{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Diszkrét (ortogonális) wavelet transzformáció (DWT)\n", "\n", "A folytonos wavelet transzformáció, amivel idáig foglalkoztunk, történetileg megelőzte a diszkrét wavelet transzformációt (**DWT**). Amíg a CWT főleg a jel *analízis*éhez hasznos, addig a DWT és a rá épülő **sokskálás analízis** (**MRA**) elsősorban a jel *feldolgozás*ához (rekonstrukció, szintézis) hasznos. \n", "\n", "Az $f(t)$ függvény $\\psi_{m,n}(t)$ bázisfüggvényekkel történő felbontása ($m$: skála, $n$: eltolás)\n", "\n", "$$f(t)=\\sum\\sum c_{mn} \\psi_{mn}(t) $$\n", "\n", "$$\\psi_{mn}(t)=2^{-m/2} \\psi(2^{-m}t-n) $$\n", "\n", "esetében létezik olyan *teljes ortonormált* $\\psi_{m,n}(t)$ *bázis*, melyre\n", "\n", "$$c_{mn}=\\int f(t)\\psi_{m,n}(t) dt = \\langle f, \\psi_{m,n} \\rangle.$$\n", "\n", "### Hogyan konstruálhatók alkalmas $\\psi_{m,n}$ bázisfüggvények?\n", "\n", "A választ a sokskálás felbontás (MRA) adja meg:\n", "\n", "Ha a $\\psi_{m,n}(t)$ wavelet függvény beilleszthető egy MRA-ba, akkor a diadikus diszkretizációja ($a = 2^{-j}$, $b = 2^{-j} k$) elvezet a diszkrét wavelet transzformációhoz (DWT).\n", "\n", "Ha viszont nincsen ilyen MRA az adott $\\psi(t)$ wavelethez, akkor ez a diszkretizáció nem ad lehetőséget egyszerű rekonstrukcióra.\n", "\n", "Az MRA szoros kapcsolatban van a szűrőcsoportokkal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diszkrét Haar wavelet transzformáció\n", "\n", "A Haar szűrő\n", "\n", "$$ \\mathbf{h} = \\left( \\frac{\\sqrt{2}}{2},\\frac{\\sqrt{2}}{2} \\right)$$\n", "\n", "$$ H(\\omega) = \\frac{\\sqrt{2}}{2} + \\frac{\\sqrt{2}}{2} e^{i\\omega}$$\n", "\n", "voltaképpen a legegyszerűbb konvolúciós szűrő (amely két egymás utáni érték átlagát számolja ki, és aluláteresztő szűrő) ortogonális változata. A szűrt jelből az eredetit nem lehet visszaállítani. Mi szükséges ahhoz, hogy a szűrés megfordítható legyen?\n", "\n", "Az egymás utáni értékek átlaga mellett a *különbségükre* is szükség van. A különbség képzés az alábbi (ortogonális) konvolúciós szűrést jelenti:\n", "\n", "$$ \\mathbf{g} = \\left( \\frac{\\sqrt{2}}{2},-\\frac{\\sqrt{2}}{2} \\right)$$\n", "\n", "Ez a szűrő *felüláteresztő*. Így a $\\mathbf{g}$, $\\mathbf{h}$ szűrőpárral végzett szűrés megfordítható. Az inverzió redundáns, vagyis minden második érték elhagyható a szűrések után, és a jel még mindig visszaállítható marad. \n", "\n", "A $\\mathbf{g}$, $\\mathbf{h}$ szűrők ún. **kettős tükörszűrők** (**QMF**), és ezek definiálják a diszkrét **Haar wavelet transzformációt**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sokskálás felbontás, MRA\n", "\n", "Egy $L^2(R)$-ben adott jelet egymásba ágyazott $V_j$ alterekben fokozatosan közelítünk. Ezeket az altereket egyetlen $\\varphi(t)$ **skálázó függvény** eltolt és átskálázott változatai generálják.\n", "\n", "## Közelítés, tömörítés\n", "\n", "Egy tipikus jel esetében a szomszédos minták erősen korreláltak.\n", "Ez esetben a felüláteresztő $\\mathbf{g}$ szűrő eredményeként előálló wavelet együtthatók kicsik lesznek és nagy részük sok esetben el is hagyható.\n", "\n", "Kézenfekvő alkalmazás teljesen kitöltött mátrixú egyenletrendszerek megoldása wavelet prekondicionálással, vagy integrál operátorok közelítése." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kép tömörítés\n", "\n", "Jellegzetes alkalmazása a DWT-nek és az MRA-nak a képek felbontása majd tömörítése. Ebből a célból kétfajta waveletet fogunk alkalmazni és összehasonlítani: a Haar és a Daubechies2 waveletet.\n", "\n", "### Haar waveletek\n", "\n", "Az Alfred Haar-ról elnevezett Haar waveletek elemző és skálázó függvényei igen egyszerűek. Az elemző wavelet két érték különbségét, a skálázó függvény két érték átlagát számolja ki.\n", "\n", "Írjuk meg az elemzéshez és rekonstrukcióhoz szükséges Python eljárásokat!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "## Haar wavelet transzformáció\n", "## v mátrix is lehet, ekkor mindegyik sorát transzformáljuk\n", "def haar1(v):\n", " n=v.shape[1]\n", " i=int(n)\n", " while i>1:\n", " av=(v[:,:i:2]+v[:,1:i:2])/2.0\n", " dv=v[:,:i:2]-av\n", " v[:,:i]=np.hstack((av,dv))\n", " i=i//2\n", " return v\n", "\n", "## sorok majd oszlopok transzformálása: 2D Haar WT\n", "def haar2(X):\n", " a = np.copy(X)\n", " a = haar1(a).T\n", " return haar1(a).T\n", "\n", "\n", "## inverz Haar wavelet transzformáció\n", "def invhaar1(v):\n", " n=v.shape[1]\n", " i=2\n", " while i<=n:\n", " av=np.copy(v[:,0:i//2])\n", " dv=np.copy(v[:,i//2:i])\n", " v[:,:i:2]=av+dv\n", " v[:,1:i:2]=av-dv\n", " i=2*i\n", " return v\n", "\n", "def invhaar2(X):\n", " a = np.copy(X)\n", " a = invhaar1(a).T\n", " return invhaar1(a).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Először is nézzük meg, hogyan néz ki a Haar elemző wavelet." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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QcWE4KyL2A2Tfz5xuZ0krgTnAnobVn8tuMd0l6ZQO4zHrOXmiHsuBiSrMKvWmmVjHa0ST9F3gXU023QZsjIh5Dfu+EhHHtDNk2xYCFWBNRDzesO4X1IrFemBPRNze4vi1wFqAoaGhi++7777pMxtQY2NjzJ07N3UYSeQl9y8+9SYHDlb57Afe3rdz5iX3VIqcf6vcP/mDg5x1Wok/uvDUE36vyy677MmIWHG8/WYfb4eIuLLVNkkvSVoYEfuz/+QPtNjv14FvAZ+sF4XsvfdnLw9J+nPg49PEsZ5a8WB4eDjK5fLxQh9IlUoF557Wphef5PVfvk65fGnfzpmX3FMpcv6tcj/1qe9x1plzKZcv7vo5O70O2QysyV6vAR6cuoOkOcADwDci4q+mbFuYfRe19olnOozHrOdKJT9Ez9KbyPHUnncAV0naDVyVLSNphaSvZvv8AXAp8OEm3VK/KWkHsANYAHy2w3jMek64V5KlN9HDqT2PeytpOhHxK+CKJuu3AR/JXv8l8Jctjr+8k/ObpSCPY7AcmPDUnmb5IU/UYzlQDT8Swyw3Sp6ox3JgvBrM7tFABhcGszZ5ak/Lg2qOG5/NCkf4isHSm/Bjt83yw20MlgcTE75iMMuN2pzPrgyW1kT0rruqC4NZmzy1p+VBnh+7bVY4JYnwSAZLrBoex2CWG7X5GFJHYUU37qk9zfJDbmOwxCKCCHwrySwvao3PqaOwIpvILlldGMxywg/Rs9QmwoXBLFdK7pVkidWvGDyOwSwnagPcXBksnXph8DgGs5yQ2xgssWq19t3dVc1yoiS3MVha41ll6NHDVTsrDJJOl/SwpN3Z9/kt9ptomL1tc8P6pZKeyI6/N5sG1CzXSp6oxxI70vg8qzd/23f6ruuARyJiGfBIttzMGxGxPPu6rmH9ncBd2fGvADd3GI9Zz8lXDJZY/VZSXge4rQY2Zq83Atef6IGSBFwO3H8yx5ul4jYGS+1od9XevH9Hcz4DZ0XEfoCI2C/pzBb7nSppGzAO3BERfwucAbwaEePZPqPAolYnkrQWWAswNDREpVLpMPSZaWxszLknNvoPh5mYqPY1lrzknkqR82+W+4GDtUuG53ftovL63q6f87iFQdJ3gXc12XRbG+d5d0Tsk3Qu8KikHcA/Ndmv5d9hEbEeWA8wPDwc5XK5jdMPjkqlgnNP60dv/gR+trevseQl91SKnH+z3F/45evw/Qq/+Z7zKV+4uOvnPG5hiIgrW22T9JKkhdnVwkLgQIv32Jd93yupAlwI/DUwT9Ls7KphMbDvJHIw66va01XN0sn7ALfNwJrs9Rrgwak7SJov6ZTs9QLg/cCzURsh9Bhww3THm+VNbT4GlwZLp5rzR2LcAVwlaTdwVbaMpBWSvprtcz6wTdKPqRWCOyLi2WzbJ4CPSRqh1ubwtQ7jMes5T+1pqY1PZIWhR1cMHTU+R8SvgCuarN8GfCR7/UPgvS2O3wus7CQGs36r/5EWEahHv5hm08n7FYNZ4YjaL6MfpGep+LHbZjlT/110O4OlMl5vfHZhMMuH+i+j64KlUv+jxE9XNcsZXzFYKkduJeW0u6pZ4fSq77jZiar6VpJZvshtDJbYuBufzfLlaONz2jisuDzns1nO1G8leXpPS6XqNgazfPIVg6XicQxmOeMrBkst7w/RMyuco4/ESBuHFVe9jWF2jyZ9dmEwa1P9+UjulWSp+IrBLGfcK8lScxuDWc7UrxjC0/VYIvXC4EdimOWE3MZgidVvY3rks1lOHO2VlDgQK6yJau17LscxSDpd0sOSdmff5zfZ5zJJ2xu+3pR0fbbt65JeaNi2vJN4zPqh/qvoxmdLZaJaqwylHv1p3+nbrgMeiYhlwCPZ8iQR8VhELI+I5cDlwEHgOw27/HF9e0Rs7zAes54ruVeSJXa0jaE3laHTd10NbMxebwSuP87+NwDfjoiDHZ7XLBm3MVhq2ZTPPbuVpE5Gb0p6NSLmNSy/EhHH3E5q2P4o8IWI+D/Z8teB3wIOkV1xRMShFseuBdYCDA0NXXzfffeddNwz2djYGHPnzk0dRhJ5yf0HP3+Lr+44zOcv/TXOfHt/munyknsqRc6/We7ffuEt7t11mC9f+XZ+bfaJF4fLLrvsyYhYcbz9Zh9vB0nfBd7VZNNtJxxN7X0WAu8FHmpYfSvwC2AOsB74BHB7s+MjYn22D8PDw1Eul9s5/cCoVCo497RefmoUdvyYlSsv4ZwFp/XlnHnJPZUi598s9+fYA7t+wu9c+tu8fc5x/xtv23HfMSKubLVN0kuSFkbE/uw//gPTvNUfAA9ExFsN770/e3lI0p8DHz/BuM2SOdIrKXEcVlzVnD92ezOwJnu9Bnhwmn1vAu5pXJEVE1QbMXQ98EyH8Zj1nCfqsdTyPrXnHcBVknYDV2XLSFoh6av1nSSdAywBvjfl+G9K2gHsABYAn+0wHrOek5+uaon1ega3jm5ORcSvgCuarN8GfKRh+afAoib7Xd7J+c1S8NNVLbVqNSjp6B8p3eaRz2ZtEvVxDIkDscKaiOjZ1QK4MJi17cgVg5ufLZHaFYMLg1luHGl8rqaNw4prvOorBrNc8UQ9ltqEC4NZvvTyEt7sRFTdxmCWL366qqU2UY2ejWEAFwazttUfaOleSZbKRDV6NkkPuDCYtc0D3Cy1iWr0bFpPcGEwa9vRW0lJw7ACmwh3VzXLlZKvGCwx90oyyxk/XdVS860ks5w5OsDNpcHSqIYbn81y5cjUnmnDsAJzd1WznDn6ED2XBkvD3VXNcsaP3bbUct3GIOn3Je2UVJXUcoJpSask7ZI0Imldw/qlkp6QtFvSvZLmdBKPWT/U/1JzYbBUJoJcXzE8A/we8P1WO0iaBdwNXANcANwk6YJs853AXRGxDHgFuLnDeMx6zo/EsNSq1WBWDx/Z1VFhiIjnImLXcXZbCYxExN6IOAxsAlZn8zxfDtyf7beR2rzPZrnmp6taauPVak/HMXQ0tecJWgS82LA8ClwCnAG8GhHjDeuPmf7TLG/qv4//9W92cNop/fgVgtcPHuS0p6ZOmV4cRc6/We4vvnKQf7V4Xs/OedyfaknfBd7VZNNtEfHgCZyjWVmLada3imMtsBZgaGiISqVyAqcePGNjY849sUMTwaWLZ3PwrbeAt/pyzrmnVJmlN/pyrjwqcv7Ncn/n6eLid77es9+H4xaGiLiyw3OMAksalhcD+4BfAvMkzc6uGurrW8WxHlgPMDw8HOVyucOwZqZKpYJzT++DV/T3fHnKPYUi558i9350V90KLMt6IM0BbgQ2R+1BM48BN2T7rQFO5ArEzMx6qNPuqr8raRT4LeBbkh7K1v8LSVsAsquBW4CHgOeA+yJiZ/YWnwA+JmmEWpvD1zqJx8zMOtdRy1lEPAA80GT9PuDahuUtwJYm++2l1mvJzMxywiOfzcxsEhcGMzObxIXBzMwmcWEwM7NJXBjMzGwSzcR5ayX9M3C8ZzQNqgXUBgcWkXMvriLn383cz46IoePt1J8HvXTfroho+ZjvQSZpm3MvniLnDsXOP0XuvpVkZmaTuDCYmdkkM7UwrE8dQELOvZiKnDsUO/++5z4jG5/NzKx3ZuoVg5mZ9ciMKgySVknaJWlE0rrU8fSapJ9K2iFpu6Rt2brTJT0saXf2fX7qOLtF0gZJByQ907Cuab6q+WL2s/C0pIvSRd65Frl/RtLPs89/u6RrG7bdmuW+S9IH00TdHZKWSHpM0nOSdkr6T9n6gf/sp8k97WcfETPiC5gF7AHOBeYAPwYuSB1Xj3P+KbBgyrrPA+uy1+uAO1PH2cV8LwUuAp45Xr7Unt77bWozAb4PeCJ1/D3I/TPAx5vse0H2838KsDT7vZiVOocOcl8IXJS9fgfwfJbjwH/20+Se9LOfSVcMK4GRiNgbEYeBTcDqxDGlsBrYmL3eCFyfMJauiojvAy9PWd0q39XAN6LmcWqzAS7sT6Td1yL3VlYDmyLiUES8AIwwgx9fHxH7I+Kp7PU/U5u3ZREF+Oynyb2Vvnz2M6kwLAJebFgeZfp/wEEQwHckPZnNeQ1wVkTsh9oPFXBmsuj6o1W+Rfl5uCW7XbKh4bbhwOYu6RzgQuAJCvbZT8kdEn72M6kwqMm6Qe9S9f6IuAi4BviopEtTB5QjRfh5+DLwG8ByYD/wP7L1A5m7pLnAXwP/OSL+abpdm6yb0fk3yT3pZz+TCsMosKRheTGwL1EsfRG1mfCIiAPUZspbCbxUv2zOvh9IF2FftMp34H8eIuKliJiIiCrwZxy9ZTBwuUt6G7X/GL8ZEX+TrS7EZ98s99Sf/UwqDFuBZZKWSpoD3AhsThxTz0g6TdI76q+Bq4FnqOW8JtttDfBgmgj7plW+m4EPZT1U3ge8Vr/tMCim3Df/XWqfP9Ryv1HSKZKWAsuAH/U7vm6RJGrzvT8XEV9o2DTwn32r3JN/9qlb5dtswb+WWqv9HuC21PH0ONdzqfU++DGws54vcAbwCLA7+3566li7mPM91C6b36L2l9HNrfKldkl9d/azsANYkTr+HuT+F1luT2f/ISxs2P+2LPddwDWp4+8w9w9Qux3yNLA9+7q2CJ/9NLkn/ew98tnMzCaZSbeSzMysD1wYzMxsEhcGMzObxIXBzMwmcWEwM7NJXBjMzGwSFwYzM5vEhcHMzCb5/0iqXPMypY0PAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n", "v=np.zeros((2,1024))\n", "v[:,4]=1\n", "iv=invhaar1(v)\n", "plt.plot(iv[1,:])\n", "plt.grid()\n", "plt.xlim([0,265])\n", "plt.ylim([-1.1,1.1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A képfeldolgozásban sztenderdnek számító Léna tesztképet elemezzük. Először beolvassuk a tesztképet:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "\n", "def rgb2gray(rgb):\n", " return np.dot(rgb[...,:3], [0.299, 0.587, 0.114])\n", "\n", "img = mpimg.imread('lena.png')\n", "l = rgb2gray(img)\n", "plt.imshow(l, cmap = plt.get_cmap('gray'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Elvégezzük a kép Haar DWT elemzését a már megírt függvényekkel, vagyis kiszámítjuk a diszkrét wavelet együtthatók mátrixát. Ennek hamisszínes ábráját fel is rajzoljuk:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lh = haar2(l)\n", "plt.imshow(lh, cmap = plt.get_cmap('prism'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A kapott wavelet felbontás tömbjének jobb alsó sarkában van az első részlet jel, míg a bal felső pixelben az utolsó átlag jel, vagyis az elemzett jel átlaga (egyetlen szám) található.\n", "\n", "Először is ellenőrizzük, hogy az inverz transzformációval valóban visszakapjuk-e az eredeti képet?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "l2 = invhaar2(lh)\n", "plt.imshow(l2, cmap = plt.get_cmap('gray'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "relatív eltérés: 7.273e-17\n" ] } ], "source": [ "print(\"relatív eltérés: %5.3e\" % (np.std(l-l2)/np.std(l)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kép tömörítés Haar waveletekkel\n", "\n", "A kép tömörítéséhez töröljük ki a kapott wavelet transzformált tömb adott küszöbértéknél kisebb elemeit és nézzük meg a nemzérus elemek százalékos arányát.\n", "\n", "Először nézzük meg az eredeti nemzérus elemek százalékos arányát!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemzérus elemek: 95.60%\n" ] } ], "source": [ "print(\"nemzérus elemek: %4.2f%%\" % (\n", " 100.0*np.count_nonzero(lh)/np.product(lh.shape)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Végezzük el a küszöbérték alatti együtthatók kinullázását egy új tömbben:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemzérus elemek: 8.25%\n" ] } ], "source": [ "lht = np.copy(lh)\n", "thr = 0.03*np.amax(np.abs(lh)) # küszöbszám a maximumhoz viszonyítva\n", "idx = np.abs(lht) < thr\n", "lht[idx] = 0.0\n", "\n", "print(\"nemzérus elemek: %4.2f%%\" % (\n", " 100.0*np.count_nonzero(lht)/np.product(lht.shape)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A tömörített DWT transzformált segítségével rekonstruáljuk a képet:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "l2t = invhaar2(lht)\n", "lhwt = np.copy(l2t) # a további összehasonlításhoz elmentjük\n", "plt.imshow(l2t, cmap = plt.get_cmap('gray'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A rekonstrukció elég jónak mondható, mert a kép részletei megmaradtak, bár a szemnek zavaró \"blokkosodás\" látható, amely a Haar wavelet alakjának köszönhető.\n", "\n", "Sokkal jobb minőséget érhetünk el fejlettebb elemző waveletek alkalmazásával. Ezek közül az egyik legegyszerűbbet, a Daubechies2 waveletet fogjuk alkalmazni." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Daubechies wavelet\n", "\n", "Az Ingrid Daubechies matematikus asszonyról elnevezett waveletek alkalmazásához először is írjuk meg az elemzéshez és rekonstrukcióhoz szükséges Python eljárásokat!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "## szűrő együtthatók számítása, Daubechies2 wavelet\n", "def daubechies2():\n", " c = (np.array([1,3,3,1])+np.sqrt(3.0)*np.array([1,1,-1,-1]))/4.0/np.sqrt(2.0)\n", " return c\n", "\n", "## 1D Daubechies2 wavelet transzformáció\n", "def daub1(v):\n", " n=v.shape[1]\n", " i=int(n)\n", " c=daubechies2()\n", " while i>2:\n", " ov1=list(range(2,i,2))\n", " ov1.append(0)\n", " ev2=list(range(3,i,2))\n", " ev2.append(1)\n", " av=(c[0]*v[:,:i:2]+c[1]*v[:,1:i:2]+c[2]*v[:,ov1]+c[3]*v[:,ev2])\n", " dv=(c[3]*v[:,:i:2]-c[2]*v[:,1:i:2]+c[1]*v[:,ov1]-c[0]*v[:,ev2])\n", " v[:,:i]=np.hstack((av,dv))\n", " i=i//2\n", " return v\n", "\n", "## 2D Daubechies2 wavelet transzformáció\n", "def daub2(X):\n", " a = np.copy(X)\n", " a = daub1(a).T\n", " return daub1(a).T\n", "\n", "## inverz 1D Daubechies2 wavelet transzformáció\n", "def invdaub1(v):\n", " n=v.shape[1]\n", " i=4\n", " c=daubechies2()\n", " while i<=n:\n", " ivx=list(range(0,i//2-1))\n", " iv1=[i//2-1]\n", " iv1=iv1+ivx\n", " av=np.copy(v[:,0:i//2])\n", " dv=np.copy(v[:,i//2:i])\n", " v[:,:i:2]=c[0]*av+c[2]*av[:,iv1]+c[3]*dv+c[1]*dv[:,iv1]\n", " v[:,1:i:2]=c[1]*av+c[3]*av[:,iv1]-c[2]*dv-c[0]*dv[:,iv1]\n", " i=2*i\n", " return v\n", "\n", "## inverz 2D Daubechies2 wavelet transzformáció\n", "def invdaub2(X):\n", " a = np.copy(X)\n", " a = invdaub1(a).T\n", " return invdaub1(a).T\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most is nézzük meg, hogyan néz ki a Daubechies2 elemző wavelet." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "v=np.zeros((2,1024))\n", "v[:,4]=1\n", "iv=invdaub1(v)\n", "plt.plot(iv[1,:])\n", "plt.grid()\n", "plt.xlim([0,1025])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Elvégezzük a kép Daubechies2 DWT elemzését a már megírt függvényekkel, kiszámítjuk a diszkrét wavelet együtthatók mátrixát." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lh = daub2(l)\n", "plt.imshow(lh, cmap = plt.get_cmap('prism'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A kép így nem sokat mutat! Próbáljuk meg a logaritmikus normalizációt és az abszolút értéket." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/tg/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: RuntimeWarning: divide by zero encountered in log\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(np.log(abs(lh)), cmap = plt.get_cmap('prism'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Megint ellenőrizzük az inverz transzformációt." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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PMo6NYfBpOjyAT8cwUBhiK0+c4d2AnB5WYumpgQgEAkomk8b4+1SoJCMc8fp8D8Hw4QNC5clEFAfFw/twrxCYnNMbHwQuFAqZcSOuBKl4vsWHXL5wysNvzxdgVLzw8xygJu7ZoyDCiWkDw7N7Q+MzG8wHa4vieiXyHrZer1tmyHM8Hk3gHFg3H8NjKHgWj1JAnYQ1qVTKFN/XB3CteDxussh6ey4Bh4Jh8EQkxjGbzerMmTMmu8hbLBazMIK5Yy7gjXxKHP1otVp6/fXX9a1vfcuu0+v1lM1mFQweFV6xZmRcHreO4VgYBibee1/IFn4H5rEgKAHpJE++scAIgTQuJ/Y8BR4brxiLxSytJskKa3yefJqIJH6WNJFK4j58vQALRc7eW3UfzyMg/l4lTaRr+Yz/w9YjnAgGkJ979KGIz2z4lK8PKXwZsg9dfHrUoyeMozfM0hjOw/2QnZkuCOPaoASyPnxG5oB5Pzw8tHWe3vOBUgDH+RuGBHnyoR3z6rNXxOmSbO48mQlXtL+/b/OPzElHFZH5fF7PP/+8nR8kR5jg+SMcjUekGLdOp6PXX39db775plqtlmWHEomEOp2OMpmMyTTr57NRjzqOhWFgeIFgX4M0FlqveJ5gnFZO4C0EjreqEE7ekhKOcN52u63Dw8OJiki8GIvG/fq4HYXGuvuiG2lcO0DFJek2n4kgZ+1r6jmXT+VOZzXgXjA0ZCC855TGUBrB93DeC6c3mt4I8ROh5TwUHiWTSVsDT/5yHtAFpCkEr+cqcrmcJNl9svakqlOplDH70tgRQHQyRyiwR4nMGfMCeuHZQKu+cM3Xc/jaEZ+SHg6Hunnzpsrlss2Jz5BhGNbW1iaMk0egHI+jBI3EYjHbtHbnzh194xvfUK1WM+MOkY7s9Pt9+wzi0hvpRxnHxjCgRCizXxhpnPaS3k3O+LDD8wQoFQrC94jfCBdisZh5T1/WzPfD4fCEwCNMCBHwcNpL+viVn3g1D135G8IPH4DVhyztdDoTjD6D0KDT6Uwoy/T+EhQMMiqZTJpyY3i4FxTJh1cUQknj8miUeVpJMTr+dw+HOQ/XJrsDevOG0HM4GBXWCC+KkfdenrnyBCXnQdl9bYIn6DxS43N+ch0+4z4PDg5UKpUmKi6RPzIFV65c0dzcnBGX0/OEsfTQPxqNqlqt6vbt21anQBo+nU6bM8XZsYMT44KTeJxxbAwDggYCQFE8GvCkmS9IYvgF9N9j0fFWzWZTBwcHtijT2Q8PR70AcCzxpme0gZh8z3so/z3YZbwVQpFIJAzyorDckzT2BgiBNE71TcePGB7mxyMHaZwhgNRiLrknhAlOAHLTK7cnW329iDfAGCNfVOVjcO4FA4ixIFxIJpPK5XLGR+D5MBzAcZyGTzf6DAW/e+jPmngS1ZPF3AfPwH2ydswFYQ3Hra+vq1qtTtQsII/ZbFYrKyu6ePGioSS4hGAwaKGgJ3nT6bRarZbu3bun69evq1wu2/35CkqQn+dQMpmM6vX6RMj4qONYGAYftyOYPu4kru31epYv9guDMnrBm2afqU/Aa6JUpCvz+bwhFm9gvOEAvoIAsMR4ev8s057VM9vEkZ5o5Bjgpa/aw8MOBkc7OFFiai18STPX9kVCfl5BEShfs9mc8Fh4YB+KcW6MLffiMw2edPTPwPOimJ6YPDw8NJg/vV7UYVACTfFbJpOx52GOphXek8M+FPH1KL4+RJL9zac6MXLMK2vMd3BUzBso5caNG1ZA5Z1MNBpVKpXSc889p8XFxXetOfeBER8Oj/pRgBSoF+EfKXFJlnkCbfI7xp1076OOY2EYEBpJE54OIQY+YoWJPT1hKY09IdabxcXQ+FhzNBpZPpgiE2AtQuh3cXo2HSj+Xl4RQcCT8DnFRl6Z8IA+PYsHmy7zxmDx3FyfjU7+3Aizj+19LhuUQaYDQ8HccW8gHkKU0WikVqtl80zmAmVneMPO/JFuZB/HdKUgx2IcMKTcK4pLCTLKjSHDMKCMHuF4Y8MAcfhnppaF9fJhIkbC93jAu2MMKS5qNptGRPp7CIWOtrgnEgmdOXPmXXUKZMEwZPV6XXfv3tVbb72lVqs1ERKxfoFAQMVi0Yhyv5eIZ3vc4ibpfdpd+c8ZWPtpgisQCBhKgHtAsT1D7L2lh4/ecPg4EyFEcf21KUbCQyOUnBty1NfX+3STJxNJU/qiGL8hC0Vh+BCGZ/JkGxwBv0NkgqyYR+4Jw+O9XyQS0fLysnq9ntLptPL5vMHNhw8fWt8JH9oxLxgajI4vf0b4vUHzaM+nDH1aNBKJqNVqKZ1OSxr3pQBux+Nx41d8OXUqlZI0uZGKzlfSZCcrjzAIGUFUnl9hnX1mxhPKIA9/X/4eCMN2d3etX0MulzPZCwSONvGdP39ed+/e1e7urvEluVzOemwMBgM9fPhQb775piqVyoTcM6c4xoODg4m5xnBhVPv9vjmPRx3HwjB4SCYdLUwikZiwtl7gvafxguCNgV9okAChhq854B/1Ch5iko7EQpMFIZ7De0AATRdp8Xdp3KPAk2o+z+yV2p9rMBhY7QIGwce2zBdzw3MSb+KlSImlUinF43HNzMxoZ2dHi4uLBvlXVlYUjUa1urqqUqmkxcVF3bp1S/3+0Vbera0t86jMiUchxOlwIMB8jyZIL6J8zKvfJu0NKJ9hkFnTRCJhPARzBaJCXkB6zL1HQ/R1IAsDuvSGcFrpp0Mi/8zcK+Ptt99WLBbTmTNnJs4fCBz1jDx37pw+9rGP6S/+4i+sFB2jUKlUtLe3p7//+783RIQsgORSqZSFK76sHBKUUBLn4fXrUcaxCCWkyeYeKA9QDwUjhoPN9ULkyTkPTVESjAYEIMdO73+fjvunCTvPVJMKey9DMhwOzaMxRqORlWV7pcILQywibB4Swi0wQBG+ujGdTmtpaUkLCwsqFApKpVJaWloyoSkWi8pmszYH9E/s9/uan59XuVzW3NycqtWqMpmMHjx4oOXlZV28eFHf8z3fo6tXr+rMmTNKp9M2H6wHc+TnUZqsTJQ0MdeEiZ7cYz2lcTiDomP0PTk4GAwmlNyTmzgHYLonhIHrDJSMtfPo0jsLTzROK62vuwkGg3r48KH29/dtXjwXlkwmtbq6queee874gkwmo2azqa2tLX3729+2vTAQvCg6/AyIi3uH6+I61Kz4jN4j6+NjHf0+jdFoZDDVw1e8qa9s8wy6/74voGHxPRkpyVJ0wG8gJQVAnqiUZNuB+T8C7DfrSJqw1iiqZ/iB2sBpFB/0ASSHFJVk9+TrBXw1JYKB91hYWFAikZiowe90OqrX6xoMjvodzMzMaDgc2i5Tvw8EAQsEAtrd3VW9XjcEtbu7q263q+XlZX3oQx/SJz7xCb3wwgsTaADhZA2YI9bF1134cMinkuk5yee+hwQKhxxImjCmhC8+JTkdLnqEII3DV+aY4/1mKB8ysW48E3G/T637bFKn09H29vYEL4FRSaVSymazWltbs54UnU5H+/v7E+EDDoRKTE9Ke6TMGuB0SLEHAuMqyscZx8IwSOOejJlMxjzG4eGhKViz2VS9XrfPgJqeBAQdYLmnIbtXFgg/X9CE94J9Zi+Fr1PwGQbPSCNwGBDgnfdE0liYE4mEEWmENZKMVUZA2ew1DQUh9BKJhE6cOKFQ6KjUGY/hf87NzWk0Gtnmmnv37imRSKharerg4MB4iGg0qkajoeXlZXt2v0mMuU8kElpbW9NnP/tZ/eiP/qjF2vAeNJcFcmMUUGDITBAQ6+nXlPXwmQ3CpJmZGUmaiLf9DkI8JH/3hWwYGe4JYhtkQJjGWmMcfHZJGodOOC8MgjdK7XZbt2/fVrVanWhwzHMXCgWdPHlSH/rQhxSLxbSzs6OXX355IkxMpVJWowDS8BW90pHBazQaFj7l83kLTQij/fGPMo6NYcDD83AeBvp/PncrjSsCsazei2BJqXf3jDfC4CcdwffNPDyRBjkGgvHsOPdEPOnz257wGg6PmpoeHBxMpGIRJO5T0sQ9YqAKhYIKhYJ1vYaxb7fbyufzBq0xLMViUdVqVf3+0aadw8ND5fN5PXz4UNlsVr3e0XZ0GspGo1G1Wi0tLy+rXq9rZmZG4XBYzWbT5vrw8NBKcSORiD7zmc/oxRdftFAPA4uSSONt0CAfT/6x/uHw0S5Kvo8SeRIwEAhof39/Arb7uSKTxFpw7ek0oOcLPGfljdF0ybjPdmHcfPkx6M+HS71eTw8ePDB04VOkoL2nnnpKw+FQb7zxhhqNhqrVqh1HhWM0GrXQzxfxSeNaENAoNToYdB8yPeo4NuQjSp1IJCYq+VAYJpbNIsSfGBOfy0YhfU2Dj/GkcY9BavHxWiwyk+3hKUQOC8wmLk9GUVfgDYY0Dk+I+bzg8zsGBM9YLBZVLpd18eJFVSoVIwF94VKtVrPv+XAgEomoWCyqVqsplUqZ58jn82b4ksmk9vf3TZC9UlYqFZ04cULlclnz8/P2LIlEQs1m02oQ+P2DH/yg5ufn9cd//MeGlFAUGrwSj3vDgSH36z3tfXlWoDIb33zs7DMHoAvCpGQyaX0yCB05DjRBZsBfxxsDz5lwTubEGyAfMiFPm5ubWlhYUC6Xm+BIpCPlnp2dVSaT0dbWlhkiSdYDEjljeLmkSM2TjSATQulut/vYWYljgRjItWLlESyKkg4ODrSzs6Pd3V1jfz15xWQSYzN87p70pvfAvV7PYB7CSnzMPUBs8vlgMDDY6vdlUE/gawxAAngyUAx5fGkSfSCQZA/q9bpyuZxu376tUqmke/fuGbzHmGFEEEharAeDQT148MDKqROJhOLxuEqlktXS12o1y7tLmvB2wHJCJIwFiMuXgFMTcPbsWf3Mz/yMPvrRj5py43WnW9aTbWg0Ggaz4Uc4N3UZfr5YS88LeUJYkimlR28okz8fBKT35P46vj5luqiMuWfOpklR7pMQ5o033rAqRJSa72xvb+uP/uiPJjgIjH8ymVQmk5nw+sg+ckvqFhSEXoBiisWi7Z141HEsDIMn0TyjjRI1m02r6vIbTTxpNBgMbKL4vp9MiCWMA16WRSI9ynd9bwM2XRHb+bCm1WrZtux6vW4hBALD83n2ms98np1rfvjDH7ZQga5KPL80LpQKBAJWLsy9APFRBl7kMxoddUfa3t5WOp02JfWNa4bDodLptBqNhgqFgjKZjEajkQqFgqrVqprNporFoiGXSCSicrls3EG/31elUlEgENClS5f00ksvWThDBSPP7jMEGDWMDGuFEoIEEomEhV3eUCADhIM+DAHyT5ONfOY9u6/89MQpXAjyEI/H7Vo+e4Uh4990g59Go6GdnZ2JrMFoNFK9XteXv/xlbW5u2rU5B07Go16fCpZk1az9fl+pVGqCX+p2u8pms/bMj6WTj3X0+ziwrNPwv9VqqV6vTwiWZ7OlyXcv+rQSrchQ/ng8bg1U+B4oAQFAsHz5LOfF6HjOgxQRgpFMJu0avlwYI+Hz5RBj0hGjPDMzo3a7rb//+783pTs4OFC9Xjdkwn3zfBg6BBHD5XdyUvYN8gkGg7pz544ZpUuXLqnZbKrf76tQKJjA02oNso+aCHaazs3NTYRQhGWtVkuFQkE/9mM/pmKxaJwH15hWOt+2DLTgm+yifHhHjIM0zghxf/RX4FzSZIdv35EKpUPJMUbeWIMqUC6yJ77eAcSCAfHPIck27d29e3cirK3X67p//76+/OUvW5dsz43h/ECnZNOkcY0FBnAwGGh/f98yYZFIRDMzM4pGo2o2myqXy4+lj8fCMHjojfcjTba1taXNzU3LlUuTHWl8GoYJnzYaeChSlL5SEK+F96a1vD839+ZDiUgkYqEDxgFY7jMZPnTgnrwnIYsCtP/qV7+q5eXliQYt0WhUh4eHyuVydjz3xfX8Hg4/H8wnaUvgbC6XM/RATQNpM9YhFAoZt9Pv91Wv1xWJRJTNZm0NgK3SuNAK8hfj8EM/9EMGdVutlnFGnBtGnfUD/aCQ3piCEAgNfCxP2pA1RWExTBgXUp7UwyAnoC0UcrrWxO/RYC19OpFUIkbc71fBm1+7dk21Wk0bGxv67//9v+vzn/+8yadP4UI003/UIySem70X8HK+EjSXyyleOdl3AAAgAElEQVQej2t/f1+VSmUiRHqUcWwMA1tnEUaEp1arWYyMNfWlyMA6T+h4ssgriv+cakOOiUQi1iXZKzD/9/UGnEua3C5OPwCgpa9yBK6SQUCIEARJqlQqpmz8Df6CvgU+HkaYfE7bzwUxPHX0lUpFuVzOIHar1VImk1Gj0VAymdT29rYkTXRg7nQ6KpfLSiQSyuVyKpVKFq/SYclvIILkwoiEQiGtra3p05/+tHWgwkD71PA0IvLwF8TjNxx5Q81AGYHyGG9PKEvjLIXnk3wtAmgCI4kxYWAoYf3955wPGWXuvYGvVCr6wz/8Q/3u7/6ubRDj/nFYVGf6vSCgleFwqEKhYBkkEBwGDfTG3Plajkcdx8IweOVhAQ4ODqx2gcknxy1NVgt6JUWoPCnFNfA6FO4AuT109htbpHG5NvfIG4hR5n6/by8Sea9X57GgnItc/XRa7+mnn1a73TarD2zk3K1Wa6K5ii/NhndAwCAx8SiDwUDFYtGItt3dXZsD6chI7uzsaHZ2VltbWyoUCkqn02o2m8pms5qbmzNvOTc3p3q9bgU6pDFJCXc6HcXjcQs5mMfV1VV99rOfNQNKxykcAPDe8wEoOjAbY07oEgwGJxAU3/OboUBRnG84PNqx6MlTn9YbDocTjYalcfMf5IdYH+PkOQ3WmDXE6VD2HIvF9Dd/8zf60pe+pFarpXD4qFExJfnTNTKcB3Lap1txYtFo1Mj7WCym2dlZhcNhbW1t6fDwUOl0Wp/4xCceSyePhWGQJsueu92uwS1gL8cA832dAVadhZtWSN81CAXHgnrISqGOZ5g9PJXGcSzeEoHAUHFNPDdGBx6C83HuVqultbU13bp1S6lUylJQntjzZd0Qi+wRqdVqJhj7+/tmyDAKPHu9Xpd05MkLhYJ5YwhdyM1cLmcK6XflkRZFcRDqbDZr0JwiKIxeuVxWqVQyA/zUU0/pN3/zN/Xrv/7r+uVf/mW1223V63XLTHiU5esTvEcfDAZm7JhzYD+pSH6CHPy5qtWq6vW61YGAVKXJ/R8+neqvBSdBpgO5AGFguFBerp3L5RQOh3Xjxg195StfsefFkBGaYRQIWZAxDBvKD1EvTb5pPZvNqlar6c6dO+p0OlpYWNDnPvc5fexjH3ssfTwWhsEX+LRaLXtpKMLniSYmByFBaUETCDXxLgsdDh81vWBnpLfMFN1AelFV6IuYCCsQCog8SD+fOmWhPFJIJBK24NIYjlILUCqVjAuA65DGmRVCjI2NDQsH8IqxWEyVSkWFQsGu3e12jZdB0DEgxNbE8uy2bDQamp2dtS3HvPbs4OBAuVzOFBjl3NnZsXCGbevBYFD1el31el0XL17UysqK5ufnbbNTPp/X8vKynnnmGf3bf/tvJY33W+AUplOG/X7fNl/Bm2BsMCJ++7qvPen3+xMv54E/oQKW/QggB09sYgjx/NJ456UnNJELUCpzDQ/Ai3p2d3f17W9/23ZU+lQohsbvkcHgsh6JREKFQkHhcFj7+/t2rHRUfIeh5rmTyaSef/55nTx50nZ6Puo4FgVOpAT7/aPmEuVyWdvb2+aJgZDJZNIgnIfr5JSlMTrAymOJu92uQVaKkDyphTDh9bgGeWuExu9gJOZFKPEYhCNsn8XDengI4snn8/r6179untH3dfBZBp5tZmbGCEeEEqUhJuUeQUFAeoqmtra2zJPm83ltb29bzUevd/S+yFKppGw2q4WFBd2/f1/hcFjFYlH1et3CqFQqpUqlYsx3PB7X8vKyGeNOp2MGFmGHLwoGg/rxH/9xVatV/eVf/qWFDCibL1jCIXhegNjdd5LGqAC9WTfkJxgMqlQqWbo2FotZ4xfWxm9pRzY9v4Qz4XPkxDssUKvPlh0cHOjP//zP9dZbb9n1/Ju9/ZvXPELxG/4KhYIZfLaps4EslUrZ9u7Dw0Nls1k9++yz+shHPjLR7+NRx7FADD79Vq1WzRqORuPX1vm0oicBfbrGewty4L5KEHSA4ZDGkJ/FhqeYTvthSPC0PqWKJ0MZpbGnR6j934C/o9FIOzs7FuJ4lJDJZAzOhkIhq5qDTOTcFMgQQnS7Xc3NzRnv0Gq1rK24JG1sbKjVallJ9mAw0NLSkhU7SUfh1czMjNLptKrVqpaXlw3VsAtwfX1d9Xpde3t7SiQSWl1d1cLCgikJPQJ81gQPiNJFIhF99rOf1ZkzZ3R4eGj7QoDOOAXWifvFMHnZ8WtMytHXNEiyZrmgoHK5rHa7bWk+aZwxgovyNQvTYapHFv4nWShCR3gdDCx1HaAhHKBvuCPJDCHGh7R9s9m0l+5Eo1HbX1Qul40Av3jxop555hkLR/5V1jFgoX0MCASESPPHAudQBmnynQO+Ok8aT/RoNFI2m1UmkzGD40kuPL3nClg0rg3HIR0pMDCRe/JkGGQmguubtuAteFbPGvM7npB4st/vK5fLqdc7eqVdNpvV7u6uFhcXLXUZCoVULpdVKBSs3JZ0Fex0MplUoVBQvV5XIpFQrVZTJpOxvg/hcNi4AdqRw2tsb29ra2tL3W5X6XRaa2trmpmZsbJrSNLp54G0RbGpJ1hYWNAXvvAFM7YI/3SnKkYmkzGjj8J77ghlxbt7hQAxDodHb6ve2tpSvV63KltqLVhr5gPn4mXJr/VgMN54hSHxhGCpVNK3vvUtI1zJHPATIpeQAvnh+QhXcTagJUjRQOCon2QgEFC1WtUHP/hBXb58WYVCwZDW477U9liEEsPhUKVSSXt7e9rb21O73baiEGlcKcdkYyn9HgWUGSFEGT3cA1Z6YaFqD89DfAjJgyB5r+TDmEajYaQhiAJvx+/wFL4SkspBPzhHr9dTrVazwhZeSkKLdpBKs9nU3NycZTMItxAoev6lUinNzs6qVCqZIUQwyXT0+31ls1mVSiUVi0UVi0Vtb29raWlJo9FIe3t7qlarmp2d1cLCgorF4rsyG4QOhBHUh0iy6kWYdVh40pmf+9zn9N/+238zhWbDmq+CxMOmUilDh5ImSqmZY48oWTP2xrC+/X5fDx8+NM6ESlKQm09d4jy8E5kOY6k2hL9iHv7qr/5Kr732mobDox4dcGeQo9TBSEeZJdYEw0yYiPOEVM5kMsZ1IdNra2u6dOmSlpaWLCxmzR9nHBvE0O12ValUzKt5FpbFJmvhPb1nijEefrH8NVB8rD4GhEX0SAMYKI2FjHvgHN1u15AHg8WTNBGPkg7FaFAd6QlU7isSiZhhnN7zj3dCiBH6UqmkfD5v1zo4OND8/LxGo5Hy+byhg1DoaCMVG6GoN4hEIjo4OLDqS4SyXq/r3r17KpVKOnnypNbW1pTP5yeqSAkB6CokjYudgNLwC8wJawraeumll+zN0HwXZSBDApz3aALlpPDMp4k9OYthxvBT10GdDKXnnMs3QvHVlz4d7glIDB1cgXRkKB4+fKibN29qNBrpqaeeUjabNadGkRk8AoYW44PxhhiXxhurQE7D4VCZTEaxWEwrKytaXV219vQgs0ql8q9zE9VwOLS0GdYcIkrSRMzoFRdYiqHg4SEFfQ0CJB0K5uNBXyUHdwDJQwzouwD5+BJD4fPcHlH4UAIjtr+/b7EgrLVPPxFyoBSJRMLy4LVabaJNeCaTsZCBoqR2u635+XkdHBwok8moWq3a3BC+eFjPs87Nzanb7ZrH3N/f19tvv61MJqMXX3xRy8vLZvT29vbsu+z/BzFMFx3h0fDskI/MC17zp37qp5TJZAxVUNDVaDSsYpP58QSfT0/i3X1zFk9+8jlGhAwFaVYITNYUvopzEzrAg6DkyKDnrmq1mt544w2D/Pfv37dOz3jzWq020cgFdESJPNwCISVZLOQBQxWPxzU/P69isWhyjKzmcrl/+U1UgUDg9wOBwG4gELjmPpsJBAL/XyAQuPXOz8I7nwcCgcD/GQgEbgcCge8EAoEPPspNDAYDbW1tWUznMwxYegghFoNFgzFmwTz5hBf2QgSk8kjDFwvhvb239/XqnN+HHcB7ClQQjk6nY96UBhsIFYQc3gyik8VGuDFSEIarq6v2/Bgo7oe5JF7GK8/Ozhps39jYMC4FL0yOnRTXnTt3dOPGDVUqFV2+fFnPPffcBGtOBsKjERSD3ZyVSsXCMRAQGZJGo6FarWYFbHQrOn/+vH7t137N+A42knni0m+Uw5ijVJB1eF7WznM0BwcHtocGYnNvb0+STEn5O+vjSWefbsaQI1M+NV4ul/Xqq6/qlVdesRoQZDAUClmfUOZGkhknZJ30PbwEz4SB4PlmZma0tramp556SvPz80YAwwPNzc3ZfpRHHY+CGP5A0ktTn/0HSX81Go0uSPqrd36XpE9JuvDOvy9K+r8e5Sb6/b6xtEBtBsaB8lxJpijS5DsXWTgWRxoXnnh+AmNArOuvCTknjdEEMR9emolHMcki4OFR8GAwqHQ6PREbg2RSqZRCoZB5EEmWesL77e/vG0eQz+cNBQQCAduSXavVlM1m1W63lcvltLW1pfn5efPkbIQql8vq9XqanZ3VaDRSLpdTtVqVdKQYyWRSjUZDd+7c0cOHD7W8vKznn3/eMhy+4xKNWIPBo14Dw+HQmsFQHUkREpWO1WpVpVJpovTYQ3XS1aurq/qlX/olXb16VblcboLQ9HUgoDcfGjJ3FArhEKgshKdB5jAguVzOGH3SsSA6ZEKabDY8XU6P0eTYjY0NvfLKKxYWecPCc9DLwqdipaOaBOoVeBbuHSKSgrdEIqHZ2VkjmzE+hHn+5UWPM/7Jb4xGo69K2p/6+Icl/Zd3/v9fJH3Gff7/jI7GK5LygUBg6Z+6BhOHUnmrjCKiNFh+HyL4KjLCDGJdjkGQYMeJozFGVBQiyHhhv3nLv6Ldp0eDwaDVPrAoGA7+pdNpS4sdHh5ayimRSBjUnm7zTt3GaDSyPQ0ISTabVavV0uzsrDqdjubm5hQOh7WysqJaraZgMKhqtWoGFYXY2toyz5tIJFSv123zVK1W0927d/XJT35SKysrSqVSqlarRrbh4UBw9Xrd+ArQFkaaTFOz2TSyDELRN+5l/UlB9/t9feADH9DP/dzP6ZOf/KQVpLHOvgoVJcDwYpj8JjjmzpOgvqo1Go3q9u3bunnzpg4PDy1lDkLheTxKlWSy4glW0F6n09Grr75qMivJwuNsNmsOCjKSQdjq5c2XYw8GA2vFR2g2NzenhYUFQyCcR5KVtvvs3aOOfy7HsDAajbYk6Z2f8+98fkLSQ3fc+jufvWsEAoEvBgKBbwQCgW/gkTECHvJLk8U+0wVG0rifvi8DZvhCEz5nsqnsk2SW2VtXQhT+D7HZ6XRMyFk0/3eYb7xFIBCYaEuH90Nw8AKS7IUusNtAWhSH1KAXSCA7oRFGhGv1ej17TuaXa1PNeP36dWUyGX3mM59RNps1Q0mPhna7bdt36fTEM+RyOSuiYl/HYDBQNps1GM+zSJP5fuYQpfbE3xe+8AX9yI/8iBUyUV3p33nBdwjjOD/GBJIaI0GYSTbKZ1Xu3r2rUqmk3d1dM2zT9TE4H2QV9OBR340bN7S+vm5v0UKGmFOcG1kjwj4yI5SlE9ohx57wDIVCOn36tNbW1iyFjXMEtWGAfBr3Uce/NPn4Xi/Ie8++1aPR6D+PRqMXRqPRC8TwvqyU3XHEjJ7Y46ekCXSAQfGZA3++6XoBJlgak2QIJUruqx6lcXegZrNpFY2cy3sHv+9jdXXVagnK5bJlYTxxyb3T/BPBxDP1ej3l83l73kAgoPn5eQ2HQ8sk0LNiMBhoZmbGDCr8RafTUbFYtCpDdlVubW3pxIkTE70YgKv0V/SZGUhOjFWj0bAuQXgy/44O1g9lwlBBAhNGSuPX97Er8FOf+pSuXr1qaAvjgrLCE7BXhvX0KWvCPWm8scmThshJs9m0pjSQknhorstPUNd0SLO7u6u/+7u/swY+pFY9TwY5Dj/gUW8wGDTeBcPLuXnGYDCo5eVlnT9/3tocIlO1Ws1QnUfVyO+jjn+uYdghRHjn5+47n69LWnXHrUjafJQToigYAL/rDSiEsuKBPYtPnIaH9MqMAFBA40tYgYOcg4oySSbcTLonrBBw9vB77z0YDCycSKVSunr1qgmZ92zSuE6e+x0MBqpUKhOQ2JdWN5tNS1nRd7FSqVhNgo9hyXFHo1Hrx3D//n11u117K7MkfeQjH9H58+ft2SC5Wq2WeblkMmkbsdLptDWQYQ6YX4hNeAgUf5ooxcC/I0NqNBqmNN6AJJNJ/fRP/7SKxeJEtmI6pPS7MskkeFmari8BRQyHQ9tU1m63jRS9f//+u3azIkc+9e0h+vr6ul599VWtr69PhFRkbeA/2u22ZmdnlU6ntbe3Z/fF3Hln5Mlsz2edOnXKGrEgQ8gvfAP/kMvHGf9cw/D/Svr8O///vKQ/dp//1DvZiQ9LqhFy/GMDD4XiMak8LMrOpKHUPLRPWUmT2Qy8BouMsuNRqBjsdDoG24B3FJP4WJPzT6dKEWQvsN1uVz/wAz+gBw8emFf0qUYvwPyTxjs4acJBHp8yY7gGCNVWq6X9/X3NzMwY0cb1fI8I/k89xVNPPaUrV65MFMxQEFMqlWzuUqmUarWaGQTCLmJYX/wTiUSUyWS0v7+vaDRquz992havRw0EBomNVB45hsNhra6u6hd/8RetY1Snc9TVGmM8XZHqx3uhRBQWz8o2++FwqL29Pd26dUulUknb29sql8tWHQl5iOyhuKC9a9eu6dVXX7W/4TTgeEB+ksyoeoQKIU7NCRv6MMogh+/93u/V008/bZWNGJxsNmubqHAOONvHHY+SrvxDSS9LWgsEAuuBQOALkv4PSZ8IBAK3JH3ind8l6U8l3ZV0W9L/Lel/f6SbcBNNdR8sL14Fko5UEv/3D4+i+hoCFBZF9LEWcA7FxqNJ4xezYoVR5nfmZGKDjo9VJRkMTafTWlxctHJioCfDex7KmVFQGGmYa5Q7k8kol8uZ0Xj48KEymYyko7qDZDKpcrls3EAikbDPKeAJhUL6yEc+onQ6banBTCaj4XBohCT9IgOBo3btkKtkNSKRiPV/HI1GRnQCsVFqzoMhpWiJFudU9kHgYix9jB+LxfTRj35UMzMzRgzCE0iTXbyk8Z4JEIiXMQwOVYPwEB7i12o17e3tqVKpqFQqqdVq6dKlS/o3/+bf6KWXXtLKyoohuFwuZ1mir33ta1Z5S8cqSvv9bl6yC76+gneYwiswf4RdHPv0009rcXFxwjmVy2VlMhnjtpB/XxH8uHsl/smS6NFo9O//gT99/D2OHUn6uce6g3cGZBCL6iEhRR7pdNoKfrCweCKfsWAB+D2ZTNr7/DwDTgNYn+f2dQ9YcozRdJEIhszHmJ5c+uQnP6l2u6319XUrIPIdnOgPybmB3SgLeX72Y9BKjtCg3+9rdnZWe3t7WlhYMBab3aOSrCBqfX1d7XZbi4uL+tjHPmZbxyEYt7e37QW+dA9Kp9O2RTifz9vzk4HgJayxWMxeW+d3rLJVHKNMNsjH3qPRyAhLekx4ROHb533+85/XL/zCL1gYcHBwYF4ZJcJogTh9hyuuNRwO7eU7oAacDd+rVquqVqv6wR/8Qb344ouamZmxZ7hy5YpWVlY0Nzeng4MDff3rX9crr7xiKMQ3APKhBmGSz6aA0qgFQZEpgEImk8mkzpw5Y7tXuU/CtkKhYPPndQGEA1p71HFs9kr4zSPhcNjIG/rZwbDC5pLnRSGZcGJbBukjH2b4kMTHt6AVvue9XzQaVbVafddeDao1fSkwHvLKlSt68803tbm5aUKF4BJPUvoMyYqXpkcEMBTPCYLgfrnX/f19M1LD4VAPHjzQzMyMwfXZ2Vl9+MMfNk9/5swZC5d2dnZMIIGvGxsbqlQqyufzVi+BR2ffAZWVkIAQvxRT+TCJasfFxUXLLHD/8CFkX+CQCJMwms8++6zOnz8/8XJdzzEEAgHr9iSNN8Dhif2cU0HIfAPp6Ty1srKi3/u93zPnsbm5qYODAy0uLtrr/gaDgfL5vGZnZ/WVr3zFUtA8V7vdVjqdtn6epN2njR5hkN8eHovFVK1WLcT9ru/6LutvgVxggEE/8EFk6Xzm6nHDiWNREg3jSlUbRTmQKnh54BAPTK2ANE6B+ZJWvISvXQfCYpWBftK4vNmHFyjMdJks14YE5BoQWslkUu1227ba8hwsqO8GjKclbPE1Eel02lJstIdnf32/f9QlCW9OUdS9e/eUTqd1//59lctlZbNZPf/88zo4OFA4HFYul7OqwsPDQxP+YPBoq/n29rZmZ2e1vLxsoQnCi0dEieF/fFiGkTg4ODCDxryS1kylUhPr5zdAgVp8RSMe+Md+7MeshJn5ZH1g95Gd6dDRp0l9+TOyBJ/1wz/8w/qP//E/Wjek+/fvKxaLaWlpSZlMxl4OvLCwoFQqpXQ6rZ/4iZ+YKN6CeA6Hw8YnhMNhe38onA/pTJ4f9INMwZOdOHFCs7OzViSH3CQSCauq9boEH+KLsh5nHBvEwD55hMYX/ITDYSO/qArkQSGTpHGnIqCW/zvvUwReYohQfBhcryTSuN8eQotR8kShr4wjpr18+bL29/ftHQ0svi9u4ZwghV7v6JVywHwabpDNCAaD2t7eVjKZVKlUUrVa1enTp43PqFQqisfjWlhY0M7OjpLJpC5evKinnnrKQpF0Oq3NzaNEEUx/IBCwt1tHIhGdOXPG+JZms6lcLmeelXmWNFE8BXFIOBSNRq3tPEqKdwct+NJslBhB5g1LrAEbjT784Q/rmWeemShAQpl425U36NKYg/BENAaecJVszs///M/r05/+tIrFokqlkr75zW9qbW1NhULBkB4p4cFgYKHM933f95nDQG5JuzJXhKQgHBySz5R5YnQwGGh+fl4zMzNaWFhQPp+38IznJCPky+LRD87j//ao41ggBh6U3WmBwOTbfSHhpHExk09F8tNbRS+MFNuQdgOZ+JSVL+EFGfg8N9ekY5DviuPTQni3j3/84xoMBtrd3bV0IooDVJY08VascDhsYU273bY0Wi6XU6VSUbVaVa/X02uvvaZMJqNz587ZeXd2dtTv93X//n2rzf/EJz6h5eVl9ft9zczMKBQKaWdnR71ez0qUi8WiRqOjRiJnzpxRPp+37e/wCL4CFKQgaSL8qdfrqtVqVm9Bi3lfQ0AoRXWoN9rML/MAVxIIBKx5ayAQULFY1K/+6q9qf3/fPDHNZWnEIskQof+/R2jlctkqULvdri5fvqz/+l//q37yJ39SoVDIWrBdvXpVKysrpvR8x/cPCYVC1gyHXaqEn9I4C+NRLX1McU7IKs6JMCWdTuu7v/u7tbCwYEQpHbuKxaKR7aA0adwoBkTmiwEfdRwbwyCNi0+850f4EEzPrDN8GTUe3KcqfXEHaR3/2i9fw0D1JJbbb8YiLeo9G6nRYDBoJGE4HNbs7KxVMEoyyM5Ccm/sh6C1O2+94oUr6XRapVLJ+lU2m02dOXNG0jg0wkPs7OzYRqWrV69aVgQi079fIZVKqVAo6Nq1a1ZRiUH28ShseDKZtCxQt9s1BAZHkUgkNDc3p2QyacI7Gh3tjMTL+fNisIHBrJvPJiDcXIeU4fz8vC5evGhoh5jcFxuBQDDuNH+Fm8AphEIhLSws6Hd+53d04cIFVatVvfzyy+r3+zp58qTxNoQZzActCD1R7g28NK4HgcuRZOQrm6OQm16vZ2lj5jkej+vSpUuanZ01eYCL4764Ds8DUesLnB636lE6JqGEryrzlpNJRBgQaF9Jh1fy6R8fWkhHBUIoEOeVjpQVqwtU9jCR3DOxK0aAKkruDRgIf3D69Gn1ej1VKhWtrq7q+vXr5nG63a5Vu/X7fdt8xItj6cQjSbu7uwYfS6WSZmZmLAOwv7+v0WhkoQZx5ZUrVwwFAEfhbUhDzs/Pa319XZVKRWtra5ZNYXff4uLiRMq4Wq0qm80aWoKELZVKisfjmp2dnegozRxT5ovHxzAivKBD7wl9rwUfEiL8ZKN+9md/Vn/wB39gPANFXyAG1sen6UAKDx8+VK/X0+nTp/XFL35R/+7f/TuFw0ft1u/du6fnnntOs7OzE2loX+VIWAPRCbk9XSEZi8WswhReBkPF+eATQInU66RSKV2+fFmXLl2yc2AkId4xRr4Iapq4BnU97jg2iAHYRXyIEvMP2In1JSXj05J+crCWKK33+pKMgYdA830EgMqgBrwZsT/Kxu8+BTUcDrWysmLI5Pbt27aHAE/Sbh+9L4JsAfvl2+22dfPtdDqan5/X4eGhMpnMRJFRq9XSqVOn7DX2vPR3bm7O0FAoFFKlUrHeD5HI0duvo9Go7ty5o2w2a3yG33gGL4CQktIrl8uKx+Mql8uKxWLa3t5WPB5XPp/XYDCwEmfi9lBo3GSGjUKEIfA0EMHcIwgMg+TLzPmJUV9cXNTP/MzPWN5ekikDSMBzDBQXUe587tw5/fZv/7Z+6Id+SKFQSLdu3dLGxoY+8IEPaG5uztae72EkWEOQjQ81+Y6XMxAaHlyS7ajM5/MmaxDfpKHD4bDOnDlj3cFYI4ra/Bz5Ghqu74uccEKPM46FYZAm3yzMouLJWWw+Y5LxPr5UmklEAIFepAV92pIJ9jX+TCYGBU8IXMWT+lblZD6Ik7/7u7/bMhLVatXy0b4HJLULkFfsuahWq2Zg7ty5MyEAs7Oz5q12dnbMy25vb+vUqVO6cuWKbR2em5vT5uamvd2K2oiNjQ1LuRGX4rGoW6hWq8rlciaI5Mr39vYUCoW0ubmp1dVVi4V9uzkfA8MPYUD9OgeDQb399tu6du2avWUMY+5Tu77/Ah6TcvPZ2Vm99NJLlqbzpdKSTJngM0Axn/rUp/Sbv/mbOnXqlMrlst544w212209/fTTthOT6xM6IRMQzN5AUG4tjfuAYvxABcipl3PSo1SRsp8mFArp7NmzRngi94/aWcAAACAASURBVGSp4G18tsEjFQy0RxI+nH6UcSxCCZQdRUd5ff87SRML3u12J6wpk8Akciz8hN+Rh2VH0ICnHnF48orz+0zEdCwJM47AQiKSWdje3jbBxIumUimrWkOBisWiGbbV1VV7dnbQ8Sr6dDptPRZ+4Ad+wLIsZCdKpZJlEzKZjN58802trKzoqaeesg1XcDjLy8sTJdWU32KUKbnd29uz9mGkImdmZgxFkU4lpMNrEXKRth2NRrp3755lSXwZud/a7L2xb+kvjV9Es7CwoE9/+tP6i7/4i4m0M6Xh7XbbuJW1tTX90i/9koVibEEvFotaWFgwjgCDwnp7SO6rXzFkHOcL4vxLefkcA0KY6utfCLfi8bief/55Pf/88+9qfMt2dQbGGMOI0SIkJszwuvOo49gYBpSBZplAfISMOBJiBTjv6wzIA0ua8OaDwcC63jCRPkTAOJDG9IOiFR+qIKSUu0rj+gm/0Ldu3TKE4FuRY3Ro+MoeiNnZ2QnjBUT0nte3Cg8Gg7pw4YJGo5EWFxe1t7c3UT0KUXn9+nUTfLwJ9z0ajbSxsaFMJqONjQ3rG0kGJ5lMand3V5ubm1paWpoo60XpPGHJ+VutlnExvuR3MBjo29/+tuLxuFZWViZSw6A7DAC8jw/V6MkgjSsw0+m0VldXrd6CQiKUZXl5Wc8995yFPTdu3FA4HDYOiJ4FzB2EMYbC7/Mg7OWeuBeuBU8ECexhPMfjhMikkFkJh4/6aZAdwiCQ0vWIlnnl/Oz0hRcjxU5Y8rjjWIQSQCIeigfxVpJUFBYRC+y5AzIZIA6YW8gwz0iT3iRt2euNXziLF2CjEsdIMoOAovtFR4hYmFwup9nZ2QlGnvvjLca7u7uKRqPK5/PmHba2tswjMSc7OzvmwWGtL168aARerVYzog/IWa/X9Td/8zdaXV213o8QU5Q3kxbc2toyb7e8vGxl16+//rrq9bpOnz6tTCajWq2mSqVi99fv97W5uWn8wc7OzkRVIyiAOP+1117ThQsXzCiwJl5h+v2jRq1+vlm3aDQ6sZmMeT99+rStgzfcxWJR3/M936PFxUX1ej3dunXLXtpz/vx5a6pLoRYhHfcEmpTG3b1JmfvsB70VeM5qtWp7WCh4w6lhVJg/iNlEIqELFy5oaWnJXi5D4RjX9+GDRy9k7wi76Bbu0/mPM44FYmD4QhMUjEXDMvpYijjWk1YcMx2DAWOlccMMYK6/JpOMQkoyBIMyoOi+lJX7p/ad/gFU/lFLAKJIp9Oq1WqamZmZyKZEo1FTTEpxE4mE8vm8cSn1el0f+chHVC6XTVEoesrn8+p2u+b9af/e6/XM08ViMZXLZQuZRqORisWihRcYic3NTa2srNhcQJpFo1E1Gg0zPuzy29nZ0fz8vHXHYi3eeust64584cIFW9Pd3V3bbERFH/dHmAXByjGENhhAXpTj93fEYjFduXJFmUxGMzMzVs6cTCaNQ7hw4YLxDpImqmpBPYQPPqbnODgmZO3ll1+e6BCNXIIoSE9KmugoBQqEZ7lw4YKtoS94Ylfue+198DU9rKcnYR83jJCOCWLwA5IQaAZq8HDSM9/UlkvjVl4Iiq9EJHzw2Y9wOKz5+aPmU76mHugujZu5ANuksfUFZUiyvP7q6qpCoaPW4CdPnjR0QVoReNxqtawsmA5I8CwU0JRKJSUSCctK9Pt97e/v6/Tp06pUKhMFPdVq1d5fuLOzY4SW353JK+Vu3bo1sR2YUuiFhQWDv7dv39bi4qJBWSA6dQrRaFS7u7uKRCL2diyKmpj70Wikra0tQyxkKjY3N1UulzU/P690Om2lwxhanxLEE08jNzxpo9EwBLW6uqper6dz585pZWVFoVBIN2/etM1hnc7RS15zudxEqIa3JSzFOGE4SYlSN4FjgOCWpNu3b5vsRCJH78Ug/GWvB4VxXBslBkXOzMwol8uZASebRmoXowCS8Jwa8j9NhPLzcRHDsTIMPCSeFqgO/+CzDiAIFhfEAOHi89ccy+QSR7ZaLT18+NAWgUG5Kd/zmQwPAd9rs9YzzzxjJCHbnX3dOpbf1wMMBgN7dflwOLRX0OdyOeMCWq2WarWaLly4YMYTzwC/MhgM7B0G+XzeXvWXyWQUiYy7O8diMXt/Ja3rQ6GQ7QCtVCq2WYft2tVq1QRtMBhYPLu/v69sNqv9/X2Dw7S9I+UK0mBfwfLysrHrGHuqNUljQqay3t1u14rB/PZ1lLPRaGhpaUlXr17V8vKyarWaarWaCoWCvecxk8nY2vs0JMZ4Gm3iiQmxpsudub4k/e3f/q0kWXUq7eFYV1AqaW/ka35+3hr9XrhwweYOmacaWBpvGPO1Osie/923CJjeL/So41iEEr6uu91uW0ENcSsQCuH3+WkEw6cyERqfokEppcn3HRJj+1gXYs2XtPI3LL2vPiNVFo/HdeXKFSsWwkMMh0NrMuJbsOEhub4vyabGAs++u7ur06dPG0qgPbskLS8va3t7W2+//bZOnTpl94gQ7+3t2ctgQCBUM9IhOhwO6+bNm1YpOTMzY5kIiDBQCiit1zvqsLS9vW2bg3Z2dqxylHAok8nYFnI4o2KxqFqtZuvD1niUb3d31+5zMBhYrUmlUrGajwcPHlg7ung8rmQyqc3NTbVaLZ07d84M+cLCghkYKmhRfs8nee+Nc5COCs1CoZBtLccBkcqsVqu6ceOGpWVZw2Bw8iW6y8vLdv/cA68HPHv2rE6cOKFgMGhGiEpIn2nw+uIrGn1FLcYA+fGE6iPr5GMd/T4NFA9OgRgMwYc4pFhEGocckibifzwAQjG9f8JDSN9OHhjv424EhYWGe/BFWL5+QpKV8i4sLNhbiRcWFiy3DTEkHTWfoSNSr9fT3bt3zZNiACD7zp49a28cIt6u1+uW8trf37e27fSXAA5TXcm90aSVHhUbGxvW9xEuY2Njw2oqQEc0dfGl1cHg0XspWq2WFT8BzUFHFKT5RiwoOp6b9G4kEtH29rYKhYIhQ+aj0+mo0Wio1Wppb29PgUBACwsLWlxc1HA41MbGhlKplG0pJ7xBMai5mM4y+EpLUAtrXKlUrEEvxJ7Pdo1GI/2P//E/zLPjMEgV4xxCoZBKpZKdYzgcqlwum+HilX/SmKD2pLr/x3lBEl6G0Ru/SYy/Pc44VoYBxAC0RUml8XZSUALpHW9JqXkA6rG4LDoLz/UgFbGsQD3IJ49C4Dr4PmQmBgiYzeYYCosWFhZsLz6l3b6XoI9tz549a1mZer1uefaTJ09qdnbWDFoweNTxaXl5WaFQSN/85jeVz+dN0fr9vm0a297e1mAwsIq6paWlibZt3W7Xmrnk83kzIBCUlG8zaEjrC8x4tSBz6FOZvIk7kUgom82qWq1OsOu+WhGyjE5NbEFn0BZ/a2tLp0+f1rPPPqtOp6O3335bW1tbmp2dtTJlDBxy0el0rLeDNPmGakhGXxRE7cTDhw8tLAThkDLF6fz+7//+RDk0peWe/+J6KDPHBgIBa8RLfwa2U2NQqNnw98tz+T0R3ogwPA/yOONYhBLSmPzDAyJ8nnCkoMmzstQIoJy+PJUKOo4FovE76STPQns46XPmeAhfcANchiyTjhStVCopEolobW1N9+/f1+XLl807QGSSU79z546Wl5eNcZ+dnTXBIg2XzWatHTzZgaWlJX3zm99UNBrVBz7wAYPg/CQrQKFUoVDQw4cP9cYbb+jMmTNWVZlOp+379FFk63k+n9fm5qai0ahmZ2ftLU4gGVAAnacR1Dt37pgHpQYEaDwcDi2k4HmoucAwgRofPHigUCikubk57e3t6fDwUCdPntTly5dVrVa1vb1tWQgMI4bdGxtfEo/MwCEQ7vC5J7XfeOMNCwOkI8f1yiuvaHl5WUtLSxoMBvrGN76hzc1NC818atwrMGiTrAot+k6cOKGTJ0+aowEdUVeDASXUlGTICpnEoPnNamRXfM3DY+nj4yrw+zF4QGAcnpH4H2XFK/lFptqQnLgnElFeHxpEo1Ej9FBmJlCSFVN5xtdXrCFI4XB44q3LkHpkJLLZrO7evatsNqu33nrL8uOdTkeFQsEIrXw+b8RisVi03PzBwYEuXLhguwYpYGm32yoWi/rOd76j4XBokNWHToQOgUDA2ovfu3fPjC3PDflJSTSGGCQFGy7JDAQkK+FeoVCwmgzpKB6HxyB0ohwc3oZY3dd9hMNh7e7umuelsjUUClnHpmeeeUarq6tWKwH0zmQylpEhe0DYAQlNCOmrAll7HzLyd16RR8izsrKir33ta8Y3EJb+1m/9lr2YlpQpToZdqBhFafzezUwmo3w+r9OnTxvpjBwzb9PdsDG8VJkycHjSuCKTOcWJetT3KONYGAZp/EZictnEoTwUsShIACH1pCGMNcbCF5LwveFwaC9fYeJQeDwNcTGL4HszEKP6XXfErljudrutRqOhs2fPqlwu64UXXjDkAutM/b4k66S8u7urwWCgzc1NvfDCC1YqTShAmzBfxOQNAvPBPXG/Ozs7WlxctE1WDx8+VCqV0urqqhmJcrmsfr9vr9TDUFJAFQqFtLu7q6WlJdvGTdeobrer3d1d26yVSqWsPJoUK/swPBFGGTDz4cu8kYWDgwPlcjlduHBB7XZbb731ltW1xONx4118CpAX3vimOHhZnoUYHq/unVAymdSNGzeMj5mbm9P169e1s7Nju1+DwaN9Dg8ePLDOWLwL4uTJk5LGr16kUM7Lbjqd1tmzZ43sJUzGMEA+c28+pPXZHDgNX+ODQ5t2io8zjk0ogWf0cT0LPa3gpOlIP6HYPr8sjRt0TNe6e7bWV1kSj3k47gtJpMmdoFTgAZWBzXt7eyoUCmo2myoWi7pz5471UlxfX7ccN298YkclEPTKlSsG04PBoPb29gwyX7t2TYuLi4rFYioWi0okEra/AVSRSqUsPXlwcGBvqe73j7Z5r66uTsB73tuI919aWtL29rbNIfeeSqX09ttvG9R+6623VCwWderUKdVqNeunSCZjd3fXXp1XKpUsnCGkSCQSVhZO1WQymdTDhw+VTqeVy+X07LPPand3VxsbG5qdnbU2dlSe+lJkFAsuCdnBCEjjAibQJYqIIZWk1157Ta1WS3Nzc5qZmdH169fV6XR0+vRpLS0tWThFx7Fpo7O1tWUeHCX3HAAVsSdOnLAGwSgwawdHBl/mEQ6G2xfmee6M58aZ+t4NjzqODWJg2y3Mud+VxvCVZp6w9MUgxGkeFvo6AiC/36wjyTwXBggI6qsrEQJgHFCW+yITwbbrxcVFMzLFYlF7e3s6ffq0IpGI5ubm7HwUrHS7XV26dEmFQsEWfTAYWB0ClZLNZlOrq6v2vgFeasu27W63q83NTUUiEZ09e9Zg9fb2tjWowYiBgIrFooU7W1tbBmHJidNUJJPJqFQqaWdnR4VCwbiHfr9v6UUyJsViUdVq1e5xd3dX8Xjc3irNHELqkf6D0zhz5ozu3btn9RXUSUAgwqPwrlHQpiRj4lk/1kmabNvvY3QUjE5UmUxG9+7dU7fb1alTp2zHKlvl//Iv/9JqDXAWPoTj3KAqvDuEIzKAcfN7ffD2zJPf4+M3+HkOxf/jHPx83OrHY2EY8PQQj0A8/5B09iXuRBl9mTPKy0JLY+WVNME4++YaTDrfRThBMRBQGBkQC4sHDDxx4oTl6+mfkM/n7bVnly5dsj0Nvd7Rm6cJVWq1mq5cuaLBYGDeGmiez+e1tbWlvb09dTod69XY7XYtvqUqcXNz064P6qLjMGlTOIx0Om3vachms8aIHxwcWGMXwhI6SVFqvbKyonw+b2+nglRkTjAEcDH1el0zMzNWCBUKhSybgccHEV6+fFmZTEY3b960dSSMCofDdn/lclnlctlkgDXzcsW6o3Cen5reSCdJX/va19Tr9VQoFPTGG29Yx+hqtarr16/b36LRqP7Tf/pPtr+CmB5Z3t3dVTKZtPQz3AJFXktLS+aAcHS+QtHvzwBtEFr7EAik4LkEyHAQjPSvdK8Ei0Ku3LOwvuqLyfG9ISHJUHKEyxdCIRSk8jy5CFFGpgFmGahNCTCpOUkT8FOS7VdAuE+cOKG7d++qUCioVCrp3LlzCgQCevXVV43BP3nypN5++201m01VKhVdunTJeI5UKqVGo2Hdql599VWdPHlSh4eHOnXqlHU64qW8ZGwePHhgxpP7rlQq2tra0oULFxQIBGwvB4gMRb527ZrtZ+j3+7ZfYjgc6vXXX9fu7q5efPFFLS8v2xZ2BJVOx4RfGM5I5Kj/oa+6hH+Ix+O20Yi4fm1tTf1+X9vb2xqNRrbXAePm6wnoezAcDifKhX06TxpvpPNQ2tcxcCzr2+/3tbi4qDt37qhQKOj69ev65je/qXg8rvn5eZ07d07FYlFf/epXtbW1ZecIBALG/xAS9HpHW9rL5fLE9vVnnnnG5Gz6TVQ4PQwGMkyBHg4Kx+SzZtK4Jyoyj9N63B2Wx8IwEAdCnrGPQRp3XvZpS+I5JsPHcwg6IYk0+UZqfvcsrjQ2Hj4fL8myHRyDIJKpoKZAkr2p+N69e1pdXdXt27eVTqd1584djUYjPf3006rValYtmM1mtbGxofn5eSWTSWssynXD4aN2Y7zDgGwK5d8YwlarpQcPHujUqVMmbMSlpVJJFy5cMOUql8uqVCq6du2aGQpKnoHIa2trqtVqOn/+vAaDo1fZxeNx3bp1S/Pz85Z2I7uws7Ojg4MDZbPZifc0Ysh5tfydO3d05coVJZNJ3b9/3/iEixcv6vTp09ZQNhQKaX5+3lJ3QGrCBZwCsuLDPOSAcMHH6t4Q+vw+x1MPsrm5qVQqpS996UuSpGw2q5MnT+r8+fM6deqURqORfuM3fsPCPaB6vV437gvjV6vVrII3Ho9raWlJJ06csPv38sp5qG/BuGKA+RuhA/Lv07DMiU/Zex151HEsDINP0fAwLLZnVYHyeAxPTDJ8GMHwQuDDDUmWQydE8bUGPlUEwsArIfShUMiak/CuhoWFBd2/f18LCwt6/fXXtbS0ZNAXcnJ1dVXNZtOEZDpUoWT4/v37Ov3OluLZ2Vl7EQ+C12q11Gg0dOrUKUNT8/Pz5qVo54Zg8eYkSnBBB8ViUVtbW/ay2wcPHmhlZcUY9rW1NX3rW9/Sn/3Zn6nX6+ns2bPK5/PKZDJGCh4eHuo73/mO6vW6vv/7v9+U5MaNG2q1WvrKV76iRCJh72cIhUJ6/vnntbS0pFu3blnburNnzxrnAWnKmmEcfSXgNEGMl/Vr7utQ+A4GLBgM6vbt20okEtrd3dWtW7f0ne98x2L+QqGgM2fO6JlnnlE+n9f9+/d1586dCe6CsNMjIr+fBuWfn5+3+hlfM+GRDY6PrBjHcP9+LwRGE5n3mTOO8W0LH3UcC8NAXC+NoR2wHGXtdrtWHQYawNp6woYJ9OSSJyqxqtQcwKRjpZlUFsMXi0ynNoGGGDO6OVcqFWvXfu7cOfX7fd28eVMLCwtaX1/X+fPnjQikR4I0TtklEgmLr0+ePGlNYClyog/k7du3bTce9y3JsgwLCwuW10dINzY29PGPf1yHh4fWK5LQipfewsLTzJSMBxkIKgk3Nzd169YtVSoVLS8v2wtVu92u/uRP/sQKsDqdjtbW1jQ7O6vf+73f06/8yq8onU7r+eef1927d3Xt2jWrtnzqqafU6Ry1ZacSlnVj3qXJfTKSJhTD76Xhe5zHOxK88o0bN7S+vq5vfetbevjwocLhsPVviMfjWl1d1eXLlzU3N6dgMKhPf/rTdm++RydvnMKxRSIRq2sIhUJ65plnbKMUoWs4HDaU5ZUXlMrzIe/Ioy/UAxExSKd7HuJxx7EwDNJ4Yf3WVX6PRqNmgbH0bMaZrgKTxt7EhxogDKDp4eGhEXQw18TBXNMXTXnyBrgGcUXtwmg0sowFTVUgw86dO6evf/3rKhQKunnzpp577jldu3ZNpVLJ6vlJCyL0dGvCMCEUsVhMt2/ftrQdRpRtyt1uV7Ozs5ZNIKPx2muv6erVq+r1eqrVatre3jbyFY6k0Wio0WjYi0wg92hE++DBA93//6l78+A2z+tc/PkALgBBYiNBAiTBXaIkat8lO7HkJambOrIdO3EzTuMmHmcyv3byy01nbprppH9kmrlpp+m4M0mmSTOTxmnqOlfxMnVkN5YlWbIka6UkauUi7gRJgAAIAgSJ5bt/kM/BAZNbS53JHeWb0ZAiQeD73ve8Z3nOc84ZHITX60VPTw98Ph927NiBmzdvYnh4WGJaZgg4U6O7u1sAumw2i+3bt+PEiRPI5ZaGqgQCAbhcLrG8XFN6aPTW6JbTywQK4aD2HLj3xEw0PZnx+o0bN9Db24twOIyenh4pfOPBYtUj26xZrVbcvHlTwD3dr0FnQ5ilYEEVM2Q+nw8ej0f+Rrv59FB1xoH4ma4xoZKkHGqFqP/Pe9Ne012dx7t69e/w4iJo0HB+fh4ej+c3xo5x5iARX6YEgcIcBL3wjMdLSkokJUcBACCWQRNJmJkACgAOAFEY9Bj4fWlpKW7evClgGgA0NTWhv78fXq8Xt27dQlVVFQYGBrB69Wr09vYKwEhFxQlSc3NzcLlc0oWZB4KfNzAwIL0etDvM9GNtba2g93RtR0dHsXv3blitS0NnpqenheTEDtPkV5w+fRpOpxOXL19GIpHA1q1bMTk5ie7ubjQ1NWFgYAC3bt3Cvn370NjYiFdeeUUoweXl5RgcHBQ8gFa5qqoKW7duxZe+9CVkMhm88cYb4p4zK0CEn3vKg8B95R7z51QQGrmn7KRSKem7QN5KLpfDxMQEjh07hhs3bggPRc+7NAxDpoft2LEDfr9fuBPXrl3D888/L9RzGiV6oARlaUzY8t1qtaKlpUWGxpC3UFZWhoqKCjgcDiSTSQkT6AnTINBTYlEc5ZueAwAxknwGrud/J4wA7iHFwHiehTN8cB5aCgNrBejC0RLoEEDncSkYGrFm4w7tkvG11Np0iSk0WhGwg5GmnmazS3Mkb9++jfLycrhcLoyMjKC5uRn9/f3w+Xzo7e1FWVkZwuEwXC6X9BosLS2VIp25uTnp6My0JFA4DIODg1JTwINChUdsglaGCvHq1avo6OiQdWWptd/vx8DAAAzDECIPmaMENFevXi2FRNlsFr29vfD7/Whvb8fY2BjOnTuHdevWFbE2W1pa0NfXB8NYGhhcVlaGzs5OPPfccxgdHUUsFoPP50NbW5scat1xiAdC40icDM795muoIHS6kAqdB5hksZdffhnXrl0rOrx8L8b5paWlaGlpQTAYhN/vR3V1NaqqqvBXf/VXeP/994WE53Q6JczV3ij3k2EmQ11WrgKFkXn0Dqg8GJ7QE6Vxo2xqXg5QwM707/lV83oY1tzNdc8oBl50y+ga8SCSUqwpurQOPPRAsWWhtuVmMtygO0rBomvIv9GZAc064/sDhfoONjLhfczNzaGurg5zc3NoaGjAyMgIqqurMTIyAq/Xi8HBQdx3330YHByE3+/HlStXhB1IwNJqtcqgGc14m5+fh9frFcug0WxmIyg8jKtv3LiB5uZmcUFZPxIIBKRN/JUrV3Dq1ClZV6bKWNgVi8Wwe/du1NXVIRaLoaGhAe+++y42b96M5uZmvPPOO0ilUnA6nbDb7ejv7xdKu9VqxRNPPIEnnngCAHD+/Hl0dXVh27ZtQoxaiSFokJf7zMIrhlQ82JpGrEFjXTNz8+ZNHDx4ENFoVDpp6Ua1AIQdunbtWgSDQSlwAoCf/exnOHr0qHid5FNwD+hdsg5Gg9YWiwV1dXVCWqMSI+9EPydljTKs2ZJaJoFChoxrwfth2KI5FcDvaVZCI8x0IRkH6lhdt7PSTTF0/K+BGM2I1MQnAnlkQBLMJIOQC07hoYuneRL0SngfVVVVmJycxMGDB/Gnf/qn0kGprq5OCDn5fB7t7e0YHx8XqnRnZyfGxsYwPT0tTEkCXzplRZoxf8ZmJaz9sNlsaGhokLbpc3Nz+OCDD7Bjx46iYqVkMolkMok333xTGqKyfwTnX2YyGbhcLnR1dWF2dhb19fU4efIkbt68KZmQhx56CFevXsXMzAy2bduGU6dOSdERWZxr1qzBgQMHsHv3bhw7dgxzc3P45Cc/Kag8X2e1LlUbagUOFIrbqPwYr9Myc981nkQLmcvl8Ktf/Qqzs7MSonIUHAChgzudTrS0tBS1mWPTF6vVim9961s4fPiweBOadcv0IT1WtqizWq3weDzo7e2V/pONjY1FVGZiDZQ9HnQyR7WCJE5EpahT+bqokNkyyjrDb11BeqfXPaEY+IAksQCFEIGHm9YAKOY9rKwgo/ulNTBQzPyiuwcU8IOysjIpVKKwssZCsytpTfVGGoYhNNq+vj40NzdjYGAAFRUVGBsbg8vlgt/vBwCMjo7C7/djfHwcW7duxcWLF6VOwWq1Sv1EeXm53M/09HRRZSMPr9VqlWrM6upq2Xy2YePU6fLyckxOTkpfwuvXryMYDGLt2rVIp9MSJpBsU1paiqamJjQ3NyObzeLGjRvo7u6W1O7evXtx8OBBdHZ2IhgM4oMPPpDZm1z38vJy/PEf/zF27dqFt99+G5lMBo888ogINUu8tdtMF1tTf1k3QIXM0I6ekT4EDBvj8Th+8pOfYH5+HjU1NaipqUEwGMTIyIiAgz6fD42NjfB6vZL+I5BcVlaGqqoqfPWrX0VPT4/cG/EkNs5lnYk2YmyUMz09LVWUjY2NMiNChywMgzTvQnMZuA48/FQAOlSgPDLDQSVAb5L43N1eH6oYDMMIAvgpAD+APIAfmqb5omEYXgD/DqAFwCCAT5umGTWWTOmLAP4QQArAc6ZpXviQzygqmWamIB6Pi7YHIJWJAIqwAGpSLgoXlAutNalO3xFwZMxJBJtftTdCfIMHByikhQCIi8kRaDU1NZiamkJtba1MGAoGYlA0hgAAIABJREFUgzI/sqqqCr29vVIibBgGXC4XqqurpYVaZWWlcCPYMEVbBMajXq9XSp/JCqVlKy8vRzgcxsjICEKhkHAeNm7ciJ6eHsFE6IW53W4p8JmenkYoFMLp06flXg4cOCBMSlZqTk9Pw2KxYM+ePbDZbDh06BA+85nPYMOGDXjvvffgdDrR1dWF1tZWaYhL8I6Kgt4ga0eAgvurDwWVNi9NfEulUjh16hTeeust+P1+ySQ4nU6UlJRg69at4jGyTJv/NK7l8XgwPDwsypDeoc1mk+I4ygINE8O+kpJC+Tg/i3thmqYUXvE9yUv5bdknzcfg+tDQ8ZzwYvhMWdf4zMqaozu57sRjyAL4mmmaFwzDqAJw3jCMXwN4DsBh0zT/l2EYXwfwdQD/E8CjAFYt/9sF4AfLX/+vl2EYgp5yo3jQubBEqhm/aRSav+fh1psEQHAFHmIAorlXgkV02QzDEH4DrRXjdnoSBJwACIBWVlaGgYEBBAIByXOXlJRg06ZN6OnpQWNjI0KhEFatWoXJyUmEQiH4fD5UVVXJ8NKKigrMzMxI9yWy7bTym52dRTKZhM/nw+joKAYHB1FbW4uOjg5ZS7Iwz549KzUNu3btwokTJzA1NYVoNCp9AYaHhyUPv3//fimUunHjhgjYl770JfT29gqb8rXXXhP6r2EY2LJlC3p6evCd73wH1dXVOHToEOrr6/GRj3xEporxYJBursld3GMNFOv0nUbrgUIBXTqdxt/93d/h7NmzcLlcePTRRzE0NASfz4eRkREBETmqnh4qDzew1GbP7/ejpqYG3//+9/GLX/yiyFARoEwmk7JHQKHBEDkcxE08Hg9mZ2eF/0Clw2payiyJTVQCvCcChyvxJF46q0ZlorMzxJuYzl5JAvuw60OLqEzTnKDFN00zAeA6gAYABwD8y/LL/gXA48vfHwDwU3PpOg3AbRhG4EM+Q1wo/p8PD0Cst0atqRTI2QcK5BYdC3JBubEUOgoGNbHeJIYX/EwCaUwZ6fw5vQ3el8ViwcmTJ+HxeKS+weFwYHR0FIZhoL6+Hhs2bEBfX5/MbODEbSpF3hMnU/MZyEfgM5CC3dzcjG3btsFiseDQoUMYGxsTPsX777+PVColdN4rV67A5XKJwDc1NWFiYkLqJ4LBIACgu7sboVBIXN7Nmzfj6NGjSCQS2LFjB44dOwaLxYJHHnkE09PTMl/i05/+NNLpNE6cOIHm5mbs3bu3KPNgmiai0ag8J+ssKLjcCz0dmnG4BtmApUN09epVPPPMMxgYGMCuXbtQXr7Uqp84TWNjI4BiD1NnLXhQ6+rq4Ha78eMf/xgvvfSS7DfDCx48Gg8aqJXEN94nWa1skqvvn7K3Uk41I5PySAWivSSNuawk8tGrogdCD+tuMYa7qq40DKMFwBYAHwCoM01zAlhSHgBql1/WAGBE/dno8s/+r5cGSYDC4Blt6RnDJZNJyXUz5NAsRRbCMAbT6Sh+zWaXmoesXCxNoCIIRuHhfVGJkeDC9KfVukSNdjqdOHnypBBmSKIiWcdutwsz8Z133hFA0TCWujDT6oyMjAjKT4YkCTjJZFIYc5oFms1msWHDBgwMDODIkSPCYyCaD0AsGwk8rB7l+7W1tSGfXyo9pjfQ2toqgt/a2opr164hHo9j/fr1WL9+PUpLS9HV1QWbzYbr16+ju7sbALBjxw6xjrp8mGi8zkKwuI17xwPEfaeF1lZ+dHQU3/rWt8Q4MHy4cuUK/H4/5ubm4Ha7hU8wMzMjB52eIhW92+3G8ePH8dJLL8kBI65DhU3shC33WcGoS79pHHK5pWpbDsyhsWMDFj1nU2NpvD9mLzQHgfLK++MzaC5LPp8XDEOnL+/2umPw0TCMSgAHAfz/pmnO/hcf9tt+8Rvoh2EYLwB4AYB0ItIPZ7FYirocMSesPQWgMNqMWpKbrlNeDD00D4FamZvOEIR8faDQ5o0uPIWAzU65mfwsAmXZbBbf//738YMf/AATExNwOBxwuVwYHR1FIpHA6tWrEY1GpR6BBzOXy2FmZgaJRAItLS2i2JhpoAucSCTQ2tqKWCyGyclJDA0NCb5x/fp1pNNpBAIBKWsOBoOYmJiQ1nAkjn3yk5/EP//zPwu419DQgEwmg8OHDwuGwbTm0NAQysvLEQgEcPHiRXg8Hnz+85/H3/7t32Ljxo149tlncfXqVeTzS9O+t23bJp4e14gpSZ06Jm6kSWQMzzQTkWlW/pykrUAgICnc8+fPyyzPZDKJ5uZmaZpCmjMzOWy2ykzQY489hkQiIYqCRoTGic1kgCU8hPR0ygkNj+YtcOAvKeV64roOZTSRiy3rNElPE9i0Z82QTGfKiC3oVLt+/zu97shjMAyjFEtK4V9N0/zl8o8nGSIsf51a/vkogKD680YA4yvf0zTNH5qmud00ze0kolA4+GAaPJybm5OFokblhgP4DQ2pkVmNfOuiHOIXnIYNQIhLpaWF9tya7civmmJLSjX/sb6gv78ftbW1YmlaWlokNGGx08zMjKSgzOWaECor3QCE908eAdvH2Ww2KWhyOBzo6OhAa2srJicnkc/n0dTUhEQigYmJCRlxHwgE0NraKsoOgHg2uVxOpmrZ7XaMjY2JJWTT1dLSUtTX12NiYgKVlZV44IEH8PrrryOVSmHr1q3YvHkzgEITET4Xezswpcn6DFKxNWbDPeB6AwWFUF5ejqqqKkkzcnJ1W1sbQqEQMpkMrly5IiAvAPlM01waxuN0OlFfX4+pqSl88YtflBCNVZxUSKxd4X0xRa5TqcASe5J7xdmTxKhM0xRcQg/30Y2KSSPnHmgshe9BWaY86DCE76GVLkFlhh13c32oYljOMvwYwHXTNL+rfvUGgM8vf/95AK+rn/+JsXTtBhBnyPFfXRpg0lVpPGz8PfEEKg6gON/Nn2niDwUTQNFiZzIZAWn4d4zLABQNOKUFoRKgEPEzdcaCSuWll16Sw1daWipsx1AohLfffhtNTU3SdJTPrFF0i8UiPQ8BoK6uDk6nE+FwGLFYDNXV1bBYLJiZmcH58+cxNjaG0dFRaYbS2dkJj8cjQk/3k+PhOAqPQOvMzAxu3LghfQ2rq6sBLLnv6XRacvMlJSV44IEH0NfXh89+9rPwer1yn4FAAMlksqhNH5UDsYOV8XIqlZIuVaWlpVJBSfed8znKy8slO0NF1dzcjJqaGng8Hrjdbul1wKwKMyzc04qKCtjtdrhcLvzrv/4rvvzlL2N6elqMAD+f+00FRoPCoT1AoQiLniLb8MdiMQlrzOX6GR0uEBRk+pvKj1iMJuzpVCMJfxpXowLT2Srdj4IAPp/vTq87CSXuA/A5AFcMw+he/tk3APwvAK8YhvFFAMMAnl7+3a+wlKrsw1K68k/v5EbortNaMbYEIFV/uo5CbxxdLy4atSsPrCbM8G81RgD8JotQfw43lLgG+yryftj9iDRkxuMDAwN49dVX8eijjyKZTArmcPv2bezYsUOG0tI1ZUGVHlOWTCYRiUSkB4TL5ZLsy9DQEHK5HC5cuCAYwdzcnIyZS6fTGBsbEw+EYQhLrFlvUllZifvuuw9vvfUW7Ha7hEmTk5Oor68XL8Vut2NgYACtra2Ynp4W0LKhoQF/8id/gvr6enG/yaWg1ecz2mw2qWeh8tDEH12mTIut3elcLidr7/F40N7eLqMGb926hXA4jMceewznzp1Dd3c3Pv7xj8NqtUrJ+uLiIs6ePYsbN27gtddeE3ecskDMhp4d74MHu6SkRAYWG4ZRNEiI4GJ1dbVUYpJnQNLUylBXyx/li+9N+WIY8NuISjpDBxTCX03I0y3v7vS6k6zECdM0DdM0N5qmuXn5369M04yYpvmQaZqrlr/OLL/eNE3z/zNNs900zQ2maZ67kxuh8NCdZMpxJeuLh5ysOW6g5r1r/jiVBq251q6Mw3jxZyvZd3x/PblKl8XyXum6MXQBlgAypuacTqd0MeIBoeWYmZmR4bU8JJw9SYJOWVkZIpGI9Aqor68XgJCpuWg0Ko1T9KVBRqvVipmZGczPz2PLli2orKzEm2++WcQMpKUbHh5GNBrFrVu3MDw8LFZtenoaAwMDYo3j8TgGBgak9ySLghgmJBKJoqyAprgzjNRMVzZ9WanUtbIvLS2F3+9HXV0dHA4HZmZmAACvvvoqDMNATU0NXn/99aK/i0QimJ6elj2mjOihLkDBU+W4PaDgwegQSdPvOeTG7/cXUe0pGzQw9BL43FQq2vPkPevzwZ/x/SjHVPxUcjpzo3GKu7nuiZ6PQPHAGc0T0GQdklC4iNSItEoEuoBCCpTCSGGi0qAWBwoYAbAUQ9psNimb1d2aeOi56VpB8P2ZpeBF15nNXLLZLGpqagQEI1uOQsh7pcWtqamB1+uVrkxsZjs6OoqRkRFpCsI+kSUlJRgaGpJmK0x1+Xw+1NTUiDvOztXMimiBpVIjQMb7Ly0tRWtrK7Zt2yZt8FwuFxobG1FXVyfYRz6flxZ9AITSTivJLAM/Fyi45eyszfXVSl2Ty4i5cB+tVqsAieFwGHV1db8RgrLAjK4/8QeCdAwVCWby0DKTsDIDZBiGzCHVmTXO8qC7X1JSIhXBNEyag0N55QGmwtEeFy8NwPMrUAin6TlTkZrL1H6d3bij83hXr/4dXjp7wI1g7ldzCEhf1fRPLi5/prnzzJNrWqlhGNK3gCQnTazRuWkqK2pc0zSlkhGA9FakR6HTTwwr8vm8sBcrKipw6NAh3Lp1S1zPWCwGu90u98FuytXV1fB6vZKeLS8vFwDx+vXreOedd3Dq1CkZfMORcAT1Wltb5TmbmpqkJRvxjAsXLqCjowMbNmwQgWUWhJ2lTdOUlmVbtmxBZ2enlF8/9thj2Lp1KzZs2IBAIACHwwG73S7KkVyE+fl5GWfPeZmkc4+OjmJhYUFo4S3LA1joZtMy8vAxPuehNU0TPp9PeAuUg6NHjwobdWJiAoZhIBQKiWcyPj4ubj4zBsSiWD6tPQMaHZ12BiBgIvGm5uZmNDY2Fh1ueoj0LilH/DwqY+4Lszk89Dp9qUl7lDudpaAnxdcxu6Sxiju57gnFQMCFD88QgZadF/PFulnFysNMRaLTkdxcvUBsAMvNLykpKer8TEugQU3Gv0xdUXFpZUSXkWkvxo10063WpcEtfM5YLCaCYbVapYuTy+USTICHnv0bLl++jBs3bsBiWSpHvn37tnAjdNMZKodUKoVsNivl5hTYSCSCvr4+tLW1Ye/evUW8glwuJ01nS0pKsH//ftTU1CASicDlcuGJJ56Q++OUJbrfpCIzFNQAm25Gk0qlYLPZYLfbZWq1dpm5b8zQaCKQ5hNwnelN8XAzjdvX14fa2lppPW+xWDAyMiIdweiFEjQm1sBp01VVVdIXBEDR55EJSZo1U+8ApICL2YmZmRk5xLTglHtt7elJUnFQ1qk8NMCuWY0rK041Y/N3SnD6XV08xFxQWjVdk0BhZhylqyDpNTDdQ1dRF6kAxWlFXnwdXS6gQJdmOMHshNVqlfCCYQMVik6z8plKSkqkkzAVx61btwRU4wSjkpISAQpLS0ul9iEWi+H27duSmqRF37x5s/y/o6NDajEcDocIVFlZGcbHx5HNZiWlZ7PZUFNTg+rqahFEApd2ux27du3C/fff/xs1Ilu2bMEf/uEfIhQKYWFhAY899pi0R79w4UJRJoehF7A0kIf9HWjteTAZX5MWrUMErjXDCaDQdYkeBO+NTEeWruthNpOTkwCWDqjVaoXD4UBVVRXC4bDgIvRU6Tkydc29ZGqRYC7p33rAMe8rEAigrq5OKOkVFRVSRcl9SafTMpyHh5eGkc9EudW8BP6OHq+unaCyXJmuJ2bB9bub656prqRrSAXAjdFILVCgSVMbanIH3WEtUIxpacG4QCQz0U3UMaUGfyh8paWlkuPmwaEHUldXh2g0KgLPmI5EqKNHj0qB0blz58SyMQ7lV85qmJycFAGPx+NIJBKIx+OYnZ0VC2O329HR0VHUV4BALZvdxGIxRKNRtLe3y7Rrm80mDMCOjg709fVJTv3IkSPSkn12dhaGYeBzn/scHnroIfz6179GZ2cndu7cKelDv98vGQGbzYapqSmpBmWcrll4PNSXL1+G1+uV4TfEH3QXbO4DAWHtIWrsgZ4XsZLy8nJpv89u3DabDVevXsX69esldcc9XFxclD6iLGVn2MB7p5VmrQw/32azSWhUWloqTWxJsHK73TLyT4OKTDcSpGXFKOWGXqoGSKnAKKf0YmkQ6VnQyFLuV4Ygd3rdEx4DrTW1Hh+OVljXItC9pIIg6qpdMioKKhO6yAAk/lqJT+h8PrMKGpGmAHKzGKt2dnYKZZjCz42kwHV3d6OiokJARQKC9Er4M3on7Kx89epVzM/PY3JyElVVVdIMhVaCk5F4cdQ8PRAK/a1bt5DLLc2/ZJMSn8+Hjo4OWK1WHDlyBJ2dnTLglutUX1+PHTt24Pjx40in09ixY4f0c+CVz+flIHo8HgBLYRpxCQCynvl8HtevX5fWczxg+qADBQ+S+02lT2WvU4lcc7Zjo9Lls0xMTKCqqgonTpyQ2J39MzwejxgYKgQtI1xHfq+rQknH124+lQCxKxoU4iU85PwbyhLTqCx0o7HjWvArvSyuE+WQ4QINHz0GPps2rHd63ROKgYJutVqlpJUHn4eduWVuhgZngGJ2mLYwdNX0AmtrRK+Aw114wLXbpsEdamDTNBEMBmG1WtHd3S3Tn6mYKBQej0cyDHxfWkZqdoYPtCQWiwXr1q1DMBhER0cHPB6P9IK8ffs2JiYmJEtA3odhLI09i8Vicq8Mc8iv0Ou9c+dO1NXVYXFxEYODgzI5i95DXV0d/uzP/gy3b9+GaZrYunWr4AlMqQIQK83+myuBMgp5KpWSUIlKkfvDg8cp21QEBPR4EHRaTgPCfM/y8nLhp9CzA5aUfjgcLoq5vV4votEoHA6HhJPEELSS4qQv3QCGr5ubm5MwqaamRro/AxDlo7MOGhvjpcMMYkwMwTRTVKdSqTR1KlfTzulp6wLBu73uuVBCI/lAobFlLpeT2LuyslIOJzeQmpyHhIeQFjCfz8tiU5vy9UwJabYZN4sKRHMoiC3MzMxgenpaNpdunt1uF01OMPTNN9/EH/zBH2DVqlW4deuW8AqCwaAIJ93PTCaD0dFRAUCvXbsmwsc4v7S0FAMDA+IlOBwOaTw7OzsrB3Z+fl7mWZLhRyv4/vvv4/7778f8/DxaW1sFTNu0aRO+8IUvYGxsDIlEAvfddx+cTqdkR1wul6SSp6enEYvFkMlkUFtbKylO1jmwPFzjMzo7REWgeSJkOWpvQlPFaRmZwcpkMrIGJIDNzMxIqBeJRNDe3o7R0VG4XC7E43FUV1cjFApJQxX2EC0vL5cxgprXQu+HxVz0ZBcXlzpyb9iwQe4/nU7D7XaL4dEt6SivmsjFrwQx8/ml5sAMrfl7hnnaO+bFc0L5pbelCWR3c90THgOAog3XD8MDWlJSIp2MVrqeGljR5CUurGaZ6UpJ5ts1042KRbtsKzMkVACkL1NjMxNB95cWqqKiApcvXxZWIj0Gbd3sdjuqq6sRiUQAAOFwGLOzszh9+jSsVivWrl2L1tZW8UYMw8DIyAjWrl0rrjw5DzpVS9eZQB+ByaGhIQDAsWPHcPLkSbz77rsSUx84cACRSATJZFLG67FTEUMZxukMAelxMW5mVoMuN9mcuv6DRkBT0gEUAWncR3p+tJwacyCrkIqBPyfQGYlEUFFRgRMnTgAAqqurpSSeWRG+7/z8vKD/3B/KDkMcypBpmnC5XAgGg0XzJYgXUFY1AY8HnYAv35uyBBRYuDQ4JH3Nzs5K2KErOWnIdNEaAEkdcz3u6jze1at/h5fWoLqQhKCfvuguEVRkjli7VxpkXJnXJZ5AAeBmUYnwe1503TR4VF5eLm48QxwKEl06uo5UMj//+c/lWRcXlyZbG4YhyDUzBzdu3BB2YyAQwMDAACYnJ8UitbW1YWJiAvF4HEeOHEFZWZlUbd6+fVsUDbMpa9euxfDwsGAOp0+fRnl5OXbt2oVz55aIqW+++SYeeughUXRsQedyuaQ7s2ZlMs3HtWa8PjIyIhwIPj8VIcMfXV7Mg7PSQ9AxPT0K7d3pr0ABXyktLRVKOKnLi4uLCIfDElo0NDTg+PHjCAQCiEQistdUnpSbkpIShMNhJBIJeQbKHlPAfr8fnZ2dEnJks1lJW9Kr0Z4sAUEqaRpEgotUsuTacI3oLc3Pz8tzkD2r5VsbMCpSHUrf6XVPeAy0YgDE7dIkIQoPD76OOekFaBYYgCLNzJiLQkKLy0YhuqqTC6tdM1o5jTXwXrPZrOTxOaB2dnYWoVAIw8PDmJqagtPpxMLCAs6cOYNYLIZIJIJgMCjsQWCpT6Npmrh9+zYmJyelUevExARM0xRPwOfzSft30zRlYtPDDz8sLr5OX3GNRkdHxYIynl6/fr1YZZYcd3V1YXx8HPX19XjwwQcFcCWHRK9xZWUl6uvrxWUeGRmR1xK3oUdBwE6vL/eeypWuL1BgkvIgUdkyNayJRwwzyCClMtE0cCpdgpUApE9DJBIRj5GH8bdxZQCIh0fFTy6EzgJo40AvQ3MTmL0iJqN7MHAtKXf6QPOAc2/5fmStcq+osHXB4e8lwYkPS02sF4cj5OjOr6wqI9ClAUdq6JUYBC8qmHw+L3l0/p9f2beAC6+tHADJSfMQ2mw2uFwuOJ1OVFdXo7a2Fo2NjWhoaEBNTQ3Onz+P+vp6BAIB2chsNiudnchsdLvdQtxpaGgookL7/X4sLi4iEolgdnZWZh/s3LkTN2/exODgYFG4RW7D2NgYcrkcOjs7hX24e/duvPzyy9L70OFwoKWlBSdPnoTdbsdHP/pRDA4OFr0XK1HJoCRI7PF4EA6HJU7WYYv2AEzTFEXINeRaU5gZWvDQa4WhPUedrSDfhFkg7R1SUVB+6GEyRUgg0mq1yjwPzsLQYCQNg2ZcAhCviod9JeiqaxV0GEU51GnHlVWQLOyicdSKioqRa6ZT6fyev9dcnju97gnFwE2nNeP3XGAy5LiAQAHN5aLwffThXhka6NgQKMxqYCcevfD0RPieVADMmpCtSCtGsIjPorMP7KtIMHTTpk2iqNgYhlTbM2fO4PLly6ivr5eyXIfDgVgsBqfTiampKVRVVclB6urqwsWLFyU1RzCO+fa1a9eit7dXADqLxQKfz4e+vr4ixt6XvvQlXLlyBdlsFk899RRGR0fh8XiktJvhFNe8srJSDlkmk8GNGzfwH//xH7h16xYikYiw/AgoU1lo5iVQIJiRDsx91DUvVBDai6Og8yAw5V1evjQaQNPWed8kgFmtVhnqS8UCQEIBlp0DhSa1yWRSFA/vhfMitHdBbEErMlpxDQZSsfGAa/CbuAxxG4bK2nugN6G5NgQtmTmZm5sTzgmV3J1e9wTGQOosrQsFg4unwwEu6uLiomwg3TANXgKFGQNAgYLKw07roSmrmoHH+FyDThRq5qS1S8zDQ3wkl8vh6aefxqVLlzA0NIQTJ07gxIkTMAwDTzzxhAyHNU0TU1NTKCsrw9mzZzE9PQ2fzwev14uTJ08KmWnHjh2yHuzZuLi4iFOnTok1BgrlyrTsnBXhcDikVmDNmjXo6enBwsICEokEnn/+ebS1taGvrw/33XcfRkdHi9ii2r0nwMo1WFxcxHe+8x2kUin4fD6p56ipqRF6tNfrlWwL19piKZQkM2Ym34SGgd4g94/KPp1Oi0LiPsdiMUxPTyMej2NyclKUPQ9nWVkZ3G63ZAwcDocQyahMyGglKKqBTqZ+NS5CL5EZCmZqdPhERUTvQcf72gPJZDKSbdOsRno1vA8qV52GpxdNr5Nyqj3su73uCcWwEjBhRSVQKJelO02G18qYSXsTmslIhaDTXgCEUARAQDmGMtTYfI+VwA2tZyqVEkIUlQKF3m63Y3x8HAcPHsSlS5ckts1kMlizZg06OjqwceNGvPjiixgdHUVDQwNu3ryJsrKlvoobN27EBx98ALfbDZ/PJx2c6eJS6dntdqmBmJmZgdPpFApvR0eHDJKxWCy4efMmmpqaYBgGxsbGUFFRgc2bN2P79u04fPgw1q1bh40bNyIUCsHhcEj/ALIg2WNAs0nfeOMNtLe3S1OScDgMi8WC/v5+AXb9fj9qa2tRW1uL+vp6yQTp2J1l2hqspDFgpoDYgGawzs7OYnZ2FgMDA7h27ZrQnSkjOh2ayWRkpga9hHA4DI/HIzgR5UiPBiTmwENGBccQQhOIdDWwxkb4PnwdZUsTphKJhFCiGRYQcF7JXGR4wbVh41yuD5Ua5eVu05X3hGLgQWI8z8PJWJZCOD8/L2gvvQTNR1hZKwFAgDYN9HCT5ufn4XK5JB3E96NQ8Wf0JGjhmYWgi6oZcFbrUlOQhYWFIgvMgiTSbgcHB/GTn/wEJSUlGB8fF9ecefYf//jHEtc2NjbijTfewIEDB4Q9uX79emnZFo/HsWrVKsEU4vE4SktL0d/fj3A4jPvvvx8WiwVvvPEGtmzZgv7+fmHpPf/883j//fdhs9nwwAMP4NatW/D7/XA4HKisrBTWZHV1taTuAODdd9+VSVucybiwsIB169ZhYWFBWs+zXyQV+6pVq7B7927U1i71Dtbxt+7ATGvIDAhQ6AGZTqcxPT2N4eFhmY0Rj8cRCARgs9nQ1NSEmZkZjI2NiQzl83kMDg6iublZLCu9Dnogfr8f0WhUJocRuKR3xjJtFko1NDQI/ZzpYp0eZJaB3rAuu2ZDX6CgfHRoofERoJBh4M+5RvSyaHSoRHgeSBq72+ueUAxkxtEFo8tHT8FutwtRia4W3S0uOheRVoYHVyPdmqjCeJNkGoYrzDXrlvT8XF2URY+DIA/Lpv1+v3gisVgMqVQKoVBIADr0JLIPAAAgAElEQVSWGJeWlmJubg6rVq1CJBKR/onr1q0TYk5ZWRk2b96MWCyGcDgsgskOxZpazRZmp06dEtSc8XksFsP27dthmiZCoRD6+/uRy+XwyU9+ErOzs8jn89i3bx8GBgbg8Xikp2I2u9RZmcAY/3V3dyMWi0mPCa7V7du3sWvXLrFgW7duxZkzZ+B2u2VwzsjICNLpNDZt2oTOzs4i/ID7Re9NW3qLxSJA7ODgII4dOyaj+dra2lBeXo6GhgZEIhEBjWdnZ6XSkhacvSWtVisaGxtx69YtWCwWNDQ0YGxsDABk/zR4zWpcoOBtUk40+Um78PQ+GLLy4DLtSgNHGdI1QvQy+Bma3KWzTrw0I5jGiwpCEwbv9LpnFAOtA2nRjOP4sIzDeIhpRTQuQVeNLpXOH2uWY2lpKWKxmFBWq6qqMD8/Ly4ue/QBBbIJN4MuHjd2fn5eeg+sWrVKqMEOhwOJRAL79+9HKpXCtm3bcOjQIfT29ooV7OrqQn9/P0ZHRzE7O4uWlhaJczmWvqOjAz/84Q9RUlKC4eFhCRVcLhempqZkOvbCwoJwDnhvFRUVmJ+fx+nTp9Hb24uPf/zjOHLkCADIIJju7m7s2bMHwWAQoVBIvDfDMIp6MVZXV8Nut+PVV1/FzZs34fV6ReDC4TCcTicGBgYkK0OadTabxerVqzE1NSW055KSpR4UpG8TOCPgppUwnyWXy4li6enpQWlpKYLBoFRRMo0ZiUQQjUal/wNlhd4I6emUHeJZejqZdvEpA6SVc+wdp2BrfotOmVMWGbrqLAJlnoqb8qq9BXoBKxm99FD5eVTaxMS4lslksihzc7fpyntCMdAyaMBnJT2a7qB2yxg3EZRayWXgBlPrMh6nwmFcxty1LvqhItA5dnaW0iQXHuDa2lpRGnRTDcPA5OQkWltbYbfbsXfvXoyNjeG1116T9uMbN26ExWJBZ2cn1q9fj6mpKbz//vvYtm1bUXluJpPB1NQUvF4vxsfHUVZWJm5iOp3G1atXYbPZUFtbi3A4XES4Ki8vx/T0NN566y0Eg0FMTk7iy1/+Mvr7+/HRj35UrCW7F5FCnc/nUVNTA5fLBbfbja985SuS4h0cHITb7UYoFJL7WFhYwPXr18W6EyxzuVyora2Fw+Eo6otJL4hWk54eO2tr6q9pmhgfHxeKdW9vL2KxmMgFFQBTfBwTePXqVdlTHmweusbGRkxMTEg16OTkpOyhZtBqw8A0c3t7O3w+n4CcJFdpQpsGvvWzaGxFyxov/i09hZUAJJUEwwWgUATIz6CHQfm92+ueSFdql20lc5HWgxgEF03/AwpzCQjk8DDTypOXkEql4Ha7JVZjLEiKs3YjeRH9pvfCHH5LSws6Ojrw4IMPYnZ2tohunU6nUV5ejkQigYGBAfzyl7/E+Pi49D/kEFx2H/J6vdLq3ev1oqamRhqFMEdvs9mKeAeaiJVKpXD+/Hk89thjQlzSBCDiBAMDA/j85z+PiooKJBIJbN68GeFwWIqjeKhYF1FRUYGKigp85StfwdzcnHRdmpycRG9vLxKJhHhZ/CymRBl7nzt3Tlq5U7ES7GOqV3NQyGjUgGM8HsfNmzfxs5/9DCdPnpRmNytT1KlUSshMIyMjktLjIYvH4zK7QYPH0WgUVqtV8AOyLvP5vHSm0kxGds0CCtkA4lc0XPxsyg09AeJnWinoEAJAkeLQZ4GKQhO79Lox5OZFRfZ7WSuhPQKCjXxwbiqJM7lcTuJEHmzt9tOaaw2tNTLdWM3kW1xclLwvm6jyXnTGBIB4DqZpYteuXdi9ezd8Ph+AggIh5jE/P4/x8XFEo1EcO3YMp0+fxszMjKTGdu/eLaQgh8OBf/qnf5LejNeuXUNjY2NRjDw7O4ve3l7hQVRWVorrmM1mkUgkMDU1hS1btuDBBx8UK0y8ghWGmzZtwvvvv4+1a9fi9u3bvyE4tGoVFRWorKzE3/zN3wgvYWZmRjIPVEq0wsxcPProo2hubpYirnA4jIMHD2JkZETicHqE/DyGecASYMzXEaE/cuQI3nrrrSKv0Ofzobm5ucjDIcBMCjT/nuEED5VhGIJZkKEJLDWXSSQSsmaGYSAWi0nlrdW61FuSlZT0EEnc0vUfLNqj3NHb1WxbfVGhEFujDOrOTZrizxQ6s1T0uGjo6EXotb7T655QDJp5qDUsATayHymE3DTtJjHeWkmt1V4FtTEJIdxMHjBaD0220sClLlTZsGGDpNbefPNNceMITk5OTmJqagqmaUojkzNnzkit/gsvvACbzYYjR45gy5YtuHXrFkKhEK5cuYLW1lY0NjaiuroaFy5cgMfjQUlJiYxxv3z5MkZHR7Fjxw6xcvQmDh8+jLfeegvvvvsutm3bhp07d4oSNE0Tzz77LI4ePYq6ujo8+OCDMi+CoC15BiR4fe1rX0M6nUZVVZUwLsvKyhAMBgXfoBBu2rQJ+/btw3PPPYe/+Iu/wDe/+U2sWrVKMhdXr14VJU/SjTYCxBE0nXpiYgLf/va38frrr0vjGavViq9+9aswTRPPPPMMdu/eDZvNhlgs9huHUbvoDocD0WgUCwsLUknKOhWGAdrIaNIUO3bbbDa0t7fD5XLJ++thPVTGQCF1qT0HhquacEQlQq+Gr9Xe8crXakXBz6XHQICb4YimSd/pdc8oBm6O3kwCkHQR6Uqxrx9QqJ2nVae2ppZkHliTnjTXneGH1via7UgmpgaFcrmczGecn59HS0uLPAe1fDqdljqC69evS/elmpoaPPbYY3j99ddx6tQpdHR04MqVK5KV8Pl8aGpqEkZgKBQSIaH7nM0uNYxlE1eyLnW6N5PJYGhoCLdu3YJpLvVTaGpqwvr16xGLxfDUU09hcnJSOh+x7oHAaElJCV555RX4fD5JP5IRSsVgt9uxatUqySYFg0EcPXpU1n3Dhg349Kc/jcrKSjz00EMoKyuTfg8UWH2RlsyQxmq14pe//KU0MPH7/ULcOnXqFAxjqUV8c3MzGhoaUFZWhurqapEN1sUw20HAVNOSmWplHK9p0LTIOkPg8/kEVNVpddZLaOKRrtrV3qT2lGgAaVAY/vG1OoXJtKn+GbMemuZPw6ZZkL+XioEX6x94KHjQmKulxefh1KQiupKGYRTVNPDgA4USXcZpvKh9+RlMWdIttVqt0sTUYrGgr68PoVAIZ86cwTe+8Q0sLi5i+/btEufRk7l69Spee+01cWErKyvxkY98BL29vdIzkb0D2tvbYbfbxTKlUilpga4JMpyMncvlMDU1hbq6OgCFDIwG8hKJBGZmZrCwsICBgQHs3LkTPT09+OhHPwrTNDE5OYnBwUHxArTlOX78OMbHx+HxeFBZWYlgMCiIvcvlgtfrxZ49e3Dt2jWsX78ee/bswaVLl/Cxj30MZWVlAjpu2rQJNpsNY2NjqK+vRzKZlH4QVBJsScdQgII/OzuLiYkJrF69Gg6HA11dXWhvb0dLSwtGR0dRU1MjqUOuydDQUFFZMmNuDcZZLBZUVlZKJypiTlRYmUyhwS9lh/tAJaoNGEFAhq3MVPCway4CD7hWIPofZZCsSc0ApuxS8dHr0t24qVT4lfU3DHfv9LonshJA8QBZHjASgrjg1JgECq1Wq8RcugkpUFyvrxUOlQM1Lst1FxcX5bM0sWRxcRE+nw+pVApnz54V1t/IyAjWr1+PsrIyEdz9+/djaGgITz31FCYmJiSfb5pL8xK3b9+OY8eOoby8XAg+8XhcZg4wPGHqKZPJwOv1IhKJwOfzSfaE1u3EiROYm5sTa0W3kulXTsyqqKjAww8/DK/XiytXruBTn/oULl26hMbGRhmCoynGP/jBDyQ74HK54Pf7AQATExO4cOECxsfHBTjdt28fTp48CafTiQceeADPPPOMEJFIwNq/fz+Gh4dRV1eHWCwGr9crno9G2MvKyiRzlM1mMTExgUAgAJ/Ph507d+LgwYNCB9+4cSM+8YlPSLs6KnGdouNhLSkpKerDyQPucrkQiURkvfhz3XSHdGke2GAwKOlhGiB9YGmk+D6UPYYDVCb0WoFiFiRfR6vP8JlhA70CKhcqN10yYLVaZZYmJ6YT7L3T655RDADE1dSxHjUsgN+I13jQAYiF0Idau2YUQB0iEBlmbph5Yyonxs5HjhwRNuGaNWvgcDiwZs0auN1uVFVVIRQK4cknn0Q4HMY//MM/oLy8HMFgEENDQ6L99+7dKz/v6elBKpWCy+VCa2urcBPC4bB0faZV8/l8iMfjSKVSUnkKLAnO7Ows5ufn4fP5EAqFhFWpsywUnJ07d+LIkSO47777hGPAcErHxx988IE0VmHMX1dXV5S2m5mZwdTUFILBIILBIB5//HG43W6sW7euiGsSj8fFq2H1pcvlkr6TWhkRF2KzmEwmg2g0iomJCUSjUQDAfffdh2g0ioaGBmzduhUWy9IMDPJeGC6w5T67VenGK/l8XliSbFyrvUt6W2wmCxRS51Q+PLycGs5Dy4PM1DflVHsGZErSA9QKQte70INhWEavhPufTCYlc7OyX2V1dTUqKioEH9ENiu70uicUg6Z/avCHm61LSGkBdGhBYop+L7rzmn2mSVHaxaPg0IUkQeSRRx7BN77xDbEctbW1ePjhhyX3Pj8/j61bt8LlcuG73/0uvve97wmTcteuXZiZmUF9fT327NkDh8OBK1euiFJIp9OSFVi3bh3m5ubQ0NCAfD6P1atXY3JyEk6nE01NTRgZGUFVVZUQdxgn06UkJ0LjJ7pIaePGjThz5ox4Dn19faisrJQBr3ztuXPncOzYMXR0dCCfz0s7N7r5VqsV7e3tUshkGAaGhoYQCARQVlaGvr4+6X2YSqVQU1ODNWvWyGsMw0AikRBPikAnsxIAhPXJTFJXVxdSqRRmZ2exZs0aaR/HgTFjY2MYHh7G0NCQTJoihkBFSrKXLlpiaEdc4/r169LSn+lDHkZ6lA0NDVJtyjS4Zh8yTNHyylCJB5TU6XA4DKCAkRHL0oaPCpLZD93LkgqCvBB2x3Y6nXA6nZLmpgexstbiw657QjEAEGsxOzsrX/nwxA0I0ugqPx58WkidsqEHoeNBvXEcmEoFwZQUALGomUwGra2teOSRR1BXVyf58YWFBQwPD2Pnzp34x3/8R9y4cQNer1dcvLGxMTzxxBM4dOgQXn75Zezbtw9jY2OSYw8EAkIQ4lTpSCSC1tZWLCwsyEj3ixcv4tFHH8Xx48dF2IhNUCjYrIXCTzDSYllqKvvkk0/iP//zP/HCCy8gFAqJkFIp5HI5nD17FhcuXEBjY6M0dGHfAh7cXC4naLzVakU8HpesC8uae3p64PF4MDw8LENsnE6nYBq04C6XS9Zah4pUcoyN16xZg7m5OSkS6+/vh9VqlXb4kUgEc3NzaGtrk72l10ksw+l0oqampojstri4NJ2LPSdKSkpkVgcPqS4Hd7vd6OjokLCDtROsrqTC0Sxbyha7XdHih8PhohCKhVBUBDSQ9F75vsRLGM4SN3E6nfB6vUW8F42r/Xco0fcM+EgrrwkrrImgq0b3ipu+krZMS8lFIDlG53C5mKWlpZJPBgqDUuiN5HI5TE5OYt++fdi7dy/sdjuuX78uDVvn5ubw61//Gi+++KL0dJiYmJDJRD09Pejo6MCnPvUptLe3C3i3c+fOotSf1WrF2NgYXC4XRkdHYbPZ0N/fj/r6eoyMjMhUbM5ioCvLngx8Fl1kAyxZkvLycvzRH/2RVG+yBRzXgAq0u7sbr732migDrpkuuaYioRfC1G4gEEB1dbXcQ11dHZxOJzZt2gRgyWJOT08DAJxOZ1H/A7rezD5ls4UGL0Bh/B8AQddJCOOatrW1weFwCICoszPEFFgMBUCAXRZOVVZWStaDssQQkgd8YWEBbrcbHo9HlDLXnopY8xc0f4TvSWWsswMaY2EIqP+GsqzrSXhGeAWDQQQCAWGoMqNET4SA5u9trYTmlDO9oh9ocXFpjLrb7S4CBslI40boRdGtrYgwE5DKZrPSfJNCx5iXmr6vrw9PPvkkkskknE4namtrcf78eWH85XI5BAIBaefG+ZSZTAaNjY148cUX8alPfQoPPPAAEokEtmzZgosXL4qQDg4OorGxEX19fVi3bh22bdsmFN6qqiokk0lpxLJu3TrYbDZcu3ZNrAnxEZajM4fN0Oq5556D3W7H7du38fzzz2N8fBw2mw0ej0cmM3/zm99ELBaD2+2WWJaxqdVqlfXmz0nsWVhYkMG1Pp9PFENlZaUwVXX5M2sqqqqqxCpzDfmP4V0ymRTQtKmpCZFIRJ6T3Ae2oisrK8OqVavkPdnbgu42vYFwOIyGhgYB6EjWAoCxsTFJieseHbTmmn0LFFoK6mwZD7xpmkVeCZXgSlnWMT+NGuWS68BsDT0YrThqa2ulbwfveSUrmGv/ex1KACjqN0CPgLUAutgFKHAGNI+cGp4Lq3O71PxAgR9B5Fd35tEFWIZh4Pjx49i2bRsuXbokA2Onp6exsLCAvXv3Ynx8XBqgVFZWoqmpCaFQSDT53Nwc3n//feTzeWzYsEGailBoONTm1VdfxbPPPov6+npYLBZ88MEH6OzsxC9+8Qs89dRTOHLkiJRKG8ZS2S7dWqCAvZBZV1ZWhq6uLhw/fhwWiwWTk5NCb2aXoVgshuHhYTQ1NUk6i0CkZo8yZatJQAQYNbGL3ozb7ZbsDic1MUQkSUhXxep8PzENHfrZbDYBLLVXqJUKDyQzMVQmVJKaHMeqWtK0WYjldDqFrl5ZWSmgp91ul0nhBLPpMXGdGEIwjOF9rmTeriRQaQ9VA+TM0lAm9WGvr69HTU2NYERaznnpUITn4m6ueyaU4KHlV81qZC2Adgd1PEeABYBsHlBAd/mP+WXdsyGfz4sbx8YkXGhiCmfOnMHExATKy8vR09ODtWvX4sCBA4hGoxgcHCxy4WtqauB2u7Fq1Sqk02mEw2FEo1Epn7558yYymQxqamqwuLiI2tpaKRseHBxEy/K055mZGSwuLuLhhx/GBx98UDTGzGq1FhUkEeHmc5WXl2PNmjXS0m3t2rXCLaAVzeVy+PKXvyxeEwE6WkMKpwYzubZUgtXV1XC5XHC5XOJNVFVVSYk1LaNuesJu0LTctOzcC4Y39FD4bE6ns6h+gHtEa8hDyf4LAOR7Hj5iFUwnNjQ0iOEhNsG9ZJqR60DLTHyKawkU2t1TXvk3/F7LJxUgeQk0WARGSZzi+2mvhR6Zz+eDy+USxiXXRH+2zsxpzs6dXveEx6BdKKLdrDWgludC06LR2vNnFBL+nHiB/ltaGVJHmevl38XjcTl42iVuaWmRacxr167F3NwcLl26hImJCQF62Fq9ubkZ8XgchrHEsW9sbMT999+PeDyO06dPi+vJzbp+/To2bdokyPI777yDRCKBr33ta7BYLLh06RJ8Ph92796NWCwmABy7RpPhxnVZWFhAU1MTPvvZz+Ltt99GQ0MD9uzZU8TbSKfTePrppyU1SPYfLX8qlRI8weVyiTUiMs715AGlUqLC1nHu3NycvJ78BCppUpNJKuK+6GwSD4iuaiVrUvc+oBVnSpA0eovFgunpabGs6XQaiURCcIeqqirJhFD2NBhJpcR+mQS8tcdAsFBjVFSu5Nno1oUAingcOgXNtdHZGj6r2+0WTEenMbVc8zwxjND7dDfXPaEYaJEIFAEFlpgmMVGz8xABxRqY76UzFXwNUKiRYBEQtanuY9jQ0IC2tjYJNZi2S6fTeOmllzAyMiLcfxbX0JJ7vV5MTU1JtyeHwyGA1aVLl2C1WuHxeMSiWiwWhEIheL1eTE9Po7OzExs2bEAul8NLL72E0dFRpNNpvPDCC8hkMujv78f8/LyQVaqrq8VF573m83mZMel2u7Fr1y4p12Y9yBe+8AUkEgkpFaZ1JHDGA0YLyRoKoOCR0YNg+MeQjCQrWi6GC8lkUg433VtaO1pc1l7okIUHjhiQ9hr1VDEqRuJFwFLqs7a2VowF5WhqakpCLr/fLz0SiXNp4pFpmqivrxePjelNfs/DSM+E8qb5OLrvIr0wgt18Hz0xTcs009JkLxLXoeLhM2vZ1wA8f3a314cqBsMwbADeA1C+/Pr/bZrmXxuG0QrgZQBeABcAfM40zUXDMMoB/BTANgARAJ8xTXPwv/oM0zSlsQathgZ6uGEaROEh4M8o2ESHWVPBngsrcQVNHrFarfB6vaivr8f8/DwuXbpU1POxr68PIyMjCIfD2LBhA2KxmPRMZIhDEK63txd79uzB5OQk1q1bB4fDgR/96EdS4su0Hg9PLpdDb28vtmzZgjfffBOVlZXYunUruru7UVq6NLl6YWFBGqCcO3dO3OvZ2VmxmJxGVVdXh66uLty4cQM2mw319fVimfleAwMDcLlckmmga0wBYgZIj9rT6DljfRKWuA8Ey7hXrNkgS5CeDQCxsrRqVCj0erj+PDwk8OiUHRUOX0cPAyh0NKJhIWMSgJSUp1Ip6fJMpUFAm6GQxWIRvgUJSQSyV4aoBEgpf9pgkbtBZiorezWzUYdYrM/hWjBs4+dqzIDhF5WBJlRRNu8WfLwTjGEBwIOmaW4CsBnAHxiGsRvAdwD8g2maqwBEAXxx+fVfBBA1TbMDwD8sv+5Dr0wmg4mJCYmlNCOOQIphGEWpJWpNHUNp1JkUUi4wNSsVAucTlpQsdRbq7e1FKBQSNzOVSuHatWsYGRlBS0sLVq1aJcCY3W6XGYfBYFDamFksFng8HqxatQo///nP8aMf/Qh79uwRUFWjxtnsUslvMpnE6dOn0draikwmIzMmk8kkFhYWpPtRMpkUPIIYCdeJbcyef/55Ka/+zGc+g0QiIW3JZmdn8cgjj8hUaA0ict3oDWiCFJUAFTTdVx46ehG07ADEvTfN4ulR2qrpWJhMVHoo9OA08JbJZASAJedEpwDJDiV4TY5HeXk52traJIYnuWh0dBRutxudnZ1IJpNCLqPbXVZWJu47R+wBKKqspCKjoeHzkIhEGdRZBd4b14aZGu0t0JABQCAQgMvlkjF8+v0ZhmuAk/gMMyfk8tzN9aGKwVy65pb/W7r8zwTwIID/vfzzfwHw+PL3B5b/j+XfP2R8iC9D68/UDjW3dku54PQqyGmggK3M03JRNcClYzx6AwQ2NapPlzoajSKZTMLn82F0dBRr1qzBwMAAdu3aBZ/PJ0Sl1atX4+jRo5LmcrlcuHTpkvR/ZLchIuesxuPzcgP7+/uRSqUQj8clD8/cfyKRQFdXl2Av7CnB9B2zHKWlpdIyvqKiQtq2u1wufPGLX5Q1YOim6dCaFEPBI86jqyFp7UjeIVsQKAz20Zae90jBp8LTWAtBQCoqYg6Ms+k+U/EQtaeSZDhCZZNMJsWaAygCB/msDA9cLhcMw5DwkPKYyWRQXV0Nh8MhgKB+PxKoSE3m8xPz4sHn/VPuqGABSIk0v9eg7MLCArxer5TVk2PCS3MVeC7I8CVOp4vH7ua6o6yEYRhWwzC6AUwB+DWAfgAx0zRpqkcBNCx/3wBgBACWfx8HUP1b3vMFwzDOGYZxTgslGV3UsDzAxB+4aFQYFBQKIrUzX6djLS4kf8+Umk5nEvxKJpMIhUIAgO3bt+PJJ5/EwMAAWlpaEI1Gkc1msWnTJmnzTheXrc5qamqwdu1aqXNgWoz3yZSijiVZ3DU4OChWkSBXf38/IpEI9u/fj/b29qLsCZ9ry5YtuH37tljfaDQqLMOjR49KvYJG/2m9NNi2MhdOy81W7QR/U6mU7AkPCS+GcLRo3E/iAlS+WikDkA5MdIO5P6Rha4IQ3XAlU4jH4xKzs4cns0665wOL59LpNFpbW1FWViY8DyrjyspKeL1e6TzFUKGrq6sotch/XLuV/9fhwkqPmMqXIQrXyzAM4Zvw82kseGkyIBUB90orTK2Y7vS6o1ebppkzTXMzgEYAOwGs/W0v4/78F7/T7/lD0zS3m6a5XeMGFASWthK44WJpl0nXwFOZ6EGzBCy5eAQcKSyZTAZ+v1+AJ3oLJC49/vjjeOSRR/D222/jpz/9KXK5HNasWYO+vj7h/b/88suYmZlBIBBAa2srrFYrRkZGEAgEUFdXh9raWqko1O4oc+5MOXK+AeNlCiRTfm1tbTh9+jTGxsbw13/910X9DS0WC5xOJz7+8Y9jcnISZWVlePrpp+UzKysr8fWvf13ShXrkOwCx6JqMQ2VBwc7n80IT555QGPVhoOLTxWzc27m5uSJOCveIKDpJRjpt6HK5RGEDhfQbPQ7+n4BfLBaT7tHpdBpOp7Oo50Iul5OBt6yS9Hq9aGlpgcvlks+mN9TR0VEETDqdTly7dk2en19p4bVHwN/rtDtlUAOvuj8EL2JWbDrLc6GZoHydVqIMwagQtJd0N9ddqRHTNGMAjgLYDcBtGAZNRCOA8eXvRwEEAWD59y4AM//lTSh3SKcdibabpimj4TSazVSmPvxUMlwcam6gUOqqqaZsTU9XubOzEx/72Mdgt9tx4cIFfPe730UsFoPP58OWLVvERe3q6hJOgq6tTyaTMm/g4sWLUgXIKsiSkqVmILFYTISJAB8JUo2NjZibm0NzczM6OjrQ1dUFv98Pn8+Hnp4ejI2NYd++fYhEIsjnlwq+tm7dKp5CQ0OD4AimaeKVV16RNCPdVoYfQKEKlYKtU8I6ZOP6MeXJdBzDBJ16W4kpLMuDCKt2bQk4c2akBtF0IZC2tFpB0VCs9AzodXGvyaHIZDJS58H7mZmZQSwWk6yGYSw1gdFeEOWOVl+DncxsUfb4d/wMNivms3NN+TPNeOT7MwtBz4uGiyEDZU4rBX2/9EC053yn14cqBsMwfIZhuJe/twN4GMB1AEcAPLX8ss8DeH35+zeW/4/l379r3kGAQ6vDhyGKrV0roqua6gwUui5poaTbSgtMnIFttSnk8/Pz8Hq9sNlseOihh3u9D2IAACAASURBVFBVVYXDhw8jlUrJnAGLxYLt27ejoqICV69excaNG/GrX/1KPJYNGzagtLQUfr8fjY2NiEajGBkZwcjICDZs2CCkIVojfdE6NTc3IxgMysg00zTR0NCAiooKsWgbN25EX18f3nvvPQkLOFNx3759uH79Omw2m/SKzOWWxtn//d//vTwvgVe6/7TsunZC4wk8JNwTVgvy7/VBJNBGy8xcvaar02ryIFDAmTZmOEiQ2eFwiPKknDB0IneCPydxiViFTiNrliyzDgQ7CczyonIgvsD1omKgMiEmwDXQB1FnZ/i8WsFpa86vVMQlJSXy2ZqDoPEWKmGGlBqs5c+5h1yvu7nu5NUBAEcMw7gM4CyAX5um+R8A/ieA/2EYRh+WMIQfL7/+xwCql3/+PwB8/cM+gIKhq9kYT1IjEyVno06g0HSVVonKg99rKq/eKAJPmUxG6hW6urpw9OhRnDlzBplMRsbXu1wu7NmzB9PT03j33Xfh9Xpx6tQprFu3DoZhYOfOnUin09i7dy/6+vpQX1+PyclJlJeXo7m5GYcPH4bX68XY2JjMX+BGcYALZ3COjo7C7/djcnISBw4cgNvtRn19PW7dugWHw4FAIIBwOIyLFy/ivffeE6v4+OOPS+qyvb1dQMru7m4888wzcijpBeiwRnsQWkkwPtUl7PTetCdBIFF3P+J7UpAJZNKzoFJgepKeBD0oDuqh0JOuzUNBjAIogMjsYM0eGLw/Ng6mYuS9sV0+95nWny343G53UZgJLIWutPyUI52ipRzrNCOfjbgH8RR6tLlcTkI6PpPdbkdtba2EikCxEeRzU8YJNmqKOBWR7kR2N9eH5jBM07wMYMtv+fkAlvCGlT9PA3j6ru5i+SIAs7KDTjQalfhKu1PUnLoEVV/cJCoSzUc3l1mA2WwWly9fFktLAolpmjKxCSigxy6XC52dnTh16hTuv/9+jIyMyPwHkmlmZmbQssyWfO+997B//35cv35dhJeW2WJZ6gE5Pz+PHTt2YHh4GDMzM3C73di7dy9OnjyJeDyOQ4cO4fTp01J9OTU1hXw+j0AggGw2i46ODoRCIdjtduzatQuGYSAajeIv//IvRfBo8SsqKlBVVYXx8fGi8Xwc9ML11RZuYWGhCB8BICg9XXQdUmmKM7EAoMBBYCMYneKjN8HP5oEuKSmR4TpAIUQhQYx/m06npdErFUNdXZ2EmuTGsFx7YmJCMA5mcCiDhmGgo6OjqJX8SqYlY36uAeWNSpXpbCoCksSo3IgtcX35PgxhCFZrstJKx1tntoid/TbP4HcGPv6/uHjjFBq73S7UVioLAGKdaGGYttI5ZE3qoHBTKbA2nm49Ka/Nzc0Ih8MYGhqSFukDAwNobGzE9PQ0Ll68iNbWVthsNly8eBHBYBB9fX2IRCJob2/H8PAwzp8/LwU8TEkCQFtbW1H1WzKZRF1dHSwWCyKRCNLpNM6fP4/+/n7Mzs4iGAxifHwcsVgMV69exd69exEMBqW8my5wOp3GQw89JBkCHvBLly6hu7sbiUQC2WxWMBS6v1xrnbqkC6wxAK4xLSIVMFBQuuQ38D20Ndev5z1wf/i+Ky2gpl0zPGR/RiojKgeGAWyOMzExIci8xWKR7kzkHfAzaL3JIaiursaWLVuEgMZmOCxwY1qUikGnDXVLQXpDyWQS8XhclIkmLzF0pBfFfSBG43K5UFlZWeTF0DPUdGsqDe0p6PSvViZ3S4cG7hFKNF0eDcosLCzIlGWgMPyUsRSAIhakFmAeeL43wR+gYLUMY2kGwvr165HP56U1Ow9ILBZDZWWl9FsMBALweDw4efIk2tvbEQqFYJpLjM1Nmzbh5MmTRaW5JCPlcjkcPnxYNicYDGJ6elqq+WZmZuD3+2G32/H1r38duVwOL774IqLRKAKBANra2vDGG29IarasrEw8l+9973vIZDIy82F2dhaXL19GS0sLJiYmAKBIadI1t9vtMqlZ1yEwXco4lwcQKGBAbCpCgaSl1yw/oDBfgQeBngnxnJXZJE7P4ueVlpZKP0tmkHh/xEF4uBiGceiP9o4YkpAlyWtgYAClpaWoqalBJBKRxjFURqxepDdED5aKyTRNGdpDRatjf64ZAV2+B/+WDEmLZamehN6ax+MRr5XvoTkaGlOgItBesU5h84ysBHvv5LonFANQGPCivQMuCMtuWbegLQ2FUfPWKay0iPzeMJZGic3NzclU5tHRUcRiMdHCTA3NzMyIYBmGgfb2dpSWliIQCAhe0NDQgG3btuH69esCZJJMdPbsWXzuc5+T8XAcAzc3Nye026amJoyPjyMej8NiseDb3/62dFGOx+MIBoPCYyDD0Gpdmpr05JNPYnZ2VvpEsKrTbrfj1KlTOHTokAgSOxvPzc3JEBi6ryvjYx3Tcv152CjQ2iugB0PcgOutXXriOfSaiFFQWdFdZnXk7Ows3G63EKlGR0eLsA6+LxVXNBrF+Ph4EcOPz0PqeG1trYRV5DswvKBlp+xQnihT2WxWSsl5sAEIQ3ZlrY5eP94zsyP00DQHh5Rsi8UiE8cYJmlAnkZR7xkVBteE3+tn0fd1p9c9E0pQe2r3lgLJwhVWywHFXZm4INTo/BlQyN+ScMODe+LECVy6dAmDg4MACqkdWkuSj3iwIpGIIOT5fF5Aq/vvvx+pVArt7e3I5/OYnJxEbW0tSkpKUFdXhzVr1mB+fh579uyBaZpIJBJCa+b0aoYXNTU1knJ89tln4XA48MorrxTF5rRQn/jEJ+D1eqWeIhAIIJ9fGvX+0ksvoaenp6i4ht2imCmgNaRl5+v0dC4qVH2odY2HrhfQbi8AwYfoVVGh0yKfOnUK//Zv/ybcDLIw0+mlEfccQz81NYV4PF7kwWiiUD6fx/T0NMLhsNwTi+XY6owYATMSnGrGys9sNisNaEpKSoTYRAVApcQ1oJwx86XvRQPgAKTmgrUkmsPB96bsawqz9pD199ry68/Uck+vgt7Vf+e6JxQDtefCwoKkpphJ4Ea43W4BzmgZ9SYBkNiUws+NXrnQ7D1IJaQPRzKZRCwWQygUQmNjo2y+2+0WIRgeHkZZWRk+9rGP4fTp0zh//jza29thGEaRC3/p0iV85CMfQTqdRkdHh1gIEnAmJibQ0tKChYUFJJNJaRS7fv16NDc3i7tLhJwCxpmYLDyrqqqS5q5//ud/jpGREQmfuIYEDxcXFxEMBouahXId6alp7gfXEcBvWHkNoGlqMz0LHiaOugMgtSCBQADbt29HR0cHstkshoeHMTw8jHQ6jWQyiYmJCaTTaUxNTclMDwDSb9E0TfHszp49C2AptcnfMftAXgQ9AuIIi4uLgmewBL+qqgoejwfNzc3w+/1FhC/WZNBzYt0LDyHJXZRFyiE9FN4PZZFKl8bIarXC6XQKb4H7wDCBxopcDF5aCfHMaIWm8Yu7ue6ZUILuKFA8Y4JgUj6fL+o+BEBcR+1SMXdN6wQUMAedxtFhirYILGhhG3JgqbPUwMAAVq9eLSXbbW1t6O/vl1ZidH+z2SxqamrQ39+PoaEhPPDAAwgEAqitrYVpmgiFQiJUTEn++7//u4QhbC928OBBnD9/HqlUCrW1tfD7/RL7NjY24vbt22hubkY0GhXs4Wc/+5nEwnSRSRajl6CZd0TKCchS2ZJyDhTcVbZy0wokkUjA4/EUFfRQGHWtimEYYsEJ+vF5LBaL9CrU+AbXiwAjFY4OJ0pKSiRbwQpSAp6sZuTAHPIxSAenMbL+H+rePDbu+zr3fma4iOtwFu4jLlooK6ZkyY7k2E4cOUq8NHbim60N4iR9U/emuOkfL3oLNO+L/tEW6Fs0RZdboGmLJrdFi4u0TZq0dVKnjuMklm3JlmzJFq2VFBdxEZfhkDNDDteZef8Yfc6cYXxb6X1RgP0BAhcNf/Ob73LOc57znPOtqLAwIR6P68KFC+rp6bH6CZyUlx6/k2HEe/NsZJ54Dp/B4DP4UCEQKPaR8BsYhMb3pEj9esa4eIMglTqcgUZu99oWiEEqhQNARj64V7eRPvJkjJfEEuvBV/iwhAXD/0ul9A/wGMkvi+bKlSsmCAoEAhoZGbFy649+9KM6ffq0pqam1NPTo+npae3atUuBQEDz8/O2WFZXV3XXXXdpcHDQVJAtLS22ePr6+vTEE09Y85CqqirdcccdxojX1tbq3e9+t3bt2qUHH3xQDz/8sO677z6trq7qzTff1JUrV3TgwAElEgm9+OKLZhgbGhp09OhR85RsXhZ1a2ur8Qd4TqTHbG7PdoPCILZyuZzxMT7jstV7+VQmyAcvhvfl/Xp6evT+979fH/jAB9TS0mLvj5PwkJm08IULF+xenC8BnK+srFQkErF5wMmwdkh5glIjkYjW1tbsKDzQh0dPhEtbBXVsUjah7zjmwwucF8gPfQhjhqPyvALcgt/4OFGfhdhKVHoB1e1mJrYFYvCewHu6iooK068Do3xrMwbAC0WYODyiVKrdx9pDxvnQo7q62k4l2rt3r4aGhspks1LRKx06dEgf/vCH9eyzz2p4eNh0CIuLi7rrrru0c+dOra6uGmoYHh7Wz/zMz6i6ulrHjx/X2NiYbb5Lly4Zs93b26vl5WUdOnRI3/zmN9XT06OPfvSj9oy7du3SnXfeqUQioeeff141NTXW2enMmTP67d/+bVVVVSkUCtnnHh0dtc3hhTmhUEiLi4tmVL22Hk0AaUKf8fFpSTZ3Op02hd7WRQnJFolE7ITvtbU1xWIxe0b6YExMTJjK0xsA5pcshN9I/MyzS6VDiyKRiG2+lpYWQ4qxWMwOD5qcnNSePXusv2Mul9Mdd9xhdTr+nqAuvDVIQpKl1DFigUDAmtZsrVFgDXpFqCSroJT0U0bHI2Qv+vNGi3Xuwz6p1BX9dq9tgRiIcfkHFOUrMmZv9RhQvmLhQRteBuoHCSjsJ5kNUlNTo/b2dkUiEfOIWHBSWx/72Mf0yiuvaG5uzowLRNubb76ppaUlSx92dnZaZ+upqSmtrq7qwIEDZnyy2awymYyuXLmihoYG7dmzR6+//rpWV1dVX1+vffv2KRwO695779W+ffu0Y8cOfeMb31AgUCwu2rdvn/r6+vQ7v/M7lir1fQDZfH4sNzY2lEgkys6UYJwQ+/B5GXM8OmEG4wmL7ku3gcwQjxhe3gPDXlVVPDEpEokoFospHA6XwWG+YpgQFXkS8OTJk+YEqqurLQzk0FkyBpyujeiIVO3ExIQZO8hBtCo8AwiEze71E2x8Lz/m81FNidH1ykNPPjJPcAtsZAwAiIw5ZUx8mAyy8kYB/YXnIG5rT972X/wHXP5DraysWGwvqSyU2NjYMO/k41Gf8iIVRkjgi0dYXH6TIGZZX1/X/v37tWPHDpNF+0zDsWPH9L73vU9/9Vd/pcnJSWt9Pj8/bzqMdDqt2dlZTU5OKhqNamFhQaFQSM8//7wuX76seDyuvr4+QwA9PT26ePGi9WJABh6Px/Wrv/qr2rFjh+666y7F43G1tbVpeXnZ2rkVCgUdOXJEn/3sZ61LNcgFAZckaxcvlXoBIDv2bDrfe/m4VBIyMd6MPQIr0q9e5MMcgt6o3vS6CVrUh8NhS7mSNfDSY7/YIfDIvszMzNhrgsGgZQCoSm1tbTVIj2w4k8kokUhoY2NDIyMjymazVn25srJip39jKOArvKAOp0OrOX7HWPoSacIgnhECGsPp1y+pYAzSVrLRZx7Y8OwBfu//zyt9bzeU2BaGgYsBwJuzAbCgW1NF/M3WYhFvDLz4hIH3HhH+gUzH1atXFQqFNDc3p8XFRUnSnj17VF9fr5/85Ceanp5WPB63+BnI2NbWZkx3Q0ODXnvtNV28eNFEWq2treY50um09u3bp0AgoKGhIU1OTqq+vl6JRELvfe97dfDgQb3xxhvmZeiQ/Nd//de2sY4dO6Y/+7M/s4a02WxWLS0ttolzuVxZO/6KivICMsi6rak2qRQzEzJ4AtKHHyw47gEaY67IonhyzMP+YDBY1kvSIxLie0nmfQkHJem1116zteIVl55XQt2KFB3v7/tcoI9hbXk+wadzeR+vFfBdqliXfD4+L31EeB2KRgyu58pAr1KpoasPPdgLWzc6yMyLnfxc+q+3vBdv69X/QZf37qjTmBguKuJyuVyZ5wDW+dSRVI40+OrbjuFJWAz79u3TwMCApGLaiwWDZn5lZcVagb399tvq6+uzuHBjY0OZTEbRaFRTU1N27927dyufz+vGjRuqq6vT6dOnlUgktH//fu3evdtOl0okEmpra9O9995rsTx8C7D7H/7hH8o8YTKZ1He+8x1JsrMK8cy0P0O0Re9Lek0Cf0OhkBkKPB9MOTyBzwigQsTze0jtC6RQJkrF1KwXrUkyVSIkG8YH5AYnRGxPARZch8+a+E3iO1KBAhgfiEnOq8SQ5HI5NTQ0GElKrwocD+9HiODT41LpgBmPGHzWhGIqn26FDCU1C1HqDSfhgxds+eeS9FNGhPXvScr/L3JoaZuQj5K0uLhYZq2ZBBAAIhmKlbywA2vrY18fMkBeMQE+LqyurtaDDz6oCxcuaHV11Ygo+hpcvHhR/f39euutt6x/Yltbm2ZnZ43wpBqUA08pR66qqlJnZ6dOnTql2tpay2R84hOf0N/+7d9qZGTE3v/d73637rjjDjvVqre3V62trWpoaNAf//EfW6iyZ88effzjH9fHPvYxU0Tu2bPH/k4q5a+l4oG3kUhEyWTSiDE8vyQjQoG0wFo2Ch4IxEHqDo8OgsHAYMh88xc4nXw+b92I2AAc6xeLxdTf369kMqnR0VHl88U29Dw3fAbZGIqsmpqa1NnZqdHRUfPUrAGvL+Cc0kKhqMrkSEFOo0JO7Y+L93yK35C+JscfgOT5moqKCivt9mgMZOIzD4y358ZAN4w97+sNoU9XvhOSkH668OpWr21hGDzz/7+DWWx2DIWfeIwIFpPJ8Sw7hNJWJNHS0qKRkREzBoFAUTbNGZI0WY3H4xodHTUrD8GEkOfw4cO6dOmSWlparHjnxo0bOnr0qA4cOKBr167pO9/5jioqKjQ2NqaDBw/q1Vdf1ebmpnbv3q2RkRHt379fDzzwgAqFgurr67WwsKDFxUU7C6GyslIPPPCAvvWtb9lnoehsc3PTNhTGELIMLb4k85oY4q2EodcveAKPzA08xVaJM0YB2bXvgUgoiHED5nvkguKQQ2F4LyprUYmur6/rrbfeMjKQlmyeHK2pqVEqlVIoFLKsTzgcVjKZtJANA1ZZWWyyu7CwoHi82J3Qd/TyoY+X6hNaMD4gNFrd4fFZxz6b4kM3Olh71ObTrfytF0LxTD5M89kg7xC5/lOGEgwSC9iniSBw/CImlcnClEqQz1vmrVaai01dVVWlQ4cOaWxsrKxNd3V18fi2TCajhoYG/dM//ZM9B8w3MS+NWyG3yNVLxQX21ltv6cCBA1b8RJHV1atX9fM///P60Ic+pMOHD1vakywGRu9P//RPTYDT3d2txsZGfeMb37DzJSoqKoxEowIQaO+bjPiMTXNzc5nXYaFifEAEzA2bG8UgkN0bgNnZWQ0NDVkVJHwGStJUKqXr16/rxo0b1n5taWlJU1NTSiaTJoUeHx/XhQsXNDIyooGBAQ0PD1uvCIyCVyTyTKyHfD5vGgj+prGxUdPT00bMel0GTXXT6bR1Yoak9ulRNpZPFzJHbGhqYPwG52LDYozgUVhHGGV+9nyZz04Qwvl7SiVC8p2+51lv59o2iEEq38w+J1xZWWkxHjXtTDpIAAEUVtwTYF6/z2s7Ozst9ciEIggaGBhQIBCwk5VPnjypF154QVVVVXZgTGtrq1KplFKplNbW1tTa2qoHHnhAY2Njqqqq0v79+zU9Pa3R0VG98MILevjhh9XQ0KDnnntO+XxeIyMjunLlih5++GFdvHhRVVVVdnBtMBjU7Oysfvd3f9eyEHv27NFTTz2lRx99VMFg0I5MQ+jT0dFhzDmKRoQ7xNBwNEtLS1peXlZdXZ0d8oIykhOcmBd/3gIcBSEXXok+jZWVlRocHLSNDNFbW1urSCRi7d0lWZel5uZmzc3NKZlMGtoBgiOD58Dd0dFRkz/7o+5QFlZXV1vYRKztnQUqUkIJqdhCvlAoqLW1Va2treZ0pFJlKhchmi82g9Ngk/rCKEhyPD2fz69FeAV/LieGAFTgvb1H1Bgvj2q4JyGcJ4dv59o2hgGvK5WIR6+MQwm4NbfsxR5eKAVf4SGch3ef/OQn9dprr2lqakqbm5uKRqNaX1/X8PCw6fHb2to0PDysSCRiXYdnZ2fV2NiohYUFtbS0WPWlPzhVktVaUFq9uLiopqYmhcNhjY6OKpvNqqenx/oyLC0taX5+Xvfff7/S6bQuXLhgm7mzs1NPPvmkBgYGDEpuhf9ra8VDaYiVGUcWKqdwe03C4uKiZWeQVZPh8ApG3s+TfoR2GxvFvpmdnZ2Simd30gdCkqGKYLDYlIbnIs7G2PNPkq5fv24IDBn82tqaVYx6lIj4jZQkaI9xDwQC1t8gk8mUNTaRZKHh+vq6WlpalMlkbPNCirOmvPrSx/ZehOS9uM+osW4xVIwd9RSEIr5fJPfj8nqcd0pVcvk0vX/u27m2hWHgA/q4iFQQEwsrDsQilvT38Oys5yZ8VVw+n9eRI0d09epVXb161Txqd3e3JiYmLMMQiUQ0Nzen1tZWDQ8PKxwOa3x83ERNTU1NmpubU0VFhcWn58+f1/T0tGpqahSLxQxWr62taXJyUi+99JKOHj2q0dFR9ff3a9euXQqHw3afl19+WUeOHFE2m9UPfvADRaNRrays6Pjx46qqqtJXvvIVU+WxYIH5S0vFoz9YrJzJSIagvr7eVKXz8/Oan59XLBZTZWWxLNmfxehhrWfhQWg+y0AKrrq62pqTNDY2loUeEHpVVcVK0ObmZuNGstmsSclzuZyuXr1q2gHmFYPr9S0QnDwDsJw1wVfulc1m1dDQoHQ6bRxCfX29eWhOm5JKxKU3BFvXmFchgiJ4Fv86hHN4b6+h4WeMPClgn/b04TD35/LEJM/nX+MJ+v+UHAMxrk95+bgylUpJki1y33ADGAdawLtxDyYZNHLHHXdofX1dL7zwgnl3mrjOzs7a2QqNjY1Kp9N6/PHH1d7erkQiYZC7v7/fOj0fPnzYwhaIzZmZGS0sLKhQKJ17uLi4qK6uLl26dEn9/f2699571djYaM89Pz+vvr4+ZTIZ/cEf/IHa2trU3t6uxx9/XOl0Wp/73OcsLPK5aT4nzD9kK4aivr7evBbZk8XFRTtY5caNG5YmphP3VmWo93KULG/1QlVVVXZSEiInCEWMPNWgi4uLSqfTymQymp2d1WuvvaarV6/q8uXLVs4uyVDD2tqavvWtb5URy+FwuCzFWVlZqY6ODk1PT2thYcEEUjSFraurM+EX2R6f7m5ubtby8nKZdBxkKpX6M/BMIFkMguedPKfFBvc8D6gVvgCkQ4oWo8jG92Pt+QMuj1C8joU1wnzezrUtDEMgEDBIyGRBzrAJICAhe6RSCOJhr1SylL64p7a2Vl1dXZqYmNDZs2fNmwaDQe3fv9/Y70AgoPHxcS0tLSkajaq+vt7OJ+CelD03NzfbolpdLR55f+zYMS0vLyuXy+n111/X1atXdeedd2r//v0KBoMmWYYkY8Ky2aw++MEPmnGKx+NqbW1VZ2enfvM3f9OMgl9wQFCfqvVHzrEpybWTjqSGwBsMvByVn2x+35EbRIdACqPklX2FQsE0Cuvr61pZWbHyb6mYHoWQTCQSWl9fVyaT0cTEhBYWFkyJymdbW1vT1atX7SAZ3gO0gILSC9Z4r7W1NXMqhFqJRMKapnASFYaDtehFSqwzNr4nH6Wf7lCO4WZzs6YZHwh17u3DAxAD9+WeGAfQjU9pMvcYGk+u8m+rAvhWrm1hGFhYkgx6YRg8rJRK6UZP6nhhiJ8kP2mJRMI6L7FY6cYbi8V09epVK9JaX183wo8TqXiWeDxuirnm5mbNzMyorq5OY2NjBhebm5vV0NCgcDis4eFhnTlzxgzLBz7wAcXjcQ0PD6umpsbqKnK5nCYnJ/Xqq69q37592r9/vz7wgQ/o7NmzZSXP/ujzmpoa09j7xeGVnXxOvxh9iguEwQlTaEb8eRcsLDywDy2kUrs8v0gpj0d7AILJZDJmMFZWVpTNZlUoFExO7hWqZAtGRkaswzKEICEPBpLXe6TABgUB8owYREmWPeFwXxwP4+cRAfPkPTQogdcwF4yXV0byWVm/IDKMEGhCKlVL+qwDaxkDwdrnubyqlTnjM/2nJB/5kEBi4B8QPZ8vHUXP64C8PmXp4z0f93nZL0Tm3NycduzYoQMHDujEiRPKZrOKxWIaHR3V+Pi4amtrFQ6HzeNWV1dreXlZd9xxh86dO6dgMKi3335bd999t/bs2aP19XXduHFDg4ODevDBB00XsbCwYGdUPPnkk6Y12LFjh95++20tLCzo8OHDymQyamtrU1dXl/r7+3X48GH93u/9np555hk74JZUGJ8nmUyad+UMSYhUqShuampqUiaTKVMZzs3NKRqNWkiWzxcbqs7NzSkWi1l2Qio1KQkEAtZghrHmfmwW5s4rJiWVKfsQYQG32RSgI9KYdXV1SqfT+ta3vmU1CZDCVVVV1pMTFLm5uWljns1m1dHRodnZWUvhQjBKRWOAs6E+xZN8hFYYma2bCuQEgcj44LRYL9wXQwO/wKZlE0vlRyEwPmx2b3C2chAgtq3peD8vGLXbubaFYfACp6qq8tbgwWDQzmLYmj7CMJDK3Ar5CDl8+LFVIYlCDYb7+vXrqqysVH19vRobG3X27FmLrYkJNzeLHaVmZmZ06dIlK6fu7+/Xv/zLv6i7u1vpdFoNDQ3q7e1VZWWl9u/frytXrqilpUWXLl1SKpVSW1ubJiYmtHfvbj39QwAAIABJREFUXpvgixcvqqurS2+++aaeeeYZ2zj0aoTNB/4iGKKoCfkvcnLEWGQdKisr7dxMDBQxOVJxn71AAi2pjKCDTWfevNTaax9Im0lFzoDnBNUwrzU1NWX8BSiDo+bwpPwNhGZra6ump6etnwRGBMQC/4RWgk5NFEb5VCvOg3GRStwBaweugHszjp4PYE1DMMJ14elZt6xBxtQjv62ko788fwBK9MZj69+/0z3+vWtbGAaMgE/neAtKazD/4b1WnjQaBgDIhWXF2Pj34z29/t53JKqsrFQmk9Hbb79tijzeF4Ybsojv19bWdPz4cevwPDIyYoegnjhxQoFAQEeOHFFTU5NOnz6teDyuvXv32jPW1NTo8ccfV0tLix599FHzuhQCETLRjxKegMIttAVsQBYHCk0+O8aNykLUf5LKWP2lpSXThrBRvIyXsZNkBszDX589oiCJeeS1fA74pI2NDVMrPvvss2pubtbw8HAZ+mDeamtrNTVVPBmReJoKS+9F19fXLetSUVE8nJcwg3nlnswxjYDZZBg7j269VJnLc2Hci3FgzcLlUFcBV+CVku+0sbmnr1Tlq2/iS6jkSczbTVduC47BZxXIeQPhGxoaLL72pcEsoq1CD0+yMPAsEgaRiaisrNTVq1fV1tZmi3F1dVXRaNQ8kaSy3Pbm5qZSqZQ1h11cXNTExISmp6c1MzOjVCqlM2fOWGuyeDyuwcFBM3w0d+GsyX/9138tI0LD4bC++MUvWmqVeJnqT2JnqjoxgiySxsZG2xx81q3hGEy1r43gTE4IQdAJXANNYhkHjDaoi+egVBiOJRqNKhQK2e98/wXavbFhIEY3Nzd16dIlTU5OGlrA+3rvXFNTo+bmZvt8zDMIiyudTpcV2OXzeRMz+dgeFOFFTGxKHw7ghBgXqXTCmdch4MnZyFyeD4LMZm36DewNEmsZolhSGZ/i05nsHUJz5vx2rm1hGJgMf6iqj7EYWA/xCoVCWSs24DVe1qf1PNJAOQZhtrKyYupFPEskErFyWan8ODAPnRHlLC0taXFxUclkUg0NDWpvb9fZs2etfRoLOJPJWFEQGwXvs7y8rMHBQf3FX/yFhoeHy8gllIq+ZgJDwmeCNAWK8/lZfN7DMJaVlZV2BiafZ2lpSTMzM0omk1peXrZW814sxVxxH+/V/OKGzyHO39q2jM2KshEvvrGxoZ/85CdGRNIXATQTiUSMB0mlUspms4pEImV8AFWMgUDAUox878+tBLHg9fmMfjP7DerREGPP5/YKQx/n85mYa4wqmRvGh3t5tAv6YD7fieD0WSSPStgnPpy71WtbGAYvwCCfjiX30lNKi30Gg4FhoQNPeQ0TBbzykJHNhMFJJBJaWlrS9evXFQwGbfHBWBP7+olpbW3V7OyswuGwFhcXdfr0ac3NzdkhMrSJj8fjCoVCJghiMa+urmpoaMgOMb1w4YJBW8+75PPFCsGmpia9613vMgPJQmbRstBAAzSXhTxtaGiwFCziLs8d7Nixw7pkz87OWvYA4g8k4b2vJHsPNi/IwRsGnwJFag0a4PcUIlEByvNjbNgkNA9mLtvb223D0ewFb+0PrMnlciaUopkrSIAqUTQPUrnyEA/MuvLogbki1MFJMUesHX7vQ150GxgvNjhO0a9jxt3zZz4D8k57y4eVt3ptC8MgyTwCcRmxplTM8eMZPLvOoHgvJMnuw+VVZ2yyYLDUn4GKO0l2SOv+/fuNMa6vr7ceBxgGqSh7zueLPRuIn+fm5nT+/Hm98sordrpSNpu1fgu89tChQ6qsrNTdd99t51F+9rOf1djYmFpbW8uUdXgENiXcBSGFh4leq8DzZ7NZSxdyJB6kLs1oOEuyqanJDg++ceOGxsfHNTs7a/qKfD5vtQbEzXheFr038hSrwY0A0QkFaCgLD5LNZnXq1CkTTHHwj2+Oi0HYuXOnbYbh4WEbIwhC0pCbm5tWUCaVKkwbGxu1sbFhB/5UVFSY0YR4xdngfAjfGFepZKwI35gzOCF0I3AtcAxra2uqq6szI+pDFW+QCoXyXiNSSS/BuBM+8LcYp5WVFUvV39Z+vK1X/wddeEg/iJJsIXJkFwU53mp6qOU1/byGvgJ0AWIheURRVVWl4eFhG1A8WjgcNoPT3NysRCJhWQD+nt9FIhF1d3fr2rVram5utlLasbGxsmasKysrGh8ft2IeSos5q7Oqqkqzs7Nl4ZU3hBgCT0ixcLxalAVIeABJCDxdXy8eC1dTU2NwnQN3SXGura1ZqEHn6aqqKpNb+4IrFjlVgJJsA3vxDof2BINB4y2YM1J+bDIvVvKwmgwE84m0GmhPupaqVLIPrBfSpv4sTTY1mxn0wvOAKDxygb/xYZEX5cFVYDxxeiAuPo9vYsz9PQfh16s3Oj5cYCyCwVJJ++rqqpLJpCYmJjQ0NHRbe3JbGAYGh9g7lyuVOG9sbGh+fl6tra2SZBPlT/pl0Pjq0QNfvcwXiFpfX6+9e/fq6tWr2r17t9544w3l83kdOHBAp06dUiAQsG7DNGIhlcrPY2NjBhW7uros/p2YmFA2mzXYf/LkSd11113avXu3lpaWlE6ntXv3bn3qU5/SyZMn1d7erv379+vZZ5+1xeM7AwGxJZmBnJmZUUVFhUmr6fDkD1qFrGLRgJy89/aQt6WlxSA5nwtR0sbGhm7cuGELMRwOW+1DbW2thQCoHznchX4IFEPl86USb0mWz8cLzs/PlzHqPBtGAWSCFgU0Aur0BgdPDH8EOgsGS41fGhsbLbQBDXF8HTJozqXAKWCgq6uLp4NhuJkf7/X5P4hR7i/JztR4J72BFzd5YZR3fhgJjMHKyopu3Lihixcv6ty5c7p8+XJZSHKr17YwDIFAwCw+aTkGvK6uzqw8ElcOSfHNLbDIwEiQB7GxD1EWFhbU2tqqT3ziE3rooYf0+7//+3rkkUd09uxZ5fN50/SnUikTF0nFPPzs7KzlyoHkk5OTOnTokMLhsLq6uowUnZ6e1p49e7SysqJ0Oq3BwUFTW0YiEYXDYY2Njam5uVnvete7NDs7qyeffFJ/8zd/Y5PpVZ/E7HhROASpvIrUpxk9244Hh/j0jVyJ2ZeXl+35SZNiTIDTELQQxWglfLEQG5mis+XlZUM2UskjgjwIRzAOVGW+E6EM2VkoFKz5CyIm+AEQF+sAlOC5JtASIQKl6tlsVgsLC1Z4lkqlzBFhFEFjIEg+N//H63zqlA3s1ZR0xwb5+Uwal//eh43M+ebmpqanp5VMJnX9+nX94Ac/sIbFvM/tXtvCMEglJtZvYi9JpX6fghxCAv4O/oCYVpLBTSaHAqwdO3bov/23/6b7779fv/RLv6RMJlO2wdLptPr6+nTjxg2D++T6IUAlmWFCVbe5uan77rtPJ0+e1MbGhtLptEZHR/XAAw/o9OnTqqys1D333KNTp07pscce0/z8vNLptNVU3H///ert7dUjjzyi5557zuS6PkOC2k8qLZIdO3YYh8DYsdlZFGx4n9aCdCSW5qvfEB0dHYYKJFmfBIg8Sr19rpyOTPRgQJINaSjJiFkITYwGmR02UTAYNP5DKjXkISuA4dyxY4d16qI+AnKTdcDfrq+vG7/CIbKEj/Pz8xbKIvbivEvSyZlMpqzblX8vwg7v+Qk7/O/Y/LFYzP7WcwReqIQxZL1xz42NDStIu3DhggYGBnT+/HktLCwYwvONb+fn5295P24Lw4DeHViLBWaxopknjqNeAQSAeMZnMTyHsGNH8cTpXC6njo4OPf3007p+/bo+/elPW7UlZxRUVBTPtuzt7VU8HlcymVQ0GtXm5qZmZmbsMBrkwbW1tdq5c6cWFxc1PDys97znPSY3Xl9f15UrV+yg22PHjqmlpUXnzp3Ts88+q2PHjqm7u1uhUEhvvvmmfu/3fk8/93M/pyeffFL79u3T17/+dc3MzNhigAvwbcalYiw9Pz9fpr0HQQE5gcAsvFQqZSdKM840fQGVhEIhtbe324G0cAjEr5WVlXbgLMaosbHRCuIwGF6i7s+HQEG6Y8cOg9R79+7V+973Pq2trWl2dlb/+I//qJdfftmUhl6/gsDKd3FKJpNlIQsGVSqlT0mb+hPACZ3QrMCzYBxAsTMzM5KKGQ2/3hCEYVTIFHj5MiGo/+zRaLSMJyMb44lLv5bJuMEJTU1NaX5+Xi+99JKuXLliYxEIFM8eAZnm88WW+7e8J2/1hYFAoCIQCJwLBALfu/nzrkAg8FogEBgMBAJ/HwgEqm/+fsfNn4du/n/vrdw/FAqVCXiAhMRmPgfPz1hWvgcWMyFASYik1tZWfeYzn1EkEtFXv/pVRSIRnTp1Svv27dPIyIhBOc+gB4NBy+3X1tZqfX1dPT095jUrKip05coVhUIhdXd3a2BgQP39/bY4g8Ggenp6tG/fPoVCIc3MzKitrU01NTWanJzU3NycXn/9de3bt0/19fU6deqUzp49q1gspqefflptbW0G2UEBnm9oaGiwzenrRnh2UBc6DzY2xgUSDM0/mg08qT+GDu8rlUq+vWYCBOBLj30MTOqQIi04EZ4ZgwGa6e3t1S//8i/rt37rt/ShD33IOlHB8NfW1lpqe2Njw4RUzc3N5lg8gSeVKwkJMyKRiBmYpqamsoI10Ce6B7IJ6+vrJqfGoHDQMCXlPu3IhubzcW+K4nzmg/WNIZDKD1jC6cDNjI6Oampqysa4urpaoVBI4XBYHR0dVmNzO9ftpCv/T0mX3M9fkfRHhUKhT9KCpKdv/v5pSQuFQmGvpD+6+bp/84I0Ir1EbQQwiBiQxqiLi4smuvHSaCwrg0kMC5n2kY98RKOjo/r1X/91K9iRpEceeUSTk5NlwhNOoYKk5P6pVEq7d++2pjGEKNevX5cka1hy/PhxHT58WLt37zbjUFVVpRMnTujSpUvq6urS+Pi4MpmM3v3ud+v555/XPffcY63Mzp49q1AopC984QtGfDFWeBeILKmUooX/kIqbl3MyMbrIzondGUf0Bn4zS+W9AvH2LFqM8FalIc/EM/zv2v1D8Hk9gxcTgeAOHjyoL3zhC/rFX/xF3XnnnYYeMpmMeVVEYLlcznpCMB4Qil5hmUqlLIvBsX7Ly8tWiVlbW6u6ujozQl45Cy+C6AtOgk5dnEPKz/Pz88Yz+UIu1iif1xtdH3ow96AauLZEIqGhoSFduHBBN27cMGMYDofV1NSklpYWywj5ebyV65bMSCAQ2CnpcUn/j6T/Hig+6XFJn7n5kr+W9JuS/kzSkze/l6R/kPQngUAgUPAMyparvr5ehw8f1uLioubm5swSk0r0BTb8nty2l4t6pACKqK+vV2dnp1KplL75zW8anEomk+rr69Njjz2mv/qrvyorpNnY2NCZM2e0a9cuO5r84sWLFqsFAgF1dHRoaWlJiURCdXV1+sd//Ed96lOfUk9Pj9544w0NDg5q79692rNnj4LB4pmJ3/jGN7S4uKh3vetdunLlig4ePGjNUXt7e9XS0qL3vOc9Onr0qMbHx/WHf/iH+uxnP6vDhw/r9ddfV3V1tZLJpDo7O837EsuPjY2VpcTw3oQKxMV4dKkk48VAYBjhK8jIYGh8aMLmxrMyB2xaDAAQH9TmF+hW2O2VhhgnYLUkHT9+XI8++qiWl5f1v/7X/9K//Mu/KJlMGnRms9FbMhqNanJysqxgCe+NGhGSls1JloNsBCiJLIQPmzA2cCFUfZLt8QI1uAvCm1wup/b2duPL/NqDv2Adcw+paEiWlpY0NjamF198Ua+88oppfjBwhIIYEtDk7Vy3+ur/IenXJDXe/DkmabFQKMCmTEiK3/w+LmlckgqFwmYgEEjdfH3C3zAQCHxR0helYhjR0tKiuro6GyRUh4g/yFbc/NufIndYXMRmQMhYLKaJiQlb7LQmO3r0qCoqKtTf368///M/t/fifouLi5qZmbGmrmyIXC5ndQDZbFZdXV12IOpLL72kzs5OCxtGR0etB0Qul9Ps7KzuvfdepdNpM1bd3d3GV6ytrenll1/Wzp079dxzzykSiei5557TJz/5SV2+fLlMxcbnTafTZQiJheTTnN54QhhS8xEMFo+h96HT8vKywWsqHCF3iesZa57bpxU9819fX2+IASMBwgAVolL0aWapdIybVNIEEE790i/9ku677z79+q//umkSfB6fLAJyYMIl0Ew+nzfhGu9JahPuAMGTX1t8DqlYbYoxguRmXRLa0iAGVMx8zc/PKxQKmb6Gy1cBcy9Uk2RtpqamdPr0ab300ku2HmmvRyoV48Zn89mMW7n+3VAiEAg8IWm2UCi84X/9Di8t3ML/lX5RKPxFoVA4UigUjiCcaWhoUFtbm+LxuOrr69Xe3q6amhr70N6bURXnPZCHoRBeExMTZUYEa97S0qInnnjCug5jMCBtIDxp7JLP58sO141EIgoGg+rv75dUzEcnEgl9+9vfVmtrqw4dOqTe3l6trq6qv79fJ0+eVFVVlR1HV1VVpY6ODiWTSXV3d2tjY0MtLS3q6+vT1atXdfz4cUMTL7/8sp566imD7fAtLFCgLqEXF16nsrLSDrz1Zx/k8/kyVOAFRGwcmHEKsxhnjDexLvNDSOM9Fs+LfoLUJu/D/Hg9hU9f8g+jz9fDhw/rK1/5ig4fPmyGBi4FNIIHB93wPaeNUTyHjgJj5bMBWw0hIQYZHMIweBmfXWOe6urqrMgNEtKHiN6ge67o5l6xOpvJyUmdO3dO58+fl1RsS9jZ2WlVsjwb8wFf5tPet3LdCsfwXkkfDQQCo5L+TsUQ4n9ICgcCARDHTklTN7+fkNR1cwFVSmqSlPy33oB4tbGxUS0tLdq5c6d27dplvRjr6+sVCoWMqCLTALnjB5HJJF4mpiau3rNnj+6++25dvnxZExMTphnAGyKcCYfD+tSnPqX+/n61trYae/zwww8rHo/r3Llzampq0uuvv26Lrb29Xe9///v1jW98Q1//+tdVVVWlI0eOaHBw0A544eBZYCTFUXfddZflxklVfulLX9LY2Jghlve85z2SVAZX4Q2am5vNs9CtCGi7vr5uhByQNBAIGEIDIfjsAalhvCQwGHKSmNiXXoMsGHNvtL3h9XJvXykLIuI9PcFJOpP/AyXddddd+upXv6qvfvWrJn+mFBs1oyRTaRJOkONvb2837goi0GfJeHYEW8ia4R4gQUGRZAHa2trs78m4RKNRc2aFQsE6fWGU6fsIamBcpaL8/tSpU/rLv/xL/f3f/73Gx8cViUTsHlKR34IfaWxstJ4VqVSqTAtxK9e/axgKhcL/XSgUdhYKhV5Jn5b0o0Kh8JSkH0v65M2X/bykf775/TM3f9bN///Rv8UvcBGPtrS0qLGx0cpzKTzy8I4SYRYV6Tip1PsfDwU8JkTp6+vT448/Lkk6f/681UAQ2wUCxTLWVCql73//+8pkMjp27JiefvppffGLX1Rra6u++c1vaseOHVYrQZz/xBNPaHZ2Vqurq4pEImpqatKzzz5rcT4x+Pj4uImC4vG48RVY+YaGBj3zzDNaXFzUxz/+cTv49qmnnrINh0fDG3A/nx7zStDZ2VmDxRCCeG34BcIpFKgUGXlEATwN3JQvE4dL5U1JpVLzXi/35T0xxHBGxNegB+YE+E9o4olRfg4EArrnnnv0hS98wdZRMpk0EhCDgjITLcXi4qLq6+vLQgDmiQ3KRma8PeFKpgajwWdEL0JTGLgvb1Si0ai6u7vNGLEH+HwYSYzj9PS0zpw5o7fffls1NTVqbW3Vzp07rVrUIwIQGe/r2/Hd6vX/p4jqyyoSkUMqcgj/8+bv/6ek2M3f/3dJ/9e/dyMfF/FBYOdDoZBt3pqaGjsLQSqVxrJw8UR4HQ+PC4Vib4d7773XBm50dNTSgT4e88KZ06dP64/+6I/0wx/+UOfPn9c///M/G/RMpVJaXy8eMvvoo48qkUjo1VdfVSKRUE9Pj77//e8rmUxqbm5Om5vFU48qKirU0tKiGzdumIrz+vXrWllZsQrM++67T6lUSlNTU/rEJz6hjY0NJRIJO8yGQi80/UBSSDGplIpjAUNAEl5QSAR5KEltbW1lh7FIKitJRnhEnYOvpkQ4hEHi73yNg6+S5Bk998HfM4d8Lj/fnoNgrlhDn//85/WLv/iLZVW4GB8fgvL6zc1N65nJvRg3LyP20mafivXwn41P92nWMIYTgwuhGolErAKX9YdT41kIfZaXlzU1NaWZmRkLfzo6OsyoYJQwUvyeLJ+k2w4lbouqLBQKP5H0k5vfD0u69x1esyrpU7dz30AgoGQyaeWnkD54MlR4kEjEtVx4e28EmCw2jCQ7z+CFF17QnXfeqbNnz+rEiRMWK0YiEUkyWNnU1KRUKqVcLqdoNKpsNmv/Rxy8tLSkubk5DQwMmIeJxWI6cOCApqenNTAwYOHR0tKSJicnde+99+rGjRsaHR1VLpfT/v37tbm5aRWejY2N6u/v1yuvvKL77rtPv/Ebv6Fr167pz//8z3Xs2DGdOnXKWH4vj6atm9dheG/vSUiav3A4SygUMmHWxsaGnezNxgd+k6br6emxVCfP4UU5eGZQEnGzzzR4rQObwEumCQ18vM5m96I2vtbU1Ohzn/uc7r77bv3Kr/yK0um03RfDQxUnBqu9vV3T09P2M8/De8EvwWF4QyWVIxuMFKel5fPFQ3cx2IRva2tr6unpsSrarQpHL//OZDKanJzU9evX7QgDKnTZ+DxzNBo1bgXyHZ2HD7dv5doWZdfr6+u28fHGUtFDRaNRi98ggsjV4x39ooEYg3sA6ldXV9uJ0FeuXDGJKAsslyu2bEOt19zcbCq0HTt26NKlSyYiqamp0a5du9TU1GTaBsQxSHOfeeYZHTx4UE1NTaa9kIpe+eLFi9q1a5cikYjxBaQS0+m03nzzTT355JN68MEHdfnyZUnFsuJ0Oq0nn3zSVKDIeCEfIei8kAhtPh4L77SysqK5ubkySTEoAkiPYIzXoOloa2szvsLzCGx4H374mNlXSwL5CRFYByAPNgXGh/tyeQUk92ZDHzx4UPv379fk5KTpByoqKsybYoTpRcHfg6Y8ytnaQIX33qpKxBhLJaEWY0C4x+avqqqysy1wJv4CQW1sFNsNJhIJkzN3dXWZxkYqcS18FkIXxqaiosIOab6da1sYBs5koMsxEBWhBqjBd9715bxSKSPh8/hMNjnlfD6vN998U42NjXr22Wc1MDBgKkCYZLzd6mrxkFWKf5aWliwtSQ/KdDptvAey4oMHDyqVSml8fFzZbFb333+/xYoQesSMbW1tJtJhgjmhubq6WidPnlRlZaVeeeUV/cIv/II2NjbsfEv6FhJSYAwkGadBvAokx2jhRTEqeKnKykpLG6fTaTPGUrE9GqSWVDpz0WsTKJ4CoWGIfDsy+igyj1vnjJTj1nJzqfy4NZ+W9nE5r/3yl7+sxsZG1dXVlVUe0iMCJIDnBV3y2bYqaFmnvN7XRfgCM7gTxoMxYj2yZmOxmKkf/efxUve1tTXNzc1pdnbWkB3G2I9pRUWFzQvhCs/APf9TIoa1tTVNTExoZmamDLoxaORpY7GYeQqpVDDkYz+plAv2CxOP+uCDD9rfUyEIAYbEFGgIcVVZWWmsPNmHqqoqO3siFotpbW1NyWRSvb29ampqMvQzPDyse++9146qQ015+fJlra0Vj45LpVIaGBjQxMSEkVN9fX367Gc/q+HhYf3gBz/Q4OCgPv/5zyuVSumRRx4pk9lSCo7BRL7rQwle68uZC4WCpqam1NjYaHJiZN8gKE6mjkajZd6Vze37JvhcOeI0iEyvtSDVLMkyGLynj7e98MfLhX0VJr/n/1gDPT09+trXvqbu7m4zGsvLy8pkMvb9nj17jHeBl+BZPBEKIiX08foKkKmXN/M6NrAPa73UnMyHJ8s98bi+vq7p6WldvHhRlZXFPhPhcNjGhVQpHc0pNpubm7OQMRqNGn93O9e2MAySNDc3Z6gBC+3zseRnkaH6LIVU3usfDwzZBaSVpKGhIXV2duro0aN2+hR5ZQqAdu3aZeggk8mU1XEEg0GL5QKBgFKplBmwlZUVnTlzRtFo1HQAm5ubunLlig4fPqx0Oq3e3l51dXWpsrJS58+ft40wNzeneDyuoaEh84Icnru+vq4/+ZM/MSNy9OjRssWHMeVnPBsGoaKiQk1NTaZf4AQmeApPXvmMA4iEmFkq90BsdoypJGuDh6dnE4L2MPgsVBawVCoSYvOD3nw2whsf/3s2sff+PT09+vSnP22FRffdd18ZAmBMCjdl7U1NTfYZQVigCshsxkQqIQIuT4yCLHhmqoM5r8S3C/RCJj6DVERpdNACeUA+47DgPDDi2WzWeAbSlXye27m2hWEo3CwMGRkZsSo/4BUqOR+nrq2tGRfAQmGBsaDwNF5uGwwG9fWvf12PPfaYrl69al7J10XEYjEjjOAeFhYWytCDZ9vp6YgRGhkZ0b59+9TX16fr169brF5VVaXu7m6Nj48rHo/r/e9/v9rb27W+vq6JiQlJsp4CfX19qq6u1sTEhNra2soyC8FgUL29vTYmPtVF5yIWNK+hpwILO5VKWXjV2tpa1tgll8uVNU2h9gNehwNj2DjeS+P9fRbC94OA//CbHdIOY7B1Afv59boU1gZIifXiN2cgENAjjzyijo4OFQoF/ehHP9LGxoZV2ra2tlrmgU3GvPr7gTgZF9YAY8QzQp6ydnBKlPpHIhF1dXXpwIEDlmnDULHWPBKZnZ211DzIwPf0pK8G80C9CClixtWrY2/12haGAYUcm9vr4yUZeYOlJjPgIS0bh9CB+3qrilf8p3/6J/X29lq3I7xUVVWVmpubde3aNVO5ATHZMLW1tWpvb7eBn5ycLCuH7urq0unTpy1XvXv3bi0vL2tgYKBMqp3JZBSLxYyYzGazqqur0wc/+EGtr6+WDnO+AAAgAElEQVRrfHxcwWBQ3/ve93TkyBHlcsWToDc2Nqz/JbHz5mbpjAi/UCVZuoyMRzabVTweNw9O9aRUrB+htVtbW5vxOng3YDGkrKQyNMYG9foCkBPP6YliqZzQA4lgROAZMDSEkT4u5xm4h1TyuMi977rrLkMN3CeXy6mrq8teD4ric3qNDApNPDafk+fBMPrwCBSVz+e1c+dO7d69W729vero6LCOV3wOPgsIb3NzU8lkUsPDw3Y6GN5fkgmauAh9PK9ADwzG0mdSbuXaFoaBzEEulzOlnl9EwFY2ApbWE1F+wXkW2TPIkIbT09PWboy8MyIlkIhUaotG7FhVVaX29na1tLRYe66FhQVrrZbP560r0szMjM6dO6fJyUkFAgHt2bPHdBOLi4t2biOfHyEX3pyW82xqkFShUNC1a9csXvXoCLREDFxXV6dUKmViJcZwfHzcvAxyXpqbhEIhg8vEyGwKHxNLpXMgfL7fe1EQAByIVNo8PovE5/IFWtzP1wzw9z70wDNv1Uh4jcHnP/95g/Pr6+uW0sVRMPYQg4SUkiztSxjJP8IIJNj+39Ywtq2tzRSRICi+8sxewEVYAOfE2NHnwteaYKhYd5IMjWCgEEHdzrUtDINU0vVLJbGMVIq7WGTAOX5fKBSMUPMw0iMFb4nvuOMOxeNxnThxouwINGJCoBgLyDf6gH/Y2CieeORFOTD2oJv6+nrNzs7qxo0bisVi5m1JzTY3N1umY35+3j7bxsaG3nzzTdXU1OjChQv62Mc+ppmZGeVyOc3Nzamqqko//OEPy7wnJJ+P+yVZnwbGzmdQJFkBFAfr7Ny5syz+j8ViJizDI2GY4TikEjkHL8Hfb4X4GBmMKIaEEAFUSNgA+sPr+bDJ6xO2Eo/esOTzee3fv1979+79KXTJmuB3PmPjS8ExVj49SvmzN4agSq/VCIVCisfjamtrM47Bi5h4VtZrIBAwbQxVmPBqzJlPheZyOcs6YbwxGmTZqBC+nWvbGAbaapF3h3kGDbBgmVR/2pLPVEilfoJSeS9EPBS1BUB6wgMETP69QqGQlYJXVFSos7PTDAga+MuXLysYDKqtrc2UdXR+glgcHBxUNBrVwsKCpGKumxOw8vm8pqamtHPnTutHOT8/r9nZWT300EM6cuSI2tradOzYMf3oRz9Sb2+vwuGwxdsbGxuqr68v2/R+00qy/pQNDQ1WzUgHoba2NrW0tNii9kVj6A2Aoij18HY+vAAagxh8Gg+DiWHwUFuSbVKeAY+3tYCKe20VGqFPYH49qVlfX6/f/u3ftlCUDYN3ps8jG40NyZryn9Era724ibWVz+cts1NTU6O+vj61tLRYOLAVzTJHrPlUKqXh4WENDw/bmgUZoGJEL+PrhTAcHkHD7aRSKdPR3Oq1LQyDJ1x8/0Wv/ScMkEqLnN97IQ0DxcT7e+dyxZZmS0tLJnKqr69Xc3Oz5ufn7TVS0YLT6490z7FjxzQ1NWX1/tls1kgfvACLiv+vrCyW287Pzyubzer69esaHBxURUWF2traNDk5qcXFRSM/6+rqLDW4urqqc+fOaXh4WA8//LAOHz4sSfrIRz6ieDxunpaajbW1NVNvwg+wcImxiVXxZpFIxFKVfO5AIGDdlUBjwWDQRFAIeJgjn1b0oQIeEO/leQQIN+A219bQhNd7nYFHk56c5Csb2nMtvb29amtrs/EALfm5RofAvYH7oAlgO/wAoZTvaYkBYe1xqhmvxXh70lEqGfB0Oq1UKqW5uTkbHzQqhDSUenMSF0aAEMNnQ3yK+naubWEYpGIshxbfN/70yrCtpy3j1YhPiROx/D42xHggogqFQoYaFhcXrREMMl6eY3l5WeFwWF/60pe0tramN954w1JITEJtba3i8WI7CnoBINTK5/PWzBWykU2UyWR0zz332KIl/1xTU6OBgQE9+uijamxs1OOPP66PfOQjWlhY0F/+5V/qv/7X/6orV67o7rvvVnNzs4VChDgUC5E58ESX19rH43HbuFKp7r+iosJ0/HgruiNhOPGibCa/yLk8IvDwmvt4VMfr8fqEEMTy3itzPx9O+LDAC54wSLW1tfryl7/8U14dNMRcgmjgIIDpfDZCKI8Q4GMg0QndwuGwOS64Ef7h2VlnqBzHxsY0NTVlIXJDQ0NZqffGxoaljz3pSJ3EVmVpdXW1pqenbU/d6rUtDAODRideDwU9nwBRxsTxO09esli4MBhATzYP0JsuR0y+Xxx49Y6ODp04cUIvvvii9u7dq4mJCbW3t5v139zcNHk0C45eBfl8sb0az9va2qqVlRWdOnVKly5dUnd3tw4ePKi+vj7zZOvr63r++ee1sLCgbDarvXv3anNzU2NjY2ppadHy8rLe//73a2xszIwpGvxgMGgH3LDhWMCgLMhNNp1P2eGlie9Jj6EOhX8hqwGEZ3Ey5rwv2SZfAEW6EuLOPx/GHaPj04RSOboEMfGzVEIqnszj3ocPH7a14LtOeSUhyIiNh9f1WRCMk/+cGD2MMMfkYTC8/sYbGW/A6BfJ+INYuAdCLG9spVKIzP2ZB99d2xfG3cq1LQyDVIqJqUDkdx6yAmWZVJSKfhGhGyAkWVtbs4adq6urpvUPBAK6ceOGCU9Y6EB/qVjMdPDgQU1PT2t4eNjIHVCBFwGx+P2igoQcHR01WA8ROTIyotHRUdMwdHR0WFhCp6fTp09rampKa2trevbZZ7V371792q/9mp5++mnt3LlTFRXFKr18Pm81AXAdjGc0Gi3zzE1NTWV9E4jjubzXpw8G6INFzQYirCAMwXt5whNjgxHAW6Lu20oG4qUxNqSKQVlsQIwchmyrdkUqZRTYOKRzA4GAnRbG58dIEh5yT5/Z4rkJGXgPnyr04Q/pbp89wxj5YjGMGH0jC4WCNcnx2QQvZvPrHSOLkwwGg0qn02WZCj/Ht3Jti/bxUsnqNTQ0aGFhQTt37pRULkeVSilEP+F+oRD/Mvg+fRYIBBSPxzU+Pm6qwo2NDUtRcSQeefOVlRW9+uqrCgaDFnPT8GN6eloNDQ1aXV1VW1ubhoaGTBbLM+ZyxTMqyFt3dXVpYGBAsVhMw8PDhi5g5DlEp1AoaHBwULFYTN/+9rf1/PPP68Mf/rC+9KUvmWjn3LlzevTRRxUOh3XkyBH19/fr2rVrevnll3Xx4kXF43FrT+ehPlqNcDhsxhAyr1AoaGZmxjQcUklDglcEYRBHY6C9QfEelBDHoysapkjFxU5vCMbMd47CczKHpOxYM9yDjcIzci+8OyFaOBzW6uqq+vr6ynQPmUxG0WjU0sgYAY9ct65XvrJe2ISEG6FQ6Kd0Gjyvz0isra1pYWHBTi/D8LD2fRoadIMDxXkynsFg0FLPPPvWzl63cm0Lw+C1ArRSIzsBnMIy+7yvF4dsLWxhsHxYwUAODw8rmUwqn89b5yKp1FqceBbPj25hdXVVMzMztkBZbBgqqVh/kUgkrJaio6PDUAut3jlQFeHQ8vKyLl++rO7ubk1MTOj69et68MEHlcvldOHCBS0tLRnSiMVievHFF7W0tKQzZ84Yiz4+Pq6BgQF99KMfVWVlpcbHx7WxsWHGJxgMWtm5l5R7TxwIFCXeVISSffCCJHgLz0v4i6pPH1cz7t7j+lDCe09gNRdzysYCnoPOuJ93CF7rwEU686GHHtL3vvc946uI82l2A+eA4+G9eQ6/njB0NCtmPEGxkiwcIWzwhChEJSls31fDp0pXVlbseT2nAdENt4BB2aoH+U8tiYZsQtxErAnklGSepr6+/qfSlN4DebUcXyWZNBXrCYykBTghB9Y5l8tZoRWenfw1jHZNTY2RRbFYzNJInM0YjUaVSCTsVKbdu3dreHhYP/MzP2P9JxYXF7Vjxw6Nj4+rurraOkuHw2F95CMfsdw25bpbj+5bXl7W1atXtbS0pGeeeUaHDh0yTQBnOLD5iIEJx1g0eLyKiooydd5W1pyNi+w6ny8VvEmyEGorV8S1Nb6WVBZG8Hvuh3HHwHjyka+8h/8/TxJ6o/Too49aGhokxNj4MADE6UMnCFzGAeRC+OTJWM68oHUf68UbLwwhEv+FhQV7dt+cWCpVpfJ5yEaQffKGiL3C2PrQ51avbWEYJNlGJI/OYHoLLRU9MpOJxd/KRns23KfcyEJQLBOJRCz/jjFqbGxUNptVQ0ODDhw4oGg0qmQyaZ6ZSQMqQjRWVBRPsEomk0qn09bGi01x9OhRvfjii7px44buu+8+Pf/889q1a5fGx8c1Pz+vn/zkJ+rt7dXGxoamp6f13e9+V2NjY2pqatIdd9xhjVOuXbumiooK7dy5U2trxdOaOFGJ9Oq3vvUtMyT0JZRKPRk5bo5NyoJLJBLWL7FQKJS1VidmZkMwFn7MJZUZGrJC3B+j71ObXguBISHEAZl5rokMBMaaNcDrWQ94bY9scrmcHnjgATPSjAFz5NcM3px0pN/0hEoQ2hhIxhOjOT09rcHBQc3Pz5vaVipvBU8Wg6wPJC1r2KfCGauxsTELd6iV4O9o8UdbPhoPe6RyK9e2MAw+/oWAg0XFUkslTTyGgUXn40q8B1YfYohUXUVFqaVZa2uroQDY+s3NTTU0NOjQoUPKZDKanp424xQKhWwxV1dXa35+3jIJiE82NzcVi8UsU5DJZNTQ0KALFy6oublZ9fX12rdvn5aXl/WjH/1In/vc5/Txj39c99xzj1588UVTqa2trenVV19VNpvVQw89ZM1Fn3rqKUujkkpl4fpCJDYixjUajZphADpvVQ9ykA+fhfoBEAFIiv9jk7CRvKcHrXmJOWpCL77yQhz+UTjERsfreePv/4+59zoKr41g44JuHn74YUmlFOr8/LwdT8Da8SlubxQ8UQkxyudmrWLkKisrNTs7q2vXrmlmZsZERluFW5SDb25u2mlSfu4kWQMdwleIcF/jwankICQyRqh7b+faFoahUCgp4VAfMjgMRkVFsdaBMxB8XpuFzUUMSgbDx22STBgFHCckaW1t1a5du/Sud71LFy9e1Pj4+E/lyjkPwIclhAxVVcWuzHAICFDuvvtuTUxMKJlMan5+XqlUSvfff7/y+by++c1v6o033lBlZaUVN3EOBiXX7e3tisViOn78uK5du2aKTR+bEgoR40LoIelm0XKWwlaFZD5f1ITwdzRp8a3U+YrxJa7HK/uUHuEBBoMNRchQUVFh8TUL2/9jcTPuxM7wOXh5Xue5jq2EtY/tg8GgPvzhD9vn4Hi5VCplVbScX4nR84IpkCD3AuFgKH13aYzM+Pi4rSUyMJ6A5HxMH5LwXBhyeDcyTxgtxsunQjFM3iHermHYFuQjlhtLygdj0ZFCkopehxOt/SEccBE+reYXWnV1tbLZrCYnJ63B7NzcXFkH3dXVVY2NjWloaMi8kD/irqGhQYFAwLoZ0bB2dnZW6XTaUmJSqcV7PB43YjWdTlvDGU6QvnTpklZXV63N3COPPKKHH37YOli//vrrWl5e1oc+9CHl83n9wi/8gj2/9/Co87zKEEPqFzLP54UyKE4HBwctG0TVJWEC9RigNebDw34WrE+Rec2AVBLeQGJiFHx6k+djI0rl9Rg+hcgGYI5g4UEUoAR+rqqq0sGDB/XGG29oZWXFyN6enh4jEFHYcrITGpWt5elekp3NZu3MCIrXMEyrq6uqra219CidtCASOfUcY0VYsbGxYWX9iUTC5PTNzc1Wek3jGYyjR4UYXQzK7VzbwjD4EMC3OCc96OXOUqnjrU/5MIiSykILz4RjHBjs+fl567u4sbFhpxVz1Lmva29qajLp7NzcnG1GwpnZ2VlLO9IXcnV1VZ2dnXrttdfs2STZAnvf+96n2dlZvf322woESo1e9uzZYzLavXv3amBgQKOjozpw4IClrDBa/B1xpCcaea+Ghgar55fKlYaMIX/X1NQkDgDy+gJCLWJzT8RhAIiFfWlyLpezLk58ZeH6tCZEIF7TGzM2PpsF0hbREFyO17NgsDyHgJOoqalRb2+vXnrpJS0tLdm/6elpy8jU1dWZMUK4lM1my7ouwzEg9GJ9EOL49KpvtQ8CgcSmXwLVr0ieMXxsbkr7OZ6RTFkwGLQjCDHEvoUeBPTtXNsmlMAoSLJDWdAXEMP7zsc+c4HB8Aek+JwxsDIYLB5fxjmPsVhMS0tLtkFCoZB1hvZGiFZcQDImvLa2Vul02mJFUkeERix0zi/Ys2ePJGl8fFzhcFjHjh2z4qrGxkbboH/7t39rG4cO06jY2HxkJtDpgwZ8OID3A+3AkUBKSiXWenh42Lw4R9MTsrFAyUb40msP0b035Xu8KiSvL0AC3vriKf7eh5IgBJBINps1xMC9QYk+w4BzwIjBkwSDQe3du1fT09NaWlpSMpnU+Pi4FhYWTB7PqU+zs7OampoyVDgzM6OlpSU7VBZ0RiaCMGh9fV0LCwu2Xihe4xmpX+EQXDYwfIMkez1hBOsQyT1rEMMFWvEZOt4fY3Or17ZADFLpQ0SjUYNWXv5MGrCnp0dvvfWW1TSwgMgMQJZJpQVK2pP4DV19JBIxyAcUp9UXUDGXyykej2tmZqas+hBFIHEjGQqIM+Do4OCgbaRr167p537u5zQ2NqbV1VW9+OKL+i//5b/o+9//vgqFgrVkZxHffffd6u7u1ne/+111dXXpu9/9roVdCwsL5jl9LE78WlVVPNYdL0U1Jt7Vi47Onj2rCxcu6P7777cQCU/PaVW0vvPxtlc1+nDMs+BeS+I9oFTKREklnYGv0PTGhiIh5pW/wat7tMHFM3kOg/v29vYa/KeLMoaL2N6nXqempsoUsRgrwjU4Jg6bqaioUCwWsxCsvr7e5gIHgKgpk8loampKy8vLdlwBqBYVL2Q53M/i4qKFVqRW0ZcQEtHQ53YrK6VtYhjYtDRU5aAZT1Qx2FSreVKK+ArYBznFZGM1ifPxPvy8urqqWCymdDptLC8esbW11cpWPTPvU6IYnHA4bD0TvCGqrKw0lHLixAkTbfX29urIkSN2KM2VK1f0nve8RzU1NcpkMjpz5ozOnDmjdDqtt99+W7W1tero6LB26IydJ/YikYh5nmg0akYV1OXj7lwup+vXr2tkZERSMezgAFZJZbA3ECj2bvSH1IIoeK1UaqPO+3hhDRsao1VdXW1f4SaYS0I1qYQovZbB8x3+8kI3/n8r8cwz8Ds2M0pWQpdUKmVt7XzXMJrfrK2t2cG0IBbKrTmCnn6Xzc3NZvDx9nR/npqa0sLCgoU0TU1NCgaDdsbH8vKyQqGQ1QpNTk6awUKYVSgUzCGCWOl2jtO7nWtbGAappJiTSotQksFXqZiy4cBZqURkbTUOnpHm9yyQgYEBHT161Po6rq+vW/0Ai4rBRO9AKgsGWSrBVwRR4XBYyWTSID9dgFhAMNZTU1N673vfa3Hfq6++qv7+flVUVKirq0vXr1+XVCwTDoVCunLlisX7PAspUvgFyEM+DxWVHGRL5oSsBXF9Pp/X6dOnrc0cjUqJn9nUXrmXzWbLvB5oiI1BmCWpbOODUNjY/POl8j674EVNGBKQHyXS8AgQrqwDyFHYekhO0AVoh/CQcJXNVV9fr+XlZRtDPs/q6mrZpsvliieHh8NhO8OjpqZGd955p7q6ugyZklGTSk2I4BLm5+ctfIGPwChylgT1O42NjcafbCWA/bjCBXl9xn9K5SOxUWdnp9ra2iwlRNzGpkJS7PUMXqP/Tukpn+XY2NgwEjGVSmlkZMRIyUQiUZaPxkvMz88bmwzjm8vlyvogSjIhTk1NjaLRqCGRXC5nB+Kin3jppZcsfdnb26vKykq98cYbVtyVyWR0/vx5dXZ2qr+/3xR8ksoOxCHtSBjjMzEsWJ+W9Zs9l8vprbfeUiqVUiwWU19fn3bu3GmLzxO7bCgfv7MoQV54cTgZQggPxzEApCl9U1ivVgUSe86BlDLEtO8xAWqBv/C1Kv7ifhiHz3zmM5JkMJxzKOBmOKEL8hbBFw1skKIPDQ1pYGBAiURC+/bt04EDB+wMCNavL5XmvIjx8XFdvHjRqirhqLxjrKgodvim/RwGE70PDsEfTQdpjyHz6PaW9+Rtvfo/6AoGg9q3b5/i8bii0aii0ajVF7CoYMhrampUX19vgyCVE2BeEQkpCFOdSCQUjUZNDQZ5Q4wG0ojH40YGefYfJAB5t7m5ad4CA8BBNVhsUk8YLbo6JRIJvfDCC1ZdefjwYYOYXV1duuOOO3T06NEyNp8rl8tpdHRUiURCuVzOJNUgBRCQz5n7DkvBYFA3btzQtWvXFAwG1dXVpVgsZqQYxo9NyybzhB4xve9fwVj6nDowFghNmTh/R0iIOIu/x9BhFLdmW7xoit+DCr0h9TUDXpGZz+ft8B4vuIIbqqqqMkOBUcCT+7bshGqJREJtbW3avXu3zUGhUDA5PPU+oJjJyUmdP3/e9BN1dXXGdfjxoF1gXV2dstmsMpmMyaz5vKAqqYS0qKzEaHoHekt78rZe/R90IdsNhULW/4AFREs1NjyKLwbAL1YWEgPltf7Ee0hMOYYe/QEevb293VhhFhQQsVAoWEMXdAR+A7ABkdGykKanp9XZ2alcLqeWlhaDkisrK/rxj39sR+P19PRo//79CoVCSiaTGhkZUX9/vyKRiBFNLG7eb3193XT/oJ+Ojg5bwGQuvEhpfHxcJ0+e1MrKiiKRiBobG+0QHSA9rwVFec/DYpRKKU8QGSlbSEup5KErKios747xlkrdtfje/555INQkfPIpPx9aeqTDs0rlyIb10tDQYPOB4V9fX7fmKNyLo9/w/IwtnxV5MgaQ0IcqRwwJbQLm5uZ04cIFDQ0NaXp62gyBJDMIzGttba2Fp3AGGHj2AGuBcIV9wtmjW7tK38q1LTgGJpJMAZNG3MRiIX2J1p2FAKPtOQZvNPg/DvhMp9O2KWZmZmwD0PYN0q2ystJaykEqLiwsKBAIaHp62sIJFoJU7Mc3Pz9vRqK9vd0Os+3p6dHm5qaam5vNay4vL+u5557T6uqqPvjBD6q3t1cLCwuqrq7WuXPnrLAKnoP3wjCxIFFaxmKxsvp8EBYCl2QyqR/+8IfK5XLq7u7W4cOH1dHRYRubDcFFFgdEBV8DeelViFtTlmSVvB6Ee4OgmH88u9c2EE97bgAeyne59qlOL2H2YikMGWiBLMcjjzyir33ta2XkInwFqGZ5edkcA+nApaUlRaNRa8vHe83Nzdm4R6NRU+qSsRoaGtLrr7+uEydOmKHAENXU1NgBRhUVFYZuC4WCksmkOSzCtLq6OmsChNiJEALkgcgpGo1qdHT0lvfktkAMTHxTU5MCgUBZXOzlsUwWUB4oJZUmnMXlSTE8xNLSkh3xVVFRbNLKwud3eGaey0uiQQE+NYYBoqy6s7PTCCwKjfbs2aP19XWN3jzdGtktYqiVlRW1tbUpm83qO9/5jqXRJiYmympG2OQ8M9188GwsrtXVVTU1NdkzEvuPjo7qhRde0I4dO9Td3a2+vj5FIhHbiB6qg4K87p/fg+Tw1oyblyUzF1K5II3/82Io5ofXI4/398KQsiZ4XuYKdADPIJXCDV9P4cV0wWBQBw4csHCHkJCwDX2Cz1TxDJwxigoxGAxqbm7OwihJVseyvLys6elpXbp0SWfOnNH58+fNsVVVVVkhVDKZtH4ZXV1dRtr6ykqQM1wEe4HsBfuA1GehUCg7g/RWr21hGHyMTxt2oB2LykPG2trasglgo/pYHq/BaxhYzoDgiHRgJMQgRgU5rOceQBos0vb2diPbIKxIZWIUFhcXVVlZqZ6eHgWDQc3OztrGXVxc1KFDh5RKpdTY2KjW1lYlEgldvHhR09PT2rVrl6TSIbVeqEL8GA6H1dnZKUnWbq6np8eO1OO1//qv/6oTJ07YeZt9fX3WBJbUrq878OlGsh2MtR9nMg2M+dY0oofvGATPBQGP/aIH+fG+OAcMON6eDI1/Nkm2FrzQyvNRzGc+XzzPo7e311ApVb1bxXNbmw4TeoZCIbW0tCgajaq5udk4B5AmIrihoSGdOXNGZ8+eLauYBBljeOCUgsGgoQVJ1n0cw4dUmxoNsiTc16elKyoq7O9v9doWhoHJxSKjGqOgCnafjUyMhzcl74whQEnHxUJrbW3V9evXyzgEvA5GIxQKGewmxZfNZhWNRs0wIXTJZDJ2SG5TU5ORmrt27TIEQefnmZkZO8HqZ3/2Z5VIJFRfX6/XXntNXV1dunjxohobG/WZz3xGdXV1+vGPf2wIhUpKLzNGmpvJZDQzM2PxKKKa1dVVvfrqq/r2t7+tv/u7v1Mmk1F/f7+eeOIJ7d27V/F43AhHSSYVByXBJzAvIBKMN5sQD0zZ79buSsBiNrOH9BBmoVCoDJn5UNDzDHyP4cUAEaP7Ho2eUPSiLFAD9woEAnrooYfKwigQy+bmpilufX2HD9GofaFVnM+IZbNZzc7O6pVXXtGzzz6rkydPWiUnfBbt5pC1Nzc3a+fOnaqrq9PCwoIVeGGwIMyZb8IK5NiEPnBhqIW36j3+vWtbcAxY6q1S13g8bjAY2Ix19QvLeyFi1K3QdmOjePbCxMSEqqurNT4+boMFdwGK8AuVmDMajaqhocGMCG3Y2AgYLzbb6OiooYexsTE1Njbq6tWram1t1eTkpO677z4NDAxY6q67u1sjIyPavXu3PevFixct60G8zvdSsZ/EysqKxbGFQkEXLlywLtF0/mlvb1dXV5edbekZdniL5uZmM4iQjYwxSMKTkmws7+342TPgbFA8HWOKOI3UoyQzLHhASDU2t6/mJKQhBPQbktd4YpTNASLxz0gj3oWFBTstyqNNEBWhGZuQ50DbQowPwZpKpTQ0NKQLFy4olUopFAqZupaQkDEhLQrHxulgKHOpiUCoxnvzeTCMfJVk/MvtGgVpGxkGSl7RMXhFF6+Rih82HA5bRgDYiHVk0pq6ZSwAAA+gSURBVIHDkFRVVVVqaWnRqVOnLENRX1+vTCajfD6v+fl5FQoFE1A1NzebV9rc3NSuXbs0NDRkxoG4dG5uzphyPEZNTY0eeOABXbp0SXV1dZqYmNAHP/hBTU9Pa3p6WsFgUI8++qgdQzY/P6/W1lZls1klEgk99thj+trXvqZEIqHm5uYyUVE0GjVvhndNJpOmw+AQnJaWFtXV1VlLuJ07d1pK0zfTZXzof4kBIqTwBC/pS5SEIAWpJHdmbIjpmTs0HmxajonDCfh7+jQ1Cx8SkufBUGyt2fCCKp9l8aSnXyOBQLExLMIwUqWVlZUmJMLAQ0pTc0KKFkHU6uqqEXyZTEaTk5MaHBy006nZ2DQIQiCHXJ15ofSeE8I8EevVqfBthAooh5kjwk7EU7dz3ZJhCAQCo5IyknKSNguFwpFAIBCV9PeSeiWNSvrZQqGwECjOwB9L+rCkrKT/o1AonP237h8MBg2yRyIRY4Xb2trMo3rxEgiCwZZkDLLvGASCAFo2NTVpbW3NLDtt1kn/kL5saGhQOp1WLBbT/Py8LQ5P0IXDYSOF6OhEOy4mDCh4/Phx1dXVaf/+/Xr77bdVWVmp733ve3rssccMKs7PzxuqCAQCOnr0qD0rNRFsGp9SRH0HGUWqEvacGJY0rxe7+KYpxKNSeS0CxCPZEB//E7+Cqnz87T09gis8mm8w4o0FZBwIgt97gtNnHLxDYK69HBu0KZX6M25Ns4I0aa6zsbFhoiTe++YesHvj4b1gCvHb4uKi3nrrLctCwBWgO6ipKR50QwUkz97Q0GCqx3Q6bZuasA7e6/9t79xiozrOOP771iw2XRtfd8kaO8YoISlEVkCIJjJBaQVVG1VtlfCQqhJ5qBSp6UOrPlRElSr1re1DFVWqmqZqpVTqJa0KSpReEZiHKiLBaTAhwTZQEXExvsGyG8eSMZk+nPMfxjYBuxjvWjqftNpzZs/u/s+ZmW+++yjYLpQ2JMHOTpTSf0pKWwgt5OrPOuceds5tjc/3Agedc/cDB+NzgC8C98evZ4Ff3O6HxeFKpZKP5FLM+mw3lKIkpedr5QxLeWl1CNUBDWaIOrKpqckXyJBurVVBdRYA711QBJpqQxSLRR544AEuXLjgC6NcunSJmpoampubfaZjKpWir6+PsbExduzY4QfXxo0b6enpYXJykg0bNjA8PMxHH31Ee3s7vb29rFy5kvvuu8/r7npOMn6mUilv+GptbSWbzdLZ2UlDQ4PfDFfbomUyGS/+S9TX6iy/uwaYbDoapPrf0DskySMcmEqC0/OWnSdkJIC3pIfGRkkvcpmGbkZF8sk4GIb66nr9V2igDvMqwriG8H7EwBTspH1NtH+pflv2Fd1bmBKu35VnQrUPwo1nAG+cDG06wIwI36qqKorFIhcuXPDMQIuMcjDE6KUOSjJQ5SdJbWI+es4LrRJ9J8bHrwAvx8cvA18N2n/rIjoCNJhZ/lY/JM6dzWYpFouMjIz4zhE3b2pqIpfL0dHR4YtUiHNK7NRqonNdJ/vE/v37faprJpPxDz50jal+3tjYmDfgNDc309PTw+bNm/3A096Ug4ODlEolUqkbZbv37dtHS0sLW7Zs8b8vX3VXVxdnzpzh4MGDrF+/nqeeeor+/n4vmZRKJbZv305vby/9/f1erJYtQK4nhdjK+t3Y2Eh9fT0tLS3U1dWxZs0av1eirN1asSRKy04ifR8ie0tzc/OMgrfyNmhCyCgsg2iocsCN1Xh2EZdQtVA2bOiCDt3MWoHVBnjpQIxGi4bUGWEL9z8VNr3C72nhAOju7vYuWGEJ3bRSddLptI9k1LMR89Ek1H1r0udyOS+dalyG8SDqX22CrOcrNerjjz8mn8/7gCWpf/JSTU9PUygUGB0dZWRkxN+boh+LxeKCC7XMlzE44F9m9raZPRu3rXHODcUdPQTk4va1wLngu+fjthlkZs+aWa+Z9WrwFItFv5oodbS+vt7H/Mvqfs8998wR80JDY7g6STxUdiREHF6SidKklbE4NTU1w2ijyaWMRa1gK1asoLOzk6amJq9ryuV5/Xq0M/W2bdt8hOWlS5cYHBxkevpGrcmzZ89y5MgRnnzySVatWsWxY8cYHBz0Jd+LxSJtbW0eo3R9RRXKOl1XV+cHmBiBPBOaCGEYc+gCjvuPVCrlB74i+cIEJxnwAG+9V5Zo6EEI3btKRJKuH8YISC0RDjEATTJh0OQQDvVvGLimV2hQVN9rFQ3VozDPQ5GEra2tMwKVlJOjZxC6RCXdSBITlpD5hkVTdB4G8tXU1Ph8l3Q67QsOy1ak61SLQzU7wroOkl5Vg0N9psVRaqOyPRdC82UM3c65LURqwrfMbMctrr1ZGpeb0+DcS865rc65raF1enx83IuE6XR6Rs0BPejGxkZf6UnirAZHmGij0FlFkT344IPkcjkvkmpDW3W6Ii/HxsZmrGTa7WlgYMDr0lopQjcRREynoaGB999/3ycyAfT19XHt2jXa29vp7Oz0iVvFYpFCocCmTZtwznHx4kVGR0fJZrN0d3eTzWZ9FWh1/vXr18nn8+RyOT9QamtrZxjrQjVBE1+YZYgSZq3C8gaEHgTpqLpnwKcSawWWJCC3Htwoqa5JGKovoT0htFXoOkmBYj6htym8Rp/rmciXLwrVmjCCNrSxKI6joaGBjo4OXykpm80yPT3t7Uh6SSQPIyglhYnpKIw/k8mQzWZ9NqjGsPIiQkYndU4ub9mEhoeHvTFZDEYMUYuHjI6SlEImL9f2QsOi58UYnHMX4/cRYD+wDRiWihC/j8SXnwfag6+3ARdv9x96OJlMxg8qSQyhm0ud2NzcPMNnHlqdxSg0cTVgamtrfdUm1eUrFAo+oEr7Pypp6tq1a+TzeUqlEm1tbaTTabq6unxe/BtvvOFXabmb5GHRBOvu7vYrkUTvc+fO+ZyItrY2jh49yvnz5xkeHiabzTI+Pu4t2Soaq5XMzGb40UMpSCupRHBNHrnu9H1N0LhPfR+E6oLCrAE/GGXEDQ1as/McNKEBH/egaE8xKcWfaPAqt0JBbbof9aEGuiaWJInJyUm/e1go2UhCkIFydqCbnkNowDUzdu3a5SfdlStXfCarxo+Z+WAz9YeMqHrWKqSrNGllBWtchhKLVIHR0VFv65K9QVJBfX2932BYtiO59hXfohD6QqHgN81RbE1HRwcPPfSQLyEwX7otYzCzjJnV6Rj4PHACeA14Jr7sGeDV+Pg1YI9F9AhwVSrHJ5G4uGLHU6moAKxCVMXp1clatZWwpEEThstqcGqyyKesPAb9rlbD6upqWltbmZiY8FvJp9PR7tjS7UulEoVCgfr6etrb273hMRy4q1ev5sMPP6SlpYVDhw4xNTXFY489xtRUtGmpoiUHBga4cuUK4+PjtLe3e/355MmTnDt3zu9+3d/fz549e8hkMjQ2NrJ27VpyuZyfrHBjvwjp7eHKKMYhqSF8NmEuiiaI1AupK2G8gf4vDIAKpQX9piaojJGa3FIPda28TepnqWTADDya+OrPMIZF0oQYiiayJIxw3ITjTW5uBS6tWBHV1xR2uXULhYKPXpURulAoeJuPgqC0G7UYqwzQ1dXVXkITUxFD0iYz6ifF04iUAi51TFKKMoPlIlU9BwVjqa/S6bQvM6BErvnSfCSGNcC/zawPeAv4q3PuH8CPgF1mdgrYFZ8D/A34L3Aa+BXw3HyA6GGlUikfWxCKz+L60h0vX77sB5GZeX06FEv1WaiSqNqOHjLgk1cAbyjUihDuOSEdb926dezcudPXa8jlcl7X04S5evUqk5OTHDhwgE2bNvmEm46ODl8cpLa2lg8++IChoSHy+Tz33nuvx9bW1sapU6c4fvw4hw8fZvfu3R6DUoJnM0Nl4EnPDI13UgVCT0AYGCRJI3RZypaiyRJ6R0L9PnQlKxRcDEH3I4ks3PdAk1c1DDWJNbjFQOQpkgoBMwv4wA0PQYhRkp/cqepz4Z79vdWrV7NhwwZyuZyPqKyqqqKurs7XYJiYmPA7joW2hDCORl4zSRZyXcp7MDExwdDQkC+co7qcodFcKoACmiTxSVVREVmNW21iK6lPrk3ZQTRX5ksWipLlIjMrAQPlxjFPagHGyg1iHrRccMLywbpccMLNsXY45+ZlhayIyEdgIIiPqGgys97lgHW54ITlg3W54IQ7x1oRSVQJJZRQZVHCGBJKKKE5VCmM4aVyA1gALResywUnLB+sywUn3CHWijA+JpRQQpVFlSIxJJRQQhVEZWcMZvYFMxsws9Nmtvf237irWH5jZiNmdiJoazKzA2Z2Kn5vjNvNzH4W4z5uZluWGGu7mfWY2Ukze8/Mvl2JeM2sxszeMrO+GOcP4/ZOM3szxvmKma2M26vj89Px5+uWAmeAt8rM3jGz1ysc51kze9fMjplZb9y2eH0fxoEv9QuoAs4A64GVQB+wsYx4dgBbgBNB20+AvfHxXuDH8fETwN+JckMeAd5cYqx5YEt8XAcMAhsrDW/8f7XxcRp4M/7/PwFPx+0vAt+Mj58DXoyPnwZeWeLn+l3g98Dr8Xml4jwLtMxqW7S+X7Ib+YSbexT4Z3D+PPB8mTGtm8UYBoB8fJwnirkA+CXwtZtdVybcrxJFoFYsXuBTwH+AzxAF36yYPQ6AfwKPxscr4utsifC1EdUW+RzwejyRKg5n/J83YwyL1vflViXmlaJdZrqj9PKloFiM3Uy0Glcc3lg8P0aUaHeASEosOOemb4LF44w/vwo0LwVO4AXge4ASK5orFCfchVIIIZU78nFeKdoVShWB3cxqgb8A33HOFZXUdLNLb9K2JHidc9eBh82sgSg799O3wFIWnGb2JWDEOfe2mT0+Dyzl7v9u59xFM8sBB8ys/xbXLhhruSWG/ytFe4lpUdPLF5PMLE3EFH7nnNsXN1csXudcAThMpOc2mJkWphCLxxl/Xg9cXgJ43cCXLapv+kcideKFCsQJ3P1SCOVmDEeB+2PL70oiI85rZcY0mxYtvXwxySLR4NfASefcTysVr5llY0kBM1sF7AROAj3A7k/AKfy7gUMuVozvJjnnnnfOtTnn1hGNw0POua9XGk5YmlIIZTGUzTKYPEFkUT8DfL/MWP4ADAHXiLjsN4j0xoPAqfi9Kb7WgJ/HuN8Fti4x1u1E4uBx4Fj8eqLS8AJdwDsxzhPAD+L29URp/KeBPwPVcXtNfH46/nx9GcbB49zwSlQczhhTX/x6T/NmMfs+iXxMKKGE5lC5VYmEEkqoAilhDAkllNAcShhDQgklNIcSxpBQQgnNoYQxJJRQQnMoYQwJJZTQHEoYQ0IJJTSHEsaQUEIJzaH/AfR6kqXCvYNOAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "relatív eltérés: 4.194e-15\n" ] } ], "source": [ "l2 = invdaub2(lh)\n", "plt.imshow(l2, cmap = plt.get_cmap('gray'))\n", "plt.show()\n", "print(\"relatív eltérés: %5.3e\" % (np.std(l-l2)/np.std(l)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Végezzük el a küszöbérték alatti együtthatók kinullázását egy új tömbben, és a tömörítés utáni rekonstrukciót." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemzérus elemek: 0.91%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lht = np.copy(lh)\n", "thr = 0.003*np.amax(np.abs(lh)) # küszöbszám a maximumhoz viszonyítva\n", "idx = np.abs(lht) < thr\n", "lht[idx] = 0.0\n", "print(\"nemzérus elemek: %4.2f%%\" % (\n", " 100.0*np.count_nonzero(lht)/np.product(lht.shape)))\n", "\n", "l2t = invdaub2(lht)\n", "plt.imshow(l2t, cmap = plt.get_cmap('gray'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A tömörítési arány 1:100-hoz, és a lényeges információk még mindig megvannak. Nézzük meg milyen lesz a kép minősége 8.2% nemzérus elem megtartása mellett, és hasonlítsuk össze a korábbi Haar wavelet-es tömörítés eredményével, ugyanilyen, 8.25%-os tömörítési arány mellett." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemzérus elemek: 8.20%\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lht = np.copy(lh)\n", "thr = 0.00044*np.amax(np.abs(lh)) # küszöbszám a maximumhoz viszonyítva\n", "idx = np.abs(lht) < thr\n", "lht[idx] = 0.0\n", "print(\"nemzérus elemek: %4.2f%%\" % (\n", " 100.0*np.count_nonzero(lht)/np.product(lht.shape)))\n", "\n", "l2t = invdaub2(lht)\n", "\n", "plt.figure(figsize=(12, 6))\n", "plt.subplot(121)\n", "plt.imshow(l2t, cmap = plt.get_cmap('gray'))\n", "plt.subplot(122)\n", "plt.imshow(lhwt, cmap = plt.get_cmap('gray'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A tömörítési arány tehát ugyanaz, de a Daubechies2 wavelet mégis sokkal jobb eredményt szolgáltatott. Számszerűsíthetjük mindezt a [jel-zaj viszony](https://en.wikipedia.org/wiki/Signal-to-noise_ratio_%28imaging%29) kiszámításával." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Haar wavelet SNR: 11.94 dB\n", "Daub2 wavelet SNR: 21.57 dB\n" ] } ], "source": [ "def SNR(img,ref):\n", " return 20.0*np.log10(np.std(ref)/np.std(img-ref))\n", "\n", "print(\"Haar wavelet SNR: %6.2f dB\" % SNR(lhwt,l))\n", "print(\"Daub2 wavelet SNR: %6.2f dB\" % SNR(l2t,l))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 1 }