{ "cells": [ { "cell_type": "markdown", "id": "66aa7da7-bfa4-44d9-8d1f-b289931187f1", "metadata": {}, "source": [ "# Iris\n", "\n", "Mit dem Iris-Datensatz werden wir uns noch häufiger beschäftigen, auch in den Übungsaufgaben.\n", "Hier sehen wir uns erst einmal eine Plot-Technik \"jittering\" an, die es ermöglicht Daten mit einem Scatterplot darzustellen, die häufig den selben Wert annehmen. Das ist eine Alternative zu Histogramm-Techniken sowie einer Anpassung der Transparenz (des Alpha-Werts)." ] }, { "cell_type": "code", "execution_count": 1, "id": "db48fff4-f9c6-4a19-95a6-7dc177351a15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[5.1 3.5 1.4 0.2]\n", " [4.9 3. 1.4 0.2]\n", " [4.7 3.2 1.3 0.2]\n", " [4.6 3.1 1.5 0.2]\n", " [5. 3.6 1.4 0.2]]\n", "[0 0 0 0 0]\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "\n", "iris = datasets.load_iris()\n", "x = iris.data\n", "classes = iris.target\n", "\n", "print(x[:5])\n", "print(classes[:5])" ] }, { "cell_type": "code", "execution_count": 2, "id": "34796b74-d57a-499f-ab9b-c561cb1916cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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D+2L8qIFJ/fvYETE8IiIiIiKis9bTry3EnA8/Q36OD8pJs3+OM6kq8nN8KC2vwf2/fAovPvYArNa2ncWUk5WBW6+ejGfeWIT8HN8pc4u+TEqJkvJqTJtUgF0HjqYUHAE41oVlYNuewzh31JkzvJwoVYmEhhfnfoQX53yMUCQGAFAVBbph4NV3P0WGy4nbrp6Mm668AKp6ZoVIDf8JQ0REREREdAYLBMN49s1FyMnMaDA4+rKcrAzsP1yCT1dvbYXqmvb1r1yOay47DyVlVQiEIqhvJEkoEkVhSSUuHDcEP/3mdQgEozA180tt+NiXZaKzUTQWxwO/fgaPv/geTCYVedle5GV7kZ3pOfb3PkhI/OXZd/DjP7yAREJr65JbFMMjIiIiIiI6Ky1ctgEJTYc5hU4cm9WC599aUm9Q09oURcGD37gWv/zuzcjMcKK0vBqFJRUoKa9GYUklSsqrYDWb8KN7r8ajP7odFosZDrsVumGkfC8hBGxt3G1F1FaklHjkH69h5Yad6JybCZvVUu9xdpsV+TmZWLJyM/74nzmtXGV6cdkaERERERGdleYs/BwOe/K7lQFAhtuBXfsKUVxWhU65mWmqLHlCCEy/aCyumFyAjdv3Y/22fajxh+BxOzG4bzeMHd73hOUzBUP7YPna7SndwzAM6LqBPj242xqdnXYfKMTCZRuQn934DoUAoCgC+TlezP3wM9wyaxK6dc5ppSrTi+ERERERERGdlcor/bCYU+umEUJANSmoCYTbRXh0nBACIwf3xsjBvRs9btrkAvzjxfnQdT3pmSyV1UGcP3Yw8trBoHCitvDmghUQQkBRGg+OjlMUBRLA3IWf41u3TU9vca2Ey9aIiIiIiOisZFIVSDRj+ZmUjQ6obs8yvW5cOnEUyiprkjpe03Vouo6bZ1yQ5sqI2ifDMDBvyWpket0pnefLcOGtD1amqarW1zH/xCMiIiIiIjpNvbrlIRxObQi0rhswDInc7Iw0VZV+379nFrrl56C0oqbR2U2apqO0vBq3XjUZBcP7tWKFRO1HKByFrukwm1IbNG8xm+APhqFpepoqa10Mj4iIiIiI6Kx0wxXnQ9NT2xGpotqPi8YPR4bbmaaqTl88nsCeA0XYtOMAdu8vRDQWP+H1DLcT//ndN9G/V2eUlFejoioAw/giRIonNBSXVaGiyo97b5qK+2+9orUfgajdOL4ErVlSWOrW3nHmERERERERnZXOGdkfPo8LwVAELqe9yeMNo7br6IbpE1uhutQVl1XhnUWr8Mq8TxGJxiEUASklLGYTrrt8Aq669Fx07ZQNAMjyefDso9/Gqo278PI7n2DVxt1QVQXSkLBYTPjKlRfg6qnnofsZMuyXqLkcdiscditi8QSsluRnpEWiceRmZkDpoEtcT8bwiIiIiIiIzkomk4pHHrgZ9//iKaiqArut4Z3XDMNAcVkVrrxkHEYM6tWKVSZn6eqt+PEfXkA8ocHrcSIn64tldbF4Ai/O/Qj/e+dT/PT+63DF5LEAap//vDGDcN6YQQgEw/AHIzCbVHg9TlhS+JJMdCYTQuD6aRPw/FtLkJftS/o8fzCMb51BXXsMj4iIiIiIqFUlEhpWrt+JNZv3wB8Mw+NyoGBYX5w3eiBMKc4VOV3njByA3//wVjz0p5fgD0aQ5XWfUIOUEtWBECKRGC6/cAwe/Pp1TW7V3dpWrtuB7/3mWbhd9nqH+lotZuRl+xCNxfHzv7wCs8mES88fdcIxbpcDbpejtUom6lBmTTkXz89eAk3Tk/ozKpHQoCgCV0wuaIXqWodobEBae1RQUCDXrFnT1mUQEREREVGKNE3Hy29/ghfmfIRAMAwIAVVRoBsGICXcLgduvWoyvjLzwlYPkfYcKMIr8z7F/I/XQMra0EgIwDAkBvfthluvmoyLzhve7oKjaCyOqbf/AkJR4HLYmjw+EosjHI7ivf/+HF6PqxUqJDoz/PPF+XjmjUXIz/ZBVRteiqZpOkorqvGt26bj9msubsUKT58QYq2Ust7Ei51HRERERESUdvF4Aj989Hl8umorMr1u5OWcuvwjEo3jb8/Nw4bt+/HoD29t1aVTfXt2ws++dQO+fft0bNx+AMFQBFaLGT275qJPj06tVkeqPlq5GaFIDPn1vJ/1sVstqPGH8P4n63HjjPPTXB3RmePrX7kcwXAUr89fDrvdAq/beUKYbBgS1YEgotEE7rzuEtx29UVtWG3LY+cRERERERGl3S/+9grmLV6NTrm+Rrt3pJQoKq3CjIvH4hffuakVK+yYbv7uYzhSXIkMd/JLzkLhKGxWC+Y/87N210lF1J5JKfHxZ5vx3Owl2LbnMIDa0Oj4jmojB/XC7ddcjAkFg9qyzGZj5xEREREREbWZ/YdLMP+jNcjP8TYZVgghkJ/jxfyP1uD2ay5Cz655rVRlxyOlxO4DRcjN8qZ0ntNhQ1FpJcKRGJxJLHUjolpCCEwePxyTxw/H7v2F2LHvCCLROBx2K4b2735G/3nF8IiIiIiIiNJq9vsrIICkt6xWFAUCwOwFK/G9e2als7QOTdcN6LqB5jQPKYqCeEKDs+XLIjor9OvVGf16dW7rMlpNcn96ExERERERNYOUEnM+/Ay+enYBa4zP68ZbH65ES43ZkFIiHk/AMIwWuV57YDKpsNss0PTUnskwDEgp4bRb01QZEZ1p2HlERERERERpE4snEIsn6t1CvjEWs6nuXJvV0qx7SymxbfdhvP7eMny4dD3iCR0SEj275OCWqyZjyoSRcDntzbp2e3HJeSOw4NN1yMv2Jn1OZU0Q40cNaNWB5ETUsbHziIiIiIiI0kageQOZpZSQElCaOdC5JhDCN37+b9z+w79hwSdr4fW40DkvE51zM1FZE8Jv//UmLrvjF1i8YmOzrt9eXH/FxGPvVfIdWrqu4yszL0xjVUR0pmF4REREREREaWOxmJDhdiIai6d0XjSegNfjbFZ3TDAUwdce+ifWbtmDvGwv8rJ9MJlUALUDb91OO/JzfLBbLfjRo89j/kerU75HezG4XzeMGtwbpRXVSR1fVlmD3t3yUTCsb7PvWVZRg7Wb92DF2u3YtOMA4vFEs69FRB0Dl60REREREVHaCCFw4/SJeOrVD5Gfk/zysxp/EPfeNLVZ9/z9v2dj36ES5Of4Gj3ObrNCCIFfPf46hvTrmDslCSHwhx/fhrt+/DgOFZYhNyuj3sHkhiFRXlmDbJ8Hf//5PVBVNaX7SCmxbstevDLvU3y6ehtURanrdrLbLLhh+kRcden4lJbPEVHHwc4jIiIiIiJKqysvOQdCCGiantTxmqZDCAVXXjwu5XuVVdRg4bINyMnMSOp4m9UCQzcwe8HKlO/VXng9Lvz30W/hwnFDUVpRg+KyKgTDUURjcYTCURSXVeHQ0VJ4PU5MvXAUPv58C7bsPJj0UjfDMPDnZ97GvT99AsvWbkd2pgfZmR7kZGUgJysDJpOKZ15fhOvufxRrN+9J89MSUVsQLbV7QWspKCiQa9asaesyiIiIiIgoBU+9+gGe/N/7yHA7UV7lR7U/BN0wYFJVZHndyM3OgNlkgq7rKCmvxn03T8U9N16W8n3++8YiPPHygia7jr4sntAQDEXw4fO/hNNhS/me7cnR4grMXfgZlq7ehkAogmA4ikAwDE03YDaZANR+/1MUBT265OCu66Zg6oWjIRqYLSWlxF+ffQcvzf0EedkZjXYsBUIRxOMJPPWbb2LogB7peDwiSiMhxFopZUG9rzE8IiIiIiKidKuo8uOabz6K1Rt3QygCFrMJQgBS1na2CCHgcTmQ6XXh1qsm47t3XNlgoNGYO374d+w7XAyPy5HSeeWVNXjqt9/EsAE9U75neySlxGNPz8Gr85bB6bDB47Kf8H5KKREIRRAIRjBzyjj89JvX1xsMbd11CLf/8G/IzvTAlMRSt2p/EFk+D+Y88ZNmfX7tja7r2Lr7MCqq/FAUBblZGRjYp+sZ8WxEJ2ssPOLMIyIiIiIiSqvS8mrc/ZPHEQ5HMWxgTxwtLkcgFAFQGx4JURsghcIRDO3fHffedFmzv5yHIlGoajOmcwiBcCTWrHu2R0+9+iFenbcUedm+et+P42Gdy2HDO4tWw+Ww43t3zzrluNfnL4MQIqngCAAy3E4UFldg/dZ9GD20z+k+RpsJBMN4d8kavDBnCapqQrU/FLWzozrnZeK2qydj6gWjYbdZ27ZQolbC8IiIiIiIiNJG03R8+5H/oKSiGnnHlpLlZHoQCkcRDEeg6xKqKuBy2OGwW1FcXoVH/vEafv/D25p1P6fdhpLy6tRPlPKMCQJKy6vx39cXIjfL22SQpigK8rK9eO3dpbh+2gR065xT95o/EMYHy9Yjy+dO+t5CCCiqgtfnL+uw4dHR4gp8/edPoLCkEh63AzlZX8zPklKi2h/Crx9/HW++twJ/f/geZPk8bVgtUevgwGwiIiIiIkqbzzfswt5DxacMsHY6bMjL9qFzXibysn1wOmwQQiAvy4fFKzbhUGFZs+43YczAlDuIEgkNQlHQu1vH222tPu9+tAaGlDCZkusWUlUFEsCcDz874edFZZUpdR0d57TbsHP/0ZTOaS8qqwO496F/oqzSj065mXDaT5yBJYSA22lHp9xM7D5YhG8+/CRC4WgbVUvUehgeERERERFR2rz09scwm01JL0NTlNrj3np/RbPuN+PYDm26YSR9TmV1ADMvHguX096se7Y3r767FBnu1GY+ZWa48Ob7K07YgS2R0I/P106JogjEE1rqJ7YDT77yAYrLa5DdRDeREAK5WRnYdaAQr767tJWqI2o7DI+IiIiIiCgtQuEoVm/eA5/HldJ5Xo8T7328tln3zMv2YvK5w1BWUZPU8bF4AkIRuG7axGbdr73RdR0VVX7YrJaUzrNYzIhE4yd0bWW4HdANA6lushRPaPBlpPaZtweBYBjzFq9CdmZyy9CEEMj0uvG/dz5FooOGZa1JSpny7xK1H5x5REREREREaREIRaAqoq6bKFkWswnlVf5m3/ehb16HvYeKcLioArlZGQ12PUVjcVTWBPGzb16P3t3zm32/9uR0v5sbX+rY6topG13zM1FZE4I7ha6scCSG6ZPHnl4hbeCjzzZD03SYk1zuBwB2qwUl5dX4fOMuTCwYnMbqOqbySj/mf7Qar81fhtJjgW62z4Prr5iIGReNPWGeFLVv7DwiIiIiIqK0SOVL+JcZhoTZ1Pz/zp3hduLp330LQ/t3R2l5Ncoqa6DrX4QioXAURaWVCIajeOS7N2HWpec2+17tjcmkwutxIRZPpHReIqHBbDbB6fhixo8QArdefVFKM300TYeqKrh80uiU7t8e7DtUXLv1X4p0XUdhSWUaKuq4pJR46tUPcMVdj+DxF99DLK4hL9uH/BwfNF3HEy8vwPS7f4UnXl5wQmBJ7RfDIyIiIiIiSosMtxMOmxXRWGpBRjAcRZ/upze82pfhwjO//xae+u03ceG4ISivqkFxWRWKSiths1rw/buvwoL//hxXdMAOmaZcO/U8VPtDKZ1TWR3ArCnnQFFO/Io4ZcJI5GRmoLI60OQ1pJQorajGDVdMRIbbmdL924OEpjcnO4IEOuyMp3SQUuKxp+fgyf+9j0yvG/k5PjjsViiKgBACdpsV+Tk+ZHrd+M9rH+LRJ2dzOVsHwGVrRERERESUFiaTiuuvmIj/vrEI+Tm+pM+LxeP46qzJp31/IQRGDu6NkYN7Q9d1hCMxWMxmWCzJD/DuiGZOGYdnZy+CrhtQ1ab7BQzDgARwzWXjT3nN6bDhX4/ci7t//DhKK6qR7cuodxliPKGhvNKPyeOH4Vu3Tm+Jx2h1OZkZ0DQ95fNURYHX0/HCsnRZuGwDXp23FHnZvkZ//0wmFfk5Pry5YAVGDuqNyyeNacUqKVXsPCIiIiIiorSZNeUcKCL53bdC4SgcdhsuGDukRetQVRVulwNWq/mMDo4AoHNeFm6Ydj5KyquaXBJkGBLF5VWYflEB+vToVO8xPbvm4YU/fRejBvdGaUU1Ssqq4A+GEQxFUFUTRHFZFYKhCO687mL8/ge3wdTM5Ypt7YJxQ6AIkVIXjK4bUITAuSMHpLGyjkNKiadfXwiX055UcKkqCtxOB/7z2ofsPmrn2HlERERERERp0yk3E9+5fQb+9Mxc5GRmwGxu+CtIJBpDIBTBX392N6xWcytWeeb5zh0zUB0I4b2P18LjdsD1pVlGx4UjMVTVBDF5/DD85L5rG71e57ws/PvX38DBo6WY88FKbNl1CJFYHBluJ6ZeMAoXnzfihHlJHVHv7vkYNqAndh0oTHq3uIpqPy4+b3jSO7Sd6bbtPoz9h0uQl+1N+hyX04YjxRXYtOMARgzqlb7i6LQwPCIiIiIiorS66coLENc0/PPF9yCEQJbPDZP6RXdKPKGhqiYIVVXw6A9vw4Qxg9qw2vpJKbF550GsXLcDFdUBOO1WDOzTFReeMxQ2q6WtyzuFyaTikQduxqjBvfHfNxehpLwKui6hqgp0w4B6bJv5H3ztKlw/bQJUNbluoR5dcvHdO2emufq2881bpuG+nz2BWDwBq6XxADMciUERCu649pJWqq7927TzAHTdSKm7TwgBTdexYft+hkftGMMjIiIiIiJKKyEEbr/mYpwzoj9enbcUHyxdD0U5tjxICKiqgptmnI9rp56Hbp1z2rrcE0gpsXDZBvz7f+/jcFE5pJRQVbW2dilhs1pw3bQJuOv6KXDYrW1d7gmEELh66njMuvQcrN2yFxu27UNNIAy3047hA3ti3Ih+SYdGZ4sxw/riZ/dfj0f+8RqcDhvcTvspQYiUEtWBEOJxDX968A7069W5japtf/yBcL0zsZqiKgr8gXAaKqKWwvCIiIiIiIhaxaC+3fDLB27GA3ddiX2HShCNxeGwW9G/V5d2F7wAtSHB4y/Mx3OzF8PltCMv23tKkBCLJ/Dc7CX4bMNO/OuR+9rlLmOKomDs8H4YO7xfW5fSIVx5yTnI8nnwx//MwdHiCiiKgNVihpS1w9ylBPr0yMdP7ruWnTIncTltTc7Zqo9uGHA77WmoiFoKwyMiIiIiImpVXo8Lo4cmN1OmLb327lI8N3sxcrO9Jyyz+zKrxYxOuT7sPlCIB379DJ76zTc77MBo+sKEMYNw3uiB2Lh9P95dshpHSyqhCIFunbMx85JzMLBP1zN+8HpzDOzdta4zL5X3x6SqGNyvWxoro9PF8IiIiIiIiOgk4UgM/3hxPrJ8ngaDo+OEEMjN8tbORFq/A+e38E5x1DaEEBg5uDdGDu7d1qV0GKOH9kGnHB8CoQhcSXYShcJRZPs8KBjWN83V0eloeu88IiIiIiKis8ySlZuQiGtNDk0+TggBi9mEF+d+nN7CiNoxIQTuuPZi1ATCMAzZ5PGGIVETCOH2ay6CojCeaM/YeURERERERHSSN99fAZsttV3UvB4XNmzbh7KKGuRkZTR5fCgcxaLlG7Fq026EwlG4nXZMGDMIk85tnzu4ESVj5pRz8PnGXfhw2QZ0yvE1GAoZhoHi8ipcNH44rpk6vpWrpFQxPCIiIiIiIjpJSVk1rJbUAhxFEVBVFZU1gUbDo0g0hn+9tACzP1gJTdOgqipURYGuG/jg03Ww2Sy4acYFuPv6KTCb+ZWNOhZFUfCrB74Cl8OGtxetggCQ6XXX/S4nNA2V1QFICcy4aBwe/Pq13PWvA+CfRERERERERCdRhADQ9LKb+s9tePlNMBTBNx9+Elt2H0KOz1NvOBSLJ/D0ax9i2+5D+NODd8KS5NI5ovbCbDbhp/ffgJtmXIA3FyzH24tWQdN1AAKqquCqKefi2ssnoF+vzm1dKiWJ4REREREREdFJunbKwtbdh1NaPmYYBgzdQJbPXe/rUkr8+I8vYNuew+iU42twN6raHdwysWLdTvz2iTfxi+/c1KxnIGprfXp0wo/uuxbfu/sqBMMRAIDLYeeOhB0QJ1IRERERERGd5PppExFPJFI6p7I6iAkFg5DprT882rzzID7fsAt52d4mtzEXQiA/x4v3PlqLw4VlKdVB1N6YTCq8Hhe8HheDow6KnUdEREREREQnOX/sYDjtNoQjMTjs1iaPNwyJeCKBkYN748E/voD9R0th6Abyc3yYNeUcTBgzCK/NXwpFEU0GR8cpigIJibc+WInv3HHl6T4SEVGzCSmbt463rRQUFMg1a9a0dRlERERERHSG++DTdXjwTy8h2+tudO6QlBJ7DhYikdCR6XVDVRTY7VYI1M4vSiQ0OBw2FBZXoE+PTil1XsTiCWiajiUv//q0nmXfoWLs2HsEkVgcDpsVwwb0QNdO2ad1TSI6swgh1kopC+p7jZ1HRERERERE9bjsgtHwB8L4w1NvwWQ2ITPDdcK241JKhMJRHC4qRyAUQf9enZHhdp7QWeR02AAAgWAYR0sqYLNZ0KNLbtI1WMwmVFT5IaVMumPpy/UtXb0N/31jEbbuOgihKDAMo7ajSUqMHd4Xt19zMcaN6J/SdYno7MPwiIiIiIiIqAHXXTERfXt2xjNvLMTnG3ZBSsCQBhQhoAgBl9MOIQSG9u/R6PI2u80Kk0nFwaNlcNisyMnKSOr+UuKEwCpZhmHgsafn4rV3l8JusyLvpAHdhiGxYdsBfGPjv3HfzVNx1/VTUg6n6OwSjyfgD9YOvfa47NwF8CzD8IiIiIiIiNoVKSV27T+Klet2orImALvNiv49O2NiwWBYra3/hXXUkN54fMi9OFpcgbVb9iAYjsJqMaNX1zy89cFKLFy+ocm5SKqqwGRSYRgSB46WIjvTk1RYE45E0TU/K+Vg54mXF+DVeUuRn+ODqp4aPimKQJbPjYSm44mXF8DlsOHGGRc0ed3DhWUoKquCrhvwepwY0LtLs8It6hiklNi+5zBem78MHyxdD2nUjr1RVAUzLhqL6y6fgH69OrdxldQaGB4REREREVG78emqLfj3/97H7gNFMAwJVVVgSAlF1Hbv3DBtIm6/9uKkhli3tC75WeiSn1X3z5XVASxctgFZvvp3V/syIQQ652bhUGEporEEAsEIPG5Hk+cFw1Hcf8u0lOo8XFiG52YvQV6Ot97g6MvMJhXZmRn463PzcPmkMchwO085RtN0LF29FS/M+Qhbdx+CqqrAsQ6sbJ8Ht8yajCsmj4Hb1fTzUMcRiyXwi7+/gkXLN0IIgSyvu25eV0LTMHfh55jz4WeYeck4/Ojea2A2M144k/HTJSIiIiKiduHZNxbh8Rfnw2G31budfSyewNNvLMTyddvxr0fuqzfoaE1rt+yFBGrDlCTk53hxuKgcUkqUV/ubDI9i8QTMJhWXnj8qpbrmLvwcAGBKsi6L2QRdN7Dg43W4ccb5J7wWjsTwkz++gOVrt8NmtSA368TPJRSO4rGn5+CluR/hn4/cl9I8J2q/NE3HD37/LJav24H8bB8U5cR/F80mE/KyvTAMA3M+/AzBcBS//f4t7EI7g/GTJSIiIiLqgCqrA3h9/lL8/t+z8evHX8N/Xv0Qew8WtXVZzfbOos/x+IvzkZPlhdfjrHeZltViRufcTOw+UIjv/uoZJBJaG1T6BX8wDMMwkj7eZrWgR5ccaJqOaCzR6LHxhIaKKj9++LWrU+ro0XUdby5YjswMV9LnAIDLacf/5n16ws80TccPf/8clq/djvwcH3wZrlM+F6fDhk65maj0B3HPg/9ESXl1Svel9unVeZ9i+drt6JRzanD0ZYqiID8nEx8u3YB5i1e3YoXU2th5RERERETUgRSVVuKfLy3AwmXrYRgSiqJAiNov+k+9+gGG9OuOb916BcYM69vWpSYtFkvgz8+8DZ/XDXMT29gLIZCb5cXmnQewfO12TDp3WCtVeSqL2ZTyLKLunbJREwghGo2josoP30k7uOm6gcqaAHTdwPfumoVZl56b0vWD4SjC0Tg8KXZlOWxWFJVWnrCr2/ufrsPK9TvQKTezyefM8npQUl6FPz09F3/48e0p3ZvaF03T8cKcj+H1nBoW1kdRBDxuB56dvRhXXjKOg9fPUAyPiIiIiIg6iL0Hi3DfT59ATSCE7EzPKculpJTYc7AI9/3sCfzi2zfiiovGtlGlqVm6ZitCkRjyk+ywEULAZrXgxbkft2l41K1TNoQQJwQuTRICOZkZuOay8ThSUoHPN+yCqtTOdRICgAQuPGcovjprEoYP7JlyTYZx7DopEgIndFFJKfHc7MV1u8klI9uXgU8+34LySj+yMz2pF0HtwucbdqE6EEReti/pc1wOG44WV2Dj9v0YObh3GqujtsLwiIiIiIioA6io8uMbP/83wtEY8nLq/1InhIAvw4VoLIGH//YKsjM9OGfkgFauNHVvLlgBa4rbfns9TmzeeRBFpZXolJuZpsoaN2JQL3TK8cEfDMPltCd1jqbpMKkKvvHVafC4HThaXIFd+48iEo3DbrNgSL/uyM32Nrsml8MGRSjQdD3pmUdA7XylLy9L27H3CA4VliE3K/lajg83f+/jNbj16otSLf2sIKXE3oPFKCqrhKbp8GW4MLR/j7pB1O3B1t2HoB/bVS1ZQggYhoGd+44yPDpDMTwiIiIiIuoAZr+/EhXVgaSCEpvVDIfdir/89x288rfvt/tlJEVlVbBZUwuPhBBQFQUVVcm9J+kghMCtV03Cb554E06HLan3uayyBjMvOaduWPbJO7idLrPZhMsuGIUFn6xDXgohVLU/hDuuubjunw8XlUNApPy7YzaZsGPf0ZTOORskEhoWr9iEF+YswZ6DRVAVBfJYPuN02PCVmRdi1pRzkOlteue+dAuGI1CbNfhaIBSJtXg91D5wYDYRERERUTsXjyfwyrxP4UthCLLH5cC+Q8XYvudwGitrGc2NtoRAmwdjV15yDs4dOQDFZVWQsvFujbLKGnTOzcT9t16R1pqunzYRUsom6zlONwwIADOnnFP3s4SmQyK17hOgdv5NrIlh4GebYCiC7/zqaTz0pxdxpLgSuVleZGdmICer9i8hBJ54eQFu/PZj2L2/sK3LRYbbCV3Xm3WuO8kOPOp4GB4REREREbVz67ftQzgag81qSfocIQSkABZ8si6NlbWMLnlZiETjKZ1jGBKapiOnjWfrmM0m/PHHt2P8qNoAqbImcEJoI6WEPxhGUWkluuZn4cnffCOlELA5BvfrhgvGDkZxWXWTAZJhSJSUV+Oqy8af0AHldtohmhHrxRMa5x19SSKh4Qe/fw6rNu5Cp9xMZLgdpwSedpsF+Tk+hKMxfO2hf+JIUXkbVVtr9JA+UBQl6fARqP09VxSB4QN7pLEyaksMj4iIiIiI2rmqmlBKX+SOs5hNOFpc0ewugtZy3bQJSGip1VjtD2L00D6nNR+opTgdNvzlp3fjzw/dhcF9uqGkvBrllX6UV/pRWlGNbJ8HP//WDXjhsQdaZYmdEAK/+r+vYtSQXigqrUQsXn8nUCQaR3FZJS46dxh+cM9VJ7w2ekhvqKqChKaleHeJSyaMaGblZ573P12HVRt3IT/H12SXnC/DhXA0hj/+Z04rVVe/kYN7oUteJoLhaNLn1ATCGNi7C/r36pLGyqgtceYREREREVE7JwRS6gKJJxIoLa/BgSMl2HOgCJ+s2gKvx4WrLzsXs6ac26IzdlrChDGD4HLYEI7E4LBbmzxeSolYIoGvzpqU/uKSZDKpuGDcEFwwbgiOFlegrLIGum7Al+FCr255rb68zmG34p+/uBfPvLEIr767FFU1QSiKAlUR0HQDUkp4XHZ85/Yr8ZWZF5yyc5/LacfMS8Zh9vsrGxzQfrJgOIqczAyMGdonHY/U4Ugp8fxbS1Lcsc6DFet2tOkgeCEE7r7hUjz81//BYbc2Of9I03WEIzHcdf2UNl9GSunD8IiIiIiIqJ1LescrKXG4uBwHj5ZBSgnDkMjJ9KBTbiZi8QSem70Ez81egmunjsf37r6qRXZ4Or69u9KsAbu1zGYTfvL1a/GTP74Ak0mFxdzw1xQpJYrLqnDOiP44t53uJNfSQ7Cby2Ix4+tfuRx3XHsxlq7ehrWb9yAQjiLD5cA5I/vjvNEDYW7kvb7pygvxzuLVCIajcDlsjd5L03X4AyF8/+6Zp/W7cCap3bGuHLlZGUmfc3y52PyP1uDuGy5NY3WNu2JyATbvPIA3FqxAXpa3wT8rEgkNZZU1uO2ai3DhOUNbuUpqTQyPiIiIiIjauRGDeiLL50EoHIWzoS/xUmL/kVIcLiqH1VL7f/PjCQ152bXLZWxWC/JzLNB1A6+/txxV/hB++/1bmvVFv6i0Em8v+hxvLliBqpogACDbl4Ebpk/EjIvGIieFL8vHTZk4EtX+EP7w5GyYzWb4MlxQlBO7GMKRWN1ytUd/dFu72t68vUgkNKxcvxNLVm5CZXUANpsFw/r3wOUXjsGUiSNTulb3zjn480N34ju/ehqJhAavx1lvZ0kkGkdVTQB333Appk0qaKEn6fiOFFdAEanvWGe1mLHrQNsOzhZC4Ef3XgOvx4XnZi+GYUh4XA7YrGZI1H7mwVAEqqrg27fPwK1XTWbX0RlONGftdFsqKCiQa9asaesyiIiIiIha1SvvfIrHnp6Dznn1d7RUVgewZdchWC0mCCEQT2hwO+0YMajXKccahkRRWSV+eM/VuHHG+UnXoOs6/v78u3hl3qeQEvB6nLBazACAaCyOmkAYQgjced0luPemy5r1ZXLt5j145vWFWL15DwwpAVm755eqKMjyuvHVWZNw/bQJsBy7L9WSUuK1d5fi6dcWwh8KQ1EUmE0qDEMintCgKAIXnzcC37trJrJ8qQ203rLzIB75x2vYf6QEQgB2mxWKEIjFNWi6DrfTjvtvmYZZl57LAOFL3v9kHR7+6/9SnstVVRNEwbC++OvP7k5PYSkqr/Rj/ker8caCFSitqIEQAvnZXtw4/XxcPmk0vJ70DoCn1iOEWCulrDcBZnhERERERNQBhMJR3Pnjv+PA4dJ6v4xu3LYfwUgUZpMKTdchDYkRg3rB1cDW2eFIDGaTinef/llSHTxSSjz811cw/6M1yMv2QlXr71jSNB2lFdW4cfr5+P49VzU7TDhcWIbVm/egJhCC3WpBz655GDu87ymzeaj2s/nNP1/HnA8/gy/DBbvt1LlRum6gvLIGuVkZ+M/v7k95no6UEtt2H8acD1di76FiaLqB3KwMXHnxuCaXv52tVqzdjgd+80zyy06PKSmvxqwp5+DBb1yXnsKIGtBYeMR/w4mIiIiIOgCnw4bHH74X3/zFk9hzsAiZXwoJwpEo/KEwzGYTYvEEFEXBkP49GgyOgNqByiVl1Vi1cRfOGzOoyfvP/fAzvLtkNTrl+hpd6mYyqcjL9uHVd5dh1JDeuGTCyJSfFQC6dc5Bt845zTr3bPPM64sw58PPkJ/T8Gejqgrycnwor/Tj/l88iZf/8j3YrJak7yGEwJD+3TGkf/eWKvuMN2pIb1jMJsTjiZQ75S5NcYkhUbpxkhkRERERUQeRk5WB//7+W7j/lisAAKXl1SgqrcTBo6VIaDo0TUd+jg+jBveG1+Ns8noSEmu27Gn6OCnxzBuLkOFxJjUjSVUVOB1WPPP6InS0lQ4dTTAUwX/fXITszIykPpvsTA8OFZbjo5WbW6G6s5vdZsU1l41H5bG5YMkIhqPIzcrAaO5YR+0MO4+IiIiIiDoQl9OOO6+7BLdeNRmrNu5CSXk1Plm1Be9+tAZ9e3SGOYUh0qqqwB8IN3ncui17UVpRg7wUZrd4XA7sOViEHXuPYFDfbkmfR6lZuHwDEgmt0R3qTma3WfH8W0sw9cLRnFGUZjdMPx9zPvwc/mAYHpej0WM1rXbHuh/dexV3rKN2J22/kUKIbkKIj4QQ24QQW4UQ36nnGCGE+LsQYo8QYpMQYnS66iEiIiIiOpOYTCrOGzMIV102HpPOGQafx5VScATUzsFxN7K07bj12/ZB142Uri2EgGFIbNl1KKXzKDVvL1xV74yjxnhcduw7XILCkso0VUXHdcrNxN8fvgeapqO8yt9gJ14oEkVpRTW+8dVpmHrBmFaukqhp6YwzNQDfk1IOBnAugG8KIQafdMzlAPod++trAJ5IYz1ERERERGekQX27QgikvERMABg5uHeTx9UEwg0OyG5KIBRp1nmtSUqJWCzRIZfYlVf5YbGktqBECAFVUVCVwnIqar4Rg3rhuT98BwN7d0FJeTVKyqpQ7Q+hJhBGWWUNSsqrYTWb8KsHvoK7rp/S1uUS1Stty9aklEUAio79fUAIsR1AFwDbvnTYTAAvyNo/pT8TQniFEJ2OnUtEREREREno36sL+vbojCPF5chwNz3rCAAi0ThcTjvOGz2wyWPdTht0I7XOI6B2ppLLYUv5vNZgGAbWbtmL/73zCZav3QHj2PMN7tsNt149GReMHZLykOO2YFIVoDmhlwDMZu5c11r69eqMZ//wHew9WIR3Fq/CnoNF0DQdedleXH7hGIwb0Y87CVK71iozj4QQPQGMAvD5SS91AXD4S/985NjPGB4RERERESVJCIG7rrsEP3z0ebgc9ia7hKSUqKoJ4P5bpie1xfrwgb2gpjgbR0oJVVEwsE/XlM5rDUWllfjur57G/iOlUBUF2T4PVFWBYUjsP1KKBx97ER6XA39+6C4MH9izrcttVO/u+Vi5fmdKS9d03YBhGClvIU+nr0+PTnjgzpltXQZRytI+hUsI4QIwG8B3pZT+Zl7ja0KINUKINWVlZS1bIBERERHRGeCi84bj2svHo7i8CpquN3icYUgUl1XhvNEDcctVk5K69tjhfZHpdSMciSVdTyAUQY8uORg2oEfS57SGotJK3P6Dv+FQYTnysr3IzvTUhW2KIuD1OJGX7UNC03HvQ//Chm372rjixl0/bSL0Rj7v+lTWBHDhuKHwZbjSVBURnWnSGh4JIcyoDY5ellK+Vc8hRwF8eeuFrsd+dgIp5VNSygIpZUFOTk56iiUiIiIi6sCEEPjRvdfg9msuQkWlH8VlVYjHE3WvJzQdJWXVKK2oxmXnj8JjP7kTpiQHbKuqituuuQhVNUEYRtNLpAzDQDAUwR3XXtyudvOSUuKHjz4PfzCC7ExPo8d6XA5YLWY88OtnEAg2vSNdWxk7vC+yfR74k6zRMAxomo4bp5+f5sqI6EySzt3WBIBnAGyXUv65gcPeAXDrsV3XzgVQw3lHRERERETNoygKvn3bDMz+149x61WTEYnFUVxWhZKyKtQEQph16Tl4+S//h998/xZYranN87l+2gRMHj8MxWWVdfOB6qPrBorLqjD9orGYNqngdB+pRW3ZdRA79h5Bls+d1PFulx3BcBQfLl2f5sqaT1VV/PK7NyMSjTXZGWYYBoqOfTajhjQ9KJ2I6DiRrh0FhBATASwFsBnA8f91eRBAdwCQUv77WMD0OICpAMIA7pBSrmnsugUFBXLNmkYPISIiIiIi1IYFoXAUUgJOh/W0B/LG4wn89ok3Mf+jNRAAMn1umE21M5PiCQ2V1QEAwPVXTMADd8xMurOptfz0zy9j4bL1Kc36CYYi8LgcmPvkg+2qi+pkn3y+BT/+4wvQNePY5/LFey+lRHUghGg0jqkXjMbD374xqVlXRHR2EUKslVLWm/qnLTxKF4ZHRERERERta+/BIsx+fwXmLloFLaFBArBZzbj6svG4+rLx6NElt61LrNfFX/0ZTKqS0i5qUkqUlldjwbMPI8vX+FK3trb/cAlemfcp5i1ZDWlIGFJCEQK6YWBIv+647erJmHTusHYdghFR22F4RERERERELU7X9bqlUk6HDYqS9v14Tsv4a38In8fV5G50JyurrMEb//ghunXuGPNXA8EwNu44gGAoCovZhJ5dc9G7e35bl0VE7Vxj4RF7FYmIiIiIqFlUVYXb5WjrMpJmt1qgG0bK4ZFhSNht1jRV1fLcLgcmFgxu6zKI6AzC8IiIiIiIiJIipcT6rfuwYt0OVNYE4LBbMbhvN0w+d1iHCFfOHdkfi1duSm3mUTiK3KwMZHq5rT3RcYFgGDv3HUU4GofNakbfHp2Q6U1uED11TAyPiIiIiIioUVJKLPhkLZ783wcoKq2ELiXMJhWGIQEp8Tvrm7jmsvG458bL4HTY2rrcBt0w/XwsWr4RUsqk5/6EQhF8/eap7X5JHlFr2HeoGK/NX4Z5i1dBSonjQ3AMQ+KSCSNw84wLMHRAjzatkdKD4RERERERETVISom/PvsOXpr7MTwuB3KzvacEL/GEhhfnfoxVm3bjX4/cB6+nfXbpDB/YE7275+NgYRmykxh+HQxFYLNZcNkFo1qhOqL2bf5Hq/Grf7wOQxrI9H6x0yJQO/9s8YqNWLhsA77xlctx+7UXczD7GYYDs4mIiIiIqEEvzv0If/3vO8jL9jU6K0hKidKKGgzp1x3/+e03YfrSVvH1KS6rwjuLVmHh8g0IBGtDmpGDeuH6aRMwqG+3tH3xPFpcgVu//1dEorFGd08LhiIIR2N4/Bf3YuzwfmmphaijWLJiE3746HPwZbhgs1oaPC6haSir8ON7d83EzTMvbMUKqSVwtzUiIiIiIkpZKBzFpbc9DJfDltT29lJKlJRX488P3Ynzxw6p95hwJIbf/usNfLhsPaQEXE77sSVwBgKhCAxDol/PzvjdD25Bjy65Lf1IAIDDhWX49iP/wdGSCphNJng9LiiKgJQSgVAEkUgMDrsVj/3kDhQwOKKzXCQaw2W3/QJmswkOe9OzzeIJDdU1Qbz91EPIz/G1QoXUUhoLj7hwl4iIiIiI6rV4xUYkNC2p4AgAhBCwmE14ae7H9b4eCkdx30//hQ+WrkdOZgbyc3xwOWywWsyw26zIzfIiL9uL/UdKcNsP/oa9B4ta8Gm+0K1zDt54/Ef4y0N3Y/jAnigpr0JJWRWKSquQl5WBh79zI97778MMjogALFm5CZFYPKngCAAsZhMMKTFv8ao0V0atiTOPiIiIiIioXm8uWAG7NbkvjLF4AglNg9lswurNe1Be6Ud25onLwn79+OvYvvcI8uqZm3ScEALZPg8qawK4/xdPYfa/fpz0l9ZUmEwqJhQMwoSCQdA0HZFoDFaLOemgjOhs8dLcT1L+d9DrceJ/85bizusugao2voSVOgZ2HhERERERUb1KK2pgtTYcphiGgfLKGqzfug+rNu7Chm37sXH7fuzaX4if/vklbNpxAMfHZBwtrsCiFRuRm5WR1DyjzAw3Kqr8WLJyU4s9T0NMJhVul4PBEVE99h8pSXkXRZvVglA4gmA4mqaqqLUxPCIiIiIionoJIdDQiNR4PIH12/Zh+94jCB/v2jGbYDGbYFYVrFy/A3f9+B/4zT9fRyKhYc6HnwFASlve2+1WPDd7MTranFaiM4WUEpqmQ2nGAHsBgURCT0NV1Ba4bI2IiIiIiOrVrXM2tu0+DNtJ3UcJTcPGHQcQiydgPalbR0oJCYFOOZlQVQVzPvwM8YSODdv3weNypHR/t9OOQ4XlKKuoQW6293Qfh4hSJISAx+VAPKGd8u96YwzDgCElXM7UOpao/WJ4RERERER0BpBSYt2WvXhl3qe1wU4sAZfThovGD8c1U89Dr255SV1H03SEIlGYTSZcf/kEPLjtxVOO2XeoBNFYvN4vk4mEhiyfB2Zz7VeN/Bwf5n+0GrphpLzzkhACqiIQDEeRnn3XiL4QjyegKApMJs7o+bLpFxXg1XeXIS+FALeyOogJYwbBZrWkrzBqVQyPiIiIiIg6uD0HivCD3z+LI8UVUFUFGS4HnA4b4pqO1+Yvw2vzl2H86IH41QM3I8PtPOV8KSU2bNuPV9/9FB99thlS1v7M53EhEIzAZrEgw1N7XiKhoayyBhbzqV8laruOgM65mXU/UxQFdrsV+w+VIDfLm/KzSYmUOh6IUrHnQBFmv78c7yxejWgsAQmJ/Gwvbr7yQkybNAaZXndbl9jmrr5sPF6ZtxSGIaEoTS9fk1JC03XcfOUFrVAdtRaGR0REREREHdiOvUfwtYf+CV03TtnFzGRSYc+xQEqJz47NIHrm9986IUCq9gfx/d8+i407DkBVFWT7MqCqtXOJwpEYDENi7da96NujE7p3zkFpRQ2klKcMvZZSIhbXkJPpQYb7xOVpXrcTuq6jrLIGXfOzk3622mVxJuSctGsb0emKxuJ4+K+vYMnKTRAC8GW4kel1Q0qJcDSGvz03D4+/OB8P3HElrr9iYlJD3s9UPbvm4eLzhmPR8o3Iz/E1+V6UVdZgcN9uKBjWt5UqpNbA8IiIiIiIqIMKhaP49i+fgpRotENCCIG8bB8OFZbhZ3/5H/7+83sAAIFgGPf85J84VFh2SvAEAA67Ff17d4HNZsbuA0UIh2MwYJwwPFdKCV03oOkGsrxu9O/V5ZTrCCGQlelBJBJP6fmqaoK47eqLuAsatah4PIHvPPIfrN2yF3nZvhO6aYQQcNptcNptiMcT+MNTbyEcjeOOay9uw4rb3sPfvhHllX6s374fOZkZMNeztE/XDZRVVqNbpxz85ad3pTQcn9o/hkdERERERB3U4hUbUeUPJT1LKDfLi5XrdmD/4RL06paHPzw1BweOljZ5fvfOuXDabdh3qBiariOh6dANidqMSMBmNaN392zkZnkbXNbisFmgKCqq/EH4PK4ma43HE1CEwKwp5yT1bNT2EgkNK9fvxP/e+QR7DhYjoWnweZyYftFYXHnxuHYz9PzJV97Hms170Ck3s9EuGovFjJysDPzrpfkYOagXRg3p3YpVti92mxX//OV9+PsL8/DWB59B03RYLWaYVBW6YSAai0MRAlMmjsKP770GHndqw/Gp/WN4RERERETUAUkp8dzsJXDYrUmfI4SAADD7/RW4/ZqL8eHS9cjJzEjq3CyfB5puwGRSUF4VgNthg6IocNitcDvtTS5lURUV3/jqNDz5yvvwB8ON7rwWjydQVuXHT+67Fl07Jb/MjdrOqo278NBjL6EmGIbZrMLlsMNkssAfiuDJVz7AU69+iFlTzsH3757Vpp1k4UgMr81fjuzMjKSWoplNJqiqipfmfnxWh0cAYLWa8YN7rsZ9N03FB5+uxyertiIQCsNpt2HciH64YvJYZHOJ6RmL4RERERERUQdUXunHkaLylLs5PB4nlqzchJxMD6SUdfONkpHldeNgYRlcDis652UlfZ6m6YAAZk4Zh1FDeuE7jzyN4rIquJ12OB1fbOUdT2ioqgkCAH54z9W49vLzkn8wajOffL4FP/j9c3DarafsyGU2meC026DrBt76YCWKSivx54fuqtuNr7V99NkmxOIJ+DKa7n47LtPrxtLVW1FSXp3SjmNnKrfLgWunTcC10ya0dSnUihgeERERERGliWEYKCoqRHFxMWKxGKxWK/LzO6Fz586nPYA3FIlCUZWUr2NWVQRDUaxcvxPWFLfRNplUeJx2GNJAJBqD3ZZc11NFdQBXTBqDDLcTwwY48dYTP8aCj9fhhbkfobS8GoqiQKI2yLppxvm46tJz0bNrXkq1Uds4XFiGn/zxBbid9ka74FRVQX6ODyvW7cQTLy/At2+f0YpVfmHFup0w1TOvpzGqokAoCrbvOczwiM5aDI+IiIiIiFqYYRjYvn0b1q1di1AoCMMwoCiibqtrl8uN0WMKMGjQ4GaHSFaLGVLKZtVms1kQjsRS6jqqI4BpF47BvMWrYbWYmxyKGzk2C+XmKy+s+5nX48JNV16AG6ZPxJHiCoTCUVgtZnTK9SUdSFH78MaC5dA0Panlk0IIZGd68Or8Zbjr+ikndJ21lmAo0qzfeyklwpFYGioi6hgYHhERERERtSBd17FkySLs3rULNpsNLteJy2OklIjHY/j4oyUoKizEpMkXQVVT64QAgJzMDDjtNkRicdhT6CCqCYYxsWAwwpEodN1I+b6QwPSLxgIQeGfxKuRmZcBsqv9rRTAcRTAUwW+/fwv69ep8yuuKoqB755zUa6B2IRyJYfYHK+FrZKe/k1nMJiQSGhav2IgrL2n9Yegup71Zv/cCgN2WWqce0ZmEe+cREREREbWg5cuXYveuXXC73bBYTv2yKYSAxWKF2+3Gzp07sHLl8mbdx2RScfOVF6DGH0z6HCkldN3ATdPPx/kFQxCNxVO6Z0LToCgCA3p1wc+/dQPuu2kqagJhFJdVwR8MIxZPIBqLo7I6gJLyaphUBX/92d2YMnFkik9HHcH2PYdh6AYsKc4vkhJ4+e1P8PmGndi1/2izOuia69yR/WtncKXAMAxISAzs0zVNVRG1f+w8IiIiIiJqIdXV1di2dQtcLleTy9GEEHC5XNi8eROGDx8Bjye5Xc++bMbF4/DM6wsRjcVhS6L7qKomiK75WRg9tA96d8/HX5+bB03XYUqy86myOoBZU86F+9hOaV+76TLcOP18fLh0PeZ8+BnKq/0wm0wY0KsLbpg+EeNHDUx5vgx1HKEUlnEZhoHK6iAOF5WjJhjGocJSHCwsgzQk8nN8uO2ai3DZ+aPSvpTtovHD8ft/z0Y8oSUdelVWBzFhzCB0ys1Ma21E7RnDIyIiIiKiFrJt21YAaHIO0HHHj9u+bRvOOXd8yvfLy/bip/dfj4f/+gp8Ga5GA6RqfxCKIvDHH98BIQR8GS7MuKgAcxeuQn6Ot8mwKxZPQAgF10+beMLPPW7uvHS2slqS+zqpaTq27TmMan8IqipgVhU4bFbkZGZASgl/MIzf/esNvDTnYzz+y6+ltJNfqpwOG669/Dy8NPcTdMr1Nfl7n9B0aJqOr86clLaaiDoCLlsjIiIiImoBUkps27oFNps9pfPsNju2bNnc7PteMXksfvndmxAMRVBcVoXIl5aiHf9iXlxWBbvNgqd/dz/69uxU9/r/3TULg/t2RUl5daNLhyLR2qVoD33j2hPOp7Nb7275MAzZ6AwhwzCwdfch1ARCsFpMMJtMMKREhru2e00IAZfTjvzcTBSVVeHeh/6FyupAWuv+xlemYeSgXk3+3scTGsoqqvG1my7FmGF901oTUXvH8IiIiIiIqAVomoZEIgFTA8OjG6KqKmKxGDRNa/a9r5g8FnOffAj33nQZDN1AaUU1yiprUFJejWyfBz+7/3rMeeJBDOh94swWh92KJ371dUwYPRAl5dUoKatGIqFBSgkpJQLHA6loDL/53lfbZMAxtV85WRm4YNwQVNY0HPYUlVahJhCGxWw6ocunvi3vszM9KCqrxj9ffC8d5daxWs34xy++hvPHDq79vS+vOmEOUiQaQ3FZFaprgvi/O2fi7hsuTWs9RB2BaM3hZC2hoKBArlmzpq3LICIiIiI6QSKRwNP/eRJud/I7TwG13UGBQABfu/frKQdP9dE0HeVVfkRjcTjtNmRneppcmiOlxO4DhXhzwQq89/FaRKIxCCHQvXMObrlqEqZMGAmXM7WOKjo7rN+6D/c8+DhysjJOmZ0lpcSqTbuhf2muViyuIcvrwuB+3eu9nqbpqPYH8cFzv4TnWHdSukgpsXPfUbzx3nLM/3gNdN2AlBI+jws3X3khpl9UgJys1GeREXVUQoi1UsqCel9jeEREREREdPqklHjm6adgMplSCoE0TYNuGLjrrnvSWF1qNE2HqipNhk5EAPD4C/Px7JuLkJvlPWFAerU/hM07D9bNRjo+pHrk4F6wmM0NXq+4rAo/vu8aXDP1vLTXfpyUEuFIDKqqwGox83efzkqNhUdctkZERERE1AKEEBg6dBgi0UhK50UiEQwdOjRNVTWPyaTyyzMl7Zu3TMM9N16G8io/isuqEE/ULsGMxuIAJBKajlg8AZvVghEDezYaHAG1g+R37S9shcq/IISA02GDzWrh7z5RPRgeERERERG1kEGDhwCydkhwMgzDgBDAoEFD0lwZUfoIIXDfzVPx2t9/gBuumIhgKIKyihpUB0KIJzQ47VYM6tsNo4f0hrWRHQGPU4RALJ5ohcqJKFmnv6iaiIiIiIgAABkZGRg2fAQ2bdwAt9vdaAeDlBLBYBAjR42Gx+NpxSqptRyfqfPex2txpLgcANCjcw6mTSpAv16d27i6lte7ez6+f89VuP/WK1BRFcCiFRvxt2fnoUt+VkrXSWgacjL57wRRe8LwiIiIiIioBZ133gTE4zHs2L4dVqsVFsuJy2CklIjH44jFYhg0eDDOPXd8G1ZL6bJuy1489vQc7D5QBACwWmqXai1bvQ0vvf0JBvXpih987SoMG9CzDatMD5vVgi75WZhx0Vj868X3oOs61JOGaTdESglFEbhwXPtaykl0tmN4RERERETUghRFweTJF6NLl65Yu3Y1/DU1x5anCUhZu8TH6/Vi4vkXoH//Aad0Jx0uLMPchZ9j7ZY9CEfj8DjtuPi8Ebh80mh4Pa42eipKxaLlG/DgYy/CajEjL9t7ymcspcTew8W45yf/xGMP3oGJBYPbqNL0yvS6MWXiSCxcvgG5Wd6kzgmEIujRORdD+te/GxsRtQ3utkZERERElCZSSpSUFKO0pASxWAxWqxW5eXnIy8s/JVAoq6jBL//xKlZt2AUIwGGzQVEENN1AJBqDqiiYeck4/N9ds2C1fjFw2B8IIxCKwGxS4fU4YbE0PoyY0mvLzoO46yf/gNvpgN3W+HyfUCSKSDSOv/70bphUBQlNh8thQ/9enc+Yz3H3/kLc8v2/wOWwwW6zNnpsQtNQVlGDPz14JyadO6yVKiSi4xrbbY3hERERERFRGysqrcSdP/oHKqoDyMnMgKKcOitJ03WUVdRg5KBe+OvP7sb6bfvw4pyPsX7bPqiKAgkJq8WM6y6fgFlTzkG3zjlt8CT0zYf/jXVb9yHb1/jMHiklagJh7DlQCAigZ5fcYz8HHHYrbppxPmZecg5ys72tUHV6ffzZZvzw0edgs1rhcdnrnQUWjsRQ7Q/iW7dNx+3XXNwGVRIRwyMiIiIionYqHk/g5u/+CUdLKpHdxJBgKSUOF5VB0ww4HbZj3UauurApFk+g2h8EJPD1r07D7ddcxG3HW9GRonJc9fXfITcrA4rS8MbWUkrsPVSMwpJKCFEbGJ07sj8sFjNC4ShKyqtQE4zAZjHjO7dPx53XTYHTYWvFJ2l5azfvwa//+TqOFFdAUQTsNisEgGg8AV03kOFy4IE7r8S0yfV+byWiVtBYeMSZR0REREREbWj52u04WFiG/Bxfk8cmNB3FZdUIhaMYP3ogbCdte147Y8eHhKbh8RfehaZpuOfGy9JVOp1k6ZptMAyjyeBo3+ESFJZUwmoxQRzblv5wUTn8wQiC4UjdbKwafwg/+eOL+O8bi/HVmZNw941TkOF2tuITtZwxw/rirSd+go3b9+OtDz7DwaOl0HUD+bk+zJpyDs4dOQAmU3JDtYmo9TE8IiIiIiJqQy/M+ahuJ67GhCJRbNp+AP5QBJASG7fvR/9eXeD1OE/pLjKbTMjJ8uKpVz/EOSMHYPjAnmmqnr6srKKm0eAIqB0IXVhSURccAUA8oeHA0VLYrJaTfhdMSCQ0FJZW4uV5n2D52u3496+/3mGXsgkhMHJwb4wc3LutSyGiFDX+JxsREREREaVNTSCELTsPwetpuJskFI5i4/b9WLN5D6r8QUhDQkKiqiaILbsOYtXGXSitqD7lPLNJhaIIvPru0jQ+AX2ZyaSiqaEghaWVEEKcEBzF4gmYVAXmejpvTCYVsbgGl8OOwtIK3P/LpxCOxNJQPSUjHk+gtLwaJeXViET5OdDZg51HRERERERtxB8IQ1WVBucS+YNhbN55EFJKSENCEeLYfCNRNyBb03Xs2HsU0VgC3U8akp3l9WDxio2orJ6FTK+7FZ7o7NajSy5EIzNlE5qG8kr/CSFROBKDEAKqWv+SrdqgCSgqrcDAPt2w71AxFi7bgJlTzmnx+qlhew4UYfb7y/H24lXQNQM4Nqtq8rlDcdOMCzBiUC/OF6MzGsMjIiIiIqI2YjabIBvoVYnG4tiy6yDEseOisUS9X05NqgpFKDhwpBR2qwU5WRl1r6mqAkVRsO9QMcOjVnDhuCEwm01IaBrMplO/asViCQCo+xwTml47I0kIWMwNfzVTFQXBcBQA4HLY8fxbS3DlJeMYVrQCTdPxp2fm4s33lkMoApled91nq+sGPlm1FUtWbsa5I/vj9z+8rcMPNidqCJetERERERG1kcwMF2wWM2LxxCmvFZZUQteNL4YIf6mjRUoJVf3i/8orioDJpGD/kRKcvJuylBLReq5PLc/ltGPmJeNQXhmo93XjpM8mFk9ASsBmbXrmlWHIY/ew4UhxOfYcKDr9gqlRUkr85l+v4/X5y5CT5UVetu+EUFBVFeRkZiAv24uV63fi/l88hWgs3oYVE6UPwyMiIiIiojZisZhx7eUTUFUTPOHnum6gqKzqhOVNQvmiy0RKCftJO62pioJYXENNIHzKfRw2awtXTg25+4ZLkZuVgfIq/ymvmVQVUqIu4EtoGhRFnLJr3smklHWhhRACiqKgsqb+gIpazqLlG/HOolXIz/GdENaeTAiB/BwfNu3Yj2deX9iKFRK1HoZHRERERERt6KpLz4UQAvGEVvezmmCodsbRl3busphNtbOPpIRQFJhPWuZUu4RJoqyypu5n8YQGVVEwoHeXtD8H1cryefDkr7+ObK8bRaWVJwxVttsssFlrl7XF4gmoigKXw9bk8jPdME7YYU1AcMlamkkp8eybi+Gw25rcQQ+o/fcvy+fBa/OXsfuIzkgMj4iIiIiI2lDXTtn49q1XoLyyBoljAZKmGcBJs5COz8SRUsLVwFwVRYgTlsBVVQdw9aXjOYellXXrnIOX/vJ/+NatV0AIgdKKGpRWVKOsogZupx2GIdG7Wz665GU1uTubISWEEMjN8gCo/fx1Q0e2z5P+BzmL7dp/FLsPFCLD7Uj6HKvFjGg0jk9XbU1jZURtgwOziYiIiOiMV17px7tLVuPN91egrNIPRQCdcjNx04zzcdn5o+FJ4QtiOnxl1iQkdAP/euk9CCFqlzV9qbPEMGTtEGazCYoQ9W7pDtTGTce7JCLRGFSTimunndcaj0AnyXA7cds1F+MrMydh4/b9qKiuXWbmsFnx63++jkA4ApfDVu/ytuOklIjHNXTtlF23bM0fDKNP907o1S2vVZ7jbLVrfyEApNzhJRSBDdv249LzR6WjLKI2w/CIiIiIiM5YhlEbyLww52NIKeFxOZDlcwMSqKoJ4g9PzcGf//sOvnPbdNww/fw2WwokhMAd116Mc0f2x2vzl+GtD1cikdBql6gJAUUR6NYpG3nZXuw+UISaQAhWy6lDlqWUcNptCIajCIYiePSHt6FHl9w2eCI6zmRSMWZY3xN+9q9H7sPdP3kc4UgMVrMJmq7DpJ4YCBqGRDyhIdvnRs9jn6GUEuFIDLdeNZnL1tIsFk+cMuA8GYqiIBiOpKEiorbF8IiIiIiIzkhSSjzyj9fwzuJVyMv2nvLl3OW0w+W0Ix5P4I//mYtAKIJ7brysjaqtNahvN/ziOzfhu3fMwLXffBSVNQF4nA44HV/MXRnavzt2HyhCaUU1AMBsUiGEAikN6LqB4+NZ/vazu3HemEFt9CTUmN7d8/Hinx7AL//+KvzBMA4WlsFillAUAWlIGLJ23lX3ztno3jm39udSoqS8GsMG9MTF5w1v60c44zlsVijNCOh03UCG25mGiojaFsMjIiIiIjojzfngM8xbvAqdcnyNDry1WMzIzcrAv1/5AEP6dW8XgYvX48K3b5uOX/79Vbic9hO6TJRjA7B7dMlBcVkVSsqroWkaErqBbp2y8aef3Inzxw6GpZ7OJGo/uuRn4anffhMHjpTgt0+8ibc+WAkpAZfLhrwsL7IzPXWBZyQaQ2VNEEP7dcdffnonP9tWMGJQLwC13YvJDMyuI4HxowakqSqitiNkM1rx2lJBQYFcs2ZNW5dBRERERO2YYRiYfvevEY3Fkx4WXVkTwOA+3fCf392f5uqSE48n8K1fPoV1W/chL9vb6DKlKn8QZlXFC499F90657RilSeKx+OIx+MwmUywWCypfek+y23ddQj/fWMRlq7eConaHdYEAFVVkeFy4CszL8QN0yfCbrO2dalnjW8+/G+s37oPWUkOJw9HYjCpKt7778+gqvXPJSNqz4QQa6WUBfW9xs4jIiIiIjrjrNm8B+VVfuR9aXvzpnjdLmzYvh8HjpSgZ9e2H0ZssZjx2E/uwA9+/xxWb9oNp8MOj+vELqRILI4afwhetxOP//JrbRIcaZqGgwcOYOPG9SgpKTlWn4Td7sCIkaPQv/8AOBxtO5C8IxjSvzv+9NCdKCmvxmfrd6ImGILVbEa3TtkYN6I/TA0MSaf0ueOai/H5hl1IJGqH1TfGMAxU+YP40deuZnBEZySGR0RERETUYQQCfuzatQsVFRWQhgGny4m+ffshLy//hFBl9abdMAwjpWsfnyuzcfuBdhEeAYDb5cA/Hv4aFi3fiOffWoJ9h0ugCAAQkACcdivuu3kqZk05J+nuiJYSCPixft1aLF++DPF4AkIAZrMZHk8GnC4XdF3HypXLserzz3DRxZegb99+rVpfR5WX7cXMKee0dRkEoGB4P9x/6xX4x/PvIsvnqXdIPQBouo7S8hpMnzwW118xsZWrJGodDI+IiIiIqN2rqa7G8uXLcOjQQUhIqErtf9nXDQNbNm9CRoYX48+bgJ49a+eUVNWEmtWpYRgGItFYi9Z+usxmEy6fNAZTLxyNPQeKUFRWBV3XkeF2YtiAHk12RLQ0wzCwcuVybFi/HpWVFRBCwGq1AKgdUl5VVYXq6ipkZHiR4fVCSySw8MMPIA2Jfv37t2qtRKfrtqsvgsfpwGPPzEVVTRBOhw0OmwWAQCyegD8YhiIEbr1qEu6/9QrugkdnLIZHRERERNSulZWV4Z235yCRSMDpdJ7y5UxKiVAohPfem4+JE8/H8OEj4HJYoeupdR4BtcOoG+ouaGtCCPTr1Rn9enVusxqklPhoyWLs2LEdoVAQiqKcsERHCAGTSYWUQHV1FQzDgC8zEzYASz5ahPxOneB2u9usfqJUCSFw9dTxmDJxBBat2IhX3vkUR0oqYRgGsn0efHXmJMy4eCyyM1u384+otTE8IiIiIqJ2KxQK4t15b8MwDLhcrnqPEULAZrPBbDZj2dJP4Xa7MWJQL/xv3tKU7iWlhBAC/Xt1aYnSz0jbtm3Fzp07YLVaUV1d1eBAbCEAk8kEv78GNpsVDocT0VgUO7Zvw9hxXJJFHY/b5cBVl47HVZeOb+tSiNoEtz8gIiIionZry5bNiEajsNvtTR6rqiqsVitWrFiO80YPhNNuRTQWT/pegVAEvbrlYXC/bqdT8hnLMAysW7sGNpsNwWAAAJpcoqMoCqqrayAB2G12bNq0EZqmtUK1RETUkhgeEREREVG7pGkatmzenFRwdJzFYoHfX4PKynJ8ZeaFqKwOQErZ5HmGYSAYiuCOay7mzJIGFBYeRSgUhMViQTQaTep9UhQF8UQc8XgcJpMJCU1DMBhshWqJiKglMTwiIiIionapqKgQmqbBZEp+0oIQAgICu3btwq1XTUbBsL4oLqtqNEDSdQPFZVWYNqkAUy8c3RKln5GKCgthGLXv4/ElfkmREvFYFEDtcjZNS6SrRCIiShOGR0RERETULkWj0aS6hk6mqipCwQAsFjP++rO7ceG4ISgpr0ZpRTV0Xa87LqFpKCmvQlllDa69/Dw8/O0b2XXUiGgsVjfjSAglpc+mLnQyJMxmS1rqIyKi9OHAbCIiIiJqlxShNDPMkVCU2h3A7DYrHnvwTmzZdRCvvbsMC5dvBCABCaiqgmsuG49rpk5A356dWrT2M5HVaoWUtTvYORx2+P3+Bgdmn0xRBOLxOBwOB3dbIyLqgBgeEREREVG75HK7IKVMbYkUAE3T4cv01f2zEALDBvTEsAE98dP7r4c/EIaiKPC47LBYzOko/YyUn59fu+4MgNvtht8fSO6zEQIWixWxeAxjCsYmHTgREVH7wfCIiIiIiNql3Nw8uN1uRKNRWK3WpM6RUgICGDBgUL2v26wW2KxcNtUcXbp0hd3mQCIRh9lsgd1uRyQSgcmkNniOYRgwm0yQAMxmM/r3H9B6BRMRUYth7E9ERERE7ZIQAiNHjUYsFqubryOlRCgcQklpCQoLC1FUVIjy8nLEYlFIAOFIGJ07dYHX623y+tqxnb8CAT/i8XjSdQUCfhw9ehSHDx9CSUnJCXOUzmSqqmLU6NGIRGpnUWVnZ8NsNkHT9AbnHxmGAYfDAV3TcPnl01PaOY+IiNoPdh4RERERUbvVv/8A7NixHaUlJZDSQHV1dV1QIYQCQCIejyMYDEJRFGR4M3D+BRc2es3Kykps27YF27dtqw1+BAAp0aNHTwwbPgKdO3c5ZWmVlBKHDx/Cpo0bceTIIYjjr8vaWUDDR4zEwIGD4HA40vAutB9Dhw7D0SNHcPDgfrhcbuTnd0JZWSmi0SiEECe8b4lEAjabDS63G5dffgXy8zlXioiooxLN2cGiLRUUFMg1a9a0dRlERERE1ErC4TBeeP6/KCkpgclkgqKcOEhbSlnX/ZOR4cWsq65Gt27dT7mOYRj47LOV2LRxPSQEHHY7VFWtey0SicCQBjrld8bUy6fBZrMBqO1Q+uTjj7Br106oqgq73X7C/ROJBKKxKGxWG6bPuBI5ObnpfDvaXN37sXsnBARsNht0XUcg4EcoFIauawBqlx1OufQy9OzZq+59JiKi9ksIsVZKWVDvawyPiIiIiKg92759G5YsXgRAIhAI1AVFUtbObxZCwOVywePJgGEY0DQN199w0wlL16SUWLb0U2zevAkul6vBoc1SSoRCIWRlZWHmrKthNpuxZPEi7Ny5A263u9Hh0NFoBBAC11xzPXw+X4PHnSkqysuxZesW7NyxHYZhAJBQVRMGDx6CwUOGnhXvARHRmYThERERERF1SIZh4KUXn4emabBYLJBSIhaLQdc1aJqGWDyO2jhHwGw2weF0IR6LYvCQobjggkl11zl44ADmvzcPLmfDwdFxUkoEg0EMHTYc3bt3x/z58+B2NR4cHRcKh5Cbk4urrr72tJ67IzEMA/F4HEIImM1m7qZGRNRBNRYeceYREREREbVbR48eQTgchsvlAoC6uTo1NSFEohFA1u0eDymB6uoaWCxmbN60EeecM75ul7b169fCfGzJW1OEEHA4HNi+bSvKy8tgUk1JBUcA4LA7UFxSjMrKSmRmZjbvoTsYRVHqlvgREdGZif9ZgIiIiIjarb1795zwz9FYFEVFRYhGIzCpKkwmFapa+5fJVPtXIpFARUUF1q5ZDQCoqqpCUXERbLbkd/pSVRXxRBz79+1NaYcwIQQEgG3btiZ9DhERUXvH8IiIiIiI2q1wOFw3bDmRSKCkpARCoNEBzKqqQgiBVas+Q3FxMSoqyiEgku4eOk5KCU3XUz7PZDKjrKw0pXOIiIjaM4ZHRERERNRumVQTjs/o9PtrIA2Z5NIzBYqiYNXnK6FpGoDmzfmUhpHyOUII6JrerPu1pHg8gYNHS7Fz3xEcLiyrGzRORESUKs48IiIiIqJ2KzsnB/v27YFuGAgGgzCZmt7yXUoJIQCn04mjhUfRs1fvlLuHAEAAzTpP13U4HI6Uz2spxWVVeGfRKrwy71NEYnEICBiGAa/HhVuumoRpk8Yg0+tus/qobew7VIx5i1dhz8Fi6IaOTjmZuPzC0Rg9tA+HnBNRkxgeEREREVG7NWDAAKxa9Rki4VDS5xiGAbPZDIvFing8jlAoBHns56l8SVZVE5xOFxKJBMxmc9Ln6YaO/gMGJH18S1q4bAN+/peXoekGvB4ncpwZda+FIzH87bl5eOqVD/Cnh+7E2OH92qRGal279h/F7/89G5t3HACEgM1qBiCwZvNevLN4FfKyvXjgzitx8Xkj2rpUImrHGDETERERUbvldLrQq2dvhCORuuVrjZFSQkoJjyejbme2RDyOXj17IRKJJH1fTdNgtVoxduw4RGPRlM4zm83o2bNX0ue0lCUrNuEnf3wBTocd+Tk+2KyWE1532K3Iz/FBVRXc/4snsWHbvlavkVrXhm37cMcP/47te48gL8eH/BwfvB4XvB4n8rK9yM/xIRSO4kePPo+X537S1uUSUTvG8IiIiIiI2rUJE8+HxWyB0cT8ISkldF2H3e6A0+k89jNAUVWMHDUaUhrH5h81TkqJcDiMkSNHYcjQYbBarIhGmw6Qjp83ZsxYmEyt2+Bf7Q/iZ395GV6PE3abpdFjXU47bFYLvv+7ZxGPJ1qpQmptR4sr8O1H/gOz2YRsn6fBJZgupx1ZPg/+8uzb+OTzLa1cJRF1FAyPiIiIiKhdc7lcmDTpIiiKCk3TTgmRjodGx2cN5eTk1H1RllIiIyMDeXn5mHj+hQiHw0gkGg5MDMNAIBBA7z59MHLUaDidTlwxfQYkaoOhhrqfNE1DIBDA4MFDMHLkqJZ7+CQt+Hgd4gkNdps1qeM9Lgf8wQiWr92e5sqorfxv3ieIRONwO+1NHmsxm+B02PD3599NqsOPiM4+DI+IiIiIqN0bOGgQ8vJy4fV6oShKXVik6zoMw4DVakVubh5ycnLr5hoZhgGhCPTp0xcAMHToMFx8yRRomoZgMIBoNArDMGAYBhKJBAKBAMLhMIYOG44pUy6ru05eXj6uufo6ZGVlIRgKIRAMIhaLIR6PIRIJIxgMQNM0jB9/Hi6cNLlZQ7ZPh5QSL879OKmQ4MssZhOef+ujNFVFbSkUjmLuh5+nNBjd7bTjUGEZNu88mMbKiKij4sBsIiIiImr3TCYTRowYhTVrV6NLl65IJOLQdQNCCKiqWu9A61AohH79+5+w89mAAQPRq1dv7Nu3F5s2bkBNTQ0Mw4DdYcfYseMwcNBguFyuU66VmZWF6TNmYuuWTdi9ezcCgQCEUJCXl4+BgwajV6/eKQ3VbknBUARllTXIz/GldJ7H5cCOfUfSVBW1pbVb9kLTdVjMyX/dOx56Lly2AcMH9kxTZUTUUTE8IiIiIqIWI6WEpmlQVbXFt/8ePmIkdu/ehWAwWDfTqCGRSARWmxXjxp17ymsWiwUDBw7CwIGDkrpvIBDA+vVrsWP7dhiGDsOoXdajKAqKi4vhy8xC586dmwyP/P4abN+2DUePHkEikYDFakXv3n3Qv/8A2O2pdQ19WSyuQWlGt5OiCCQSGqSUrd4tRelVEwjV/Z6mwmI2obSiJg0VEVFHx/CIiIiIiE6LYRgoLDyKTRs34OChg4CsDZGyc3IwcuSoFuvKsdlsuHLmLLzz9lzU+Gtgt9lPua6maYhEIrDZbbhyxix4PJ7TumdZWRnenTcX0WgMDocDqqqe8Lqu69iyeRP27NmFK2fMQlZ29inXCIVC+PjjJTh06CAEALPZAiEEAoEAiouL8NnK5RgwcDAmTJjYrPfJ6bBCNwwYhoSiJB8CaZoOp93G4OgMpCpKswJFQ0pYzGrTBxLRWYfhERERERE1WyDgx/z576K6qgpCCLicLgghIKWEv6YGSxYvhMVixdTLp6Fz5y6nfT+324Nrrr0eW7duwaaNGxAMBVE737e2e8akmjBq1GgMHTa83uVnqT7bvHlzoWs63O76Z8eoqgq3241IJIJ33pmLa6+74YRjg8EA5rw1G6FQqO69+TIbbDAMA9u2bUFVZQWmz5iZcoBkt1kxekhvbN1zGJkZyc+4qfIHMfWC0SndizqGLvlZkEDKXWWapqNvj07pK4yIOqy0hUdCiP8CmA6gVEo5tJ7XJwF4G8D+Yz96S0r5SLrqISIiIqKWFQgEMHv2m4jFYqcENUII2Gw2ADbEYjG8887bmDHjSnTp0vW072uz2TBmTAFGjhyFwsKjCAaDAAC73Y4uXbq22Oyh1atXIxaLwe2qP5BJJBIIBgMIhUJ1g7tfevF5TJ06Dd179AAAvPvuPITD4UaDLEVR4Ha5UVxcjI8+WoxLL52acq1fnTUZ3//ds0kfL6WENCRuuGJiyvei9m/4wJ7Iz/YiEIrAleQg9eMzxC6/cEyaqyOijiidnUfPAXgcwAuNHLNUSjk9jTUQERERURpIKfHB++8hFo02OX/Iaq3dPn7Be/Px1VtuOxYqnT5VVdGtW/cWudbJotEodu/aCafj1GczDAMVFeUIhUIABBRFQFEUCKGgvLwMCxbMh91ux9Chw1BVWQFVNSEQCNTVbLfbT+kGEULA5XJh3969qKmuRobXm1K9540eiK55WSgur0KWr+mlemUVNRgxqBcG9e2W0n2oYxBC4LarJ+M3/3oDTkdySxPLq/y4YOwQ5GZ7018gEXU4LTvF8EuklJ8CqEzX9YmIiIio7ZSWlqKsvOyEncwaY7VakdAS2LVrZ5oraxkHDuyHYRinDP02DAMlJSUIhUJQVRUmk3osOKoNkYRQoCgKEpqGBQveQ2lpKUpLS1BRUY6KinKUlZXi8OHDqKqqgq7rJ1y79gu+xNZtW1Ou12RS8feH74HTYUN5pR9S1j8s2TAkSsqr0DkvE4/+6DbOOzqDTb9oHEYM6o2S8qoGfx+Oq6oJwu2044E7r2yl6oioo0lbeJSk8UKIjUKIBUKIIQ0dJIT4mhBijRBiTVlZWWvWR0RERET12LJlEwRESuGD1WLFxg3rYRhGGitrGX6/v96fV1VVIhaLQlXVBp5dIhaLoaK8DIlEvC6AMplMMJlMxwZuS9TUVKOoqBCJROKEs202W6MBm5QSlZWVKCwsRHFxEUKhYN1rXTtl44XHvosBfbqgtKIaJeXViERjiMcTCEdiKCmvRmlFNc4Z0R/P/uHbyPQmPx+JOh6r1Yy//uwujBjYC0WllfAHw6eESJFYHMVlVXDYrXjy199Al/ysNqqWiNq7thyYvQ5ADyllUAgxDcBcAP3qO1BK+RSApwCgoKAg9T0niYiIiKhFHT50KOXlZxaLBcFQsMkZQO1BfZ0auq4jGAw2EhzVnuf319R1IEkpoev6CR1MilL7mq7rKC4uRufOnet2cVMUFZFI5JTrxuNx7Nm9C+vWr0NVZSWi0Sh0XYOUEl6vD2PHjsOo0WPQKTcTzz76bezafxSvz1+O1Zt3IxKJw+204YrJY3D1ZePRs2teC71L1N5luJ341yP34cNlG/Dc7MU4VFgORQhISAACTrsVX//K5Zg15RyGiUTUqDYLj6SU/i/9/XtCiH8JIbKllOVtVRMRERERJSeRSNTNMkqFgDil26Y9crvdODk+Ch3b2a2xbqvjQZHJpCCRqD1W0zSYTKZTzlNVFZqmoaamGpmZxzs+ZF2QdFxNdTXmzXsblZWVdcO5j19KCIGyslK89967+PTTTzDtiukYOHAQBvTuip9964bTfBfoTGCxmDH9orG4YnIBdu47iuKyKui6Aa/HieEDe8Js5gbcRNS0NvuTQgiRD6BESimFEONQu4Suoq3qISIiIqLkmc3memcCNUVK2WK7oaVTjx49oSjihGcMh8NobJWelBKGYcBqtZ4SFDW0ZbqqqggGg/B6fVAUBbFYHFnZ2XWvB4NBzJn7Fvx+PwIB/7FzlBOuZbFYANSGW2/PfQvhKZdh9JiCZj87nZmEEBjYpysG9jn9HQ+J6OyTtvBICPEKgEkAsoUQRwA8DMAMAFLKfwO4FsDXhRAagAiAG2VTk9yIiIiIqF3o2q0b9uzendLys3g8DofDkfSQ7bbkdDrRp3cf7N27t+4Zj29l3pBEIlE3PBsATCYTNE0DUP8yOKD2C72uG4hEInA6ndB1HSNHjKp7fenSTxAMBBDw1xwbyt1wWGc2mxGPx/Hppx/D6/Ohd+8+KT93qgzDwNotezFv8WoUllRAVRX06JKLKy8ehyH9u3MgNxHRGSJt4ZGU8qYmXn8cwOPpuj8RERERpc+wYcOxZ/euBjtq6hOLxVAwdlzK3Uqp0nUdhw4dxMYN61FWVgZN02C1WtG7T18MHToUWVnZSdVcMPYcHDhwALFYDFarFYoicNIGaXWODwFX1S/+7/Xx8KippW6AhKZpiMdr79O9Rw8AQDAYwMEDB+qW+SXzvimKimg0is8/W4levXqnNbz55PMt+MNTb6GssnbGk81qhpTA+m37MOfDz9C7Wx4e/MZ1GDGoV9pqICKi1tHWu60RERERUQtLJBIIh0OIxWJNbtHdXLm5ecjKzkE4Ek7q+Hg8DrPZjH79+qelnuOKiorw4gvP4YP3F6CsrAxWqxUulwuKomDH9m144/XXMG/e24hGo01ey+fz4YrpV8IwDARDIVitVhhG/YO0JQCXyw1F+SKsEULAZDIBx4YTN0bTEojHE7hkyqXHzgF27tgBXdcRDoeSDtxUVYGmaaioKEdJSUlS5zTHG/OX4f9+81+EIzHkZfuQm5UBj8uBDLcDedk+5GV7UVhaia89+E8sXb01bXUQEVHr4HQ0IiIiojOArus4evQINm5YjyNHjkAoAlJKOOwOjBg5Cv37D2jR5WJCCEydejlmv/kGwuEQHA5ng8fG47XbxU+fcSXsdnuL1XCyo0eP4N1578BkUk9ZTmcymeByuSClROHRI5gzZzauuuqaJneM69y5M6659nqs+vwz7N27G4ahQ9Nqu61qO4oAu90Bn8+HSCSCcDh0wvlCUeB0OqFpGnQdpwzDPj4nCQAum3o5unXrXvdaaWkpDENPqbsLODakW9exb98e5OfnJ31esj5bvxOPPvUWsjM9sDQwbFkIAa/HhXAkhh8++jxe+ON30a9X5xavhYiIWgfDIyIiIqIOLhAIYP78eaiqqoSq1AYnx8OGeDyOlSuWY9XnK3HhpIswYMDAFruv2+3B1ddci/nvzkNNTQ0URcBudxwLViRisRg0LQGz2YIZV85Ely7pG9QbDoex4L35MJlMdbvASSmRSCRgGAaEqF1SVhsiuVFTXY0lSxZh2rTpTV47MzMTUy+fhmAwiNlvvo7SslJYLVaYTCY4nA6Yji1VE0Kgsqqy7jwpJSAlsrNzAAEE/AGEQsFTru9wOHHjTV9BXt6JQY+mJZrdOaYIgVAo1PSBKZJS4h8vvAu7zdJgcPRlDrsVwXAEz7+1BL/+3ldbvJ72LhqLY8feIwiGo7BazOjROQe52d62LouIKGUMj4iIiIg6sFAoiDlvvYlINAK3y33K6xaLBRaLBZqWwOLFCyGlxMCBg1rs/h5PBm648WYcOXIYmzZuxOHDBwEhIA2JzKwsjBo1Gr1790n7Dms7d+5AQkvA7XLDMAyEQkH4/f66gdXH2e12uN0eOBwOHDx4ADXV1cjwepO6h8vlwrXX3YDZb76OSDQC50ndViaTCXabHdFoBIqiQNd1eL2+ujDLmm2FLzMTiUQc0pBQFAXxeBz9+vc/JTgCALvDcWyZXOpzi4QQdaFWS9q1/yh27S9EXgoBSJbXjYXLNuD/7pqJTO+pv6NnosKSCsx+fyXeeG854gkNELWfom5InF8wGDdfeQFGD+3DgeJE1GEwPCIiIiLqwBYvWoRwONzkrmcmkxkOu8AnH3+ETvmdkg5MkqEoCrp374Hu3XvAMAxomgZVVU9ZopUuuq5j44YNsFmtSCQSKCkphqbpUBRxwu5nUspjS8sicLmcsFit2L59G84df17S93I6nbjq6mvw7rx3UFNTDVU1wWaz1d3D7XEjFArCMCQyMzPh8XhOOF9VFKjW2qVy8XgMJpOKMaML6r1X3z79sG3rlrrakwkajjcqqaoJmVlZST9Xsj75fGvKy+hUVYUhJT7fsAuXTxrT4jW1NyvX7cAPfv8sYnENvgwXMjxfhIy6YWD5uu34ZNVWfGXmBfjO7TPSPkCeiKglNBkeCSGsAK4B0PPLx0spH0lfWURERETUlKqqKhwtPAKXs/Hg6DiTyYRoNIKt27bivPMmpHw/Xddx+NAhbNi4HuVlZdB1HVarFX379cOQIcPg8/mgKAosFkvK1z4dAb8f0VgUNqsVRUWFMAwDJtOpwZUQAqqqQkqJYDAIm6Zj7749KYVHQO1yvetvuAmHDh7Ehg3rUFxSDEUokFLCZDahoGAcDhzYB5Op/m4rKSXC4TCEELhi+gz4MjPrPa5b9+5wudwIhUJJBza6ocPtckFRlbQMJy+r9Nf73jbFMAz4g8kNV+/I1m/dh+/+6mk4HTb4Mk7tslIVBTmZGdB0HS/O/RgmVcW3bmt66SQRUVtLpvPobQA1ANYCiKW3HCIiIiJK1tatWwCIlLpAbDY7tm7djLFjx6W0lKyoqBAfvL8A0WgUqqrAYrHCYrHAMAxs3rwZmzdvQs8ePXHxJZe2engUTyQgAFRUVMAwjCY7no6HSJFIBH5/oFn3VFUVvXr3Rq/evRGNRhGPx6AoKux2O1RVRUlJCVauWI7i4kJIibruEkMaEAC6dO2G8ePPq52H1Mg9xo4dhw8/fB+RSARCNP5ZG4aEQG3XUZ8+fVt0QPpxFota745zTRFCwJzEjKSOTNd1PPSnl2CzWeB0ND6I3aSqyMv24oU5H+HS80diQO/0zQMjImoJyfwJ3lVKOTXtlRARERFRSo4cOQxrikGNyWRCLBaDv6YGWdnZSd/n3XfnwXxsx7IvUxQF7mO7mB04eABvz52DmbOuatUAyWwyQdd1RCIRqGpyS4BqgxggFDx1gHWqbDbbKbu25eXlYdZVV6Oqqgp79uxGwO8HAGRkZKBvv/7IyMhI6tpDhw1HeUUFVq5YBk3TYTKp9QZIhmFASglPRgZcbjfGj0+9sywZfXt0atYQb0Uo6JJXf4fVmWL1pj0or6xBXo4vqeNNau1nOfv9lXjwG9eluToiotOTzP+6rhBCDEt7JURERESUkkQi0byBuwJIaImkDg2FgliwYD4sZnPd4Od6LykEXE4XysvL8OmnH6de02lwezyIxaIpz+IBakOX6qqqNFUG+Hw+jB07DhddfAkuuvgSjCkYm3RwBNS+r5MmTcYlUy6D2WxCPB5HIqHBMAwYhoSu69B1HUIIuN0eeDO8mDXr6iZnYDXXxeNHwKQq0DQ96XPCkRi8GU6MGdo3LTW1F6+++ynUFJf0ZXndeHfJaoTC0TRVRUTUMhrsPBJCbAYgjx1zhxBiH2qXrQkAUko5vHVKJCIiIjq7BAIB7Ni+Dbt27azduUtVkZWZjeEjRqBbt+51y7IsZjMS8dSmCui6jnAohGVLP61dSmSxoGuXrhgwcBCcTucpx+/YsQOapsHusjd5bSEEnE4n9uzejXPPPS9tAcbJTCYTPJ4MBFLuIqqtt7qmGl5fct0ibUEIgXHjzsHw4cOxYsVybNyw/tjMJMBsNsNud8CT4cHIkaMxYMDAU7qgWpLH7cAVkwvw9qJVyE+iw0ZKiSp/EN+9/cpmzUrqSHbvL4KrieVqJzOZVEgJlFbUoFeK5xIRtabGlq1xchsRERGdcQzDQDweB1C7jX172ulI0zR8+ukn2LVzOyQAm9VaN3S5uLgIhYVHYbPZMOXSqejSpQt69eqNdevWwGJpuCPoOMMwUFVVhUDADyklKisr64ZHFx49glWrP0ef3n1x/gUX1oUPuq5j08YNsFmT/1KrKAokJHZs34aCseOa9T40R0ZGBgoLjyY/WFrXYbVaoJpU6HryXTRtyWaz46KLLsHkyRejqrISwVAQhmHAbrcjJye31X6Xv/6Vy7Fy/U6UV/mR7fM0eJyUEiXl1Rjarzuum5baUPKOKK5pUJrdCai1fEFERC2owfBISnkQAIQQL0opb/nya0KIFwHcUu+JRERERO1Q5f+z999xct33fe//+p6p29FBAgQJNgAEwCqwq1CiqE4VS3K7dmInvzjFcUns3F96nNxfbhJfO3Fu4jhxbMf29bUdx7YkSqJ6ISmJothJgBWsYEEvW2d2Zs7398c5u9gFdraA2ALg9Xw8Vrs7c+aczwwG4u4bn+/ne+gQu3bt5OmnnyJNUyAbSLzliq1s37a97Y5XC6XZbHL3F7/A66/voaurezwIaLZaNPKwq1As0Gg0+Pxdn+WDH/owW67YyiOPPDRjYJKmKfv27cuXdsHy5StOGKZcJU1Tdu9+jldeeZnLLrucVqtFs9mgv/8Yy5fP7bUpl8q8+NKLCxseLVtGb28vAwMDFApTzwUa02q1SJKE1avXUK/X5jSfKU1T3nzzDZ584nH27ttHq9mkUqlw6WWXsfWKbfQtW3Yans30QgisWLmSFStXzvu1prJyeS+//a9/lr/zz/8rr+87RG9356QB0TFGBoZGGBwa4crNG/mNf/bX6ajOHHCe6Zb3dnPg8DHK5dkPoo8x0mqm9Haf/uHmknQ6zWZg9raJ34QQCsDb5qccSZKk06vVanHvvd/m2WeeBsL4blhj9+3a+SS7dj7BFVu38fa3v3PGnbrmy/e//z1ef30P3d09hBCo12sc6+9nZPjk7c07Ojr44hc+z0/85F9l48WX8NJLL9LTffK24GMOHTpIvV4nhIQQOGk52djW9ceOHaXRaLB//z5WrlzF6GidY8eOMTQ0RE9PL319fbPqbkmShNH6wm3SW6vVSJIC9foo5XKFkZFhkiShUCiSJMdDpFYrJRIpFoqsXbuWEAJJUmDt2vNmdZ2DBw/wlS9/iYGBAUIIVCoVisUijUaDxx59lMcfe5SNGy/mPbffseA7zi209eet5I/+/d/j7m8/zB9+5lvsP3SMELL5Fq005cJ1q/nff+YTvPeWa6hUZh+mnMnuvP16/u8/+ALdXTMv8RzTPzjCZRvPY+2qZfNXmCSdBtPNPPpHwD8GOkII/WM3A6PAby9AbZIkSW9JmqZ87Wtf4cUXXqCnp+ekbpRCoUB3dzdpmrJr504ao6O85/Y7FnwpW61WY9fOndnMoRA4evQoR48eJQROCrNihJGREQYHB/n2t77B+z/wIY4cOcKxo0fo6uo+6Tk2GqMMDQ3nt0dWr15DsViccL7IwYMHGRoaJEkSyuVy1plTSOjs6qa/v58QAseOHaVWq7F27doZX58YI6XS/AcGw8NDfP/73+f5556llbbygCx7zVqtlFarnodI2VyZSqVCX18fHR0dhBAYHBzgqquumVXQs3//Pj732c8A0NXVNel1LhQKlEolYoy89PJLfO6zf8nHPv5DZ32A1NPdyY985B18+kO38tTzezjSP0gIgTUr+7h847pTG+Z+Bvvwu3fwn/+fL9JqtWYdQtdqdX7y4+8+514rSWeetv/ljzH+mxhjD/B/xRh784+eGOPKGOM/WsAaJUmSTslTT+1qGxxNlCQJPT09PPfcc3mH0sLa/fxzpGlKkhToP3aMo0ePUCgUpvwFdCwcKRaLPP74Y7zyyst84hOfZN36CxgaGmRwcIBWq0WMcXzOUZq2CAHWrF17wnI1OHr0CENDgxQKhUmh0EB/P6XxkClQKBSo12scOLB/xq3aR0frrFu//i2/LpAFgMeOHuXAgf0cOXKEZj4bpr//GH/+53/Gs888TUdHld6eXlbkSw8LhQKVSnl8plVvbx8XXngh559/Pp2dnYQQGB0dpVAosv3KmTcVrtfrfPELnyeEMB48TSWEQFdnF3v3vsldn/sMb7zxBsNTdI6dbZIkYfvmi3jH9dt4+46tbLp4/TkZhqxY1sOnP3gr+w4dm/HvCMChI/2sW7uSd9/sxtaSlr7pOo+uy7/8XxO+HhdjfGTeqpIkSXqL0jTl0UceplqtzuoX2bFlSI888jBbrti6oL/8vvDiC5RKRZrNZh4cFZnp8kmSkKYpX//aV/kbP/O3uPPOj3Hw4EF27XyC3bt35+FINiNp1arVUwZozWaT/v7+k2YEFQoFRkZGIEBPT8/4HKFCoUCtVqNer7fd0SvGSIywbdtb+4V4eHiY5557lscfe5RabYQQEmKMFItFrrhiK88//yz1ep2enuPL9Xp7e2k2G5PmHoUQOHLkMCGEbB5RjNTrNVqtlA9/5E56e/tmrOX555+jVqtNutaJms0mg4MD9Pf3j4d2+/fvIykUuPSSS7nyqqs577zz39JroqXvF3/6o7yx/zD3PLCTVSv6KJdO/nUrTVMOHu5nWV8Xv/kv/ybVytndoSbp7DDdzKNfzz9XgR3A42TL1q4CHgJunt/SJEmSTt0bb7zO0NDQnLaLL5fLDAz08+abb7Ju3bp5rG6yej6zZ2BwAGDG4GhMCIFGY5SXXnqRTZs2s3r1am579+3c9u7bxzsf/utv/Sbd3ScvZwMYHBycdth2mqb09GRDqMeOixEGBvrbhkfDw8Ocf/75411Ap+L111/jS3d/kUazQbVSoavr+J9hs9nk+w/cz+DAAGvWrJ30uBACy5evoNVK6e8/Nj4YPcbI/v37OHr0KJ2dnaxZs4b33vF+zjtv5llHaZry6KOPUKm0H/g8Uhth//79xDRSKCQUi0WazRatVkp3dw8vvvgiu1/YzbXXXseNN958TnblnCuKxQK/+v/9Kf7bn3yZP77rXkYbTSrlEsVigTSNjNTqBOCmazfzT3/2h1njrCNJZ4jpdlt7N0AI4S+B62KMT+bfbwd+ZUGqkyRJOkX79u0bDw9mK4RAmkYOHNi/oOFRqVQiTVsM9PfPed5SsVji8cceZdOmzZNuHwsokiRpGxANDg5Me71AoFgqsmLFCg4dOpR3HyUMDQ2zcmV60mOHh4epVKrc/t73zek5TPTmm2/w+c/fRblUnHIIeKFYZLRep1AocPDgQUJgPFxK05QDBw4wMjJMsVgC4vgSvqxrqUCxmC0F7Oyc3VDjwcEBhgYHs3lUU6jXa+zft48QAoXi8WWGSRIYHh5i+fLldHV1kaYpjzz8MCEEbrzRf4M9mxWLBX72Jz/MT33ydr55/xN87TuPcbR/iI5qmauvuJiPvfdG1p+3ODvlSdKpms1ua5vHgiOAGOPOEMIV81iTJEnSW9YYHT2lDo8QWNCdwgDWrVvPG2+8QYxx1uHRWGdRZ2cnR44caXvc8uUr6O8/NmWn0NiW9VOdO4Rk/L6enl4gcPjwIbLLxnxGUxZM1Wo1Wq0WPb293HnnR+nu7mZkZIRms0m5nM0ems2fRbPZ5MtfuptSsUi5PHWnz+hofXwgcZqmHDx4iGq1gyRJOHBgPyMjtUkDwce+brValMsVVqxYyfDwEJ/9zF/yyU/9cNtQaEy9PkpIwpT1xxg5cOBAvmvb5NcxCyKPh5dJktDd3cUjjzzMZZdezspVq2Z8PXRm6+qscuftN3Dn7TcsdimS9JbNJjx6IoTwO8Af5d//b8AT81eSJEk6U6VpyhtvvD4+96VaqbD+gg10dMx+6+rTpVKpzGpo7YlihEqbJVnzZcsVW3nooQdnrDdbCtUc76QplUo0Gg1arVbbx1x9zTV865tfJ5tEMDutNGVZ37JJgUlPTw8dHR0MDg5y5MgRhoaGKBaLxJiyZs1arrn2OtasWcuLL77A4489ytBQtvNWGiMrV6zkmmuv4+KLL5l2F7ZXX32Fer0+7VLDtDU5kGk2W9m1koSRkZFJwdFEIQRarWzYdmdnFwODg9x//3d57wxdUsViEdr8sdTqtbY7a00VBCZJAQg8ufNJbrvt3dNeV5KkpWQ24dFPA38b+IX8+3uB35q3iiRJ0hmn0Wjw1FO7ePyxRxkeHs5DkKx7JQS47PJNXHvt297SHJy5Ou/88wlJmHamz4nGjl27du3MB59GfX19bNiwgUOHDk55f6PRpNlsjH8/FjLFGNm3bx+FQsKePa+yYcOFJz32kksu5b5776HRaJwU3BSLJVqt5qTXJ8ZsyOVUAU6xWKSnp4dSucSP/dhPAJFyuUK1WuWVV17mT/7kj2g2m1TKFbrzJWcxRvr7+/nmN75OR0cHH/7InaxatXrK5/nYY4/OeovzMUkSOHasnxCY05K/rs5Odu9+nltueftJO9BN1NPTQ6FQoNlsnhRMDfT3t31cmkY6Ok4O7Do7Onju2We45ZZbKZcdlCxJOjPM+F/YGGMtxvgfYoyfyD/+Q4yxthDFSZKkpa9Wq3HXXZ/lu9+5j2azSXd3Nz09PfT09NLd3U1HRyfPP/ccf/6//icvv/zygtV13nnn09fbx+jo6KwfU6/XWb5ixUmDmBfCe26/g87OLhqNxqTbR0dHx4OjiSFPqVSiVCoRQqDa0cEXv3AXL7yw+6Tzlkol3nP7e6nVapMCKIDe3h7S9HhbTYzQajVZvnx52w6ekZERrrhiK729vfT29o0HR1+6+4sUkgI93T2TQpEQAtVqle7ubkZHR/nsZ/6ybUh28MCBaQdTAyfVlXUfNWg2m9OGR2kaJ4VnSZIQ08jzzz834/W2b7+SkdrJP/6Ojo62XfYHccrd2QqFAjFGBgcHp72uJElLSdv/woYQ/iz//GQI4YkTPxauREmStFQ1m02+dPcXOLB/Hz09PVN2UmSzXropFot8+ct3s3fvmwtSWwiB6962g3q9PqvB2WmaMjo6ytvetmNRdsPq7u7mI3d+NA9DmrRarZOWpI09j1KpNB6ihADLly2nUqny9a99dcpg5pJLLuX2995BvT7K4ODg+Dm7uroJIQs7Wq0Wadpi+fLl9LTZvj67fmT7tivHb6vVanz1q18en200nY6ODmJM+fKX7j7pzyTGSPOELqipFEslSuXypMfPtNxvLMzpPmEAd5IkHDw4dZA10RVXbCWEQLPZnOK8J8uCqvK0Qdh0Sw0lSVpqpus8Glum9hHgzik+JEnSOe6FF3bz5ptv5iHE9L/0l8tlCknCPfd8+5RmEZ2KzZu3sHXrNgYHB6cNkNK0xeDgIFdeeRWXXXb5gtQ2lU2bNnP5ps10d/dQKpVpNBqTXqtisUilUhnvOGo2m3R2do13IcUYefzxx9ue+9M//KNs3baNer3O0NAQIyMjdHZ2MdpoUO3oyLq1+pYx1Z/kWLfMtu1XsmLl8Z2innvuWZqN5qyXYHV0dDIwMMDrr7826fYQAuVSecagLwB9vX3jx83mvZSmKaVS6aQwJ4RA64RAaCp9y5bxjne8k+Hh4UkBUpIUTrp+q9UiBFizZnXbIdsxRqrV6TusJElaStrOPIoxjv2z4HuBe2OMzy9MSZIk6UwQY+SxRx+Z9U5aANVqlSOHD3HgwP4FWRoWQuCd77qNSrXK4489SiRSrVTHu3aazSa1eo0QAjt2XM/1N9y4KF1HY5Ik4SMf+Sif/exfsH/ffkqlMoVCMv5cxmobW15WrXawctXxIKezs4Pnn3uWW265dcrd1VasWME733kbN954MwcPHqTRGKVQKPDG66/zyCMPj29rP3ad0dFRBgb6GR4eodVqsXz5Mrq7exgZGcm7iCKPP/bojEvNThRC4InHHz9pRtMll17Kc88+O+3A7Ox5dlKtVqnV6oSQBZPtOnnSNCVGWLly1Ul/tq00pbOr/byjibZt2w7Ad+67l1pthGq1g+7ubo4cPULIA6FsSHaBtWvXUipNHabV63WWLV9+UheUJElL2WwGZl8I/LcQwkbgYbKB2ffFGB+bx7okSdISd/jQIY4cOTLjVucTZb+8B55+6qkFmyuUJAk333wLV155Fc88/RQ7d+5kcHCACHR1dnHDDTexZcsWurqmDywWSmdnJz/0Q5/m//2jP6S//xhpDAQCEEnTmIc70Nvbx/LlyycFIklSIBJ58403uPiSS9peo1KpsH79+vHvN2y4kAs2bODRRx5hz55XaaUtBvr7x+cvlctlli9fTqVS4fvf/x4/eOB+tmzZyrXXvY2hocE5ByHVapU333zjpNu3b7+KZ595ZsYh5yEE1qxZy/79+xgaGqa3bxn9x45OOiZbipeOdwGdGKbFGAlkS/pma9u27WzYsIGnn3qKJ3c+ke0m12pBvvNdb28fXV1d085eajQaXHvtdYsaUkqSNFczhkcxxn8BEELoAP4G8A+A3wDmthWGJEk6qwzmW7HP9ZfgYrHIkaNH5qmq9rq7u9lx/Q3suP6G8SVPc9mdayFVq1XWrVs/PvOoVquRpimFQkJHR+e0AUWMMNqY/ZDwMevXX8D69RewZ8+r3PW5z9LR0cGyZcspVypZd9lYbVRJ05SnntrF/gP7Tun5jc11OtHq1as5f9069u59k+4ZwrwkSejp6aWrq5uuri5Ghoep1UZIkmT8PdnV1UVfX9+US+oajVF6eno4//x1c6q9t7ePG2+6mbftuJ7h4SG+973v8vxzz9PX1zvj+2l4eJjunp45BVaSJC0FM4ZHIYR/CtwKdAOPAr8M3DfPdUmSpCXurcwtWqiZR+0s1dBoomKpOD5svK9v6gHWU0kCc97ufkyj0eCeb3+LUqk07TXH6tq/bz+Dg4Ozmnk1UZqmlKYIdEIIvP/9H+Qzn/lz+o/109XV1XZu0PDIMJVKhU/80Kfo6enhuWef4Stf+RJJklAuV6hWq21fhzRNqdXrvOMdt51yB1CxWKS3t4877ng/rWaLV199mc7OrimvGWNkaHiYaqXCnXd+bNKub5IknQlm85PTDwErga8Dfwl8bsI8JEmSdI4am3kzV61Wa8otzDXZmjVraaVz25Erxmxp2/Jly0/pmi+99CIDAwN0ds48ByiEQE9vL81Wk+HhoTldZ2RkhIsuumjK+zo6OvihH/o0GzZsYGhokMHBARqNUZrNJo1Gg8HBQQaHBlm1ajWf/NSn6evrI0kStlyxlY9/4pP5nKhC24Cw0WgwODTI9Ttu4PJNm+ZU91QKhQIf+OCHuPrqa6nX6wwODlCrjTA6Ojr+/dDQIOvOX8cnP/Vpli1b9pavKUnSQpvNsrXrQgi9ZN1HdwC/HULYH2N8+7xXJ0mSlqzVq9fQ2dnJ6OjorHfagizg2Lx5yzxWdnbYtGkz37//u6RpOutOqXq9xurVqyfthjZbMUYeffSRabtiIhDTNB8MnZCEQGdn53j30WyvE2PkyiuvantMtVrlwx/5KEePHOGpp3bx8ssvjb/PLr7kErZtu5JVq04egH3RRRv52Mc/wbe+9Q36j/VDgFKxRAjQbLZI05Ryucxtt72HK67YOqt6Z6NQKHDLrW/nbTuuZ/fzz7H7hd3UajVKpRLnnXceW6/YxrLlpxboSZK0FMxm2dp24B3Au4AdwB5ctiZJ0jkvSRKuvuZavvvd+2YdHo2OjtLZ2cn69RfMc3Vnvo6ODi67bBPPPffsrDq1YoyMjja45hSHMQ8NDXH48KEpZw21Wi0GhwbpP9ZPK21l47tjVmNHRwfHjh0d34FtJsPDQ6xZu3ZWA9OXLV/OLbe+nVtunf2/WZ5//jp+7Md+gn379rJr1y6OHDlMTFO6uru54oqtXHjhRae8rA+gv7+fY8eOkrZSypUKq1evHt+9r1KpsG37lWzbfuUpn1+SpKVoNrut/VuyHdb+b+DBGGNjfkuSJElnii1bruDJJx5naHiYrhmWOo0Nfn7f+z9wRswcWgpuufXtvPnmGwwNDU27q12MkYGBQS677PJTHsY8OjpKEpKTgqfBwUEOHTpIjFlgWJwQvNRqI4yMDJMkCa20NW2AFGNkeHiIjo5OPvCBD87rbmMhBM4773zOO+/803K+GCN79rzK4489yuuvv0YICVkfVqBUKnHlVVdzxRVb6e5eGjv2SZJ0us1m2dpHFqIQSZJ05qnkA4A/97nPMDA4QFfnybuAxRip1+uMjo5y69vfwWWXXb5I1c5Nq9Xitdf28OQTj3Pw4AFarRbVagebNm1myxVbF2RuU0dHBx//xA/x+c/fxdEjRyiVSlQqlfHgJU1TRkZGSNOUTZs3cdtt7znlYK6QJJw4wWpgYIBDhw5SKBSmDHsKhQIxRlqtFuV81tDg4CBJEqhWq4SQjNcIkdWr1/CBD35o1kvcloJWq8U993yLZ595hkKhcNJw8GazyUMP/oAnHn+MD3/kztMWWEmStJSExd7tZK527NgRH3roocUuQ5IkTTA0NMQD37+f559/Lp/RE4BAmqYArFi5khtvvImNGy9e3EJn6c033+CrX/kyIyMj+e5dZUIIpGmLWr1OILBp82be+c7bxpcszadGo8HLL7/Eo48+wuFDh8bDixgjGzdezJVXXc26deveUjdPo9Hg9//H71IuZyFQo9HgjTdeJ0lO7kaaKAvVqnR1dXPBhg1cffU1PP7YY+zd+yaNZoNyqcxFGzdy5ZVXsWbN2nntODrdYox861vf4Jmnn6anp2fa2mu1GjFGPvFDn2TVqtULWKUkSadHCOHhGOOOKe8zPJIkSafLyMgIL7ywm8OHDtFsNenq6ubiiy9h9erVZ0xosGfPq3zxi1+gVCxQqVSnPCbGyODgIOvWrefDH7lzTgFSo9HglVde5sjhw7RaLTo7O9lw4UUsn8VA5Wx5Wj+1Wo0QErq6uma1M9psffe79/HkE0/Q3d3N4cOHGBgYmHE+ULPZYu3atVSrVYaGBvnx/+0n6e3tO201LabXXtvD5+/6HN3d3bN6/w4PD7Ns+XI+/ekfOWPe75IkjZkuPJr/fyqTJEnnjI6ODrafwcOCBwYG+PKX7qZcKk07BDyEQHd3N2+88Rr3f++7vOOd75rx3PV6nUcfeZidO5+k2WyQ/QNeIMZISL7D+eedz/U33MT69eunvW5vb9+8hTNbt27nySeeoNFoMDAwQJJMHxy1Wi0KhUK+RC0Qgaee2sVNN90yL/UttCcef2zGzquJOjo6OHToEAcOHGDNmjXzXJ0kSQunbXgUQvg8nLT0fVyM8aPzUpEkSdIiefrpp2g2m7PaNSyEQFdXN089tYvrb7iRanXqLiXIlvXddddnOXL4MJ2dnScdG2PkwIH93PW5z/Cu297N1q3b3vJzORXLly/nhhtv4jv33ZOFWtNkJmNLEid2lZVLZfbs2cNNNy1EtfNrcHCQV199ddpB5ScKIRCAp57ayZo175m/4iRJWmDTdR792oJVIUmStMiazSZPPvH4rIKjMUmSDYR+7rlnueqqq6c8ptFo8IUv3MWxo0fp7e2d+kQhkCQFRkYG+Mxf/jn33fttVqxcyeWXb2bTps2ndWnaTK699joOHz7M9757H61W66TOmzRN87lWCWvXnjcpCEuShMbo6ILVOp8GBvpJkjDn5WelUomDBw7MU1WSJC2OtuFRjPGehSxEkiRpMR06dIhms0mlUpnT40qlEi+8sLtteLR79/McOniw7e5so6OjHDh4gGajMaGWwxQKRe7/3nf5/ve/x9at27nlllsXZDh3CIGrrrqaZ55+imazwdDQ0KT7kyRh2bLldHd3n1RPmqaU5/j6LVWtVotTGQ0aQqDVap3+giRJWkQz/gQSQrgc+DfAVmD8n5ZijJfMY12SJEkLqtEYnXaZVjtJklCv16e8L8bIY48+QqVSmbKDpV6vs3ffXohx0mDqLLiI9PT0kKYpu3Y+Qf+xo3zggx9ekABp+fLlVKtVisVuli9fQbPZJMZIkgRKpXLbbpzRxigbL9o47/UthGxY+tzTo1arRUfHwnWKSZK0EJJZHPM/gN8CmsC7gT8E/mg+i5IkSVpohULxlDpNYoyU2gQ6hw8d4tixY1MO3261Wuzfv48AU+5oNjg4AGThVHd3D3v27OH+73137gWeglKpxPbtVzJSG6FQKFCpVKhWq5TLU4dgkHUdBQJbrti6IDXOt5UrV9LR0cnoHJfhtVpNNm/ZMk9VSZK0OGYTHnXEGL8BhBjjKzHGXwE+PL9lSZIkLaxly5YBxwdBz1ajMcr569ZNed/wyDChzdycwaFBWvnsoBOFEGg2m5O+7+rq4qmndjEyMjKn+k7V1m3bKCQFGhOW001naHiISy+9lO7u7nmubGEkScLV11xLfXTqrrKpNJtNCsUil1xy6TxWJknSwptNeFQPISTA8yGEvxtC+ARwdvxUIEmSlOvo6OCyyy5neHh41o+JeavS1q3b53StGCP9/f0kYTY/imUmDudeCL29fdz+3juo1WrTdt/EGBkcHGDF8hW8813vXpDaFsrmzVvoqHbOKrCLMTI8PMzbrttBqVRagOokSVo4s/mJ5ReATuDngbcBPwH8lfksSpKkuThy5Ai7dz/PM888zYsvvHDSgF9ptrZfeRWROOuBx8PDw6xbf8F419KJOjs7iWkcD5nGNBoN0laLJGm/BKxYPDmAKJVKPP/8c7Oq7XS49NLL+OCHPkyapgwODlCr1Ygxez6tVovBwUGGhgZZv34DH/v4D8152PhSV61WufPOj5IkCUNDQyf9OY5pNpsMDA6w5YoruPa6ty1wlZIkzb/ZTFzcGGN8EBgEfhoghPBp4IH5LEySpOnEGHnl5Zd59NGH2bt3L0kSSGMkkP0yfvHFl3DNtdeydu15i1ypziRr167l+h038IMfPEBXV9eUs4jGDA8PU6lWec97bm97zIoVK1m2fDmDAwOTtrRPY/ulcVlAEabcna1QKFCv1Wb3ZE6TjRsv5q/+1F/jxRdf4PHHHuXQ4UPENFIqldiyZQvbtl/FqlWr5ryl/Zli5apVfPJTP8y3v/VN3tz7BhAoFYvju6qlaUqxVOTmm27hmmuvO2tfB0nSuS20+xeU8QNCeCTGeN1Mty2UHTt2xIceemgxLi1JWiLSNOU7993Lrl07KRaLVKvVSb+wpWnKyMgIMUbe8c53sW3b3JYU6dwWY+SRRx7mwR98nwh0dnSOh0gxRur1Oo1mg96eXj5y58fo6+ub9nzPPvsM3/zG1+ju7hl/n9brdfbufXPKcCrN5yCtX3/BSUHE6OgoXV1d/MiP/vjpebKnYKzzaKpZTWe7I0eO8PTTu9i/fz+tZpOOjk42bd7MRRdtdKmaJOmMF0J4OMa4Y6r72nYehRA+CHwIWB9C+L8n3NVLtvOaJEmL4vv3f4+dO5+ku7t7yl9gkyShq6uLZrPJvfd8m1KpxKZNmxehUp2JQgi87W07uOSSS3nqqZ08tWvX+BDtGFNWrlrNtddex8aNF1Nss8vaRJdccilPPvE4Bw8epKurixACxTZBQ5qmpGnKqlWrp+xgGR0d5eJLLnlrT/AtCmHqAeDnguXLl3PLLW9f7DIkSVpw0/3E8wbwEPBR4OEJtw8Af28+i5IkqZ1Dhw7y+BOPtQ2OJhrrSrr3nm9z8cWX2BmgOVm+fDm33voObrjhJkZGhmk1W5QrFTo7O+cUnpRKJT704Tv5wuc/x8FDB+ns6KRYLNLV1cXQ0BCFQoEY43hAtWrVajo7O086T4yRSGTbtitP23OUJEmajbbhUYzxceDxEMIf58ddGGNcmO09JElqY9eunQTCrJfMlEol6vUaL774Aps3b5nn6nQ2KpVKlErTL02bSWdnJx//xCd5/PHHePKJxxkcHCRJCjRbrfEZRx0dVfr6lk2ajTTR8MgIq1auYvXq1W+pFkmSpLmazcDsDwC/BpSBi0MI1wD/Ksb40fksTJKkEzWbTZ555mk6Ojrm9LhiscQTTzxueKRFVS6Xuf76G7j22uvYs+dVjh07xvPPPcerr77C8uXLKJfb71Q2MjJCsVDgve993zm7ZGzM4cOHefbZpzl65ChpmtLT28OmTZtZu/a8c/61kSRpvswmPPoV4Abg2wAxxsdCCBfPY02SJE1pZGSYmKbT7oA1lVKpxLGjR+enKJ11ms0mr+3ZQ/9AP61Wi46ODjZsuJCurq7Tcv5iscjFF2dzi66++hoefPAHPPLwg4yONujs7CBJjg/nbjQa1Ot1Ojo6+PBHPsryFStOSw1nogMHDvCd++5h7769EBmfN9Xc0+KpXTvp61vGLbe+nYsu2ri4hUqSdBaaTXjUiDEeO+Ffcqbfok2SpHkwtrxnrkIIzLS7qFSv18eXlTUaDdKYzSAKZAOiL7nkUt72th2sXLXqtF0zhMANN9zIxRdfwq6dT/Dss8+Ov8VjGunq6uaGG27ksss3tV3Odi54/fXX+eIX7gKgu6v7pA6jGCNDQ0Pc/cUv8K7b3s3WrdsWo0xJks5aswmPdoUQfhwohBAuB34e+N78liVJ0skqlSoxpsQY57Q8pdlsznmpm84tQ0OD3HXX5zhy5DCdHZ1UKpOXkKVpyosvvchLL7/I+9//ITZu3Hhar7969Wpue/ft3HzL2xnIO57K5Qp9fX2znu91tjp69Ch3f/HzFIuFtkv7QghUq1WKxSL3fPtb9Pb2csEFGxa4UkmSzl6z+Wnk54BtQB34Y+AY8IvzWJMkSVOqVCps2HARIyPDc3pcfbTOFXYiqI3R0VG+8Pm7OHb0KL09vePLoSZKkoTuri5KxRJf/vLd7N375rzUUqlUWLVqNWvXnsfy5ctnDI6azSZ79rzK8889y+7dz7N375tnXZfdY489QjMP02ZSLBYpFovcf//3zrrXQZKkxdS28yiEUAX+FnAZ8CRwc4yxuVCFSZI0lauuvppXX31l1t1HaZoSCGzZ4rBsTe2ZZ57m8OFD9PT0znhsuVym1Wpx37338KlP/8iiDWgeGhpk55NP8uTOJ2g1m0zMSXp6erjmmmvZtHkLpVJpUeo7XWq1Gs8++wxdnbPvHKxWqxw8cICDBw+6M50kSafJdP+c9QfADrLg6INkO65JkrSo1q+/gPPPP5+hocEZOwtijAwODrL9yqvo6upeoAp1JknTlMcfe5RKZfbzhKrVKgcPHuTgwYPzWFl7Bw7s58/+55/yyCMPUywU6erqprs7++jq6qJer3HPPd/mc5/7DCMjI4tS4+ny+muvEdM4PkR8NsYCvZdefGG+ypIk6ZwzXXi0Ncb4EzHG/wZ8CnjnAtUkSVJbSZLwgQ9+mBUrVjIwOECr1ZryuEajwcDAAJdddhk333zLAlepM8X+/fsYGhqiXC7P+jEhBAiBZ599Zh4rm9qxo0e563OfpdVq0tPTc9ISuxAC5XKFnp4eDhw4wBe/+HkajcaC13m6jNRGSE9h+VmSJAwODc5DRZIknZumC4/Gf9JwuZokaSmpVqt8/BOfZPv2q6jX6wwMDDI8PMTIyDBDQ0MMDg4QY+Tmm2/hvXe8n0Jh9l0LOrcMDQ1xKivPioUCx44dPe31zOS73/0OjWaDanX6ZVwhBLq7uti/bx/PPvP0AlV3+iVJcgr7K2YKc+hWkiRJ05tut7WrQwj9+dcB6Mi/D0CMMc48GECSpHlSLpd55zvfxY033sQLu5/nzb1v0hgdpVKtsvGii7nwoosMjTSzCKc6VzmmCzuQeWCgn1dffYWurq5ZHT+2A9mjjz7K1m3bz8hd23p6ek5prlSapixbvnweKpIk6dzUNjyKMfoTtyRpyatUKmzdtp2t27YvdimL5tDBg7y5903q9RqlUplVq1Zx/vnrFm2Y85mko7OTU2ltabZa9PYt7L+jPffcc0RmNyh+TLlcZnBwkH379nL++evmsbr5sW7deqrVKo1GY9bDv9M0JUkCl1++aZ6rkyTp3DFd55EkSVrCXn75JR568EEOHNw/3gWTjeMJdPf0cO21b2PLlis4cOAAR48eodVqUSmXWbd+PZ2ds+teOdutXbuWamVu4USMkQBs3rywO/gdPnzolJdiDQ4MwPmnuaAFUCgUuPrqa7j//u9RLBZnFZwNDQ9z2WWX0dnZuQAVSpJ0bjA8kiTpDBNj5MEfPMBDDz1IqVSiu6t70i/VMUbqtTpf+fLdfPUrX6ZarRBCIMaxYc9w6SWXcs2117F69ZpFfCaLr1AocPU113L//d+ddXhUr9fpW7aMNWvWznN1k6VpeoqPjG/hsYtv2/YreX738xw+dIiurq5pA6Th4WGq1Qo33eSQfEmSTifDI0mSzjBPPP4YDz30IN3d3VPOsYlEjh07ytDQUD7PJ7Jq1erxX7rTNOWFF1/khRde4Pbb7+DyTQuzvOfQwYPsemonb77xBs1mk0q1yqWXXMrmLVsWtRPqiiu2smvnkwwND9M1Q7dKs9mk2Wzwjne8c8GXBXZ3d9NKj+8uGIFmo0GatoBAsVSiMNVcoxBmHLC9lJXLZT7ykY/yxS/cxYEDB6hWK5RK5Umvf6PRoFar0dnZyZ0f/Tg9PT2LWLEkSWcfwyNJks4gtVqNBx64n66urqmDoxg5eOAAw8PDlEolYowMDQ3R29tHpVIBsh2suru6aDQafP3rX6VcqXDRRRfNW839/cf4+te+xr79ewkEyuXsF/9arcb3H7ifBx74PluuuIJbb33HrLt/TqdqtcqdH/04n/vsXzIwMEBnZ+dJw9ZjjIyMjJCmKe95zx1ccMGGBa/z0ksv54knHqfVajE8PMSxY/20WpM3xO3s7KK3t4dypUoAWq0WhaTAuvXrF7ze06mzs5OPf+KTPPfsMzz66CMMDg6O3xdCoFQqcf0NN7J16zaXq0mSNA8MjyRJOoPs3v08rVbadie5Wq3G8PAIxWL2n/gQAiEEBgb6qVRWTzq2VCqRpinf/tY3+Mm/8lPzshvXkcOH+exn/4LR0cZJy+sgG3iepilPP7WLo0eO8OGPfHRRAqS+vj4+9ekf5sEHH+TZZ56m1UohH04dY0oIgfPPX8cNN960aIOn165dS2dnF6+/tiebuxTCSe+D4eGhPCzsZfny5YyMDHPVVdcsymt6upVKJbZtv5Kt27azb98+hoYGiTFSrVY5//x17q4oSdI8MjySJOkM8uQTj1Mul9ve39/fz4mrqZIkYWhoiBUrVp4UEFUqFQYHB3nttT1ceOHp7T5qNBp8/gufo9FsTbu9fJIkdHf38Oabb3Lfvd/mPbffcVrrmK3Ozi7e9a7buOmmm3nxxRc4dvQozVaL7q4uLtp4McsXeev3gYF+BgcHaDZblEpTD48eC1D6+4/RaDbo6+vjyquuWuhS51UIgfPOO2+xy5Ak6ZxieCRJ0hlkcHBwfPnZiZqtJrXayEkdGBNnHU3VXZQkgV07n5xTeNRsNnnl5Zd5+ZWXqddrlEtl1q1bx6WXXT5e34svvsDQ4NCs5s+EEOju7ua5557j+htuWtSZNZVKhSuu2Apky9XefPNNXnxxN7VajXK5wtq1a7nggg3z0qk1nW9+4xsUC0VWrVrF4cOHSJJkvLNsorGupOGhIe644/309PQuaJ2SJOnsY3gkSdIZJBLb3tdqttreN51SqcTRo0dndWyr1eKRRx7m8ccfpdloEEJCkiTEmPL888/xne/cxxVXbOWGG2/i0UcfmdNyqRACkcgzzzzN9dffcErP5XSJMfLsM0/z8MMPMTDQTxojSUjyJWwJHR0dXHPtdWzffuWCLJc6cuQIe/e+QVe+9K9YLHDkyBGazWa+i97xukMIVCpVOjo6eP2117jqqqvnvT5JknR2MzySJOkM0tXVTb1Wm3bp2olituXaNJ0yYVZbubdaLb7ylS/x8ksv0dnZSbVSnfKYJ3c+wZ49ezh67Ag93XPrIKqUKzz33LOLGh6lacq9936bp3btpFKpjgc2EzUao3z3O/fx+mt7eN/7Pzg+Y2q+PP3ULiLHu4w6O7vo6OikXq8zNDREs9kcHxzd3d09Ps/qlVdeZmhokK6u7nmtT5Iknd0Wtt9akiS9Jdu3X0m9Xp/yvqQw9X/WW62Uzs6pd2eDbAnabMKF++67l5dfeomenp62YUmhUKCnu4dDhw/Sf+wYJw1gmkGhUKBeq83pMafbgz94gKd27aK7u4dKpTLlbKFSqUxPTw+vvPIy3/7WN8YDuvmyd99eyid0cYUQqFarrFy5krVr17JmzRqWL18+3u01tqzt6NFj81qbJEk6+xkeSZJ0Btm0aTNJktBqnbxErVgsUSqVJ3URZaFGnHaGUKvVYuu2bdNet7+/n2ee3kV398ldOCcKIdDV2cXo6Oicg6AY47x38UxnaGiQRx99hO7u7hlnGmVzmnrYvXs3Bw8enNe6Wnln0Sk9ttU8zdVIkqRzjeGRJElnkI6ODnbsuJ6hoaGTlpoFoLevlzTNumBijLRaLTo7u9oP2W42KRaLXHzxJdNe9+mndxHjdEvfJisWi3nXy9FZHT+mXq+zevXqOT3mdHrmmWeIxFk/z7FAZ9fOJ+azLKrV6pSB4Wy0+7OXJEmaLcMjSZLOMNe9bQdXXnUVg4OD1Ov1SUumujq7KJdLNJtNWq0WHR0drFq1asqulTRNGR4e5oYbb5pxsPXTTz9NtXryjKN2kiSht7eP4eEh0jjzPKUxMUauXMQBz7t2Pkl1jmFLZ2cHzz737CmHO7Nx2eWbaDbn1kHUbDYolUqsXLlqnqqSJEnnCsMjSZLOMCEE3v72d/LeO95HZ2cnQ0OD9A/0Mzg4yODgAF3d3RSLRTo6Oli5ctVJXTQxRkZH6wwODnLtdddx5ZVXzXjN2sjInJeT9fZmS+Uajcasjq/VanR1d7Nu3fo5Xed0iTEyNDxEsTj7HeIAkqRATGPbWVSnw6WXXkahWJhTQDUyUuOqq65e1GWAkiTp7OBPE5IknYFCCGzatJnLL9/Evn17ef3116jVapTLFdasXsPqNWv4wQ8e4Llnn2ZkZCQfnpwNzw4Bunt6uPXt72TTps2zmqUTQhjfBn62SqUyXV3djAyPUCwUp93Svl6vk6Yp73vfB2a9ZGw+BE5trtB8K5fLXH31NTz80EP09PTM+OdQr9cplUtsuWLrAlUoSZLOZoZHkiSdwUIInHfe+Zx33vkn3Xfbbe/m5ptvYffu5zlw4ADNRoPOzk4u2ngx69atm1MQ1NfXx9DQ0Jzm5zSbTXp6e7ju2rfx4EM/IBDo7OwgSY6HSI1GIw+9ynzkzo+xdu3aWZ//dAsh0NXdTWN0lHK5POvHtVotkiSZ99lC119/I0ePHOXFF3fT1dU16XUcE2OkVqsRY+Qjd36M7u6Zd9GTJEmaieGRJElnsUqlwrZt29/yea66+hruvedbcwpIarURrrr6WnZcfwMbL76YnTt38tyzTxMj2XTvGKlUqtx4081s3ryFrq6ut1znW3XllVdx//e+O6fwaGRkhK3btk3bWXU6JEnCe+94Hz/4QR9PPP4YaZpSKpUoFArZUsRGA2Kkr6+P29/7PtasWTOv9UiSpHOH4ZEkSZrRZZddzne+c+/47mwzGdsJbuvWbQCsWrV6vBPq2LFjtFpNyqUyy5Yvn/fQZS42bdrMA9//Hq1Wa1Z1pWlKJLJ925ULUB0UCgVuvvkWrr32Onbvfp5nnnma2sgIhUKBCy+8kG3br+K8886bU1eZJEnSTAyPJEnSjMrlMu9852188xtfp6ura9pgJU1TBocGedvbdrBs2bJJ91UqlSXdEdPZ2cmOHTfwwAPfp7u7e9r5SzFGBgcH2bp1GytWrlzAKqFarbJ9+5Vs374woZUkSTq3uduaJEmalS1bruAd73gnIyPDDA0NjXcXjYkxMjw8zNDQIFdffQ033HDTIlX61lz3th1cc821DA4Njs8PmijGbGe1o0ePsmbNGi64YAOvvbaH0dHRRapYkiRpfoUTfyBa6nbs2BEfeuihxS5DkqRz1t69e3n8sUd46eWXIEIEkpCFKuvWreeaa69jw4YLz+ilUzFGXnrpRR566EEOHTpITI//vNRoNGg2myRJoKOjc/x5hiSwdes2rtx+FX0ndFxJkiQtdSGEh2OMO6a8b77CoxDC7wEfAfbHGE+a1Bmyn7T+I/AhYBj4qRjjIzOd1/BIkqSlYWhokH379tFoNCgWi6xaueqsC01ijBw8eJB9+/YyMjLCiy++wL69b1KpVOns7JwUkLVaLYZHRigkCe97/wfZuHHj4hUuSZI0R9OFR/O5bO33gQ9Mc/8Hgcvzj58Bfmsea5EkSadZV1c3l1xyKZs3b+HSSy8764IjgBACq1evZtu27dRGRjh08CDLli2nq6vrpM6qQqFAT3c3xWKRL3/pi7zxxuuLVLUkSdLpNW/hUYzxXuDwNId8DPjDmPk+sCyEcP581SNJknSq9u/fx86dT844RBuy4eLFYpGvf+2rJ82FkiRJOhMt5sDs9cCeCd+/lt8mSZK0pDz55BOEEGYMjsZUq1WGh4d5/fXX5rkySZKk+Vdc7AJmI4TwM2RL27jwwgsXuRpJks4t9Xqd/fv3MTo6SrFQZPmKFfT29i52WQumVqvxwu7ddHZ2zulxIQR2PvkEGzb4s4skSTqzLWZ49DqwYcL3F+S3nSTG+NvAb0M2MHv+S5MkSUcOH+aJJ5/g2WeeJo0pRAgB0hjZcMGFXH3NNVxwwYYzele12RgaHASYddfRmHK5zKFDh+ajJEmSpAW1mOHRXcDfDSH8KXAjcCzG+OYi1iNJknIvvLCbr3/9q8Q00tHRQaFQGL8vxsgbb7zOnj2vsv3KK7n11nfMOVg5k7ROcW5RCMGZR5Ik6awwb+FRCOFPgNuAVSGE14B/AZQAYoz/Fbgb+BCwGxgGfnq+apEkSbP36quv8NWvfplqpUqpVDrp/hACnZ2dpGnKk088QSEpcMutb1+EShdGtVolxkiMcU5dVq1Wi67urnmsTJIkaWHMW3gUY/yxGe6PwM/O1/UlSdLctVotvvH1r1EpV6YMjiZKkoTu7m6eeOIxNm3ezKpVqxeoyoXV09PD8hXLGegfoFqtzvpxo41RNm++Yh4rkyRJWhhnb4+5JEmas1dffYV6vU65XJ7V8UmSEAns3LlznitbPCEErrnmOhqNxqwfk6YtkpCwadPmeaxMkiRpYRgeSZKkcU888TiFwtx+POjs6OC5Z59hdHR0nqpafJdccim9fX0MDw/NeGyMkaGhIa66+po5dSpJkiQtVYZHkiRp3JHDhymVZtd1NKZQKJDGyMjw8DxVtfhKpRJ33vlRqtUOBgcH2g7CbjabDAwOcOlll3PjjTctcJWSJEnzYzF3W5MkSUtMmqaTdlabrcCp70p2pujt7eOTn/o0995zD6+88jIxRorF4viuamnaolgsceMNN3HtdW87q3egkyRJ5xbDI0mSNK6jo4ORkZE5BUgxRtKYUq1W5rGypaGrq5sPfujDDA4O8MzTT7Nv314ajQbVageXXX45F120ccZB45IkSWcawyNJkjRuy5Yr+P4D9896YDZArVZj7drz6Ow8d7al7+7uYcf1Nyx2GZIkSQvCfmpJkjRu85Yt48uwZqvVanLNNdfOY1WSJElaTIZHkiRpXGdnF9u3X8XQ0CAxxhmPHxoaYvnyFVx44UULUJ0kSZIWg+GRJEma5Oabb+HiSy5lYGCAZrM55TFpmjIwMEBXVxcf/shHKRZdCS9JknS28ic9SZI0SaFQ4H3v+wAPP/wQjz/2KLXaCElSIEkSYow0m01CCFx22WW8/R3voqOjY7FLliRJ0jwyPJIkSSdJkoTrr7+Ba665lpdffomXXnyBkZERSqUy551/Pps3b6Gr69wZkC1JknQuMzySJEltlUolLr98E5dfvmmxS5EkSdIiceaRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktWV4JEmSJEmSpLYMjyRJkiRJktSW4ZEkSZIkSZLaMjySJEmSJElSW4ZHkiRJkiRJasvwSJIkSZIkSW0ZHkmSJEmSJKktwyNJkiRJkiS1ZXgkSZIkSZKktgyPJEmSJEmS1JbhkSRJkiRJktoyPJIkSZIkSVJbhkeSJEmSJElqy/BIkiRJkiRJbRkeSZIkSZIkqS3DI0mSJEmSJLVleCRJkiRJkqS2DI8kSZIkSZLUluGRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktWV4JEmSJEmSpLYMjyRJkiRJktSW4ZEkSZIkSZLaMjySJEmSJElSW4ZHkiRJkiRJasvwSJIkSZIkSW0ZHkmSJEmSJKktwyNJkiRJkiS1VVzsAqRzSYwNaD4P6SCEAiSroHAhIYTFLk2SJEmSpCkZHkkLIKaHofYtqH0d4mh+awBSKJxPrH4IKjcSgn8lJUmSJElLi7+pSvMsNl+C/l+DOAyhB5KuCXdGaB2God+G0e8Qu3+OkHQuXrGSJEmSJJ3AmUfSPIqtN6H/VyG2IFkJoTz5gBCyMCmsgsYzMPifsqVtkiRJkiQtEYZH0nwa+kOIDUi6pz8uBAgroPE01H+wMLVJkiRJkjQLhkfSPImtfVk3Ueib3QNCADqgdjcxxnmtTZIkSZKk2TI8kuZL/b7s81x2Ugud0HoTWq/OT02SJEmSJM2R4ZE0X5qvAeUZD5skBCCB9OB8VCRJkiRJ0pwZHknzpnmKj4vZgG1JkiRJkpYAwyNpviTLOeUAKek6raVIkiRJknSqDI+k+VK5CZjj4Os4CqEMxcvnpSRJkiRJkubK8EiaL8UrIFkGcWT2j4kDUH0vIcxxVpIkSZIkSfPE8EiaJyEk0PnDEAchzmL5WjqY7bZWfff8FydJkiRJ0iwZHknzKFRugo5PQjzSvgMpRkiPZjut9f4yIVmxoDVKkiRJkjSd4mIXIJ3tQudHiYU1MPxnkB4GAsf/6jWyT8XN0P2ThMK6RapSkiRJkqSpGR5JCyBUbiKWb4Dm01D/PqRHgCIUL4DK2wmF8xa7REmSJEmSpmR4JC2QEBIobcs+JEmSJEk6QzjzSJIkSZIkSW0ZHkmSJEmSJKktwyNJkiRJkiS1ZXgkSZIkSZKktgyPJEmSJEmS1JbhkSRJkiRJktoyPJIkSZIkSVJbhkeSJEmSJElqy/BIkiRJkiRJbRkeSZIkSZIkqS3DI0mSJEmSJLVVXOwCpHNNjBHSgxCHgAIkKwhJ12KXJUmSJEnSlAyPpAUSYx3qj0Dti9B6AygAMbuvciNUb4fCxYQQFrVOSZIkSZImMjySFkBs7YeBX4fWfqAKYTmMhUSxBfX7of49qN5B7PwRQigsar2SJEmSJI0xPJLmWUyPQP+/gTgIycqTDwgFCCuyEKn2FYgtYtdP2IEkSZIkSVoS5nVgdgjhAyGEZ0MIu0MI/3CK+38qhHAghPBY/vH/mc96pEUx9IeQHoPQN/1xoQBhJdS/Cc2nFqY2SZIkSZJmMG+dRyFbd/ObwB3Aa8CDIYS7Yown/lb8P2OMf3e+6tDZLcYmNJ6A+sMQ+yFUoXgpVG4mJDOENQtRX+sgjD4OYdnsHhASiEUY+TKUts1rbZIkSZIkzcZ8Llu7AdgdY3wRIITwp8DHAFsq9JbFGLMlXiOfhzhC1kSXD6AefQiG/xexcgN0/hgh6V28QuvfzWoKc2jyCz3Q2EVsHSQUVs1baZIkSZIkzcZ8LltbD+yZ8P1r+W0n+mQI4YkQwp+HEDZMdaIQws+EEB4KITx04MCB+ahVZ5AYUxj6XRj+UyCBZAUkyyDpgaQ3mysUeqH+ABz7P4jp4SnO0SSmQ1nn0nxqPg9U5vaYkAAJtN6cj4okSZIkSZqTxR6Y/XngT2KM9RDC3wT+AHjPiQfFGH8b+G2AHTt2xIUtUUtFjHVo7ISRr8Dog9mOZUmbt/DYEOr0CPT/OrHvXwBJ/vgvQ/MZIAApsbABqh+GynWEMMegZ8ai6/l1TkXjdFYiSZIkSdIpmc/w6HVgYifRBflt42KMhyZ8+zvAr85jPTpDxfQY1L4KtW9COgytV4EEwiCkeyBZDslamCr4SZZB643ssfVvQusgUMwGU4cAMWa3Df13GO4k9vw8obTp9BWf9ACtU3hgzOY3SZIkSZK0yOZz2dqDwOUhhItDCGXgR4G7Jh4QQjh/wrcfBZ6ex3p0Boqt/XDsX8HIF4EyEPKuogpQAopZd1HzOYhDbU4SYOA/QetovsStNwuOIPucdGe3xxQGfpXYePb0PYHS9cy5gyg2IBSheMnpq0OSJEmSpFM0b51HMcZmCOHvAl8hm2T8ezHGXSGEfwU8FGO8C/j5EMJHgSZwGPip+apHZ56YDkD/r2bb3Cf54Oj0EMTChJVggSxEakHzBShuOrljJ92XDdWeqZMn6YQIDPxH4rJfIySdb/1JVK6D4WoeCJVm95g4ANU7CAvceRRjzLq66t+B1l4gQrIaKrdC8VJCONXld5IkSZKkM9m8zjyKMd4N3H3Cbf98wtf/CPhH81mDzmC1r0F68HhwBGQ541QhRgFoZEvUJnbsxEFgNL+/Sda9NI3QmQVUow9C9V1vrX4ghAqx+gEY+Utg1fGOp3ZiLes6qt7+lq89F7GxG4b+n3xJ4FggB/AU1O+Bwhpi548TylctaF2SJEmSpMW32AOzpSnF2IDa17Nd02atlHXtxFEIeUjUynfnC+P/M7PQAbW7iZV3zqrbJqaHYXQnpIPZkrrCGihtJ4x1GnV8BFqvw+gPgGVZODSVdAgYhZ5fIBTWzK7W0yCOPgED/xHIh4yf+JxjhNYxGPgPxK6/Rqi+Y8FqkyRJkiQtPsMjLU2Np7IunGTF5NtDRxYQtR3XFSEehZCHL3EwX+bW4ng3zUw6oLkP6vcR00PZjmlJXxYIFY/PgI/Nl2HkLhh9DEizkCWErLbQQazeAdX3EZJOYvfPwPCqbPB3bGXXCMW83pHs8cky6P5FQmnzLOt862JzDwz+p+x1bbdMLgQIXRBLMPR7xMJqQmnLgtUoSZIkSVpchkdamtIjQHry7ckqSAemeWDIwp5xrey2sKx9x89EsQXp/mzmz9B/J/srEvJa/oxYvBg6PpF1Nw3+l/ySyyCcEGbFOgx/FkYfIvb+MiFZBl0/TOz4ENTvh/p9EPuBEpQuheodULyCcOJ55tvIF7JB4cks5iuFchYgDf8F9P2T+a9NkiRJkrQkGB7pzBJ6sqVhsZV9nlKc8GUCtE6Ym9TuYc1s6HYcyb5PVpHNShq7P0Lzdej/15COQnF9vuvbVHVWoFCB1pvQ/++Jff+YEKqEpBs67sg+FllMj8HoQ3NbGhh6oLmb2HydUFw/f8VJkiRJkpYMwyMtTUkvUy5NCwEKF0HrBYjh5I4fIpAHOjElC3/KHO9IKk3xmPzY1ovZUjkSSMpMCo7Grh16YPRVYASaDbIh3K3sMaE7250sdB6fGxSW5TuYPXBaBnCfVo1dQDpNCDeFELIQbfTRLDyTJEmSJJ31FniNjDRLpa3Z1vaxcfJ9SQ8kG7M5RrGRhRnjAoS+bMBz6xVIOoAhaD4PzWeguSvrHpq0tI1sCVk6DBQhpJC0GVidHgMGgAbEw9m1YyHLrNJj0NwNzeeOnz+ELEwauZs4qc4lIB3IA7a5KmTPXZIkSZJ0TjA80pIUQhUqt+VzgaZQWAbFzZAsh9AkC3NqZDuuHYW4L5txlKzNhj2HfPv5GCA9mAVJrQN5+BOhtY+seygFitmA7BPF0SwcImbHErLjQ94BFUrZY2M9C6vGA6qO7JqtV07ra/SWhcKsN6CbLDL74eOSJEmSpDOd4ZGWro73Z0vB2g3IDlUoXgjFbZCsy5aMdf14dntyHhQ2QNIFxUvI3urN4yFPLEDrdUgPAKNALT9phOLFnLRkLUZovpSdYyw4gixQmlRTyEKr2MrnJ43twBbyIeCnR0yPEusPEmv3Eevfz3ZNm6tkNSc9z9ldHQrrTuFxkiRJkqQzkTOPtGSFZAWx9x9A/69Ceijf1ezEUCeFOJgFQt2/CPXPAiGfmTR2ojIUN+UzjcaWk5UgFrOB1rGRDcsOlSxoCp0nFxOH8s6mwPGB3GO7sE1VfCkLlmJ/towuO8kpvQ6Tymi+DCNfygZdj58zqyMWNkLHh6C8gxBm0VJU2gahI3tN2g3+PrkAoADlHadSviRJkiTpDGR4pCUtFC8k9v0LGPlMNnQ6phxfa5WHMaVt0Pmp7OuhPRCWT3GicrbMLQ7my9X68xyomZ2ncF7eTdMmdEkP5F8UgEb74yZJssclfUA69VK4OYi1+2Do9/Pn0zs5SIsRWm/A4G9C5VZi108TwvR/vUMoEqvvy17bWYdHx6DyDkLSdWpPQpIkSZJ0xjE80pIXCquh+2eInT8Ko49Aay9ZGLMCytcRCtlw6zj4u2RziNoFO/luacWe/Ps071w6ls8+on0mFPvJhmknE4Z4R6Zf9lWAdBDSoWw2U+HiOT3vSZevPwxDv5fVH8onHzC2E1zsgvp3gCKx66dm7kCq3gGjD2YdWGHZNK8d2UDwZBl0/tApPw9JkiRJ0pnH8EhnjJD0QvW29gc0n8uWYc1akodBBSishvRwFsCcaGyoNpCFRQnjXU9TBTnjBeezjuIgVH+IEE5txFiMjTw46pr+epA9H1ZC/V6oviuf9zTd4Z3E3l+G/l+H1h6gE+iYHCLFWvYcklXQ+w8IybJTeh6SJEmSpDOTA7N19ogNZn5LR7Kh1y2OB0ABqrcA9Qkh0YkmhCmhSjbrKDBt/hpjtiyucD5Ubp3NM5ja6GMQh/PrzkLIB3rXvjHLw5dB3z+Brr+SBVTxKKRHswHf6ZFseVznj0LfrxAKa0/tOUiSJEmSzlh2HunsETohHgam6M6Jg9A6mC1RG5dkO46FApSugeLOrHuJFZM7b0LIzz1C9lemMOEaTab+axSBeva4nn9ASKYYwj1bta9P/ZymE/qg/gCx83+b1bVDqEL1PcTKu7PB4ulRIGazlYqXzDg/SZIkSZJ09vI3Qp09ytfDyOdO2C2tBc2Xst3SAChNuC/NhkyHJOvu6f45GPwP0NwN9E4eIl1YDc2XycKiFIobs/tbe/Nzjw1MGutcSiDphq6/QyiufmvPq/Xm7LuOxoRCVko8RrYUbZYPCwGKl87tWpIkSZKks5rhkc44sbUf6vdB/bvZQOpQgMJ6KN8CxGwIdkjIgqPd2cyeSaHRmCR7bFgLI3+RHd/7v2edPiNfyWYgxRbHQ6EIlKF4AYTu7BTFy7Kt7uOx48vmQhVCfr2Od52GZ9zilP+qxvQ0XF+SJEmSdC4zPNIZI8ZRGPpDqH+PbElVdzajhwjNPdD8o2y5VRiBZD2kb+RLzdos+YrNLGQqrMq+H/kclLYSOj5MrL4fGrvyzqLRrIsodMLQf4eYTN6VLVQgrJlw3pHso/eXCHMa4N1GsiybPTRlANZGjGQ70nW/9etLkiRJks5phkdakmKM2eyd5ouQDmcBTf0+aL4Gycq8s2iC0EPWddSC1mtZR1Icmnq5V4xAKwuACpfA2DyfWIDaV6C0KZvxU74auHryQ5PlMPAbkB7Kd3absDNZrOXXLEPP3yOUtp2eF6NyGwz/yQnL8WYQB6C4iZD0nZ4aJEmSJEnnLMMjLSkxRqh/H2qfz7p+yJeNtQ5D7M87jQqQLJ8w1LqVLTFr7SebSRQhHsk/j5J17FSy89DKHhJK+dyiCYFM6IXRR4npYUKyYsr6QmkTcdn/BaMPwMiXshApJmRdPn3Q8WNQuZmQ9Jy+F6VyMwz/z7xTahZ/ZWO+o1zHB05fDZIkSZKkc5bhkZaMGNN8Wdq3yTp6xgKiVjbYmmoWoLRezXZPK2yA0ITmC/lcoyJQyoKh2MzPWgAaQDMLikIvJKvyJW9hcgEhyYKg5h4oTx0eZYd1Hd+ZLB7Lrh3KEJYRTuyIOg1C0k3s+BCM3EW2E9wM14hHoXgRlLaf9lokSZIkSecewyMtHcN/kQVH4YSAJD0KpBOWlyVZpxEBGMoGVk851ygFurLlZbGZHV9YN3kXtZPE/HwzCyFAWDarY9+yjo9nz7l+HyftBDcmNrMwq3A+9PxitvROkiRJkqS3yN8utSTE1kGofSnvNjqhsyY9Bky4LQSIJUj3Mb672Uny3dbGdioLxWw3tNab2XK1tkKb8y2uEBJi11+HwkUw8vkJ4VmBLCTLn2flNuj8VNYdJUmSJEnSaWB4pKWhfi/ZDmqFKe7Mu4YmCiELg9rtpBZK+f0TFfNlZo3s/hPFVlbDtOHS4gkhQMcdxOq7s53gRh/L5kBRhdJlUL7B0EiSJEmSdNoZHmlpqH0zm0M0palm/DSPf47x5PlF42/tsa6c/JgYs2VwhdXHD42t7DzpEajcREh6T/lpLITxneDKV898sCRJkiRJb5HhkRZdjM1sa/mwauoDQjfEIbIlWmNSsm6k2OakY+HScL4b2vgd2Q5pYRmEBrQOZjuzxQi0oH4/MQ5D9f1Q2tZ2blCMLWg+ky2Di41sF7jSFkJhzRyeuSRJkiRJS5/hkZaIEzuHJkhW5vONZimOAKNkYVO+W9t491IrW7rWfDy/LcmOCy0obMyGdTeeh8bTULyU2PMLhKTn+KljI+uSqn0J0v78fIzPaYql7dBxJ6G0afb1SpIkSZK0hJ3+fcWlOQqhCKETOHFG0dgBJQi9J9zfputoPDgKQDXrCKLE8eVrKdmStzqQHxta2SDqZGW2tC3py0Kk5ovQ/++IcSQ7dRyB/l+D4T/OOpuSFZCszpbAJSuzYd+Np6H/3xJr95yOl2bRxNimo0uSJEmSdM6x80hLQ/U9MPJFCCunvr+4ARrPkQVIJY6/dUsT5h01OR4clbMd1iDbPS1GssDoRHnnUHogC7BCJX9MyAKk1usw/BfEzh+Fgd+E5nPZ8rqTZiyRdR+FZRBHYeh/EEMPoXLd3F+LRRBjA0YfhdqXofkq0CSGDihfD9XboXBhNrBbkiRJknTOMTzS0lB5J4zcnQ2vnnLHtSKULs+6gWItbzoqMN48F1OyTiKACsd3YYv5vKQ0PzZyfDlbZHyHtziSBUPFy7OwaUzog/o92e2NXVmgFNJs6HYcya4bSpD05l1OQCgDXTD0B8TyVVPOTYpxBEafzM5DzLqdSlcuym5psfF0FozFYbIwrpfs9WlC/btQ/w6UriB2/21C0m6ouSRJkiTpbGV4pCUhFNYQq++F2leBFeMzhCYrQXFTNmuotQfoyYOkWh4AJUDX5MfGESYP157YPZPfFht5YNTMwqnSFsZDqVCEtAmDf5zdlr4G6eHJ54oxm8kUKpCcD8kyCB3ZcY1dk3ZFi+kRGPkS1L+dD/VO83sSCAVi+R3Q8SFCoc3w8NMsjj4JA7+R177ihHtL2VK8GPPleP8nsfefLErAJUmSJElaPM480tLR+cNQuQXioawLZqq5O7EGjELHR2Hln8Cyfw3Fi/Od2sonhE4px+ckRbLlboGTh3O38s/F7NzpsROumUJrNzTfyHZqo5hdi1L+Uc4+YhNaL0Nrb/7AQjZce+w0zdfh2K9A7WtARz4zaVX+sQLogvq34NivEJsvz/ZVO2UxPQKD/ykLzkJn+wNDyOpr7YWh3533uiRJkiRJS4vhkZaMEIrQ9Teg66ezMCMegdaBrINn7HOoQtdfhe6/RSj0Eio3Qd+/hOKFQDObNxQbWZATx5axJUAnUzfanRgkFSDdf8JtLYiDEJpkQVG72T8FoATp3rzWyvgucTE9DP2/CulIPly7NEUpxey+2ID+XyW2TqzjNKt9J3udQsfsjg/LYPSx+a9LkiRJkrSkuGxNS0oIAaq3ESvvguaz0NidBzddULoUilsIeXdRjKMw+hjUv0c2LHtsSHYpX252OLuNYtY9E6faze3EpWyFvLtpbDA32fVJj38//TPIrtd6HYqXMb4j3MjdEPuzcGgmSU9W+8jnoPtvzOKacxdjE2pfOT6naTZCknWD1e+Fzk/NS12SJEmSpKXH8EhLUgghmz1U2nLSfTFGqH0JRj4PsU4WDhXIOoSaEOpAF1DIl7E18oHaMD4ke2JgNFUXUEyPH5IO5LcNTDggyQdjTxUo5ddMj0JxYzYcu35PNnx7tkIf1L9P7PwRQtI7+8fNVmtf1pmVLJ/b40Jntiub4ZEkSZIknTMMjzRnMdag/kg2ByitZZ0ypSuhdAVhyp3STsP14jDZsrAuGP7DrPsl9MLE4c2F87IlY7GUBz01iCfOOIpkXUpJ/hGYOgDKh2k3XiLbxS1M+IAsqBrJrkF1igAqQHoEKrfB6OPZLnLJHP66hUIWYI0+AtXbZv+4Wau1GUo+k8KE5YCSJEmSpHOB4ZFmLcYaDH8O6t/Ml4CNhSmtbAh00kfsuBMq7846h97StZrQeApqX852+hoLbdJhoAbJhrzzZ4LCSkgPAHVglONdRsXjjx/bgp40/zhxUHRK1lVUhOarEA9yfDj2yIRzjJ0vZrdHJgdIMWaHlK+B2tcndD7NUXrg1B43o/LxGuckzXemkyRJkiSdKwyPNCsxHYKBX4PGs/kw6gGyXcpCNnA5WQPpKAz9ITRfJnb91Phsorlf6zD0/4dsbhCFbLv4kGQBTNyTf34GWJ/tVDauBMlqaL2U1UW+lI00/5r89iS/DbLZRpUJ52hCcl4+oPtAvlX9ENlflbHzTUxcxr4eyc9byHeJa0HhMkIoEWPK+OyjpaKwJgvIYmPqZXvtxGEo3TR/dUmSJEmSlhx3W9OMYkxh4N9D/QFo7c+GOccIsQAxybqBmi9B60Wgks33GfnsqV0rPQbH/g203si3su87vrwqHgNitosZRWi9dkJnToT0UL7t/MS3dnrCRyDrJhqbk1TLA6lW9jntzwOoJNu9jQaECHTk520xOQzKA6RYz4I1GtnOZOWrstsLy09xiRgQVpza42Y6bahA5T3ZEO/ZinknV+Xd81KTJEmSJGlpMjzSzBqPQv2+PEgpZcvFQpLtYBZC1sESSln40noRKMPIF4npwExnPtnQ72cB0FSDnNMjWVgFjM8qar1xfAZPHCBbklaC0J3vJDaxq6gAVIGe/L6e/PuxUGl47ELZcwhlCPl9YzOU6MzPGZkcSEWy0KgEhY1QWAbVPGQpXZVdO7Zm/zrEfPlc5drZP2auqreR1TU6y5qOQnETobh+/mqSJEmSJC05hkea2cB/ypc3lbOwqJ1QzMKd1qvZ8fX753SZ2DqYDZcOy9ocMDZnafyC2af0YPa5deiE+wt5F1Ie+IRSflt+TJg4LDtCshZK1+SPKTC+DC10cHxW0lA+a6mHrBNpbB5SNftIzs+uk6yE4ubsMkk3VG7OO6dm+2Icg/K1hGR+Oo8AQmENdP1U1n0U6zPXk/RAz9+ct3okSZIkSUuT4ZGmFRuvQPMVsnCk7VGML+MKY0vBRqH+rbldrH5vdp62S7ymur2YLaOjRTYke6pwK4HCxZCsy8/dyIOoRt5ZlGSdQoWL8vtPnGtU5Ph4sJjN/QkhC4lCNQuXQiUPo+rZR/dPTx4a3nFndkw6NPPrEIez17Hj4zMf+xaF6tuh629mS/fSQ9nn8TpitoQvPZzNkur9p/MaZkmSJEmSliYHZmt69W9nn0/qOMqXacU6k+f/jAUtR6C1bG7XajzFtCFV6MiClfHh1zC+89nE0GNSmfmOYkln1tGUrAbq2bKwELLPzWey2ULjzzGc8JwmXruVfzQ43rVEdnxsZaFUzy8QSlsnP7ywhtjzSzDw61kYE5adHJLFNOvwCQXo+fuE4gXtX4vTKFRvJpa3Zp1itS/nYVwAUihugY4PQGkbIfh/F5IkSZJ0LvK3wUUQWwfzGToBkmWEZNlil9Re4wlO7vhpHJ8zNL572Zhm9hEhmxE0B7E2/WDpwkqIB/NAaGKYNTZ/qJJfc2K41MznH5XzcgNQPd5Y1Hote/zY/ZAff/SEi4dsTlIcza4Ra/k5YnZfjNn9vb9EqOyYsvxQuozY989h+C9h9JF8rtFYIfl5ytdAxycIxQ3tX4d5EJI+6PgAsfr+PCRrQOjIBmtLkiRJks5phkcLJMYGjD4GtS9B8+WsuyRmoUcsbYfq+6C09ZS3t58/jfxzHm4wmnf55B0/JxmrvwnNfcT06OzDsaQTWgenPi3ky8M68+DqxO3lkyxcak6YKzS2O1iyuv0100N5WDQhJEmWQfr6FCEVWcgUi0AtP2/xePBU3EioXD/tUwyF86HnZ4npUag/DOn+vMZVUN5BKCzusrAQ8pBMkiRJkqSc4dECiOkxGPiNbDt7KhCW5zNzyLpPGk9B40koXUvs+RlCmG6+0AILHZD05Z1ShRmCo0kPzB47+DvQ+8uzu1bpOmg8D3S3P6ZwIcTnIDazAd1jodb4UOsi2cylBEIjf617pj5XjEATkhO6fEIxexyHyQZijx3bIptp1Mqu29qf/zn2ZvOPqh+Y3fOELFDruH3aY2J6DFoHshpDFxTWEUJh2sdIkiRJknS6GR7Ns5gOQf+vQmsvhJVTdLIk2fybGKHxCAz8JrHnF5bOfJniFmi+nu/INbal+0zBUb4cK9kAjaeIrb2EwnkzX6tyMwz/r2x2UCjkM4AGyZbCQdbl0w3Fy6D5ItnyuRQKaxnveEougNbu7PuwAgobpt4hLkaIh/NwrPfk+wvroDmcz3QqACNkodGE5x9K+azwQ9lOZKM/IJavIkxcAjdHMUZoPg+1r2ZL2ygwPpA86SVWPwiVW7Id3CRJkiRJWgBLJKE4i418FlpvZFu3TycEYGU2Y6j+HajetgDFzUL1PfkuaMuBN5h5g76x+UO9kL4IcQgO/x1i8dLsOVVubbuMLSR9xMrbofbNPDg6mA+2zodXx5CFSskqKFyaLTnjYBbipEfzk6RQuhbSN4A2y69iPeukKl6S7bDWevPk7qRQhOKlWUgVj3B82V4y4etmVltyXraT2+gPYKBJ7PnZU+oQirEFw38CtW8AhZOHasdadv/IF4i9v0QoXjTna0iSJEmSNFeGR/MoxhGo35Mta5qNEIAuGLmbWHnX5K3eF0vhwixkic9Cq0AWDI2FJycOrR4LjmC8K4hi1rEUR2D4L2D4L7KhzJ2fmjpgqb4HRj6TbRFPNQuGxowt80v3AgcgWQM9/zofpD2cBT7JakJhNbGxG0Y+B41deZdRvusahWwJWOenofrebLngwH9p//zjxC/ihBtKkCzP5h6Fjvy2lVn3WP17UH3H7F7fsbPHCEN/DPWv5x1qU4R0oZp9pAPQ/++Iff8sm6EkSZIkSdI8MjyaT/VHsq3bp1oW1VYHpAezpUulTfNW2myFEIjdfxOO/iOyt0uBbO7PWIg0leqEAdT5cWPBR2xlQ8PjEWLnX4Hms5AO5mFJGYb+KB9EXcqWytHKr5l3/ISx3c2a2fnKW7Kdwk6su3QZlH6J2NqfzZRKB7PB1oW1k7adj6Wr8yHcw9lnyM7deiPfsn5sV7mxMCd/zsnqbEncxAAtBIidUPsisfL2uYV/zWeh/s32wdFESQ+kx7J5Un3/bPbXkCRJkiTpFBgezafWy8w8H+gEId/2vfXmkgiPAEJhDbH778Cxf5jdEPOB3iHvxIljHUejZMHRxIHfcXIYEgoQu2H47mx5WuhhPJBJD2XL3JL12dK0WM4CpDQPcEIxO3eyJgvk0sMw8kXo+vFpa6ewpv39oUTs+Vno/zWyP6sSNHcDNSYvVeN4nVSzpWzNRtaVNXEpX+jIBmk3X4DSZW2ve5LaV8m6oma5217oheaLxOYeQnHDzMdLkiRJknSKltq+8GeXWOPUXuIUaJzmYt6i8lXZnKFkXd5FNBakhHxpWYWTgyOAFMKEzqB0GFrPZyFR6ygkyyBZke/oNpItS2u9AM1dWQgT62TDrwtAIV8q1pff1gf1b2fLA9+CULoCen4x6xJrPpPVQZnjS/DGwrGxDqpydn8chOaeE06Wh4WtN2Z9/ZgehdHHZ7+8cfw6AWrfmv1jJEmSJEk6BXYezaekj+M7dM3pgceXUC0RIZSIHe+Dkc9nHVGxSfbckjzweTrrFJrK2LDwWMuCoRjzZW2NbHB16M2WYcU6k1+vBsSuCbulpdB6PVuCVtyYD8o+AsN/SSxekoU6YWXWFRSHgCIUzoPCRTMuIQvlK4ldfx0G/m0+q6mR1zIWkpXz0GhiGFiGeBTieROW6eV1MsqstfaThXBzDBpDNe9ukyRJkiRp/hgezafSVTBydx6WzHL5Wsy3uS9umdfSTknlXTDy5SwEClXG3z7xCFn4ceJzbGTdQWNDr1uv57unTRiCnfZDoRfSA0CTbL4RHO/2GSXraoIsuClDPJbtgkYxe9zQX0DSmZ0rDmRLx5LebDA2EQrnE6sfgsqN47OOptR4IAu6ipfkQde+bGlcqDDt8sP0IBTWT7ghTBiiPRuN2b8/JgnZMHJJkiRJkuaRy9bmU/HyfPjzHJZVxX4oX0MorJi3sk5VKKyE7r+TDZeetFRsquHZjSxgGpvHE+vZMq9JeWXIBmjTyHYQm3y1/GM0n6k0QQTS/flA60J2XLo/r6kKNLNAJw5DWA6twzD032HgPxFjbcrnFuMojD6WLx3Lw59kVXb+dnPBIbs/PTLhRGPh3+bpHnTCU+06+TnORmxmw7MlSZIkSZpHhkfzKIQAnZ/IllDFWSxfi6NACtUPzXttpypUroHeXwJiFt6kg/kO9iG7jUb2EbqheBnjnUTpkSk6sPJh2uPhy4ndN2PnnPDaxQbZMGvIQqsU4uHs+qGUn78IlLOupPRNSLqy5WyNx2HgvxHzP4sYR4i1e4gDvwUDvw6tA5AezQMgslAnlDg++2gqCVnH1Fh9/VC6klBYNf0LOVHhgnzHt/rsHwPAKJRvmeNjJEmSJEmaG5etzbfyjVDdA7UvAH353JwpxJEsZOr6a9k280tYKG0jLv8P2ZDnkS/lu5M1sgCnsCLr2Dlx2VascXI4FLOAprU3e11ik+M7nJ1w3Lix8wQgH6ZNRz5Q+0SlLEBKVuTL7FZC41EY/QGx/hg07s+X0eVDvuMgpDVIX8s6xpK1kJwHrVchJtMsLQsTnuMoVO9o+9pN+ehQJHa8H4b//ITZSdOIzSzYquyY07UkSZIkSZorw6N5FkIgdn4q2yVs5M/z5Vnl4yFSrAGtLETp/nlC5brFLHdKMR2E0Qeh+XoWciV9UL6BULkBKjdkxxz9l9kOY9Muozqh64gkO1drD1Aiezs2pziukX2OeacRE4OihPZv4/w86aF8JlEjG8x99B/mjyvkgVAhC4tCKbs9Aum+bNlbsjELw9KDEItTDLXO623syl+b1TDwa8TCRdDxoWwJ4mwCocrbs/lY6SAk3dMfG2M2qLvjo4Q5zVaSJEmSJGnuDI8WQAgBOt5LrL4D6o9A/Vv5vJ4EihdB9b1Q2j79MOdFENOjMPwXULsvH0bdz/EdyH6LWDgPuv4KVD8AnR+Ggf+c74421WrIEpM7iBr5PKgJQVCoTNjFLU44vjHh9vGD8/uLMwybLmbhUeiA5h6y+VMp0DOhWymFdG9+jZB1IsUSMJB1IRUuzMK+dG9WQwxk4VMLyHd1owzJJVBckYU7rX0w+N8g6SX2/CKhuHG6l5qQ9BF7/z70/2oWcIXeqZ9XbGbBUfkG6PjYtOeUJEmSJOl0CPFUBvUuoh07dsSHHnposcs468XWPjj2b7KuoNhP1vkz1nkz1gU0mn1duhL6/nXWWVW/F8KKkwOkOAzN5/NzNLIZP8XLgAQaTwHNfJ5RnaknVCecPHsoAbrbLFmbeO2R7NiQTBj03QknhXXNbOlg6ARK+YymRrbzXahmc6vSo1kXEvXsWAIUNkGybOrQLB3Icq7ef0woXjR9nUBs7oHB/w6t1xgPsgh5sFXPaq58ADo/TpjpeUuSJEmSNEshhIdjjFPORllarS5aEmI6mHXANF+DeIysuyeB0MrDl8aEo9NsjtCRn4Nlv5F16NS+mY8u6j0e0MQKWdhTg9AHxYsZn9ee9ORhyXQmBkcnLmub9tkAo9kA7xm3tc87iOLw8c6fGKB1CIrrs5CqsBIKy2F0J1CBwsXZ9+0kPVmANPAbxGX/14zdZaG4gdj3L6H1SvY6Nl8mG0DeA5VboXw9Iemc4XlIkiRJknT6GB7pZPX7svlFHGU8OBobBg0cH1g99nUKrd1w9O/Civ8ClXdlwcfodyBNjx9TviHrPkrWMr5cLY7kS/jGjA3MjlNcayxAKky4v860b+PxwChhcujVJoAKHflMoVoefBWy3dxYnx/azF+bxszB0ZikJ3uOjSehfO2Mh4cQoLgRuv/azOeWJEmSJGmeGR5pkhibMPLlLDyJTFjq1WBykDMmHzhNM+seOvb/g75fIXT/VWL80WwANC0I3YSkk1i7B4Z+P+tECl3Qej0/TxUYHqtiwnlPvF6anY9Kfv/IhOOncmK4FCZ8jObh0sSupnwAd6hmy9fi0Wy5WuvI8RlEoZgHRyvav5AnKWav6yzCI0mSJEmSlhLDI03WfDEb2BwHyYZcN2kfHE2Uz0JqvADD/wu6fyrbZawweaexUH0XMVkJw3+aLc1K82VxjHUoTRccTeh2GusQYiQLgKbc0Swfuj3pvnzINkP548eGX0+8Pw+VihdDYR2k+6Hnb0PSAcl5cPSXIcyi42hS6d3QfJ4YY9ZZJEmSJEnSGWKqbbF0Lov9ZLubkc/8qed3zBR4jN3fgvp3iOlQ+yPL26Hv/4DyO7PZQklfPhi6BHSShTuRLFCa+JEA5fwszbwTqJh9PdXg99hgvJNo0lK4iUvZpgqo8mObz2dDsQsbCJUdhNK2bKYTYYYd3qZ60mMDv1szHSlJkiRJ0pJieKQT5POJAhwPO2YTlMQJn1tQf2D6q4RANjdoTTbfJ1kBlLIuodCdLWkLVaCSLyHrOn47hTwYSsmWmPVk54pjwczYkOxK9hFjvjytzPEQaqbnlP/VaL0C1fdOKLyanWOuuxTGNKsbd0iTJEmSJJ1ZDI80WbKCbGt4ON4lM9sumyTvsClC87lZHD9xVlHxhMsUgHK+5KzMpNAllCFZznhQRQckqyGk2XymWMuCpsJ52XmpQ7IMkvNn+VzypW0xyQKppO/4pUMJipfky/rmIPZDaZtL1iRJkiRJZxxnHmmywsYsZEn3ZdvUz+3BEPqAsd3ZZpCsIpupRBbQpG9kHT2TApaU4yHTWNYZoLAauBDSN6H8drK5TFVIOvOupBrZMrgbof6drMOp8TRZENU4fp6TjHUU5fOektVQvxcqNx0/pPpBGPytmZ/fJCl0vH+Oj5EkSZIkafEZHmmSEAKx86PQ/xww2+6afClYSLKOoDiYbU8/k8pNUPtyHhiVs/lHsZ+s62eUbDbRxOVhgWxpWzHrLEqPQOXdhJ6/1fYSMTah9RK09pHtvFZlfKe18VDqxLAqn09UWAfJSmg8P/mk5WvysGtgds8zPQaFtVC8YuZjJUmSJElaYly2ppNVboLSFYzvVsZ0833G7i9CWJEFO6Sz25K+cCEUNhxfAlY4L3ts7CcLeiB7i459kN0eR6G1H0IJOu6c9hIhFKHn72ezimKa31glG8xd4Phg7hbj852S1VC8POtWIgEaxAkzjkIo5edMIO2f/jmmx7Kldz2/SAj+dZMkSZIknXn8bVYnCaECff8k75QJTL1D2MTd0CqQdGedOrEOoQNKV83iOgG6fpxs2PUo2RK2lPZzicY6hQrQeg0qHyQU1898ncLq7PmEfMlabOTn6cg/SmTzlZZB8epsplHSlT+6BaFy0qyiUNwAvf8k70A6nIVEsZUP525BejS7vbAa+v4ZobB2xjolSZIkSVqKXLamKYWkj7ji38OxX4f6l8iCnRNDnWL2kfRB4SKyWUcD0PkjWcfPbK5T2kLs/hkY/K/Q3MN4kEONLLQ6sfOpCklvtpysfjex4w7CeNAzzXUK64nlm6D5Sj5Ue4AsqCpDWA2Flflw7hPEwbZdVKF4AXHZv4XGLqh9BRrPks1TKkNpO3S8D4pb7DiSJEmSJJ3RDI/UVggdsOyfEoevh8H/DHGY8aVdIV+mVliVdRrFFsRD2ZK36twGQ4fKTcTmqzD0e9n5Yx7qkJKFVpFsR7Wx6+UhT3oIRh+A6ntmd6GOD2UhVeGC2R0f8+6q6h3taw8FKF+VfQAxpoZFkiRJkqSziuGRZhQ6308srMzCnXQEKEHSQdaJ1MhCHJJsF7LOT51aeNJ4AgoXQyhkS77GlpaFCiTLsvlGJxXWASNfmn14VL4m61qa7aDr2A/FDdn8o1kyOJIkSZIknW0MjzQrobKDWL4KRh/Llmi19pHNA+qDjo9A5RZC0ndK544xZjOMwkoIIR+cPRsdkB4gxkY2xHqm5xDKxJ5fgv7/Mxt0nfS2KwjisWyOU/fPnzTvSJIkSZKkc4nhkWYthDJUbsg+Tqvm2AXmWhDEkA3bnkV4BNmg69j7T2DgPx7vmArdZDuvtfJZSDHrOOr+eUJh5dxqkiRJkiTpLGN4pCUgH7wdW9mytdmKafY5VOd0tfFB181nYOSr0Hw23yWuCuUd2Yyj4qV2HEmSJEmShOGRloAQArH8Nhh9CMLy2T8w9kPpqmxo9ZyvWYDStuxDkiRJkiS15XRfLQ3V9wIx3+FstlLoeN98VSRJkiRJkjA80lJRvAyKl0A8Orvj06NQWA/FK+azKkmSJEmSznmGR1oSQgjQ83NQWAnp4fYdSDFCeiTbKa337xGCb2FJkiRJkuaTv3lryQhJH/T+02wOUTySh0i1bDe1WMu/PwzFzdD3zwnJisUuWZIkSZKks968DswOIXwA+I9k+6D/Tozx355wfwX4Q+BtwCHgR2KML89nTVraQtILvb9EbO2F2reh8TjEEQidULoZqu8mFNYtdpmSJEmSJJ0z5i08CtkWWL8J3AG8BjwYQrgrxvjUhMP+OnAkxnhZCOFHgX8H/Mh81aQzRyicB10/CvzoYpciSZIkSdI5bT6Xrd0A7I4xvhhjHAX+FPjYCcd8DPiD/Os/B24PIYR5rEmSJEmSJElzMJ/h0Xpgz4TvX8tvm/KYGGMTOAasnMeaJEmSJEmSNAdnxMDsEMLPhBAeCiE8dODAgcUuR5IkSZIk6Zwxn+HR68CGCd9fkN825TEhhCLQRzY4e5IY42/HGHfEGHesXr16nsqVJEmSJEnSieYzPHoQuDyEcHEIoUw2+fiuE465C/ir+defAr4ZY4zzWJMkSZIkSZLmYN52W4sxNkMIfxf4ClAAfi/GuCuE8K+Ah2KMdwG/C/w/IYTdwGHcWkuSJEmSJGlJmbfwCCDGeDdw9wm3/fMJX9eAT89nDZIkSZIkSTp1Z8TAbEmSJEmSJC0OwyNJkiRJkiS1ZXgkSZIkSZKktgyPJEmSJEmS1JbhkSRJkiRJktoyPJIkSZIkSVJbhkeSJEmSJElqK8QYF7uGOQkhHABeWew6loBVwMHFLkKagu9NLUW+L7VU+d7UUuV7U0uV700tRWfL+/KiGOPqqe4448IjZUIID8UYdyx2HdKJfG9qKfJ9qaXK96aWKt+bWqp8b2opOhfely5bkyRJkiRJUluGR5IkSZIkSWrL8OjM9duLXYDUhu9NLUW+L7VU+d7UUuV7U0uV700tRWf9+9KZR5IkSZIkSWrLziNJkiRJkiS1ZXh0hgkh/F4IYX8IYedi1yKNCSFsCCF8K4TwVAhhVwjhFxa7JgkghFANIfwghPB4/t78l4tdkzQmhFAIITwaQvjCYtcijQkhvBxCeDKE8FgI4aHFrkcaE0JYFkL48xDCMyGEp0MINy92TVIIYXP+/5djH/0hhF9c7Lrmg8vWzjAhhHcCg8Afxhi3L3Y9EkAI4Xzg/BjjIyGEHuBh4OMxxqcWuTSd40IIAeiKMQ6GEErAd4BfiDF+f5FLkwgh/H1gB9AbY/zIYtcjQRYeATtijAcXuxZpohDCHwD3xRh/J4RQBjpjjEcXuSxpXAihALwO3BhjfGWx6znd7Dw6w8QY7wUOL3Yd0kQxxjdjjI/kXw8ATwPrF7cqCWJmMP+2lH/4ryZadCGEC4APA7+z2LVI0lIXQugD3gn8LkCMcdTgSEvQ7cALZ2NwBIZHkk6zEMJG4FrggUUuRQLGlwY9BuwHvhZj9L2ppeA3gP8dSBe5DulEEfhqCOHhEMLPLHYxUu5i4ADwP/Llvr8TQuha7KKkE/wo8CeLXcR8MTySdNqEELqBvwB+McbYv9j1SAAxxlaM8RrgAuCGEIJLfrWoQggfAfbHGB9e7FqkKbw9xngd8EHgZ/ORCdJiKwLXAb8VY7wWGAL+4eKWJB2XL6X8KPC/FruW+WJ4JOm0yOfJ/AXw/8YY/3Kx65FOlLe3fwv4wCKXIt0KfDSfLfOnwHtCCH+0uCVJmRjj6/nn/cBngBsWtyIJgNeA1yZ0D/85WZgkLRUfBB6JMe5b7ELmi+GRpLcsH0r8u8DTMcZ/v9j1SGNCCKtDCMvyrzuAO4BnFrUonfNijP8oxnhBjHEjWYv7N2OMP7HIZUmEELryjS/IlwS9D3CHXy26GONeYE8IYXN+0+2AG7NoKfkxzuIla5C1/+kMEkL4E+A2YFUI4TXgX8QYf3dxq5K4FfhJ4Ml8tgzAP44x3r14JUkAnA/8Qb77RQL8WYzRbdElaWprgc9k/yZEEfjjGOOXF7ckadzPAf9vvjzoReCnF7keCRgP2+8A/uZi1zKfQoxuOiNJkiRJkqSpuWxNkiRJkiRJbRkeSZIkSZIkqS3DI0mSJEmSJLVleCRJkiRJkqS2DI8kSZIkSZLUluGRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktWV4JEmSJEmSpLYMjyRJkiRJktSW4ZEkSZIkSZLaMjySJEmSJElSW4ZHkiRJkiRJasvwSJIkSZIkSW0ZHkmSJEmSJKktwyNJkiRJkiS1ZXgkSZIkSZKktgyPJEmSJEmS1JbhkSRJkiRJktoyPJIkSZIkSVJbhkeSJEmSJElqy/BIkiRJkiRJbRkeSZIkSZIkqS3DI0mSJEmSJLVleCRJkiRJkqS2DI8kSZIkSZLUluGRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktWV4JEmSJEmSpLYMjyRJkiRJktSW4ZEkSZIkSZLaMjySJEmSJElSW4ZHkiRJkiRJasvwSJIkSZIkSW0ZHkmSJEmSJKktwyNJkiRJkiS1ZXgkSZIkSZKktgyPJEmSJEmS1JbhkSRJkiRJktoyPJIkSZIkSVJbhkeSJEmSJElqy/BIkiRJkiRJbRkeSZIkSZIkqS3DI0mSJEmSJLVleCRJkiRJkqS2DI8kSZIkSZLUluGRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktWV4JEmSJEmSpLYMjyRJkiRJktSW4ZEkSZIkSZLaMjySJEmSJElSW4ZHkiRJkiRJasvwSJIkSZIkSW0ZHkmSJEmSJKktwyNJkiRJkiS1ZXgkSZIkSZKktgyPJEmSJEmS1JbhkSRJkiRJktoyPJIkSZIkSVJbhkeSJEmSJElqy/BIkiRJkiRJbRkeSZIkSZIkqS3DI0mSJEmSJLVleCRJkiRJkqS2DI8kSZIkSZLUluGRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktVVc7ALmatWqVXHjxo2LXYYkSZIkSdJZ4+GHHz4YY1w91X1nXHi0ceNGHnroocUuQ5IkSZIk6awRQnil3X0uW5MkSZIkSVJbhkeSJEmSJElqy/BIkiRJkiRJbRkeSZIkSZIkqS3DI0mSJEmSJLVleCRJkiRJkqS2DI8kSZIkSZLUluGRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktWV4JEmSJEmSpLYMjyRJkiRJktSW4ZEkSZIkSZLaMjySJEmSJElSW4ZHkiRJkiRJamvBwqMQwu+FEPaHEHaecPvPhRCeCSHsCiH86kLVI0mSJEmSpJktZOfR7wMfmHhDCOHdwMeAq2OM24BfW8B6JEmSJEmSNIMFC49ijPcCh0+4+W8D/zbGWM+P2b9Q9UiSJEmSJGlmxUW+/ibgHSGEfw3UgF+OMT544kEhhJ8BfgbgwgsvXNgKtaTFfTef1vOFtfef1vNJkiRJknSmW+yB2UVgBXAT8A+APwshhBMPijH+doxxR4xxx+rVqxe6RkmSJEmSpHPWYodHrwF/GTM/AFJg1SLXJEmSJEmSpNxih0efBd4NEELYBJSBg4tZkCRJkiRJko5bsJlHIYQ/AW4DVoUQXgP+BfB7wO+FEHYCo8BfjTHGhapJkiRJkiRJ01uw8CjG+GNt7vqJhapBkiRJkiRJc7PYy9YkSZIkSZK0hBkeSZIkSZIkqS3DI0mSJEmSJLVleCRJkiRJkqS2DI8kSZIkSZLUluGRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktWV4JEmSJEmSpLYMjyRJkiRJktSW4ZEkSZIkSZLaMjySJEmSJElSW4ZHkiRJkiRJasvwSJIkSZIkSW0ZHkmSJEmSJKktwyNJkiRJkiS1ZXgkSZIkSZKktgyPJEmSJEmS1JbhkSRJkiRJktoyPJIkSZIkSVJbhkeSJEmSJElqy/BIkiRJkiRJbRkeSZIkSZIkqS3DI0mSJEmSJLVleCRJkiRJkqS2DI8kSZIkSZLUluGRJEmSJEmS2jI8kiRJkiRJUluGR5IkSZIkSWrL8EiSJEmSJEltGR5JkiRJkiSpLcMjSZIkSZIktWV4JEmSJEmSpLYMjyRJkiRJktSW4ZEkSZIkSZLaMjySJEmSJElSW4ZHkiRJkiRJasvwSJIkSZIkSW0ZHkmSJEmSJKktwyNJkiRJkiS1ZXgkSZIkSZKktgyPJEmSJEmS1JbhkSRJkiRJktoyPJIkSZIkSVJbhkeSJEmSJElqy/BIkiRJkiRJbRkeSZIkSZIkqa0FC49CCL8XQtgfQtg5xX2/FEKIIYRVC1WPJEmSJEmSZraQnUe/D3zgxBtDCBuA9/3/27v/YMvr+r7jr7esRlD80bqlVtzAGMsUjQG8gyVWjb8yoAyamjZatdHY2aaDitsaB00bbTLTMNFm0zSMLRUMiYgTURtrrdH4C61EXH7JL3+kxh9QhHWc4I9SEPvuH/csXNf9sPey597vYe/jMXPnnvM93/s977v7nR3myef7PUm+voGzAAAAALAKGxaPuvviJN/ex0s7k7wuSW/ULAAAAACszqT3PKqq5yW5sbuv2s9+26tqV1Xt2r179wZNBwAAAMBk8aiqDkvyhiS/sb99u/uc7l7q7qWtW7eu/3AAAAAAJJl25dFjkhyd5Kqq+mqSI5NcXlV/e8KZAAAAAFhhy1Rv3N1XJ/lbe57PAtJSd39rqpkAAAAA+FEbtvKoqi5MckmSY6rqhqp6xUa9NwAAAAD3zoatPOruF+3n9aM2aBQAAAAAVmnST1sDAAAAYLGJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAxtWDyqqvOq6paqumbFtjdX1Req6vNV9b6qethGzQMAAADA/m3kyqM/THLyXts+kuTx3f2EJF9K8voNnAcAAACA/diweNTdFyf59l7bPtzdd86e/kWSIzdqHgAAAAD2b5HuefQrSf7H1EMAAAAAcLeFiEdV9etJ7kxyweD17VW1q6p27d69e2OHAwAAANjEJo9HVfWyJKcmeXF397726e5zunupu5e2bt26ofMBAAAAbGZbpnzzqjo5yeuSPK27/8+UswAAAADw4zZs5VFVXZjkkiTHVNUNVfWKJH+Q5PAkH6mqK6vqP23UPAAAAADs34atPOruF+1j87kb9f4AAAAArN3k9zwCAAAAYHGJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMbVg8qqrzquqWqrpmxba/UVUfqaovz74/fKPmAQAAAGD/NnLl0R8mOXmvbWcm+Wh3PzbJR2fPAQAAAFgQGxaPuvviJN/ea/Pzkpw/e3x+kudv1DwAAAAA7N/U9zw6ortvmj3+ZpIjphwGAAAAgB+1ZeoB9ujurqre12tVtT3J9iTZtm3bhs7F5tI3nzT3Y9YRl8z9mAAAALBRpl55dHNVPTJJZt9v2ddO3X1Ody9199LWrVs3dEAAAACAzWzqePT+JL88e/zLSf50wlkAAAAA2MuGxaOqujDJJUmOqaobquoVSc5K8uyq+nKSZ82eAwAAALAgNuyeR939osFLz9yoGQAAAABYm6kvWwMAAABggYlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADG1Zy85V9RNJXpDkqJU/292/Od+xAAAAAFgEa4pHSf40ya1JLkty+/zHAQAAAGCRrDUeHdndJ6/LJAAAAAAsnLXe8+gzVfXT6zIJAAAAAAtnVSuPqurqJD3b/+VV9ZUsX7ZWSbq7n7B+IwIAAAAwldVetnbquk4BAAAAwEJaVTzq7q8lSVX9cXe/dOVrVfXHSV66zx8EAAAA4D5trfc8etzKJ1V1SJInzm8cAAAAABbJau959Pokb0hyaFV9Z8/mJHckOWedZuMg1DefNPUIAMB9yNk7z5z7MU/fcdbcjwkAB7NVrTzq7t/u7sOTvLm7HzL7Ory7/2Z3v36dZwQAAABgIqtdeXTC7OG7Vzy+S3dfPtepAAAAAFgIq/20tX8/+/7AJEtJrsryZWtPSLIriWuRAAAAAA5Cq71s7end/fQkNyU5obuXuvuJSY5PcuN6DggAAADAdNb6aWvHdPfVe5509zVJ/t58RwIAAABgUaz2srU9Pl9Vb0vyjtnzFyf5/HxHAgAAAGBRrDUevTzJv0hyxuz5xUneOteJAAAAAFgYa4pH3f1/k+ycfQEAAABwkFtVPKqqP+nuf1xVVyfpvV/v7ifMfTIAAAAAJrfalUd7LlM7db0GAQAAAGDxrCoedfdNs4fPSnJxd395/UYCAAAAYFGs9YbZ25L856o6KsllWb5h9qe6+8o5zwUAAADAArjfWnbu7jd29zOSPC7Jp5L8WpYjEgAAAAAHoTWtPKqqf53kyUkenOSKJK/NckQCAAAA4CC01svW/mGSO5P89ySfTHJJd98+96kAAAAAWAhrvWzthCzfNPvSJM9OcnVVfXo9BgMAAABgemu9bO3xSZ6S5GlJlpJ8Iy5bAwAAADhorfWytbOy/Alrv5/kc939g/mPBAAAAMCiWFM86u5T12sQAAAAABbPmu55BAAAAMDmIh4BAAAAMCQeAQAAADC0qnseVdV/S9Kj17v7tLlNBAAAAMDCWO0Ns9+yrlMAAAAAsJBWFY+6+5PrPQgAAAAAi2dN9zyqqsdW1UVVdV1VfWXP14EOUVU7quraqrqmqi6sqgce6DEBAAAAOHBrvWH225O8NcmdSZ6e5I+SvONABqiqRyV5dZKl7n58kkOSvPBAjgkAAADAfKw1Hh3a3R9NUt39te5+U5LnzmGOLUkOraotSQ5L8r/ncEwAAAAADtBa49HtVXW/JF+uqldW1S8kefCBDNDdN2b5htxfT3JTklu7+8Mr96mq7VW1q6p27d69+0DeDgAAAIA1WGs8OiPLK4NeneSJSV6S5J8eyABV9fAkz0tydJK/k+RBVfWSlft09zndvdTdS1u3bj2QtwMAAABgDdYaj47q7u919w3d/fLufkGSbQc4w7OS/FV37+7uHyR5b5KfPcBjAgAAADAHa41Hr1/ltrX4epK/X1WHVVUleWaS6w/wmAAAAADMwZbV7FRVpyR5TpJHVdXvr3jpIVn+5LV7rbs/W1UXJbl8dqwrkpxzIMcEAAAAYD5WFY+y/Olnu5KcluSyFdu/m2THgQ7R3W9M8sYDPQ4AAAAA87WqeNTdVyW5qqreOfuZbd39xXWdDAAAAIDJrfWeRycnuTLJh5Kkqo6rqvfPeygAAAAAFsNa49GbkpyY5K+TpLuvTHL0XCcCAAAAYGGsNR79oLtv3Wtbz2sYAAAAABbLam+Yvce1VfVPkhxSVY9N8uokn5n/WAAAAAAsgrWuPHpVkscluT3JO5PcmuQ1c54JAAAAgAWxqpVHVfXAJL+a5KeSXJ3kpO6+cz0HAwAAAGB6q115dH6SpSyHo1OSvGXdJgIAAABgYaz2nkfHdvdPJ0lVnZvk0vUbCQAAAIBFsdqVRz/Y88DlagAAAACbx2pXHv1MVX1n9riSHDp7Xkm695IBrgAAEElJREFUux+yLtMBAAAAMKlVxaPuPmS9BwEAAABg8az2sjUAAAAANiHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAoS1TD8Bi65tPmnoEAABgPw5d2jH3Y962a+fcjwncN1l5BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMDQQsSjqnpYVV1UVV+oquur6qSpZwIAAAAg2TL1ADP/IcmHuvsXq+oBSQ6beiAAAAAAFiAeVdVDkzw1ycuSpLvvSHLHlDMBAAAAsGzyeJTk6CS7k7y9qn4myWVJzuju7+/Zoaq2J9meJNu2bZtkSAAA2AiHLu2Y+zFv27Vzrseb94zzng+A+VqEex5tSXJCkrd29/FJvp/kzJU7dPc53b3U3Utbt26dYkYAAACATWkR4tENSW7o7s/Onl+U5ZgEAAAAwMQmj0fd/c0k36iqY2abnpnkuglHAgAAAGBmEe55lCSvSnLB7JPWvpLk5RPPAwAAAEAWJB5195VJlqaeAwAAAIAfNfllawAAAAAsLvEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIChLVMPAADA6py988y5H/P0HWfN/ZiLbj3+HDn4Hbq0Y67Hu23XzrkeD2A9WXkEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwJB4BAAAAMCQeAQAAADAkHgEAAAAwNBCxKOqOqSqrqiqD0w9CwAAAAB3W4h4lOSMJNdPPQQAAAAAP2ryeFRVRyZ5bpK3TT0LAAAAAD9qy9QDJPm9JK9Lcvhoh6ranmR7kmzbtm1jpoI56ZtPmuvx6ohL5no8AO529s4zpx5hw837dz59x1lzPR4AML1JVx5V1alJbunuy+5pv+4+p7uXuntp69atGzQdAAAAAFNftvbkJKdV1VeTvCvJM6rqHdOOBAAAAMAek8aj7n59dx/Z3UcleWGSj3X3S6acCQAAAIC7Tb3yCAAAAIAFtgg3zE6SdPcnknxi4jEAAAAAWMHKIwAAAACGxCMAAAAAhsQjAAAAAIbEIwAAAACGxCMAAAAAhsQjAAAAAIbEIwAAAACGxCMAAAAAhsQjAAAAAIbEIwAAAACGxCMAAAAAhsQjAAAAAIbEIwAAAACGxCMAAAAAhsQjAAAAAIbEIwAAAACGxCMAAAAAhsQjAAAAAIbEIwAAAACGxCMAAAAAhsQjAAAAAIbEIwAAAACGxCMAAAAAhsQjAAAAAIa2TD0AALCYzt555lyPd/qOs+Z6PODgcejSjqlH2HD3hd953jPetmvnXI83b+vxd7LovzOslpVHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAyJRwAAAAAMiUcAAAAADIlHAAAAAAxNHo+q6tFV9fGquq6qrq2qM6aeCQAAAIBlW6YeIMmdSf5Vd19eVYcnuayqPtLd1009GAAAAMBmN/nKo+6+qbsvnz3+bpLrkzxq2qkAAAAASBZj5dFdquqoJMcn+exe27cn2Z4k27Zt2/jB4CDWN58092PWEZfM/ZjA/p2988ypRwDn4YI6dGnH1CPA3M/D23btnOvxNqP1+LfB38vBafKVR3tU1YOTvCfJa7r7Oytf6+5zunupu5e2bt06zYAAAAAAm9BCxKOqun+Ww9EF3f3eqecBAAAAYNnk8aiqKsm5Sa7v7t+deh4AAAAA7jZ5PEry5CQvTfKMqrpy9vWcqYcCAAAAYAFumN3dn05SU88BAAAAwI9bhJVHAAAAACwo8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAoS1TD7CZ9c0nzfV4dcQlcz0ei2ne5w0sirN3njnX452+46y5Ho8DN++/Y7i3XnvB7XM93lte/BNzPR6wOocu7Zh6hP2a94y37do51+Oth0X/nRd9vkVl5REAAAAAQ+IRAAAAAEPiEQAAAABD4hEAAAAAQ+IRAAAAAEPiEQAAAABD4hEAAAAAQ+IRAAAAAEPiEQAAAABD4hEAAAAAQ+IRAAAAAEPiEQAAAABD4hEAAAAAQ+IRAAAAAEPiEQAAAABD4hEAAAAAQ+IRAAAAAEPiEQAAAABD4hEAAAAAQ+IRAAAAAEPiEQAAAABD4hEAAAAAQ+IRAAAAAEPiEQAAAABD4hEAAAAAQwsRj6rq5Kr6YlX9ZVWdOfU8AAAAACybPB5V1SFJzk5ySpJjk7yoqo6ddioAAAAAkgWIR0lOTPKX3f2V7r4jybuSPG/imQAAAADIYsSjRyX5xornN8y2AQAAADCx6u5pB6j6xSQnd/c/mz1/aZIndfcrV+yzPcn22dNjknxxwwddPI9I8q2ph4B9cG6yiJyXLCrnJovKucmicm6yiA6W8/Inu3vrvl7YstGT7MONSR694vmRs2136e5zkpyzkUMtuqra1d1LU88Be3Nusoiclywq5yaLyrnJonJusog2w3m5CJetfS7JY6vq6Kp6QJIXJnn/xDMBAAAAkAVYedTdd1bVK5P8WZJDkpzX3ddOPBYAAAAAWYB4lCTd/cEkH5x6jvsYl/GxqJybLCLnJYvKucmicm6yqJybLKKD/ryc/IbZAAAAACyuRbjnEQAAAAALSjy6j6mq86rqlqq6ZupZYI+qenRVfbyqrquqa6vqjKlngiSpqgdW1aVVddXs3Py3U88Ee1TVIVV1RVV9YOpZYI+q+mpVXV1VV1bVrqnngT2q6mFVdVFVfaGqrq+qk6aeCarqmNm/l3u+vlNVr5l6rvXgsrX7mKp6apLvJfmj7n781PNAklTVI5M8srsvr6rDk1yW5Pndfd3Eo7HJVVUleVB3f6+q7p/k00nO6O6/mHg0SFX9yyRLSR7S3adOPQ8ky/EoyVJ3f2vqWWClqjo/yae6+22zT+k+rLv/euKx4C5VdUiSG5M8qbu/NvU882bl0X1Md1+c5NtTzwErdfdN3X357PF3k1yf5FHTTgVJL/ve7On9Z1/+rwmTq6ojkzw3ydumngVg0VXVQ5M8Ncm5SdLddwhHLKBnJvlfB2M4SsQjYM6q6qgkxyf57MSjQJK7Lg26MsktST7S3c5NFsHvJXldkv838Rywt07y4aq6rKq2Tz0MzBydZHeSt88u931bVT1o6qFgLy9McuHUQ6wX8QiYm6p6cJL3JHlNd39n6nkgSbr7h919XJIjk5xYVS75ZVJVdWqSW7r7sqlngX34B919QpJTkpw+u2UCTG1LkhOSvLW7j0/y/SRnTjsS3G12KeVpSd499SzrRTwC5mJ2P5n3JLmgu9879Tywt9ny9o8nOXniUeDJSU6b3VvmXUmeUVXvmHYkWNbdN86+35LkfUlOnHYiSJLckOSGFauHL8pyTIJFcUqSy7v75qkHWS/iEXDAZjclPjfJ9d39u1PPA3tU1daqetjs8aFJnp3kC5MOxabX3a/v7iO7+6gsL3H/WHe/ZOKxIFX1oNkHX2R2SdDPJ/EJv0yuu7+Z5BtVdcxs0zOT+GAWFsmLchBfspYsL//jPqSqLkzyc0keUVU3JHljd5877VSQJyd5aZKrZ/eWSZI3dPcHpxsJkiSPTHL+7NMv7pfkT7rbx6ID7NsRSd63/P+EsiXJO7v7Q9OOBHd5VZILZpcHfSXJyyeeB5LcFdufneSfTz3LeqpuHzoDAAAAwL65bA0AAACAIfEIAAAAgCHxCAAAAIAh8QgAAACAIfEIAAAAgCHxCADYFKrqh1V1ZVVdU1XvrqrD7mHf46rqOas45s9V1QdWu/1AVdXzq+rYFc8/UVVL834fAICVxCMAYLO4rbuP6+7HJ7kjya/ew77HJdlvPJrA85Mcu7+dAADmSTwCADajTyX5qap6UFWdV1WXVtUVVfW8qnpAkt9M8kuzlUq/VFUnVtUls30+U1XHrPaN9vUes+0vq6r3VtWHqurLVfU7K37mFVX1pdnP/Jeq+oOq+tkkpyV582yux8x2/0ez/b5UVU+Z3x8RAMCyLVMPAACwkapqS5JTknwoya8n+Vh3/0pVPSzJpUn+PMlvJFnq7lfOfuYhSZ7S3XdW1bOS/LskL1jlW/7Ye1TVn89eOy7J8UluT/LFqvqPSX6Y5N8kOSHJd5N8LMlV3f2Zqnp/kg9090WzuZJkS3efOLvM7o1JnnXv/mQAAPZNPAIANotDq+rK2eNPJTk3yWeSnFZVr51tf2CSbfv42YcmOb+qHpukk9x/De/78/fwHh/t7luTpKquS/KTSR6R5JPd/e3Z9ncn+bv3cPz3zr5fluSoNcwFALAq4hEAsFnc1t3HrdxQy0t3XtDdX9xr+5P2+tnfSvLx7v6FqjoqySfW8L739B63r9j0w9y7/zbbc4x7+/MAAPfIPY8AgM3sz5K8ahaRUlXHz7Z/N8nhK/Z7aJIbZ49fNqf3GPlckqdV1cNnl9itvDxu77kAANadeAQAbGa/leVL0D5fVdfOnifJx5Mcu+eG2Ul+J8lvV9UVWfvqntF77FN335jleypdmuR/JvlqkltnL78rya/Nbrz9mH0fAQBgvqq7p54BAIAVqurB3f292cqj9yU5r7vfN/VcAMDmZOURAMDiedPs5t7XJPmrJP910mkAgE3NyiMAAAAAhqw8AgAAAGBIPAIAAABgSDwCAAAAYEg8AgAAAGBIPAIAAABgSDwCAAAAYOj/A0wqut90CfOoAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1440x1440 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def jitter(xs):\n", " \"\"\"jitter your values if they are too often the same\"\"\"\n", " b = np.diff(np.sort(xs))\n", " distance = b[b>0].min()\n", " return xs + distance * (2*np.random.random(len(xs)) - 1)\n", "\n", "fig, (ax1,ax2) = plt.subplots(2, figsize=(20,20))\n", "\n", "petlen, petwid = jitter(x[:, 2]), jitter(x[:, 3]) # jitter!\n", "#petlen, petwid = x[:, 2], x[:, 3] # no jitter here, it looks like a grid <---- Probieren Sie den Unterschied!\n", "plmin, plmax = np.min(petlen), np.max(petlen)\n", "cmap = plt.cm.cividis_r\n", "\n", "ax1.scatter(petlen, petwid, c=classes, cmap=cmap, alpha=0.7, s=200)\n", "for c in sorted(list(set(classes))):\n", " ax2.hist(petlen[classes == c], range=(plmin,plmax), bins=50, color=cmap(c/2-0.1))\n", "\n", "ax2.set_xlabel(\"Petal length\")\n", "ax2.set_ylabel(\"Petal width\")\n", "ax1.set_ylabel(\"Petal width\")\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }