Hk/3STqDTri8jECDiPBI/a2pL1RsmyaKXkBQGkUslKJR7o7y2Xa3PnzpmenlVKSmHNFoNajQ8O9hwdHz1hyVC12pieKmQyjpS6o8NBwObNW3h4dMwP4mKp1t2VJtg4dGjmyFhNSSJjms/MW3vKRUGoDAtsGzJpF2k2PlZ86onneIQSiSTBhFAMIAjTGiIFIWUajpdgqKWlpeV4t3///nq9/qUvfenYmT/90z+96qqr3paaSO95z3s+85nPvGUz13WXL1/+jW984/fQpXekarUmhMIk4Qcuxv2RtOuh0IY5XS6ats2FJARZrnzqme+PHHraNBtho4Iltk1mUP3/s3fnUZZV5cHwn2dPZ7hjzVVdPc9009DQQpQwqRBBJjGKEoMYYSkZMMQhfl+y3ghiPgWjoEYTNQokvrhAEJUwRUYZWqam6bl6rqrumuvO9wx7/P64b2p1UMkbBAPm/v7odYZ99j7ndPdd+zx7CoLAAlSr9d6+edpSbZBz7pzT2hjjKOWtHrRSqigyUaQRSZD1pDFRGlHOEqm90K81onxHthE3nLOMQbGYdc4R4kmZEgLd3Z3aKGuV8FqdaVixWGw243y+4IdZ6bjjfKo8KVXj1FPf/K53vtNzIppNqGVaNnftfvb3L3qbF0A2GwZBxjmsV+KobpVJRiee27HvkShO0GbCHHb2hUms/IBLpZevGCCENZpRf39PrdYodhT27xvOhjSJ1UD/olo17e+dv23L3lxW+L63/+D4kqULypXZp59+PvC9KCK+l5scr647et3uoZHybLx/Xz1J1Lx5/YVCJo6b4AhAeOYZv18tJ4xRJqzwUQiB4O0eGr33noedEYR44AjnQmtpjCbUGiuhXRlqa2tr+8249dZbOzs7V6xYAQDW2p07d7aqQTt37ty5c6dSqpWsXC4/+eST999//wsvvGCMmbu8VCrt3r3bObdly5af/vSnaZrOpX/kkUcefvjhHTt2tLKy1rZOGWNeeOGF+++//7nnnpvLP47jnTt3zm0MDQ3NFTE0NHTfffc9+eSTc5kDwBlnnPHEE0+MjY29dm/mtxslNElJGC6ivNcRlukIJ6bG/cCzzsVJLVtI9h34mZepUC8hhAqvg7GclKk2sTbWAjaiZHDB4iSVRjuZgjOEEEIpoRQBwBjdajLRWjsHqUyjqB4EQessY1wpnclkHBhCSKvWzTlz4PzAkzKN42igr08pKTh0dARJEiNxYeg3oogyJsHVUlmKouHxw1u3bybUnXP2eYO9K2qzVqYwOronl4eVqweFcIwDI0xJ0DKTJIoFyf0P/nOYM3GsazXI57OlWVcup/lCqCT3RGb44KGOTnJg/ygirFy17IEHnuvvG0wSmcRJmuKC+Ysfe3RXd1dfvV5auCjo6e2YN29wx449L27eCUAajWhqsrlq1Yp6PYljWylHBw8eGj88HgZ+oSCsRmuDnt6FMnW+EL5ARo3WOmnitheH77rzQZUKSkKjCSEM0GqtANuRoba2trbflNtuu62zs7O13Ww216xZ06pzrF27ds2aNQcOHACAz3zmM/39/WefffYf/uEfbtiw4ZRTTpnrr/ONb3zj3HPP/fKXv3zsscf+3u/9Xqt97Y477uju7v7ABz5w8cUXt/JZs2bN+Pg4AIyMjGzYsOGkk0664oorfvd3f3f9+vUHDx4EgIcffnjNmjWtyWzXrFmzfv16AHDOXXnllatXr77yyivPPffcefPmJUnSKvfMM88EgK1bt/5m39ZvCc495zBNDRN557xcLhMKX0vqe7liRzdlZqa0o1QeCjIuVwi9TGgIS7RR2kkN1tJypVFvNCmjBhwQ1ForaZx1zllE5Jx5nscYk1Jq7RDQWhWGfibjA4BSllKSpiljhFKqlLbWWgvOOUKwszNfrZYBLCGYCUKtnVJ6/sIBrVOHJpMNkzQ2YIxjjcg1JI5OlXbuPzByeHLF8vUrlp5YrwAi7tz1/OlvPSEIEVE1GlVjXL1m46aLo7QRTz/61G2ZopyZqVP0Gw3pLC3kWdQwu3buyed6S7OxM7ReVc7SxYuWNZsNIWg2lyuXa8VCoa+3b3Rk4s1vXvP009v6evtmZypdnf0LFiweHh4tduQsyOmZUndPz8TETBjkO4rd3d3dcRxNjM02mzGl4fHrT4qaNk1Sz8cgAELBOSoTvvn5fY889IzVPkEfgYOj1lpn25Whtra2tt+IarV68ODBRYsWtXZzuVy5XPZ9HwBKpVK5XG5FjMbGxn784x9Xq9WZmZnvfve7GzduvOmmm+YyOXDgwLXXXnv33XcPDQ2dccYZtVrtve997+WXXz42NjY5OXnGGWd0dXXVarXBwUEAOOecc6Io2rNnz8GDB3ft2tVoND74wQ8CwNlnn10ulwkhJ554YrlcnpiYAIBarfb3f//3Dz744N69e8vl8vXXX08pbRV6wgknIOK2bdt+sy/st4S1No7jWMYGgFFeLORqpUZjVlObSSJNOTzxswfiZoVRCIt+rsdnoTaoowRLs3qmVFfGKWN7+3q1kQCOUeIxTgmllCIBbVSSxkmSMMY5E4wJ3/c839PaRFFirE3ThHNuLVBKrXFKWefAGBPHURCwMBNQRgTn1lop4zhKEFw+nwV09UZt/4G99eoMIcy6TLXOpqvq8Exl6MDogdHJMNt/9JqTtIZafUaq2nkXvIMLly9kjHbWkiSxSZNp5Z74+V2NdLcxGqwXZqg1abksK+VGT89gLizOTOv5g8ump5oAxBgzNn7I80kYMkJASuA8cBb3758CRK1kT0//7qG9tWpj0aLBemM2liU/cFxAb2/P0K59hw6Nl0pVJQ0i9YOQUKYVSSInpWbMhVnmeRyBMZq3Onh645YnfvasswyBEUIJoa2AWbsy1NbW1vaaawV4lixZMnekWCzObRSLxdYAkW9/+9tnnXVWa/tDH/pQoVA4shnLWnvTTTede+65K1eu7O3trdVqiPiP//iPrbPXXnvt7OxsqVQCgJ///Ofbtm372te+Nn/+/Fa5f/7nf/7444/Pzs4SQlpFU0qLxWKhUACAVowqDMNWVpdddhnnvLUdBEEYhocPH34tX89vLUQ0GsBRgqisksZkiz1xbDs7ujs7/OHhF2amDs1MTZQrZSpItsPziyQ2jVojSlKXpqk2hgkexU1GCCOA6BxxXkDDDBWCaq2MtoxyxqixMsiQXJ5ba5XSxoLn8SSN88WQe8A44R61zlAGlDrOaRyr7u6O0mzZoRKCOme1jSemDvm+l8+Hvs9mSlOzM/W4mThwBjBRbLqkDk3Utw/t33dwJJV0+bINgnbPTM8UCvSDl/4+YdrPMUeSVJo4IVFTGRt995br/UwSSUVpnhARNWF8rDpvIGuM01JwzlOlCGNCsJXLV40dmnWgfd/4vqEUli7t0wqPWXvMnj0jnNEFCxb9/OlnJqdme3s7BwYG9h3Ye+DAAaXM/AULDh0aGR45MHro0PDwxIH9o+Njh4dH9kiVpCkYS7nPwyzxQ6TEUsbA8Y1PvvjMxh3U5ogRjFEgGgDeMCM829ra2t64Wq1OXV1d/2nKvXv3btu2bXJysl6vO+fiOJ47lc1mL7zwwrldz/Occ08++eTJJ58MAK0xX61o03333QcA3//+9++///5W4lal6uDBg7/0HlqdmU466aQ//dM/vfzyy4899tgjR+8GQdCqY7X9V1HkMjE+9Z2ljFlCRBQrR6kFVSof2Lf3aQJ2bGzSUSmCgUwmzBbCsJBWK4nTjjnCQ44arHXW2CSJGQmBgDRAAOJEUkK5zwLBas2Yc7Cg45hEzYQQ4azO5NjEZNzR1VGpVDs7C2mqtDacAxfonBHCd84RJEnSzGY7vCATK5cqtW/fwWw2m+pRSly9LiemZpcs6zNWOsd0ClKqZrOp9MEkSfv6u45ec+rw8AHrYi8I3v+Bd333plszRS+OPa2scxg3U5UMP/bUD0960weqNeEHYTPCQjGLBOpVVSpXVqzqo9wbHh7p65y3e+d4d3fRE9DRGarE5LIiauqoEbE+29fbMT01tXjx4vGJ3kOHJsfGYNGiwSVLlx3YO/rCpk1d3cVFixeMT44qawrFDEGcnh7etvNZP2ubEThAB5YwI3xLHLHWJRp0TB578MWc13H8CcsVzGqdwOs2MmStLf9H1Wr1v/um2tra2l6h1txCtVrt5ZP91V/91apVqz7/+c//9Kc/ff755+d6Pf9SHR0dnuedeuqpH/3oRy+55JIvfOELf/mXf9nX1wf/HoiSUqb/bvHixR//+MdXr179q25vaGjoM5/5zAMPPHDcccd9+MMfPrLoNE0zmcx/9ZHbAECp1BgNQJTSANRakImkBAQjo6PDzWZDSmMNm5osz05XrNXZXDBvflfvYOhlNPcJ93gYhI16TAn3RABAjHHOwcxMwzkglDoHtVqappoxAYBRFLWWqzJGGwNCcGuNtZZzJMRqnVrrOPedQ2McIVgoZOqNmnPAOM1mcsVicemyhd292aHdmwETznBiYqJcalIMKeGIBIFYw6sVNTxy+NDhyV279i1assw555zp7Mhf+acfzWWDTOgHgVAqQeKMld+79TvNeCrI2jS11kFPX8Y5OHx4jFGaxEk+zE9P1vJ5kcsVrKUjwzNhkG00oqnJirX4phOWHhw5tHzF4mZUr9YaRx212honBBsZHVWJWrhwfk9vZ6GY//nG5xgNoijas2/bofGdTzz1gDGplk5JqJSjRlUZg4x5hAAhyIhA5zUb5kc//LcXNw1RzPkiD6/bytCnPvWpzv9oYGDg18yz2Wzu2LGj1UDe1tbW9pvUaoF6yZisl8ydNjMzc/3111977bVPP/30HXfc8f3vf3+uKe2XeuGFF5xz9957b5Ik1toHHnjguuuua51atmwZAHzsYx/7xhG+9KUvvUydBhGvvvrqPXv2/K//9b9uvvnm1ogzgFYXk7inp+cVPff/dNoYPwikUnEkCfKonjLGi/lcpTrbqJWJczK2SWyt5rOz1VK5alEWu/yFy7t6F2QMRtamSHDfvv25XKC1thaMhlq14Xme4IIgJUiU0rlclhCilUIgYeg55zKZjNZKCNGaok8pxzgxVitlCVKljO+jsTZfyICzB4YPVKoNpbTvhc4ZKUvbd/3cD3UmRwghI8OTznIA5IIiIoLHWU4pevjwdLnaHBk+LKVWMjVGeh78yRWX9fV1tOJPlAOhrrs785WvfjbMqjiNc7nQOX7oUCkIvHnzusuzmqHtKs575uf7urszkxOlQq6nUUtz2UwcS4KsXG12doVKx6tWLx8ZGWFMIGJvb28+n9uyZWulOnvUmmW7dm079ZS3hmFuZnYqX0BtZp588oFapZrGzioW1XWtkiRNZXRKqNE6NRatoU57aRPvvuvh3TvG0OXgdVsZao2GYIz1/rtf/7/iNddcs3bt2re85S2vxg22tbW1/Rd0dXX5vn9kByAAWLBgAQDMxWBGR0eNMWvXrm3t7tix4+UjSdu2bXPOKaWuuuqqv/7rv169evXcUPyLLrrI87yXLP1x5ETSvb29jUZjbndqampuQP4nPvEJQshcMH7btm1a6zVr1ryi5/4fD4FxwrmgTERN7Szt7ezliKGgtUrJOWs0OsONJFFDz05Xao068Uyxx5u/TUxDOAAAIABJREFUqDhvUYe0cSobz296xmhN0VmrLbhMNgMAhBApZSrTbDYEQKVUkkpCiFK22Wx6HsZRHATMGEsIAXBhhnseJwSEYFKqRkMiWj+gS5Yu7O/vPnx4dHh4ZGxsfLY87rBWqYwKYRnXubxfr9dGRw8hIoBhDEM/6/s5JsJi50C1GtfqcZzINI21ipuNkrXJH/zBe1cftdSY1DkNqB3E41NDL255pNDh+SERAQ8yQT6fNUZHjaQ8A42qOf645Xv3jq1c2Xf40LSzXpqQ7u6u2dmSMXLBou5arTw4mOec7tu3d/nyZc899zxj7IQTTihXSlu3vXDKaSc/89zT+/btW7Cwt7Nb3HnXLQ5UsyG1FGlCCHrWOABLueJcA2ijtdVUS6AkTJrurh/8W2kqhtdtZahl7dq1k/9ueHj4yFOzs7NDQ0Ojo6O/OF9Zo9HYt2/f7t27j2xZ01q3fhScc1LKuV+fer0upTwyWa1Wm/tRiKKo1a9wZmamNfB1ztTU1K5du35pp8Lp6endu3dPT0+/4gdva2v7LUMpPeOMM8rl8pEH/+Iv/gIA/uAP/uCDH/zgwYMH169fv2DBgg9/+MNf/epX/+Zv/ubkk08OguBl8nzf+95HKX33u999yimnHHfccQsWLBgcHHz66acBoKen52Mf+9gtt9xy2mmnffnLX/7c5z73tre97chPwfe85z3bt2//8Ic/fPHFFwPAt771rf7+/muuuebGG29cs2ZNV1fXunXrWil/9rOfAcCqVate7VfyPwLnVCmltTLKykSHfhYtcEKsUYJTayxSQgjTCqKGrpbimYlyo1KjFDq7M/MXdXf1hEjl1PTw8y88zoWizHBOrXWIoLUmhBAkhKBz1hgTBD4X3Bjj+761mCSKsQDAIaJS0hgrhHDOeb6XyQTGykp11vMJZaS/v7Bi5aKu7g4pIyUbL7zw+MIFPQyRceACCoXw4MH9UqYADhCVkVoZyoI00UB4uVIvl6taG6kSX9AkqQGk73znGUcfc1QzalqnhYeZjP2X//21ZjxuXBxFERBMlTbGMSaq1UYuk08T7OgoTk41Bgd7pybrlKJSulDII5JmIw4zQaOhli5bYK06OHxw/frjNr+wZXT48FErV/fPG9iydfMJv7N+2ap5SJp33XVzFM06R9BlGjVnNFLKPM9jwoVZCELih8xarWSK6Ci4bJi3kj/39IvwOq8M/VJxHF9yySU9PT2rV69euHDhmjVrtm/f3jo1OTn5/ve/v1gsLl++fNWqVZ2dnX/2Z3+mtbbWdnR03HDDDQAwPDzseV5HRwcAPPHEE/l83vf9uS6Kb3nLWwqFwjXXXNPKrTX76u23397X17d06dJdu3YBwNTU1HnnndfX13fUUUfNnz//hBNOaMWxWpeceeaZvb29q1at6u3tvfTSS3/z76etre316U/+5E+mpqaOrA9dccUVn/zkJ2dmZmZmZvL5PCI+99xz55133g9+8IPt27c//vjjH//4x0888cRW4nXr1p177rlHZnjnnXdqrYeGhhqNRpqmo6OjYRiedNJJURQBwPXXX3/PPfd0d3ffeeedDz/88OrVq2+//fa5a6+77rrLLrts3759re/JT3/605dccskjjzzyox/96Jxzztm7d+9cC93dd9/d19c3Vzdq+y+x1iFBQojWBix6zPeEl8kE1ihnLTgghFBKjcJmTVdmk9JUc2qiFtUl56JnIL94WV/vQDbMmgd++oP+wVB4mgsAsMLjlBFEFwSeMSZNEy6YEJxSIqWcG04vBJVSUUqtRXAE0QHY1rJcHZ0hoqtW64BkplzPZHlfX/Goo5ZSbmZL4x2dxe6uAUY9QtDzqfDo7MwsQUFROGeUTmSSaq21sg5Zoxk3okgpGceRA2VtTIg9++yzVqxY4RzRWhGiABt3331zLgdIbDNq+mHYaGqHJE0RgE5Px5Q6RNTaceaNT8wEIY/jiJIAgXuen6RJZ2dYKGadMwcOHPD9sFqt7No1ZC0WuwpD+zZbrGzd8dTE1H6k2lpnNE8TVNJprQlBz+NBQDJZkc16QUC4MJmQdPfkurs7erv7VOrgDTeazFp73HHHDQ0NLVu27Jxzznn22Wc3bty4YcOGw4cPd3V1ffOb3/zBD36wdu3aBQsWVKvVp5566utf//qKFSuuvPLK/v7+iYmJRqNBKR0YGGi137eixM65uVBQK3rUGvehlHLOjY6OXnzxxYjIGNNaR1F04oknDg8PH3300W9/+9sfe+yx5557btmyZbVajTF26qmn7t69+7jjjjvttNOGhoZan2htbW1tALBhwwbn3N/93d8duSLHF7/4xSPT9Pb23nzzzXO7c01mAHDBBRdccMEFRyb+4z/+40KhsHTp0tbu/Pnzjz/++AMHDkgpWz9xZ5111llnnfVLbyYMw29961tzu5zzL33pS7+YzFr74osvfvSjHyXkjffl/HrAOaOUaAepTHzKCTKrDRLjZ3itWvU9ZtFqrdJYOmMpkCY3k1AhSOyAzRR5V38OEAnBsbEDjz7+k+OPO7tetdZppVAwwgUDcK1lNFobrV5onJNGXXHOtTZKKSFEEHhaG2sdpZZx8Hxirevu7kqShDHKDJbKM4xxbQRnEDWrcVSplmLBc87FEtNMxh8fn+nrm0+IJait00mUakMALVLHRSZOFOfUOWuial4QB4Iyds5577rt1ttr5ZpCLYQ5OLz5ueceWnf077XWXNdgCRLPZ1KZWr22/viB/ftmkhTTRA4OdpZKJeFl6rXY8z1GOWOGMNPVnc8Xcrt27u7rm3f40EHOCwREvVHLF/m2nU/sHHqaMRMnKTqOTpjUJFFCEBkRFBgB4IJwD8IMI+BCQbM55NQiDdEReJ1HhrZv3z7XZ2jDhg0AMDIy0mp037p161e+8pWnnnpqYGAgTdNWIPeSSy7ZsmXLli1b7rnnnieeeOLtb387ADzyyCOEkD179nz0ox8FgPnz54+Ojr6k5f5lxHE8b9683bt3VyqVo48++qGHHhoeHu7p6dm6deuNN964cePGVprR0VEAaDWNffGLX7zhhhvuvffeViSpra2tDQB6e3svu+yy73znO69WhmeeeWalUvnWt761cePGZ5555oYbbvjJT35y+eWXv3y36/+SW2+9dWZmph3kfsWcNdpoAEcI4VxopSgh2UymmC8UC0VKGSEuSeM0TZNE6RSJ89KGrUw2psZK5fIsIaazK9M3kO2fl73tjpsZN4Q5IRjnlFIEsNpowhARfJ8xjkppxpjRUK83KGPOYa1WJ4QgOq2dMQbRITohqDaSc0Ypi6Kkq6uQy2WER5Kkcc+//mhqanLHjqHDh2ZkCp4IETGbyxHkk+NVRAFIEJ0QzBnrnCtXKrVaI4nTKIoR0Vqdxk2lY2tt4Pvvee9FjHFCMAh5oUgff/KnSVxBcB0drNZoWnA9vT6lZuHCruGR6VRGvb1hJhtMTpRXruxyThH0nKHOYZgRnud3dQcTE2PCE6XSbBgGMzOloaGhwBeV2tiTGx+gTDqnOEfOQQjOGFVKpVLK1MjUKYXaaKUSQh0XlgmJJHWQNJs1rRW8ziNDWuuZmZnWtud5ADD3zXTHHXe0qsCtP59//vkLL7xwyZIlSqkdO3ZMTk4mSdL6lDlykZ1X5hvf+Mbct9ePf/zj1s1873vfA4C5HkuPPvrokiVLBgcHy+XymWeeedVVV1122WVr1qx5yWiRtra2/8k++9nPbtu2LU3T1g/ar+n222//2Mc+9rWvfa1SqRBCenp6vvCFL1x11VW/fs5znnjiiU984hOtsWltr4DUCQEXMNFsRh3zOqSSjZnGiuKKqNlctmzt9l1jAljW5+U0kVpp46GFkAdW8sP7I6kz0Gv8APOdwhCWqPipp+9bu/osypm1JlEIlhJ0QAlBB8QqpWVChce0NlqSwPOSRKeJQ6TSSqDcD7NJGnva5jLB7Oys74sw55XKFWm8fCFTq83s3P58eXpqbGJ2aqZKABDR90PnYHJ6VgTB+PThrv4cZUQpQACkzIGyztTrlVyGch6kKfEFi+OEEC8QodPQVQwv+cD7v/rVv89mw1RVOIN//KfP/M1ffV0lNhPmACC1xqLKF/L79pfXrVtWnk6tTlat6N707Mgxxywcm5DDo6O9vb2ZjJBKeV44OTPWP7Bg78EDK1YsmxjesnhpfnRs9ImN94RB6y0wROCMUiaRGA3UgpXWEmlcRGICSUKk1ECIQSjHURJZLUU9et1Xho499tjNmzcfeWTv3r2tjVaYpyUIgtY0Ynv37j3rrLP27dsHAJTSV2st6LnlhADg0KFDADA2NvaRj3xkrnT497nUHnvssbPOOuv555+/4YYbbrjhhk996lPXXXdduz7U1tbWMjAw0Aonvyo456/1evJz01u3vUIOVaqZ05wIP8gmMgIKI4cPL1k0r39gybYdwgsZd8g9nsaWU9YKaVDgVtlDB6Yb1bhvXqeftdmcWLik8+HHfvTmE9/mDFMpk2nT9wLOabMWC8EIYUorY6xrLT5GGCBqbXwvdBbCUJQqcRgEvscJEkrR84RSqReInu6OscOHl6/ompzcff/9t0VRLY4TjxR8nzWaJcrTIAgWzO86NDaFaEdHRpcsXcCoM0YTQEcso6iUqtXqnsB63dJiliKPmnVKeRjmlIz7+rvf/Z73PPLQY4R49UZ1Znr8hq/+zV9/+vNTk7FzzONAOUapW7V22dRM3GzWix0d+4Ynjj9xwTPP7DzxxDUiWHJopGw0oRSCTHDM+uPHJ6aZTyuN8ZNPP3b7jsceeeSu7t4sY6IZxWliEJEK9ENCCFoSGG0JA0fQIbdWK22MAUrBAgKgQRslsfAYvM6byX7RvHnzWhuNRiM6QmtQxgc/+MF9+/addNJJ+/fv11r/0R/90cvn1poGDQCOXOT55S/p7u4GgNWrV0f/0fnnnw8AnZ2dzzzzzKZNm8444wwA+OIXv7hp06ZX/rRtbW1tbW9k1iIC08oK4UVRJKV0ziVJUq00uzoG1617i/B83xeBT7MZkQk8RKKUkdLI1MoYxg6VDuw9XJ5pmNSFAV+8KPvt714TZCS4hAtHubZWITGUUq0dOkoIEEKcxdbSckppzikSBAPWKGeV4JRxdM4hReExxqm1aSaAg/u33XLLjXE6Zmw1E/iFbJegRWMwjuMkbaQymtff7XFaLZWrpSoYJECMcRS5MQCWNBtRtVZXWkVxpLWUOm00a2maILokid50woYNJ7zJgqe0i5LqM88/eM3ffjpblJks1OspgGtKmWqMZNw7rwsZZgvB4cnq0euXP/7kHs93g/PzwneFTo/wZOmKntVr+8+78HdPf/sxzz7/8GM/u1/4jFJOKfe8AACSJJYqNcYQgowySqm1YJQxWnHOhOCUEYLMWgRAxojnQ7EjgDdcZag1ChQA5kaQAcD+/ftbw+NbA90vvfTSJUuWtMZWHHltq0dhFEVJkszOzgLA8uXLW6eefPLJer3+la985T9djPAd73gHAAwPD88N9XfO7d69uxWFevHFF40xxx577P33399a8WdqaurXf+q2tra2tjciQiinnFDOhJ+kqlavUUZq9drY+NSLm3cXsvPj2MRphMQKBowTpJgqHcXSGNApT5t0bLR2YM90aToyqc5kgPPSpk33F4oul+NCMKkloAO01jiwhAviHDabEWUkjmWlUs3lM0qn2gAFQHDWGmudQxtkvOnZCW1iRlLBokcfvqujg2UyEASARBJiKEGwmVrFNBsaHDQb9c5irqsjPz0xqaUEh2DBGgKGOUe1JfV61GjGzSiK09g6ncqoGded04A2iuonn3xSZ3cX9agBxX3z82d/+slPX/7Qo3c1orHO7oALa126YGFXudKQSmWyuTQhMuWLFi2cnKrWmnXPdwCyo4Nns7q3P0d5euNXP7d1+zNcoO95ggcEqXOOc8oFM8a1eovLVGvljLJGOq1sHMeUIaUEEcGhteCcCTLUQgKv82ayX7Ru3brBwcHDhw8fc8wxxx9/fGdn5wsvvDA7O7tjx46jjjpqzZo1IyMjn/zkJ7du3frggw/u3r37yGtPOeUUAJienm6tO9hsNhcvXux5XpqmZ599ditNd3f3XC+lX+qcc87p6emZnp5etmzZCSecEATBs88+22g04jj2ff+UU04pFotvfetbn3nmmWq1ms1m169f/9q9jba2tra21zPGqIPUOQqYRUq1sbVGXVtdrTezGTZ6aKrYNTA1NUtRBzxURqXKWqcoAkMeKwYmkNJOHo6Vml6w2BY7dD7v7xx6KJfLrV311moZjaJcEKAKLLWGA1gpbZykvuelaSJlki+K2VKT0FBwzggjiNoYETCwpqsrNzU92t/Ff/boD4WQxULo+11xlFIaxVEqZWwSDWCVjq3lnk/q1XIYZAvFYq1aCjNZ4QmdKiqItZQCSJlWKg3CQiBAGaXUxUmjXKGFfBfnnrXq9Le9+Tvf2en5XtRMuRDl6tjN//wVn+cXLlp+9LrjV648qqujN5cpeB6VstbX79VqpWzRD3MkSZtK1pOmGp8ipXKjWqsVu7JCeIjoeyGA1spRhtZqB4Yx5ixq5SQBY0AZ65wjzAFYzFhKHSGgjXaWOGcBHefE2hRet5Wh+fPnz58/f/HixS85zhgbHh4+//zzN23atGPHDkppZ2fn8ccfPzg4CAC33nrrhRdeuGXLlptuumnlypXf/OY3r7nmmrmWtdNPP/1973vfI488EkXRihUrWgfvvffeyy67bGJiolgsXn755QsXLvzsZz/b29sLAEKIJUuWWGuz2ezcDXR2dm7fvv3973//tm3bNm/ezBjr6uo67bTTWis8n3feeY8++ujtt98ehuEJJ5zw7W9/+9dfRaStra2t7Q2KoCY0AWBMYJLExtpaPfI8P00SSj3GvGyhd3pa+IL4gnGkkYzAanBgnbUOkiSxDpwRM1NpHI/NX1icN78rk2XPPf+TzuL8kK+mFD2PWkitMc4C94iURIgMIonixM+ESB0Qq7Xzfc9a6xCVTqlUQQAGktnpvT+9536CTc4JOAeOE2KFB4CWelG2QxDOERPPMwgOkBqVAKFBSJRqSEn8IAOKAaAhBCmLE1upNAAdoSSbzcVJE5EIHiBybSGT89729t+947Z7Ebg2VplE+BRJbfTw9kOH9v/oh1Ipnc9n+vq6u7rz+ZzPBDhims1qrVatVVW9Qk875b257CLOCo0qdHcNTIyPOmcJotZGG2ut5ZwaDRYpglXSaQ3OokUKYKxBROacQ7QOoLU6Gxcc0bW69eKr1cu4ra2tra2t7Uj3Pbrvqzd+R5us7w8aI5SSXobEcQKagjUdXR7wUqO8vTOToJWxNpFNCTHE2KShK1Faq0bOUQfABXOYhhnoG8jOm58XouDz1ee9808R8lJpYwwHCpZTTiolpyQius0v7ip25FceNVCrNrKZvOCQSCl8RoisNiZ7u71//pdvDO16oZgxaVzVDin3KPOtdUrHFiIgCXLpBciF45xR4jvDksSAI5zQpBErhY54jPvM48KjwrNIDGNRvuBns2GhI+8JwZmfCYtdnf2MsXKt1N+75Kbv3Ll/70SzkSRJaq0jSNEKZ5jRWsoEiBqc1+VnrBdYXwDzCOegtIwbtl7J2mT+2e/4iCfmBYF378PfPnBgG2cSQQvBCQXjtFSRTJWUFsACQJooa5EQ5MIJH7NFyjzQUqWpQudZSxgjgpszTj/tq9d97Q3WZ6itra2tre2NgtCUB4kIDBAdxw3tHKVsZmYml8sAWsaYNZyiH9VjlSZR3EhkU5qIMp3JgZerZztlmJdMSGOkUgaJqNXk1GQlatRnSjt/+K83sqBCuSMojCbOGqWkkk6mVmtIkrRSKSOCH3DGAZgKsyTVVeab3r7gSzd8ZmT0+Vw+kaoqBAXQzWZjplSemi7PzDQnx5tT42m1hPUyietcxkIqoqzzs9zPoZ+BYjEUHgKYer0RRUma6jSx1qAytFKLGnFardWNc9KoeqNab5St1flCfmZm+kN/dEkuHxQ6/GJHkC9m/TCLnCiIJESGKmAuVnEzjur1Rqlad5aDQcFcNgu5vAKcvvOH/0jpTLHDNJqzng8OUy6QMksIYVRwFlLKAbWxKaBFgkgcocA4JcRZC4iUcsIYEgaI4CwYjdYivG6bydra2tra2t7wMCFYtyTwPNZoptZqAM/3vUjGSFHqVHh8ZHw278eMyVKjYrktdoWUC0dkvgMyOZqmmMZUK4ooGEdCTKOm42iqs1sdHt/yxMZ73nLCewRlaUOjMxaYUkYpqx10dnXV6rMAYJ02VvsByjTp6cmVKoduvuXGamNU0NjohDMCFgBBO2MtAnKtIGqCA9qoU8od55p7SgTEDzHXIRhXHBAT4SwI5jkPoiiWMsnkfOc49wgirZYb1irKMJfLOjDVaoWzMJPJeBydVudf8I777rs/9piWVGtP+mmmQBjhzhFCCEVkjBibprJZKsXFPPih9gJHmTM2RZ58539/mtG8QSRofJ+DU9qQ1gQ2SmqtNeeEEKaU4oIZDZSB4IRQp5SmCpAYQsFoi4QQwqRKU2mgXRlqa2tra2t7jQhU3NUo7dPKEmcIgGokxWzO6MgLgziVoCaNSZopxNVmIlVXd0FgqC0BlMRqxqkfEJuzSiljCQIFQq2mSqrpyRnf79j6wnOnnvRuGRvCAAwmNaAUgpBNl2o9vd2lygxjhDNaqhzId/TkQvHQAz/68b23EL8cZq3ViDI0NAGilXPaEkQOFgkC48w4Q5xzBqRmcdMhgghBpc4LLQOLkipJjImLnUUSukZUrVcS6ec6ukPQ1IFqNhMgTeF1WhIQySvlKiOe8AKlovXHHf3kU0/FcZkQyihSRonwfN/zGSPOckE4ZxYDqUIt65Q4IB4Qy30ZFhJt6kESxo2EeAyJcw4J4VaDsW6uA7VRiE5zShAd4Y5SJAScQ2ep1uAHXiobgBopIrFWg3UU2pWhtra2tra214jRViYyLGYrder7RZmqKJadXYVao0opBzAHD+5IZbmZNLmAnt5uz+MMPSuVQxYrRigIQYACF4RZ55wzVjqwjGEcxWmMteowY6ypHBgChqQmMU6HmVzl4MzqVcuKnazeLPUPhD3z+v7pm19/9ufPJnElLMqcbyjTOkW0nFNiwRjrnHMEkRDgjChDnHXUUWOcsdZoZ51VRgsfuKDImTFGSl2ppsroeQt6sjlvenpWxkmlbLI53w+4pZDErlyOcjnGuKlFNebzAgXfp82o9t6Lfv+6L9ygJZcpcCG4R4gj1COhxwhBIZif8RxYq31nnPCo5yMhaRDWBFOU0BImyqLwPM6Zkc45QGQAxFmC1oCT4CwCEgQABc6lqSIEARzR1GgESwEIIdza1gyVAO3KUFtbW1tb22vEWVqrJcQ3qbKBx5A5YrWxhnEqGAAnsawaiJSNfRYQis6AllZKmaTN2AKhzvMs5w7QUOqExxhBKihYisYqxcrVemm2nMRhyHNpoqggtXIjyOXSNEbqsnlGeLxtx5Zvf/trk+OHPMoITf2AUqoArFYOpTAEjXFKKmMI5UAoGuUAgVKCmv6fmYksOEcI4Sp2OmTFXOiIcgR4ZAkV9XrU1Z0b6O+bma7IpmwYiy5EYNbpOihrYgK1wIdy1QifU86QkEIh+5Y3v+nhB59KE5yZrngi5KIpOIQByxf8TJaJiPoB44RQyigJBKNceL7v5XO2p9POdqVTpSSOUwDt+6Ex2mnLUABQZVIAdA6cc84BEurAIKK1BqxDZMaAMcRZwjmx1iEi4Btw1fq2tra2trY3CiVttRLlukCEHqDJBiKOpEOZCRlims3SZlLXusmodUCUsYBWVhsI2liitK9VEhFNqSZOE2qC0M9mQiaotY5Rn6Kfz3jV2mTgDTQjWcgVmzEC0CQ24CCN41xW/MPXb9y9Z5PnQRhwlTZzWSaE8gVobdNEc20d97W1WhFrADm2pmJ21llnwVprrbPWOaSEMYrgjJbEKPQ448xRzqRUvqZTkzMDA/0DfQOlSiVNk3olAuuFOS6JJiQFnAbqPJor10rgWCBANtN3nX/2nqH9I8MlmUCaKJlII5iRJmomSCT3wPMJJdT3g0wmU+jI5PM0l6PZbJDxTRCybDGXxE5rSCLrB7peSYxUYFGBadV+jLHOGcZJNhsCmCSNpNWE+EY7rRCBOEqsMYiOMQIA9Oqrr/5v/sfS1tbW1tb222hoz6HHH3s8W1jmZwaVSgk6BEeR9PZ2KdkESA+PDFmtU6U94VsDcZQ4Y5RKAbFUTZ2lxjiriTMELPMw6zSX0iptOQiwPAhy1Xr9Lb+zQQj33DNPLVi0OIoacdTwhYuiiW984/MzMwcJlUanjFFPEM5kmKWUg5IuqjsPi4J7WpsoVYBMCB/AWW210dpacMQ648BxwhljhKDnCa0VuBRRUxZEkbIOGCdKq/HxiQWDi30/IASds1EUWWsJJZSispGD1PMCYjkBnyNP4tgTfNHCRdu2bqeEOmMIOi4EYwKAIDJ0DEEYA3GkpiYrE+MzlUojTSSiFZQwSpQmVoMnfD/wMlkuPAJO+4JzgYQSa411CsB1dnZ0dBaQOOes0opSYq3VUoMFcMRa7ZxevXLZOWee/bquDNXr9SRJfN//776Rtrb/6SqVijFGCPHffSNtbW8ke/ePP/H4E4XOFYR1C4qMYTbIZjP5qB4ZnTBipicPOquEJwAJArHaMkIJWrDQjFW9Wr/6M1e/67wLzznr3LPecV427NixY4+xqFLD0SdAnXETE4ceefSB9ceuXLZ0YO26voF5GZ+7Bx+8462nr7vgwpMefuRuKZtKKkYFpc4TLsgyB05JTJrAwAPAVMlEpq3VyhCcMTpKI2sdOEMICEa5oAQpoWitVkouXjT/pn/61vx5Sx56+GfaKGDorDGaDA3tnzdvvhd4lFLGaL3eIMQLvPvIAAAgAElEQVQRCpQ5bRKrnU7IyqXHXvCO9zLORkaGFy5cUMgXJibHA8E4J0ZbLjxKuHNIkAnue77vLGqDSmMSa6ONSpQzul5tNKtpaaYqlWvNqg2oAQznIpPNZPPZbDaTyWQzmYzve54vrNP1eg0ACaUOrANLCEUC1hpCYMXSpee+4+zXbzOZ1nrNmjVve9vbbrnllteoiIMHDwohWlNUX3vttV/4whcOHTrU0dHxGhXX9lvg2WefveCCC8bGxlq7e/fuHRgYyGQy/713BQBpmo6MjCxfvhxb06m+2i699NLh4eFNmzYR0p6crK3t/xa2RmbpZiFjHGqChiBp1GpapWHgBgYKQyGxxjpGtNHWUUACSJEIoyUDIhgdOXDw0j98HyWgNZx2ykk//vFP0linqWRWFzIBMKuSxlFr17zz904yGpFDRuj3v/uiu+66rac3D2juvP3mc8+/CJ1gTBgrpbHGIGXCgQQAQhyhlgEJQDCf5XIcrPM8cMyzgFpacM5ZZ7RGRK0sgl26dOldP/hB1sPB/uVc5K78iytRmsAPrMM0xac2blp/3FH5QoYywjkvlaetseiIF2BD1VYcffy7z36f0fRNa3/Ho3Tb0NbjNqyp1yubn90iBBXCKkUBCLFIiQMAozQCIBJw1Fis1xCk5E4EPrHG1WbrpdpUrjOXLwYOnYwdBciEPmOMM+57oVJWKVmr1iqVapxo7nmI1BPUcNTaGq0BgCC1DuD1vFDrQw89NDExcd111/2nKY0xpVLpyKm0t27d+uijj778VVrrZcuWDQ4Otlaqn5qaiqJIKfXK7rZcLrcWi217/ahWq3Ecv7p5ViqVucV3lVIrVqy44oorXt0iXpmrr7565cqV+/bte43y/9znPrd169aNGze+Rvm3tf1WIgQoRcBqkCkjHY/kAeUOBdlmkGkqO/HwY3cYUw5C8IQl1DowzoFxCMC1oZzzfC5/7z3/2mw2rHOMOe7RNccs11rLFNLYWg0CBRpzxYcvA+M8jtTJ3UPbswH0dWUZSkHdgsHBhQPLBc0pq4yzgK1lXdE6QAoGlbEpIZr7VviWCysC6wc2m2PZHCsWw1w+CELm+Ywy4AylSo89Zl3o+yq1FOnpbz01VwiN0cYBEk5ISGi4ZevQ9EyFEI+zTHfnYBpDo6JkBEkzXdS/hKAXigw4vnDhwnqtUmvMnHzK7wz092RDjzFKKQJYRAuolGokadNYxRhSRggwmbjSbDx+uCoTioYUc52C+o1a3GwmUZw2m3J2tj41WSqXylEzNQYQuLNUpagkInhSGmsdZdTzuedTLgjnlBBKkMHruTL09a9/ff369f39/f9pyn/5l3/p6urauXPn3JG//du/vfTSS1/+KkrpRz7ykeuvv55S+uveK8DAwMAnPvGJXz+ftldRV1fXhRde+Nrlzzm/+OKLr7rqqteuiP97l1122UUXXfSLy/m9WtatW7dq1arvfve7r1H+bW2/lSyAQ1etjm7edN+Lmx7YufXBLZt/snf3feOHH9u7+9/QjjEqObPoNCNI/s+kg5QgEYwJzill1XrjJ3ffhwDoHDp7+Yf+yFod+lxwwggwwK5i16pVqwlFZ63V+PnPXxcWxExtHIhRWh4aHRsZGQG0WhtKGaJQCrV1SAkTVJpEWqWdMcZZDTI1VhOl0BlCLANHwRHjABlyTi0xmay/ZetmY63whJTyscceogzCjABiuEBHlLPS43z/3oPTEyWCnFGvt3u+UX69SpTxNu98ESExxkhj9+w9yD0vimrGqvPedV4tKiNocFSlNk2TOInjxERNpZQCMJyhdcZaAujXm2m1VgdiRCj9jI1ilSQMHGecIdI0MVFTNRpJs5EmSaq1QUJa/bGMsiZVzhhKUDDhCc/zhAOFRMPrtjJUKpXuvvvu008//SXHtdatblmvOGdrbStagIj/8A//8KlPfeoX0yRJorV+xUX8YnGt4NNLaK1fQdzCOZckyZFhMCnlrwpKJUnyq05JKeM4/qUr08Vx/AqiXM65X3ycNE3TNP1Vl2itjzzberRf+q7+07tSSv1iQb9q3b0kSV7mrn6pX/WSb7311g0bNrzkoLX2JX9HaZr+qqBjmqZJkvyqco0xL8mqpfW2j8xz+fLlt912G2P/oeG79c/vZeKdrXx+6YuKougl/wtOPPHE733vey9zt21tbS/hELRxMm3IuAS6ETCVYQnqwzLeH4iaoCmjQIAAIDi0xjHGPMEoI77PCRJAQkVw++0/RAS0gI68+XdO6u/rEx74HHKhTwmcf+75YRAiQYe4d//Iizt3Gm7+6rP/z+NP/2zjcz//+F/+uZ9DR2POuUyNSq1UViljAaRWDrHWjOuRlCk2anp2Op6abFZLaXU2KU01KuVkZroKhjBklLPADx3CvgP7Lv3QB599duODD9/3/33+s75PuIdhQJjQ+Q4MQuAcCZLx8cnDh8a11oSKYmHAumy5Bpu3PX/91/7fbUOP/vSxH/7o3tsT+/+3997hVlXXwvcYs6y29z79HA4d6SK9CCRGBMGGCCa2+Oqba0xiuIgXsSXkahLz3aiJxsQouVE09m4sWGKJgMbEXkGIgHQ4cA6n7bLKLOP9Y33Zz3nQGJN788a8d//+mnOuueaea6z17DnWGGOOVSjFxXyh2/HFgi8dIx2ySiWxisLQGKa0kySiVFQAxBgJwbU2yAU6spRECmLD80EVOa5XKpExxLgWHBzpC+4hcETGGOOcOY5wXOm6kqM02hqTkLUcOUdHMMkYICP4zCpDr732GgD0fK3fvn37l770JSllJpNxXfeWW25J/8GnTJmyePFiADjssMMa/8Qjjzyyc+fOtPzb3/4WAG6//fbhw4fv2LGjd+/eQRA89dRTRNTQ0HD00Uf3/N329vb58+f7vu953o9+9KPyYvD000+7rrtt27Zyz3POOadfv34A8NxzzzU2NiZJsmLFisbGxqampnw+DwDGmBUrVtTW1gZBUFVVdf3115dH01ovX77c87wgCHr16vXmm2/+RYGcccYZJ5988qZNm8aMGeP7/uDBg9evX58kyRVXXOG6bhAEy5Yt69l/06ZNY8eO9X3fdd358+fv37+/fOiVV16ZPn16ela/fv16+hP37Nkzffr0IAg8zzv55JPTxjfeeENKuXPnzp6TGTx4cFp+/PHHc7lcW1vboYceGgTB+eefn7bv2rVr1qxZnud5njd58uRdu3aVT29ubl6zZs1dd91VU1Pjed5pp51WKpX27t07c+ZM3/ebmppefPHFcmcieuutt4YMGRIEgeu6Z5xxRrFYLD8Srutu2LDhsssuS+f89a9/PV2qn3zyycbGRmvtqlWrGhsby7Ntb28/4ogj0vs7d+7cT6MSFQqFf/mXf0nFtWTJkgNUIt/3H3vssbQ8bdq0xYsXv/feewcddJDv++PGjdu2bVupVFq6dKnneZlM5ic/+UnPc/fs2TN79mzP83zfnzhx4vbt28uH+vXr9/TTT//6179uaGjwfX/q1Kl79uwpH92yZcuECRPKl5w2vvvuu1LK8vSMMTfeeGP6+KVy6/kMHHbYYeedd94rr7wycODAIAj69++/YcOG8tFNmzb16dMnk8lIKS+++OLyu8cJJ5yQJMmneVwrVKiQYjWVSlGxGCllELgxTFvQliWGKctjaxOtIh0nRgMwwRzX8TzH9X1HSBYEXqlU1Fq9s/a9d95eCwyAkAs2ffp0sgyRERBy+NKXvogMrSVkeN9D9/fu2xRrtbd1//931VVXXf2jWMdulqNQnoCMJxEsA9TKkCKwjAOX3LdGlIqJ1cAss7ExypQKpaSUFLrzJjFRMYpLioO0BoxCBs47b6/9zr8v+/GPf6xVwhnzXTcXBFUZr7E6JyUXUjb1auSC72nZs3PXriiOkWMuV1Nf1TcsqDfeeOma679z74PXdRU3d3btsQQdnd3GJlMOndCrdxWxbilj10GJXIBgKLXBRGkLNsh4BhJtEt/zrcU4tAwd1wtyWV/rKI6LAMQYcxzhOA4iEpG1Nv374pw7jud5HueCIROCCckBKEkMkAPWgc+sMvTuu+8yxiZPnlxuGTNmzM6dOx988MEXXnhh2rRpZ5999htvvAEAX/nKV2bNmgUAp5566sI/MWTIkGw2m5ZHjhwJAPl8vrW1deTIkQcddNDXvva1dMzOzs6eazwAjB8/PgzDu++++4gjjrjkkkt+8IMfpO2lUilJkkKhUO6ZxhgBwOjRoxcuXMgYGzNmzMKFCxctWuT7PgCcddZZixYtuuSSSzZs2HDuuecuXbq07Ee75ZZbzj///BUrVmzZsmXRokW/+MUv/qJACoXCq6++Om7cuOnTp1955ZVtbW2zZ8+eO3furbfeumLFihkzZlxxxRUPPPBA2nn79u0jRoyoqqpav379448//vLLLw8dOjTVIYjo2GOP7d+//9NPP71y5cogCGbPnt3a2goAYRgOHz68s7Pz/ffff+mll3bu3Jmqm52dnVrrntaFrq6u8spaKBQKhcLs2bPDMPzXf/3XIAgAYNeuXf369du1a9dbb731/PPP79u3r1+/fl1dXekpcRwvXrx4yZIl//Ef//HlL3/5gQceOP3000eMGFFfX3/99ddzzo8//viymvK73/1u0qRJI0aM2Lx580MPPfToo48OGjQonUx6U2bMmHHPPfcsX758wYIFN99886WXXgoAI0eOXLhwISL2799/4cKF3/jGNwBAa33QQQd98MEHa9euff3114vFYnlKfw5jzDHHHHP33XcvXbp0+fLlDz300AF+N6VUe3t7Ws7n888+++y0adNOPvnk7373uxs3bjz66KO/8IUvrFmz5sYbbxw/fvwFF1zw3HPPpZ337t3bp0+fLVu2vPnmm6tXr+7o6Bg4cGBZqlEUXXjhhV/72tcuvvjiCy+88N133z3xxBPT29Hd3T169OggCDZs2PDcc8+VvcNdXV1a67KN59hjj124cOFJJ5307LPPfu9733vkkUdGjhyZqulp5wceeGDmzJknnXTSlVde2dXVddhhh6XnxnE8bNiwCRMmbNmy5amnnnriiSfS5xwApk+fDgDr1q37Cw9rhQoV/oQFjJVOlE5inSiKYtOdjzu6ozCBUkKxRkXGInAhXM8LgoBzoZRGskolpbAoXUlIruvc8ItfMIbIgYC+9vVv7Nyxq1AsCsl6926srs8hAhC2d3Q889wTxiTG0NbtO9v3d+XzxVLYna2WXpZlMiKJilGpGBdDX7jF7nDooCFHzzm2V68++e4SEGfA2/a1CcYmjht7/DHH9O/Tu6utXSB0tu3PBV5UKIIlz/GiSBVKUVdnPvAzQMwk1mGu53gOY6ATDuRwJhk7cf78qVOntbW2v/n221GijQGB2Zzfi5TXsrOrs6OY7w53725RiY1K0b59rTu27VyyePHcY46cf/ycg4cNDQv57vaOJFaCOWEx7GpvHzyo75dPOfHQyROK+XwUqu6uuNClw2IsBIANExVqbTgHbZQlY61VKk59I6kZgnMupWQMOeeMIWNA1pZKURSSVhwA0iyNnznOPvvshoaGT+jguu7ChQvT8q9+9SsAWLduXfnoqaeeOmDAgJ79r7/+egBIV5QUay3nfNSoUWn13HPPBYDrr7++3GHSpElVVVXpAvPrX/8aANauXVs+umDBgtra2p7zOffcc8vVtrY2znnP0RYvXux5nlKKiObPnz969OhPI4cy8+fPZ4w9/vjjPS85XcCIqFgsImJ6ydbabDaby+XSmRPRxo0bEXHlypUfHfb1118HgNtuu42I0tjbBx988IA+6fr94YcflluOP/74qqqqtHzPPfcAwOGHH97zlNNPP72ncIhICPHd7343LdfU1NTX13d0dKTV1BlaltXzzz8PAL/61a+IKEkS3/eHDx9eHue9994DgA8++ICIUj1gzpw5xpj06OGHH963b99yZ8bY0UcfXa6mWsutt976UTn8OVKz2aWXXppWkyQZO3Ys57zcgXOeTpWIRo0axTl/66230uq3vvUtADjllFPSaltbGyIed9xxafXMM88syzDFdd1ly5al5fr6+rq6ura2tp5DrV+/noheffVVAHj66acPmOoLL7wAAKlPbffu3Yh4zTXXlI8+/vjjAPDjH/84rabq1B//+Me0umbNGgBYtWoVEaU2vO7u7o8ViOd5F1988V+UW4UKFVIe+83rh4yfPXLMEYOGTx04bMrgkZMHjBjbZ8jIgQcfMmzC+EOmTp74hckTD5sy/nPTJnzuiAnTjpo07djxk2ZOnTpj0uRpYyZO6zP4kAEjJoybOmPK9MPSBT6MQm3pqGMWjBo2+pR5C956+WWjI22UJbr/wV8fd8Kc408+Zuy0cVtbtneUOvJh59sbXpswY8zk2ZOfePbZjq5CoVTKl0oLTvvirraW0KhEUVGZH/30P4eMnDR0xPjnV71YLIXGUBKbJDa7drVdeeW1pTDKF8J8IV547kWHjD9s+szju8MoDPPFUvFnN9ww6fNTPz/nsO7S/kLUXgq71r7/3iNPPFGM49CYktb7S/kN2zZNnTV95gmzT/hf8751+flh3FqMOjqjlqtvWvblxYd/+5qzfrLiu7+6/8b20u7EhEonYRRrY/e2dV53w68GDzu0sffw/332N/e2t4U6Saw1loql8O5771m3bm2h2Nod7t24Y+NBY4Yc8rnhIw8dNmrKlKFjPj9qwuyDx88+eNyc4aNnDR89a8TYmSPHzRw+Zsbggz836ODxYz83ZcqRU6ccOXX0tEP7jhjTNHj8VxddTESfUcvQvn37UhtDT4gon8+3tbXt3buXMfbHP/7xrxozCIJUp/kEyr4hAJgzZ053d3dP58Wn54477jDGjBgxYsefGDx4cBRF6fo9e/bstWvXXnjhhWWjwqehubl57ty5aTk1d5X3MQVBMGjQoNSaorUuFotnnHHG7t270592XTeXy6WLaIoxpru7OzUIAcCOHTsAoFevXrlc7qtf/erbb7/918YMXXvtteVykiR33313U1PTjh4IIR5++OFyn/POO6+mpiYtjxgxAgDOOeectJqGAKea2e7du8MwPPXUU8vjVFdXSynThT/l3//938ubvcePH793794/N8lMJlNdXX322We//vrrnzLwJVUWyyHSUsqrr776E/oPHDhw/PjxafnQQw8FgNQoBQD19fW9e/dObVFKqTvuuKOurq6niBzHWblyZXmohQsX1tfXp+Vp06YBQEtLCwAMHTo0k8mcddZZa9eu/XPBQFdffTUR9XyY586d29TUtGrVqnLLtGnThg8fXp42AKSesrq6OsbY0KFDN2/e/NH4rSAI2traPkECFSpUOAALQABAGMcqDBOjkQvfGKE1Q+YBOsJ1ueTArLFJrMI4iTrz+ShJlFKO4yilC4Wi1voXv1jOOWccAeFfv3lOY2NjTX3duEkTkTFAa6x+6cVVvXs19qqtz0rfF15OZj3hShBIJBkCJpnA9R3fc5zl193QVF/PEQGM5OyxRx+tqfZvv/WmI2Z8XnDGGHCJhLZXr/oLL1jsOsKRkAkcMhpII2rXdYTwHSdAcK2SpW5lrXB54LuZEcOGz54xwxVcEDmM5RxvyIBB99x2py6FYdSeqIIjfYfnAqfGdwOt4v1tu5oaG0458QzPaUB0GZNCcEDIZIOnfvMw2mTescf+/NprG6prJSIna7TyPfdLJ35x5IiDPS/nuVkpuB8I13Gk68YmCpNid6E7jEthXIpVEqskUcoSEAIASekQMWvAWgC0UnCtVbrH/jOaZyjVqXu2bNu2bdasWdu2bQuCgHP+N0Rx/rX5V3r16gUALS0tBx100F/7W1u2bAGAU045pedWtaampjSB5KJFi3bt2nXDDTdcc801c+fOve+++/7aRDVSygNafN8vO8IA4Pbbby97zQDAcZxy/qTnnnvu1FNPLRQKB2SzzGQymzZtmj59+uTJkxHx0UcfPe644z7lfHrmnkmnsXnz5okTJ5Ybs9lsGmL1UQ7I45eGAKfLcBqRfe211/b0JFZXV1dXV3/sUEKIPxd/nf7Q7t27x48fP23aNGPMvffee/LJJ39y1py9e/e6rltXV/cJff4crut+tCV1YKfXtXPnzp4icl23b9++HztUervTS6utrX377bdnz549bty4IAgee+yxmTNnHtB/7dq1AHDAQ1VfX//nlO9UCKkx2fO8jRs3fuELXxg2bFg2m129enXPScKfD0uvUKHCRzFklUrIktaGIXfdwPFcIgtcAxAYhpKTJUuJMUoZIMMNWUAOjDGyUgptAZFz7jzyyMpvfOMbggtjacYRn7/r9oYxY8YCQ0sWGLz11mtt7S2N9dWIMhdkJROcCbJIFlWsgkyWC0RGDACRNdU37Gvbt29vy/Chw++//7GOrrYvn3LSoYdOtFY7jtTGbN2xc8fOXePGjqvKBNYkQiAiARhrYgTDEDnn1oK1WMwnykRkBWMOESDaYqlwy69urq9vPPWUUyQXRDSwz4CRw0a+/cHbYYkAPIYcEBjJxpr+HNyjZ37J4T4iGB0WovYoDtv2h50dxdfeeo0l4qorv5sNPDKWCR7H4Xvr1vqZYOTwUWQJUXDgDJAhCimJWSYMQWINIiJnAsAaQ0TAGOOCCck932NMJ0lEpAGYkEw6DMDCZ1YZqq+vL0cqAEBXV9egQYMGDBhQKpXStTOTyfydksuVSd+AywYM+NNq8efouUikmsfq1avHjh370Z6IeMUVV/zwhz+88cYbFy9efMghh2zduvW/a9op3/zmNz/WhvHOO+/MmTPnjDPOuPXWWznn27dvHzhwYFmSTU1Nmzdvzufzc+bMmTt37ttvvz1u3Lh0pfz0S2B6g4YNG/b+++//F68iVQIuu+yyj9309zcQBMEHH3ygtZ4zZ85pp51WU1NzQAT9ATQ2NsZxHIZhGgf230Wq8PXv3//DDz/8G04fOnTo1q1bW1pajj322COPPPL9999PLYVlUpPSAS8MHR0dQ4YM+TTjDx48eNeuXTt37jzssMMmTZr04Ycflt8HisVi2V5VoUKFvwiRtWSlEOh5gCilyzgyBgCOtYaM1QlxYQGIMYPMIiABJ8sJGYACQOm4QTbDBRSKpbXvv3/wqFGcY1VVMHny5DlzjgLi2mqOuGr101KSUpoL4boew/R/G7WGfEFlqoHIAFBqpXrxxTWXXv4dIltbVVUMgbQ+4fi5SITIldJ33HnvVdf8NF+M6uvq7r/31uFDDwIiIkAAawGIERGAMSSUVt2FAqAlYAQAQJbD/JNO3NOyz5Puth3bL7zgIobAGe/bt9/L77wRxwDEEcFajIqq2GmOP2ZuXba3tYRct+1ff+cDP5t06PTXXt5x661PVNc0jxk5vK6hlgiAs1179pzy5VNbWveg4GeecealF1yCyC0QWdSJAQIE5AKQWUPaGMYYQ2SpacVaywE5ByG4tkYpm6g4CLwgI5BzZAY+swHUQ4YM6ejoKEfRpr6P6667Ll1oD1iYUwtHT8+OlPJvy7ZXdr0R0apVq6qqqlInTmqKePvtt9OjhULhd7/7Xc8TEbHna/cxxxyDiKmT5aOk80fEc845Z+nSpeWwWaVUGknzN8y8jBCCc37LLbd8bAKCJ554AgCWLVuWmqw+1h2Wy+VSf8ry5csBYMCAAQBQzrkchuEHH3zwCRPIZDKjR49ubW39r2RASGloaGCM/c0pyF3X/dgLFEKsWrUqm83efvvtaUt3d/fHPjCpz+6+++5Lq8aY/5ZEO0EQjBkzpqOj428QUfnxaG5uTjdF3nnnnQf0OfXUUwGg57avNWvWtLS0HHnkkZ9+/H79+m3evJlzvnHjxrRl9+7dcRyXt+ZVqFDhU5Bm+XNc33M9T0opueAokJAzDha1Iq0tgEVGjBMwa8EobePEakMEwBhXiYljbSx8//uXAyCBRrSnnnbyoMGDEVEK2dre+u577xTD7j379u3Z1xoliQUABGLMEOSLUSlU1lpEAEAEvOmmX1ZVZbM5V+lQ6ai6uqpf334ADACjUP/8hhubeg9o6tVPGbjssv+wBhnjQMi55EwKLhAJ0VgwcRyHURjFMYHV1hpjdrTsCk0cVAUy8F58+Q+EQIiJ1gRkMK9sp4UIGTBmrU32t7UMGtAXyHJGZIsPP3FTPt6wfuNvG5pdL/CFyB0//3hllQGrLN1w0y3b9uxxq3LoiZ9c/7NNmzcabREYESZxpJSx1koJXAJZ0jqxRADgOI7ruo7ruI7nOJIxRBCcuWSRc+YHbl19VjoMPrPK0Lhx46y1r7zySlqtqqpijF122WXt7e3pLu6eyVfGjx+PiPfee29LS0v6xz1o0KDW1taHHnpoy5YtPfckfzKIOHPmzBtvvHHv3r1Lliz5/e9/v2TJktQuMm3atCAILrnkkg8//PD9998/6KCDDlhlPc+77777tm7d+uqrryqlpk2bNmHChLPPPvvhhx/ev39/W1vb7373u3KIz5AhQ/7whz+0t7dv3779l7/8ZflV+/TTT6+rq+vo6PiviI4x9tOf/rSjo+PMM8/ct2/f/v37t2/fvnDhwlSDGT16NCLeddddHR0dGzdunD17droFEQBeeumls88+e9++fR0dHc8880w6n3S2qQVl/fr1GzZsGDZsWBpj9AncdNNN+/fvnzhx4r59+9rb21taWr7//e9v2rTpr72W6urqZcuWrVu37rzzzmtra9u/f/+2bdtOP/30zs7OT3P6mDFj3n333R07dqQ67vbt20855ZS9e/d2dHSsXr26VCotWLAg7Tl06NB0q9QBHHvssdlsdsmSJevXr9+xY8dRRx2VRiL/17ntttu6urrGjBmzd+/eVEQ/+MEPPo0t7a677lq6dGkq2Mcee4wxNn/+/AP6zJ8/v2/fvvPmzXvmmWdaW1vfeOONefPm9erVqxzA9AlcccUVV111VSA3yzsAABXQSURBVGtra3t7e7qvvqz9pOmnR40a9ddfboUK/0PhjFUHQXU2kwk8yRmCUSaJVZQYlWirDMXaJAkqzY1hyDjjgKi0LUVRQSeGDJIinZhSpDq6wj+8/Na+ln0cuSXoP3Cg47vaAgGtXPlwbEsFU2jpDLfu7ujMR4gAqAETAHREVhVRWGn1/2/B6ewMoyJFISWaXA+yVQQ8sWiAYaiUJVIqEg5ms1mtEsZIW2MZKOJMCETAP+XlIUZCCsdxyYJknGxibN7PYpD1lYV8dyiAMULBOBIy8qyWiAwIjNFJhHEiGXcQKQ4NQwfRk07V7r1tiY0HDOpjUAdBjeASEJjAHVt3Wut3d4GhgEuvvbNDSKZVzJAsMa01E8SFzlVJ4REIS5zQEY7vOZ7j+9LzWOBLRzDXEZ7j5bJVxhjPcxwXq6o9+MwqQxMnTkTERx55JK02Nzc/+OCDW7dubW5uHjhw4NChQydMmFAOiRg5cuQJJ5xw3XXXDRo0aMWKFQBwwQUXDB069IwzzjjkkEPeeecdAJBSfjQiO5vNZrPZtOz7fk1NzZNPPvntb3+7f//+K1asOOuss77//e+nR4MgeOSRR8IwHDly5NSpU88666wrr7yy54BPPvlkLpcbMWLE7NmzUwffq6++OmPGjDPPPLN37979+vWbN29eOUZn5syZRx11VHNz88iRIxsbG8vmqHSNPyBvXkqaqKZc5ZynaWB6Xku5w6JFi6644oonn3yyf//+ffr0OeSQQ9asWZMGvpxwwgnnnXfez372s+bm5smTJ1900UX9+vVLJzZgwICVK1cOHDiwV69eZ5555pIlS2bMmJEO+OCDDzqOM27cuClTpnz9618///zzy7+VZn46IIv3tGnTnnzyye3btw8YMKC5uXnIkCG//OUvy5E3aaaonpeWzWbLrjrGWCaTKcvq8ssvv/DCC2+77ba+ffv26dNnzJgx69atS4+mQuj5067rlm8oAKS5nYYOHXr44YcDQHV19QsvvDBo0KBevXrNmzfvq1/96kknnZT21Fr379//o2LPZrO///3vhRDjx48fMWKE1nrt2rU973smkynHPAVB0PMepZLpeTczmUz53AkTJjzzzDMtLS0DBw5MRbR8+fKyWpzmECqfKIQoDzV27Ng77rhjwIABvXv3vvjiiy+//PIpU6aU+5RP2bRp06hRoxYsWNC3b9/DDz98xIgR69atK/96EAQ9HX+IWL6QBQsW/OhHP0qfnJtvvvmee+4ZOnRo2u2xxx7jnE+YMOGjgqpQocLHwgAZAjLkTDDGiChNNquUSVOWqFglSiWxSRJrjLWkCQxjBoUBzpCDMkoZZQg0kZ+ruvnWOywhEgMApTXnwBAeffxRJmWsqKM7bN3X3ta236Yf3EJAZAIcgR6iBMZTN1kcqiQycaQTbYh0obuju7MDwcahrq/NMUQdRQ7DJCrNOvIIABKMkyVDNrFaG02AAByRSyGCbBBkA8Y4IEgmOQiyhBylRK01IjCC9MKtAdIMSACCJTLALMDuvXu0TVyfIcpJ42f3b57qi4FNdYOPPfoo30/WrX3NaCWRIcGC+ScUOvfruOAxVh3kRo0aY4wR3GEgGHBEToZc7niudH3GBQAAERhrLYFRmshoUoYsESFiunomceIKx3c9AMDPbDjkjBkzCoVCmkzofwLpJ8FPOumkslOmwv8dHnvssQULFrz55pvljWAVPpZRo0aNHj36/vvv/0dPpEKFfxoef/rVZd++xPN8Ag6Ixug4SZTSgAgAxhhtEkuKcSMkSQekFIgsibVSREYCoCVGgGQtWU1G5bvaP1j/TkNtjbUkBCdUz7/w7E9vuBYYK4XJ1i3dKtSl7o71777T1FSjrVn7/sYTTzo9l6266oeXzjpypsMFABx++KxERZoi7phMxil05b932Q9mzzrOdTJGw/79nbfdcef6DRvmzpt7wvFHC4bWWmL8m+desGrN6l5N9S/89hlBYAB+dsPy/7xphZTypTWrqzI+Wtq8e+Pp//JlFCyJTUZUvfjsaiAghB/88Hs333XLlAlT77/jPobMor3o389/7c1Xx4wZc92V13IQRJJQvfLG6q3btzX3GuR6wUsvr3n2N0+sfPAphIwjhCG7+oXf3nHXbTV1DRdd+K2m+iaHM2NoT8vuw2bNqGmsRqYzvqMtKcNbWwtWB0SSMykZMtSuxxyfWWOjSAMA4+RIqK2rrm+o/9yU6UsXnfsZDaAGgKVLl37xi19sa2traGj4R8/l/wZ33nmnEOKj8R8V/t4sXbr00ksvrWhCn8wHH3ywfv36NF9XhQoVPiWJive3t2WyVZy7XHAo75UmYpwLIThn1nCLMZAx2nBuOCcuLAEZ0tYyzpgxhkz6lTPMVlWvXv3iKV9awDkYUtbGP19+jbEW0SvkVRJrBiwKFSEQMAICRERuLSltidCmkUGcMeJWk9bKIQiqvJtvWzFz1hylYyGc6trM+f+2CDlYQCRD1hAhIgiJUiIgEYC1BByEgExWSCkJNIFlnCGJTJAFmbguNlRVWwDGQFvjeE4um3Olg8gIgIAMUSkqvfHmGw+tfPjkeacgY9aIqZNmHDqJiGSiwj+uf/24uUe8ufblqRNnAgEDmHXEEUcc/jlERxtggmljGTICiONYKys46FCDJETtSOoq5lUiOXc9hweeACRrIUpsHBnHcTPZTGNjdV19bX1tfU11A3xm3WQAMHfu3IaGhgO+MvH/Ktbau+++e+vWrR/dM1/h70pra+ukSZO+853v/KMn8lln2bJlw4cPT7O9V6hQ4VNiSEdJnC/k84XuYrEQx5FSCZHlnLuO9FzXczwpXVd6gktEbgwYY6y1DKxAyji8yndrM5nG2pq+Tc0D+vUdMnDQ/ffdr7U1FjTp9q7W7lInctLKRCWDBNYSEQKCJVDaGEvGGEOEqZ8OwFoiIADLOSIDQwnzYM/+XRctW5pgpCgRDjJhgRSBVkmMhIILAPJ9p66+pra2BhEIDZEKMqK2LltV7XEJhqwBclzHdaWUzM/IXI1HoCyAIc0k83wPEQ2RsTayBoVItDFkr73u2odXPpIYgwwJiIhxxgXHceMObu7b+MqbL2zY+rrGPDBrDGMsAyS3bN22a/cuwjRnkCYgaxUS2cRIBMZ0Nic9j3FuGBrGrHDAkZwzj/PA86qqqxrqanrV1fZuqOtTV9PsSh8+s1vrAUAI8QkJ9P4fgzH29NNP/6Nn8T+RxsbGil/y0/Dggw/+o6dQocI/H5yzTC6wFlQSK504UgohhHAQCRF4uvwLxphHwBMNWsVaayFQClET5HK5atfJqNgaQ8gQBWqtd+zYeeNNt1TXVaPUr775fFVNILjTUUp3UKFSSZDLPvzIE5mMKx2xa/deKUXgeWvXvlcq5gGMJx0EywUD4II7uWrOBDie+8cP3z/9K6edu+jfBvUdJFDGUbhu/fqX1rx09ZVXkzEgmOezbM71A7l6zfNJWASOO3bu4IKTpSef/g0H7jje/v17AC0ZshbiOP7tC88W8iEKtnnrZs4hX8qvfOLxQiH0q70Pt20rlUJHCuDm+1cte+q3z5x52pkNjQ2Su9ZQe8fWD3e8XlBxfZ/qNa889fpbfzh48NRcpk+pGL7xxtrLf3jZhZcsampsFJxHUVzbUMU5Q0C0kISKBdyTXnXOQVCeG/i+77nSldyQi0gguet6gEwlOo6j7nxXqdQAn+WYoQoVKlSoUOGfml8/tfqiSy5iyLQmIOJMICJjjDOGwIUQUgjOuTY6UZG2iTYxMOv7MvC9plzW9zJoeRJbbciSMWSKpUJXvlAolroLhea+tQcNbcjkyGoo5WXLruK+/V0qUZJLzqzrcAJTKsXVNY1VmRxnBhmpqCgdh6yRLrcYZ6qlmwHGkYh3d4VkpOtkrKJcJmOMKRZLxx89b+E5ixhjyiY/uOLyd9a+aw053I2iknBkKY4LxTCKkjjSiMxok8loLxClWCXKZPzAalUqRp2d+brGJiZiZp3O9qIUvqIYXZACAt+RwngBcswK9POFEDSvb2gYM77/oMGOl602RJ4nyIiVv1696tm3lPJyVbWOw4EVc7mM4FwnCjlXiXKJecgtWvK4dDOcZ7jwPDfrOq7RGoiShIolFYWKceRMS9fmcr7n+1MmjL94yeLPrmWoQoUKFSpU+KeGcS6lkFJoRdZaRGTAiEirxHEc388wAkS0hIicLOfMky4TnBkLhjQiEdpYhZ1d3cZaFBirqBAXYktBtiqbq0209YmQMWsSRzDOER1ptZFCIiMpHG1Md3dXr4YGyWyuyldxUCqVrGWEBpgBYKSAWxEl+sTjvvj1ry6ylp27aFGpUAw8f/yECV/9+tfSrb6Cs+07P+xo35vNVLd35QF5saNbaSiWkrCUGGMZY0mSINfIMzr249i63AHSnHNteXdeVTcgCuZn/GymNh8VhEOIlgP4fhDrou+BxmKuBsjIUlzYtGVbbNzhIwZLx4lLJgjEvPkzq6qzq1e/qRKtgQkhgAtLqCxYrRhwBC6Zxx2X+dma2ppMrtr1fcHdJNGlYmS15TxJku6CLpHSTOiEtGVdxZjnS/3gs+wmq1ChQoUKFf6pIWuttgYNATGOYMFopbXO+EHv5mYiiuMkibXWViUagXHJMd0Tbmx7vpAvlCQTpVLY2VXUFt2Mi0iu7wsJiVJB1iGK8t1xFEYuq0G0juDFRAkpNdjAcxEpx3Pd3cXOjrYhg/tlfJ9nA12d271ndzEuoUzCKI5LNgn1eedeuGD+yQCMo1j+818mcWyNkVnpMNckgAy2bN+88YNNjuvk83ljGCFx5iRWcyYdV1picRx7gY9YsBYRHBWFIVrHFcLB+kavUIzJgvSEyDlxFOVyOWSkk1BwViwoDTyKu/3AuB5qEAyz+9sTAx7Ah4MP6p/NZvPdHZlsMGPW+CDrPffsG6WS0trEocr4Wc+RZK0nndpMVZWTRe5p5krX8bwq13WstdYoa0FrG5YKcZRXuqR1zK3loFgiQqVLcQEqylCFChUqVKjwd4IzQZosQKK1EBwJ0FJ9Ljeo/wDPdcIo6rJQyJfIWs9zkKEhrY1KVKKtZtxWe5wJkIKkJ0olrYvaczgwQh7X1Qgmu5Wl9o5YReA5sbWaMc6Rh0niugoF97lDijm5DGAYltrra/vmgiqjKYqTaF8hQUWgXO4zx7v+P38xatSEkcPHEAEy7rg+IgCRUVZbCxYX/9vFpSJr7ywAA9fxPU8SaC41N4oZAC086TDGfLdOSkW26HtAxLRxHRm5geKSyDBrUUiUllSUWAsI3ICyoFAQWBaHCJwJyQyWtGYdnZpMIoRoaApq6oJYK7BywsTh0uHP/OYFG/vVQbauqsl3vcCTuWzgOAFDL0lYdymOjG7vKmE+jzZOojgM4zgxhVJXqVQsRUWyWgDjFrROOMewkEBFGapQoUKFChX+TnDOq6uqiCAA4IgA5Eqnd6/G6qpqZERAbR1dget4QWABimGpWIpLpZK2CYERLmnBjeAMue+7kWZdnVFcYn6GOwGrrq5yXJ4vFjs6OyT6CCzw/MADpXQUWtcTAEoIzxiQvkMMSnGhUMpnszlkUFdXU0pq9hdC3xOcmDZaOs75F5z35dO+cszRxzY1NPP067HgdHZ3PvHkb35+/fIwjhJt0m+bWaOtif1AIALnzPW4VmgNcQZcCNcVQgogUooDaEDrOai4iGOdqBJxbgGMBURJZIkUYwQEgAyIQCNK4AiabByGHbH+EPdGURUXoqZGMmYYUxMmjJSC/WHN+421jb0aBtRkaj1HBkEAyJOYwjBR0JnvKIZxmOgS2oiRjZTpzpe6813GamstkSHFjMG6bLXjckQGFWWoQoUKFSpU+DtBhEGQlYIjIENkDLNBEAQ+IhLZYqnou06mNiMdJ0oUYxDHkbXE0BEShEw0GULOBCJZRzqC21JBaRv3qsr4fsBQCUTBbMaXjnAdx7FKOS74yDMZziEBSj+xaoxNLDot+/bEcVRf0xQnied6tVhjIHRd4K6jExTcu/+Bu1bcfGPfPn2bmhoZ57tbut57b0NHZ5fnBow72hhAYIwhgkItFCJjXAASk4JbaxGJMWKccemQBa2kocRiaK0VjDNfKp0AaC6ktRaIkKHgyIVkKA1pQ5oskSGOTHBUyoYlajORUWQ0DhzcUF2T9X2FPBo2ok/Wq+1u1xmntjrTgCQcx7GWrI1MqWBMUZl8odRpTMiZFUiWQNsSE5YRB0BjQQiey2UHDhwUx1EmyEJFGapQoUKFChX+TiAylWjJOAIJwTnjjDGlDAOVz+ejKMoGGdcVgMiQjNZAIIVryKpEcSGB80gZFMgFQ9Suw0NIEhVzUaW04WCVSurrqn2vSjKPiIOlKEmk51blhMNcE4JB1CY2XFOiORPxvqhYLGYy1Z7nOl4NMR+gpJRysp41zEXHMWpPa0tbZ6vWJjaCeZip8o1GbZUlEEwCIVgmuYMICKi04sIRAjlnwuMSgQtFZIV0EYUAhqwKWSKkE5uSsUorJQXzPC+ONUd0XIHAgISxloxVieYcUTAOQgMwFDqErnZlzH6tk0FDmusbwFrluMGgwQ3t1XHYBRYVaIhjVCruznd1dbd25VvDKG8pshBJBtLhVpH0SBskQiLGBQoh+vbtW1tbmySaCKGiDFWoUKFChQp/J+IobmtrDzyHMXRdx3UdY3Umk1Eqlq6TwZxkGBaKxHm+UCoWi9YYzjhptABxUWMgrQWlI0dyBsTAOC6RYIxDFCZCmFIhrKutzWZ8KYIktjoJCeL6+vpsVoDW+zvzcUwGYjdDwuNgDDCMVZSBjOMEyNBaFsWJURrIJiqOElLGRCqOYuDSURS5GS6kpxXEkTXakrWMcWQAAIJxJrjSMZFBZG7GcT3mSjA2KoWhJmsME8zlGAiedaQrXMmQlUzBGAtkEJnShiXAEI2OLYC2ZK1hHB0kBE4AVicMHRVRe1xIksiSZqx/XV01WeU60NAUdArb3drNIKvCUhSVurrb2zv3dBU64iThAiWCIxDAahsrHRFxRDBGW6urqnINDQ2IIonD7q5KAHWFChUqVKjwd6Nvc8OxR88UgiMCY4xx5ghZV1/rCMk5xlFsjQ7DMFFJnCTKklJWG0vAAMAaa0F7PmdcOxI5AAEzlgEjL+MwYCqJlIqqqzLZbNZ1PbAsjKJCqZTLZQUnFemO1mIUaelCUC1cT5I11gAH7jqB63iOIxE1gOnq7i6GJWCIXFrCJCEVaSKUPjLGgLi1oBJjNJEFxhgACmTSk0IwbbVKEotGuswPHEdYZCpRJipiVBRgpZTccT3GGIrYktIqtkRkwRpQSiEQARiDgARIjJNwQEoUjFsDzAhG3BLTVgnHMpHUuNmm6uZMNsOZdp3MwN5+MU/79xVKhTgK/Zpat7lfjbbGAjLOiCxPP0yrTDFKdAyIjMgyxmpraxvqGxjje/e2Njc1AsD/AV0f+qGpMqxxAAAAAElFTkSuQmCC)\n","\n","\n","<p>They are interested in classifying the species <font color=#ff0000><strong>Iris setosa</strong></font> and <strong><font color=#ff0000>Iris versicolor</font></strong>. Use a <strong>perceptron</strong> to perform automatic classification.</p>\n","\n","\n","---\n","\n"],"metadata":{"id":"bw0SH-loYEtr"}},{"cell_type":"markdown","source":["## 1. Iris dataset\n","We will use the iris dataset to train our perceptron."],"metadata":{"id":"19ZVgr-DgUn9"}},{"cell_type":"markdown","source":["\n","\n","*   **Pandas library** is specialized in the management and analysis of **datasets**. We will use this library to create the training set.\n","\n","\n","\n","\n"],"metadata":{"id":"wi8iB8F1FZXa"}},{"cell_type":"code","source":["import pandas as pd   # load the pandas library, \"pd\" to simplify the name of the library\n","\n","url = 'https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data'    # variable where we store iris dataset url\n","\n","df = pd.read_csv(url, header = None, names = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'labels'])\n","df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"q7_Fn00oYBlb","executionInfo":{"status":"ok","timestamp":1679495969930,"user_tz":-60,"elapsed":219,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"41ff9085-e07c-4199-d0de-f6feb9d8d1cc"},"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   sepal_length  sepal_width  petal_length  petal_width       labels\n","0           5.1          3.5           1.4          0.2  Iris-setosa\n","1           4.9          3.0           1.4          0.2  Iris-setosa\n","2           4.7          3.2           1.3          0.2  Iris-setosa\n","3           4.6          3.1           1.5          0.2  Iris-setosa\n","4           5.0          3.6           1.4          0.2  Iris-setosa"],"text/html":["\n","  <div id=\"df-1a3e7aa2-c7ef-4bc0-9110-aac39ba49723\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>sepal_length</th>\n","      <th>sepal_width</th>\n","      <th>petal_length</th>\n","      <th>petal_width</th>\n","      <th>labels</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>5.1</td>\n","      <td>3.5</td>\n","      <td>1.4</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>4.9</td>\n","      <td>3.0</td>\n","      <td>1.4</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>4.7</td>\n","      <td>3.2</td>\n","      <td>1.3</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>4.6</td>\n","      <td>3.1</td>\n","      <td>1.5</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5.0</td>\n","      <td>3.6</td>\n","      <td>1.4</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1a3e7aa2-c7ef-4bc0-9110-aac39ba49723')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-1a3e7aa2-c7ef-4bc0-9110-aac39ba49723 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","        async function convertToInteractive(key) {\n","          const element = document.querySelector('#df-1a3e7aa2-c7ef-4bc0-9110-aac39ba49723');\n","          const dataTable =\n","            await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                     [key], {});\n","          if (!dataTable) return;\n","\n","          const docLinkHtml = 'Like what you see? Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":["df.labels.value_counts()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4uLT8ObWEYuU","executionInfo":{"status":"ok","timestamp":1679495929529,"user_tz":-60,"elapsed":230,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"798075fe-8d85-4798-9452-1d48b69d11ad"},"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Iris-setosa        50\n","Iris-versicolor    50\n","Iris-virginica     50\n","Name: labels, dtype: int64"]},"metadata":{},"execution_count":17}]},{"cell_type":"markdown","source":["We will extract the first 100 class labels that correspond to the 50 iris-setosa and 50 iris-versicolor flowers and convert the class labels into the two integer class labels, 1 (versicolor) and -1 (setosa) that we assign to a vector 'y':"],"metadata":{"id":"m5FratL7Etsp"}},{"cell_type":"markdown","source":["* **Matplotlib** library is used to **create** static, animated, and interactive **visualizations** in Python.\n","* **Numpy** library is used for **scientific computing** with Python"],"metadata":{"id":"UZAE1meOE5PX"}},{"cell_type":"code","source":["import numpy as np    #load numpy library, \"np\" to simplify the name\n","\n","# select Iris-setosa and Iris-versicolor\n","y = df.loc[0:100,'labels'].values\n","\n","# Replace \"Iris-versicolor\" and \"Iris-setosa\" labels with the 1 and -1 labels \n","# that the perceptron uses for binary classification.\n","y = np.where(y == 'Iris-setosa', 1,-1)\n","\n","# Extract sepal and petal length\n","X = df.loc[0:100,['sepal_length','petal_length']].values"],"metadata":{"id":"UNXaXH13K_d-","executionInfo":{"status":"ok","timestamp":1679495953605,"user_tz":-60,"elapsed":672,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}}},"execution_count":20,"outputs":[]},{"cell_type":"code","source":["import matplotlib.pyplot as plt   #load matplotlib library, \"plt\" to simplify the name\n","\n","#plot data\n","plt.scatter(X[:50,0], X[:50,1],\n","           color='red',\n","           marker='o',\n","           label='setosa')\n","\n","plt.scatter(X[50:100,0], X[50:100,1],\n","           color='blue',\n","           marker='x',\n","           label='versicolor')\n","\n","plt.xlabel('sepal length [cm]')\n","plt.ylabel('petal length [cm]')\n","plt.legend(loc='upper left')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"XnF0j3z8I52d","executionInfo":{"status":"ok","timestamp":1679495957567,"user_tz":-60,"elapsed":727,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"06a28df0-c74c-4f50-a7dc-48231d4ecbf0"},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["# Application for binary classification"],"metadata":{"id":"NvHJ3koGLUMb"}},{"cell_type":"markdown","source":["![image.png](data:image/png;base64,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)"],"metadata":{"id":"pSmaX0GwLOC9"}},{"cell_type":"markdown","source":["## 2. Let's define and initialize some parameters"],"metadata":{"id":"niQYWT-MMW2K"}},{"cell_type":"code","source":["from matplotlib._api.deprecation import warn_deprecated\n","from matplotlib._api import warn_external\n","\n","lr = 0.01\n","\n","n_iter = 10\n","\n","random_state = 1 #random seed for random weight initialization.\n","rgen = np.random.RandomState(random_state)\n","\n","# Initialize the weights in vector 'w_' of size 3: dimensions in the dataset (features) + 1\n","w_ = rgen.normal(loc=0.0, scale=0.01, size= 1 + X.shape[1])\n","errors_ = [] # List to store missclassifications in each epoch"],"metadata":{"id":"MdwJevtPMumt","executionInfo":{"status":"ok","timestamp":1679496405613,"user_tz":-60,"elapsed":322,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}}},"execution_count":38,"outputs":[]},{"cell_type":"markdown","source":["Notice that the vector **w_** contains small random numbers drawn from a normal distribution with **standard deviation = 0.01** using command **rgen.normal**, where rgen is a NumPy random number generator that we seeded with a user-specified random seed so that we can reproduce previous results.\n","\n","IMPORTANT: **We dont initialize weights to zero** because the learning rate 'lr' only has an effect on the classification outcome if the weights are initialized to non-zero values, If all the weigths are initialized to zero, the learning rate parameter eta, affects only the scale of the weigth vector , not the direction. For example: Consider two vectors v1 and 'v2=0.5*v1'\n","\n","```\n","v1 = np.array([1,2,3])\n","v2 = 0.5*v1\n","theta = np.arccos(v1.dot(v2) / (np.linalg.norm(v1) * np.linalg.norm(v2)))\n","print(theta)\n","# 0.0\n","\n","v3 = np.array([4,5,6])\n","theta2 = np.arccos(v1.dot(v3) / (np.linalg.norm(v1) * np.linalg.norm(v3)))\n","print(theta2)\n","# 0.2257261285527342\n","```"],"metadata":{"id":"kRxGOEkWPJ0l"}},{"cell_type":"markdown","source":["## 3. Development and train of the perceptron\n","\n","For training, we loop over all individual examples in the training set and update the weights according to the perceptron learning rule.\n","\n","Inmediately we make a prediction and update the weights. \n","\n","We also collect the missclassifications during each epoch in errors list so that we can later analyze how well our perceptron performed during the training. \n","\n","\n","\n","* X: array of shape = [n_examples, n_features]. Training vectors where n_examples is the number of examples and n_features is the number of features.\n","\n","* y: array of shape = [n_examples].\n","   Target values (true values)"],"metadata":{"id":"KjlsfB6JTFKW"}},{"cell_type":"code","source":["for i in range(n_iter):\n","  errors = 0\n","\n","  for xi, target in zip(X, y):\n","    # perceptron\n","    # z = w*x\n","    perceptron = np.dot(xi,w_[1:]) +w_[0] # np.dot() computes the dot product of two input matrices.\n","\n","    # prediction\n","    prediction = np.where(perceptron >= 0.0, 1, -1)\n","\n","    # update\n","    update = lr * (target - prediction)\n","    w_[1:] += update * xi\n","    w_[0] += update\n","    errors += int(update != 0.0)\n","\n","  errors_.append(errors)"],"metadata":{"id":"t-Q3ygdrQEaO","executionInfo":{"status":"ok","timestamp":1679496408610,"user_tz":-60,"elapsed":362,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}}},"execution_count":39,"outputs":[]},{"cell_type":"code","source":["plt.plot(range(1, len(errors_) + 1), errors_, marker='o')\n","plt.xlabel('Epochs')\n","plt.ylabel('Number of updates')\n","plt.show"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":296},"id":"oPXk1hCeRqZ2","executionInfo":{"status":"ok","timestamp":1679496410990,"user_tz":-60,"elapsed":424,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"d4683156-c70f-455e-ae56-441afbe75dab"},"execution_count":40,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<function matplotlib.pyplot.show(close=None, block=None)>"]},"metadata":{},"execution_count":40},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["The perceptron converged after the sixth epoch and should now be able to classify the training examples perfectly.\n","Now we define a function to visualize the decision boundaries for two dimensional datasets."],"metadata":{"id":"mRaiN04ySfYq"}},{"cell_type":"markdown","source":["## 4. Visualization of decision limits for two-dimensional data sets\n","Now we setup marker generator and color map. we define a number of 'colors' and 'markers' and create a colormap from the list of colors using 'ListedColormap':"],"metadata":{"id":"01xA5TluUq-P"}},{"cell_type":"code","source":["from matplotlib.colors import ListedColormap\n","\n","resolution = 0.02\n","markers = ('s', 'x', 'o', 'ˆ', 'v')\n","colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n","cmap = ListedColormap(colors[:len(np.unique(y))])"],"metadata":{"id":"eAVLlNQaSoy7","executionInfo":{"status":"ok","timestamp":1679496415423,"user_tz":-60,"elapsed":219,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}}},"execution_count":41,"outputs":[]},{"cell_type":"markdown","source":["Now we determine the minimun and maximum values for the two features and use those feature vectors to create\n","a pair of grid arrays, xx1 and xx2, via the NumPy 'meshgrid' function. Since we trained our perceptron classifier\n","on two feature dimensions, we need to flatten the grid arrays and create a matrix that has the same number of \n","columns as the Iris training subset so that we can predict the class labels 'z' of the corresponding grid points:"],"metadata":{"id":"lvKQ2fEsVQmj"}},{"cell_type":"code","source":["x1_min, x1_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n","x2_min, x2_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n","xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n","                       np.arange(x2_min, x2_max, resolution))\n","input_ = np.array([xx1.ravel(),xx2.ravel()]).T\n","#perceptron\n","perceptron = np.dot(input_, w_[1:]) + w_[0]\n","#prediction\n","Z = np.where(perceptron >= 0.0, 1, -1)\n","Z = Z.reshape(xx1.shape)"],"metadata":{"id":"LQ1iKHvDVT0d","executionInfo":{"status":"ok","timestamp":1679496417838,"user_tz":-60,"elapsed":280,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}}},"execution_count":42,"outputs":[]},{"cell_type":"markdown","source":["After reshaping the predicted class labels 'z' into a grid with the same dimensions as 'xx1' nd 'xx2' we can now\n","draw a contour plot via Matplotlib's 'contourf' function, which maps the different decision regions to \n","different colors for each predicted class in the grid array:"],"metadata":{"id":"v78bIOrLVYNG"}},{"cell_type":"code","source":["plt.contourf(xx1, xx2, Z, alpha=0.3, cmap=cmap)\n","plt.xlim(xx1.min(), xx1.max())\n","plt.ylim(xx2.min(), xx2.max())\n","\n","#plot class examples\n","for idx, cl in enumerate(np.unique(y)):\n","    plt.scatter(x = X[y == cl, 0], y = X[y == cl, 1],\n","                alpha = 0.8,\n","                c = colors[idx],\n","                marker = markers[idx],\n","                label = cl,\n","                edgecolor = 'black')\n","\n","plt.xlabel('sepal length [cm]')\n","plt.ylabel('petal length [cm]')\n","plt.legend(loc='upper left')\n","plt.show"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":351},"id":"Bc7Kq0zQVa7-","executionInfo":{"status":"ok","timestamp":1679496439045,"user_tz":-60,"elapsed":697,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"bbae7bd8-aabb-403c-b311-4b95a5c08dd6"},"execution_count":43,"outputs":[{"output_type":"stream","name":"stderr","text":["<ipython-input-43-8cd0c9b8b7db>:7: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x').  Matplotlib is ignoring the edgecolor in favor of the facecolor.  This behavior may change in the future.\n","  plt.scatter(x = X[y == cl, 0], y = X[y == cl, 1],\n"]},{"output_type":"execute_result","data":{"text/plain":["<function matplotlib.pyplot.show(close=None, block=None)>"]},"metadata":{},"execution_count":43},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":["The perceptron learning rule converges if the two classes can be separated by a linear hyperplane. However, if the classes cannot be separated perfectly by such a linear decision boundary, the weigths will never stop updating unless we set a maximum number of epochs."],"metadata":{"id":"lIjNGxdTV1Zy"}},{"cell_type":"markdown","source":["## 5. Development of the perceptron in a **class** function"],"metadata":{"id":"GDNNAqWvWKrB"}},{"cell_type":"code","source":["class full_perceptron:\n","\n","    # function to input iterations and learning rate\n","    def __init__(self, lr=0.01, n_iter=10): \n","        self.lr = lr\n","        self.n_iter = n_iter\n","\n","    # function to train \n","    def train(self, X, y):\n","        self.w_ = np.zeros(1 + X.shape[1]) # we do not take zeros because its product is 0\n","        self.errors_ = []\n","\n","        for _ in range(self.n_iter):\n","            errors = 0\n","            for xi, target in zip(X, y):\n","                update = self.lr * (target - self.prediction(xi))\n","                self.w_[1:] += update * xi\n","                self.w_[0] += update\n","                errors += int(update != 0.0)\n","            self.errors_.append(errors)\n","        return self\n","\n","    # function perceptron\n","    def perceptron(self, X):\n","        #perceptron\n","        perceptron = np.dot(X, self.w_[1:]) + self.w_[0]\n","        return perceptron\n","\n","    # function prediction\n","    def prediction(self, X):\n","        return np.where(self.perceptron(X) >= 0.0, 1, -1)\n","    \n","    # function accuracy\n","    def accuracy(self, X_test, y_test):\n","            y_pred = [self.prediction(x) for x in X_test]\n","            # Accuracy = (Number of correct predictions) / (Total number of predictions)\n","            accuracy = np.sum(y_pred == y_test) / len(y_test)\n","            return accuracy"],"metadata":{"id":"H5ZvTJcDKbqG","executionInfo":{"status":"ok","timestamp":1679497484363,"user_tz":-60,"elapsed":214,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}}},"execution_count":55,"outputs":[]},{"cell_type":"markdown","source":["## 5.1. Perceptron 1"],"metadata":{"id":"7TSQH0LUafMX"}},{"cell_type":"code","source":["# define perceptron 1\n","perceptron_1 = full_perceptron(lr = 0.01, n_iter = 10)\n","\n","# Perceptron 1 training\n","perceptron_1.train(X, y)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fQGkdM_ALtYO","executionInfo":{"status":"ok","timestamp":1679498525711,"user_tz":-60,"elapsed":226,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"33be0652-625f-4709-fd2b-5183c8dec44d"},"execution_count":116,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<__main__.full_perceptron at 0x7ff851dcb8b0>"]},"metadata":{},"execution_count":116}]},{"cell_type":"code","source":["# Predict the class of a flower with a sepal length of 5.5 and a petal width of 1.5\n","X_test = [5.5, 1.5]\n","y_pred = perceptron_1.prediction(X_test)\n","print('Prediction:', y_pred)\n","\n","if y_pred == -1:\n","    print(\"The flower is Iris-setosa\")\n","else:\n","    print(\"The flower is Iris-versicolor\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rqhlZw_GYYeH","executionInfo":{"status":"ok","timestamp":1679498207828,"user_tz":-60,"elapsed":2,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"455142ee-db65-4794-a597-a959aea6275a"},"execution_count":91,"outputs":[{"output_type":"stream","name":"stdout","text":["Prediction: 1\n","The flower is Iris-versicolor\n"]}]},{"cell_type":"code","source":["# hacer predicciones en el conjunto de datos de entrenamiento\n","y_pred = []\n","for xi in X:\n","    y_pred.append(perceptron_1.prediction(xi))\n","print('Predictions:', y_pred)\n","print('Reak labels:', y)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FA4wcNUsRJxa","executionInfo":{"status":"ok","timestamp":1679498265232,"user_tz":-60,"elapsed":1,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"b14b73d9-f725-40ef-92b5-b46fa9008ee4"},"execution_count":95,"outputs":[{"output_type":"stream","name":"stdout","text":["Predictions: [array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1), array(-1)]\n","Reak labels: [ 1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1\n","  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1\n","  1  1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n"," -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n"," -1 -1 -1 -1 -1]\n"]}]},{"cell_type":"markdown","source":["## 5.2. Perceptron 2"],"metadata":{"id":"UatBqtNaaihf"}},{"cell_type":"markdown","source":["## Split the dataset into training and testing"],"metadata":{"id":"7Mqk5Iq-aNbs"}},{"cell_type":"markdown","source":["Split a DataFrame into training (train) and test (test) sets is a common practice in machine learning to evaluate the performance of a predictive model.\n","\n","* The train set is used to train and fit the model\n","* The test set is used to assess its ability to generalize and make accurate predictions on new and unseen data.\n","\n","The idea behind this split is that the model should be trained on one part of the data set (training set) and then tested on a different part of the data set (test set) to measure its ability to generalize and predict with precision on new data.\n","\n","It is important to note that the division into training and test sets should be done randomly to ensure that the test data is representative of the training data and to avoid bias in model evaluation."],"metadata":{"id":"CWNhEuhra_7q"}},{"cell_type":"markdown","source":["\n","* train_test_split is used to split arrays or matrices into random train and test subsets."],"metadata":{"id":"OdsTvuGIaw3u"}},{"cell_type":"code","source":["from sklearn.model_selection import train_test_split\n","\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=1) # 70% train, 30% test\n"],"metadata":{"id":"P6un5DLudaRy","executionInfo":{"status":"ok","timestamp":1679499302713,"user_tz":-60,"elapsed":225,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}}},"execution_count":117,"outputs":[]},{"cell_type":"code","source":["# define perceptron 2\n","perceptron_2 = full_perceptron(lr = 0.1, n_iter = 100)\n","perceptron_2.train(X, y)\n","accuracy = perceptron_2.accuracy(X_test, y_test)\n","print(\"Accuracy:\", accuracy)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"irKHvnDXddp2","executionInfo":{"status":"ok","timestamp":1679499304654,"user_tz":-60,"elapsed":548,"user":{"displayName":"Anna Pallares Lopez","userId":"02802121497963548737"}},"outputId":"eb456ac7-e699-4a73-fddf-cb68d980e69f"},"execution_count":118,"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 1.0\n"]}]}]}