{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "kl_py_word_cloud.ipynb", "provenance": [], "collapsed_sections": [], "include_colab_link": true }, "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": "3.7.4" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "zgxDbp9PX58s", "colab_type": "text" }, "source": [ "

\n", " \n", " \n", "

\n", "\n", "\n", "

\n", "\n", "\n", "\n", "# Python alapok szófelhő\n", "\n", "\n", "\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "RisF9G3yBruN" }, "source": [ "# Szó felhő készítése Python-ban (wordcloud modul használatával).\n", "\n", "A szófelhő egy formába rendezett, szavakból álló illusztrációs megjelenítés, ahol a megjelenített forma\n", "és a szavak jelentése, előfordulási gyakorisága közötti információ függés megjelenítése történik.\n", "\n", "Nagyon jól használható az emberi képfeldolgozás kihasználásával ad információt kapcsolatot hangsúlyt az illusztrációként megjelenített kép.\n", "\n", "Lényegében sugallja az információt mivel a kiaknázásban a képet néző személy be van vonva és egy aha (ráismerés élménnyel) is mélyíti a fontos a szavakban rejlő információ felismerését, rögzülését.\n", "\n", "Többféle online portál is nyújt ilyen szolgáltatást, de most a Python nyelvbe rejlő lehetőséget villantjuk meg.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "2VGgipjbBruP" }, "source": [ "## Egykis kerácsonyi minta" ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "sNTVy-LaBruP", "outputId": "b9cd99d9-6416-49b9-e52e-3a4edf6be8db", "colab": {} }, "source": [ "## source : https://github.com/amueller/word_cloud/\n", "## tutorial: https://www.datacamp.com/community/tutorials/wordcloud-python\n", "\n", "## modul installálás : conda install -c conda-forge wordcloud // pip install wordcloud\n", "## Maszk képre ráültette szó felhő készítése Python-ban\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from PIL import Image \n", "from wordcloud import WordCloud\n", "\n", "# get data directory (using getcwd() \n", "d = path.dirname(__file__) if \"__file__\" in locals() else os.getcwd()\n", " \n", "## Kulcsszavak közvetlen megadása\n", "text=(\"\"\"szeretet szeretet szeretet béke béke megbocsátás megbocsátás megnyugvás elmélyedés család család\n", "kapcsolatok emlékezés feltöltődés család szeretet egység béke közeledés megbékélés elfogadás\n", "mult mult jövő jövő jelen ma holnap megbocsátás elengedés befogadás megértés elfogadás támogatás\n", "ölelés megértés szeretet\n", "\"\"\") ## Ezt kari_szofelho.txt -be is lementjük a 2. teszthez (állomány karakterkódolására figyelni kell)\n", " \n", "# masz képfile beolvasása\n", "mask = np.array(Image.open( \"kari_fa.png\"))\n", " \n", "## Szófelhő készítés paramétere beállítása\n", "## wc = WordCloud(mask=mask) ## Beállítás nélkül normál fekete háttér\n", "wc = WordCloud(background_color=\"white\", max_words=2000, mask=mask, \n", " max_font_size=50, contour_width=3, contour_color='red') \n", "## (fehér háttér, piros kontur. 3-mas vonla vastagság)\n", "\n", "# Szó felhő generálás\n", "wc.generate(text)\n", "\n", "# Eredmény képfile-be mantése\n", "wc.to_file(path.join(d, \"KL_karacsonyi_szofelho.png\"))\n", "\n", "## plt.figure() ## Normál\n", "plt.figure(figsize=[8,8]) # nagyított\n", "plt.imshow(wc, interpolation=\"bilinear\")\n", "plt.axis(\"off\")\n", "plt.margins(x=0, y=0)\n", "plt.tight_layout(pad = 0) ## réteg beállítás\n", "plt.show() ## megjelenítés" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "zu9Dk9k4BruT" }, "source": [ "## Karácsonyi minta máshogy" ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "ST1jkaiaBruU", "outputId": "59453c16-ef0f-4f04-aac5-46f94ceaceac", "colab": {} }, "source": [ "## source : https://github.com/amueller/word_cloud/\n", "## installálás : conda install -c conda-forge wordcloud // pip install wordcloud\n", "## Maszk képre ráültette szó felhő készítése Python-ban\n", "\n", "from os import path\n", "from PIL import Image\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "from wordcloud import WordCloud, STOPWORDS\n", "\n", "# Munka könyvtár kiolvasásaget ( getcwd() \n", "d = path.dirname(__file__) if \"__file__\" in locals() else os.getcwd()\n", "\n", "# szöveges állományból beolvasás.\n", "text = open(path.join(d, 'kari_szofelho.txt')).read()\n", "\n", "# Kép kontor masz beolvasása\n", "mask = np.array(Image.open(path.join(d, \"kari_fa.png\")))\n", "\n", "stopwords = set(STOPWORDS)\n", "##stopwords.add(\"gyölőlet\") ## nem kivánt szavak kihagyása a feldolgozásból\n", "##stopwords.add( \"gonoszság\") ...\n", "stopwords.update([\"gyölőlet\",\"gonoszság\", \"elbukás\",\"hanyatlás\"])\n", "\n", "\n", "## Szófelhő készítés paramétere beállítása (fehér háttér, kék kontur. 2-mas vonla vastagság)\n", "wc = WordCloud(background_color=\"white\", max_words=200, mask=mask,\n", " stopwords=stopwords, contour_width=3, contour_color='steelblue')\n", "\n", "# Szó felhő generálás\n", "wc.generate(text)\n", "\n", "# Eredmény képfile-be mantése\n", "wc.to_file(path.join(d, \"KL_karacsonyi_szofelho.png\"))\n", "\n", "# Szó felhő kirajzolása\n", "## plt.figure() ## Normál\n", "plt.figure(figsize=[8,8]) # nagyított\n", "plt.imshow(wc, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.show() ## megjelenítés\n" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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N10uOw8wX9yQnExQVTnaN850XmmYP2BVubCLAbkD9bj/fnBnzkiWJHdXZfOXBetJtq/PUniy7iT98qIGafAcqcKJznO8838T0IofvCmufCLAbzJg3xHf3NnOmx40E3FyVxe/dW7uquo3zcVoM7KrNxaRPbidqGZicqTYrhmlvZGIh6w1kYjrMt547x9leDwDFGVa+eH8drkXWZq0WD24pRpIk/u1AO75glO/vbUErS9xcPf8eTWHtEy2wG0S/28833rFUwqTX8Oj20gVbXoqiMjoV5OkTvXimw8tyTdF4An/4yruBeq2Gh28q4WuPbKQk08ZkIMLPDncSjMSX5fqE1U+0wG4Aqqrym+M9nOlx4zDryXaYuXVdDnc3FFyyRUhRVaYCEQ60DPPimX7C0TiF6ZZlGR/bf26QtoFJKnLtbKvIIstuWnTVv0aWKMtO463KPt0jPn526AJP3FqBZZG1ZcLaIwLsBtAzNs3B1mEUFWRZ4vGd5dxUkYnuXSvihycDnOgc57mTF+nzJPcufvmBejaULM/i0VynmScPd7Lv7ABPu3q5vS6P29blLnoQb47DzB/cX893Zw73+M3xXgy6ZH1/4cYiAmyNC4Rj/PqNntkyNRU5aeyozp6tx5VQFDzTEV441cehtmEGPMlaXJIEm0oz2FaZheZq90JeoaIMKxk2I2PeEIMTAX568AIvnu7nttpc7m8sIsdpviRk37KuwMmjW0v59vNNxBIKrzQPclNFJjX5V7j9SVgTxBjYGqaqKq9fGOOVpkEACtItfOL26tn7Jv0Rnj7ey//8+QmeOtY9G14AFoOOT9xetaxLK+xmPXfW51GRkzb7Pu7pME+f6OXPnjzOgeYhFFVlod0iO2qyuWdDAQBDE0H+4+CFZbtWYXUSLbA1zDOdDKi4ouKyGvjqQw1U5toZmghwonOM50/1cXHcf8nzDDoNH7y5jPLstGW9Pq1GZs+mImoLXHzr+XOzkwUJRWVkKsQPXmzhyPkRfueuGooyrJc832LQ8eDmIg6fH8EXjBIIi8H8G40IsDUsmkjMhoIsSXSN+HjhVB+t/ZMMTQbnfY5Bp+HTd1Tz0Jbi61KDS6uRsRq16DUyEnM33wYicY51jDI8FaQiJ43b1+dRk+/AZtLPPqYww8r6AifHOkYZnAjwRscoWypW19FwwvIRv+U1zKzXUpadHBCf8Ef48avt7D83uGB46bQyj24t4f7G61tAMNth5vd311Ge83aLryw7jY2l6QD0jk2z/9wg33j6LD94sXXOUXCT/gjDM5/HG4zy4wMdTIptRjcMzde//vXL3X/ZO4XVzajXsqk0gzyXmdcvjM2e8qPVSJRkpfGZe9YByTViAI9uLeHju6ow6K7/4Rkuq4FYQuHcRQ8JRcVq1PKlPXUoqoo3GCUYiROJJegdm+ZE1ziSBGlmPTkOM0UZVo53jhGJJdBrZe5uKMAqSlGvJf97oTtEF3KNc1oN7KjO4fWOMbpHfdy3sZDCDAtbK7IwG7S0DUzOPtZs0C7bjOOVuL+xiKlAlCcPd+LxR9BpZf7wwQa6Rn0cbBlm39kBpoIResam+c4LzRRnWllX4CQYiRMWFVtvSCLAbgBOq4E/eriBUDROus04ezyZLxidc4TZK01D3FWfv2L1tiQktJqZ5R0Jha4RH6VZaVTk2ClMt7KjJpsfvdRGS38ydC+O+y+ZhCjNtmHUi6/1jUL8pm8QDothzrYhXzDKt55v4tTM1qKCdAv3bSxc0X2RkgTZdjNmg5ZgJM4PXmwl12lmfaELg05DTb6T//HYJk51u/nVGz30u/2zpyc5zHo+e28tjaUZ2M36Rd5JWCtERdYb0Jg3xD/tb+Ng6zAAeq3MX35kK3VFrkVPH1puqqryl788xeG2EVTg7oZ8PnP3ujnhq6oqvlCM1ztGZw/7KMqwsqEkfd4Dc4WUJ07mFt72zIlejpwfAWZW5tfkUJ3nWPHwApAkicd3VjA8GaRzxMeBliF0GpnfvXvd7MC8JEnYzckTxYUbm1hGcYMJR+MMTCQPrjXoNHxoRzkfvbVyRWYeF1KZa+ePH9nI+kIn8YTKy02DtPRPrPRlCauQCLAbzJOHO3mjYxSAx3eUs7NmddbSKsyw8sQtFWg1EtG4wg9ebKV1YFIUMBTmEAF2AxmdCnL4/Agz4940lKSv2hOvJUmirsiVXFQrSwxPBvmX/W0ErqJ+mLD2rc5vr7DkYgmFAy1DDHgCaGSJO+ryKM28fNmalWbSa3l0ayk5TjMAF2ZK54hTuoW3iFnIG0A8obD3dD///loH/lCM+zYW8Kk7qhesxppQFMLRODqtjE6juWRmT1FUPNNBekcniCYSFGc6yXJYZx67tNeuqCpnetx854VmhieD6LUyj++s4PEd5ei04u/vDUIcbHujUlWVV5oG+f5vWwhE4mSmGfnfj980Z9/hu41OTfMPLxwj15nGB3fW47KZZ0NMUVVa+kb43nNH6Rr2kFBVsuwWHru5nvdtq8WoX/otPIqqcqrbzd8+c5YJfwSDTsOn7qjmwc1Fs4tyhTVNHGx7I4rFFV4693Z4AeQ6LaSZLh8yHYNu9p3u4BdHzjHqnbvSfcjj5e9+fYjX2/vwBsNEY3HaB8f57nNHePlsJ8sxxi5LElvKM/nS/XWYDVoisQS/fqNnTv0y4cYkAmyNSigK/R4/Pz3YQSASRwJq8h185YF6MtIuv9q+tX+UaDxBcZaDwgzHbOsrlkjw0pkLNPeN4LKZ+fTdW/jTD93FtqoigpEYT7/RSjASvexrX4v1hS62VWbRUOxi3BfiH37bgnuZDhwRUoMIsDVIUVUONA/xl0+dYtyX/AdeX+ziKw/Wk59uWXS1+oDbC0BZtgur8e1tOW5vgFebuojFEzx40zo+cedm9myu5jP3bsNlM9E7NkGfe2rZPpfdrOczd69DkiRUFVr6JznT41629xNWPxFga5A3GOU/j3bNLlhtKHbxtfdtpDTryiqsTgVCyJJEfrp9Ttid7h7iwpCbTLuVPY3VWAx6JEmiOMtJSZaLqUCYsalLK7wuJafFwF31+ZgNWhRV5R/3tXLuomdZ31NYvUSArTHReIJDrcP0uwNIQHWegz+4v55Mu+mKX0NRVSRJQq97e6dZLJ7gSFsvkVicdYVZlOW4ZsNNp5VxWIzE4gnC0eVdpyXLEnfV5/Px2yox6jRMh2K80jQ4p8ihcOMQAbaG+EJRvv18Ez8/0oWiqtQXu/jqQw0UzlNP/nLSTEZQVXzBZPdTVVX63VOc7RlCI8vcVlc2d7ZRBVUFFXVZBvHfTauRua02j7KZmv0vnRvg18d7lv+NhVVHBNgaoagqp7rc7D83yIQ/zAe2l/G1921c9IzF+ZTnpqOoKk29I3gDIQKRKC+e7mDA46Msx8X2qrmbqGOJBFOBEFqNBv112lOZkWbkjx5uINdpJp5ILhUZ8Cxv91VYfUSArQGqqtLaP8lPDnYAoJEkHFb9VXUb32lTWR42s5HT3YN8+9nDfO+5ozx1pAmdRuaO+nKyHHNDcToUZWRyGpNeh800/+LY5ZDrtLCzJgdZgpGpEIfPj8zWBxNuDCLA1oAzvR7+/tlzDHgC6LUyj20v46HNxe/59WoKstizuZp4QuGXR5t58uAZ3L4Am8ryeeCmdZcsHm0fHGMqEMJpMZLjuH7bkzSyxMduraSxLBOAJw91cqJz7Lq9v7DyRD2wFNc96uMbT5/FMx1Gr5X5+K4q3ndTyTWVx7EY9fzuPVvJddp45VwXkVicuuIcnrhtI/np9jmPjScUmi+OYDbq2ViWR67r+u6vNBm05LssnOp2E44leP7NPmryHQtukxLWFrGVKIVF4wl+friLnx5KnkhdX+TiLz+ydUlqe6mqSiyeIBCJoaoqRr0Wk153yRqyeELhwpAbXyhMrjONokzHNb/31eoe9fHnT57APR3GZtLxpT117Fqfd92vQ1g2YivRWvRK0yBPHesCINth4qO3LV1hwreWUTitJlw2M+aZNV/vptXIrCvMYltV0YqEFyTr+e/elJxYmA7FONE5viLXIVx/IsBSVPeoj72n+1FJbhH62vs2sqk0Y6Uva0XotRoK063oZmqbNfV5xD7JG4QIsBSjqiqj3hDf39tM++AU1XkOvv6hLdQWOFf60lbUtqqs2Rr5I1Mh3rgwyiLDI8IaIAIsxYRjCb77QhPN/ZMgJbtPTqsBeQUPpF0NTHotD24umj1S7a0Tl4S1TcxCppBYQuFA89DsadpOi4FHt5Uuy3sljy6L0Ds6waDHRygau6J69NuqCinKXJnWoMWow2U14A1GGZoM0tQ3QUNx+opci3B9iABLIQdbh/nxgXb84TgWg5aP3lZJnmvpT9FWVZWuEQ///sopjp2/SDgaI3GF3bGvP3HPigWYw6In32WhZ2waXzDKobZhKnLsmA3ia75WiS5kipgOxXj2RC9TgeSm5U/eUc2eTYWzA9dXq3PYw6muQWLxS+vLu30B/v7pQzx7vJVxr5+EqmLS64jFEwQjUbQaGb1GQzyhEAhHCUdjpNvM7KgppjDDPs+7XR96rYZHtpXinFkDdqx9FG8wsmLXIyw/8acpBYSicX64r5W2wSkkoLbQyfaqbDTye//70z44xt/95hAfvX0T79tWi8v6dtnoU12DnLwwgFYjc/+WGu5sKMdpMfPtZw/TPjjO1x7bRY7Dhmc6yIHmbg639nJzTTFfeGAHaddxK9F8chwmHBY9kwERXDcCEWApIJZQaB9KFgqszLPzhd11ZL/HfY6z1GRL6/++dIIhj4/fv/9mnFYTkiTR0jdKLKHQUJLD5/fcTLbDiiRJpNuSpwNV5WVSlZ+JqqpsrihAp5HZd7qD6vxMHru57lo/7jUx6bVU5trpGZsmHEvQPTpNrnPpu9nC6iC6kClEr5W5b2PhZQ/kuFJ56WlU5WcQjsb49bFmvvnr13D7kmunBid8aGSJLRWFZDtssy0zg06LoqhEYsn6+pIkkZFm4WO3N2I3G/l/h88x5l3ZihB6rUy2Ixnu06EYh9vEbORaJgJslYsnFI61jzLhj1CRY+eOJdois7E0j2/97sN88cGdVOZl8Mq5Lg42J2tqhaMxJEnCaTXOOSbNbEjWAPMG59ahz3bYWFeYxaDHS8/o5KLv7fcG8U74UVWVgC/EmSMddLcNkZhnPO5q6bUasq61dSqkDNGFXOUOnx/hX185jz8c44HNRZj0S/Mrk2ZKRn9k1yZ21BTz80NnMc7M1hm0WlRVJRiZW101zWwEVIYnp+fcrtPK2M1GgpHobBHEyzn+ShsT4z4e+fRt7P/VSU4eaENv1PHxr+6mpCr3mj9bjsNMmkmHLxRj1BvCG4hgF5u71yTRAlvlXjzdz+TMzKPdrF/yBat6rYaq/Ez++P23c3tdOZDsXiqqSs/oBAlFmX1sYaYDFTjTPUQ88XZrKZ5Q8IUiyaqsV7DcYrjPjdlqwD0yRfPxLp740j2U1uTRfrpvST5TQ3E6+enJca+W/kn6xLaiNUsE2CoWjSeIJZIBUpxpverS0FfDoNNimTmBqLYwOcPZOezB7Q3MhlJlbgY2k4E3Ovo42naR6VCEYCTKud5hzvYMYzboZlppl6fTa4lG4jS90UVmnpOS6lzMVgOhJVzysFQtVWF1E7/lVazp4gQdw8kjznKdZnIc5uvyvjUFmWTZrfS7p+genSDLkQzOPFcaG8vy2He6g7/+5QE2luai12o51TXA8ESy3HRx1uKLWMvX5/Obfz2IklD54OfuwGg24Bn1UVp97d3Ht9QXuTjVLY5cW+tEgK1iwWicSOzaB7avVl66nffvqCMYiVGa7Zq9Pc1s4IlbN9I17KFz2MOgxzvnvg/duoFc5+IFDRu2V+DMTEOSoLAiG4DbHtxAZt7SreDvHvUt2WsJq5cIsFWsJNNGntPM0GSQPrefrhEvZdlpix5Me60MWg0fu70RSNb7euv9JEmiviSXP37/HfziyFk6hz0kEgol2S7u2lDBPRsrr+jatDoNBWWZTE8GmZ4MYndZKK3JQ6tdugNB7ttYyKG2kSV7PWF1EgG2ihVmWNlamcUzJy4yNBHk28838ZUHG2aPE1sukiShWyBMtBqZLZUFVOdnMB2KovkAKN0AACAASURBVKoqFqMeu8V42Z0BqqqSSChotRqmp4LsffIYb7zcSu3mEj78xXs4tq+JqoYiiqtyluQzvHBqaSYEhNVNDOKvcp+4vYrbapNjQ+1DXvae6iO6BOulroUsSdgtJgoy7BRmOnDZzItua/JNBvjlP72Ke3iK1/e30N81xj0fvIlpbyi5K2DEy/kzF5fsGsVWohuDaIGtchaDjjvr82jpn2DcF2b/uUFUknXAdq3PI82kR5MCtcC0Oi2xSJyXnjpOLJqgtrGEivUFdJztB8Bg1BEJLc3p2rGEgjJzvFpplk0sbF3DRAssBWwpz+L3d6/HbtYTjMZ59uRF/nn/ef7kp8fZd7afCf/qb22YrQY+8Nk7ufneehwZVob63AR8IRRFYcozTd+FUdKzl6aSxcnOMXrHkottS7Ns175vVFi1RIClAI0ssaM6h688WE9mWnKdVSyh0D3q41vPNfF3z55leHLpFmvuO93BTw+c4uL44tuCAIKRKK+c7WT/mQsEwvO3oiRJwmjWU1Kdy/a764iEYjz5/f20vdnLD77+a6x2Ew3bK5bk+qfDMSJxZfEHCilPdCFTyLbKbGRJ4ren+znWMTp7e8/oNP3uwJJVXXjmjVaa+0bIT7dTfAXFCf3hKE8ePMOo109RpoOq/MzLPj4zz8FHv3wfbad6mXJP48pKo3ZzKdYlaCkFwjGa+94OXu17rJcmpAYRYClEI0vkOMx4g2+3cmwmHb93by2by5fuRKJYIkEkFr+iEtIAWlnGoNcy7vUz7gvMG2D9naN4xuauzTJZDJhm9ih2tQ6SW5ROdoHrkudejelwjNM9yQWsTot+9rg1YW0SAZZC2oem+NZzTQxNBHhkawmyJHHLuhzWF17bP/prJcsSJr2OSCxOcIEu5OkjHZw63IEERCNxhi66cbgsWO1mfFMBIuEYn/5vD1xzgJ3uceMPJzehazUyLqvYxL2WiQBLAaFonIOtwzx78iLdoz7yXGbubywi22HGuEQH2V4LRVWJxuOoKgu22u790DbufGQzIPHGyy10tw3x6O/chsGsJxSI8Ot/eQ3jzIlC16K2wInNpCMYiROMxGnqmyDbYUZe5sW/wsoQAwQpYO/pfr63t5kLw15kSaK2wEmGzbgqwktVVS6OTdI57JmzIfzdjCY9VrsZq93ESL+H3OJ0MnId2OxmsvKcuDLT6LswOu9zr0ae08LHbqvEbNASiMT54b42DrUNizMi1yjRAlvlOoam2Hemn2hcQauR2LOpiE/fUY3FqFuS14/E4hzv6GfkHTW+Rqf8xBMKR9t68fiCCz5XVVU800FePtfJkMdHcZbzijZzZ+Y6OLa/hcw8B+lZdsaHJ2k63sX9T9x8zZ9Hp5W5d0MhsbjCd15oxh+O8bNDnWwsyZg9M1JYO0SArVKqqjI4EeC7e5vpGZtGAu5uKOATu6qWLLwgGWDPHG/haNvF2e5fOJocwH/6jVa0mvOXuUZIKArReAKdRuaO+nLyXItvc9p6Zy0T49M88+NDhINRTBYDm26ppn57+ZJ9rs3lmZRk2ugdn6bf7effX+vg03dUY13Cn52w8qRFmtai3b1Cukd9fOeFJtoGptDIEnfU5fH7961f0vCCZDHCjsFxDrf1cqZ7iAH3FEMTPmIJBbNBh06zcDdVkkCr0ZCRZmZXXTkfvm0DLuviJX9UVSUeS+AZ8RIJxzDbjDgzbGi08pJuVO8a8fK9vS20DkxiM+n4k8c20Vh2+SUewqq04JdCBNgq1DE0xTefOcvFcT9ajcT9jUV86val6zYuJBZPMDI5zZ/9x4ucHxjjd+/dSmN5/mWfY9BpyXbaSLear7habDgU5c3XzvP6/mZKa/LY/eHtnD99kcKKbDJzHUvxUWYdbR/hr351mmhcIctu4muPbKSu0LnsFT2EJbXgL0t0IVcRVVUZngzyvb0tXBxPnu5zV30+H79tabuNC9FpNRRk2KnIS6drxEN5bjqbKwqW/H1aTvbw0lPHcWam0ds+gpJQaH2zh8B0eMkDrLEsk/sbi3j6RC9j3hDf39vMHz28gYqc5S9LJCw/MQu5inSP+vib35yhfSjZbbynoYDP3VNL2nUcfJYkiYrc9GXdIN5++iIbd1ax54mb0WhlQMJiMzExtvRFCI06DZ+6o5pbapJlenrGpvnG02do7ptY8vcSrj8RYKtEx9AUf/3rM7QNTqHVSDy0pZjP31d7XVpe77a+KIe64pwrqm//XugNWiLBKPFYHFVViYSjjA9PLclWovmY9FrubyymIicNnVbm4rifnx/pWpFqt8LSEmNgq8DwZJC//vVpzg8mT9++Z0MBn7tnHTbTykz7x+IJfMEwVpMBg27pRxla3+zhl/90AJvDTH/XGJV1BbhHvHz6aw+QX7o8g+wJRWXSH+H/He3i2ZO96DQyn7qzhoe3FIv9kqufGMRfrS4Me/ne3mbODya7jXfW5a9Yy+t6SSQUes8Pc/i3Z3EPe8nKd7LrwY0UlmcjLXNts363nz/56RuM+cLkuyz8xRM3kedamk3wwrIRAbYaDU8G+fMnj9M/c25hQbqFv3hiK7nO63P60ErpbR9Gq9OQkePAYNTNfj2vx6C6qqqc6nbzjafPMhmI0FDs4r8/uol02/J0l4UlseAXQ7SdV9DJrrHZ8LKZdHxiV9Vsva+1rPVkDz/4X7/iye+9RNPxLgK+8HWbEZQkiZoCB/XFyU3jHUNeXm4axDO9+IniwuojWmArIBZXeLlpgB/uayMYjWMz6fjKA/XsrMlZNVP7iqIy5vXT2j9K3/gUwUgU5Qq+DfdurFy0HljQH2ao182bB8/TdqoXWZap3VLKxp2V5BZlYLYalv3n4A1G+ccXWzjT62HCH2F7VTb//dGN4kDc1Ul0IVeLWELh6eO9/OzQBQKROJlpRj5z9zpuq829ruEVTyhIUvKAjne/b0JReP18Hz968Q2a+0ZQFBV10a+ChE4j8xcf2819jVWLvr+qqigJhdGBSV577jT7nzqB3qijsr6A2x9upG5rOXrD8oaJezrM3/zmDGd7PdhMOj5/33p21eaKQf3VRyxkXQ1UVeWVpkH+4+AFQjMtr8/eU8uO6uzr3vJqHxxjeHKaW9aVYNTPnTAYnfLzzy8d52zvECDhtBixmY2Me/2EY3Gy7FZkScIXDOMPR9FpZGqLsmkoyaUqb/HCiqqq4p0I0Hy8mxOvthLwh9n94e1U1BfQ2z7MM/92GJ1eS/22pdsbOZ80k46CdAtnez1Mh2L8y8tt6DTy7ClQwuonAuw68gaj/PL1bkLROACfu6eWW9etTLexd3SSv3rqVR7auo6P7NpEQbp99jpOdPTTfHEEo07Hx+5o5M76cqwmA3/1i1do7hvhTz94JwUZdnyhCAfOdfH0Gy3kudL41F1byEhbfEbvtWdPc/D5M1hsJrbdvZ6aDUW4su3IssTGHZXEYwm6WgaWPcD0Wg0PbSlmzBtidCrEgMfPb4730FiWITZ9pwgRYNfJqDfEj15qpW/cjyxBXZGLxrKMFRvzkmUJfyjCLw6fo2dkgv/66C7KctORJYmW/lESisrNNYV86s7NWIx6JEkizWxEUVWyHTbKctJRVZWa/EwMOi0/fe00RZlOPrd726JnRKZn23n0d3ZRWV84Owv5ztO/N+2smj0WbbmVZNr4Xx/cwm9O9PBvr3bQOjDJP+9v49N31ojyOylAdPavk1+93s2x9lFUYENJBl/aU7eiU/clWS62VhWikWXe6OjnW88cYtDjBcDtDaCRJWoLs7EY3x5QN+g0qAqEY8kWpCRJGPU6dm+uJsdp4+WzF+bUFVtI3U1l1G0tw2jWI8nJMTivx89IvweA8tp8KuuWfg/mfJKnkMtsKE6nKMOKqsJL5wb4twPts6WphdVLBNgyU1WVE51jvNYyTEJRMeg0PLK1hKJM24pe17rCLP7m0w/wfz52Hztqinmza5AjbcmTsSPxOJIkYTXpeWcD0WJItkimAqE5r5VuM1NTkMXQhI/escWPYnsrtN7p/JmLvPFy69v3X+fDeqvyHPzX920g22EinlDZf3aA1v4rO1ZOWDmiC7nMWgcm+c4LzbNH3T++o5wt5aujJpXDYuLuDZU0luez98128lzJULUY9MmB9sDctVFOmxkVlb7xqTm3azUyFoOOcDSOPzT/Ibttp3oZ6nUveC3nz1wkZ4UPJylIt3DH+jyeOtZNJK7ww5dasVv0VObaRU39VUoE2DIKReO81jLMmDfZYsm2m9i1fnVN08uyREaahQ/ftmF23CkvPQ1lptZ9PKHMXm9hhh0JONczRPSWBvQz+ySj8QQT/uRnXGhM79ALZ+k5P4TdZZ33/rHBSbLyFi9HvZz0Wg0f3lmBPxxn7+k+BjwBvvN8E39wfz3V+Utb5kdYGiLAllHXiI9XmwcBcFoN/NHDGyhIn/8f8ErTaTQwU3y1oSQXnUamY8jN8KRvdoayKi8Tl83M6x19PHuijZ3rStDIEsfOX+RU1yA2kwGndf6KEjaHmSe+dC+1jSXz3n9sXxPuEe8yfborZzJoef/2Uk73uBmcCNA54uO11iERYKuUCLBlMjwZ5AcvtjAdSg4Eb6vMoiJ38Xrxq0FVXibFmU4GJ3z0jU1RkG4HIMdpY0dNCb84eo6/f/oQz7zRik4rc2HIjTcQpqEkl7Kc9Hlf85Y9G3BkWNEucJJSYUU2Vvvq2AOa4zDz+ftq+YfftjDqDdE+5MUzHRb7JVchEWDLQFGSA/edI8kCfTajjjvr8rEYUmNtUZbDyuO3biCWUFhflD17u9mg47EddZwfHONszzBneoZm78tIs/DEro24FmiBFZZnXXJbLBZHVVR0ei2FFdkUlF36mJUgyxKbyzL5i49s5TvPN9HcP8GhtmFuXZcrQmyVEVuJllgsrrDvbD///PJ5gpE4drOeL+xez671eSt2TcF4jNHgNAVWO1ORMEdHLlJsc1DvyllwzdZb34t3j2kpqkrv6ATPnWijtX+MeEKhMi+DOxvK2Viah047fwtLVVVURUXWyIQCEY691Myxl5qpWF/Agx/fSfPxLkqqc6/5ZO6lduT8CN985izBSJxtlVn8t/dtWLE6bTcwsZXoehmcCPCzQ50EI3GsRh3/5a4ablmXs6LXNOCf4qmuZn6/bjtPdTXRMTWOLEl8dcOt5Fvt8z5nocF4WZIozXbxud3bicUTqIBOI6PXaS87Uxf0Rzj3+gU27qji7OudHHrhLLlF6Qz2jqMqChea+gkFo6suwIozrRh1GoKROH1uP6FoAtvyFI4V3oPVMx22BviCUX5ysIMJf3Ipwbp8Bzuqsxddmb7cAvEYBo2GqUiITq+HLzfcQp4ljbGQ/z29niRJGHRarCYDNpMBo1636DKDeCzOsX0t7P/VCTqb+tm4o5I7Hm5Eo3m7Jr7XM//1KKrKxelJJiOhRbsEPb4JDg/3cM4ztCSncWfZTXzklgoqc+24fWGePNxJQCxwXTVEgC0RRVU50TXO4bYRVFVlY0k6X3mwflV0N9J0BkaDfn7SfooaZyaZJgsx5frWg09zWvjdP3mIgtIsjGY9AV+IaDSGqqqEghFGByZIc86/jzKhKhwc7qZn2rPo+wTjUU6M9/Pd5iNLct16rYbdjUUUZ1qJJRRePNNPi1jgumqILuQSCUXiPHuyF0huufn4rioy0i7f11BVlbiqLPm1yJKERnr7b1O+xc5NWQUMBLzsKapGQSXfYifbPP9ugIXGv979GEVVUVVmTzC63OMlSSLNaWHDjgqsdhO/+MdX6O8eY7jXzU+//SKRUJR18yyxiCkJEorCg8XrMGl0yePAJQlFVYkrCioqGklGM1MWqNaZTSQRp8c3N+ze+lkr6tuPB4irChKQUFVkSUIrXXq4rgSzf4gSisozJ3vZWrk6JhxudCLAlsjB1mG6ZmYdb1mXQ0Xu/GNL7zQU9PKvnUeX/Fq2ZBSzO3/97P8btVreX16PoiqAhCzBB8rrMWjm//VH4wn63VM4LCbSbeZL/kFHY3HO9g5ztmeYSCzOusIsNpbm4bSaWWzBuizLlNXm89Ev38exl5qw2Ixk5TnZubuB7PxLF7I+d7GVs54hBgM+nqjYxO155aiqypvjA7zY304gHqHKnsXDJetJNyav9d3Xq6oqzRMjPNfXhi8aosjq5LHSegD+veNNzFodQ0EfRo2Wx8s3UuWYu1NCq5G5uyGfV5sGmQpGcfvCTPojOK2Gy39YYdmJAFsCsbjCwESAaFyhNMvGA41FGBdY7/RO7oifn3afWPLrkZDYnb+euKKgkSQUVE6PD7F/4ALRRILPrN9Gt9dDfXoOafpLlwUMuL388Y9fIM1k5E8+dCcVuemzoRCNxfnVsWb+Ye+x2a1Geq2GXXVl/NGjt5HrXHytW8AXYrjPjdlmotCSfP+Tr51nXWMJVQ2Fcx77cMl67i6o4gctR5mKJlf7j4X8/Lj9BA+XrKfGkcUP247xQl8bH6tsnLcVOBEJ8i/nj7Mrr4zNGQX85MKb/KqniQeLazk53s99hdX8Xu3N/LL7HM/1tfJVx65LXqMix84t63J44VQ/PWPTfOv5Jv7ooYbremancCkRYEtgxBvkQEtyTVRtoZOy7CtbsGrU6Ki2Z8+7WEWWJAwaLRORAP2BSUDCoNHg1Jsxa/XIkkwoEWMyEiAUj6GiUm3Pps6Rx/asUgAODnWTb7Vj0xl48sIZytJcnPIOEYxFeX20D6fBRK3r0gDrGBqn3+0lyx6fs+1JVVXaB8f56Wun8QbCOK0m7GYjgxM+DjR1U5WfyWfu3bpoiaBDL5zlzdfOU1yZg6x5+7HRcPSSx2okGaNGi15++w/CWGiagcAUvdMTuMMBvJEwnV73TPdw/gDrmfZQEUgnGI8xGQnhCQdJqAoWnZ5bc0sptDoot2dwcrx/weves6mII+2jTPoj9I75CMcSpMbS5LVLBNgSSCgq4WhyUPxcr4dwLIHxCmqrl1rT+f72Dy94/0W/h/+vaR/ZpjT25K/nztxqXAYzOlmLRHL8xhsNcXi0i2f7z2HQ6PhExXbKbcku0EQkyP6BTm7LKyXdaOaTNVvoO7kfrSwjSxKh+PyzaW0z67tKs13kudJmAykUjfP8yfMMuL1U5WXwlffdSmGGg18cOcd/HjrDK2c7eezmukWLGuoNWirrC9n18CZ07/g5Wa5wkagsyRg1Oqw6A2k6A7sLqymwOhZe+oE05/G7csvIMtmQSP6R0M2Eo4zE5SYuizKt3LehgJ8f6cIzHeHFM/18fNfi5bOF5SMCbAXpNVryzfPvsfOEA/y85ySeSIA/a9jD3Xk1aOX5u6V1zjw2uPL5s1PP8P3zr/HnG+4n3WDhsbJ6bs4pxhNOBtn5yTGC8RjdvmTLxWmcf+vO8KQPWZIoz02fc7Bt//gUB1u60cgyH9m1iW1VRWg1Mu+/uY5DLT0MT/q4ODa5aIDZ0608/x9HaTnZjeEdJXvueN9mdu5uWPTnVmx1UO/KZToaIdecRiAWwaDRoqgq/f4punweJqMhWidHyTJZyTGncVNWId5omCKrk0A8ikGTXLd2NTUm9FoNrpmQjSUUcZLRKiACbJVqnhritKefGns2O7PLFwwvSHazGtOLWOfI5U33RZomBrk9twpZksi32MkwWtiQnsuPWt+g0+shkkiwK6+UAsv8Ew3BSAxZBpft7YBTVZWTXQO4fUHy09PYXJE/O/toMxvJd6Ux4PHiDS7+j7qnbZi6rWXs/vB2tO8ISKv9ylaIWnUGPlm9ZXa9V4bRglmrI5yIcXS0l37/FBVpGewfvMCG9Dx25ZbxscrNHBru5pxnCIfBRI0jE4tOz86cUmy65GB8odVBYpFZ4XcHnqqqq+YkqRuRCLBV6rx3BG8sTKktY8HZwnfSyRpKrC6OjHXRMjXM7blvd20MGi0frtjAHfnlTMciWHUGsk1W9Jr5QzG58Fbine2TQCTG4ZYe4okEjeX55L+jhr5GljAb9cTjCSKxxdeX5ZdmcOCZfg7vPYfJouetWHj3IH4kEScQjxJNJHCHA9S5cpBILskotDp4onLTJa/9RMWltwHkmG18sHzDJbd/tLJx9r8b0nNpSL/8gR47qrN55uRF+t1+jnWM8sjWUkqyVrY45Y1MBNgqFYhHiCsKsUTiinekRhJx4oqCP57cCfBsbxutE6NAcj2VSjLoYkoCjSTzyerGebcSZdotqKrK8KQPRVWRgJa+EZr7RjAb9NyzsXLO7gJVVYnGE0iShHwFlVStdjPrtyQnGpSEylsf8N0r54cCPn5y4STheByHwcSmjPwVb+04LIbZGWZvIDpbXltYGSLAloDVoKMk00pz/ySBSJze8Wk2Wq5tjVCazoROlmn3jTIVDZFluvxfeV80TLt3FK0sk6ZLjtPY9UayzbZk12r4IqVpLnLNNgYCXgb83gW3yFbmZqACZ7uHGHBPYdBpee54G75ghG1VhVTmzV0nFY0nmJgOotNqMOoW/0o1bCunbmvZnNsmx6cJB5PBOxX1MxXzk2/J4LPrtqOqYNXpserm/kynon7afL1kGZ2UWHLQSIsvXZnPRNRHKB4h15RBTInTHRikzJKHQSOWSKx2IsCWQEaakS0VWTT3TzLhj7DvzAA1eY4rmolcSL0zD5fBQuvUMP/YfoiPl2+lyOJCluU5uZNQFQYCU/ys+zgtU8M49GbqnfkA3JZXym15pbROjOKLRvj8+u3Y9Ab8sQg/ajnOZDhE/jzjYNuqiyjKdNA2MMYXf/g0Wlmiz+3Fbjby8Lb1pNvmDv6PewMMTfiwGvULFjR8J1kjX7KHratlkNGBCQrLsxkKuWn19fKBwtvJMc+/UCGuJDjqbsKo0WPTmrm64fi5BoLjDIU8ZBtdjEUmcUe8lFvzr+i5o1MhauZZgCtcHyLAlsjGknQy0oy4fWEOtQ1z78YCNpYsfsjrQuocedyTt46fdZ/gP3tOcsLdy00ZxRRZXdh1JiRgOhahLzDBCfdFOqfHAZW7cqvZ4Jr7j0+SJIYCPi5OT5JrsTES9NPvn1qwBVaY4eC/3H0TP9h7jEGPF0VRsRj1vH9HPbfXl83pJqqqypudA/hDEUqzXbPFD9/t9JEO+i6MLvh5O5sHKK6aqdohwWBonOeGjpBpcLLRUUl/cJRWXy8mjZGtrho6/AOcmDhPoTmLUksuOlnLiYk2IokYtfYS8kwZnPScZywyRUJNcHvWJoZCbrr9Q2QY7NyUvo6B4Bitvl58sSCZBgdjkUmaprqIqQlGQhNkGBwc8zTjjfkpt+SzwVmBLEvcVpvLhWEvKvCb470rWirpRicCbImU56TRWJrBvrMDROMKPznQQejmBI1lGRiuYFX+u5m1ej5evo2h4BQHRzrpnB6n2+/GIGvRzgyyJ5QEESVOYmZ/386sCj5ZsR2rdm5Xq9BqpyzNxXeajqCRZBKqQq0zm2Lr/C0HrUbmrg0VZKRZONzaSyQeZ31RNrvqymZPJnpLPKHgD0epLcpme3URDsv8LbATr7bR3zWKK3P+FtXowARFlTPFE9XkzGqdvYxXR0/h0tt4ceQ4GQYHXf5B0nQmKqwFFFmy2WAvJ9Pg5JinGaOsJ9+UyXFPK43OaobCbqptRZycbMeiNaKiopW1HJ9oo8SSyxF3E1td6+gODBNV4qiqikbSMBaZ5OTkeW5Or6PHP8x6ewk5pmSZH1mSqBHlpVcNEWBLRK/V8Nl7aonGFQ61DdPcP0nH8Cke2lLM7k1FFGVcXS18SZIotDj5+sYHeXn4PC8OttLrnyAQjxBVEoCKTtaQpbdRaHFxd14N9+XVzjtWZtUZ+Nz6bYwEp/FGw6TpjeSabZed3TTqdWyrLmJbddFlr1Ojkfn4HY08sWsjJr1uwUH8NKeFxz9/N+sai+e9/+i+Ztwjb592lKa1kGvMQC/rmIr6CSeirEsrpt5eRo7RhVVrxqo14tSnodfomI4HKUgrJtPgJK4q6GQtk9FpWn29bHBU4I+HOD15gZtc67gw3U9YiRJORMk3ZzEdDzEaToZWms5KpsHJVMyPS5/GrZkNdPj78Xi8PJi/87I/C+H6EwG2hGwmHV/YvR6jXsNLMy2xX73ew8HWYb76UAPFmTbsZv1VnUqUbrDwwZLNPFjYQJ9/grGwj2A8igqYNHqyTTaKLS5MWv2Co0CKqtLl9XBgqJtIIs5HqzbR7Bml2pmJVXdtA9XyzIndi7njfY3YHGY0C1RsLa3JxTlzVqZhJpCeHz6GTtZSaStgKubnvK8Po6wj2+hCksAoG9DIMjpJQ729nDcn25GRyDdlYtIYZmZeVaai0+SbMtBIMt3+QfSyDqvWRLk1n71DrxNT4+Sa0kGF4VByS1KazsJ0PMj56YuEEzGsWlFKejUSJaWXwVQgws8Pd3L4/AjjvuTCTqfFgNmg5YHGInauyyHHcf0OsBgL+fnm6YM4jSbaJ8f58y138XRPKw8U11DtXLkzKmPROIqiojdoURU12YXTaogqcfzxIHElgUljwKo1EVFieGN+QMKlt6GVNPjjIYwaPTpZS0JVmIpOk1AV0nQWzk11MhXzsz6tlANjp7kls4E0nYWYEkcra0nTmomrCXyxABpJxqRJnkDuiwXQSVr0sg6DRsdkdBoFlTStGfNMiJ27+P+z997RcZ3XvfZzyvSOQe+dIAD2TomURUkU1WW5t8Qllh07dhyn3JR1v1ynfYntJHYcO3Hkdm3L3bIlS5ZkmZJIir03kCAAondMxfTT7h8DggABkGBRsYhnLXIRwzllDs75zfvud+/fDvDn390HQGOpj3//0MbX7RreJCxYSr+WeB0WPn53ExsWFfK9Hec4NxghFE8Tiqf5n9+e4ZWzQ3zyniZqC69suXMjGIxH8VisfGrJRv7+0HZkUUQQIKbM3oT21SYRS7HzmWPsef4ki5aV8/CHN3NsdxvVjcUUlediFmVy5L1fPwAAIABJREFUzNNjZVbJjFWabjftMl38EpAEEb/l4vUssOZwbryPUOYEfouHAqsPqzQ9NigjYb0kVcJ2yXvyrdPjhIZhMBZdKCF6o7AgYK8iSyty+Mf3ruW7O87xs73nJ18fjSYZCiVeMwGzy2aimRS9sQgZTWMwMU4wlZjVSgcgraiE4yncdgtWk3wFY0NIpDNkVA2zLOGwXnlKenhnK4deOsOiZeWM9IcwdIOu1kFSyQxF5de+cjuVcnsB7yrfAmSLv8XrSLOYimFA9+j45M8bFhVc5t0LvNosCNiriCAIjEZTnO4NTr7mspl49K5G1tfP78Y3DIOkphBIx0lpyrx83r1m+7RgfnYV0s+Xjr9CeyRAQlVYk19KmWv21bTzQwG+8IsdLKko4gO3r7xicfYv9p7i+aOtLKsq5jMPbrpijK+nbYhlG+toWFHBr3+wFxCwO63EJjqY3wgEQcAk3PjbWzcMOoazxpUC2S+pBV4/FgTsVSKRVvn+znPsbxuhLxBHlgRKchx84LZ6Ni2+fL0dZIUroSk83XuC5/tbGE6Ok9ZVjHmEJR8uX8anFt8++bMsSryvfgV3ltYSTifxWGyUOT1Igjhpejh1lHWsc5ATnYOMhOO8dX3TZQVMEKDA56JzOEQkkebdm5ZRmnv5NAO700o4ECOdzGDoBvFYksGewGR50RuZ/W0jnO7JeuK77eZrSpFZ4MaxIGCvAmlF40R3gF/s78qa7IkC964s57231uGZ4uAZVVIEU3FKHd4ZbhMZXeOJ7qN8peUlxtU00oTPvWYYaIaOLGQ9vS78DFmDxAKrC49pei5W93iI9kiAOm8u1e4cvBYb4UyKn7QfBwQeqmqkcIo//vmhAJphUJHvpSjnypZ91YU5OK1mQrEEg6HxKwrYilvr+cl/baerdZDhviDf/pdnMFtkmtZUX3a71xtdNxgIxklksvWP6+ryqchdKOR+PVkQsBtMa3+YnS2D7DwzOFkIfXtzMR98yyIc1umduXtjQf7++LO8p3o1d5c0YpUu/v9gIsLPu44yrqYpsXvZkFdFhdPP/tFO9o528mD5UkrtPgLpGEcCvXSMj3J7YT0fX7SZokvKb0LpJP92fBd1Hj9ei41PNm/gXGSM3lgEqyTzUn8H76lbPvn+sWgcAYHiHDfmOdIepuKwmPG57IxG40TnYadTXlvAe//4bg6+2EJRuZ+8Yh/r7mjCP4eT7XDPKF0ne9A0HZvDSsO6OmzO1z6t4UjnGM8e7QGyjVsq8lzzKl5f4NVjQcBuEOF4mlM9Qb7y7CnC8aw1cm2hm3fdUsOq6rwZ4gVZR9XjoT46jo/SMT7Kh2o34jXbEASB46E+BpIRCm1u/r/l97IxrxpZlNAMnf2jnWwtbmRzYR0YBn2JMN9s281vB85yS341la7ppoACcEthBR9ZvIa9wz0cHu1H1XWW+ouodPnYMXB+2vszioYggN1inpf7gygK2EwymqaTUa/cZUmUREqr8ij9yEzv+dkI9IfY98xhzu5vJ51M83dP/iWldTOn4YZuEI8msNotyNdRhzoXB9pGGApPxOkMg2gik3XfXZhGvm4s9IW8TlRNZzAU58vPnOTzTx4nHM8gSyKVeS4+c/9Sbl1cNKt4QXbKl2txktQyfL/jAF87u4PRdLa560AiQlLNsMRbzGp/xeQU0yxKGEBGV2HCTK/U7uXDtRvJszr5/vkDdMeC045jk02YJImUphLJpDg40sep4BApTZ01omazmDAMGE+m57VooGk6iYyCJImY5Rt/Sy1aU8PH//WD3PH+TZjMs19LgHg0wS++/GsGOoZu+DkAvOuWGj54+yKKvHbSqs4T+ztp7Q+jaDe+Nd4C82NBwK4DVdP5zfE+/uYHB9h3bpj0xLfxe2+t5f+8azV1RZ7LdqyudPr5/Oq38kjFCuyymSe6j/HjzsNA1g9MM3SK7dPjYxZJRhJE4kp6MqAvCAJFdg8r/eX0xkMcDUxvTFHm9GKXTfz7iVfoigapcvswSzLnwqP8/PxJih3Tp26FPhdg0DMaJj5Lo41LGYnEGI3EsFtMuGw3fmonyRIWmznrnz/H5TQMg8BAiAPPHiExfuNWM6fid1l5x4ZqPn1fM36nBUXT+fenT/Dkga55GTkucONZmEJeIxlV4+lD3Xx3xzmSGQ0BKPLZeeu6Ku5dUY5pHiMRiySzIb+a1bkV3Fe6hO937CeUTgDZxEwBAcXQmNppwilbMYkSQ8koqqFjnmhgKwoCZY4ckppCb3z6CMxltvCHTesJpVM4TWbssglBEDgTGmEwMc7K3OluCsuqivjZ7pOc6R1mb2s3ty+pnTU1wjAMUorK0wfPEImnqMj3UZ7nxdANfvyFJymszKP9aCe6brDlvZs4/MJxes/2c8+Ht7B4fT19bYP86J9/wTv/7EEqm7M1l+lEmu/93U+pbC5ny3s3zSvGNNw9yo6f7OHEjha6Tvfy7f/9I9w5Tsw2M3e8dxMr77yyz/58EQSBldV5fO7da3j+WC+/OtTNd19uJRxP8/7b6hemk68xCwJ2DWi6zq8P9/D9nW0kMxp+p4UtS0vYuqyMIp8d01XUOkLWJXVNbgV17rzJ3oc+ix2zJNGfCKNNEbBcqxOrJNMaHSajaZjFiV+hkXVd1Q1jotj7Irph0BENciY0Mq0T0Z2ldTR4Z5YSNZUXUlecy4muQR57/gAgsG5RGTaTCVEQMCb2GUmkePpAC88fOYemG6yuLc26uWJwatcZjm4/Qf2qGg78+jDtR85T0VRGoD/Ik199jrKGEmKhGIdfOMG2D225eG1VjdO7WxFlaUK45xGDk0RyCr2U1BVxavdZapdXUlCRh2yWySl6dby66oo8aLrBgbYRhiNJfnGgC7tF5p0ba66q1nWB62NBwK4SVdN54Xgf33m5lWRGw20z8Yl7mtlQXzDZ5OJaEAWBHIuDHEs256ramYtdttATCzKcilLp9ANQ7vDhNds5FuzjRKiP9XlViIJITE1zPNiHLIgznEsH4lH+8+Qecq32adn3iq7NGqQv8Dp5561L6QtEaO0f5R9/sp1FJXk0lRfgc9om0gmitPSO0DYwRjKjUFPo560bmpFEEV3X0TWdqiUVvOevHiEVT9N2tJO3feZ+2o918vg//Ixk7MaV4+SV+rnj/ZvJLfWz46d72PS29TSsrbth+5+LRcUePnP/Er7w5HGCsTQ/2t2BWZZ4YHXFQn7Ya8SCgF0FGVXj/PA4P97TQTKjkeuy8oltTdzSUHjDj9XgKaTM7uNcdJjDY91ZN1ZBIM/qZG1uJT/sPMQ/HH+WrSWN5JgdHA/1snukHbfJRqNn+grdWCpOicPNp5feOi/3CUkU2bqiHk3X+cZvDjAQjLKvtYd9rT0z3muSJVbXlvLotnXUX2I1nV+ei8VmxpvvIb/Mj91jw+l1kEkq6G+CwPeF6eSfP7Sc/3r+ND1jMX629zzN5b4Fl9bXiAUBmweGYaBoOs8e7eVHr7QTjmfIcVp4dOti1tfnvyrH9Jht3D7RGs1rtmdXAwUBsyhzX1kzLw610hkL8K22PUiCiKKr6IbB5oI6luWUTtuX12xD0XWGElHKnBeTTE2iNOcig1mWuG/1YopzPGw/3sapnmH6AxGSGQUBAbfdQlmul1W1pdy7uoGyXM+MeJUkSyAICKKAKIvZ0Z4gzFJNcPFnXTfQ9d8tcVte6edT9zTz///iKKF4msdeOMOfP7ycAo/tdW9C8mZnQcDmQcdwlG9tP0tLX2hy2vhH9zSz/jqnjZfDLEq8u2o1D5UvI8/qRJoI1guCwFJfCZ9tuoPvdeynKxZE0TVyLA5W+cv5o8VvmZyGXkAUBFrDo/zN/ucpsF3c1x8t2UiNxz/r8QVBwCRLrKkrZVlVEaFYklgyTUbTsh2tTTJuuwWvw3b5mM9lLo8oSYBBMn7RFSMaiDEeis/vIs1yzoZxodPRa4coCiyt9LOyOpffnujnVG+If//VCf70wWXkz7PX5QLXxoKAXYHW/jBffOo4PWPZ/Kw8t5WP3/3qTBunIggCHrMNDzMfAFmUuK90CWtzK+mKBUhrKj6LnRpXHnZ55hQxx2rjT5dtwuBiI1YByLdd2SVWELJiVehzge/Gls24/U48uW52/HgPBRV5GLrBjp/uJdAfnNQ9XdNJRJNk0gqxSAJV0QiPRHC4bVgdVqwOy+Qox+GxI8kiR357Am++G0EQcOc4cXgvX4x+o/jYXY2kFY09rcMc6wrw+V8e44/uaV7oG/kqsiBgc2AYBn2BOF959hQ9YzEEsj5fj961mA11r8608WoQBYECm5sC25VrFR2ymWKHm4MjfaQ0la1ldQRSiTkb296Q85NFxInekaIoIE0cSxAEJFlCEMBf7Oe+R+/iuW+9yN+/419x+hw03dLAojW1iBNpKOOhGD/94lN0nuphsGOY4FCYx/7X9/HkutjwwOrsCqYwkQtXXcDmt63npR/vZufP9uLJdfOuv3iI1Xcvn/M8byRuu5lH72pEFAR2tAxyqjfIfz57ij9/eDn5buvCdPJVYMGRdQ4iiQz/8LPDnOgOIokCdy4p4ZEN1ZT7nb9z9W/BVIJ/PbYTzTDoi0f43Jq7+FXXGe6raKDOe2X/LcMwUHWd8USajKohCgI2iwmHxTzrtTAMg/62QRxeB948N8HBMJlUhvzyXNKJDMPdo5TUF2G2mFDSCqP9QeLhOGarmbwyP5GxKCazCX+xDzWjMtAxRCo+03zRm+8hvzx3mjAkoknG+gOkEmksNgt5pX7s7hs3jdN0nfN9AXLcdnI89llFKZrI8KVnTrL7bLYiYHmln88+sJSC19CF903GnA/cgoDNQmt/mJ/s6eDw+VFsZpnbm4t53+Y6HJa5y1jeCKi6TkLNYBIlbPLFcz0+NshTXaf5zNJN/MPh7XyieQNPnD/F5qIqVuWXzrk/XTcYCo+z50wXhzv6GQhESWYUJFHAZbdSnuvl1sZKVtWW4rTOr27ydxnDMDjbOcy3frmfP3hkPfUV+XN+5mgiw46WQR7feY5QPENzeQ6fWphOXisLltLzwTAM+oMJvvLsKdoGIwD8yQNLWVuTj83yxr9U/YkQj53bzercCh4uXzb5ukkUSWlqthmIAQlVIZpJTxO5S9F0nZNdQ3zt13s41TNMIp3h0u+6Q229bD/ezt0r63nvbSsoy73oMDs1BXViAXUaF3JUBS4E342Lr09h6nbGxF+X7uuCiBiGwWypr1P3P9expu5zrv1pusF4PM3b71pGbdnFlJFL9ycIWePK25uLOd0T5KXTA5zuDfLV507xFw8tJ3dhOnnDeOM/la8h4XiGLz19grbBCLIocMfSElbX5P1OiJcBjKRiPNlzHKskTxOwCpcPv8XB5w7+lrZIgNiJ3Szy5VHpnt1NVDcMDrX38fmfv0z7YAC7xURVQQ65bgdOqxlNNwjFkoxF44yEY/zklRP0ByL89Tu2kEoqPLf7TDaZVTeoKPZzvLWPezc1saKhhK6BIM/saiEQjuN12bhvUyM1ZXmomsbOwx0cb+0nEIkTHk/SXFvM/ZubePaVFgpyXbR2jZBMKSxfVMK2Wxs5eKqb9p5Rfu/BtUiiSCSW4v8+dYDb19Rxvm8Mk0ni7o0NyJLEc7vPMBaO84H71zAcGOf5PWfoH4kwHBhHkkQevK2ZeDJDJJbk3fesQhQEgtEE33/6IPfe2oTf6+AX248zOBZF0XQGRqNs3dCAw2amZyjMC3vPMjAaQRQEli0q4Z5bF+O0mvjEtiYUTWf32SFOdAf5q8f3c+fSUh5eV7VQdnQDeOM/ma8hO1oGaB/Kjry2Li/jo3cuxj6HeGVUlbHxBHluBylF5XjPID6HjYaiPCTxdSglMQxSmoJqzMyhcpjM/GHzes6FRxlOxsizOmnw5c05AhsJx/j6c/vpGAqyvLqY925ezoqaEnJdjsmYV1pR6QtEePF4Oz/YeYxXWrr4ye4T3LG4hqNn+3jX3Sv55YsnUDWdxppCXth7lqI8N99+cj9L64q5e0MDR8/28T8/38tffOgOgpE4z+w6ze89sBZdN3js53vYuKwSh93MuZ5RugaCvOeeVSRSGb7z1H5qy/OoKM7hly+epG8oTHmRj/beUXoGgxTmuth3sguLSZocFY2F4wyORtB0nWd2nSYSS/H7D67lN3tb6egdZd2SCtp6xnj56XbuXL+IPJ+Ts53DjARj5PudGAY0VBdwy4pqwuNJHn/mEGUFXlY3lfPcKy0MB8d559YVpDMqknRxAcNtN/PH9y1BlkR2nRmkNxDnezvPEUspfOC2+oWM/etkoWhrggNtI7xyZmgyz2vT4sI5xQtgdDzBD/cfJ5xIsb2lnZ8dOsX39hylPxR9Dc96OlPrHC/FJptYllvM1rJ6lucWEUglCKYSs773RNcgZ3qHKfA6+fT9t3DnsjryPdMXLywmmeqCHN5/+0reectSzLLE7pYuxqJx/B4HS+uLKS3wUlOWS0NVAcm0QtdAkJ7BEKqm09YzSiqj0DccYiwUIxRNYrOYqSzOobI4B4/LNmEIKSBLIhuXV7GkrogVDaV4XTZC0QRFuW6K890ca+1H03QOnuyhua4Yr2vuoL2q6gQjCcoLfZTke6kp9QNZS+2qUj9Wi0xb9yiKqnG4pZcVDaU4bGacdguFfjejwRijoRiarhMIZ/PVyot8hMeTtJwfIsdjZ3FVwbQEYbfdzB/c0cDGiQYgqmbw5MEufnWoG/VNUJHwerIwAiMrXv/0xJFJ8fqT+5eyouryq3OJTAZF1UgrKke6BvjI5tUc6uyjayxEuX9+recVXSOSuTHWLwYGw6n5iaeOwSuDndR6csmxzlwZO9TWh6JqrK8vZ3lVMdIciaqCIGAzm7h3TQPbT7QzEIzSNRLCJIvIUvaPxSRPPsyptIKq6qQyKrqeRJYkHrlzOX6vA5fDiqppPL3jFJIk4bCZKcnPXkdREPB7Hdn8NQFkUUTXDWRJ5PbVdfzst8dYVJnPuZ4RPvq2jZhkCYHpMS5V1TAMMJkkGqoK2HPsPA6bmVPtgzTVFGIxy5gMgw1LK9lzvJMCv4veoRAP3NaMKAj8dt85XjrYxoqGUpx286SdN8CWtfVUlfjZdaSDr/xwJ6sWl/HIncswTXGzzfPY+PS9S9jcWMw3fnuG4UiS7+44R0pRefuGmoXp5DVy0wvYYCjBM0d6UDSd8lwnv/+WejYsKrhikNVmMpFUVJ46doYcp52qXB8HzvfOywDwAt2xAH977BluxGKvYUBgwgzxAj/vOMm58NiMciHdMDgVHOKPl946676GIzFEUaSqMGdO8ZqK22alLNfD+aEAkUSKaWH0Kf8syvOQ73fSVF3I4ppCDMNA03TcDivJtEKB30U8pbCo0seWtXXk5zgJRbMCP9evo74yH5vFxE9/cxSX3UptWV42Cdhlo7MvQHhi+/N9AayWrJhWlfjZe7yTtKKyZW09jdWFCIKACCyrL2HHoXZ+s/cs+Tkuygp9aLrBoZYeltYXc8+mRobHojy149SESBok0xmKct28555V7D52nt/sOcud6xfhvySB1m03s2lxIV6Hmf945iS9gTg/fKWdtKLz/s11C9PJa+CmFrBwPM1//+Y0B9tH8TksfHJbE83lOfNaIcp1OVheXsTp/hHetroJkyxhM5ko8l45sfQCcTXDkcDMAukbxYnAEE6TeUbGvW4Y9MTCc2539etjxozVw9koyHGxZW09T7x4Au/Bc2BkRe2RO5aSUTWCkQRel42MotIxEYQXLnM2giDgsJlZUlfMt5/czwcfXId5QgSWLyph15EO/uunr2A1y8STGVyOrEtHMJIgo2jIkkQwmqC9d5SGqgJMskRBrpu8HBe7jpzno49sQJZENF1n+aJSXtjXykgwm9RsmeiXqekGv9pxmo7eMZx2M+FoksXVhTjtljnPubksh09sa5p0sXjyQCceu5mH1lTOy0dugYvctAJmGAbHOgPsOzcCQGW+i/I857y9nKwmmYdWNnL/8gbEibZkD69sxGK6+kuaY7Gz1FeCLFz7N7CBwUAiwpnIRTvl5blFbCysoMA+PfdINwxyrLY5M/ELfS50XadjMICq6Ve8JuF4iu7REA6rheV1JVSs9+K0W3jXtpU4bGYsJpkPP7wet9PCPbc2sryhlHA0gSSJ5PucOGwWDh1un7x2Q2Pj9A33su9EFx9/x608+vaNk6MZWZL4g7dtwOfKTn0FQaC0wEuez8nKxRdz2mrLcvmrj9xFMJLAbjXhtFlQNI1oLMXJtgEKc90EInEURePZV1p4190rWNNcgSyJfOD+Ndxzy2KqS7N1opIocuf6euor8kimFXK9ThDAapaRRIFttyxmNBhD1TRcDiuFfjeWy3jyi+IFF4tl/MczpxgMJ/jujnMkMirv3LgwnbwabkoB03SdI+fH+PoLLQA0lHj5k/uX4nPM/q05FV3Xs7lEQG8gzItnOogk07x9dTOBWILKPB+eq7RVbvYW84XVb8MmXXuirI7B070n+esjT06+9lBV07Txy9S8ps3F1ZjF2R+UFdUl/HLfafaf6+FIRz8ra4qRZxE7wzBIpBWeOtBCfyBKTZGfpoqCyT6SpQUXY4EVtospG2UFXsqm/J9hGOw63M7KxWVsWVePYRjsP9nN9n3nMAyDqpKLBeeiKFBZ7M86hKga6YzK/pPdLKkrpijPPeV9IsV5Horzpnc/b+seoa1nhD9+31so9LuIJzMEIwlGg7FJx48Cv4sC/3TRN5tkastnmj8C5Pmc5PmuXFd6KSuqcvnsg0v58jMn6QvEeWLfeVZW5dJcvtAsd77clAIWGE/zze1nCcbSWEwStzYUkuuen+ic6h/BYTGR47Dzw/3HAegaCxNKJDnU1Y9mGKysKL7CXqZjl81YJdN1pV+IhjHDyHBq7CuQSmQbeagqGwsrSCgZHHMUcy+tLGRxWT5Hz/fzpad28a5Ny1hRXUyB14VZliYafqToC0R58UQ7P999Ek3XuWNpLTnOayuXaaguZN+JLnqGQiiqzkhgnFVNZdits/uXGcDJtgFe2NtKOJbk/fetxiRf+Xb2uu3keBz85PmjuJ1WorEU8WSG5rqiy/YveDW4MJ189y21fPGp46QyGk8f7l4QsKvgphSwkUiSUCxbW1dd4GLLkpJ5bzsUGWfXuU62LK4lo2p8+q6NfHX7PkRBwCxLRBJXt6poEkQ8JtsNyR2bzYkCsn0h/+PEbqKZFEPJcWo8fn7dfYb7KhbPaqdT4HXx6N3r+MITOzjdM8w//uRFCrxOcpx2LCYJzTBIpDKMRROMReOYZJFtKxfxyIbma6oTFQSBh29fwurGMiKxFKIokOO2U5jrnnN/AtkR3t23LKbQ7yI/xzlnoH8quV4Hn3rPZgZHo6QyClaLiUK/G5/79fHuEkWBdXX5bFpcyO6zwxxsH2XH6QFubSic1wLKzc5NJ2ADwTj/8euThBMZJFHgwdWV5DivPHW8wJbGGhYV5RFOJMmoGj2BMBlVIxBLMhCOsrRs/jY7JXYvf7V0G/XugmsInM/EJplwyOZJv68L9MXCCAL879V38M9HXsYkZjt8h+dI4RBFgTV1Zfz1O7bw9ef2cbp3mL6xCD2j0wP/Jkkkz+Pg4fXNvG1jMz7n/IqmDUNDUU6RSu9BEMzYbQ9gNuVTXTozdUXXIySST6JpA9htb8VkWgRkRS87dbMiCKYp+zYwSCEgYRgKgmBGEEzoepJk6hlUtQO75XYaa9ZO2wZUDEOeJmKGkSGRfBpZKkVRO7BZtyBJBdO2S6WeR5LLMJuaJs43RjL5NCbzMkxyw7xE0W038/GtTSQyGoc7Rvnqc6cBuK3p6kbyNyM3lYDphsHBjlG6R7PpBrc3F7Oubu6C3NmQRZEKv5cij5MVFcV8Y+chOkeDDEdjLCsroq7gyu4OF8i1OnlP9Zqr/hyzIQgCRTYPH67bOMNSWhAEdMPIJoYKkNJUYkoGizT3r1+WRFbWlPC5923lwLlejnT0MRAcJ62oiKKA22ahtiiXWxsraSwrwGqW530ddSPCePybmE1LkaUyBGHuLxBBsGE2rSCaegXV3D0pYACGkSCd2Y/NumXKFirJ5K+RpGIU5QwW82rM5qUIggmzaQXp9B4U9QwWy9op22RIpXdjtdwCWCb2baCobSjKSQwjiaYNIgiXFmIbpDP7MKNMCpiinCKdOYTFMnuKylxI0sX11kgiQ+tAeEHA5sFNJWDheJqnD3UD4LGbefuG6jmbzl4Jsyzz0IpGVleVEowlcFjMlPs9WE2vn2NFkd3DJxpmdruudPmwy2b+4dCLnA2P8LWTeylzealyXT7WIooCxTluHl7fxINrG0lkMmQULduJ22zCLEtXPe3StGEyyik0dRDZ9jCyXIkgZC2zdT2Ero+CYEaWihAEK4JgxmSqR5LyL9nPGOnMPpLJZ5DEfATBiixXACImUwO6HkWWK5GkbOBdEGRMphokqYipiSK6HiGTOUY8/kNEwYUoeib2Y0YUHFgtWzBQsVo2I4rZ8zSMcTRtEAQzhqFO2VcSw8hgs92HKDqnvB5H0wYxUBAFF5JUiCBMf/R8DgufuqeZA+0jfOelVnadGSKlaHx4SwPOa7xHbwZuGgGLJDL89/Mt9AZiCAJsbiyiIvf6rE1kKTsaq/B7MQyD3mAE3TCozH1jNXRwyGY+3rSOY2ODDMRLKXK4WZ5bjP0ybhSXIooCTqsFrrNvraK0kkrtQNOHSKVexGRajGTLQ9cDjMceA3QMI4XZvAqH/e0IwuwHVNR2UqmXUdQ2kqlnkMQCJCkfXQ8Qj/8EjDQGKopyBqfjg4ji7K6sqtZHKv0SqtpGMvUcklSAXXwbYBCP/whND4IAGTEPl/NRQCY6/p9o+iiS6EVRWrBY1mEYGeLx/4uitoEgk07vwuX8BKKYQzz+PVS1CwQLoujE5XwUQfDMOJeymRH6AAAgAElEQVRCn537VlVw+Pwo+86N8OyRHprKcri9ufg1X2D4XeGmEbCW3hCHz49hGNnl6wfXVN5QY0IDaB0aRRSEN5yACYKA12LjLSXV17WfqWkY1xrwtlg2IEmFaFovTudHkKUSwEQi+T0EwYXL+QeoWg/R8S9jsdyCSa6afT/mVRhGDFBwu/6YbFmviUTyccDA7f4LdD1AZPyLKGorZtOKWc/ZJC/CZnsQTRucEBwnYCKZfBpNH8bj/htAJRL9POnMQUTBhap24fV+DgGRYOizACjKWdKZQ3g9f4sgOohE/o50Zh82611klFNYLOuwWm6fGFXOnXIhiQKVeS4OdYyiagZPH+pmdXUunnmk+NyM3BQClsyo/OpQF7FUtth567JSynOvPm8H4OljZ9nT3o18yaqhAfQGw7xvw4rrPd03DJquMxQa51TPMKe7hya6EmVjYF6Hjcp8Hyuqi6kvyZu3oaEgmBAEMyAiYJn4N6hqK6o2SHT83zCMNIY+jmHMXmw+uR9MgDQ5SsuWJvUhy3VIUg6CYEESC9DUXjDN/nsRBHliPyKCYEEQLFkHWq0PSSpBknIxDBVZrkRVuxBFP5LkR5aKMAx9YroJmtaPqp5nPPZf2c+jDaDrEUDG6fggidTTZDLHsVo2YbPdDcydrLptRTl7WofpGYvRMRxl+6kBHlk3u5Df7NwUAtY2GOFYVwCAfI+NqoJrnzr2h6NU5+VQlTd9lGUYcKS7/7rO81IMw0DRNQLpOP2JMDE1jT6Pmp1Su5d6T8EV33e546YyKi+d7ODxHUfpGAyQUTW0Ke3OBEFAnphWbm6u4h23LKWpvPCaR7WSVIwo5mO3PcAFkxRZqppYIZz4YxjTjAkRJAxDwzAyE9tIiKIfXR/JiqARQ9cDiFLuxOfSJ/eV/bdwcT/oGEZmIqYlIYl+MkofhpHCMFQ0bQiLeR2i6EHXx9H1OCCg6aMAiKIPWa7Abn87AmZAn4y3mcxNeEx1KMo5xmNfQzbVYTY1znktCjw2tiwp4TsvtZJWNAaD19al6WbgTS9gum7QNTKOpmdv/AKPjar8+dcrXkpjcT7VeTmU+KbvwzAMHBbzLD0Prw3DMIgoSR7vOMgLA2cIZRIoujavbd9WuYI/vQ4BUzSdpw608Njz+xmNxrO9KZ02fA7bRCKrQTydITieJBRP8qsDZ2gfDPA377yDpvJrO67Nei+x+HdJpV4EwYQouJDlsolg/WEUtR0EGQQBi3kDguBClkoxSDEe+29kqQKr9U5s1q3E4t8kOv4VDCOGKPowmRaj6yOkM0fJKGcQtX5EMReLZSOS4EMS8xAwEYt/A1muwmbdisVyC2nlCNHolyfFzWxZOzFqfIro+L8hCG50PQSAydSMLNeRTD6HJOZgoGKz3oMgmIjFH5/4lCqi6EMULn//iaJASY4Du0UmkVYZiSaJpZSFYP4svOk98ceiKf7q8f30jMXw2M18clvTDV2eNibSE0RBIKWoGIDdfP03WkLN8PXWXXy7bS+KoWERZaySibSukNLUyXyvjK6S0rIrYX6LgxpXHo9ULOehKY6sV8uJzkH+/DvPMBwap74kj4fXN7GkopAclx2zLE8K2HA4xo5THTx98CzjiRRbltbyjx/Yhu0KvQN0PYGqnkM2NSBOTv90NH0IVekgO3opRZYr0LQhFPUsGFnxFgQLZvNqRNGZneqpHahaD6Lom0hlkNH0YVTlHIJgQTYtQhJ9aNoIGeU0GJnsSQgyZvNKJNEHGKhqD6raiSDYMZmXImBB1wMoyhkATKYGJClvYrV0BEU5iyA4EEU3ouhGkgrR9RiKchrdiCGJfmR5EYJgQlHOounDCJiQTbVIYtEVp9u6bvCrQ9187fnTCMB9q8r51L1Lrvl3+jvOzeuJv7t1iL5Adgi+YVEBty6+vn6OUwV/dDzO3vYeIskUdzfXE02lKL4KN4rL0R0L8nx/C6qhs8RXzNbiRsocPl4YOMPz/S28v3otde58QpkEe0c6OTDWxSp/BX/RfBd51muL711gb2s3Y9E4JX4Pf/n221lSUYgsiTMeusp8H0sqCvE57XzrhYOc7B6iczhI4xVGYaJox2ye3upMEERkqRhZmv7lIsulyPLsjUcEQcBkqsVkqp2+jVSELE3PhZOkfGzSXO3wBGS5YjKedXGbXCRp04xjSlLBtITWi5/LicWybsbrZnMz0DzHsWdHFAUq8rK/RwPoHBlH0/XXx+33Dcyb+mqkMiq9YzF0w8Aii5TnOq/7BmgdGqM3GCGaTPPd3Uc50j3AztYuRsZj7Gztom04cEPOvSU8SCAdp9Th5S+XbONDdRu4u6SRenf2IVzhL+PesiW8r3otn1txP++rXsvBsS6eH2i57mls+2D2M2xoqGBZVVHWIHCWEYMgCDisZu5ZtYjKAh/heJLh8Ph1HXuBi7hsJnyO7CJHx1CUw+fHXuczeuPxphawkWiKnS2DAOS6rdx+A6aO50cCPLbjIMd7B4mnM3xm6y1U5fkmayFD8blXzq6GwWSEpKaw3FdKk7dosjzILGYHzSlNhYku27lWJx+oWUuVy8+POg9xNjJ8XcdWVA1JFKnI985L8F1WCyU5bjTdQNWvTjx1wyCUidMVG6E/EZx3nO9qGE1F6YqN0BUbIZyJz2k6qek6/YkgXbERgunYVZlTvhrUFHr49H1LcFplUorG04e6iSYyr+s5vdF4UwvYVG7UrbilsZZ3rVuKzWxC1TRC8SS6bpDIKIyOx3FfpZXOXCQ1Bd3Q8Vud05IYLZKMJIjElDT6lE/lMdtY7itlLBXjZOj6VkPzPE4EIJFW5vUQq7pOIq1gt5hwz2HkNxeKrvHL3oN87MBj/O2JnzKWvrE9BRJqmi+e+RUfO/AYnz70HY6Fuua8F6Jqkv9z4qd87MBj/Kxn37Tr+3rRWOqjsSxbMdE9Ok4io15hi5uLm0bAblTKqtUk01xSwJLSQhaX5PPlF3ZzqKuPb+86jCQINBTN7hl1tZjE7LQtpU0XEZfJikmUGExGZqQ15NvcpDWVwWTkuo69rr4MkyxxpneElHLlB6Y/EKFzOEhFvo+awpnuFpfHIKllCGXiRJXEvNJE5otu6BwJdnIo0EFUSdLkLWWFr2rOe8EwDKJKklAmTkJ7Y4x0LqSrAIyNp/jNsb7X+YzeWLypg/i5Lisb6gt47lgvwVia3a1DPLC68obs2yJLvH31ElZXljIcHcdltVKbn4P1GhxZZyPf6sIqynTFAii6hnmi8LrQ5sYumzkR6iehZSZfNwyIKWkMjGnCdi2srS9j64o6Xjp5np/vOcndKxbhdVinBfJ1wyCVUegdjfD15/aTUTXeu3k5ftfsJTuvB2PpcZ7oPUBMTbPaX81Ha+7AY742v7LXC4/dzPKqXPa0DqNqBsFY6vU+pTcUb2oBs1tkyiYy7pMZjZ7R2BW2mD/RZJqBcJRFRXnUFeSiGzpHuwfw2m3UFlztKGQm1a5cHCYL/Ykw/Ykwde6sa0apw0eOxcHp8CB7Rs5zZ1EDkigSSMc4FOhGFqV5PaQDwSgnOgdnvC4I2RWw2qJcjncO8vXn9rHvbDfNFUUUeJ1YTDK6YRBNpOgZDXOorZfeQIRtKxaxtr4cA+OyPvavFbqh89LwaY6Fuqh25vPR2juocN6Y0fFrTWWeC6/dTDiRoWcsRiiWxncVFlBvZt7UAvZqEs9k+OnBkzywfDGLi/N58UwHu1o7+YPbbow9Tp0rj0qnnxPBfg4Heqh15yMAOWY7t+RX8622vXz+5G/YPdJBjtnByXA/RwK9eE02mn1XXqw40TXI3/7gN9NfFC7WOYqCgKrppBSVXS1d7GrpQhZFJEnMVgho2mQjD1EQeOVMFx3DAf7kwU2sqp097eG1JK6m6U0EWOar4ANVm1nqrfidLYhuKvOR57ERTmRo6Q0xHEksCNgEb3oBs1tkZElA1QwSGZWMqmGWr79pQqHHxcMrG/nlkRaePdFKRtP48OY11ORf/+gLwG228XD5MkrsXhq9RVwoozaJEo9UrGDvaCdnwkM80X1schuzKHFPaTMrcsquuH9JFK+YcGqSpSu+5wKartM3FiEUu/Y+lzdy5OYy2fizxQ/csP293rht2d+DAWw/2U9DyRvLMOD14k0vYLc0FPLUwS46R8bZ2zrMI+uqqC5wX7ObQjSZIpbOBnhzHHbWVJXy4/0neP/GFdjNpqxN8Q3IxJcFkXtKmrmreDEO2TI5ehAEgQpnDp9tuoPHOw5yOjxASlPItTjZXFjL79duwDGHtfRUllYW8Xfv23rd53kpDSVzJYteGVHISlhGV+mOjdKTCJBU0zhkCxXOfMrtfiRhZkLtVAzDQMdgIBGkMzbCuJpCQCDH4qTSkUe+1XNdbhq6YXA60kv7+BACsMhdwmLPTEvyC3WsfckA3bExYmoKWRTJt3iodhXgNdnnfQ6SKPDA6srJPLD2wdev+/sbjTe9gLlsJj5wWz1fevoE0aTCv/zyGG9dW8WdS0uvqQffztYutre0X3xByM67njh8CstxmQ9tWsXSsqK5dzBPBEHAJpuAmWIoCSIb86pp9hYzloqhGBoO2UK+1XVZl9WpFHidFHivL2P/RiOLEqPpcb7buYu9Y60E03EUXcUsyfjNLu4sWsLby9aTb539C8gwDLrjYzzVf4idw2cYS0dJ69lVVLtkId/q5t6SFTxQsgrPVQjIBVRdY+/YOb509tcMJEOszqlmqa9ixvsMw+BstJ8fdu3hZLibQCZGRlMRBQGnbKXMkct9JSvZVrQMm3RlF49swvCb/lG9Jt70V0UUBG5pKETVdL78zEm6R2N8/YUWoskMj6yrmtb+fT5saaxhY135tNd0w0CcCCA5La9NbEIQBDxmGx7z/HzofxeIKSm+eu55OmLDVNhzWeItRzN0zsdG6IsHeLxzFwOJIH+y+H5yLdMdRQzDoG18iH86/QvORvpxmWw0uEvIt7pRDZ3OiUTZ/z73At3xMT5eeye51vmVfRkYqLrOC4PH+Z/27YykotxdtIyP1GyhzDE9ZKAZOkeDXfxLy5P0xsfwmR0s81bgt7hIahnax4c4E+mnbXyQ0VSUD1Rtwi4vxLOulTe9gF1gaYWfhhIvh8+Pkcxo/PCVdlw2M/euLL/yxlOwm02TxdrRZIpjPYNEkik21laQTCvYzVeevr3ROXq+H103aCovxHqZBq2zMZ5MMxaJIwiQ73Fis5jmPdIZSoVJaGk+WrOF2wqacMhmDANGUhG+17mL5weP88poK6v9Nby1bO20bZNahse7dnEm0k+hzcPHau9irb8Gs2TCMAyCmRhP9h3iZz372D50khpnPu+uuGXOc7u0n+a+sXM81v4iQ6kwt+U38mjtnRTavDO2G0yG+W7nDnriYzR7y/i9qs00e8swi9nV24FkiO+e38GOkRae7DvIYk8Jm/Ku3PzD57BQ6LUxFE4SjqcZCMYpznnjpKy8Xtw0AuZzWvizh5ZlG9r+poVoUuF/XmhB0XTW1OTN+2Y4PxLEbjbhsJj51q7DDIajjETjVOb6OHi+j9VVpVfVmeiNyDdfOMhoJM6/feR+SvwzrY9nI6NqbD/ezg93HmUsmvXKKvQ6uWtFPQ+ubcQ+TyHbUtDMI+XrJkumANwmGx+tvYP28SHaY0M8N3CcuwqX4jRlqx50w+Bw8Dy7Rs7ilC18uOZ27i5eNq07k8ds58M1t9Ma7edwsJPnB45zR+ES8q2zfz5ZlBARUHSVHcNn+Oq55xhLj7OtaDl/WLeVAtvM7XQjO0o7Guwi1+Lij+q3scw3ffXTY7bz8bq76I6P0h4b5rmBYyz3VeA2XT71pSzXyeJSH0PhJAOhBKd7QwsCxk0kYAA5Tit3LCnBapL4+gtnGIkk+dpzpynJcbCkIof19QU0lflw2+YeRZ3sG+JIdz93N9cTjif5X/fexn+9tB9REDDJEoHYjamF1A2DcSWFLIjYZPOMFADdMAim45yNDBFRUpTYvdS68nCYLNe9lqeoGkOhKH1jEdoHA3QMBVAUjZJcD8sqiyj2u6fVSOqGwYFzvXzhiZcJjiewmGVEQWAwGOVk9xCxZJoP37kGSbr8mVklE7fmN0wTL8hOl0vtOazMqaIzPkJvYoyexBiNnmy6RkrLsH+snZiaotlTxnp//YzWcgAu2coKXxVHg110xUcZTIbIs8yMp4kIWEUTmqHz7MAxHmvfTiST4O3l63l/1SZyzLPHDqNKkgOBdtK6wmJPLc3e0llTN/JtHpq95bTHhjkd6SWUiV9RwBaYnZtKwCD7MKyvL8AA/uOZk0STCv3BOP3BOHtbh2kq83Hr4iIWFXso9c+8Ue9orKHQ60LVdDTDmCy1UTSdUDxJfeH826pdjoSa4Wtnd6DoOu+qWkW9e3r7t/boCF89u4MjgR4UPRvE31baxKP1t96QuFgsleFLT+1iKDROfKIm0mqSqS3O5WPb1rGuvnzyfBKpDC+eaCcwnqCu2M+9qxfjsJh4+eR5Drb18tSBFrYsraWm6PIpJlbRRKF15rQMLqy+5mESJcaVJKH0xaTkpJahMz4CgI7B7tGz2OaIKw0kswaECS1DRJk95UMSREyizMFgB9/qeIlgJsYDJav4varNeM2OOUeSESVJfyK7/4yu8sLgyVnfq+oagXTWtSOqJImpC9n118pNJ2CQ7SZ0a0MhxT47Tx7sZvvJPlTNIJLIsKd1mD2twxT57PidFu5fXcGyytzJ5rdOq4V11WUkMwptw2N84dmddAfCDEdilPk9NBZfexrBVPoSIV4cPEdESbIur3LSRgcgnEnypZYX2THUhigIOGQLI6lxvtexH6ds4UN1G7BK15fKoWo6Lb0j2Mwm/C47sigSSaY4en6AL/5iJ5//4L1UFeQgCALjyTSne4YQBYH3bF7Bw+ubkESRWxur+Oefv8wrpzvZ29pNRb4XWZp70cQuW2aMvqbiMzsQEUnoaRJaBmPCjUOZIggtkT5aIvOrF0yqmckmJVMRBIHW6AC/HjjKQDKEWZSpcRbiNl9+5TKlZYgq2RH4vrE29o21XfEcDMMgqb4x6i5/F7kpBQyyN2lNoYdH71rMkvIc+gIxnjvWSzSRQTdgMJRgMJSgpS9EY1kOVfkufA4LD66pwGUzYzXJvHvdMpaVF9EfjOC121hSVojTcmOC+OciI0SUJPlWF0t8xVNqEHX2jpxn7+h5bLKJ91avYW1uJbuG2/lJ1xF+1XuCO4sbqHNfv5CW5nr46Na1NJcXYjZJdI+E+dGuY+w928NLJzsozfVilqXs6DOWxG4xUeJ3T06binwuti6vY+/Zbk53DxNfo+BxXH7V93JhMnFKqutUzzMDA83I1n+W2f3Uu4uRZ5lCXkqhzTvrdFvRVV4ePo1dtlBk9TKcjvC9zp1UOHJZlVM9p8XQhRw0gDpXIdXOK9trW0SZHMuV01kUVSet3Hirod91bloBu4DTauKuZaVkVI1bGgp57mgvA6EExzrHMADdgFM9QU71BPE6zCwu9bGyOhdBEFA1DU3TkcXsQ5lRtWtOkLyUoWSUlKZQ5vDiM18M1iY1hRcGzpDSVO4oauD3atbjtziodeVxcKybvkSYlvDgdQuYWZZ4eH0T969pRJayD2xprhe7xcS5/jFOdA2SVtRJj3xN15ElCbN8sUO3KIpU5Plw2ywMBKOk1cs7W6Q0BfUyhegxNYWOgSyIWETT5NBJEkQccjag3+Au5pP1d08G+C+HTZr9y8YAiuw+PlC1mXyLm/889xzt40N8o+NFPGY79e6iWasGTKKMVTST0hRW5VTz4Zrb51G+JGCf4zymEoil6J9o7uG2mSjwvnnSZ66Hm17ALmCWJeqLvdQXe0mkFdoGoxzrGuMHu7JJq5X5Lj6+tZGlFdk4TjSZ4hs7DjIQjpLnchJNpnnm+Fk+fdctFHmvr2EuZGMjqq5RavchTXkIzkVGOBrsxWOycX9ZM35LNibjtzpZ7C2kLTpCTzx43ce3mGTW1pVNihdkc+oWleSR73UyFBxH06aLjSDMHEF5nTbsFjPheBJVu7xLRkJLM5yKUDlL0fWFJFVF13CZbOSYnZMiYpPMVDnyaIn00Z8MIQjCdQfFN+bWc19xtpfkp4R7+HzLU5wIdfOV1uf4y6aHKLXPjOe5TTaKbT7CSpy+RBCbZMZynVP5C3hsZvLcNrpHY5T6nZP34c3OTeMHdjXYLSbK/A6GQtl4hgA4LDKlfgfShDfT6HicQDzJn92zmT/dtom/eeAtFHpctA/fWNtfs3hxRKPqGntHzjOWilHtymWV/2IgPVvo7UAzdGJK+vqOKcsIAjN6X8KFQm9QdH1yuqTpOnPZeJllCUkUyKga+hXcWtOayoFA++R08AIX8riOh7pQDY0im5cSe87k/9tlC6tyqrGIMj3xMV4ZbUXVtTnNGLONWC4vpuJEyZIkiKzOqeajtVtwmWwcCnTwzfYXiWQSM/bvNTtY6itHFiTORPs5Hu6e8Vlmnsf8/M86hqMcPj86r/feTCwI2CyMJzN8Y/vZSTvqhlIvn9zWTJ774rDdYpLx2q0YRnZRwCD74DutNyar2mWyIosS4Skmf4F0nL2jnaiGzq0FNXhM06cRN8pB1O+2o2k6bYNjM4RpODxOKJYkragMh7K2y2PRBKquT3Tsmb6BquvohoEkipeNbwGohsZLw6c5EjyPOsVaOqFleG7gGK3RQSRBZK2/Fu+UabUkiKzNraXBXUJMTfHjrt3sHDlDciLQfwHdMBhLj3M01MmpcO+8r4ckiNxe0MQjZeuwSCa2D5/il30HSWrKtPeZRIk7C5dQ5vATTMf4dsfLHAp0kL7ElFLVNYaTYQ4E2umMjczrHHTDmPNL4mZmYQp5CePJDF/59Sl2TIjXkvIcPvvgUop92QfmxTMd7G7rRjcMOkeDfO7J7RS4nUSSKaLJFFubay+3+3lT6fTjkM2cDg0ykAhTbPfw24GznA4PUGB1cVtBHSbxYkBcx2AsFUMUxDljO/NlWWURzx46yw92HKPQ56aqIAdZFAiMJ/j+y0cYDI0jSyL/9NMXuXNZLfvP9RJLppFEkWAsObk6aBgGY5E4sVSGUr8H02VWIAEqHdmp49+f/DnLfJVUOvLQDJ0z0X6OhbpQdJXlOZU8ULp6Rmwpz+LmD+u38i+nn6Q7Pso/nvoFde5CSmw5OGQLKU0hkI4xnAozmo6yrXj5rHWMsyEIAlbJzP9j77zj47jPM/+dmZ3tHb1XAmABwU6KlERKpHqXbUlx7CRuSZw47Zz4kvNdLneXntjnJI7T7HNiW3GTJatQnRJFiU1sIEESvfeywPY27f5YECRFVBaLlPzog48I7O7Mb2Zn3nl/7+95n+fj5dtI6yo/6jvA97rfxiya+GjpZuQLVk5XeIr5tepd/F3rixyf7KIrOkqNq4Aiux+zaCKuphhLhRlPhplMR/n1ZXdQ5bp8D88PO34ewC7AZDTJt99oZV/zcEZpoMjL792/mgLv+XpKsc/DxopiDAw2VhTPKBucu2mdFjO6YVyR4gHAKm8hZQ4/Z0Mj/OnJlyh2eHlrtJ20rrEttyqjD3bB9lOaSl9sErMokX2FtmqbakqoK87lVM8wf/QfL1KW68MimxgMhBieiuC2W7l7XS1vNnXwDy/sR9MNbGYZm0XmzaZOVpXmkeV2kEil2d/cQyiW4NaVFQtK82zLqeXm3Dr+tf113hlr4U3jTCbzwMAsmtiWW8enKndQZPPP+vk1vjL+aNXDPN33Locm2mia6uPkVO/M6wLCtCKEeyZYLgVu2cYnKm5mLBliz0gT3+3eR77Ny/bcFTMBVRJEbs1djlk08f3e/bSEhjg22c3Rya6Z7YgImESJUkf2rO1I74WuGxzpOJ+pbVp2dag6HwT8PIBNI5JQ+NfXmnn77DCGkTFT+MI9qyjKurhdoyY/m5r8bALROP2TQZblZWM2SZhEEUXTeLdrgMa+YW6qLr0ig49cm4uPVaznL0+9woHxLpgufyxz5/JYxfpLVCd6ogFGEmHsJjPlztlv8MUi3+fic3dt4hsvHqS5f4zJrqGZ17Lddn7h1jV87OYGVpfn89zhs6QUlZvqylA1ne+8eYxgNM7q8gIGA2HePtuNSZLYUF2MLIk0d41QXpQ1E8xEQaDcmcNteSvZmFXFWl85f1z/UY4EOjgbGiSiJvDIdlZ5S9mUVU22xTXryp4gCAgIrPaWUeHMpSU0SONUb6a/Uk1hFk1kWZxUuwpY7i6iYDpwDIwG6RmaxGEzU1HuZ31WJcWOLCqdebPyw/xmJ5+pvg2zZCKsJGgND7Epq2pmFVQQBEyCxNacGpa5Cnij4yynw/2IToO0rmKVZPKsXqqceSz3FJE3RyvThdANgxPdGas7AVhb8fMC/jl84J25F4uvPn+S108N4rLJlGQ5+eKDDRT45l7Jah0e538/9wZFXje5bidPbF5NOJniW/uOYjebWFmUxxObL98dGzK0gj1DLbw8eJaJVJQ6Tz6PlK7J2KxdUGDXDJ1nehv517Z3qHHn8j/X3H/F5ra6bjA4GeJgSy/tQxMk0grFWV4215SwsjQPs5xx6I6nMtQHl9XC8FSY//69V2jsGpqp25lEkV1rlvHlx25H1wz++t/38JuP30JR7uJ6LK81+kemeOt4J0fP9PFnX7gPh23+GqZhGIwGIuiGQWHO/MegqBo/fOUENqvMI7etRhQvU4NMN/jJoS6+/04H8ZTK1z699cMmaPjhdeZeCLph0DoY5FjXBB67mU/fXsfyYi/5C/FsBMhx2nlsUz1toxMc7uqnwOuiriCHzZXFvNTUdsVjs0oydxev5LaCWnTDQBbFi1YlLxgKW3MrqfXk4TXb8VuuvK9OFAWKszx85Kb6mQK9JIoXGXucM7Y9hwK/m99/ZDu7jzTTMjiO2SSxsjSPR29ahctmIXSBIYVhGKTSKpKU2WkqvSEAACAASURBVKai6iiqBhjIJhOySUQ3DFRVzxBVNR3ZJM2Y7BqGQVrRUFQt48kpS5hMEpquk1Yy/DxJErHIEqIoousZIqiuX7yd4jwvm1eVcaZj+KKxabpBWlHRdQOTScQimzCAZErhzaMdZHsduB1WZFnKvDZ9PKqmz7z/YmSORdF0rOZLv8P50DoU5FD7GD6nhbSq37DS2NcCH/oA1tQ7yTdePsNEOInNLJFStVl7IN8LkyhS4vdSkeMnnEhxpHsAVdMRyLQbvZcjdbmQBBH7AgqroiBSaPdSaF+4nrIUCIKAJAlI0uIWq0VBYEVJLpX5fiKJFJIg4LRZZr2ZRycjPPV6I7euq2ZFZT6vHWrhTOcIybRCRVEWj97ewGggwnNvNeG0WxgJRCjJ8/Lwjno8LhtdAwFeOdjMVDiB1SKzc1MNDTWFHG8eYH9jF8mUgsdp4+HbV5Prd3K8eYC3jnWQUlSKc73cs205uX7X9NTzvaODU+1D7D3aTjyRxm4z88Rd6/A4rbx8oIWXDzTjc9k40TLA1oYKtjZU0DM0yXNvnSaWTOF2WHloRz0F2ef1xpJplT3vthFLpHl4Rz3WRUp1A7QNhzjdl+H23bI8n7KcK+cZflDwoQ1ghmFwqneSv362kYlwErNJ5Ilt1eyqv1QeeDbkup1YzSb+6sW3wIBCn4vTAyNYZBMvNLbgdXw4mdKCIGQK+nPIagsC9A1PcfBUD+uWl7CiMh9JFFhZVcDaumJSiso//Wg/a2qKMJkkTncO87lHt3LPNg/f+ukh9p/sZvv6an7wynHKC/08ensDumHgtFnQdJ23jnWQ5XHwkZ0NqJqOz2VjbDLKj19r5MHtq6gqyebZvU0899ZpPv3wltnraUBxroeP3N6AySTx/ZePcbipl4d21HPXTXV09k/QUFPEtjUVmGWJSDzJky8eZf2KEtYtL+bQqR5++MpxvvD4rQCk0yrPvXWaqXCcJ+5ah2UJGmuByHl3eZ/Dwv3ry7DIV+7p8EHBhzKA6YZB21CQv3+xiYlwZlrz0KZyHt1SsWjDD6fFzCe2rqV3IojHZiHX7UTTdRr7hjkzNMbO5VXX8hB+Zsg4EOmomkYiraJqGk6r5aKp41IQjaf4wasnqCj0c9PqciRRwDAgrag0d48SS6SITv94XXayPA6WV+ThsluoKMpiaDxEMJJgMhTnk/dtJP+CLMcwDLbUl7PveAcvvH2Gm1ZXUJTrYSocRxBgeWUeWR4Hq5cV8urBFlIpFZt19kCr6wadAxNMTe8rx5dEFAVsFhnZJGK1mHBOu5BPBGMEQjHqlxWS53extq6YAyd7iCYyhOKDTT3ousHvfHw7Xpdt0dNHTTc41DZK50jGqHhDdQ7LCq6P2uH1gg9lAAtEknz9pTMMBDK9ZX6nhTtWFy/JrSjjmCwCBgNTYbwOG2lVY1NlMTdVl15xncIwDBRDR17AxOJaIplWaewa5K0zXZztGyOSSCKKIr9023oe3LwCyLDwe8emiCXTFPjdZLvnF9kTBIEtq8tp7h7lTOcIa+uK6B4K8J0XjnDL2koqirKwnuyeIW2qqjYzHU8rGiZJytThRIFESrlk2zc1lFNXkcvpjmF++OpxPnbHWpw2M7puoGmZjSZTCpIkIs6hTzYVjvP/nj1MeaGf2vJcugYC54mowjnazPn3S6KIKAqoaoZ8m0qrmU6G6al3YY4Hp93C3qMdFOd5F+301DEc4lt7WkikNZxWmV31RTjmCLgfVnwoA9hrJwfoHc/Irzy0sZw7GoqXXFeIpdJ870AjZ4dGmYzF+dK92znWM8imihJWXIEzzzkE0wn+qXUfxXYvdxetJNc29/gM4OhEL8/2NVJo9/KJqs24F9HMPB8CkTjfffMYT+1vIpI435okSyLh+IXFePjh2yd55UQb96yv4w8e2T7vapvdambbmkpWVubz9BuncNrNKKqWaQyXTQyPh0kr55viJ4Jxnt3bRI7PSUffOI/duZYsj50VFXk89Xojm1aVYhhQWuCjvMDPvuOdGIaBKIrIUqbRvCDHQ2GOh5++eYrSAh/vNvWyqb4MkygyMBqkvX+cYCTB2a5RSvK8iKJANJ7CajYxFY4TCMXIz86cfwGBwhwPR8/2AVBR5Ccvy8X65SU8u/c0KyrzONU+xNraYhzTwpjLSnPYvr6a7798jBffPsv9t66cdxo5EU4QSSg8daiLWCrTAL+2Ios1FVdHa+6DBOlP/uRP5nt93hdvNBiGwWgowff2tROIJMn12PiV22qpKVx68XsoGGZfaze/sXMLA5MhVhblMRLKMNTLs698iftscJh/bt3HsYk+VvgKqHDNf/GOxEN8s20/LeFRNmeXk29bnGHFbEimFb6/r5Hvv9VIPK2Q43ZQW5RLUsn4am6pLWN1RcZ5SRBgPBxj35luEimFnQ3Vc2YYhpGZvi8rzaYoz4tZllBUjZqyXKwWmcHxED63jfplhZTm+1BUjfa+cVZU5hMIxdjaUMnqmkLMsomKoixEQWBoPIxhGJTm+/G4bIxNRRkYDRJPKmxZXU59dQF2q0xFURahaIJAKMaGFaVsri/DMAyONw8wMBrE73EwFUmAATVluWR7HQyNh5EkkXW1xRTnecnPypzT/GwXwUiCiWCUXL+T/Cw35UVZJJIKI4EIVcVZ3L6pBotsQtN1cnxOygr8lOb7GJuKUJTrmdV6L6VovHl6iG+/2crTh7vpHAljGFBb6OXzd6/EY7/x/RYuE/9rrhc+VBnYWCjB/33+FB0jYeqKvPzG3SsvK3jBtBORIGCTZSRRRNMNoqk0FtPVOaWdkXEiSpJcq4tq1/yscQGodOXgs9jpj03RGhqlwX/57tjtwwGePnialKrxkZtW8ejWenLcDv74yVc50n5xD6EgCCwvzsNuMTMejjIYCOF3zU7jsFll7r15xczv29ZUzvx756aaS97f3D2KRZbYvr56pt50Dl6XjV1bai/5zM1rKrn5gu2eQ362mwd31F/y99m2AbC2rpi1dZeeQ0EQyPY6+eiuNRf93e2wcve25Ze8f/3y8ybDhdOZ4Fw41Rvg315vJhQ/L3C4uszPF+5ZRWn29WWBd73gQxPAesYifP2l0zT1TeJzWCjw2S9qEVoq8txOcj1O/u61/XSNTRJJpHDZLNQVLL1FZTaMJsMkNZVCu4cc68LTW7vJTL7NQ3t4nKFE6Ir2faC5h4lwjDUVhfzmfdvwOTMrqnNZ0HkdVvwuGz2jUwQiV8cTADJKFllex4eG91Rf6qcyzzXDus/32vnCPat+TpuYBx+KAGYYGSbz6f5J/E4Lv/9gA3VF3isqiNrNMk9sXs3Bjn6KfG6ynHa2VpfhsV9Z7ekckpqKbuh4zDYWQ+AWBHDJFjRDv2KJ4u7RSURBYHV5AV7HwscjSSJOqxlF02c8Aq4Gygp8fObhLVg/JIVriyzxqdvqGA2dYGgyzkQkwZ6mQZ7YVo3d8qG4VZeMD4WcTttwiAOtoxhGhmzptpuveDUnrWm0DI8zHoliMZmIJtO8erqdvkDwqoxZFiQEBFKaurh+LgMUXUNEmNWRZymIJtMZkUT3It2rjQztQBSEOeWWLwcmk4TLYf3QZGCCIFBb5OX3H2ygPNeFqhk8faibb7/ZQjx19R4MHyR84AOYounsPtZHNJlZcq8t9FwVLs1IMMJPjpzGZbVQnu2b+bHPQeBcKrKsDsySiaF4iMgiBAoTmsJgPIgsSviusJXIbbNgGAbBWGJOUcALEUmkGA/HsFtk3Av0El6IQDxOXyhIbyjIeDw27740XWciHqc/FGIgHCKcSi1qbNcahmEwHosxMcv4DcMglk4zEA4RVxafFa8s8fOHD69hWYEHRdN5/kgv33y9mUT650HsvfhABzDDMOgeDXN8WslSEgUe2Fh+VbbttFoo8rlJT3N/ZpNTvhJUTOuBDcVDHA/0zavcaRgGTVODDMZD2Ewy5c4rUyuoyPNjGAYt/WPEU8qcgcIwjMxKXtcgU9EEfqeNAv/iVz9/2trMH77+Kp997hm+dugAaW120wrdMDg2PMSXXnuZzz3/DL/+wrM839aCor//JhdpTeOrB/fz94cPor3nPCm6ztPNZ/jiqy/RE1xaZl6e6+IL96ykwGfHAF45OcAP9nf+PIi9Bx/oADYWSvDV508xPt0q9NDGcuqKrk6/YFJR6BqfomMsQPvoBO2jAdpHA8RSV8ciq86TT60nj5CS4Jtt+3l3ogdlFplkVddpnBzgX9reYSoVo9KZzSpv4RXte0ttKX6XnaMdgzx9sIlQPDlrEFNUjXfb+nly7wmSaZUN1SUULiGAPVq3gv+5/TZW5OQSTCbmnCrHFYVvHDmMTTbxv2/bxZ/tvIMdZRUzZirvJwxgKpkgmEzyXsnUlolxXupo57EV9dRkLY3DJQgCdUU+vvTwGirzMj6kPznYxTdf//l08kJ8YCuDKUVj9/G+GbZ9ea6Lx7dVYVtCH9p8kESRsiwvmypLyPM4ZxqCs11Xx+7dZ7Hz8cpNNAdHOB0c4r8efYYd+TXU+wrJsWYMLQKpGGeDw7wx0spwPITTZOGJyg1XLKVTU5TDR7eu5t/3HOHruw9woLmXhopChibD6IbB2f5RnnzrBC0DYxxs6WUiFKOyIIvHbll9kQnIgsdos2ExSXgsFgKJuVcvg8kEA+EQv735JjYUFt0wNTG7LPO7W7ayNr9gVn+BxWBFsY8/fGQtf/3TRjpGwrxwrBfDMPjcHcuv2rV8I+MDeQZUTWf3sV5+ergbRdPxOS38yo5aXLarRwQUEIin07zc1IZ8wU37xJaGq2JuKwoiW3MqebxiPU92vctYMsJPek/w4sDpGSlp1dBIqAqqoWOVZB4qa+C2/NorLuKbTRKP3rSKQCTGTw+d4UBLL8c6BlB1HU03eP1kB282dZJMq+iGQXmuj8/esYnqgvNZhqrrtAcm6A4G0Q2DKr+fap9/QVnpczAMg4l4nMbRYXqCU4RSKY4PD6FoOrIksqW4lFyHY2ZfPcEp2gIBdEOn1ONleXbORftSdZ2uqUnaAhOk1PNTT4/Vwk3FpTjMZmLpNO2TAQbCITTDINtupyEvH4dsvsCX06BrapLWiQkkUaQ2K/uShY6UqtI+GaAvFCStaSRVlVW5efis1pn3GsBQJEzLxDiRVAq7bKbY7abS58f6Hi5habaTL9yzir985gQjwQSvnhzAYzfz2FV8IN+o+EAe/Z6mQf59bxsGUFfk5ZPba1hfdXX4WeeQ7bLz+/fcesnUyipfnSK+ANhMMr9aczO1nnye6T1BS2iUUDpBTM0U9WVRwmu2U+XO5qGSBu4oXI5TvnJTkXMrkL/9wM2sKsvnxaMtdI1OEo4np92FdMwmmeJsD+uqinjilgZqCnNmZHfSmsb3TjXyfFsLdtmcKWYrae6sWsZn1q6/5AadCyOxKG90dzGZiJNUFZonxgkmk9hlmeU5ueQ6HKRUle82NbK7rRW7LCMKAuFUip0VVXxu/QZsJhlN1/lpy1m+f/oUpR5vxv1ocIAcu4PHV9ajGQaKpvHjs6fZ3d6KLEqIgsBEPMbagkK+tPUWfDYbqq6zt6ebv3/3IFbJhNNsxmIy0RucotqfqTuqus4bPV38vxPHMIkiJlEkEI9T5vXx5Vu2U+z2YBgGZ8bH+NO392IYBjaTTEJVsJpMfPmWHZdMNzNk4Uwm9g8vnqZzNMyPD3YRiqf57K7lH2qKxQfuyAORJK+dHCClaLhtMo9trWJ95dXvIZNEEcciXLgzTdkqUTWKTbJhk5bGE7NKMncVLmd7XjWdkQkG40GiSgoDA7vJTKHdQ7UrF8e0Zpiqq0TUKGZRxmG6/OnsObHC+zcuZ1fDMvonggxOhomn0oiCgMdupTjbS6HfjSQK5zMLw+D48BA/Pnua39uyje1l5QD84EwT3zpxlC3FxazLL1wUPWNVTi5/fvsd9ISCfOa5p/nUmvXcVXXeNMUwDE6NjfDkqZP8csNanli1GlEQODjQx5/u20ttVjZ3VFUTSMR5puUsa/IL+MNtt6LqOv945DDHhgf52IpV2KcfOrsqq7i1rJxStwcEeKWjg789+A5nJ8bYVlLGeCzGN48fpS4rm/9+6204ZJl9fT186bWXZwKYJAhsLCyiyuen3OvDJIrs7+vlf+x9nWNDQxS7PWjT5yiSSvGP9z5AqcdLQlEYjUUpdM1NWq0r8vJfH1nDX/20kc6RMLuP9yEI8NldH97p5AfuqE/2BGgfzjDRHVaZ8lzX+6bmcA7Hpxp5deR1Hi56gNXeVUv67Lmx20xmVvkKWeUrnMn6Zjuu9kgnP+5/hh25t3BrzrYrHrsgZCRkaopyqClaOItVdZ3GkWFi6TSBRJyXOjLKtNF0img6TUcgwNr8wrk1gi/Y78y/L/j/hX/XDYPGkREcssyuyuqZzG5rcSkFThdHhga4ubSMpKoSTacpdrmRpUx2VerxsKe7k7Sm4TBngn++00V/OMSBgT5iikJ/OHMdhVOZjHcoGqE3FOTTa9fjtmQy3Ya8Aqp851d9BUHAb7OTUDJZXjSdYjgaRRQEgqkEkOEiVvr8JFWVJ5tOcnt5JfV5+VR4ffNeq4IgUJrt5LcumE6+0jiA2SRx8/J8VpZcmRfCjYgPVACLJhV2H+slqWRqHA9sKCPP8/4KCwbSk+wbf4eN/g3UuJZd1jZ0Q6c90oFZMlNuL5vzIo+pMd4c20eJvZi13ivT4z+Hc+armm4sineV1jXG4zEi6TSvdXVcFKjW5hfgs1297yPDwYris9mwX6D6KksSWXY74/EYiq7hsVgpcXs4MjTIzWXlqJrGgf4+6rJzsE1/LpxK8q0TxzjY30+e04nfZiOaTk+v/Ga2G0wmUHV9pvYGYDOZZoIZQEJR+PHZ0zzf1kKOw0GWzY6iaaTU89sRBYFNRcX8rx07eba1mb85+A4ei4UHa5dzd9UybPOUIS6cTn79pdN0jIR5+nA3e5oG+eIDq9m0LPd9f2D/LPGBCWCheJpv7WnmdP8UkCGsbq3NX9Kq2LWAbujckXc7Kz3LkYXLq48pusLbEweocS2jzF7KpSLI5/e1yb+BGlc1ziuYPuqGwWQkTmP3EM39Y0xFExl9+EUEsIe3rsJntVHsdvOVO+7BZbm4JifOIuF8uRAEgWy7g2Cyn6R6nlqg6jpTiQQVPh8mUcIhy/xC/Wr+/O23+PKeV7HJMjkOJ7+2bsOMu9Op0VF+dOY0v7t5K48sX44kiJwcHaFx5LxWvttsQRIFJhOJmb+lNY34dP0KoGMqwLdOHOMX6xv45Oo1mCWJrqlJTlywHQCzJLGtpJTNRcX0hoI829rM3x8+iNdi5baKS5vR34u6Ii9fengNf/vcSXrHIoTiaf7v7iZ+9756NlbnXNWOiOsZH4gAFk0qfGdvG3uaBgGozHPxhXtWXeQq1BvrwySYSOpJElqSCkcZU+kQ46lximyF5FizZwJDRInQFx8griVwmhyU2kuwm2wXBY5AapKBxBBJ7fzFLAkSNa5luOVMHSOmxplKB1ENjfZIJ0W2Qjxm98x24mqCzlgXVY4KImqUocQwOjr5ljwKbQXo6AwmhhmMD9IW6cAkmJBFGRGBXGsupfaSmRXHtJ5mPBUADLqi3RTZC8m2ZM3sy8AgpaXpi/cTUkJIgoRHdlNgLcAmWS96ag8Fwnztubc52jFAJJ5C1Rev779tRTlr8gt4uuUMr3d3cnfVMhxmM5FUiol4jEKXe94MYykQgLUFBfzgzCne6u3mI8tXIQoCR4cGGYiEeXT5CmymjIFGfyhEtt3O723Zht9mw22x4LacP+5oOo1m6BS53ZglE5FUikMD/TPTR4BCl5sil5s3errYXFSMXZZpDUzQNTWJvyAjRR5XFFKaSpHbjdVkIq1pHB4cYCIem9mOpusMR6PYZRNeq40qn5+dFVW80tnBUDSyuGMXBMpyXPzxR9fzcmM/Tx3sYiqa4p9fPYvACjbXfDjMcj8QAax5YIrXTw2gagZ5Hhu//+AaqvIvJlS+ObaPkeQoVsnKQHyQamcliqEylBgiz5rHZyp+CafJyUBikKcGfkpEiSAJJlJ6ijxLDo8UP0ihrQDDMOiN9/ODvh8jizI2yUpbpAPVUNmStYlyR0Znaiw1zlP9zzCRDiALMik9jd1k47Hij1DhzDhCT6YnebL3h9yUtZnOaBdRNYaip1nnW8uDRfeS1tOcDDbRHethKh2kK9ZDWI0gIFDvWUmxrQhJEAmmQ7w4/Art0Q5MgoxqqIiCyMOF97PCU4ckSISVCM8MPEd3rBerZEEzNHRD5+78O9jgX3dRcH728BnePNWJySSyojSPkmwPDqt5UU/18lw/1YVZfKJ+Dd85eYKnm88gSxKqruOzWvlvN++gSJYZioR5trWZkWiUw4MDJFWVv3jnLdwWC4/WraTc611wKiQIAqtz8/nF+jX8+OwZXuvqRBIExuNxdlVUsrOiCknMuBtFUinaJwP85f59yKKIRTKxOj+fR+tWUORyszInh1U5eXzl4Ds83XyGhKpil2VKPOfbzvKcTj69dj3fOHKYX9v9LG6LBYsoUehyz3DTqnx+tpWU8S9H3+X1rg7SmoZZMs0U+SGTIb7Y3sobPV24zBZEQWAyEafI5WZz0dJkkHI8Nh7fVoXHbuZbe1oYnorz1edP8XvT08kbhTN3ubjhA5ii6jxzuJukomGSBHauLqIk+9Lpk46OYih8qvST7B17m/0TB/nVqk+j6io/6H+KoBJCEEReGHoZm2Tll8s+jkt2MZAY4js9T/La6Jt8ouxxNEPnUOBdJEHi0xW/hMvk5J2JA7ww9DK3Zm8jy+xHMzReG9lDSk/z6YpfJt+ay1hqgh/1PcXu4Zf59arPzrDIY2qcM+FmPlb8MKX2ElJ6Gt3QEBGxilbuLbiTYDrEX8W/yu25t7I1+yZEMqt+IiKGYbB/4hBtkQ6eKP0oVc4KElqCpwee49mhFyi0FZBl8TOSHOVU6DRPlH6UNd7VGZ5VKoDD5LhkSto2lGm9unNtDb//8K3YLebpNqmFbwZRzGztE6vXsLGwiNbABHFFwWezscyfRZ4zQ7KVBBGv1YbVJFPmyXRHnHMIei/p02+z8fkNm6nNvnQ12WIy8Yn6BjYXFXN6bBTdMCjzelmbX4htelp3ZnyMxtER7q2uocTtRRAgoarsbm8lmEzyxS3bKHZ7+D+37eLY8CCRdIoCp5vVefmcHB2m0uufHrPAXVXLKHZ7ODM2ikkU2VBYxEQ8TkJVEEWRLJud/3bzdg4N9jOVSJBlt7OhIHMefNZpWSJJ4r6aWgpdrpnpaK7DQUN+AfmOpZOQzSaJ+9dnjIX/Y28bwXiav9/dxG9/CKaTN3QAUzSd3cd7OTNd91pe5OOxrVVzatvnWLLxmb3kWnPIsvjJs+aS1FJohoaqqwRSAdqjHaz3raUz1g2AZmjIokxfvJ+ElsAkmJhKT5FjycZhsmMSTRTaCknraZJ6CkEQiChRzkZaqXCUMZQYYiQ5gm7oWCQrffF+ImoEnzlz05oEiZXuOqqclYiCiEW6uGYkISEJmeMRBQmTICFeQFRNainOhpsxS2am0lM0BjNTELNoZjQ5xnhqgiyLH6/swW/28W7gGBbRQqm9hEJbwaxZjt9pxySJlGR78Vymu5JZkqjPy6c+L3/W1/OcTn5h1epFbcttsfKxFXOv3lpMJlbl5rEqd/Zp08sdbYDB59ZtzBTgBQHd0BmLRRkIh0iqKg6zmSK3myL3xZn7zorz5iwZ122Bhrx8Gi44rkrfxat/WXY79y27WCgx54LCvygIFE1PR68WRFHgvvVlJNIaPzrQSSCa4pt7WijLcc1r0Hyj44YOYMNTcZ453ENS0bDKEg9vrpiXDyMLMiIikiBhFs1ISNMptoGBQUgJk9LStEbaGYgPznxOQqLInukvNAkmSuzFHJ9qpC8+gEd20xQ6jc/sxSNnLsioGiWpJemO9jKZmrpoDJWO8ot+N4kmsixZFwWlpSClJYmqMcJKmH3j+y96rca1DFnMnI8cSzafqvgk+8b388zg85gEEw3eVezIuQWnyXlRIHvkplU094+x73QXm5aVUJHnx26RLzK1vZFgl2UGw2FOj41S4fOh6QZdwUmODg2ys6JqhkZxo8MiS9y/vpTj3ROc7ptkeDLGjw508rkPMNn1hj2qQCTJN14+w2gwjijAhqocVpVcmRZ9JqOSuKfgTtZ5G7hwyiQKAiYhc7o2Z23gVPA0/9HzJG6TC0mQuL/wHrLMmSexTbIhizLbc2/m1pxtiJzPCAWBS1YjF78ud+kqoCyasUoWiu11fLz0MUwXbFsQmBmzKIgUWgv4WPEjBNKTnA238MrI6wgI3JW/66IxrSzN44uP3Mq/vnyYP/yPF6krziXP68RuNSMtEMDuXFuzKL7YzxIP1S5nNBrlG0cPz1BBrNPcsY+tWIVlnvYm3dDRjYwmm0mQSWgx2iLH8JlzKbHXXvLg0QyV4UQ3I8le6j3bsEg2DMNgKj3KlDJGhWPVZT+sFgO33cxv3L2Sv36mkZ7xCC+f6MduMfErt9Ve1PL2QcENG8BO9gQ43TeJART6HHx213K8jitro8m2ZFNmL+XY5AlqnNX4zF40QyeshBEFAZ85EyATahIdnQcK76XYVohNsuGWXTNTPbfspspRwclgE8vdtRTbitANnagaQzVUsi1Lk7uRBAlZlAmkJ9EMDVEQZ25Em2RlmbOaE8GT9Mb7qXUtQ0AgpsZIaEmyLJmgGlYiKLqC1+wh15KDO8vNiamTDCdHUXQFWTwfwELxJAeae+kem2Q8FGN4anErYwCV+VnXXQArcrn5g623MJVMkNY0REHAajKRZbNjlqR5s8qEFmUynSkBFNurMYsWLJKdkUQPxfZlvFfQRUTEb86jMbiPWtcGLFJmCh5UJrCItiU8rC4PgiBQlefmt+9bht4CSwAAIABJREFUxVeeO8XgZIx3mofZtbqIityrN2W9XnBDBrBYUuG5Iz0omo7dbOKxrZXkuK9cytllcvJI0QP8sP8nfKPz33BI9swTGJ3NWRvZnnMzhmGQ0JNMpAK8NrIHq2RFEiRyLTncNL0KKQsm7i+8hx/0/Zhvd38Xp8mJgYGiq6zx1nNPwZ1LGpdFsrDet5aDE+/SF+tHFs00eFex2b8Rk2ji9txbiagRftD3FB7ZBQgoukKFs5wHCu7FbrLREe1kz+heZFHGLMoktCQhJcStOdsuqbs9e+gMT+49jqrrFPrd5HmdeBzWRSkq5PuuP/MJQRBwWSyXcNIWgmEYTKZH6Ik1Iwkm3LIfr5yD0+QhrEwCkNIStISPEFIC+C35LHdvwm5yYxYz+zIwGEx0MpzI1FQdJg+aodESPoKBTo1rLXnWsqt7wGREEe9sKOZ7+9oZCSb4m5+e5Lfvq79qclLXC27IAHaqd5LWoUybx9rKbHatLl6QsHqOmS4KImX2EoRsAZtkxSSauCNvJz6zL/Oao5TPVP4yLeE2gkoQkyCTb82lylkBQFgNc3yykVpXDfnWXEyCCcVQ6Yh28uOBZ/j1qs/ill0UWPP5VMUnaY90MpYaRxQk/GYfNa7zvXxu2cUdeTspsc+/dC4LJu7M30mBNY+JdACTYKLAmj8zFfGZfTxW8hHaox0MxocwMPDKXpa5qrBOB6dqZxW6oTOaHEM1NGySlSpnBWX20kumNKd6RlA0nQ3VxfzeQ7dQkuPNBK9FJA+LVZu4EaAYaVrDx6j3biOqBumInGStb8f5NxgwnOymNXKcPGspbeHjlNprccvni/qarnJ08nXcso+YGqY31oxbziKlJahy1eMyXbv2n/vWlxKIJnnhWB+do2F+uL+DL39k3ftO7r6auOECmKLq9IxH0A0Di0lkbUX2or6Qtb7zrTVljlLKHKUA2IA783fOvCYKIjmWbHJyZm8Abw230xpp49MVv0SJvXjapdngYOAwLw2/SkSN4pYz/Zc+s49NWRvmHJNbdnNn/u0Ljl0QBJwmBzdlb57zdYfJzhrvatZ4Z1/Zc8suNvjXLbgvAL/Thtkksbm2lOUlH67WlAthGBq6oWEV7ShiCtVQMHivoKSCz5xDrWs9glvALl3cjH3u/ZWOeqwmBw7JjUmUsUg2OiOnSGgxlrs3XpPxu2xmfmVHLe1DIZoHg5zoDtAyGGRV6QenZ/KGC8VDUzFeOpFxRRZFAa/j6q0gpbU4mqEQUyeJqZMYxqUMdJOYIbf2xfsZTY0xmhyjNdLGsalGfGYfXvnGrzM8ctMqaotzON07wsBEiKSiXhf68z9rmEUb5c6VNAbfojPaRIVzJcH0GG2R44wkuumIniTPWopD8tASPsJQogvVUGgKHiCYnuB06ABxLcJKz2a6Y2doDR8jrScJpEbojJxCM1Rs0rWdcjusMg9uLEeWRBJplacOdjEWSiz8wRsEwgIX5nV31X77jRZ+dKAT3YCNVTl88aEGfFdYvD+HltCbZFvK6YjsRxBE6r33YTddbAASVWO8PvoGJ4NNGBgI0//lW/O5LfcWqp1VN3zGEojEeet0Jz/YdxKbWWZlaR7Zbgd2S8bEd77D21RTQmnOlTuTXyvoukFvIMhkLE5NfjYu6/zXjmZoKHoKAQFZtGCgo+gZOSNJkJEFM6qRznQ/kKHnKHoazVARBBGzaMGAmc+YRSuGoaMYaQQEzKIFUbh02m0YBpOxBD0TU+S5nRT7L9+IJhBJ8jfPnqSxewJBgE9ur+GJm6tvJJb+nAO9oaaQ8ZTC4GQM3QCbWeL2+qKrFrwAYuokip7AZykhqoyj6Ang4gvHIdm5t+AutmZtJqln9O8tohmXyYlNst3wwQvgH55/h4OtfYRiSRJphcbuIQQy/o8LXfT/5xN3XdcBLJxM8Y03DnK8d4i/ffxe1pbN7x8gCRKSdCERVESSLr5tZMGCzPnr0DyL5ttF2xAkTMzfD6obBi81tfKtfUf52MZ6fuP2LfO+fz5kuaz8xt0r+R/fP8JIMM5rJwfYvrKQIv/VkT9/P3FDBbDByTiH2sYAKPA5uKn26jas5ttqGUm0UupYyyggi5cGR0EQMAtmcq1XLht9vcJqlsl2OS5L39+1BFu19wPjkShHewYJRONzuiBdD1A0jf3tvYxFYkSvglFMgc/OPWtL+PabrYyGErx0vI/P7lp+FUb6/uKGCmBNvYEZSReTePUYNeem0fnWWrIspYjIlDrWYxbfXy2x9wtfuG8rqrZ4BYoLYb/OXbQ7xgJMxuY2ELleMBqK0nuVTJIBZEmkLCezwKDpBt1jkYwZ8WJs369j3FAB7FD7GJqeCTYPbCibs+dxqYipAQRBZCLZTVtkH5quYJWcbMr+OHbTB4s3sxg4r/Ms6nJhGAbHegZRdWPBjoL3E4Zh0DoywUQktvCblwCPXcZlk4kkFM4OTHG6f5LVZVfmIfp+44YJYGf7p+gZyzDCawu9bKzOvWpPj6QWYSzZTkKLkGOpJNtSwUS6B91YnP9eIq0wFAzTNDBKx9gEU7EkaVXFIpvw2qwU+z3UFeRS4HXhd9jm5Eppus54JEZSWZrvnygIZDntC2r0G4ZBJJmidXiCpsEReiamSKQVLLKJ0iwva0sLWZaXhcdmXbCWp+s6k7EE0VQas0kiz+1EEsWZYzjeO0TTwAhTsYzfY5bDRml2Zh+VOfO7ExmGQUpV6Z8Mc6xngM7xSULxJJIokOtysrI4jzUlBWQ57fMqLRjTSrIJRSGeVghE4xzvHcoY8gqZLKdnYmrWz1plE9lOx7wUnXPbHwlFODs0RtPgCOPhGJph4LfbqC3IZnVxAaVZHuQFGP+6bpBUFOKKQiie4kBHL9FUGgEIJ5JzjlMSRXJdDizywrfyihI/n79zBV/b3UQ8pbL7WC/LCjw3tJ7+DTFywzAYDcUJxTO1gFyPDZ/z6mUJfkspbjmPntgRQGAwcQZFX3iaYRgGE9E4P3z3FK80tTESjpJSVTRdxzAy9TJJEDCbJOxmmYocPx/ZsIoH18xee4gkU/zp829yqn941tfngstm4b/ceTM7V1TP+R5N1+kan+Q/9h9nX2s30VQ64zBkGJm6niTisVnZXFXKp25eT01e9rwPiHha4V/2vssrp9soz/bx1Sfuw2u38U57D9872EjTwAiJtII2LYYoiSJmk0RdQQ5feeI+8tyz0wcMw2AsEuOZY2fYfbKF4VBk+pwaGakdScRmlqkvyuexTfXcWluBZQ6XoxN9QxzvHaJ7fIqeiSmGgmEmorHp82HwF7v3ztkfWF+Sz588tIucOeqAmSCr8frZDp482Ej3xCSJtIKq6RjTx2uVTeR7nHxs42oeWrMct80yaxAbDUV45Uw7/YEQvYEgvYEpxqezLwN46VQr+1q7Zx2H32nnzx69k5VFi6sHV+a7MZtE0qpO92jksksF1wtuiAAWTii8eDzD/XJaZe5bX3pVty8KEmbJTrlzEwDuVB4m0bLg9HE8EuNvX36bl0+3oWo6kiDgc9iwmzP6WSlVI5JMEU+lZzKArdVzt43ohkEwkWQiurQaTVrTSKlzZ226rvNOey9f33OQ5qGxaRJwJmsymyRSqsZkNM5YJMYLjc10jgX40j23sr68aM4MRzcyK3oT0Thmk0QgFudE3xB//sJeRsNRJFHAabFgkkRSikosnSae1nFbLfjss7d9GYbB4FSYv9i9l/0dvaRVDZMo4rPbsFvMaLpOMJ4knEixv6OXs8NjfP62zTy+afWsGd1zJ5r50ZGmOc9LKJGc+7V4El2fm0UUTqR48lAj3zlwnHAio9rqsVkzQQqBcDJJKJ6kc2ySr736Dj0Tk3z+ti2zBsS20QB/9eK+Obl2CUUlMU9WriwhCPkdFlaW+DncPkZS0RgPJ6+qX+rPGjdEAFM1nYlw5mIziQLZrivve5wNQ/Ez5FlryLfV0hc7gUPyYTPNzr9RNZ3nG1t49Uw7qqZT6vfy+OZ61pUV4bFZEQVhOmjFaBsNcLizj0A0zm11c+ud281mfnnrOu6tr1lwrC3D4zzf2EJKVbGbzXjtsy84GIYxfYO8Rc/EFLIksn1ZBffU17IsPwubLBNPKzQPjfGjI02cHhjh7NAYX3nlHf70kTtYlr+wJV1SUdnb3MVzjc2kVJU7Vy5jR10lRb6MC1A8naZ3IsiJviG2VJVimmP6OBVP8A97DrK3pQsEqM7N4onNq1lVlIfHZkXRdAanQuw+1cqrZ9qZiiX4pzcPU+zzcEtN+SXB9p76WmouGH80meY/DzUyFokhCgIf37KG8uzZH1I5LsecK6qKpvHDI6f49jvHiKXS5Loc3LO6lh11leS6My7t45EY+1q7eb6xmbFIjKePncEuy/zWrq2XTPcqc/x8+f4dM7+nVY09Zzs51juIAGyuLGHXytmza5ssU+xbPHlakkSyXFZMosBoKMGLx/v4tTtWIJtuOE47cIMEsM6RMPHU9BPoGtVeI8o4A/GTGUNZyctgvAmvuRAbswewSDLFib4h0qqG3SzzC1saeGLz6kumM4aRzabKEh5cs5xwIkmhd+6LzWKSuH35woYOU7EEBzv6ULVMhnJPfQ31RbMLByqazg8On6Q3kKmh3FJTwR/dt4N8j/OiG35ZXhbl2T7+7IU3OTs0RsvwOD89cZb/ctfNCyp6RpIpvn/4JIqu85u338Td9TX47FbECz63qaKE+xpqM7WgWbah6TpvNHfxVmsXBlCZ7edL997K5soSTOJ5HbKqXD91hbmkNY09ZzuYiiX4weGTrCzKuyS72VhRzIaKopnfx8Ixdp9qmQlgt9VVsqly7j7U2ThvhmHQOTbJU0dOE0ulcVrNfP72LdxbX4vTet7BuyzLS11BDrluB197dT8JReWFky3ctaqGVcV5F00lC70uHt90vgUsnlLomZjiWO8gCAK1BTkXvb6Ycc4Fp1XmF2+ppqlvkv6JKO80j/DAhrKZFcobDTdE2H23Y4zgdP1rV30xudfAKi2pRYgqEwwmztAfbyTHWo1Nmpv9nFTUmVUih8VMXUHOrLUYQRAyNl9OOxU5/nmLrYIgIInivD9JReXJQ43sa+vGwOCWmnI+dct6nNZLpwGGYdA8PMbeli4MI5NV/Or2jRR6XZcEJUkUqS/J54nNDZhEEUXT2NvSxcBUeMFzp2g6gWicxzet5mMb68ly2i8KXpCpXbltVmxmedY6UCAa5/kTzYQTKexmmY9vaWBLZeklxW9BEMhzO/mVbevIdWXqaCf7Rzjc2X/JNkXxvedTuEjO5tLXL/6ZbZy6YbD7ZAsDUxkxgR21lTy8dgWu99S3BEHAZbXw8LqV1JcUADAWifHKmfZLTFLe+72LonBRt8NC18VSydM+p5WHN5UDEJsmh9+ouCEC2IXIclmwyFdf8SDHWsnG7F9gY9ZjrPN/hCrnTZiEuRcKZEnEOd2GEkmmONU/QlJRrvq4LkRa1XiusZn/PHQSVdOpL87nd+7YSrbTMetFnJ4mQ45HYgjAhvIiavNz5rzgTaJIQ0kBeZ5MYOifDNE1FlhUH2Sx38MDa+oum9pydmiMM0OjABT53Oyoq5x3BbAsy0d9cSbrDCeTHO0Z+JkUpCeicd5u6wEyQfn+hrp5H0ouq4UtlSUztI0j3f3ErgIx9UogiQK57kwSkFZ1nj/a+76O50pw3QewUDzNQOBn84Qwi1a6o+9yJvQqHZH9KMbcRV6X1UJtfjaiIJBUVH747in+89BJRkORRfknXg5O9A3x3QMniCRT5LqdfPqWDVTlzs3jiacU2kbGMcgYP1TnZS0YYLIcNjy2TI1R1XV6A8EZ7t18WJaXTY7r8huTm4fGSKsZZnxFtn/Omt45WM0mCqdrP4YBg8EwsfS1Dwx9gSCBaSJsttNBsW/hHsWy7PMOS1OxBGPh9z/jyXZbyZ7W0AtEkjdsg/d1XwMbmYpzqjcAQHGWg211s9d6rga6oocJpYdxmPyElWEK7SvnZONbZBMPrV3O0Z4BmgZGGQqG+bvX9vN8YzM315Szc3kVVblZOC3mK+6PNAyDvkCQr726n96JKexmmV+7bTPbayvnrU8l0gqdYxnhPUkUUTWdUwMj8+4rqagz1AeAiWgM3dCZ71knAAVeFw7z5bHwDQNaRyZm9itLEmeHxuaVQNZ0/aJMJpxIklLUjD7SNYJhwMBkaGb10m6W6Z0MErnAO3I2TETOryqnVI1g4v0PFpV5bqrz3EyEk/SOR2kfDl2T0sy1xnUdwJKKxp6mwZnlbKssXVX+12zwW0qxSV4m031oxvxP9OrcbP74wZ18fc9BjvUMEk2laR2ZoHVkgh+/28T68iJura3g1poKct2Oy7K3MozMtOUf3zjEqf5hzCaJj2xYxUNrli+ocZ5U1JmbK55W+Kc3D/PPbx5eeJ8X/DueUlgooZREEYf58gO1puuEEsmZ/e4+1cKLp1qWNM6koi6JTnA5MDAIJ5IzU9Wu8Ul+87vPLriudOE4VU0nmV4aUflawW6VyVjawP6WEdZWZN9w5h/X7RQymVb5ycEuXjzeN3MBVBd4rqkESLF9NfnWWgKpbmTBgkWcf0okigLLC3P54wd38jt3bGNdWeEMHymcTLG3pYuvvPw2X376Ffa2dBNPL71GllJVnj52mjenqQUbK4r5xS1r5iyGX4i4olzCZTIW8XMhdOO9En6z40qaIhRNQ3lPY/VSx5kJstdW/UnT9Vn5WEsa5/R/1wPuXVc6E7DahoIzU/gbCddluE2kVb79RisvHu9D0XTKc1z80o4aGsqzrqkcbkqLYhKt1HvvJaGF6YkeIde2DK9cOGewEAWBAq+Lj29p4K5VyzjRNzTD4RkJRoim0hzq7KdlaJz71yznN2/fgmcOIud7oek6rzS18Z39x4ml0qwsyuN379hGySK1oS4csd0sc39D3bw1s9lQk784xduriQy9oWRJDyuv3TpTu7tWeO9oyrN9PLJuBVZ58VNnq2yieonfwbWCy7bwQ/B6x3UZwJ7c185zR3owgPIcF3/wcANVee5rfrJ7YkcxDB23nIdiJLFJbjoj+1nrfxRpgVMlCALZLge7VlSzo66SrrFJXj3TzmtnOugenySYSPKjd09R7HPzya1rF+41NAyaBkb4pzcPMRVPkut28ls7b6K2YO5VxPfCYTHPFO1lSWRjZTH31Ncu8Kn3HNeS3n15sEy3Wp3Dsrxsnti0GnmJK5rXeqySKOKyWhCETMbntVt5aO2KJcsOXS8h42RP4IbMui7EdTeFHAnGOdA6OpNkf3L7sp9J8AKwS17KnRsJK2PE1EkKbMsz6f4SVhXP8b5qC3L43PZN/Nmjd7KpsgTI0BpeOd22KH2noakw//bWEfonQ9jNMo9vqmdLVemS6mh2s0zudM9hWtUYDUURBWFJP8L0z7WEKIoUeN0zGddwMIxuGJc11msJQRDIcTmwTWdcgWichKJcd+NcLCpyXTe8wcd1N/pTvYEZYt3aiizWVGT/zL7wPFstA/FTOOUsHCY/reG3MAmzN+AuBlbZxKriPH79ts24p9tSRsNRRkLz+ywG45kWmbfbezBJIo+sW8nHN69ZMsfKaTHPcKWSisqp6Qbr6xFrSwtmFiWah8eX3A+6WJz7Ki+3ZFadl0WWM6OuOhKK0DW9yns1IXCh2fHSHqBLgdtuvpFkpWfFdRXAIok0xzrHAXBYTNzRUILzZyiQl2OpoMK5Cb+5lBrXdpa7d7LCcwcCV0ac9TtsOKelbowFrkdF0/jRu0281NSKpuncvCzDtHdfhkaXzSyzpbIEl9WMARzrGeTM0Oh1adDRUFIww6kanAqx52wHylWe3phN0oy3pabrxNLpJZ+LYp+H1dPMemW6HzaWWvp25oM4rWQBmWsldoGqx89xMa6rABZLqZwdyKhQ1hZ5WVexcCPx1cRg/DQ90SOMp7poj+zDIjmwSLOz3GOpNBOR2KJIq13jkwSmMwqn1YzPMTvfRtN1Dnf28/3DJ0kqKqVZXn51+ybyPa7LygIFQWBdWRH1xZkbLhCN8+13jjESisx7wxlG5vjGwtEl7/NyUeh1s3NFNbIkkVBUnjp6msPd/fOeX8PIBPzhYAR1EfLQDrMZ9wWF/tODo5e09SwEWRK5v6F25oG0v6OX5xubSSzQhaHrBuPhKPFFkG1lScTvtM9kR93jk0zF3n/u2PWI/9/emwbHdZ53vr+zdzd6B9DYd+4kuG8iJVEmI1myJMuyZSmL42Q8mdTEMzVJ5U7mVs1U5tqpW3cm2607WR0n3uJ40yRxLMmSrSWiRHFfQRIkCBIk9h3ofT/L/dBgkxSxkaIoADq/Kn5g4/SLg9On/+d9n/d5/o/0la98Zbafz/rDe00ik+eNtn6SWZ1f3N1C6312i7yaOEqTeweN7q0MpS/iU6vQZmh7da5/mK/85E0uDo2imyamZZHXDfKGSVY3SGZzjETj7L90jb9++yjjiRSCAJ9av4pH1y6fVpAuDo7yh6++y7XxMKos8XjrCuqCfoYicQbCsVn/6aY5rRGhJktU+T0cvdpHIpOjdyJCW98QOd0oWOnkdZLZHJFUhtFYgotDo7x0+gLfPniSoWicB2aw/8nqBgc6u+kcHkcUBLY01hRjfXeDLInUB/10T0zSMxEhnExz/NpA0TAxbxiksjli6QwTiRRdoxPs77jKt987xcHLPexcVo9zjkRaSRQZCMc42TNQyN4PxwiUuPA5NYwpQ8F4JkcklSad13Eq8m1LLEEQqPC5SWQLxpDJXI7TPYNcHZvEpSpYWKRyeeLpLJPJFAPhGIe7evn+0TZ+eOwsa6srinHJmRAFgaxu8N7lbtK5POOJFKZVmP2ZU2aPiWyOaCpLNJ3BoSh3lWOYyuoc7hwhls6T1U1KPQ5WLszO3V+d6QcLchcSIJs377tnd0Ctpit+EEV0ICCiiq4Zj83pBh1DY5zpHeKfT7bjdzmp8rnxOh3Iokg6n2cgHGMkliCT15FEgXU1lbywff2McYfj1/rpGpsojv+/j5/nn0+2z+vcn9/eyn9+/GHkacbeXF/Db//Cbv7mnaN0j4c50ztE+8AIfpeTUrcLWSx4doVTBYfVvGGCZVHlu78OBZV+D7/z6G4SmRxn+oYYjsb5+v5jfO/wGco8Lpyqgq6bxDJZIqk0ecMo1oTO5t11M4+uWcbPz3dyeWSCoWic/+eVt2kOBSlzl2BaFulcnmgqQ2ttBb/7+EPTpmY4ZJlf370F3TD58cl2Ypksr53r5O2Oq5R7SnA7NCzLIpHNEUmmyeR1dNPEqcjzTrZtralk17IGftrWQU43+O6h07zX2U3VVCF+Jpcnns3hVGT+4NlHqS+9c+EJ+ZzsWlnJi4e6yOsGk4nZKwoWIgtWwF5v62PXqgrKvfevvCHkWE5aj5EyIpRpzcjCzEZvHqdGXdDHldEJMnmd4Wh8xuC8x6Hx8MomfvWBjTTOcqNdd3K9TiHBc37nPtMXQxAEZEng8dblVPrcfOPACU5c6yed1xmLJ4vOnzcjiSJ1pX6WVdzfJbwoCCyrKOP3P72X7x0+w/6Oq4zGk0TTmRnNB0vdLtbWVMx7g6OpPMiX9z7A1/cfpWN4nEQ2x9m+28urqgPeGZfZ13cj/8PenVR43fzjifP0h6OkcvkZG3G4NZXV1aF55wCWaAr/7uFthJMpjl8bIKvrdI6M0zkyfstxtQHvXcfHRqNp3usouP+GfE72ttbM8Y6Fx4JqbJvNG/zgvSv84L0rqLLIC7ta+MKeuc397hXtkZ+TNZI4ZS+yoNFQsgVVmn4Wphsm/eEol4bGODcwwkA4yngiRSaXx7AsnIpChc/NslApWxprWFdTgWuO7Pm+yQg9E5F5zyZuptrvpSUUnDNWFkllONs3xJm+IS4OjjKeSGGYJk5FoczjosLvoqHCw876FuoD/hlzsXTD4MroJKOxBOF8DL9HYWVFBZWOe7Psz+R1roxOcPRqHxcGRhmKxsjkdRRJwu9yUB/0s6KyjFVV5bSESnEq8rzjhKZp0h+O8c6la5zpHWQ4GierGzgVBZ/LQVNZgO3Ntexorp9TGI2pgvdz/cOc7B6gezxMMptDFAQ8To0Kr4eVlWWsqQ7RXB6k1O26o3jmeDzJie4BjnT1cnVsklQujyJJ+JwOqnweWusqeGzt8qIzyp3QPRbn//j2YRKZPHWlJfzJrz2A/x72Wb2HzHjBFpSAAbx9foA/+pc2TMuiMeThD17YSoV/5qXcvaQ98jqTuV7ccimK6GCZ5yEcs7R+t6bKbHTDwDCtQtnN1PUUpnJ+ZElEFkUsCsXVpmXhUOTbLJBN0yKj51FlGXmqOUbOMHDI8/9izoZpWWTzevF88oZZiN1NPb2vn29Xsp83R4/wW8s+hybNz2r4dPgSB8bPkDGy/JdVX/zA53qdQtMMk7xhYhS3bwVEoTBLzJOjPdbOen8rzvc1kzWsKb//qf9Lwq2+YtcbcuQNo/i5Xc95k0Wx0LZPELgQ66A72UNADbCrbMeM52laVuE8TbN4D/SkekkZSTYF1yNNhULORy8gCSIrvSuQpunIPd3YllXIISyOLUxdA0FEnmo2fDf3yFIQsAW1CwmwtSVEY6ggGt2jcU50jd23bX/DyuFTqvAp1XiVSiRh7ux7URBQZRmnqlCiqbgdGm6HRomm4lSVoiFfIpvjxVPn+L1/fo3DV3tvG6t7Mswfv3GA3snCEqRnMsJfvnOEeObexCXGE0n+9K33uDBUaAx8vdHI+89XlgRy5p3lim3wr+DBso3cu06dBQrLXwmnquAuXlsVl6aiKTI5K8uxyZNkjNuXl5fjXZwMn6Iteo4LsdsLw4Wph8vNn1uJpuJSFVRZQpwyCgw5yhEFkTORtlnP83oTj5vvgTF9iMupTmSpMFZMj3N88iSiICHO86snCAKiKNw6tqbiUgvX4G4MDa/jVGXzA/2sAAAgAElEQVSqAvdncvBhseBiYB6nwvO7WviL186TyOh8460OzvZM8uSWesq9Dir9dzYFvxP8ag2T2R6S+gSK6MC07l0ekkdT+ZVtGxmOxolNI0rtg6PsaKyjbioXKjsVVzPukXhfGhmnsTTAyoq5S5FSRoZXhw4ylo1Q5SzjE6EtuCQHF2PdnAhfJGfkWe1tZEtwNU5JQxQEJOHWL+R4NsL+0ZM4JY3BzDhB1cue8s0EVR/t0S7ORDpJGhmqHWU8EtqCYRm8PXV8f2qUMs3HJ0Jb8avz20gwLZNwLoJTcuKUHATVALqlIyAQUAtxR8MymchOkDMLqQySIBFQAzgkjbyZJ5KPkjd1fIoHl1S4z8q1Mmqc1fSm+m/5fbqpE8lHyZk5PLIHt1xIt8mZOSK5KBYWefNG4bdhGcTyMdb7W6l0VGBhISCgmzrRfIysmUURFXyKF1W8P002BBZOWdPdsuAEDODhNVWkcwbffvsS0VSOd9oHOX5llKDHwX/61DqWV/k4dGmEcq+DdfXBD5xNbJg5EARK5CDj2W6yRgQHHmZbQeuGScfIGO1DI7gUhW2NdfidDo52900tJwx8TgfDsQR7ljXidzlRJPG2paNhmvRMRoik02iyzEAkRkPw1kB/NJ3hyLVeWmsqqfR46I9EOdbdj4XFprpqWsqCJLM53rzUVbClsQrpE59cs5yAy8lQLE5/JIppmvRMhlkeKkMA+sJRTvYOks7nqfV72d5YSIOYyMVQRYWdpev46dBBylQ/ze4aXhp8lx3BtQRVH2+OHkMQBHaVrp9WENNGlgNjZ9hZuo6dpet4Y/gYR8TzPFm1G0WUWeNtQhREfjp0kJAjSKOriiMT59kaXM2O0rXsHz3JwfE2nqx+cM7Pz7RMriau8d74YR6t2IuoBTk2eYLhzAgiIn7Vx2MV+1BEhTORs0zmwqSNNEPpYX654XnqXLUcGj/C5UQXoiDiklw8WrGXUi04/f1iGRyfPEl77CKSIKGKCntDjxBylHN4/BjtsYv4FA/j2UmCagDTMjkbOc/J8BkkQeR8tJ29oT3UuWq5EOvgRPgUiqhgWRb7Kh6hxlk95998LzjSOUL3WGHj6foscbGx4JaQUIhvPLahln//2BrcDhmLQpJr33iC//nj0/zutw/z56+e4/99+Synro7POd5cjGa7uBY/Rl+qjZQeRhPdpPUI+ix+YG0DQ3z7yCkM0+LqRJhvHjrBWCLBP59pp2N4jBdPnuPAlW6OXevjaHf/jONcGZvkaweOARBJp/n6e8dvlNEIAtF0hh+caOPqeBi3pjEYjfG1A8eIZ7Mkc3m+/t5xhmJxZEmixuelIegnnc9z6GpPsU3bX797lEQ2hyJJfP294/RORjBMk28ePsl4IkmJpjIcSxRtXkpVL3tCm1nvX061s5yJXISB9CiqKPNAaSsbAytY7WniYuwa+iyzVLfsZE9oM62+ZTS7axjLRkCAamc5XqVQAK2JKuPZwrLZIarsCK6j1b+MjYGVXEn0zxk+EBC4nOjiwPghHix7gGpnFdeSPXQne/ls7TM8V/cZovkY56IXUESFT4Qe5qnqJ6hyVNLqX0ulo5KRzChnIud4tGIvn699loyRoS1ybsbfPZkLc2zyBA+W7eK52mcRBYljkyeJ5KKcjrTxSPlDPF39KYKqH8MyiOZjHBw/zLbgZp6rfZagGuTwxFFMTLqTPTgkB49V7OPp6ico18pn/XvvJSe7xsjphRjok5vrcTsW5HxmVhakgEHhibC3tYavPL+VRzfUUldagqZIhBM5JuIZ0jmDoXCKP32pjRNdY3e1c3edMq2ZgFaLiERArcEl+xEFGWOWztxvdXRR6XWzvaGWHY11dIyMMRCJ4VIU9q5sZkWojG0NtWypr2E0PnNG+4Er3UiCwM6mOnY01jEaT9A1PoEF5HSdbx0+BRb86o5NeB0ax3sGSOfz7G5pYEdjHelcngtDo2iyxNbGWuoCPsYTSb60aytl7hLODgwznkixZ1kT2xvrEAQ41TeIRaElVzybpdrn4Ym1K3BMNSVxSQ6UqfifiFjIhrcAhGIx4XVHhtlwShqqqBTHsTCJ5hJ8t/tVjk1eYCIXJWNkpxxfC2MKABZFo725iOajvDXyNk7JSUNJoV/oeHacoBogoPjxKl5qnNUMZ4YxLANREDkXbSeaj7E3tAdNUonkogxnRnh79AA/GfgpY9lxEvoNQX8/8XyCwcwwh8aP8JOBVxhKDxPX4yT0QkpKlbMSr+KlylmFIiok9RSD6WGOTZ7gJwOv0J3sIT517PbSrThEjVcGX+PE5Gmy08Tz7gdBj+OukmE/aha85LY2lNJS6SOnG+w/P0g0nWNFlY+/eeMiQ+EUk4ksf/mz8zy5uYG9rdUE3XfuCaWIGkGtHklQsTDpThynRC7FIc0cf4lns/RHClv7pmXREPDjVJSiG4UmSyhTO0SzfdET2SzXJsL86GThiV/mLsGjFXaCxhKF9l/uqaauAKlcjr5wlBdPnsOyCvlFfqcTi4Kt8r+0XWRLfU2xzVo6n2coFufFU4UGr6okU+4uuMN+6YEtHOjq5tXzlzjU1cO/2bVlxvOscpaRNXKcDl+iTPNzMdbNJv8KJEEkpWdI6GlyZp5YPoljlt3LhJ5mKDPOztJ1OCQNE6u4dEnqGY6HL5A185yLdtHgqpxzWeOQHDxcvpsz4bOcjbaz2b+BErmElJHCsAwEBCL5CAElgCiIXE1c43L8CvsqHsEpOcEqjFGqBdkS3IhLcmFZFn7Vi4Bw0yzsxg6zJqqUqkE2+Fvxq34sy8I9NaO0LJO0kcZreUjoCXTLQBUVAmqAVt9ayrUyLMAlOREoxNieqHqMkcworw+/hUdxs7N0+6x/871gKJxiMFyY6Qs3nkuLjgUvYAAuTcalyXxmR1PxtRKHwvcOXOZif4TByRTfeOsiF/rDPL+rmWWVvju2CREQkAQZp+RjQ+Bpkvok4ixF3GuqKnAqCp/fvA5FksjpBv5bkhRvvSOsqbiYPpUWkJ/q6biqopyRWILnNq3DpRaazNYFfPRORqj0ePjynh38S9tF/ul0O7+yfQMt5UEagwE+u3Etbk0llctT4/eS0w1+fKYdn9PB9sZacrqBIEND0E9jMMAzG9bgdzpI5XJUeNzohkE6n+fhZY2srQrxv/71EMPRBC63g4aSqqJwVDpKKZEdVDiCPF3zEEcn2smaeTb6V7CjdB0pI8PPh47QmxrBtCx+2Ps6G/wraC6pprGkGkUs3GJlmg9FlCjX/Owq28CxyQuUaj42B1YWc8fcspOMkeON4aOUaj72hDbP+bmpokpLSTPlWhk/G36TgOKnxd1MW+QcPxl8BUVQCOciPFS2m5Se5rXhNwiqAa4muulLDbDM3Uy1s4rGknraoxcpVYPkrTxrvKvxKl66Ete4FL/MWHaCU5Ez1DiqKXeUsdKzgo54JyGtnJyVY5m7haaSBmqc1bw29AbVziq6k72FmaDqZ71/LZ3xK8TzCXJWjgZXPWVaKccnThLOR1BEBRMTj/zhVz8YpsnRyyP0jhdWBiur/ay/z2V794oFlwd2J+R1k5dP9vDtty+RnUpZd2kyW1vK+fTWBpZV+XCq89PovJnhzORLNLm34VZKaY+8wXLvg3iVimmPj6TS/EvbRa5NTCIg0FwW5NHVy/jBiTY+v7mVf73UxfqaSsYTKZLZHCsqynj94mXOD47g1lQaSwP80tYNuDWVn124zNmBIUCg0uvmhS2thFNp/vep8/zWwzvI5HW+c+QUe1Y0sb6mkrc6ujjRM4BFYcb2wpZW4pksf/TGAYIuJ05VwaUqPL+5lRq/l7c6ujh0rRfTsgi4nDy/uRWPQ+M7R04xGksgigItZUGe29x6i7Hg/WQ4PcHfXfsJX2p6mmrn/OJAOSNHT6qPhpI6FEGhPz2AiEiVs5KEnuRashvDMmlw1RFUA6SNDJ3xy2TNwi6wJEg0lTRSqgVJGxl6kr3E9QQe2U29qxZJkLgUv0zaKBRSCwhUOauoc9WQNbL0pfoJ5yO45RJqnTV4FA8JPUlPsgfDMgmqQSxM6ly15M08fakBJnOTOCQHda4aPLKHkcwoQ5lhLMui3FFOjaMKSbz3bQNvJpnJ87vfPkz3WBxFEvntJ1t5dMPMDX4XAIsnkfVOyekGr5zs5Z32QToGbpRxeJ0Kj6yt5uE1VayuDQDX83WmvxaDqQucmvxH/Eo1iuRCQKDV/ymc8vT2zZZlFYq2c7nCMkSRcSgyqVwep6qQncoaNy0T0yqUySSy2eJyUhDAN1U3mTdMEtkspmWhyYV8H9M0SeXzuDUNAUhkc8hTuUa6aZLI5jBME1WWcasqhmUSS2eL7g03j2+YFvFsFsM0USSp2Ckpkc2R03UEQaBEVdFk6SPbiRrOTPCtqy/z601PUeW8vyVMHycsy6KtZ4I//PEZJhNZXKrMn/76AzRXzNwxfgGwdAXsOoOTSb719iVOXxsnnr6RiBko0Sif6n+3ti7A7lWV1JW5b8s4zplpuuIHCaoNOCRPwUpHdC/KreXFSN7UGcuGKdP8xcD/fMnmDSKpHBU+Jznd4OpI/AN7iZX7nFTepwqQ+8nJq2P82U/PMxxJoSkSn3+gmc/vasHxITSLvocsfQG7ztmeCd4+P8iRzpEZq+vX1Aao9Dt5YnN9sblnmceBJFmIfHSzkA+bVFYnldUp9dy9y+xHRTZv8E9HrhbjNjeTzumMRNI0hjxkcganr42TmW8V/Aw0lLuLsxJJFHhiUz1Bz60PPZcqL9TSm2npG0/w+z88zlA4hSaLfPGRlTyzrRFFXvC7jx8fAYPCF/XKcJSXT/RwtHOkmOvy/j/G51KLNsaPbay9zfmi0u9iY9PtwU0BFpwAXK/LTGV0jl0ZpTHkuWVJDXB1JEbnYJT//MwG6kqnN2pcqAyFk/z+D0/QN42A3Q/8LvW2jaFlVV52LL8RI925InSLoC2U+6TgVWdy4OIQ//DuZYbCKTY2lvIHv7gNbWHPvK7z8RKw62TzBr3jiULj1GSOl070kMrq9E8miaXmdsb0OBWqA7d2nHEoEp/e1kBVwEVjyDtjTO3DwjBNukfjt80wznZPcLhzlLxu0DuRIFCiMRabPqdoVY2f339uS3H2eR3LskjEM0yMxamtL0V+3809MhhBlAQCpW6GByN4vE58d7HMsiyL8ESCibE4NfWljI/GEASBmvrSWf3fvvriCQ5dGplzfJ9LpSZ4Z52C3s94LM3oDNdvJurL3LdsGj24upK1dYHi/71Olbqy2c0M7zWxVI6vvX6BnrE4veMJBEFgRbWPX3240KZwkTDjTbEo0ijuFk2RWF51Iwi/Y0XhaXmud5IDF4Y40ln4MqRzOrH07QXM8XSeS+nb/Z3aeibwl6j83jMb2dpy95nTk/EMuWl8vDwOhUQmjwW8ebafofCNBhe6YXGia5REZvbuzjOJFxS2zafrwGyZFscOXuafvneY//Y/nqOm7sYNblkW3/3b/ZS4HXz2l3fyV3/8GrseWclTn9s2j7/0VhLxDN/9+n4yGZ3HP72Jb/3VW+z71Hqqa4Pz6pBb6Xfy3AMzx22qgy7W1k1fBjRfro3EuDIcA+BCf7jYq+FmUjn9lnjr+5e3lwZvvXdCPifrG4KFMq+NdfhKVNwO5UPr+5DO6Xxn/yXeOjcAgCaL/NojK3hmW+Oi70Z0nSUtYDPRWh+kpcLL53YW8sq6RmIc6rj1yZ7VDY5fGSM9Sxv4DzL3GpxM8icvtU0rNFuayzjTPYFhWkSS2eISeL7UlZawqiZw2+uD4STtfeEZM8wFUaC+sYyH9q3B4719ZrVpezOqKuP2ONjx0Aqalk2fYjIX7Wd6iUXTPP/F3Rw7eJnVrbU88ug6RGl+V3QiniXkc9yyfLvXNFV4aZqKge1aVcEv7m657ZjLQ1GOdBbcPa5f29kYjaZ58+wAggCHO0eQJZENDaWsbyyIbVPIe8sD94Ny8xJWlkSe2d7IU1salox4wRJfQn4Q8oZJz2j8NvE41DnMT451k9NNntxcz28+tuaOd3ByusE/Hr7Kd/Z33tW5lWjybUsRSRT4zPZGyjxOAm5tWpuUSDLL//ndoySzef74izupCnywZdbdMjYSAywCQTcjQxF8gRLcnrkrKK4vIV2azH9/bgubmhdOukUkmWVw8tZWcKlsnp+c6CGWyqEbJr3jiVkfRqUeByHfzNdhW0uIi/1h3E6F5x5opqHMPWvz367hKF958SSj0TQN5W6++sK2xWqf8/FcQn4QFElk2TRPw9rSEo52jtI7nmB/+yBPb2ugKXRnOTSvnurlxUNdALgdyqwCGHBrfHJjbbEdGEC518GWGZauswWN/SUaTk0imb11uXztyghvvNKGrhuYhoXDqfCpz24pLOmYMv/TTTraBzhz/BqxaIpQpY+tDyyjrrEMSRK50jHEof0dfPKZTYQq/VO1khbDAxFef/k0ex5bR2NLCEM3CU8mOHPsGuNjMQLBEjbvaGHZykqkedpCOxQJ1wIrPPaXaLftSFqWVfycsrrJscsjJDM6p7vHae8No0/FZq/PEibiGSbiMy/9L/bfWJIe6Rzllx5s4bGNdfhdavFzN0yLaCrLz8/0s799kEgyywu7W9izpopK//2zZ79fLKy7YBGgyCItlV56xxPohknXcOyOBezyUJR0rhCEf35XMw+vqZrxWFkSKfU47kkD0qFwiug0mxdOl0ZVTYBUKkvvtXGOH77CrkdWFQXMNC1OHOniH/52P6FKP/6gi9PHrnH80BX+7X/8BVasqUbVZA7u76C2sYzyCi+CIGKaFmdPdXP4QCeffGYTAO1ne/nmX7yFx+ukvNLLpQuDHH3vMv/my/to3dwwaxC/pdLL8StjTCayDIdTrKxekB10itz8MHEoEg+vKdjk7F5dSTKTJ5zI8bMzveSnZmXdY3Gujsze9Pg66ZzOD967wvErYzy7o4nNzWXFncafne6jeyyOZcGzO5r4lYeWL5bdxjvGFrA7xKnKPLm5nqOXR0lldf765xeQJZGHVlfOq5o/ndOLO6AORaKuzH3flnLneicYnEzxyY11eJw3Cq4rq/08/flCMP708at0Xhi45X2RySQvfuc9Nm1r5vlf243b42BsJMY3/vxNXvz7g/yXrz5LdV2QNevrOPxOB1sfaMHrcxGPpjn8ziXWb24gVOknk87x4ncOUtdYxq//1l6CZW5ikTTf/+a7/OBbB2hcFpp1VzOZ0efVh3Oh43WqeJ0qVYES1ty0SzkaTTMSnbv/40gkxd+8foFYOs+53kk6BiI0hTwYpkXXSKx4XHOFh6e21C9Z8QJbwO6KdfVBfvPR1XzzrQ5i6Tz/8O5lmkMe/G4Nr3NmJwbLsmjvC3P8SmFHa3VtgJ0fYiB6Jk52jTG6vXHeu1+93WOEJ5Ns2dmC21PoPVle4WXD1kZeevEYY6NRqmuDPLh3NX/1J6/R3TXK+s2NdF0apufaGM/+8k4EAUaGo4wMRdj7eCvBskKVg9fvZOsDLRw/dJmB3olZBawp5EGRRATBRF2CX8qQz0nIN/cyb11dgKBb48DF4eJO+ng8gz61o63KInVlbn77ydZ5jbeYsQXsLhAEgV9orSWvm3zr7UsMhZP89x+eoLa0hN95qpWyaVrBpXM6Z65N8KODV7CACp+TX92z/COxMQkns/zsdB9ffnztvI7PpPOIooCq3WgwIggCDqeKaVpkM4V6yqZlIQJBN6eOXGV1ax0njlyhvMJHQ1PBxjqX1QtusQ7llnE0TUFAID1Hbt6q2gCaItEY8LBhkbon3AsEQWBzczkra/x8bmdz0TttIp7m1VO91Jd7eHR9LeXe2xsdLzVsAbtLFFnkyS31rKj287XX27nYH2EokuK/ff84QY/Gp7c2FhNFh8Ip/unIVbqGY0iiwG/sW8WO5SHqy+9v49jrCFPnP19KyzxYFoQnEsVmw4ZhMjEaQ1FlvFNPeX/QzcZtTZw+dpUrHUN0nB9g58Mr8E3tfPn8LhRFYmI8jmGYSFIhTjY5kQABAqXzS/LUFGnaPLaPGyWaQol2YxZdW1rChsaFszN7P7Dvgg+AJIqsqvHz+MY6xmMZJhJZusfidI/FOds9UXz6WZaFPuUYu66+jM/ubL7vGfxQSGCt8DkxTIsnNtXN+321DaWsWV/LG6+0Ear0Ear0cfXyCIffvcSGLY1F4RFFgR0PruDdN9s58NYFMpk823ctL16H0nIPG7Y2ceCtizQ0hWhsKWdoIMybP21j7YZ6qmpvz12bDt0wyenGvJvZ2ixdbAG7B+xrrWVVTYBXTvZwsGOYyUR2SrBuDThX+p184eHlH4l4QWHTQJFF0qkc/RNJauc543G6VJ77wi7+4ev7+bP/+VMkUcAwLRpbQjz9+W1INyVGVtUGWLm2hrdeO8uDe1dTcdNOoSSJPPPCdr73t+/wjT9/ozCTMy1ClT4+9ysP4JgjJudSJWqCJVwZjtHWPcG2ZaG7uxA2SwZbwO4BiizSGPLwH59YxxOb6pmIZ3j5RA/jUzk9VQEXT26pp8zjoOEjWjZCoQSqfyKJJAqc7Zlg54r5bSAIgkBjS4jf/q9PM9g/STqVw+N1UlUbwPW+3KcSt8YXfmMPn/jkOmobynC6bt3UqKoJ8OXfe4LB/kkSsQyuEpWq2iCeaeKG76fM62T3qkou9Ifpn0iyqclcUlnlNneOLWD3mJZKL80VHjY0lha3/EVBWFBb2ZoiUT+VyW9NNewQRAHTNEnEMpimhTpNjMnjc7LSVzPr2IIgUFHtv2Xm9X5cJRrLVs6c+zYbilzoM/Cjg1cIlGg8su7+tCCzWZjYAvYhICwwwQLI5A36JwqdcDRZKs4Ex0djXL44hKrJJOIZXn/5NDV1QSoqF2aS6LIKL4ESlYlElva+SVvAPubYAvYxIZLM8vb5QQBkScBfUljaJeIZ3n3rAiODYURJpHl5JU8/txW39867O90PvC61mAMWT+fJ5o0F97CwuX/YAvYxoa17gmSmUAO5vqEUt6MgYA1N5fzOf30Kw7AQBJBlCUVduK60IZ+TQInGUDjFoc4RnhtPTFuzavPxwI6Afkw42zNBMluwBlrfEMTjnGo4K4k4nColbg1XiXZLsupCRJFFnt7aABTSKZZCaZHN3WMLmM2iQhQEqoMuXJqMaVr8/EzfR31KNh8htoDZ3Hcsy8KysliWzhx+dNPidxU6TVnA8a4xesbm5+Bgs/SwBczmvmOZkyRjf4ieP3VX7/e5VFrrS5ElgZFImq7h2NxvslmS2AL2MaBvPEFb9wQANcESNjZ9tPVyut6BKFUiy+vuKt7m1GSe3dFUtATa3z44ryYtNksPexfyY0AsnSt67+uGSXaGnomWZWIafeRzRwERRd2CKDUCFobehZ4/hWkmABNF3QqYgIKirp9ybe3AslLIygZMY5B87hiWlUGSG1DUHYCCaY5g6r0IyBhGD5KwEhAwjX7yueNYVgTLMpDllSjaTgRhensiQaBYktU7liD7ARvZ2ixO7BnYxwznLM1YTaObVPz/wzTDmMYIyfifFQTHHCGd/BogY5lhctm3EcUyTGOcTOqHWFYOMMikfoRpDAM6qcRfYJpjCIKKofcCYFkxUvH/hWGOgCCSSvwlht4JVppU8m+wrBggkMu8iiB6gZnzu8q9Dh5dXwsUGrCMROY2ArRZetgCtsRJZPK8eqq3+P+nttbjdU5fNJ3LHsDCQNX2ojr2YJlh9PxFTGMEy8qiOvahOvYhiqUIYgBF24FlpdHzFzGMHkxjDEXdTuG20rCsFJLcjOZ8BlDQ8+cxjUE0xydRtIcRUMjnDmNaESxjHFX7BKr2KKJUVfgdwswCpsoS+1prqPK7mExk+ZOX2rjQP3tXIJulhy1gS5yjnSPFDPy60hK2toRmjDtZZhxD7yKd/Bbp5PcRRA+i6EGS6hAEN6nEX5PN/BRZ2YAguBAED4q6iXz2EPnsESS5CUEsBRRc7t9CFMvJpF4knfw7sNJYVhrDGCCd/HvSiW9gYSKKIUQhgCjXk0r+HZn0D5Hk5Yji3IaF1cESdq6sQKDgufbnr56jezSOYdq5YR8X7BjYEiermximhSKJPLymeta2WpKyEkm/jLPkCwhCCZaVQpTqEAQJQXAhyyuQlVYkqRZBELEsC0XbTTL2PwAJl/s3pl7PAjqa41Mo6haSsT/CdI4iSXVIcgsO1+cRxbLC+GI5guBAEEoQxVJU7SFEqQ6Eud0pJFHgi3tWkM0bvN7Wx9WROP/Xj46ztaWcL+1bdYvZn83SxBawJUw4meVgxzAAwan2bLOhqruxzEnSye8AIEohnK4vYlkiphUlnz2Enr+IKJWiOZ9FFCuQpAZEsRzLiiHJKwCwrCSZ1A8wzXFARNEeRpSqABmH8xkyqRcBC1H0o7meR8CNZUYxzMuYxiii6EN1PI4kL59zl9KlyfzSg8u40BemeyzOcCTNKyd72bYsxI7lM882bZYGtoAtUSzLoq17go6BQlxoebUPpzrHxy040ZzPomp7sTCmZkZusukfI4llKNojgEk2/Qr57KGp2JaFIDiRlTUIQsHhQhD8ON2/OTUTExFFD1DoXag6HkVRt2OhIwgqguAhnzsO5HE4n0cQNHLZt8lmXsXl/g/A3LOoUo/Gl/at5LVTfRzpHMEC/n5/J6mszo7lIUrm2bzEZvFhC9gSxLIsDl0a4S9fO08io7NzRYj/9KlWvK6ZOybB9T6GKoJ0o2muZZlYVh7TjGAaw1hWAstKIEoh9Px58tn3sKwkqrYPQRCnxhERhOntoQVBQZDKbhrfAgxMM4ppjgAmhjmGqu5ktl3Im5FEkR3LK2itL6V3PM6lwSjf+tcO/vTlNj67o4l/u2/1vMaxWXzYArYESWTyfPedTmLpPC5N5ot7VuCbQ7xmQhBEHM7PkJebMY0hRDGAy/1lJKm6lloAAANpSURBVHkZhn4ZSW5Ac30GUay8y/EFFHUnglBSSLcQBJyuLyIrq4uCOF9cmsyqmgAN5R5eP9PHleEY47GZO13bLH5sAVtiJLN5vn/gCn0TCZyqxC/uXkZ92QezsRZEF6q287bXZWUNsrLmA40NhVmZom5GUTd/4LHSOZ0fHeyiZyzxgceyWfjYArbE+N67V3jpeDe6abG6xscnN9beUQu1hYhpWozHM/hcKr3jCXTD5M2zA3SNRG87Nq+b9IwlkESB9Q1lfHpb4/0/YZv7hi1gS4yxWLrYwm3P2upiveD9wjBNIslc0afLoUgYpkUklePNtn7iU6aKdzSmYdE1HKWmtISjl0fJ6eac71nfUMb//cvbsfcglza2gC0xmiu8HOkcIaeb/PxMH7tXVRB0z20PferqOOFk9pbXyr0OTMtiIp6d4V23k0jn+dmZPlJT5oktlV5i6RzD4RSTiewHSjK9Ojq3bY5DkdjUXMYLu1oQwE6jWOIIc/gx2SnNi4zRaJqvvniCK8MxVFmkKeRFkQQ8TpWntjbgcSgksnlePtFD/CYHh2uj8aJj63U8TgXLKmwKfJQIAuxaWYnbIXNtSsR+obWW5krvbceqkkhThcdueru0mPEpZAvYEsOyLK6OxGnvm+SNtn46h27EiURBQBDAsvjQrJhFQcDrUhAFgRJNprnCy7neSVyazL7WGtx3kZMlSyIPrKzA61SLBoiiKCDas6uPCzN+0PYScokhCAItlV5aKr2ksjrdY/FizKjc62BljZ/OwQjD73NvWN8QnNGl4k7wOBQe31RHiaYgSQIuVSaWziOLAmVexz1oRGuLls0N7BnYEiabN7gyHCU/JWBBt0Z9uYe+8QQT8Vvzo1oqfcVGHzY2Cwx7CWljY7NomVHAFneCkI2NzccaW8BsbGwWLbaA2djYLFpsAbOxsVm02AJmY2OzaLEFzMbGZtFiC5iNjc2ixRYwGxubRYstYDY2NosWW8BsbGwWLbaA2djYLFpsAbOxsVm02AJmY2OzaLEFzMbGZtFiC5iNjc2ixRYwGxubRYstYDY2NosWW8BsbGwWLbaA2djYLFpsAbOxsVm0zNVWze5hZWNjs2CxZ2A2NjaLFlvAbGxsFi22gNnY2CxabAGzsbFZtNgCZmNjs2ixBczGxmbR8v8D0SCEUu60b54AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "6TxDSBp3BruV" }, "source": [ "## Tronok harca felírat feldolgozási minta" ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "JgHn5oZIBruW", "outputId": "15db4452-bb4a-4ae5-fd82-7dd76fa33b4d", "colab": {} }, "source": [ "## Szovegelemzési minta filmsorozat szöveg listájában\n", "## Tronok harca subtitle : th8e6.txt\n", "from os import path\n", "from PIL import Image\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "from wordcloud import WordCloud, STOPWORDS\n", "\n", "# get data directory (using getcwd() is needed to support running example in generated IPython notebook)\n", "d = path.dirname(__file__) if \"__file__\" in locals() else os.getcwd()\n", "\n", "# szöveges állományból beolvasás.\n", "text = open(path.join(d, 'th8e6.txt')).read()\n", "\n", "# Kép kontor masz beolvasása\n", "mask = np.array(Image.open(path.join(d, \"tronok_harca.png\")))\n", "\n", "stopwords = set(STOPWORDS)\n", "\n", "## Szófelhő készítés paramétere beállítása (fehér háttér, kék kontur. 2-mas vonla vastagság)\n", "wc = WordCloud(background_color=\"white\", max_words=500, mask=mask,\n", " stopwords=stopwords, contour_width=3, contour_color='black')\n", "\n", "# Szó felhő generálás\n", "wc.generate(text)\n", "\n", "# Eredmény képfile-be mantése\n", "wc.to_file(path.join(d, \"KL_tonok_harca_veg_szo_felho.png\"))\n", "\n", "# Szó felhő kirajzolása\n", "plt.figure(figsize=[8,8]) # nagyított\n", "plt.imshow(wc, interpolation='bilinear')\n", "plt.axis(\"off\")\n", "plt.show() ## megjelenítés\n" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "WxX0I-UYBruY", "colab": {} }, "source": [ "## Képből átvett szin és kontoron a szofelhő megjelenítése" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "IcCunMFzBrua", "outputId": "d3ab1762-9313-491f-f22a-fd1bc716a50d", "colab": {} }, "source": [ "from os import path\n", "from PIL import Image\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n", "\n", "# get data directory (using getcwd() is needed to support running example in generated IPython notebook)\n", "d = path.dirname(__file__) if \"__file__\" in locals() else os.getcwd()\n", "text = open(path.join(d, 'kari_szofelho.txt')).read()\n", "\n", "stopwords = set(STOPWORDS)\n", "\n", "# Generate a word cloud image\n", "mask = np.array(Image.open(\"kari_fa_sz.png\"))\n", "\n", "## Szófelhő készítés paramétere beállítása (fehér háttér, kék kontur. 2-mas vonla vastagság)\n", "wc = WordCloud(stopwords=stopwords, background_color=\"white\", max_words=1000, \n", " mask=mask, contour_width=3, contour_color='gold')\n", "\n", "\n", "# Szó felhő generálás\n", "wc.generate(text)\n", "\n", "# Képből szingenerálás\n", "image_colors = ImageColorGenerator(mask)\n", "\n", "plt.figure(figsize=[7,7])\n", "plt.imshow(wc.recolor(color_func=image_colors), interpolation=\"bilinear\")\n", "plt.axis(\"off\")\n", "\n", "# mentés file-be\n", "plt.savefig(\"kari_fa_word_cloud_szines.png\", format=\"png\")\n", "\n", "plt.show() ## megjelenítés" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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ixG9ZYRw3R0fXcuLJ3ThOBp+3lJLoLLyeKIZhHPL4gxhBKP8iuH3Q90tlMAw/eOarZLddeI+tCSok5XSq30fgdWk0I0UbCs2xkdsC3V9T5a/Cr5Kq2bWQfHj/PvndkNsG7qFO+gcjpcPWHb+ksemuYe83DC8L5v0HE+uvPewxOrtXsHn7z+juXU0+H0dKGyFMPFaE8rIFzJ7+ISrLzxlyVW/bKVatu5We3rVMqH8DC+d9GSGG/4rYdpJV675MR9dyxtVcwdkLvjkkMe84Wfa0Psj2hjvpj2/DcVJI6WIID15vKbXVlzJ7+oeIhKcc2ViYJSpfEVqqpMmNiPIi7BZovlYZEc9UkElVNhu9Ecq/oMerao4b2lBojh6nF3q+A/km8M6Egd+rXgmnQ4n7ySyELleJ2HwzhK4Z8aGFEFSUL8KVeWw7heOksO0UmVw3vX0b1NM72UM+XkqXto5nWLH2iyRTewgF66mtvoyAr4psrpuunpXsbX+agfgOFp35dWqrLhlMJns8USpKF7K3/Un2tj/FzKkthEMTh3kOyUBiBx1dy8nlB6iqOB/jgFyB6+bZuesPrN/8HWwnTSw6g/LShXisMMnUHjp7VtDY9BfiiQbOXvBNYpEZI/AsCsq6UkL5V9R7m34eur6odKDSTwOG6nBP/ANKPwYnofxXMzbQhkJzdGQ3Qs93lbdQ/h/Q/XV1dZvbqkpehYDozRB5Kwir0Gh3NF3XBnU1SxlXfTkSCVIicRkY2MYzL/4r2VzvYR+dSu9lw5YfkEztoariPM6c+/8oic5ECAspHeLJRtZt/Bat7U+wYfP3iIanDBoDIQQ11ZeyvfFOUukWOrtXEApOGOYkLmnreJpsrpdwaCKV5Yv33yMl3b1r2bLj59hOmknj38zcmZ8kEKhGYOC6Obp7V7Nq/X/S1bOKTVt/xOIF38TjiYzs7fFOgcxywAZcVSabfrbw5GlIPqJKaY0RHk+jGQFaN0FzdPR8X825Lvs0ZFdBbrOKiYMKvXimQPhNykiA+nkU8hxCCIQwMAwPpuHFNH1YZgDT9HOkj6uUkta2x+jpW4fPW8q8WZ+irOQMTNOPYViYpo9YZCbzZ3+GUHAcvf0baWr5B1K6g8eIRqZRUXY2rpujpe2fOE7qoOfJ5fpobVsGQE3VxQQD4waNievmaGy6m1S6jZLoLObO/ATh0HhMw4thWFhWkKqK85kz46OYpo/W9sfp6lnFEYpKDsAE/zmqa9t3htrkDigvDqMQbnLQdSia44k2FJqjQ6ZUH0T316HvdvBMhvwOQEJup4qRF0lew3VztHU8g5Q2JbE5lJbMP8gbEEIQjc6gvGwRUtq0tT9N3k4M3m+ZQepql2IYPrp7VjGQaBjyeCklPX3rGIhvx+OJUFezdEgeI5Ptoqv7ZUBSU7VkaDPd4BoMqirOJRKahG0n2dvx5MhfpDCUNLunHgIXQPWPIHgFIAp5jMvV1EA3PvJjajRHQBsKzfC4STVIyN6rBg2BCiO5WYjfC5l1amSpZ5I6QUWug8qvQ+VXKdaEunx+gESqCYBoeCqWGRx2P0NYlBaa9hKpPeQOCGcJIaisOI9waAKZbBdtHU8P8TiktGltX0beTlASnUVZyRlDjFE6004m24kQFrHozEOWwHo9scGQV//AVlz30HmXQyIEeCdDzc9UqC/2bki/pHIZTr/KD7lZ1SGfb1aT9DSaY0DnKDQH4/RD579D6mmVf/DNU41dMlOIjxcMR+oJ5UXEblbNdEVu/nLcLPn8ACDw+coPkyAW+P0VANhOilx+6NV30F9LTeXFDMS309r2OFMnvR2ftxSAVLqN9o5nEUJQV/MavN6SIY+17QS2k8YwPHi9hy6vNQzv4GPz+QFsJ10Irx0D3mkQuQFSj0PJe2HgLthztSqR9c5UUiC5HcqYlP8/XTqrOWq0R6E5mHwjJB+F8n9TukMDv1PzEdwMVPwnlHwIqv4b6v8B434HFV8tupFQSJUAhxE0sxU++lLCAR7DvseOq7kCywrTN7CFvoEthV0lXT0rSaSa8PuqqK66iFf2J0kpkVIiCv8Ozf77pXRH1pdyOEJLIfwGsGpVY54RUNVmyUdU/iJ6I8TvUaFBjeYo0YZCczBGBBDKWOAWEqSuKn9NPACxd0DJh1WuIvJmsCqKvGCFYXjxmEp2O5fvP2yCWHkeYJheTCsw5D4hBKUl8yiNzcG2E7TufQwpXVw3R2vbo7hujoqyRUSH6YGwrACm6cOVNradPOQapLTJ28nCY4IY5qvsrjZjELwEMiuU8KJ/MST+pspo7U5IP6NCUkehr6XR7EMbCs3BeMarMsz43yH1vKquMUrV/IjYLWqYzigcNOSxIgSDdYAkkdyF6+aG3U9Kh4H4dgD8vkp83oNPnl5PCeNqrkQIi7bOZ8hku0immunqWY1h+Kgfd/WwoSK/rwq/txzXzRFP7uJQ1Ud5O0Ey3QxAKFh/yHzKUSEdsCaqGR9GVEl8lHwAYu8CZ6Dg9Y2+v5tm9KM/NZpDI5MqP1H1baj9BUTfBZFrwXNwE9powDQDhZ4Gg77+zSRSe4a9os9kO+nqXQUIyksXDisHIoSgpmoJAX8lyWQTPX3r6O5dQybTTiQ0iYqys4ddQ8BfNShf3t75PLmC53IgUkoG4tuJxxsQwqSq4jwOIbFzdJhRKP+8yiV5Jqjelshb1dyP2LtUN73T9eqfRzPm0IZirOOm1cnD6d8fr3f61ZAcI6xKX5P/VCecURJiOhRCCOprryYSnkwq1VKQ+O4ZNBZSSnL5AbY3/paB+Hb8vkom1r/hkDIdkdBkKsvPxXZShW7tZbjSprb6EgL+qmEfY5oBJo1/C15PCd09K2lsuhvbTg9ZQzrTxtYdt5PL91ESnUV15cXH8U3wqya8yL+ofFLiPtWp3f9rwFKSK25KeRhOt/o7azRHQFc9jWWcHuj8spKCMGPqBINU/8+uheg71fbI9cVe6YiJRKYye/qHWbPhqzQ23U063Upd7VUE/FVkc73sbV9GS9vjCGEyfco7KS8965CVSabpp672NTTvfZjWtseR0sbriQ2GpIZDCEF11UVMmfQ2tu28g41bfsBAfBvVFRdieSKkUs3saX2Qzu6X8fsqmT3jIwQDtUeW8Bgp+/osQI1V9S9WIScjoibltb5NNUW6A+rvHzgP/Geqv7WuhtIcAm0oxjLZ9UrEL3o9xP+qTiQYEHuPauYKnAOh14+SiqaRYQiTifVvQEqbzdt/Smv7k7R1PoMhPLjSxnXzBPxVTJ30DmZMefdhBxgJIagsW0w4NIn+QuVTdeWFlMTmHPbEbhp+Zk//EAJBQ9PdNOy+i117/oYQZiFvIomEJjNn5seoq33N8IOLjgdCKEMPEHu7mmXhJmDgj2rWtmeyGlObeECFp7zTT8w6NKc82lCMZazx6oTR+wtwewrVMmcVymJnFHt1x4xp+pky8Xoqys5ib8dT9PSuJZfvx2NFKInNoaZqCaWxORjGkQ2g31/JwnlfIpluASAWmYHHOryOkhCiICHyaepqltLa8ST9A1twnAx+XwVlpQuorVpCODTpxBmJgxYVViKO6WdVWMpuAu9csFtBBNXnQKM5BNpQjGU8EyH8Ouj+pvq/zKtQhFVf3HUdkkJiegRhGiFMopEZRCPTcaWt8i9CFGZGjGAOxOBxDGqqji2HYJo+yssWUVa2EOkq/SUhjEKPhzh+4aaRIDxQ+iEIv155FOkVapaFWVGYGzJ8hZhGA9pQjHFcldgElZ9wegoJzhxwHMo1jyO2k8F1cwhhYJmBIz8ACidigVnECXBCCAQmmMWRNdm/EEP1WUgXgkug5XrIvKiS39W3jeKLA81oQBuKsYybgvQLELpKSUB4p6p4dZEqYVRlkOSVV9uOk6Wt/Sly+QF83tJhZ0RoRogwVB+MWb5/m70XMJWWl9ynOWWpGRgaDdpQaEDlJdx+pevkXzT0JHISSaVbaWl7lIC/enDOdD6foL3zWXbu/iNSOlRVXEAkPKUo6zt9ECpxnSqU0sb/DmYl5Bsg/bLaxTMBSj9aqJrSVfRjHW0oxjLCo0ol439TpZQDd4FVo8orvXNP+gkik+1kw5bvY9spTNOnBv0UpDBMw0tN1RLmzfrE8eliHssIU3Vsp1+AwNnKi2z/SEH80a+MRmqZmr9d91eV7NaMacQRBqbo6SenM1Kqk0HiPrDbIPOSas7yzoKaX0LwouP4VOqj5MhCUhcDQwxNKqcz7Wxv+C39A1vJ5rpx3ByWGSAUHE9F+bnUVF2Cz1eBUUhKn4hksCtdXLegjisE5qt4HikljrRVAl1KXOQhjyelEjR0pTvsPvvWZRgmxvEw4FJC6lFo+wgYQeVB4FHzt1PPgFUNRgzq71MhSc1YYdgPuzYUGoW0ofOLhV4KAaWfgqpv7Z9U9yrJ2Gmea3yMl5ufIZNPU18ymRvOfC8RX2z/EqRESgfXzQ1WKqlpd16ebPgnLzQ9QdbOMKNiLjec+a94raOPoTf1NpDMJ5hWPoutnRsoDZRTF9uf82jo3sqf1/2KTD5F2BfllrM/TmWo5qifRyLZ2rGe+zb9kWvnvJ3NnevoSrRx48L3E/IeXF4rpWR505OsbHmeWxZ9nLBv/z6udHm64WFe3PM0Ny54PxNKjlPozc0qEUFrHCQfgr5fQsWt0PEJQKj76/+u1Gg1Y4VhDYUOPo5lpK3kw9s+oqai2c1KTM6IQuJeNd/gOLGy+XnuXPkjqsN1XDDpCiaVTsN6RR+DEGJwXKjXE8XrjeHxRDBNH/NqzuJ1s67HcR12dG/BfYU0+D5a+ptY2/rSIe9/fvfjPLj5LhK5OH/f+H+saH5uyP1V4XG8ftb1TCqdzqb21WTzww/7SeYSvLBbGa7hSOUSPLDlLqrCNeScLC/sXsaZ484h6Dl0v0JHYi+b29diu0OLCdrizdy/+c9MLJlKTeQ4VicZPgheqIYfRd4MJe+H7GrlXeZ3qfJp3YSnQecoxjZuCnp/DrlN6sqy4j+h9GPKgHR8VjVoOT1KD8oaN6L+heGQUrKtcwMVoRreOv9dQ7yIkVIdqaM6UsdTDQ/Tlx5+poK6Kn+C7lQH82oWDXttdNXMt5Czs0R9Jbz3nE8ReMWJO+yLML/2bPoyvTzd+Mghn6epbycPbLmLudUL8VkHS18kcwkW1J7LeRMvZVvXRm5c8H7m15x9TA12iewAV818CxdNWor31cqRHwqzRhmKve9Wch+eM1Rxw76u/FdGHk5mD4im6GhDMaaRgKMSm4n7oPsbUH+vOlGYMWUkur+tqmGqvq9OHEZQJTdHcKJwXIddvdvpSrbT0LOVdD7Jy83P4DX91EbqmFahxpFKKenP9NLUt5NkLkFpoIKJpVMJeEaWRJVS0pHYS3N/Iy/sXkbAE+K5XY8hhEFZoJxZVWdgGhZSSjyGh9ZUEw09W4n6S5hYElWDhkZ44hvI9NPUt4OnG/9J60ATy5ueJOAJ4bP8zKteSNAbRkpJSaCcyWUzWN+2Eq/pZXzJtCHPIaUknu2nsXc7mXyKcdEJSIZ6QVJKkrk4OSdH2BuhoWcrk0qnE/SEBo/lug5tiVZa+neTd7KEfBHGRSdQHqw6ulyGEOrjIHOqEsp/NsTvVhVRwqeEI1OPqkR37L2qUk5XQ40ZtKEYywhLVTnF7wGZViEn6QKG2t73C1UVhQFt71UnC88UqPpOIfl5eGw3z/LdT7C7byfN/btI5RI83fAIpmGxqO4CplXMQUpJQ89WfrPiNuLZATyml2QuzuyqM3nnoo8S9R16nOg+HOmwquV51rS+SHP/bvyeAE/sfBAhBNPKZzO9Yi6GMGlPtHLHyz+gpX8XQW+YdD7JuOgE3rP4kyMO6ezu3cE/t9/L9q5N9Kd7ebbxUSzTQ8xfyuSy6QS9YTJ2ir+s/w3P71pGyBvBdvN4DA9vX/gBFow7FxB0pzr4+fJv0dS7k5JAOZZh4TV9g69VSknLwG7uXPljOuKt+CwfyVyCiaXTePfZn6AiVI1E8tKeZ/i/NT/Ha3oxhEkql2BaxWw+eN4XRmxoB5FZdSGQ+Dukn1Ml0+0fVMUNwqdkXXKbof2jMP6BopVRa04+2lCMZUQQqn6gdH8AzKrCl19AxdeUiliGZLIAACAASURBVGzqacBRUg9WNfR8DxL3Q+mHj3h4r+njujPfi5Qut7/0Pfb0NfCpi/+LgCeIWRhVmrUz/GnNLykPVfOxC79EyBtlZ/dmfvjcV3lu12NcPfOtRxgpCqYwuXL6G7lo8lK+uexzjIupk78pVIWQZXiw3Tx/2/B7elIdfGbJ16iJ1NGWaOF/l/8P96y/kw+c93ks48hfhznVZzK9cg5/2/B7nt31GB+/6MtEfDEEAsv0IKU6eT+58yHeu/hTnFG7mIyd4e51d/D7VT9jfMlUyoIVPLHzQXb1bOcTF32FKeWzaO5v5IfP/tegp5Z3c/x1/W9xXZvPX/bflPjLaRnYzQ+e+Qr/3HYvb1vwfmw3z7KdD1AfncQHz/88HsNLf6YX280NGw47IkYQKv4LgpdDdoO6gCj9sJplYbcChrpYaL0ZspsgeBzl0TWjGu07jmWEUInM4CXq5putwglCgKdeqcrW/BhqfgaVX4Xwm5RwoPCqPIabgVzDQTOn9x9e4DW9+Cw/pmEihIHX8uGz/Fimin23xpvY2rmeylANu3p2sLFtFYlsHL8VYN3eFTiuPYKXIfCYXrymD0MYmMLEZ/rxWX48phchBL3pbla1vsCSKVczuWwGQW+YyaUzuGTKNaxpfZGeVOeI3jLTsPCZfizDgyEEXlO9Hq+lnjvv5Hip6SkmlExl8fiLCfuiVISqWDr9WrpSHezo2kTeybGmdTnza89mVtWZhLxhppXPZmHd+YN1ht3JTtbufYmq8Dia+3axoW0lPalOQt4I69tWkbUzmIbJuOh4Gnu38fKeZ4hn+6kM11Afm3zsJbSeeojdBBVfLiS6p6m/eWY1tH9S9VkYISVTrhkzaI9CM3KERxmJ5MMqVu1fpPIa5V9QJ5R97JPiGMHJqi/dQzKX4Pldj7Oq5YXB7V7TR0WomuMy+Q1VhZTJp6gI7h84JISgPFRF1s6QzMWB2lf9PLZr053qoj42cUhVV8Qfw2N66U13kbUzxLMDzK5agGkoz8oQJuXBysH949l+EtkBVrW8wLaujYPbpZRMKJmgFMSFxZvm3oTP8vP3jf/H3zb+nkV1F3LVzDdTGxn/6vpMjCCUfU6FJPt+qkKNmRWqhNaNH/txNack2lBoRo6bUnHs6I3gX6C6uSu+DGYppJ4Dq1bN2nYH1HyL6NvAOLyAn8/yE/AEuXnRR5hfs2jIfaawRhQOGp6hVToe04tpWGTs9P49pCSTT2EIA88xVBMN12RkCIOAJ0g6n0IiB8NmeSeH49r4rACWYeExvWT3Tb4Tqu8i52QHj6M8sQBvnnczF09e+ornMPFbAYQQlATKuP6M93DFtNezvm0V92/+M4292/nMkq8S85ce9Wsagm+OmsNtlKrEtvCqC4Lkqzus5tRDh540R0ke+n6lZljIjCqd7fgsdHwGer9fGLHZCd6ZIxp4NC46gbJgJWtbX0JKCHhC+K3gYOf10VwVqxO+h0R2ANu1Cw186lYWrGBy2QxWtbxAKp9ESkkqn2RN64uMi06kLFB55Cc4AK/lI2tnlEE44Hm8lo95NQvZ1budvQNqZrft2mxoW4UQgkml0/BZASaVTmdL53r6Mz2D1U1bO9YPHr8iVE1dbCJrW1/Edm0CnhABK4gpLERBNNGVLslcAglUhmq5bOprecPst9HUu5P+TO9RvZ5DIkxl/H0LoPoHBeNfcnyOrTllMG+99dbD3X/YOzVjDDcJ8T+DCEDyEZAJSD0B/XeqclrfWSrpmdukwlLW/qqYFc3P0Z/p5ZIpVw+5evdbAYKeIA9t/QvbOjfQ3L+LlS3P8c+t91IWrKQmUk8qn2RD2yp2dG9iZfNz9GV6CHsjdKc6CXpDg9U9hjBoT+zlmcZ/Es8NDJbm1pdMxGv6KAtW8Nj2+9jevYm2eAuP7biPzR1refuCDzCxdBqudNnetZGtnRvY0LaCHd2bKAmU05fpQQihktYHJJufaniI9kQrHYlWdvZsoTZSj98ToDJUw4b2VbzQ9CQ9qU5e2vMMj++4j8umvo4LJl6OaVhEfFGe2PkA27s205Xcy1MNj7A33gQCLp/6OiK+GDF/KY/vuJ/1bStpHWhidetyHtl2L5ZhMbF0GslcnNtf+i7r2l5mT38D6/a+zJMND1IXm8hlU197TJ3rh8QzBXxzlT5U/B6I3Qye8cfv+JrRwn8Ot1EbCs3IMUKqMSu/Q50knC6QSTVTO/2s8iTCV0HkOlU9dYA30JPqIuyLMK/6rCHhJCEE9SWTmVU5n4FsHy39u7FdmznVCzij5mwCniC96W4e2fZXdnZvxWt6CfuitMdbaBlooi46gfJQ1eCxJpZOJeSN0NS3k750D1XhWiaVTcc0TCrDtcysnE93qoM9fY2Uh6q47oz3ML/mLAzDJO/keLLhIda3rSSZT1IRqqY3082evkYCniATS6YWBg8JygKV1MUm0hZvpj3eQsATZGblPHyWn6AnxPzas7Fdm8aebUgk18y6jsunvg6f5VePD1YxvWIOXck2OhJ7mVu9gIsnvwZDGMyvXYTX8lETqWdezVmk8gma+xvJ2GlmVMxlYd35hH0RtRYEewf20NK/m2QuzqK6C3jzvJuJ+cuOrxaWEOqW2w7xe9XAK60BdToyrKHQWk+aY8fphvxuldhuvUkZkth7IPIW3Yx1OiJz0PtT6PkfqPkVhK8u9oo0x59hry50Mltz7PTcBn0/B89k1ZxV8RNVZquNxOmJzKsufRFUOSjNmEEbCs2xY+9V4SanszA1rfK4qc1qRhHShex6lZfKrgNsNWebycVemeYkob/VmpEjJWSWQ+JhQCrFWUDVd+ZVFdRpSkdPD39b9iTpzNDXWF1ezpsuvxS/7zQdGyodFXIa+IO6BS4Eu0PpgGnGDNpQaEaO0666c40oWFVK0sO8QnkT4TeA78xir/CE0TsQ5y+PPk5Hdw9528a2bSQwf/o0rr7ogtPTULhJlZOQOfU3FwGlAWWWgXd2sVenOYloQ6EZOW5aNdNF3668h9wOCF4K2BC9rtirO6FMqK3he5/9FH2JBPFEkr88+jjPrFp9TMfK5vKs3rKF8liMaRNeZQf18UZKwAZMSDwEvbep0ljhV5pPVrXKT+jS2DGFNhSao8RQHbqZl9XVZeg1EHptsRd1wgn4fMybrmRKHNdl9Zatx2woWjs6+NKPfsrVF13AJ256O5ZpHs+lHhtuEjJrVHd96jHwnwddtyp9r6pvAp6ChMsoWKvmpKMNheYocSC7RhmK6p9B6IoRdWBrFFJKNjU00tbdg+MML6ZYFGQO8jvBN0upx+Y2K02n2M1qPolmTKMNhebokDnIblFXnp66k2YkpJS4riRv5zEMA49lIYRQEhmOg+M4mKaJZZqjK5TzCmzHYdXmLWRzuWIvZT/pF1UOIt8MmXWqxNnpAcMPaA9Cow2F5lC4cVX+mlkBTr+anZzbqqpgIteq5LXnxHbmdvX28eSKlUysrWHmpInc89gynlu9lorSEq5beiULZ8+kub2DPzz4MNt272ZCTQ3XX7WU2VMmDxqLXD7PEy+toKe/n5mTJ3HW7FnDPldzewfPr1mLYRhcds7ZlMeOflzrocjkcnT29LC3s4sde5p5bvUaADY3NPKnhx7BMPb3nZiGwTnz5jK5vu64Pf+RKXg2vrnQf7sy/p7JgFfNzjbLhu5ulhy8TXNaow2F5mCcPiX0l3oKcFVVk90KRlh14wp/YS7FiW2sa25v579/9WvOmj2LedOm8tt/PEAmmyOXz7Nh+w6+/MH3cce99/HC2nU4rstzq9awuaGR73/uM4yrUiJ/6UyWX97zV9Zv28Etb3rjIQ3F1l27+Nr/3o7X8jBz0sTjaiieXbWab/zyDvoTSVKZDI7jAPDcmrU8t2btkH19Hg9f/diHT66hCJyvkthWFfTfoWalWzVKv6vj0+qnm1LepAiAfyHU3q5DUmMIbSg0B5PfpRLV/jMhu1mdSAIXgW9+YQSq4HjNiRgJa7ZsJZ5M8fn33ILjOPzsz39hx55mvnXHnQDc+uEPkMlm+emf7mbjzgZeXL+BN11+6agJQdVXV3PdVUoqPJvLcc+jy2jv7ubsuXO4aOEChLF/naZhMntKERrZnE7o+pKaaJh5Gax6pRJrVkDph5S+U+YlpeuVWqaMhmbMoA2FZhikaqBz+iBwjiqL9M4qWsVLIpXmtRdfyFuuvBzXddm5p5k777ufHU17+OpHP8TrL11CPp9n9Zat/G3Zk2zf3YQrJeYoMRSzJk9i1uRJAAwkEjyzcjXt3d0smDmD91/3ltFR9WTGIHiZ8hRzmyD5qJo7km+Ejn9Tc0gw1VwKU8uMjzW0KI9meGRODSTyzlX5iSKWRQb9fuZOm4pZSGLPmDQBj2VRXhJj3vRpGEJgWRYTamsA6OnvHwzvaEaI0wcDdymPMfpOiN2i8lG+uSpnIXMq9GjvKfRaaMYS2lBohscIqoSlTBT9xOD1eCiN7o+HhwJBDMMgGg4TDYUAJTEe8PkByOVtXH0yOzrMcjUXPfJWyG2D7EblZTjdyrtEgkwVe5WaIqFDT2MdN6li0k73/m25XepnYIlKaha5T8Lr8eCx9n9UDUMNGPV6LDwetV0ARiHUJJFaIP9oEZbyHgBKPwolt6g8hdMJvT9XKsH+hUoYUDPm0IZiLOOmoONzkHxIGYR92zAgcLEqgTWjRV0iFAzDMBVWhjAGjYPmOGJVABWF32shuAR6vgP5PeCZpkqn87uVF6IZE2hDMZbJblRXiJXfVlIcUAgvGKr00QgUdXknE9fVXsghscapC4mqb6lZFO0fUz02mjGDNhRjGZlWIQf//AM8h+J7EMefI3sdiVRK5zUOhRFTt3wTpJ9XFxOeScVeleYkopPZYxmroACa3QBOb9GT1icCwzAwTQOJ6mEYbvSvKyW7W/di2/ZJWZM4MJdyKmBVQfX3IPo2KHk/YKmZFJoxgzYUYxm7qfCLBwb+iJKXPr3weT1EQ2EAmtraSKbTB+3T2z/Ai+s3nBSPQggDv9cLwEAiiXRPAWPhJsGsUg140gakmo+uGTNoQzEWkC5kN0Fy2dBbrgGEDwKLVd38aagC67EsFsyagQDWbNnGI8+9QDKVxrZtcvk87d093P7Xe9mwY+chjyGlJG/bZHN5Mtks6UyGfMH7cF2XdCZLOpMlm8uRz9u47qFVYX1eDxPH1QKwctNmtuzaRS6fx3Yc8nmbTDY7+npAnA7IrAanC7q/qUqnvSdW50szutA5irFAdiPsvRncPmUYMNTN7VdVLcKrvvynIUIIXnP+edz3xNM0trTw33f8hseWv8T4mmqS6TSbGxppbGnlooULeHnjxmET2u3d3fz+/gfp6usnmUqTSKfY0bQHgF2trXz2uz8gGgoRCvgJBQJced65XLxo4bDr8VgWV553Do++sJzGllY+973bWDx3DqFAgFQmQzKd4abXX8OCWTNP5NsyctyEGmAUvAjyDWpglZtVQ6xGQUO55uSgDcVYIL8NMGHc3aqkUZjq/9kNKv5slBZ7hcNiWRZlsRiRYBDzAD0kn8dDeUmMWDg8RM/J7/NRXqL2P7Bqdur4er78wffxsz/fzaaGBp58eQWu6+LxWJSXlHDLtW/gDZdezFd+8gvae3oOktToiyd4bPlL9CcSQ7aXlyjhwIbm5iHbx9fUHNJQCCG4YMGZfPwdN3LnfffT3N5BQ3MLSIllWZRGI7zp8kuP4d06QeQKxqH/9yqRHXkz9P4EctvBU1/s1WlOEmK45N4BnAIBVM0Rid8DXV+H8Q8pkTfcUyLMlM3laO/uwTAENeXlWIWmu2Q6TVdvH16Ph+ryMgzDQErJQDJJb/8AoUCA8tKSIT0WUkr64nE2NzTS3N5BNpejNBpl1uRJTBpXi2EYtBfmYVeXl+Er5BEOXMfhQkoHUhKJUBI9vLKq47g0t7ezpXEXXX19SCmJhELUV1cxa/IkQoFRUJos89D3S+j9EZiVSgNKBAATxj+shhxpTjeGLRHUhuJ0x+mHgT9A74+VocisVFeJZR8/JYyFpkhIGxIPQma58jjD10DbR8B/hspvVX1XSc5rTjeGNRQ6mX0646ag45PQ+UXVLyEsJRUevAQdYNYcltxmSD0JwaWQXQ8UPj+eaYV81ihLuGtOKDpHcSoipdJmsvccfj83AekV4PaAHKfUQL3TTs4aNYNIKZG4SCkxxOge1TqIEYP8duj9oRqLGv+T8jLsFpXI1teYYwptKE5F7GZo/wRk16qKJWmDO6Cu+KRT8B4C6qebBt8CKP2YqoXXnHRyTpKnG36M42ZZMuXjBL2js3hgECmVQZBAdmVB6+lHgFMYalQH3hnFXqXmJKINxanIwO8h/YzqfQhfC067SjpatUqLJ7NCDRwKvRZ8s9U2SxuJYiClZFfPi2xpf5glUz+O33P8RqyeMOxmNawot03NzrZb1bTDfQQuVsZCM2bQhuJUxE2qaWTlX1DxYzcBld+ErlvBWwX+syD8RvDOLIwu1RQL283S2PMc5058N3OqX4txgueMHxdyW9RkO88EqLvnYJVYYelCiDGGNhSnKsKjwkuZNUrcz+lSX+iyz6pk43GSWJBSYrtZHJnHY/jI2km8VghTWGRt1Vfgs8JDZMBd6ZCzkzgyj2X48Jqhg+LyUrrknBS2mx2iv2QaHvxWFEfmyTspfFYEx82Tc1IYwsBrhgfj/LabI2vH8VsRTMN7wLElOSeJI238VhQpHTL2wEH7Ze0kjpsj4IkNrl9KSd5Jk3fTr1iXhc+KkrMTSCR+KzrkNbnSIZPvxzL9eIwAQgikdHHcPIvH34zXCg0e/5XvxYHvl8DAYwawDF/xchm+hVD5ddWF7fbpfgmNNhSnJEYJpF+Evl8AlvrdM0mVMTodYM09rk/X0P0M2zofpzQwkW1djzOl7CLqSxby4u5f40qHy6Z9mvqShYAkmetlTcvdNHQ/S8YeIOytYF7tG5hddQ2W6QPAdnNs6XiEDXvvI2PHydpxbDeLz4owuewCLp36SVr6VvPC7ttZWHcDWzoeoTO5A0OYTCo9j3Mm3ELIW05PspEHt3yF8ya+h5mVSwdPrI7Ms2zHd3DcPK+Z+R90Jrbx8Jb/4qqZXyqsU7Gy+f/Y3fsSb5r3HQKeElxps73zSdbu/SupXA85O0neTeM1Q9SXLOSyaZ9hRfP/0dK/ltfP+Toh7/4r7Y7ENh7ecivnT3wfMyqvIJ3vZ1XzH9nd+zLJXBeGMCkLTmLx+Jupiy0oGBJJxu5nVfOfaeh+how9gGl4KfHXc86Edw1Z60nFqlDVTj3fV+XVmjHPKeAHj3FkTg2JyTXuv7n9Ko5s71VXfP5zwDsbSt6rYsrHmaydZFvnMmw3w5Tyi1jd8mdW7Pk9s6uvwZF51rT+BSld8k6WZxt/yub2h5hZtZSLp3yEivB0ntx5G1s6HkFK1bDW3Leap3beRl1sAUtn/DvnTHgXOTtJXfQMFo+/CUNY5Jw0e/pW8VTDD4n6x3HR5A8xtfxi1rT+hTWtdyNxifrH4beibGy7H0fmB9fbn26moftZKsPT8Rh+8k6G3nQTeTcz5HWlcr30Z1pxC+vqSGxn2Y7vUBqYwJXTv8AFk96HKx0qQlM4f+K/4jWDVEdm09q/jraBTfv/RNKlofsZkrluKkJTAHDcPAPZNiaUns3FUz7MWfVvoyfVyBM7v0c636ceh2TD3n+wuuXPTK+8nEumfoKFddcT9JZiFHFG+SDSVZ8xu11V2e37/Dm9xV6Z5iSjPYrRjN0Kfb+GgT8BtspNGGH15TXCgFChJ089RN4AvjknbCke08/cmtfjNYNsbLuf6shsFtT9C8lcF7t6l2O7Wdrim9nW+ThLp3+BmVVLEcJgavkSelO7Wd16N9MqLsVnRWjqewmP4Wdh3fWEfZVUhmewrXMZyXwPQW/ZEM9gStmFLJnyEUzDy7TyS2iPb2FXz3IWj78ZnxVmTvU1PNXwQ7qSO6gOzwagsecFAKaUXTTsZLzhkFLS2r8Ox82zqP5tlAUnUROdQ1PfCrqTjYS85RjCZFx0PiWBerZ1Pc7k8gswhEnGjrOj62nGlywiFqhHCEHIW87SGf+OKbyD3oMpLJbt+B6JbAdBbylSOvSkdxH0lDK3+nWEfVUIAa50ESOYoXHCkWno/LyanS584CgDh3cKVP8EPOOLuz7NSUMbitFMz/ch/neo+ArgQteXIXg55Daq0EDkLaoxyhoH3nkndCleK4yvEOP3GH6i/trBeLrr2rjSoT2+mXS+j4ae52mL77/iTuQ6Sef7SNv9+CwlbSGRSKl6C5AuUroYmBzYGGoZXiaWnotpqMSpaXgJ+6rYO7AeKV2EEEwqO5/lTXewvfMJqsIzyTtpdnQ9ybjoGZQGjyWRf8C6kLjSKRgbta6Ap4SpFUvY3P4w8WwHMX8tnYnt9KQaOWfCOzEPSPJm8gO0xzfTm24iayfpTGzDkXlsmQPAEBZTy5ewo+sp/r7xc8yquoop5RdS4q+DYie9jShEb1Cft+RDShgweoPSfRq4SxVRaEMxZtCGYjTj9CoJ8Mxy8J8N0RtVwjr8WjW6VFgnTW/HwFBJZAAEpvAckGxVJ9eMPYCUDv2ZVtL5/eGJmH8c46LzCwlamFx2ARvbHuDFpt8wuex8OpLb6U41sGTKx4acaAUmfk+UfSdpIcTglfa+oT8RXxXTypewvesJFtRdRzzTRkdiG1fO+AKWcfjKnAMHBwkB9SUL8Vohljf9mpmVV9KXbqap92UWj78Jy1D5FUOYTC2/mLUtf6GlbzXR6mp2dD9F2FtJXfTMQe+hdWAdj2//No6bpzI8jaCnFBdnyHAoIQSTyy7k2rnfZm3rvazY8ztWNP+eudWvY9H4dxD0lBzbH+t4YEYKFygeVRiR/KcSA/QvLuyg1X3GEtpQjHpMNUsi36wMQ+wSlbA+6V/Uw4dChDAIeErwWVEum/ZpqsIHN2QJ1JV5bXQ+s6pew+b2h+lONeC3Ylw+7d+YVnHJkEofIThiCEYIg5lVV7Gx7QGa+1bSldxJ0FPK+NhZg2tWxxCDORJQ4Z2MPXDAiVtQEZrK/JprWdX8J+KZdvyeCBdO/iCzq64esq7K8HSqIjPZ1rWM+pKFNHY/z9SKSwaT2660eanpTnJOijfN+w5lwUkIDDZ3PMSunuVD1m8aFvUlZ1EbnU9/ppVN7Q/yctNvsQwf5018b3G7uEWhQsy/GCq/Ba3vAKtSdWx7phRvXZqTjjYUo518A8TeqVRfhRdCl6J0d0ZBsvMV1EbmYgiDnd1PUxGailUoRXWlg+PmsAw/AMlsF409z3Ph5A8yp/oaDGFiDPFQjo7K0FSqI7PZ1P4QiVwXk8svGFKRtK+ctzfdhJQXAJDIdtB+QEIaVKhoR9eTnFV/I4vqb8QwLExhHZTn8BgBpldczotNd7Cz+xnS+V6mlS9BFP4mrrRJ5DqJ+ccR89dhCJO8k2FP3yocd3/SXUpJ3k3jMQKYhoey4ETOqnsbO7qeojO5/ZjeixOCMCFwgSqZzbwMGCo0pRkzaEMxGpBOoZLkFUJrMq0G2ps1EHljUZZ2NFRHZrGw7gZWNf+RrsROqiOzsN0snYltTChZzML6GxCYgz0Gy3ffwZaORxAY+D1RJpddwMyqpXjNoxui5DGDzK6+mse3fxshTC6b+mkMY/9HuyQwnproXF7c/WuydgKvGRxMwB9oBIQQIASrW+5id++LGMLEawaZWHYus6uvwV/IrwghmFh2Li81/YaVzX+kNDCBqsisQUNnGl7qYwtZ13ovL+/5LTF/HXv6VrB3YONgiTCoZrwnd/wAV+apDM/AFB5aB9YxkGllUf2No0sTyoxB6Ycgewm0/AuknwNxKZglgKX0xPCCqQ3I6Yg2FMVGSkg+orqq3bSKt0gbcFUNe/DiYZOGdi5BJt5EMDYVw/IddP+RyGd6SfXtQEoXf7gOf+TQTVVBbxnVkZmYhgeBQVVkJiFvGaByBJXhGQhhYhpezpv4HipCU9nW+ThbOx7FNLxUhqZRG52HwMB2smztfByfFWZccDJeK6RmSWRaeWz7t3ClzRm1b8HviVIbnT/YqLaPkkA9tpvBEPs/ukIIJpQuxm9FifprqY4Mzdv4rShLp3+BVS1/ZmfXU3jMANMqLmNu9evY1rkMU1g4rs2OrqcQCCaWLsbviSKlJJnr5qmdt5HJxzl34i2DZasl/jpmVi1lV89y5tdeO8S4CQwWj38nhjBp6H4WIUzGx87iqplfYkXz7wf3NYRFXexMtnU+xoa2f4CUxALjWDrj35lWcdlR/01PCsIHSOj8ghIO9J8JIgTp5epzWn0beCYWe5Wa44yeR1FspITW65QrH7wSzFJIPaFKEUNLIXSFKk98Bf3tK9n5/K3MvvInBCJHX92T6NlCy4Y76G15jurpb2by2Z89xPIkrrQLndl+QJB305jCg2l4cNw8rrSxDP/gFbCUEsfN4UobhEp8G8JCCEFbfBP3rPsYl039TKGEVoCErJPk3vWfIuqv5bWz/wsKHeGW6R/SU2A7WVxcPAc8H0BnYgd3rf0g5054N4vq3z5MJ3jhdbg5hDAwDa9ap8zhMQL0pfdw19oPcfb4mzhz3FuV1IYER9r8Y+MXcGSON837Lh4zMOQ17us+3/f6hj6fCrkhwBJehDCw3Sym4R18Tfu6t11pIwFTWJiGd3R5EwfiZpXOmNuvLmi6vw3ZVWDVK7WAiq9C7B3FXqXm2Bn2g6c9itGAbyEk7ldfMrMMUssg8P/ZO+/4uK4y73/PbdNHM+rNRe6O7dhOHBKT3hNCCCRhIfQQQg9lQwmwu7QXWBZ2eXcXeIEQCHUXSICQQnriNNId995kWVbXaPrMLef944zGliX3Jpv5fj6yJc29d86M5p7nnKf8nsUQfevez5EurpMdkUVzMITiM5n2+q+y7qnPId3iXo8TpYle2E06AAAAIABJREFUZ1cG0e6rZ10b+djwOcrFMnqnYztZbDdfmgw1BBoeDqlCF+liHy1V8xEIhKZjaaM/nru7bqT0kCiDsqrrPgzNz9Sac8ecZMuvY/dMKAF66RawvTxFJ6Mys9AQ6EhcMsV+koUuGsKzRhis4ddojPEadz2fgb7Haxg2NLuO0/b6Xo1LNB+ELlHfS0clVvSsVz1O8suo9Kk4OakYivFAcYMqYkrdpdJeq28ttZzcP5nB9fRt+SueZxNrWky0fiFC05HSIze0hYGOJTiFISJ1pxJrWoxuqkleCIEQ+pgFaemBtWQH1uELt5DY+TxC06mecCGh+Ay1Ki6mSOx8nkz/aqT0CNfOJd5yLrrhp5jtpb/9UcK180h0Pof0HKonXECoejZCCKpDbTRH5/PU5v+iPfESlh4iaw+wI/EafiPMKQ1Xsb8Mq2EGc+282vE7UoUuOhJLOWvyB6gKHJqqaZW/mcnVi/nb1tvpSq7Cb1aRt4foTK5A4jK/+Vq0ihDeSIQBVTer3bDdAZkHj/eIKhwlKhIe4wFvUKUgRq5Vfl6jUQUP90Mx20vHituxC4NkE5tYt+RW0gOrlW99YA1rl9xKum8lnluk/bUfsH3Z/8Pbx+5hmMzAOjY+/zXal/0Qz8mR7FnKuiW3kk91AFBI76B30724dhanmGLT375G76Z7ldBfrpetr/xftr78XZxCgszgOtYuuZXs4HpAEjSruWLWv3B66zuw3RyJfAe6MHndxPdyzZzvUhuaehBuF4Hj5bGMMBfP+HxpMj+0bDBLD3HR9M+wePLNeLgkcuq1zm++ljfP/Q8VYxmv7qDjieZXMvbpPwFmKYZR4WSjsqM4mng5pdUkzFL7SFR70mFdIqEDshS8Fgdd6SrxaJlzI7WTr8Atplj+4HtI9bxGuHo2nWt+Q7CqjennfANN9zPU9SLrn76N2rYrCNfsXzRQeg6TFt5CpG4BhcxOlj/wDjKD6whEJxKMTWfGuf+qjpMOnpsn0fkc9dOuUS/RLdAw/TrqprwRz82z8qGb6N1yP8H4NITQifobOa317Qf1WseiOjiJK2Z9+bCvA5RlN+Y3X8v85muPyDX/brCmgv9McO4DdPWZl0VlQI53hXmFI0LFUBwNipsgfT/k/lbS9W9VMQdQ2SF2qYWpHgc8yL8Kkbcc9NNY/pqSO0ig6T5MXwzHzuB5Dpn+NdRPezOaroK+wdhUhKaTS7YfkKHwhZvxRyYqX7sZRDdDuHZWvbxcH90b7iIzsA7PK5LuX02kZg7DuQ+GFSEQnaTONfyEqmeSTWxCeg5CH3/1HxUOE99CqP+2as3b98+QewqK6yBwtqrqDpwP/tNVRl9+OWQfAzxVGxS5rqRbVmE8UzEUR4Pkb6Hvy+Cbq5oL9X8HUnerx6y5Kpsp/yogwTcf4p/YZUgOAqEZiBHBUlH+V2gGUu4KLErpgeSARfI0zURou0/q6tqeW2Dbq98jn+5k0sJbsIINdKy8Azvbs+vQknaTel6QnlsqRqu4bk5KhABCUPcdZQSyT4BvHiT/RzVB8s2H1vvUgmnw+5D8jZKksTeBNQsCZx7vV1BhP1QMxZHGyygjYM1SgenCStVpLvoOlVYYvASi/wC551QAMPoOpf9/BBGaSVXTmcodNPUaDCtCqmcpIAnGpqK0mVAy0lKWBfpA7NcP77lFMgPrqJl0CZH6hbjFNLnEJgwrUj7GKSZJ9b5GuGY2TjFFqm85dW1v2MOo7R+VguriesrgaZqGoRnHLFbgeR47hnaQzCcBJQXSWNVIPBDf5xiO97iPC0KAb6b6in9U/S76Xkh8HzKPQP6F0s76TEj/Rbmr3K6S27XCeKdiKI40Mqf6R9R+TYn5YULtv6jVU/gK8PJKGhxUpevR+BMIjaaZb2PDc19m7ZOfxvTHySY20zTrHfijk5FS0r/1YVL9q0j2LsNIhGlf+t+Ea+dRPeGCfV5aMwLEW8+je8OfKKR34hSTysjsFkTWDD+9Wx4k2bOMYrYbTbeobbvygHczw3jS494V9/L0pqcBmNUwi/ee9V58h1BgeCj0pHv49sPfZuvAVgCi/ii3XXYb8UB8n+dJJH9Z8Ree2fQMALMbZ/P+xe9HH4eyK0cVa7JyLeWXw9BvwelVSRrVt0L/v6r4RSX4fUJQMRRHHEv5Xge/p4TTav5JyRtknwVfAtL3QOyDEHrjYfUdDlRNZcqZX8QMqN2I0AwmnPohzIDSOPKFW5l53ndI9S7DKaZonXczofgMNM1ASg/dDBGITGDSgo+VrzmcOlvVcDqmP4ZuqJ91I0jbos8QjE1D0wxaT72ZaMMi7Fwf/uhErGA9drYXUaqW1s0QExd8BM/JI6VLpG4hvlDjQb9GKSU7hnawbMcy9c4aFp7n7eesI4PruTyx/gk29G7A8RxMzeSimRcxq2HW/ncGkhHj9pl/p5OhlwOnR6kLDHwH0n8EvR4m/FVVdEsHfEe2G2OFo0PFUBxptIiSBu//JlS9DwpLobAGar+qfLbVn1exC2Ht91L7wgrUUDPx4vLPQtOJNZ81xjEXjTpXCI1467l7vbY/0jpC0kPTrRE7DcMMU73H+YHIbhlbUmIFag8oaD4eUU2MOnlozUM4noNAsHjKYq6dfy2mXqmlOGD0OuVaTQdUXZAsZQECBHeTKNmtOyHolUypcUjFUBxphJK0BqC4HkJXQrBa+WWjb1Nb7ZP+RjixffG2Z3PfyvvoSKhainnN87hp8U3Eg/uOTVTYg+F7IXQl1HxeBbK9rEr2KG7YZTR2J7BYBcKDl6ieGBXGBRVDcaSRtuovLPyQuB0yj6sdROyDfxdGwhdqYvKiW/GFmo/3UA4JKSVLty/l0bWPAnBK0ynccsEttMRaKkbiUNGCUH2byvbLPALpeyF0hSosLW5SopihS5SC8sB3VJJF6z27pEIqHHcqhuJI4yWVZn/tl5X6q7O9ZDiMk95IAJj+OPVTrz7ewzhkim6Rl7a9RNgX5pSmU7jxrBtpq2mrGInDRfOpnhb+MyH2YSVP7vQpFdqqd6s6i8RPIHy1qjWSheM94gq7UTEURxzVAxqzDaJngzugZJe10P5PrbB/jvJ8bekW7z3zvbzzjHfiM3wEzEDFSBxJhA5Gg/reaIL4xyD/Mgz9Urmo8i8BErJPQviq4znSCrtRMRRHBQd6Pg9aQK2Q6r6udhQVDovd26JKKZFS4ngOEolAoGkautAPe2IPWkFcz0UiKbpFdKGja4d/3aOFkkt38Txv13shtHE9ZkDtsANngW+BUitI/V65bLVqVWNUYdxQmb2OCjpE3qx2E8JUHezG8f16oqBrOgJB0S2ysWcjr2x/hS39W0jlU1iGRXNVM/Nb5jOveR5Rf/SgJkkpJQPZAVZ2rmRN1xo6hzrJ2Tks3aI+Us+sxlnMa55HY6QRTTvyLsRkPsnL214mW1QyKUEryBmTziDi33tA15MeA5kBVnSuYE3XGrqSXWTtLD7DR0OkgdmNs5nbPJeGSIPqrzFeEboKYocuhf5vgdsHjO65XuH4UTEURxwLjBa1nTYaVfHd0K9KGU+mckENV6NWdhkHhambJHIJ/rTsTzy27jEGs4Ojjrl/5f3MbZrLu898N3Oa5hzQBJm38yzZuIR7lt/Dlr4tFMdQ2H1g1QM0VTVx9dyrufyUywlZoSO2Wk9kE/zsbz/j4bUPY7s2EV+Ed73uXVjG2CnUUkrydp7H1z/OvSvuZevAVmzXHnXc/SvvpyXWwpvmvYnLZl82ft1owlQLK+morKje28DphPQD6vHsU6o2yb8Q/K+rZEMdB/SvfOUr+3p8nw9WGANhgX+BakSUe0llPBVeg6E7VHaH0Qz2Zhj8gQrYaWFVezF8A5c0klRLVLnr+xMJpQ9y2OP2pMfL7S+ztnstAE1VTazpWsNfV/+VXDFHyAoRD8YJ+UKqgZHr4HgOO5M7Wb1zNdPrplMXrtvr5CilpOAU+N9X/pdfPP8LupJduNLF1E2qAlVU+avwGT4cT103mU+yvHM56UKaU5pO2WuFuJSSl9pfKo+7JdbCRTMuGmW0VAvYJD9//uflmo0qfxXvW/w+rpp71ZjXl1KSs3P89qXf8uuXfk13qhtPepi6SSwQI+qPYhlW+b0Yyg2xfMdyCk6BWY2z9mp8xgVCU9IeelzVHGUeVLpQ9hZwOiDxY/DNBt8px3ukJzNfHeuXlSXtkUYIsE6Bpl/B0J1KukOLQuA8yC6Bvq+DNR2GfgFDP1PHVv8jWDPUbiN9H1S9R3W6yy1RKbXWKeDsVMeMVxeC9EDmAVfpWxXWqGIrzX/EnmLFjhUU3SLxQJzLZ1/OokmLiAVjCAS96V6e2vAUj61/jGwxS/tgO3c+fye3XXYbteGxtbRcz+XB1Q9y19K7ym6mRZMWcfGMi2mNt+I3/BScAu2D7Ty0+iGWdiyl4BR4YNUDxINx3r7o7RgHqV+1O0O5Ie584U4eWq2MRCwQ46bFN3HJrEv2OqE7nsO9K+7lT8v+RN7JY+kWZ04+k4tmXkRLVQs+w0feybNtYBsPrn6Q5TuWk3fy/GX5X4gH41y34Dp0bRxLiQgDom9X94zmh57bVNZg6ApVe+H0qIXIibZ4OsGpGIqjgRBgtUHdHsZZj0L3J9VEWv0ZGPqp0oPa+R4lZeDlwG5XKbZGqxIRjH9C3SiFpWBN45j2mvJygBg92buDJcM1XY1H6OB2q0Kq8NXq9fnmHnHXWqaYoSZUwycv/CRnTj5zxIQ3IT6BOU1zqI/U86sXf0XRLbJy50qe3PAk1y64dvRqHsnG3o38/tXfk7NzmLrJm+e/mXee8c5RbqUptVNY0LqAnz77Ux5a+xBFt8i9K+/ljElnMKN+xn7dOWKPAJWUkkQuwR3P3cEjax/B8Rxqw7XctPgmLppxEYY+9vsmkazrXsfdr92tjIRh8daFb+Vtp72NoBUcMY6ptVNZ0LKAHz3zI55Y/wR5J8+fl/2ZRRMXjf90X2FA5E3gdJf00QqQX6okcTKPQOwDQKVC/lgyTpenJynWbJXVEb5KCQL6FqCi3BLM6epG0CLKRdX9MShuhuTvVTph5B+OTkzD3g6FVcooFDeCvUOt2Jwe6L4Fuj6kfMTF9aWvjarPRuJHqnAq+VtVcVtYDZEbwJwGVe9XwcmjMN7zp5/PGZPOGHNV7DN8XDnnSk5pUq4J27V5ZtMzpAvpUce6nsuj6x6lJ6Xk0Wc3zub6hdcT9oVHTaJCCGKBGNcuvJa6UB0A/el+nt38LJ7cv/aUEGKEsUjmk9z5/J27jESolg+f8+F9GgkA13V5eM3DDGQGADi1+VSunX8tId/oeIlqO1vN9QuvpzpUDUBPqoe/bfkbkkPrs37M0euV9E3NZyB4gVqYyAycKOM/iagYimNJcZ3Su8k8pNxQ9d9VNwAmeAlVhNT0M4jfolxPkbeA21vqFnaU3AVeQk38vZ+DbedBx5XKZTZ0Jwz9XPmId74fOq5TX503ABrUfEn973RA6h7Iv6hauiKP2lgDZoCzJp+1T3dPLBDjnKnnlA3J1v6t7BzaOeq4gcwAL7e/jESiazoXTL+AeHDvqrBCCCbEJjCtfhqgVvfLdiwjU8zsd9x+w1+eyAezg9z+7O08uPpBHM+hIdLAx8//OOdNO2+fRgKUmu3SjqVIJIZmcMH0C6gK7L1lrhCCyTWTaatpK4956fal5O38fsc8LhBCBbqH6y3MScd7RH+3VFxPxxJZVBWo1kzo+TT4F0NhrWpupNeoeEToYiVFHnlRBfZkUQX1ojccnTFZc5UEdPo+FYj3MkrQ0FfqWCcCKoZSllOQyrB0fUS5w7wMaDHVmMnLKLXco2QoqgJV+5XSEEIwq2EWQTNIqpAiXUjTkehgZsPM8jFSStoH2+lN9QIQNIPMrJ+53wwpUzdprtolTdKb6iWRTRD1R/d5XtBSKryJbIKfPPsTHlv3GK7n0hpr5aPnfZQzJp6x35RbKSVb+7fSn+kHIOQLMb1++n5dSJZujRhzT6qHodxQeUwnDEJXRayZRyD3ghIcHM8xu5OMiqE41mgxJXiW+gM47dD43ypIl/4zhN+sZD+SvwajHvq+qlQ2o+88umOq/jRUvRdlGAz1v3TBnKjcS9JRNyWU4iUrIXgOxN6vdkmpP0PsQ2oHdASD13sS9UcJmIH9HhcLxIj4I6QKKSRyzB3FzqGd5B21spZIXm5/mY29G/d77Y7BXYVgOTtHzs7t95ygFSRbzPKbl3/D4+sex/VcJsQm8PHzP87CCQsPuC6jc6iTgqOkLaSUvLj1RdZ2rT2g84bJ2tny6z7hEH4oLIOOq5TRaPmjWkxVOOpUDMWxRuYg8zBgKgNQWAUD34X4x1WBXu4pyL+ifvYyqnLVOPheDgeMEMooGfWjH6v5J2UU3F4VL/GGVEwi/Vdo/m2pp8DlKiah77uZz5EgaAX3654BytIbwwzlhkY8LpHllTlAupDm58///KDH43hOuYvdvtCFzh+W/oH7V96P46kamtMnns6pLacecAaSJ70RY07mk9zxtzsOfszugY15XBI4Q7lknZ3qc5ldUjEUx4iKoTjW5F4AsVTVUPR8Rq2S/KdC9mllOPyvU7sILab6CqMdv1RAYalqWRGEzAMqCyX7hNo5INTuR4seEyMBYGgG2gGE1XRNHzEBjyqgk4zaCRxK5fKBnvNS+0t0DXWVdwMAT254kgWtCzh7ytkHtKMYLrI7lOc/3HPGDfYOtXgCpUhrtu77+ApHjIqhONbILCprQ1Nf1Z9UAe30farR0QjXzXHOd9djUP05QIKzA3berGShxRJlNAJnqjEfo4+RJ70DytjxpDciG2nUql2MnDBrQ7W8deFbCfoOzm9vaAZNVU37PW5z32Z0oTO9bjq2a7N1YKtKj/3bHcSCMeY2zd1/uqpghEFpiDRw3YLrCFj7d8Xtjqmb1IfH2D2eCNibVeo4qEpta+a+j69wxKgYiuPCcK9goXYNwYsgcPZR9e8fMkIHu1Np8OCqHsjCB7VfUVXlx1CGJG/nD8htYrv2iNV72Bce8bhAjAhAW4bFedPPoz5ydCbQsC/MNadew1VzrqIv08d3H/0u7YPtbB/czo+e/hGfv/TzTIhP2Kex0NCI+HZJV/gMH+dPP3+vxYQnFdJTUji5p9VuO/IPYE5QKgcVjgkn8D70BEaLgG+WkiIInKMmY20cZ6EITUlAxz+lAtyRNyl3k3Zwq9nDJZlPjjAAeyNdSJPKp8o/j7WCbojuEspLF9Jj6kYdKWbUz+Adi95BfaSe2Q2zuen1N1EdVLUN67rX8fPnf85Qfmif1xBCjBhzMp/c7zknDW43dH9UxST8iyB2s6pFOoye8xUOjoqhOC54KigX+4j6f7xjNELkGjAnl9pUXnpcBA0TuQTdqW6k3Lv7aTiNdFiF1W/4aYm1jDhGCMHE+MRyDUKmmGFN15oDKp47FAzdwNRNhFBS6Ge1ncV7znwPQSuIRPLc5uf4zUu/IVPYe02GEIK26rbyriJdSLO+e/0+34sTFumo7Lrss5B/FXo+qzID/YtUlh1H5+9UYe9UDMWxQpZSTvVaqLoRWu6G2PuOXiHd0cA/TwWyj1NANFPIsGzHsn1OjgWnwIvbXiwHsBuiDbTGRwc9W6payrUVrufyxIYn6M/0H5OqZUMzuGz2Zbxl/luwdAvHc7h/5f3cs+KeMVVgh5kQ31Xw53gOj61/jMHc4IlTaX2gZJfAjhug4w2w/TIVHwueo6Rj4p+i4jE/9lQMxbFCFlTqa/BSCJ5L5a0/eCSSx9c9zrbBbWMaCyklKzpX8NK2lwAVizh9wunEA6Ozsvymn0tnXlouPFvbtZa7lt5FppDZ7yrd9VwGs4P7nNT3h8/wcd2C67hwxoVoQqPgFLjr1bt4ZtMzeN7YK+agFeTSmZfiN1Qsa1XnKv742h/JFrIHNOaBzMBhjfmYUFgLyV9B9nEVuHb7VY1Ow4+g9c8QPL8iCHgcqMiMHytkQfUEjr4VItefWDuJ48SeMuOa0BjKDbG1fyt14ToivggCgStdMsUMr25/ldufvZ2uVBcAzVXN3Lj4RuoidaOuLYSgPlJPIptgY99GXM9lY+9Gtg9uJ+gLKvVWqVbuBadAqpBi59BOlu1Yxr0r7uW+lfcxv2X+mI2FDlRm3Gf4mNkwk60DW8vFdBt7NzK1bioNkYYx9Zsaog30ZfrY3LcZx3NY372eHUM7CPvCWLpV7vpXcAok80k6hzp5reM17ll+D39d/VcWti4cFdw/bsgCoKu6iN4vKLmYoTtKdUYuUFLQjb4T/HNVunbFSBxtKjLjxxVhKlmMzCMQfRfHPfX1BEMTGudOPZdtA9tYtmMZW/q30FbTVp5QdyZ3srlvc1kAMGgGeevCtzKldsperxkwA7zrde8imU/y9ManKbpFntr4FC9ve5nacC3xYBxd0yk4hXKAPJlP4ngO1cFqXHl4hWtCCGpDtdx89s0MZAbY1LeJzqFOfvLMT/jspZ9lcvXkUcYiZIV4z5nvIZ1P89yW5yi6RZ5Y/wQvbn2R2nAtsUBMjdlWxi1VSJHKp3A8h7pw3cHHYaRUq3q9RsnJyMLI/ikHy3CvEi8Ng/8FsZsAT6koeylVca1FIHylynDyUqrotMJxpWIojhXCUtLb6fupqF8ePH7TzxvmvgFd6Pzk2Z+wsXcjy3YsG/PYeCDO9addz2WzL9ungKAQgupgNR8976M0RBp4dN2j9Gf6ydqqn0X7YPuY5xmaQV247og0ARJC0FbTxgfP+SDfe/x7dCW7WN+znjueu4NPX/RpqoPVI4yFEIL6cD23XHALDdEGnlj/BAPZATLFDJmBDNvYttcx10fqMfWDzBTyEpD4IcQ/CfZGyC9X/VKKW0GrAqNWxd5kUSkLOztKBaNjN3XC2QnZJ1X2nL1Fpb0WN0PjT8HeqsQoha56mYSvOrixVjhqVAxFhXGLEIKWWAsLWhZQF6mjraaN6mA1/3zlP/PY2sd4YesL9KR7yNt5DN2gyl/F7MbZXDb7MuY0zTmgSVEIQU2ohhsX38h508/jmU3PsKJzBX3pPjLFDJ7nYegGATNALBBjcs1k5jXPY17zvLLk+OiLQmuslQUtCwCYWrNvmQlNaCxsXcgHz/4g96+6H9d1KTpFXm1/lYtmXoS+h5tSCEFtuJYPnP0BLph+Ac9sVmPuT/eTLWbxpBpz0AxSFaiirbaN+S3zmds0t5yWe8AU1yn1Vi2iJnXNrwxG/7+rid5sA4oq0FxYA94A1H1HZchhK6NgzQJjgrpe/hWlnix0JeyXX6paBdd+QT3uXwj5l6jsuMcXYj9BsMrS90ghbSXZ4fRA868rMYoDQEqJ67m40kUgyimmUko86ZHKpxjMDlJwCuiaTtQfJR6Ml487lOfzpEe2mCWRS+yadDUDv+kn6o8qvSnN2Of1dx83KEOwv3MAPM/D9nYFm/d3npRFbG8HUloUnAiJXIJcMVcec8AMEPFHDmjMex9UpuRuisHQLyH1O6VJJouqMl/sUf/j9inhvvKLqCrJbpT6xEtH9V0xJyqDIPPqd8JETTdCKRVXf071YalwrBnzQ1LZURwrpK1WXIEzUXngFUOxP4QQGLqBscfHVAiBLnRiwRixYOyIPp8udCL+yJhB6oO5zljj3h+apuHbm8tmD6SUZOwn6Ml8kdrgF4n4rt2v3PkhoYWAkOoypwWhuEbN5y2/U3UNey54ZEFpgA2vMYVPffZ3r33QQkq+3h1EBa1HPKGSjqkU040rKobiWCH8qtfEwH9A4HUQOFfdEEcQz3MYSG/CdpTgXdBXTTTYijjMugfHzbO6/W5sN8fcSf+Az9w1IeWLCRIZla4qhEY83IbPPPRJ9lDwPIfB9GYMPUBVaMKox4cy7axuv5uG2DzaGi867PdjPODJAYbyvyDqu5awdeXRb23qJSH9AIgIyKTaOYy1Kxa+sZWIx8L4O5AfOUk48e+YEwWhKT+vNR3yr0H//1Fb7mFkoZQueOg4bp5V2/7AM6v/lftf+iivbroD7zAzc6SUdCdW8MrG25HSxdBHynYMpjfz4rof8Piyf+L+Fz9K79Cqw3q+Q8F2syxZ+XWWbfnVqMc86bKq/S427nyQgK+GveysTziE8FET/BzVgU+h7en+ORrotVD3DeUycvv3f3yFk4rKjuJYI4tKSz/zsMryCF6kdJQGvq0CgPFPQOav4D8LzJb9XW0EphFi8axPUXCSPPjKP+K4h2d4AFyvwLqO+5jRchXzJt+Aro10CdTH5nHZaf9GR98LPLH8y4dtmA4FKSW2k8P1Rr/ewdRmuhMrOPuUz9MQP/WQYxe2t4108V4Kzko0ESFkXUbQPA9NqOI3T+bJ2k+SsR/D9QaRFBBo6KKO6sAnyNrPYntbqA58Ek2EStf1SBX/RMFdRU3gVgRBXNlFqnAveXcpUtqY+gTC5hX4jdeV4zOO10mqeA8FdxmCIGHrUoLmhWgiULpukaz9FGn7EVxvAEkBEOiihurALVh628G/yUKoz2PtV2HHdVBYrgLPYjchS+EruaoqnGxUdhTHFAH5lyF1l0o7LG5WKYXp+5SRKKxRwe7ss6r96R6oYKuL5zl40h1VjSuEwDLDBKxqdG106ubw+VJ6SOmVryGlxPOc0u/liOOF0Fk45b0smv5hLCM86jl1zcRvxfBZ0TEn4d2vPfoxr/TYyOf0Sr8f6zUOHyN3O2ZvSCkJ+eu4YN6/MKn+XMQYH/cR19rtOXd/XtvbSlf6Y2TsxzD0ViR5ujO3kiz8Flk6Pl28l57M59FFFUFzMa7XR9Z+joD5OnQtjqZFGMr/ioKzpnxtTw6RyN+O56UQBJDk6c18maHCLzFEA6bWSsFZS855vjwWx+ugO/MJ0sUHMLQWQNKduY1E/mdIaZdiF4/QnbkVjSBB8/V4MkHWXkLAOB1dHKa2mO8UiFwLQ7+A9kuh/ULEzWP0AAAgAElEQVRov0R93/URcBOHd/0K45LKjuJYEjxPdYOTOeVmKq5XqYLeEOgNIDOq2132cdWjYjdct8iO/pfY1PUImXwP4UAj05quoKl64ahV/t6QeLy68adEg60kMttIZrczd9LbyRb6WN9xH3WxOcybfAOWEUJKSbbQy8adD7Nz4BU86dIQO5UZzW8gHGg64JV5ttDL39b+X9oaLmRK4yXl86SUrN7+R7oHl7N41qcI+KrxpEv34HI27nyIoUw7AauatoYLmFh/DobuL5+XzHawtuMe+pJrCfnqmNxw/qi4gyddehOr2LjzYQbTW/BbVUyuP59J9edh6P7y6jyT72FD51/pGnwNx80T9NfSXL2IqU2Xlt+HofyvAIfG0E8wtGYkRfqz32Qw/2NC5hUYWi3p4oP49FOoDnwWgYWhTaArfQuWPhNNRAgYZ2HozaSL9+E3FgI6BXclRXcztcEvAgJPpsi7rxGx3kxN4FbARJJn2F0mpSRZ+B2O10dz5JeY2kTAoT/3PRL52wlbV2FqLaSLj2Dqk6gJfh4hfFj6VDpTN2Lp09G1qgP6u+0VLQh131SyGt23qPTZms8qt2rfNyH3bKX+4SSkYiiOJb450PRT9b10VPGRdNTuofvj6vfFdYABxbVgzwdjIp70WL39bpZt/hXNNYtoql5I79BaHl/2T5w165NMb77ywAK0UtKdWMmmnY/QWnsWA6nNPLH8K1RHphLw1bBs8y+pi85iQt3ZZAt9LFnxddL5HibVnYNEsrHzQXb0vcBF879OOHBg7Vn9ZgzbybGq/Q+01p5VDnQX7CRrt/+JaHBCaafisa37KZ5b8+/UVs2iKb6QRGYbT636Jguy7+XUKe9CEzqZfA9PLP8ymUIvUxsvwZMur2z8KclsB3VVs0svU9LR9zzPrPo28fAUmuLzSeZ28OzqfyOR2cbCqTeiC5Oik+HZ1f/GQHozUxovwtD8DGa2sL33WSbXnwdGCEmOrPMMrtdNX/ZrZUHEorsJx9uBK3sxqEMTIWzZiyfTaCKEKwcQwkSgsph0UU3Eup6hwi+IeTdjaI2ki/dj6dPw6fNVxhUxQuYVDBX+B8frImJdg984DU3EEEIo95bzDK7spT/7jXIw2XbbcbyduF43ptaKJkJ4Mocnk2hU4XqDgIEQh18gCCh5eaNBvRf134Pg2YCExJ2V+MVJSsVQHC+EoZqvAOTrVbeuyHXKaORfhr5/VruNpl+SKros3/IbZrS+kdOmvh9dsyg6aR597Yss3/pbJtadjd860AwqScCKs2j6B4mHp/D0qm+yeNanaIjNo2vwNQbTW5hQ93o2dT1Cf2ojl5/2XWqrZgEwoe71PPTKP7K5+3HmTbrhgHYVmmYyvflynlr5TfqT62muOR0pJf2p9QxlO1gw5b1omkm+mGDp5jtprlnE2bM/g2kEcdw8z6/7L1Zu+x1Tmy4lEmxmW+/T9CXXcsmCbzKx/lyQki3dj/Pwq58rP2fRybB0053UVZ3CuXO+gM+M4HpFXrZ+zOr2PzC16VLi4TbyxQG6EyuYO+ntLJj6XgQCTzo4bgHLGI4j2EiZQRNV6Fotw97agFFLyLwQXdQCBlHfDXRnPs3O9E0YopGCu5oq3w2Y+qTS31sQti4hkf8JWedpQuYFZO2nifrejiaipUMsagKfwW8sJFW8i67Mp7D0adQGvoTfOB0p7ZIhiqBrdeWx6EYtAXMxhtYI6ER915O1l7AzdROG1krBXUPU9w9Y+vQD/IwcAFpMNRBy+2Dw/6n4hdu1q7CuwklFxVCMF5xuKLymXFD+RcotVdyI9FL0JTtI57rQhMa2nqfLp+iayVCmnWyh7yAMBUSCzRh6gJC/HsuIEAk0YxgBTD1A0c3gejbtPc9iGgESmW2kcp0AFOwUmqbTO7QaT9roB7BCFULQVH06IX8Dm7oeoTG+AARs7V5CyF9PY3whQgiGsu30J9dTXzWH7X1/K58vpSRb7GMou51woImdA68S9jfSEDsVTeggoCE+n5B/V0pmKreDvuRapjVdxo7+F8u/dz2bXCmdNx5uw2/Fqauaw+rtd6FpOhPrzi7vcIaNoBB+dK0WXVRTG/yncsB4T0ytFUNrIGicjaXPJq5/CEufjRBqRyEQmFobQfM8UoU/oVxNWULmZSMMrq5FiVhvJmxdTsFZQ1/2K/Tl/g8tkd+iCR+GqEeKGLXBL6CJscX9DK0ZQ2vEb5yGT59HTP8APv0UhDiCHRSFUFIe6XuVbEfg9cD3VAFdhZOOiqE43kipdhBaRGVDuSlo/gUkfqyMhfCRK/Rju1nWdvwFY492qdXhqQddF6BrPgRCNdIROtqwHpIQICWuVyRfHCCZ6eCVjbcjdksp9ZtxglbNQdXsB301TGm8iA2dD5Bueze6ZrK991mmNF5CwKeCq/niII6bZ3PXo3T0PT/i/OrwNDTNQEqXQnEInxlF13cZKUPzYZm7Js18cQjbybK1Zwk7B5aOvFZkajmmYxlhzpnzOVZt+z2rtv2B5Vt+TUvtWZw6+QZqo7MQQkMTPiLWNfRlv0Wq+BdC5iUIDFw5gJRZLH0WQugU3Q0U3Y1EfW9D12qQ0sbxdmBqE5TOFyCEQdR3PV3pW0jkf0bAPAtTn1wemytT2O5mDK0FTYSw9MlY+kzyzlKkdNG0IGHf1fRm/plk4U+qfgITVw7iyRQ+fTZCGNjuVgruGsLWm9QuSLq7jeXACvoOCGFC+I0qa09mQYsql2m+GaypgK4aDskC+Gar1rkVTkgqhmI84LSrHhVCh/SDKk6RXw7YUFiKqauJ8Lw5X6I+NmePk0XZTXJwiBH/7Y4mdHTdT1P1Qi6a//VRGVSaZqIdYAAdQAiNyQ0XsHr73XQOvIKlB8nbSSbWn1PORDL0ALpu8bqZH1PxgT0GZhohhNDQdR9OcWBEFpXKWtolfWHofgzd4vRpNzO16bIRhk5dK1galyASaOKMGR9l9oRr6eh7npXbfsfjy77MFaf/R7l4L2JdR9HdSH/2WwyK7wMakgIh82Lqgl9WgqhIBDp92a8jsFCW1CTu/yAx/02IUkdAn34qpt5Gzn6GmsAnS8cqXK+X7sxnkLKIJkJI8rhekprAp8sptWHzjRT9mxjI/QeJ/I8BHUmBoHE2daFvgNSQOAh89Oe+tdtYDGL+9xH3fwRxJKuehaX+VPn1Sgtq4LvQ/23wz1fuqcIyJeFR93Woet+Re94Kx5SKoRgPaGEorFPFeKGLof9b4OUh/iFwB4iHF2FoAXqTa2itPbO8A1CppA7iCOtG6ZpFY3w+GzsfJF9MUB2ZXnaPeJ4LgoOuR4iH22iuXsTGzgfxm1VUR6ZRs9t1o8FWQv56ehIrmdZ0+YgsJ086aKWJtiY6g50Dr5LM7qA2qgLjyVwnmXxv+bkigSbCgSa6EyuZ0fLG3eINI681nCasCYOq0ASiwVaC/joeWfp5hjLtZUOha1XUBv+FqO9tFN1NgIOuNeDTTwFMiu5qerNfJh74BCHzIgQGkiJD+V+SyN9OxPdmDKF0izQRwqfPxPX6yrURw5jaBBpC38N2N+PJTGlXMQNLn1beNepahNrA54hY11B0NyCxMUQ9PmMOAh+2t5GezJeI+T9A2LqiNBabZOH3JPI/I2Jdi6mP7vh32Fgzoeln4HSp3XDmYaUDVf0pyL0ITu/+r1Fh3FIxFOMBp0upcsqcusHcQaW4Gb0B4Sap9k9nRstVrNj6PzhunvqqOXjSIZHZis+s4pQJ1wI6tpMhVxyk6KSxnSwFO0kivQXTCO61tmIshNCY2XI17T1P89TKbzBrwjUErBrydoLB1Bamt1xJbXQmnvTKbrFUthPPc0nlOkmkt2HofoL+WhVHQLm7pjVdzpKVX8fzHF438+MjqrzD/gbmTXobr2z8KULotFQvAiFIZTtxvSLz296Nrlu0NVzI2u1/5sV132fu5LchpWRtxz14u1W5B301zJt0Ay+u/wHPaSYTahcjhE46t5Oik2F+27swjSCJzDbWdtxDbWQmIX89tptjY+eDBKwYocBIGQpN+PEb8/Eb80e9X0VvM64cIGReiKkNF7N5GForEg/YVZfheF1k7WcJW1eji5o93ncTvzEXvzF3P38fC78xD78xb/RY3K043s7yWJQ3USq3E6VeEEcDzQ/hN6gsvuJaJRwYvBDsDrXTsGYcneetcEyoGIrxgr1dSTDHPqKkmwf/QwW4ZQFDs1g0/YOE/HVs7nqUDZ1/RaAR9FUza8Kby01ktvY8xfKtv8F18+SKg+TtBI++9kVMI8DCqTcxqe5c/GaVSlEVaucQ9NWiCQOBIGDFMY0QIIiH27jw1K+xfOtveG3zr3DdAobuJx6ZWl7t206aF9b9F/2pDRTtDIbu57VNv2D1truJhlo5b84XyzEIIQSN8fkEfTXki0O01oxcTWuawewJ12HoAdbtuI/2nmcA8JlRpjReXF5RV4encc6c21i2+Zc8s/o7+M0qpjZdhqH78RnD2UMaM1uvRtcs1u34Czv6XkQi8ZtRJjWcX96BacIgkd7G1u4leJ6NEDqRQCNnn/J54qEDr142tckITAZy/0nIvBiAgruWZOF3RKw3ook4eedliu560vbDgCDqu/6o6DOZ2gQ0LcJA/j8Jm1cAGkV3Pcni7whZl5WypY4ygcVK6mPge6puKP+q2nFUOGGpyIwfb6SE/q/DwH+qFMPGnyoXVP83oOpGVXtRPtSjYKewnQwIgWWEsUq+eyklRSdN3h4a9RQC8FsxTD1ErjiAJnR8ZhWuVyBXTBD01aAJnWyhH0P3YRmR3eS8bfLFIVyviK5Z+M0qNM0s5fW7ZPN9uHJ0H2ZNGIR8tbsC5agg830vfpia6EzOm/vFvVaPF500RScNSEw9hM+MjAjY7zomhaH58VlVFOwkAAErPuI421U7K6TENIJYZqS8y1Fy4AUKdhK3ZCh8ZhRTDxzUJC6lS9Z5hlThLmxPNTsyRCMh62JC5uVoIkKi8DNShbsxtQnE/B/Eb5x2VMQJpXTJOS+SLPwO29sCgC7qCZkXELbegK6N7h9+VMivgJ5bwDdfpXy33K0ad1UY74z5wa8YisPBy6rUQC0ERvOu3zt9qoELGhitalvu9CjZDgCEOt5Lq6rs3n9RaYW1X1ErL+EHbMAoF3id6Egp2dazhCdXfI0LT/0aE+vOPvqKp8cQdR85yFLfBYEO7OqfMfzY7r8/HmM5ZkhZyoB6AQb+G+Ifgchb1Wder1H3DRKMFlXAV2G8UOlHcUTxstD7pVK3Lku5i6yZKhUw95y6IZCq36+XU13BvBzq7+CC0ah0cbyUMhLWNHUDlW+aI1RFe5wp2Em2di8hk+9hXcdfaK09i+bq004qIwHDwX0TweiMon09dqzHcswQQqXE+mZDYTUMfl/pQ7mDapFkb1LHxW9RAe8K45qKoThUvBRkn1LV1FoU+r4GmQdU4VHsA6pobvCHkP6zauQS/whE3w3JX0FhhZLviH1UuZbMVrWLMA5OLfZEwHHzbNr5CLniABPrz2F+27tHSZVXOMmpuU19vvVqVS+U+pNaKIkg2GP3Ja8wvqi4ng4VN6XkloOvVwJ+ne+D2AeV8J/Mqx1HYQXYGyD3MjT+UHX16v0ShK9W5/jmnDSupb0hpYfj5pFIdM1SgfMTaDfhejaZYu+Y6rea0AlatQcsyrgvErntbE88j5QuAp1J1a8n6j8yC4eimyVXHADAZ0TwGWMr/R5VvDwkf60MQ/BctYjKvwgN34fIW47tWCrsi4rr6YghJbi94HarytPcy+rnxA9g6OfKBeVfoPr+eknlhrKmqXNbfqcKkU6gyfJwEEIrF7idiCTzO/jLyo+Tt0fLZ4d9DbzhlH8nHpx8WM/hekVe2f5zlu34DRKPhshcJsTPOqxr7s62gWd5fMNXQcLC1ndzxsSbOeYNnISpdhX++SrDr7BSuWn1A+yGV+G4UjEUh4LTCT2fUh94tw/8Z0L844CrboDGH4HRpCqt9T36GOvHKOukwhFBCA1T91NwNBwvj+Pmsb08oFq/7l6/cShIKelNr2ND70NIPIJWLWdN+hhVR2g3AeB4edKFbgAKTgrJcejzJ3SIvgNwoOcLqv+KPXqXVmF8UjEUu+Nl1A5Arx3d3N1NqMcB7M2QXwreoIpPuN0Q+Sz4Xwf2lpL/9chWS1c4PkT9zVw99/sUnQy2myNr9/Lkhm8xmNtyRK7vegWWdf6WTLEHUw9yxsSbaas576To6z0KoYE0VABb5qHzHUq+hrNVHM9Lq4WUduLuQE9WKoZiGLcfem5T6XyB88A3T7UqxSt1o9ugdhDCv8ttFH6LClz75u7aQQy7mEpI6SHxEOjj1jcvpUTiItBOzgnqMNCEQcTXSKmtBHl7CMs4MuJ2UnpsGXiKDb0PY+pBTm+9kfnNbz/gCvoTEqGBNVlVcPtPV3I12SehuEkpFFhTlSpB9SdHppxXOK5UDMUwxXWQfUJN/APfg8RPgGG3goTgxaqrl/+0UgqrCb6ZSBFm2A2xJ1JKCm4PRaeHsG/2cUtXVAkLyuGwp7FSPZgTZO2thK2Z6KKymjtW2F6OLf1LCFl1zG64moWt78HU/07ef2Goe62/GxJ3qJ1E9a2qLXDyt6oxUvU/Hu9RVihRMRTDmG2g10HqbqW5hK0CbVpESWlErofYzaNcSo47hOMlCZijG7ZIbIpODz6jEXEc32pP5ig43QTMSYz2TkvyTheWXod2JPsVVNgvphbg3KmfRUoXnxE5uXcSYxE4E+KfADTl8s09r2qJjAmQe+l4j67CblQMxTBaXAXYUv8L6BC5AfLPg9sD1Z+A2PtHGAkpPVyZI+904nk5dC2EQMPQogwX1bleDsuoR9cCgEQCnqcau3jSRtf8eNIGJLoIlQTcPFwvi8RFEwE0YZWreyVO+TFQFbeGFgY0PJnHkwX1Wy1Q3r14Mk/B6abgdmNoEYTQS/+r/g6uzGHq8dJOQiKRCIaVVnN4sgho6FoQwdiprVJKXGmTtxPk7EFcT43D0Hz4jCh+swpD8zHWjmbP63jSIe8MkbNVfwpQmlR+I4rfjB3wdUD5/9W1EuUxmXqAgBnHZ0SPS6ru8O7O8Qrk7EEKThLXU++xpSvxRp8RKbkBD2xsnvQoOENkCr04Xl5peFm1BMx4WcZ93BI8T9UeZR6CzGMqvpd7BkQIEj9TgoKxD4FZcUMdTyqGooyn5DTQVGEQUgWn0/eBdMvNZ4aRuBScnRTdXpX7bm9HExa6FURgknc6KTjdCHSyMo/fbCFgTCRnt+N6aTxsNCwQGq6XJeqfh0aATHEDrpcCdMAjaE3F1OJIWSRVXItSInWw3UEC5kR0awqezJMprCtN8yoPP+KbgyZMCm4PBacLR2bIOR1owiRoTkEXBkW3j5zdjkDHlQUsPU7ImoFEUHC6yDntaFhIXCy9joA5kd13JMptlaN98Hk29D5IT3ot2WI/TqkC3dD8+M0qYv4JTIy/ntmN1xAwx+7E53o23akVrO7+CzuHXiNb7CtnFw1fp8rfSmvsDNqqz6cmNG1Md58nHYZyHWxPPM+2gecYyG5WRqdkoC09SNCqo6XqdOY0voXa8Myy9tPRReJ6DgPZzbQP/o3tiecZzG4j7ygjJtAw9RARfyMTY4uZ3fgm4oG2/RrEgpNkTfe9rOu5j6Hcdmwvh675iPqamVZ7Cac0vgVDs1B/t3FYFiUs9RV+k2qAhAe9PVBYBYP/qWRAAmdVDMVxpmIoymhKswkNfAshcz8EL4WWP4A1ZdTRAoOgORUpXTxsItbIhkI+oxFLrwOEWtHbnfiNFiQOmhYkoNeRKqwm6l9A1t6E46aANI47RNR/KkJY5O0OssWNRP0Lsb0krpcl5j8NgET+FSyjFk2YCDTCvlmonUWRZGEZjpfC0msJGBMR6BScLqK+uSgDpDD16vIOyPYSZIobCMjJaMJH0e3D0KoImVNKwfvhL4WUkqF8By9s+yHrex6k6KbL78zwxFtwUmSKPfRnNpAs7GR63eWMFaZxvSLLOv+Xl7b9hHSxG7UrMtGEURb2G77Olv6nyBYHOGfKP6KPYSgGslv46+rP0JdZhyfVzksXFprQkUjSTppUoYvu1Eq29C/hgulfpK366GcZSQk7k0t5aO0XGMp1lOTHS6+z1DOi4KRIFTrZObSUzQNPcumMr9EQmbdXY5Ep9vD05u+yrvsBXFlEoKFrFp7n0GOvpie9mu2JF5haezG6MHFl8ai+xsNC6OpLFlVxniwqV7C2E/SqktSNjWqGElQd9ZCqY592KI27KhwMFUNRxlXCfTiQfazkK63fpeG0B7vE3kS5regwanJLUHC6kXjKLYTDcEBZF340zYem+dCFH4GJxMX1suhaGE0o9VJTrybntCOljSZMwMP2hhheGWqYJXdNQe1UZAHw8Ly82lmUx1gedXmcajeQomB34uEipY0sucEA/GYLmeImkoWV+Ix6fEbjiNeXKfby5IZvsLn/CSQelh6huWohTdEFhK06JJJMsYe+9Hp60muYUnMhIat2zHd+Z3IZz2/9ATl7gJBVx4y6K2iMnorfjOF5DuliN73pdXSnlpMp9DExvrjcfGhPQlYdATOOqQepDc2iKTqfmtA0AmY1nrTpy6xnXc8D9Gc2MpjbwvNbf0hDeA4h39GX3476WzH1IH6zirrwbJqrFhIPTMZvVGF7eXpSq1nbcx/JfAc9qVW82H47l8/6Fr4xsqwcr8DL7Xewtvs+POkQ8TUxq+GNNEUXKPn0XDsbex+mI/Eig7ltJcN0ImBC+CrofUqlmosw7LxZyZa7vYChsgwLqwBbuYv9i5TgoDX1OI/95KViKMYi8maVBpu+T30AfbMO6nRXZkkX1xMyp2Dq1djeINliSQRtj5X5rm9FyZ+8+w3tlY83tAiGFiVnt6NrQULWNPRSD+KsvQUpHULWNASCIS+73zFKbNKFdfiNRoJGE67MkCqsUiMRAlOrJuoLY3uD5O3tOF6SsDUbUPLiyzv/ly0DS5B4xAKTOGfKrUyqPhufHi6vzqX0cLwC6UI3lh7aaye+Lf1PkbMH0IXF4sm3MLfpOrVT2s2oedIhbycYyu+gNjR9r6tsv1HF69s+ieMVqAvPwmdE0IRWfqOn1l5MW/X5PLjmc/RnN9KTVivvNt/5+33PDgchBBFfI+dPvQ1TD1ITmoqlh0uvQxn06XWX0ho7g4fXfoF0sYcdiZdJ5LbSEBkpzy2lpDu5ktXdqmFT2GrgkplfY1L87LKciJSSGXWX8/Tm77K2+95ShOwEQAhlKKxpKnU2eoNKU889C4FzIPs4DN2pZED0Sern1B/VzqL608d79Cct4zzSdRwIXqoyneq+oSqsA4v3ebgmTFwvW/rKKU0g6YF00TQf4GE7/Qe0ojONGhwvje0O4HgZ8k4nhhZBE1YpkJ3B0mvx6fVowixf05NFhLAQ6GUX1cgxGniygOtlymNU9R0OmvABEtsdKO0ohncbQ0hsTK0KU1fjGjZiQ7ltrClNUpYe5twpn2FG3eX4jegIF46qag4QD04m5Kvb6+Q+XDVs6gHqwrNHGAl1HeWiCfnqaK5asM8e4UIImqsWMjF+FgEzVnKD7dYgSeg0ROYws/4NgAp492c27eVqRxYhNCZVn01z1cKS3tIuAyaEQBMGE+JnMqn6XAAKborB7LZR15F4bOh9iJyt9JtmN17D5OpzR2hOCSEI+xo5Y+LNhH2No64xrhGG2sXHP6U00WIfhsYfAxKyT0PoErXTd3bskgHJvVBSZ65wNKjsKPak6l0Qulx9+MxJ+zxUCIFl1FN0B0gWVmBoIULWTHQtiM9oIlPciIaJoUcwqUL57y2EMAANXfhH/M7UYgTMiWTtzUpETwQIWdMADdfLgdAoun3Y7sCI4HPAmEjG3kSqsLL03A1opT+tEAJDi6NrYVLFNejCT8iagSZ8BIwJ5OztFJwudD2CqVczHPQsur0U3UF1DTSC5hRAR0pJx9ArpPI7AWiNncGk6nMOy8cf9im9n6Kbpn3wWerCMzGPqsKsoDo0FYGGxCPvjNZxOl7owqI62IbaZXgUnOSoY4pOms7kawBYepgpNeePmd0khCAenEJdeDapws6jPfQji/j/7J13fFxXnfa/t02vkka92pbkJvf0OLHjxOm9QCihLGVZyr7s8gK7ywLbYIFlgXcDyxIgQCAQYEM6OE4lidPdu2QVq/fp9Zb3jzMaS7ZkO4mT2LEef/SxNDP33HNn7pzf+bXnUcG5atLfXnCeB753i/J1pQhCX4ehz4lcRq5d5DWYZSZ+MzBrKA5HZjvIHlHT7bpAdFybaVHzPU1cXJFc+BxL85VRcqFfwm2bJ3bokpQXuBfVSE6tDikfTvLYF4qkuG1OPs8h41CrsKtlYJkFgwImyVwnDrUcR56KPGuMkswewEJHU4rwK77CMaLEdfIu2obPvhjL0vPzETt2p1aLI19NcmiOYv4ubQ5OzcCyLCRJKXSWG2aOodguDCuHLKnUBs/BpryxZGJ90Wq2991DWg/z8sEfM5ZsZ2H59ZR7W0Sp6BswQhNhK8PKTvKkTAwzm1cGNKdlhn0rMKEgaJg5LIz8XCxMy8h/flYhIT8ZydxYYeF32YrxO2pn9NZUWSPkaaJ99Ik381LeGjjPEqWz9kWilLbvPSLJLbUJAs5Z6o83DbOGogBT/Iz/ABIbRTI7+kuwLRa0A4G/ErHTw+LsUt4QHGlEJCTJPukvOf+/evTH8gv55DSGZUnIkkbWGEOW7GKnaQygKv5Cb8PkYw5fMsQiohyRI5AkGWmSQNLUXakwDocPZlg5opk+8QpJo8g19w33IlT4l3FG7Ud5pfsnpHJj7Bl8gAMjj1PmbWFO8Voaii8g4Kw9IiQ1EyzLJJULMxTfzUB0B+FUJ8nsKDkjiW5mMMwsaT1cIPR7K6P3pmWQzI4wGNvFQHQ7kSthz6sAACAASURBVHQPqdwYOSOFYWbQzSzJ3Gie9mV6A5nOhckZgnfMpRUfw/uS8Ngr3oQreRsgaeJ7mdokiDmNYVEBZV8hGvcm+NksC8iKELBkf8dT+b8VmDUUE8i2i+a60NdEVcXYf4I+CuwROhLx+wVFsuQQYam3tFFLwqXNJaP3k9GHkSRZ5CrUMt5qHlDLMvJ61giNadV3jCOODVW2s7z6Nord89jScxd90c1kjQTd4RfojbzC1t5fMrdkHQvLryPkmX/UvgfdzNA++hRbe+5iMLabnJHAwkSWFBTZjiyp+ZzNkTrfbzayRpJ9gw+xve8eRpMH0I0kFhaypE6am4JuZo46Ts5IFbwgTXEesw/E9k6hBZE0oflijAv2ZltzvgJqJ0R/waHvgiVExfQhCPyFYFWYJel8Q5g1FBOQZMAmDELkpyD7RSOQmQBzENJe6L1F3Kyhr4uSvLdI61eSREmty9bwlpzvWDhUQSOdMDOlKQ7mFK+lyr+Svshm9g//ie7wi8Qzg0TS3Wzu+Tltw4+yqvYjLK64adpdtGnp7Oj7LZs6vkdaj6ApLqoDZ1ATPJsi11wcqh9NcaLINnrCL/F027+/ZWWjOSPNywfv4NWDPyFnprCrPhqKL6TKfwZBVz121YcqO1BlG7sH7+fV7jtP2LlP+u7s1wJJFX0VvttALYHYg6Kre/gfhNEwIuI1jhXgqITRb4BrrSh1n8XrxqyhmIBtIZT+B6RfyYu/94PvXaLqafBvBZ1H8d8LSoG+90LoX/I3YNVptVuRkAs5CcsyyBixEze2JOHQ/DQUr6G26DzCqS46Rp9m7+BDDCf2Es308VzHd7EpbhaWXzcld2FZFmPJDl7tvpO0HsGmeDi34dMsKr8h7/VM7SEJp46sJnqzYFkWfdEtbOu9m5yZwqUVc8Hcz9MYujRv8KbOzTX2zFHH0xRn4dpzZgrzGDmW3DutGkiygedS8btcLEJQiT9C6FuQ3Q/xB8D/QfG/WjGbuzgBmDUUE5AUcfNN3IATsLIgO0Aph/Q20GoEHXL6FUg8CqFvCM3r0wSKbBO024BhZRlPdlAXPP+EciZJkoQq2ShxN1Lsmktz6eVCAa7vN2T0KDv6f8eckrU4takiUH2RzUTTvQDUBM+mpfLdM4ZdsnriLWxCs+gae5ZUbhyQaCq9nOayq/LUGke+NmskOFrmxKH50RQ3GT1GKjtGzkziYOYQYCIz9Iav4KSFrR6KvyA2dfZF4scMC/0YfUA05KVeFGFlx9lwknjlpxreQT7pm4TcQaFFoRRBZlvecHhEzbY2F8L/IxLgZlpw7L9NFTRvFWRJpdQreKRMS+fg+AvkjqPB7/VCkmR8jirOrPtLSj2i8TGS7iGZHZ3yOguTWLqvQI1R5lk0o5GwMBhJ7HvT5nw4DEvPVylZKJJGubdlBiMBOTN9zL4Ol1aMN5+gTmRHiKS6D+vAn3RuM8dwYv8bmv9JD61WVCjKTvHje6+ICMQfFknvgY+JCqnx777dMz1lMWsojglJVE44zwZjDMI/FuSBma3CzZU9okQv/bLg0U89B8dIRp7KkCSJav+qQu9Dd/hFDo6/MONCdaKgyU60iTJcy5q201ietPgKWpLp5mQRSXXTNfbcmzTTIyEhoeQrcqx8yetMcxuO76E/uuWo49lUD5W+ZYDoPZmgUZkOkVQ3Q7Fdb2j+pxwyW2Hsm8KLkN3gvUF8h996Adh3DGYNxbGg1YrGu9gfxO+OlaIkz4wJb8PeIhLcI/8EShmMfk2EpN7BCLoamF96VZ5sMMozB75J28hjQo950gIoOrwFhcdAdEeBNnwysnqC1qENjCRaRThoGo9MN7N0jT/HSFx4AV5HBS6teMprJORCCS1Y9IZfIZUbO2w+JuFUN891fJexZPsJejeODVlSCTjrkJAxrRzd4RcmkSgKmJbBSLyV59q/SyI7fNTxJGQaQ+txakUA7B64n47Rp/J05QKWZRHPDPLywTsK4bjTBs7zoOpeKLtdVETpA2BfKjZxPTdAz40w+i3ou038PfBx6P+g+D3803zj3iwmYzZHcUyooFaD9RLYFgit38xO4do6qmD034RnIdnF73q/8CxsDSIcJSmijM+MiyT5OyDxLUsqy6rfx3BiL52jzzCWbOdPez5PhX8Z5d4WXFoxJgap3DiRVDcjif1oiotrF/8AjzJVHClnpni+6/uksmOUeJoIeRYQcNbiyJfdJnNjDEZ30D76FMncKJriYmH59Tg0/5RxJEmi0recItccRhL76I28yuP7/4nmsivx2ErJGgmGYrvZN/QII4n9lPtaGE0cOGLBnoxkdpTB2E4yeoyskSBrJEhlx4hnBgDBjru195f4HFXYFA+a4sKmugk66ylyzSkknCVJKjQVxjJ9tA4/iiLbaQytx6H6SetR+iNb2D/8J6LpXir9KxiM7cKaptluYrwyXwuLyq9nc88vSGSH2LjvH2kMXUalbxmyrBBJ9dA++iQDsZ2EPPMZTR7Ia3KcBpBUsC84VD47/l+iilGrEdQfxhiMfFUwMDjPg+ivRMLbuRrGvgXOM8Vxsyhg1lAcD4q/KPifzBjggdKvCa8i9YK4Ie3LIP2qMBjO8yD9EvRcLUpozTTYm4X3EfgouC4S/DSncCWGJEl4bGWsnfclXlBvp3VkI1kjTtfYs3SNPZev67fy1ThiRx/yLJh+LGRkSSWeHSQ+Nkjn2LP5fgLBg2RaRqHnwaEFWFb5XhaUXT1t74DPUcmZdR/j6bZvkMgOsX/4T7SPPinoyjHzug8KjaH1nFH7ER7b92UGYjtmvM6+6BY27PkiOTOd93QmOrvFNWWNOFt77843Lsr5xkeZJZW3cMHcL06hQQ95mllV8yE2df4XGT3Kzv7fs3fwIUF/bhnoZgZVttNScQsLyq/h4d1/QyzdN+PcVNnOypoPk8qNs3foIRLZYbb2/pId/b8VslmWjoRMQ/GFLK96Hxv2fpFY3sCdNpBkcF0IjjOEVzHyFVExJftEzlH2gPd6ISOQ6xTRgvh9nJS6HW8zZg3FsSBJgr647D+PfC7wF4d+d1906PfhLwlWS60BSr8N498Xuxdbs6BOjj8CwY9T0IaYgTL7ZIYkSQScdaxr+iqNoctoHd7AcGIfqewYupkpEAI6tSDF7kYaSy7BMY1okUP1ccHcz9E6vJHh+F4S2WFyRgLdzJLR08iynWLXXGoCK2kMXUqlfwWKNH0iWJJkmkKX47aF2NH3WwZju8jo0TwNuge/o5qm0stoKr0cu+qlMXQZDi1Akat+2vGcapBK/4pCB/cETMskrSexLAu76kCVp4ps+J11R1SBKbKNJVW34nVUsmvgXkYTrWTyjYt21UuRaw7NpVcyr+RiZEmlKXQpI4lWfI6ZBXvcthBr5v09Fb7l7Bt6iHCqm5yZRJXt+BzVNIUuZX7Z1aiyg7klFxNOdRF0NZx+kXrZlf8ufhPGvpfvw3gfjH1DlLs7z4HMFhEpkN2CO2oWUyAdIwk5a1pfD4a/JMJQ2hyhkudYKRLgskfQJiOLvxOPCXfYcz1ChOXUTBlNcBalcxHSerQgojMhhSqovmeWHRUyryY5I0E6FyVnpuiLtnPXtm+jWwa3Lf17lpZfKDinjovCw8IwMyRyo/kucitvtIryPSD5noW8hyBJ8rQeimWZ03IttY7t4J6dt2NX7Nza8tdU+6bqIEz2MKabm26mSOQpRWBCda8YVXZOkr0VCW9ZUo7JdSUoXeIks6MYZhpZsuGyFefDdxPXOsHbNfPcTgtMGP3Rb8Lov4JSIuRXA58QTXmD/weqfguO5W/vPN8+THtjnHpb2VMBSghQBaNlrl3ERPU+4U1kdoFjmchjqJWCzEzvEpQDnutAeeOUGG81ROe4Dbc99LoEgETIRskbFR+6meOJzo2MppOsrruS+aGzkeXjv1UlSUJVHPiVqhlfY1oG8WwUp+pGk6fPG0mSfISKXlpP8lTH/RyMtHFN8wep9DZMofc+nrlpiouAc+bQ4yH+sOMdUxaa4kehU3kt472jMeG9F31GhKGMQUEEOn67MBhKiShamcUUzBqKEw0zDqnnxU1oGYAlchboIs+RfgkyO4QbbJsveGvMBETvgfiDopPU1iwICNXaU9bLeL2wLIu2sZ08372BVVVruX7+R3FqJ17qcjjRz51bvs7Niz7B3KLjS1xalsW2gU3sHHqRNfXXcsncW9AU+7EPPAqyRobe2H5Crmo8tuCxDzgFkNFT9MT2Ypg6sqRQ5W3EqXnflrmE00NEMsNUeZumhghlDwT/EtJb8n0Y6yH5pKhaHPo70ajnPBOST4lCFd97RITgNPXEZg3FiYaVA/0g2BdCZrfQ9jVj4F4vKqaSfxavG/ysiIfqvcI46MOi7ttKARpEfg6eawVnjfsSQAYrIYzNOxgWFulcgrUN17O69kr8juJjH/Raz2FZdEfb6IrsJ2scfymkaZnoZparmz/IebWX4zyKgNLxIpoZ4Zc7/onrmj9DS+kFb3i8kwFJPcrzPQ8wEG9nJNnLR1f8B3ODy17XWKZlkDXS2BXX6wqX7Rx+lk3df+ATq76H11Y09UnZI5TynOcAitiUJR4BchD7X5HDQBHfz+QzUHm34Jc6DTFrKE40ZD+U/DOEfyRyE651gnHWdS7kemD034XH4Gg5+jjZduEOaw2i2S+zHZJPQ9HnXnPFlGVZpPR4vsJIpiuyn5yRpdbfiMfmZzQ1QF+0E4/dT41vHqqiTaH7syyLZC7OYKKbaGYMRdIocZUTcleiTJN7sLAwTYPR5ADDyX5yZpaAo4Sgo6QQb5clGZc2IVN66DyJbAy3TcyjL9ZJ1shQ4ipHmSb0ZJg6yVwcu+pAk+0kczH6Yp3EsxE0xS7m6KosHCvyAzoZI8me4VfIGVmSuRjRzHhhTFVScWqeI67JtEzi2TAlrgpcmo/uSBul7mqCzpIZ2Vt1U2c8NcRwso+MnkKRVby2AMWucjw2n6h4wiJnZqbNhZyqCNhD3LLwCxwY38ovtn/5Del9DCa6eL7nfq5u/CSaMn0Rw9FgWga6mT16tnUiHGXGQA5ArlswRasloqTdtgiid0F2F6hvrmTuyYpZQ3GiIcnCOLjWTXosv+jIRWJXMvmxmWBZwruI/FyU4eYOCP1u6bUz1maNDL/Z8V/IkoLfUczGA78jYyRZVbmWdQ03cs+u2+kM78OuOLlx4cdY23D9JJI6k9axHdy/96d0jO8hY6SQJBmvLcDZ1eu5bN678dmLpiysGT3FYwd+x9NdD5LKxZFlFRm58EWXJYUydzUfWfklfHYRbjFMgz0jr/DAvp9xMNJKzsiI+dqLOL/uStbPvQWnOnUB74118JPNX+OCuquYE1zIvXvuoG1sO2k9hSzJ1Pqb+OSZ/0qJqwLLstgz8ip/7nqIwXg3vdF2skaaX2z7D+yTejsai5fwoeVfRJUOhSl0M8fLvU+woe0e+uOd6GYORVIpcZWztuEGLqi7CpvimELsl9LjbGi7h03dfyKSHkU3dSRJwq44CLmruLXl08wvWTHt52VaJoaZQ5aUfDJbqN0ZlpFPvkt5Ay0XzqdbYk5gYZh6Pr8yjRHPCyNNGKbJ55h4XpQSi6TvdONMHmO65wUNvgP7UXQyDj/P1Gu1xHVYOgfGt9Ad3UvWTBU0OlT5cD31ibmIDvijeR6TXy/GmRTatbdA6N9h7OuCJNT3XYj+WuhfWDng+HNR7zTMGoo3AzPdqK/FdZYk0bxnaxbhJtsCkRi3NfJaPzYLi7HUMB3h3SwoWcm7F3+K57r/yKt9TzOc6GNOcCHnVK/noda7eKbrYc6sWofXHhCyp9F2frb1m8QzYVbXXUVDcAGpXIKX+57g0QP3kDFSvGvRp7CrYrG1LItX+p7iwf0/Z15RC5fNuxWfPUhfrJP79/6UkeQAF9Zfw6LQGThVV+GYtrHt/HzrtzAsnUvm3Ey1by6xzDgv9j7GQ/t+ARZc2fT+KbvKnJFlKNHDtoFNvNz3JLIkc2XjbTg1D8MJ0Y3ssR0qyTVNA5fqoT7QTDQzRtbIMCe4gKDjUAK+wlt/hDe1tf9Zfrn9O3jtAa5u+gClnmpGkwM8e/ARfrfrv1FklTX110457oWex3h4/100BBfk34MiErkoXeF9DMZ7cGvTJ54NU2fb0JNsG3iSixreR61vAYlchM39G2kb30w8O45T9bEodB4ryi/BrjpJ6XH+sPc7LCu/iO7oPtrHt+HSfJxVdRVNRasKHpVpGXSFd7F54DH64+2ARchVw9r69xBy1QAwkuzhxb6HOBjZg2HpBB1lLC9fx8KS85AkCdMy6Y7s4aW+RxhMdOLW/Cwrv4jFodXHna+xLIue2D4292+kL96GYeqUuus4s/IK6vyLAGgf38YLfQ/ROvoKsew4P9nyRWRJJugs55qmT+G1BTEtk75YKy/2PkR/vAOX5mFJ6VpaSi/Ark5vpJK5KI91/ALTMlg/98NTPwdJA60SSv5FGAbZLaoTJ7S5T9P8BMwaipMbVk4kvJ1nQnKTCD1pda+7azRrpLmg/hpaSs/CobnYP7oNw9K5uvmDuDQPHeG9bBvYRDQzjtceIGdm2ND2G0YSfdy27P9yTvV6FFnFsiyWlJ3N7S/9Pc8dfIQzKi9iQWhF/hwZNveLPMxVTbcxv2QFkiRR428kmhnjnp3fp8JTy/KK1YWdX1pP8kjrr4hlwnxs5ZdZVnFevhHNYnHZWXz3hc/zZOcfWFp+Lg3BIxv3dg2/xEUNN3BN84fw2PyFHbhu5grke5IksbjsLBaXnYVh6tz+0j8QzYyzfu67C3OfDtHMOA+33oVNsfPhZX9HY/GSwq53bnAx33/5H9h44LcsLTuHYpdg1TUtk11DL6HKGjcu+BjNJcsL12paBqlcEqd2ZPjQMHU2D2xkY/vPubDuXVR5G5EkiXQuQUd4O5WeeQQdZfTFD/Dg/u+jyTZWVlyKYeZoG9/MweheFpacw4qKS2gb28xvdn2d9yz+Ek1FQnt678iL/HbPNyl11bKw5ByQYDjZUwgNZY0U9+3/f6RycVZVXoqERG+slUh6BBALfEd4G7/Z9XVqfPNZVXEZY+l+Hmr9IZHMCKtrbpo2RDgdBuIdxLJjtIQuQJYVXu3fwO/2fJOPLf82PnsJXnsxLaHVJHNRBuMdrK69CVXWsKsuHIpL5Jkie/j1rn+jzF3PqopLCWeG+NOBHzOa6mVdw/uP6G9JZMM82PrfDMTbuXHB3+JSZ8j3KZP6fRwrIPWMKFIxE8d1be9EzBqKkxlKQGgDR+8RtMn+D4Bt3usezql6CLkqkCSJoKMUu+Kg0luP2+YVXEmOYnJmlowh9AtGkgPsHn6Fck8tS8vOLSwCkiRR5CxjQWgVB8Z2sXdkc2GxFUypYTTZjt9RXFggJSQCjhAWFqOpwSm63gPxg+wf3UZ9oJn5oRWFmL8kSZS5a2gqXsqfOx+gdWzHtIbCawuwpv66gpEQx8pvuCJJLIx76I4c4OzqS2gIzp80vkRtoJG6QDO7h17mYKS1YCgkCRyqi6yRoSO8l7rAfByq6JGQJQW3beoCJeX/bR18gsc67uKi+veyqvKywkJX5Czn1kX/UHj/s0aag5E9dEZ2sLz84sJcy9x1XD7vo2iyncWh8/nR5s/xSt8fmRtchm7meLrrN5S763lvy1fw5JsfTUzkfF9F1kgzmuxjYegcVpZfik1xTCEbNCydZ7vvJWAv5cb5f4NL82Nh4lBc/Png71gUOp+Q6/go91eUX8Ly8ouRJRkLKHZWctf2rzKa6sPvCFHqrqXEVUV7eDvx7DiLQudhmxQiNEydTT33YVdd3LTgc3hsQSxM3Jqfxzp+wdKytZR7BKW4LCmk9BhPdd3DcOIgNy/8PJWeeceXHHeeJzjc+m4W5e2Jx0QoWK0UjLVa/SnZMPta8c6/wlMZrnUQu0/0XdiaANsbcn/Fjky45IosGrlcmqdAuSHnY9ymKeLXI4l+IplR3DYf2wefP+KLNZ4aAiSGEodI5zRZI+SqoGN8Dz2RA5R7apElGd3McTAi6K5DrsopYZqBeDeJbBTDMtjS/8wR54llwhiWyUhiekqLIlc5Rc7SN6GJzKIneoCMkSZjpHi598kpvQiGaZDOJckaWcZShzQfJGTOqVnPzqGX+MOeO9gz8ipnV19Cc/Eygs7QEclvCYn9Y6+wffAp1tTdyhmVl03pzdDNHAfGt9I2vplwepicmWEg3k6Jq6pAJyJJMtW+psJi6tYCVHrn0RdrJWekSeQiDCQ6ubjhNjxaoPBeKRyai0vzcUblZTzbfS8D8Q6Wla2jsWglAUco79nE6YsdYEnpBbg0f6H/pSG4lEc7fsZosue4DUUsO86ekU30RPeR0uPEMmNkjKRIPB8HMkaS3lgrDYEWPLZgYS71gcVkjTRDiYMFQ2FYBo+2/4z28a18cOnXjt9IgKAt1+pEQnvsPwElT/nRLUppvTdB8d+Jbu93MGYNxckM2Sl2K5IzT5P8BofLd+VOfUxBQsrv8AUmCkTi2QiGaXAw0sqdW/592jFtin1KVYsq2zi/7kr2jmzhd7v/m87IPoKOED3RA7zS9xTNJctZWn7elC9qPBvGwqJ1dDsd43umPY9dccyo5GaTbccd8ngtMC2LeCYCiLzLlv5npz+/Yp8yN0mSWFCyio+v/AqPtf+ePSOvsnPwRco8NZxVfTHn115BsbO88B5kzTT7Rl/GoXloD29lVeVleG1FhRDX8z3380Tnr1hafhGLQudiV9yMpaYaTQnyyexDUGUN3dSx8gluw9KxqzNXzCmyyoV172ZOcBlbB57gsc5f8FTXr7li3sdYFDof0zIxLR1VnnovqpIKSOSOc5GPZ8f59a5/I5WLsariUoqcFYynB+mJHb9uhmmZ6FYO9TCvUSSz5SkGZyTZg0vzols6HeEdVHnnFWjfjwuKDyruEDKrxqhghw5+Fkbz1Y3O88B79fGPdwpi1lCczJD9YEYPNQXNwHH0pp1eVkCC+cXLubr5gzO+bqJyCcQi2Vy8jKubP8Cvd/4XL3RvxKE6cWkeVtddyZr6aylyTtUvnthhL6s4n4vn3DTjeQ4/7hCkE6jePRWyrAASa+uvZ0XlzH0O5Z6p3byKrLAgtJKG4AI6wnt4pfdJtg5u4v69P2XvyBY+tOyLlHnE7luRVC6qfy9V3kbu3vkvbGz/GVc1fgK76iJrptk88BjzilZw5byPo8l2skb6CK/ExCScHipQkhhWjnB6GK89iCprODUPLtXHYLwjXz00fUmvKmvU+xdT61vA+ekbeXD/93m885fMK1qJXXHitRUzlurDtIyCYQpnhpGQjuxTmAF98TYORnbz/pavsqDkHCRJYu/Ii9NqjExsYg6HTXEQsIcYS/VjWHqhSi2aGcGyDHz2Q/03AUcpty76B/aPvcyTnXdT5Cxncej8Y1KjTIFSJH4ML4TbRems992CdcE6kj7/nYZZQ3EywxgTndujXxM3qXvdsY85gQg4SrDJdiRkmoqXTIkRHw3xbFR4D8XLuLXlM3g0H4qs4VBdKNPQZQSdpSiSiiqpNBcve1318m8GZEmmyFmKLEk4VCcLSlZOO/+ZIEkSTs3NwtAqmoqXsi5+I/+7+0e82v80m7r/yHXzP5J/negpqfHN55qmT/H7Pf9BwFHGhXXvypcV24lnw8SyY2iynZ1Df6Y/3k6Zu75wLlH++wJt41soc9fTGd5JV2Qn6xrejyY7UDSNJWVreLnvEco9c5gTWAqSWFiLnVX47MUkc1EORvZQ7KrEoXqQkLCrLuLZcSTApjhZUXEJj3fcxc7hZ2gILCGeHeeZg79nbnAZZe56wbNl6RhmjoyRwsIia6TJ6EkUWUWRtEKBQSQzTCIXIZ4dZ1PPfeSMqTToEjJeexGR9DA90f2E3DVgWbhtfjTZzoryS3jkwB1sG3ySxqKVJHIRnjn4O6p986nwHOLf0mQbbs3P2VXXMJ4a5MH938drC1LnX/w6wpWqSGpndkHs3kPyAe9wzBqKkxnpraLhzjZPeBdvMcrc1ZR76+iNtdMdaWNOcNG0dfnAlMeHEj20je3k/Nor8NoChbyIaRlgWlPq9gGqvA2UuCpoH9/NYKKHKm/DcZ3n9UNCzVdvHS1cIkkSc4IL8doC7B5+lXXpkWlzIYfPbbq5qrJGpbeBC+qvYuvAswwmevIzEQuZJImE8vySs7h07od5tP1OSt01LA6tZnXNTTyw/3bu2Px/sasugo5SlpSuEf0L+fEVSaHCM4c/tv2YpB4loydYHFrNqorLRBIdhTV17yKjJ/hj2x1CuBEJVbZxy8Iv4LMXi96P9p8Sz46jSComJjbZwRXzPoZNEcn4VRWXEs+O8XDr/yBJMqalU+au4+rGv8KhujEtg+d7HmDPyCYimREyeoKH236I3x5iTnApa+pupcrbyPLydWxov5Pne+5HllTmBJdQ4ZlzxC5/cWg1O4ee5a4dX8aheij3NHDT/M/htvlZWn4RsewYj7bfyaPtP8O0dEpc1Vzb9Glc+bJXWZIL+R5NsXNxw21EM6M81PrfvHfxVwg4XmNuK7NddG8HPw3Bz0DkTiE18A7HrKE4GWCMC+px6zDt6fh9gvoj9LUTkqN4rfDZi1hdeyX37Lyd/939I65b8BGqvPXIkoJu5ohmxhmId9FUvAyv/VBJYdAZosxdzbMHH+bA2E5sqiO/KGlUeOpYVbWWxqKWQl6h2FXOOTWX8vD+u7h394+4Zv4HCbmqCknwcHqEoUQvC0IrcWmeN3xdkiQRcleRM7PsGnqJucFF2FUHhmlgYWGf1DxX7ZvL8ooLeO7gI9y39ydcPu9WAs4QEhJZI8N4eohwaoRFpWcWPKGMkWLP8GZC7kqCjpKCJ5bIRdk19DKmZVLuqcu/xyW8d/FXKHWLPgZZUlhRvp4ydz2OPEXIotLzqfA0EM4Mo8kOyRUUVQAAIABJREFUQu4ackaatJ6cFIKSmBNcypKyNYynBrApTsrcddjyTW+SJOHWAlzT9CnOq7mRWHYUCQmPrYgSlyBPDDrKua3lnwlnBskZGTTFTtBRgc9+qHrNrri4uOEDLC+7mGh2FJviJOSqKTRDSsjMK1pe6MuYDI8tgCwp2BUX1zR9irOqriZrpPDZigk6y1lRvp4iZ/nUz8lVwweX/ivDyW5My8BrK8KhinvAJjtYU/duWkovIJIZwZZ/b5yqtzDfxaHVVHubcWpeJCRcmo/rmj/DYKLr9VXFWWmhMRP9dZ5h9p3TUX80zBqKtxuWJWg9Yr/N/22KXIQagmwHeK4RFCBvAzmgIiucX3sFI8l+nuq8n++98HlK3VXYFDspPUk4NYxddfI353y7YChyRpbO8D4UWcWt+TAsg7SeBMsiY2TYP7qdl/ue4MPL/44lZecKpldZ5ZK5NxPNjPF89wbaxnZQ4q5EkzWSuTjh9AhBZ4j6wPwTYyiQWFlxIS/2bOTxjv+lfXw3HpuPrJGhLtDMTQs/Xojh2xQ71zZ/iFg2zAs9G9g59CLFrnJkZBK5KOH0KHX+JuaHVqAhDEXWSPPAvjsZTQ5Q4qoQzYtYjCWHGEx001yyjHOq1yNJEjbFwZzgkinz0xQb9YFDvTIKEHLXEnJPyoNM27AnUeyspNg5vYaFYK61U+6pp5z6I54XDW1lBJ1lM793koQqaZR56imbYYwKzxwqPHNmHAPAobqp8y+c8li1r2na8/nsxVNyDpOfUySNUncdpe66ac8TcJQScJROOcZrL8JrP758yhEwxsR3Uy0X30vkQ9Tl72AoX/3qV4/2/FGfnMUJQvh28FwF3mtELqLsO4ApSu+sjODJV17njZ2HJElU++cyr2hxfudrYVddNBYvocxTI0IYEpQ4y2kuWVZYkFVZo7F4KTW+OVhYxLJhMnoSR/7YC+uvYU5wYSGUs3XgOX625Rs0FrfwweVfYG3DdZxXcznn1l7GOdXrKXaWsaX/GUzLYEXF6gLXk01xML9kBRXeWnQrRywTJqOncdu8NJcsY039tdT45x2RI3CoTpqKl1Drb5zCGzUdTMtgMDWALMmUuCqo9TdiWAaR9AiJXAybYmdO0SIaggvJmBn6k73YZBs+e5BFpWfgsQfoi3ejG1kMS8dnL2JR6RlcWH81ZZ7qKWGTWC6GkaeKiGbGSesJdEyaQitYO+dGav1zUaep1DItk5H0EIlcHJfqPq6wSNZI8ULvA9T5F9EQOAaH2CzeGCwT3JcJJlljHLIHhGdha3y7Z3ai8E/TPTjrUZwsmKDpiP5GeBKpF6Ds+0DuDStuqbLGebWXT3ks6Czl6uYPTHpEYmFoFQtDq6a8TsoncldWrmFp+XlkjQwWJrKkYFPsU3h+rHwZqW7muLDuaiq99UfMZUFoJW6bl2hmHN3UpzTxOTU3Z1evZ2XlGnJGBgsLRVLRFDvKNKJFRc7So1ZjHY60nuane37Amqr1nFt+AQtCK2ksbiGbT6JOXBPAn/se5+XBTXxs0Wdwqi589iCVgSbkkRf5VMvnRIJeUrEptiO4kg5E23h5fCvvaf4gDb55eW4hk6d6N7J9bCt37vsRn3P9I3XeI3fdo+lhfrDzPzmvYg0XVV16XNVcqmJjcen5lM2wq57FCYRkEyWx6ZfA/2HRP3EadGzPGoqTAUqZoDU2hoWWRXqzUMJTK04aPQoRtrAdtSJpIjlsYeUJ7Kwpi7tpGXRH20jkYgSdIbRpBH9EOMZeWLBPJCwsknoC3cxNuib7EbHqWDbKUHKAdzd+gJJJYQvDMtAtA6fmwWObnqtJt3RaI3u5qv5G5he1oEwqY7264WZaSlbw3W1fx5iBLbYtso8VJWdwfvnaY3pIE3CqHm6Y/zfH9dpZvA7kOiG9Q1Qdjv+XaIAt+mvQByHyizfElnCqYNZQnAxwr4PIHUIAXq0UJGSpFwStsf3UCSXIkkxT8VI29z3NI62/wrAMSvK0FrFMmNaxHTzRfi92xcmZVeumrWOPZMK0RfahyRrh7DgLg0vYM74Dl+pmSckKtHwTWXt0PwcirdgUG4uKllLmrCg0qI1lRtgxuoVwJsxE++CCYAtVnhpAIqkn2NT/NJFsmLn+Jub6mwoLetbI0BFtw2vz0pM4SMBeRNGkZO4ELMtiINnHrrHtrCw9i0CeQqI71okiKUSzYfoTPVS6awoL/iHW1+klUodTg8RzMSRJoiPWRqN/fiE8lTHS7B3fRXe8C0VSqPHU0RxciCafHKXE70hYptCIiT0gWJwlWUgHeG8STXjR3wgiQbX82GOd4pg1FG83JInCx2AMQOl3RUd27A8gn1qKZ5IkcW7NpYwk+3mxZyM/eOlLU5hLLcuiwlvHzXM/waLSM6ZdMEczw9y1/w4WBltojezjz32PU+woYV94D39l+xvm+pt4sncDf+57grm+RmK5KE/2PMpHFn6aOm8D4ew4P9r1PYodpZQ4Qjza/RD1vrmsKj0HCQnD1Hmy51Hm+ZvQLZ0N3Q/xvqa/YGXpWeimzn0dv2XP+A7qvXNpDe/l6d7H+MvFn6X0sARvb6Kbn+/9HxoD83EqTiwsXhx8joe77qPBO5esmeGp3o28t+kvWFS05JjU1x3RNu7afwchRxkO1cmz/U+xrvoy1lVfBkj8set+XhraRHNgIRkjQ0fsALXeejTbrKF4w5hQpbTNFxr2E0g+DUN/KzidzBj0vVdozVhpSO0TJesnicf/ZmPWULzdsCxIvwJqFTjOEomx1HNQ9oNTspHHrfm4eeEnOL/2CrojbcSzEQBcmpdSdxWV3gY8Nt9RF04JiSvqrufloefZPrqZ9zR+iB/t/n/0JXoI2INs7H6Ym+a+j6UlKwUT7I5v8XTfRt7X9BF64gcZTg3x8UWfJWAPYlgGnbF2qtw1JPUEpmXSHFzEbc0fBeCetp+zsfthlpaspCfexYuDz/HxRX9NnXcO8VyUb2/9V14e3MSV9dcDwmvqT/Ryb/uvWVDUwpV112GT7cRyUR7puo91VZdybsWFmJbJz/b+kMd6HhY7/6NQRhiWzobuB6ly1/Kepg+jSDLP9D3Bhu6HOKP0HNyal87YAeb4Grl57vtwqE50U582dDeL44AZh8xesTFLPgu5gxC/HwIfEYv/RJl6Zo/om8hsz1c4WWCOw+BfQ/oFcF2Slzt+59OPzxqKkwF6l9DHVvyQfln0TCiBU5L/fiKXUetvpNb/+ipBHIoTl+rCpboI2ouwKw5ssp2cmWMkNUx/opcHO3/Pxp6HAehP9OJQnRiWgSZrmJjEczHcmpt4LoZrEr+RKqvUeRtElRYWDb5Gto28SkpP0pvoZjDZx69b70SVNSzLYjQ9wnhmtHB8Ihfnrn134LP5uaz2GtG5LkmMZ8boTXSzsecRNg0KmvXh1CDF9hA5M3fURT1tpGmPtpE1Mnxn27/lzxMjY6RJ6kn8tiAXVl7C/7bfzXe3f51VpeewKnQ2wddb4nm6woyJjurkn4V6pBLI6734hUZ94gnBBqvmvUe1AnzvgvQ2sC8S4mHR34nn7S2Q2QyBj4Fyann+rwezhuJkgH0JRH8LnivETkfvE2LupwF98XSQJCmfv5jgcJpMV2jh0txcUnMloUncTz7Njyqr1HobaPTP54e7vkOps5yknuCWee8/QqHNwsoPZ006DwTsRVxZdwNu7ZAedpH9kE5yPBejpXg5+8K72D22jRWhswrH2hU7a6vWUz2J98mlurEfR2JelmRWhM7kzLJzC49pso3iPHPrspKV1Hob2DG6mWf7n+KlwWf5q8V/S5Hj9NRwPibMuKDmV6vEhsvKwcg/C0I/tVYkpMv+G5QSkO1gZYVuvRIQgkUTsHQwRvI8TxERdpJ9IjdhxsXxp0H46fRciU42pF4UIu/Jpw8ly6TXpot9uiDkLMOr+dDNHI3+BciSnKfhkJAloQluWiZnlp5LS/EKiuxF+CeRFupmjvZoKxcYFwESrZG9lDhCOFUX1e5aFElFkRSa/AvzGg2ZKb0bJc5SbphzK1tGXub3B+4mYC9irq+JoL2IYkcpKT3JPF8ziqyimzlMy0TJizBNgXWI6sOhOGjwzmMsM0qtpwGn6sK0TLJmBptsw7RM0kaKgC3IBZUXM8/fzLe3/it9yd5pDcXEuJO1JKS85sTbjQmZ08lEf2/K3HLdoiDE/35AFYbAuVr8n9kJcgi0qkOvl2xT/y48rh5KVquHlam/Ru36UxmzhuJkgOQQsqf2xcKT0KpOybDT60E8PUZfeC+maeBzlR5zd1bkKOGq+hv5Y9d9bB/dgk2xE89Guaz2GpaUrEA3dcYzYxyMdbB7fAeKpLAg2MLFNVcAouu5L9HDT/Z8P1891cZtzR9FlVWqPXWsqbqE37T+jGf7hbRqIhfn5nnvp8EnSOYkJBRZYXXFRQynBrh7/5385eLPUuIIcV3Dzfz+wK9ojezFpbqJZaOcW3Eh51esJZaL8urwi3THOhlPj/J032N0xg6wtGQVRfZiLq+7hp/v/R++u+3rFDtKSOhx6rxzua7hFnJmlrv330lKT+K1+RhKDVLsCFHpmmZhA8Bid9/T7O9/DgCXPcB5je/B43j7Q1WmpbOl62G6R3cCEHBXcO68d2Of5MGdENiawTZXLPRmGka/LnjTlKK3hQ7nVMesoXgrYZkiUZbrFYk02QuyR1RaxH4rurPt899yOvG3E8OxLjbsuJ2ckWZh5RrObn4/1zbcjEt1sTC4mEp3Naqssrb6UoL2IhRJYXXlRTT45nEgsp+cmaXUWc48fzOWZfFM3+P4bD4uqr4Uu+wgqce5r+N3lDhLOaP0HG6YcytV7hq6Yh1Es2GuqLuuYARUWeWq+htYXLSUrpig4y53VVHpFgtyjaee6xrehVNxYlNsXF1/M5uHXyRnZJCQWBE6iwpXNW2RvaSNNMWOEE0BQRhnWgY5I0uxI8Qt824DIGtmMSxDqOV5Gvj0ks+zd3wXkWwYj+ajyT8fRVKQFQfrqi+jM3qAtJGm0b+A+cFFBKehtQCIpUfZ3Pkgw7FOZEnhjDnX45yh7+OtxkjsIFu6HiGWHkFTHDSUrkSbQd/6DUGSgYnvkSUMhPNsGPkKIAm1ulx3nvHABGThxZ8mG7TXCukIl3gqjvrkLF4jUptg+B9FDgJVxDslVWhOOFYJXif/bSL+eZqgY3gLD239VsFQrG/51HE3mh2OrJHlP7b+MytDZ7O+5kqhyqan+cbmL3N+5VrWVV9+7EFOcZiWwasdD/Jc692YlkFDyXIuafkkblvgNYV3LMvCtAyRvZFOTGjIMHM8vfdnbD34JyQkFldfxAXNHzjx3sR0sHTxvRv7DjjPgeEvgDZXeBdmWOQaSv5J5C5Ob0z7Qc96FG8l0lsh+YQIMVX+FqK/FI87zhSehvcWkI5f72AWU6HKKs2BhTzT9zjRbBhZkumKdSBLMouLTo8FYDTWzY6ejZiWTkWgmdXN73/NRgIglh7m2f2/oshdxRlzrn9tinDTwLIs+sb3sn9gEwD1oeWcPe8WbEdR3DuhkPIbM/d60eCqhCB+L0TuBtca4YGM/COU/ido82Y9i8MwayjeKlhGnnmyDiF+EhOEf85zxQ4n18npUI/9ZkKWZK6sv4E5vka6412Axdnlq5kfWHRalJLmjAybux4kkhykzD+PixZ8hGJP7Ws2EpZlMRhtp3XweRpKVoiE/BucWyoX45XO+0llY9SVLGXN/A/hmabj/U2F1ih+JEmUuKrV4LlcbN6Cfw2Ru2D476HybuD08eqPB7OG4q2ClYHkU6JeW5JFXsJxpmiqS78Eas1pUWb3ZsOhOFgeOoPloTPe7qm85cjpKVy2AMvqLmdh5VpKfUcKQB0fLPrD+zHME0efnc0lCLgqWNVQx+Lqiwm4yt/6KqzJ59PqBPurZYBSAaP/JrTpzSpmI+5HYtZQvGWwRC23Vp2PjTrFTibwMbGzkb1v9wRPAsx6VG8ELnuA1c3vf8PjZPUU/eH9J2BGhxBwV7B2wV+c0DHfEGQ3+D8Eg58UTXXj3xWVh7OYFrOG4s2AlW/1z/VMejAnmnmSz0LR2YJbRqsXRkIJFXY7lmWRyIyTysVw2wM4NR/R9DBdI9vI6AlC3nqqgvNRZTtgMZ7sp3t0BzkjQ7GnhqrgArRJCm1HTs3Cskxi6RGGoh1E00PoRhab6iLoriDkbcBl8+enc/SF27IsDDPHeLKfkVgn8fQ4FiZOzUuRp3ra+LNDc88YchAKaZAz0ozGuhmKdZDOxlAUjaCrklLfHNz5nohj7UbFdRrE0qMMxTqIpg5dZ5G7ipC3DqfNf1xjTR5TNzOEk4OMxXuIp0fRzSyyrOLUvPicIfyucjz2IPIM5H+H3jedSGqQsXg3sfQoOSODLCs4NA8+R4iAqxy3o2hGEsGJcQAyepJIcoBwsp94ZhzdyKDIGm57gKC7kqC7qiBlOuN7hfgs09kYA9E2xhK9+bFTjMYPokxDPujQPHjsRTOSHFpYZHJxwskBxhN9JLMRDDOHKttwO4oo9lQTcFWgyrbj+gwsyyJrpBhP9DGW6CWZCWOYOqqi4bL58TvL8LvKcGq+40vA2+aJJtfIr8QmbhYzYtZQvBkwR2HgU4IjxkqJm1AOgDEIxV8WJGOJx8C2EKJ3QeCTeS4Z0SS1pethdvRsZHndVTSWnc3ju39Ef3gfpmXi0NwsrbmMM+bcwEBkP0/tvZOxeA+WZWJTnSysWsu5jbdin2aRtiyLeGaM7d0b2D+wiVhqFCNPCy5JMppsp8hTzZKaS2gqPw/bUcoWLctiPNHLq50P0jH8KqlcLB+qEJrYqmKftnppfsUFrFnw4Wl1FhRZYyzRx8vt99I5soV0Ll6ovFEVMbeV9dcwr+ws1KMkVy3LIpYeZXv3n2gdeIFYZhTDmHSdioNidzVLay9jXtlZR73OCehmjp6xXWzv3kB/uJVMLo5h5vKNY1L+mjXctgDNFedz5pwbUaehZLcsk5F4N1u7HqZzZCupbBTD1PPNcflxZA2XPUCFv5GVDddS6muY9hojqUFaB56nffhVxhK9ZPUUZn5OEhKyrGJTnZT7G1lVfy1VRQsmSacewnCsk509jzGW6COeHiGRCZPRhcZC7/ge7n3lX6Z9TxZUXsgFzR9AOYxBwLIsRuPd7O1/hoOj2wknB8gZaUxTnzI3h+alOriAVQ3XUeqbc9SF3TB1Do5uZ2vXIwxED5DVk0eMpyl2vI4QdcVLWNVwHS77MXTmJUWUpId/DJIbGBENeVbutCpRPx7MGoo3A7EHRJd16OuiJNaxTFRWjH5N0BZn94Pn0kN9FbLj0LGWSEqmc3F6x3cznuhjPNFLwFVBLD1COhdn68E/4neVs7NnI7HUCAFXBYlsmEwuzs6ex6kMzKep/NwjaCvCyQGe3PNjuka2CW1o1YXXWYwiaWT0JMlsmIFIK6Pxg4zGezln3i3YVAeHexYTYz268wf0hfchSwol3lpKvHWoskYkOchg9ADpXBwAVbHjdZTg1DwE3RUz+imJzDiP7fohfeG92FUXAVc5sqSSykVIZqIMRtp4YvcdZHMJFlWvKzDTHj63sUQvT+75Cd2jO7AQBtTrrkCRbWT1JMlMmP7IfkZ2H2Q41snZc28+aolmVk+zpeshNnc9RCobBYRRc9i8qLIN0zLI6klyeoawMYgia8gzzG0o2sGjO7/PcKwTCRm75sbnDKHIGrqZJZ2NkdFThJP9ZHIJWmrWzzivg6M72NT2GwwzJ0SXVCdORwmKoqEbWeGZZqN0DL/KWLyH9S2fpDq46IgFeTjWyZ6+pwt/m5Y56VkL0zKn/cxmLq23aB18npfb7y2IT9k0Nw7NgyKr5PQ0icw4icwY+waeYzzZx+VL/g9F7uppjYVpmezrf5Y/7/sFyWwYWVJw2vw4NKHTndPTpHIxMnqSdL7KbUXDNTO+b1OgNUD5HUKfPrFBUP3n2k8pev+3ArOG4s1Arl14D8YwaLXguhBi9wmqjvQr4LlavE6SQZpZA7pvfB9BdyWXtXyGoKeK1oHn2dT6azJ6ghcO3IMiqVy86C+pCDTRPbaTp/feSToX5+DoNuaVnTmlpDGjJ3i+7Td0jWxFlhXmlp5FSz6pqMgqGT1Jz9huXum8n0hygO3dGwi6K1hcfTHyEVoMJju6H6U/vA8JiZbqdZw59yZcNh8goRtZOoZf5am9PyWZjRB0VXJpy6fwOUvzIkHTm4qukW0gwfyK1SyuXoffWYosKcQz4+zseZzdfU+RzsV4qf1eSn1zKA8cSTqYzsV4rvVXdI9uB0mmrngZy2uvoNhTgyJrZPUUfeF9bOl6iOFYJ1sP/gmXPcDK+qun3W1blsmevqd5qf1eckYaRdaoK15KU/k5FHtqURU7pqkTz4wxEGljJNbFnNCqab0p0zLYdvBPDMe6UCSVBVVrWFS1Fq+jGFlSMcwcyWyU4VgnPWM7UWSV0DQqgSDCZTVFiynzzcWheagrWUaZfy5uW6BgdAYjB3i18wEGIq1EUoNsP/go5f7GI4SaGkpWULTqUJf3SKyLp/beSc5IUxlo5tzGW1GmITV02vzTvmcgUV+ygrbBFwm6K6krXkaprwGHzYsiqWSNFH3je3mp/V7CyX6Go53s7n1KnGcafrNEZpxXOx8kmQ3j1HysrL+a+tAKnDYfEhI5Iy3e/3Ar3WM7qSluyd+LxwEzAcknwX2FMA6j/z4bhpoGs4biRMPKil2J5IDsHuHC5nog/EMIfkIYCVvzcQ1lWDmays+lrmQpkiSzoPJC9vY/w1C0nWhqmLPn3kJj2dn5hf9MdvY8Tu/4bkbjvehGtvDltiyL1sEXaBt6CRDhnwuaP4DTdiiB7qGYIncVHnuQDTtvL3gudcXL8LtKp8wrkQ3TMbIFC4uAq5yVDdfidRzqElZklcbyc+gN72HbwQ2EkwMkMuOEvPVHDS/oZoaFlWtYs+DD2CfpRXscxQRdlUhIbOveQDQ9zM7exwn5GqZ4FZZlsX9gEx3Dm7GwmFOynHWLPnZETiTorqTEW8sft3+P8UQvW7seobaoZdrwx3iij1c7HyBnpFFlG2fMuZ7ldVdOmR9AiHrqS5aL/MAMKoDpXJyBSBtgUeSp4dx578ZtD04Zx+8qo9w/j4WVF2KYuaOGxfyuMq5Y+lkcmmfavJTfWYbXUcyDW79FIjNOf2Q/icw4AddUoR2X3T8lTGNZZsHQOTQPZf55RxiXo0GSJEp9DVy74os4bf5pcxBBVwU21cWjO79PVk/SPbaTjJ6cdoGfyL8AzCs7kxUN16AeZriC7kqqg4tYWnuZCEUdbz+SlYL4w6L60IwIwj+15tjHnWaYrcc80TCjQsq0+Avgey8U/a1gn9TqwX2laLY7zuYlVbZREWgsKME5bd7Cl1xTHFQFFxSe0xQbvjybakaPo5vZwjgZPcHevj+jGxncjiKW112JQzvSk5EkmZriFqqCCwGxSPaO7z4ixDARNgAo8dQWEsyTIUsKlYFmZEkhZ6QYjnVyrLJDu+pmcfXFRyzCADbVSUvNJbjtAUCEXeL5OUy5zv5nMMwcdtXNivqrp02cS5JEmW8OS6ovQZYUYukR9vY/g3mYPKlpmbQNvUQkOQhAfclyVtRdNe38JsbVVMeMneWWZWJYouRUkVVkefrFTJIkVMWGXZv+PBP4/+y9d3hlV33v/dnt9KJz1OuoTe/dvduDbbDBNNMuhNC5hBByU7hPAg/c3PdNQnITuLwJIbTgxNg4YIJNsT0exh7b4ymermnSaNSlIx3p9LrL+8c6OiON+nhsjwd9ecZI+2ytvc7ae6/fWr/y/cqSjM9Zjk2dPlAtSRIV/hbKvSLGkc0nSWWjM7Z3OaHIanEHOX3fZOqCqyhxVQOQykXJ5OPTtmWYevHeKLJtRh1xSZKwqU401THt51NgWcL9K7sg9IeCD0oJCrr/RUzCoqF4NTDTkO8CsyB0YsTF7sHKCjdT6IsQexjUCqj85oL9nppix6ldWPVLyNhVd+EzB27HxNWoVIgngGnqk3Lgo+kQI/FuAErd9QTcNTNOQJriKLo7DDNPKHZuEtMngG7kii+upk4ftBa6FI5i6npOT09p52J4HWUihjHDpFfiqiLorgOEsRpL9k86J5IaZDQhsnWCntpZdzDjRtFVyHzqHW0jW4ipjCNvZOgJH8fCRJVtrKi+AZvquuT8f5vqxOcUDKThRA/He3eSzsVm8fW/eiiSiruwW7AsE2PCAuKNxsTn2zR1zBnqNjyOIE5N7DTODR/g3PAB8nrm1XfACMHgJ0TSSeALImXd9z4WHS1TsTgilwozAyNfg/hPwLZUcMXoA6LCOt8l/l9yiOPuOy/pEqpin+TGkCSpGCRVZBWbMtktMb7dtib+17KIpgaLqzVJkukdPTHrZJfKRZGQsTBJZMcwTR15Qj/smgtVtpMjTSorUh4v9mFblkUiEy5MghJOzYs0x7rE4yid8p0mQlMclLiq6BkV6cCx9DCWZRW1siPJgWK2TsBVg2MODiGvowyPI0giO0o8M0IiO4qrsGMBSOdiRNNiN+Gyl1Dmm911Nhc0xcGqmpsZiJwhp6d4qf0Rzg0fZEXVDSwpW4/XUYYia5dUSW1YOnk9QyafIG+kBcW5aWBaOsnCLsLi9S8lG0+hzhlp0Tc9U9gh6OSMTPF+jfdvOvidlSyt2s6R7t8QS4d46ti3aChdy/LqG6kpWYbLVrJwPiorJ1xNzmuEocAQu4lxOo9FTMKiobhUGMMQf0z4OFPPCy4Z2Q8lHxfBsZJPAoYQJbpECH2Fye4JqfiZMu8XI54JF1fzXSOH6A4fmfV8kQMvMl8upIBegNdRRtBTS2o0QijeSSjWSW1gVbE/lmWRycc5N3wQ0zJwaB4q/C1z9tOuuqbNFhqHJEmFHYAEWGRyMSikp4IwcOM7HeH7n/2FV2WtuFJw69D9AAAgAElEQVTN6aliltY4cnqKnC52iw7NM2l3dymQJInWiu2kslFe6XqCeGaE/rGTDEbO4HNWUB9cw9Kqa6kuWTZr3cM4xDgn6A4fpSt8mJF4N6lcFN3IFt01Yhfx+gdnRT3QKF3ho3SHjxJOdJPJJcibObF7sAxMy5hX9bcia2xpegeGqXNq4HmyepKzQ3vpHD5E0FNLU/lmWiu2UeptmLXupAgzDaN/K3b7VlbEEZNPCxli+cpg2b3SsGgoXhVMUWUduK/g11QEB76VFsV1l7iTuIBZHvgFLJ4mbtMVWUNdQGDSpkz199pVN2tqb2co2kE6F2PXye+xqfFeyryNKJJKIjvKyf7d9IweAySaK7ZS5W+Z8wWW5bmN38TaBN3MTzATFrqRLXwiTVvDMAXShfMsLHRjslvGmODCU2XbtOm4C4WmOtiw5B5qAys51ruT8yOHSGTCRFIDRFIDnBl8kdrAStY33E1D6Zpps41ATMQDkTPs7XiUvrE2UbAnqTg0N3bNg111FvqsEU70TInnvJYwLZOukcPsbX+UULyzuOO0q25cNh+a4kBVbMiSQijWOWNsYhySJOGxB7lp+UdoLNvE8b6d9I+dIpOPE4qdYzjWyYnenTRXbGFDw92UeupnXyQYIYg+BPmz4veq74H3PsEkK8+chfi7jEVDcamQNLGDUCsFK+XYv4Fjuzhe8vErKsVOli+8NMurb2B9/Y55s2PaVfeUDBNJklhadS2x9DCHup9kON7J08f/qRDklckbGfJGBpviZFnNdVzX+iDaNAbnYliWKVxVs3Rt4gpUlpUJp0qTdiPz5SkyigFsacpuZpxiGyiszi+P40aRVapKllLua2Is2U/nyCt0DO1jJNFFVk9ybvgA/ZHTbGt+gA0Nd08xeuPFjjvbvl3UnGgoXceK6hup9LXgtPkKtRwKsqTw1PFvcXpgz2Xp+1wYN2DPtn2HaFrUlLRWbGd59Q2UeupxFlJkZVnBMHWeOPx1ekaPz9muCFQ7aKnYSkPpOkKxc3SE9nF+5HChIn2Uoz1P0Tvaxk0rPkxT2cbpjYWZhdw5sCbsHnNtIH9kkTF2FiwailcLxxZw31EQHroXXDeAHLyiHrpxqgoQk1SFv+WSNR/GoSl21tbfyWiyj9MDe3DafMVAu99VQcBdS3P5ZhpK1xWPz4WcnsG0DJQZHstxl9a4N9uhephoVURevYitjAeJZ9uhmKZOJidWs6qsTalm11QHmmInk4+TNzLk9PRl1U5QZJUybwNBTx2ra26lL3KKYz1P0zN6jEw+zv7OxynzNNBYvoHJ1tPi1MAehuNdACwpXc8daz49LZ2GZVkFXfDXB4aZ53jvM0TTQ0hIrKi+gZuWfxiH5p3St5yeXrDxHTcYtYGVVJcsY0PDPXQOH+BY7zOMxLsYTfby4tmHKfXU43dWTG3AGID4j4X7yb4OUBfdTfPAoqG4FFiWoAy30mBbJnYWwS8IynBletWxNxJ+ZyWqYkc3sowm+sgbmWkpPhYC3chxqOsJ2kMvU+Fr5rZVH8PvrATESl9T7LPyHU2HZHYU3cjOmLNvmHmi6RAgXEGeCbUbkiThd1ZiU51k9STR9JDY1cxSh5DKRUlmxwARrJ4YyAZwaj5cNj/xzAjJ7BixdAivc6pG9auFLMm47H5aK7ZRF1jJyx2Pcbj7V6RzUdpDL1NfunaS20s3c/RHTiHoUlTW1N0xI+eSYepk8skpx18rXKgVEXGdNXV3zqiupxs5soUY0EIhSRKKpOJ3VbC+4S00lK3n2bbv0B0+yki8i/6xU9MbCrUB/B8XnGvV3xcsspL7ilrYXYlYDO/PBcuC5LMQ+jOIPSIU6kJ/DIMfE1lOiV8IimLv+0SG0xUGSZIIumuL9RfhRA/Dsc5X7UYR6Z3Pohs5Nix5C1X+pcXCLUHVsPDsnVh6mGg6NG3fxrOoRhOCaNFp8xK8KM334u8ZSQ3M+D0ty2Iw2l40FJW+5mKq7Djsmosqv6j+zuaTdAwfmDGF83JAkiQcmpdVtbcUdy7xzMgUN5ph6uT0NCB2dh7HzMR88cxwsVhtvhAJFKI90zIWtCPRzVwxVmTX3Lht09ckjFOtJDLhBfVtOkiSTMBVw/Kq65GQMC2DWGFBMQXZI5A9BJhigaeUTqbQWcS0WDQUc8GMQPhrMPZNYSASj4tjjq2C9dV1M9g3AtYVuypx2fy0VGxFkhTS+TiHup4klYvM+jeWJYK7M020qVy0kBFkkcrGyBuZwrmXboDS+TjtQ3sxramTsWWZdIT2E8+MAFDha8FbqEkYh9PmpaViG5Ikk8pGaOv7LbqZnaYti1Quyom+Z9HNHJriEESDFzGkypJKc8UW7KoLC4tTA8/TM3oCaxIX0tS2x/9dDNM0MM25Yx2C3K9Qp6JMLeBTJLUY8zHMPNl8cto2DTPPqYHni2M2X2iqsxgXSWRGyRnzr1lQZVvxb/NGlmzBoE2EZVnkjQxtfbvmDGRDIfNuljEvtEpWTxZJGqcwF5tpUQhrpkTqujX1uVjEzFh0Pc0FfRD0IfB/UDxsSqlQpHPfJSQT3TtEQPsKhiwrrKm9nZ7RE/SPnaQjtB/TMtm05N4CX5ENkLAsg5yeJpYO0R85TVZPcm3re6eVwfQ5K3A7gkRTg+w79590hQ8X6MnFpDbO+OpzlFFdsowKf8ucKZ8ScKznGVy2EpZXX49d8xS5fM6FDnCw6xeYloFddbG69rYpE7skyayqvYXz4UP0j53ieN9ONMXB2vo7i30zLZ1oKsSB8z+nd/QEAE3lm1hStmHaCu664GpaK6/hRN8uEpkwO9u+zabGt9FYthGnzYeMLDKmTEHCF4p1osp2llZtR7pIF24o1sHJ/t3Ul66l3LMEp91fSOeUoUDzPZroY9+5n5HVUyiSSm1g5ZTMJ0WxUeFromf0GLqZo63/t5T7GnHa/MUVdToX5XjvsxzqenJ+D8kEuAuU3cnsGOFkLyf7d7Om7vaicbIsE9MykCVlys7Rrrkp8zQQTvSQykU52f9bfM7yQk2LhGnpxDNhDnf/ilODe5AkGeuiiviLcbL/OSKpARpK1xFw12JX3Siy2PVYlkneyNI31sax3p2AWDBU+VsnN5I7DUOfg8pvgetWiP98wePyu4xFQzEvKMJIIAla4vQewdkU+CxvFrEdn7OCm5Z9iJ1t/8Jw/DwdoX30jbXhc1YWKnclcnqaVC5KKhshp6epC66a0Q1U4qpkff1d7G3/CVk9SXf46LTXlQqru+aKLVzb+l78zsppjYUsCb6qgchp9px5iFMDz1HqaUCRVSKpQQaj7eT0FLKksqr2VhpK103bjtdRxg1LP8jOtm8TTvSwv/NndIT2Ue5rxKa4SOWiRa4sC4vqkuVc2/reGQv9VNnG9pZ3kciM0j0qKLN3n/w+rzh/gddRjk11oBt5MW65COlcnLX1d9BauW3Ko5HJJzjRt4tjvTvx2AP4nBWFIkM7hqkTz4YZiXcX3WF1pWtorbxmqgFDYlnVdYIqPjPCmcGXiGfC1JQsR1PsJHMRBiNnGUl043WUsazqOo71PD3t95sOds3N8urrGYp1YJh5Xmp/hPMjhwpuPfGcpPMxWiu2sbb+rkmUGqpsY0XNTXSFj5LJxzna8xThZC9VvlZkWSGeCTMQOc1YcoAKXxMlripODTw/a38iqUH2n/sZh7t/hddRJhYpBfLDvJEhkhoknOgWxlXWWFVzC2XeJRe1oojK6+j3BbOzUgLKVOqZRUyPRUMxX5R8svBgSeD/KMhzaxhcSZAkieqS5exY+zkOdD7O+ZHDZPLxKUVmICZtl91fIMmb7PawLIt0Lsbxvp2c7H8O0zLxOsoKlM/yhPPMwoQSL3BNPY9lmdyx+pMzCBp52Nx0H/HMCHvbf8JQ7FwxKDrxnFU1t7Kt5YEZA96SJFEbWMFdaz7DS+2P0jd2kpFENyOJ7knn2VU3zRVb2Nb8wIz01uPt+Z2V3LHmUxzqepIzAy+QzEaIpAaJpAannG9TnEVW0+m+o8dRSjQ1SDQ9VKz6vuiKODQPzeWb2d7yLjzTaH0LrqoWrl/6fvZ2/IRoapC+sTb6xtqK58iSSMG9rvVBbKqTs4N70eddeCexsuZmIqlBTvbvLhb1XbwYqPK1crGrUZIklpSuZ3vLuzjQ+TjJ7BhdI4fpGjlcPEeVbTSUruWGZR8kmR2lI7R/1t54HaU4NC+ZfJxwoodwomeaMRG8V2tqb2d9w91TdpvYl0PVtwQBoN4PrttEJfYi5gVpDn/p7554rJkGJvjI813Q924I/IHgq8eC0i+Bc/trcnnLMukfO8Vwoht7YSU+MUOpd7SNcKIbm+qipWJbkd/Jskz6I6cZjndhV120VGydNuNnXKUtFOukd/QEI4nuosaCTRFcRGXeBip8LQTcNVOYPzP5JLtPfZ+T/btx2nxsaXo7zeWbRR8nGhXLRDfzjCb72HPm3wnFOrCrbt6++UvUlKwothlLD9M1chhNddJcvhlNsRNJDdE5fJCByBlSuSiqYqPUU09j2QZqSlbMGijXTZ0z4U5SeoZsPolsjJHNDDCW6kc3ctg1N6WeeuqDa6j2LyOh5zgf6aXBX02pM1Aco45IN5qs0uC7EDA3TJ1wooe+sTZCsfMksmFMU0eRNVy2EgLuair9rUXq74v7aJoGkdSAoCNPdBFLD5PNJzEsHVW2kbdkojpsq7+F1dVb5mRsNS2T0UQv54YPMBQV+h+KrOItuPsayzbitgfQjSztoX3oRpbG8k1Fpl/TNMgbWSwsVFmbMq55I8tA5DRdI0cYTfaS0zPIsoLL5qfEVUVz+ZYZBYcMUycUO0fn8CuMxLvI6ilURcPvrKQ2sJKG0nU4NC9ZPUHH0H6QJJrLt0xiNDZMo1hVHk50MxTtIJzsIZYKkcrF0RQbmurA6yil3NtEbWAlQXft9GSL+gjE/gNG/w70bvC+F2p/POv4/o5i2hdr0VCMwzKFPOnYN0HvmXw8dwbK/6qQ/loGatWbng9mXKpynOYBKNIzz8abcy50kCeP/B26keWa1vewrfmBGauHx69zuPuX7Dr5XQDuXvd5VlTfNGusYjwobhT6Np9+jSOVz/CdQw9zYqSdM+FzfHrzB3j3irdgWuYENTQFCRnd1PnO4Ud4oecg/+uWP6KpRNBL66bBn+/6G8pcQb64/fdRJxXiWULp1tKLAj8SYkU7ni00P5lWs9CncaoUk4eOP85TnS/w1Zu+wIqyuSlPxvtjWtYEtTeQJGVeFC/DsW6ePvYDwol+NjbeyXXL3jElcH6hr0aRykWWZCRJKRQkzn4fLUwRwC+M/fg4zScjrjN0lH0dT3D/5s9j18RiSTdz7Dn1E0aTA7xl/Sewq875tTn2zzD8p2DpQizMcx/UPjZvJuffIUw7iIuup3FYGQh/VRgLz9uEcZB9oHgEB4zv3VdkjcSlQuhTSwsuvBuMniVvZNAUR2F1P/sjNJ7yOQ7DnD1wOf43IKFegjF2qnY+tekDDCaH+fxTX0U3DWRZnTa9r32sixPDZ/nc1v9Go79u0mc5I0/e0KdZKUlIEiiSxjwVD6a2IEliMp/QQnesiyOhM3xuy4dZVjpV+nSW1pAlaRJp43wR9FRz78ZP8/OD32AsMcB068Lp+jrvnkkSEgqycmkjlcrF6B/rwLD0ohEYSwzSHT7JLSvfh8vmm38Ktn01qLVQ+meCyDN7AvQ+Qf+/iDmxaCiKsAQjrOwXD09yFwTuBd+HCtxNV4+ReDWYSDAndiOzZwUbpl4oDisUyU2jXTERwjWmFyQ0lcLqVSocN1BkGcM0kCQZRZLRLQMsUAs8UZIkYVdtuDXnFGW+i69T5S7nz6/7NBXuue/teL/E91CLfRIZTwWtBElBli6ssk3LJG/qU+ZfWZKL/R1vu8wZ5E+u/QSV7tJp4xumZWKYBiYWMhKKrMzLyItailGiqWE0xUbQU1PUiFBkDb+rHOc02iTj6dGjyQFyega/qxyvQxAtJrNRMrkEds1NJDmIotgo89SiKsJNaZgGkeQgiUykuGNy20so9dYiIZHOJRhLDgASQU81joLuhmVZpPMJRhP9aIUA/8T+mJZwlW1pvhuPMyh2mwXSTMM0iKZCJDJjKLKK31WO215ywZBozeB9D3juByzIfgXmyLZaxAUsGoqL4bpVcMGgg1IlHrArtD7ijUDAXVMQI8pwdvClIrfQdNQRmXycM4MvcWbgxcLf1lLqbZhxFZjKZ9jV9RLPde8nkUvSEmjgra230RpsJJlL8q+HH2VlWQu7u/dR563iliXX8NNTv8awTH5/w3uo81bNa4VpmAaHh07yq47f0p8IUeYMsKP5JrbVrENTproiLMviXKSbHxz9TzZXreWtS29DlRTGMjGeOvc8+/qPoJs6q8uXcd+y26lylyNJEp2RHr514CEyxoWcfd3Q2VC1io9teA82xYZpmRwLnebJ9l30xYcIOPzc0XQd19Ztwl7YJSRzKX5z7nle7j9MNBvHZ/OwqXoN9y29HZc2c1KFZZl0DB3m2RMPIUsyOSNDbXAZd639vUmxgOmQzsV5+tj3GYh0oMgahqlz+5oP0Vq5mfbBg+w5/Rgl7koyuQTR1DAraq7lzrUfQVE0Dp9/hv3nfonXEaR39BSGaXDn2o8Q9FQTinXzm6PfJZtPY1oGbrufezd+hoC7kmhqmJ8f/EcSmbGi0t146qxu5njxzM9o630BTbWTzafZ3vo2NjbeiSRJHD7/NHvbf4Fdc6EbWSr9Tdy78dPFGB5qFdhaIflLoWAnvbmSUd5oLBqKcZhxoU6n94vsiEiD4KpfNBKTUF+6lgpfE4PRdk4O7CaaHqKpfDMBdzWqbMOwDNK5GKOJXvrGThKKd6IbWVw2P1ua7p9xR5E38vzHiZ+z6/xedjTfiN/h5YWeg3z5+X/gr27+IiUOHwcGjtEV7WN95Up+cvKXHA2d4vr6zfym4zmeOPssn9j4IMocEpiWZfFS3yG+eeCHXFO7kbtbbqF99Dx//dI/85nNH2JH843FcyUAC9ojXfzNS/9Cva+amxq2oUgyiVyKb+z/Ab3xQe5qugFZknm6cw8nRs7wlRs/T9BZQpkzyAMrdhTdbUPJEb5/9DE2Vq1GlmQsy+KVwRN8fe932FK9lre03ERnpJe/f/m7/H42zn1L70CSJJ5o38V/nPg571i+gzJngIFEiL74UDFGMhMSmQhPHf0uG5vuZMOSO4hnRnn4ha9yovcFNjftmNGoWpbFke5dDEbO8a7tf4LL7uelM4/zzLEfUhdcgWHqDEY6uWXV+2mu2MC50GF+cfD/srl5Bz5nGS+e/RnXtN7HxsY7Odq9ixfO/JQ19TdhWSbPnniIgLuK21Z/CMPM8/iBf+Clsz/j7g2f5JXzT5HOJXj/9X+Jpth58tA/ES4IUZ0fPsYrnU/xzu3/gwpvPWcGD/DU0e+xpGw1Ja4Kjvbspql8LTevfBALEYifnAwgg61Z1E9o9cJLsIh543fDUFgWYDLVBysjpgMTcmch3yMETfK9Inh9yV7oqxc+Rxk3Lv8we07/iMFYOz2jxwtCSDISEtb4/woBaVlSqPA1s7Xp7bRUbp+R/rknNsCTZ3fxqc3v5/bG65CQ2FS1hs/95ivs6trLO5bfhW7qbK/dwAPLd7B/4CjlriAPrnobsWyC89Hegmtq9nuW0tM82vYkGypX8elNH0CTVbKN1zKYHOa/zj7DTQ1bsRVW8qqscD7ay9/t/VeaA/V8auP7KXGIle6x0CleGTzOV2/+AmvKhQZ6a3AJf7Lzr3ll8AR3NF2P3+HlhvotgNgVfOPAD1lV1sq7V96DIilkjRyPtj3J8tJmPrvlQ9hkjZyRJ5KJ8fMzz3B743V4bG66on2UOgPsaL6RSnc5IoBtzmkUx5KDDEXP0zd6lmhquKAREaN/7Cybm+5iphogyzJpHzxIJp9kf8cvkSSJ0cQAoVh3UUq1zFtHU/k6nDYPVSXNyLJCNp9Ccor0ahH8NjFMHUVWkZBI5eJ0j7RRE1zKntM/AUsYs3Qujm7k6Bo5QUvlRkpcFSBJLK3aSv+YSJE+P3yMVDbKse7dKLJCOpcgkgoRSQ5R6q1lTd2NvHDmp6TzSdbU3Uhj+UVqkpIEjmvBsU3EJ6R/BkwR3EZ+0yenvNa4ug2FmYTUb0EPidRW8yK6AOe1Qj8i9VvIHhMV1tU/ECsP6eoemkuFJMnUBVZx74Yv0hHaR3f4OLH0UCHN00CWZDTFUdD3rqYuuJr64Bq8jtJZNQI6Iz0MJkd4+MQv+MXZZwHhIgqnI3TFhOSpLMmUOktQZQW35qTCVYoiKbhUBzljqsDSdBhLx2gf66I3Psgf7/x/Jl3fodpJ69mioRjNRPnrl76NW3Pymc0fxGcTKa+mZXEqfI5QMsz/d/Ch4vlZPUssl6A/Prk+Im/o/PT0bzgV7uAvrv8cpU7hO49m45wZ7QTgf+z8f4vn90T7MbFI5tN4bG7uaLqeVwaP8+e7/pZbllzD9XWbafTXIcmz73ZNywBJwmnzFDXSr1v2DupLVzBXoahu5rFrbpw2wdBbE1hKU8U6XHZhKDXVUUxkGI+pWIBNc7G99a08e+IhzgzsI6dnuGH5u7BrLrJ6CtMycWoX+rO67gaCnmpRUW4ahTalQmX/ZNp4VbHjsnmQJAWH5mHHuo9S6q1FlmQ2Nd1FXXA5J3r38PSx71MTWMpbN33mgusJCt4BVehRGKNCBlVygesm0BrEOfb1YFu56Em4CFfvbGgmhVj66N8LbQjXzeDYBEYEEj8T6XHpFyD6b6J4znMfOK8XGU6LRmJWSJKEz1nOhoZ7WFt/F7l8Ct3MiTTbAqunptjRVOe8s6oyehabonFd3SbKXReCy3c130i9r7p43QuraKkQEGZBL3XezKObBmsrlrOhctWkz7w2N+4JPv+DA8ep91XTFx+kK9rH2sLOASzSega/w8vNDdsnxQnubb2VVeVLi79blsULvQd4sn0Xn9vyYVoCF2I0eUMnb+qsr1jJ1prJSohuzYnXJibTDZWr+Prtf85z3ft4tmsvj59+intbb+NDa9+OQ5251qLEVUnQXUVVSTNr629GkiTyerYYdB5Pjb+wCxQ/S5JMU/la2odeYUPjHXjsJRimgW7mihP8TCMuIZHTM9QFV3DTinfjtPvwOcX9dNq8VAda8DqDXNN6H4qioRtZkZggq1QHWugeOUE6F0dVbHSPnCwGtOuCKzjVt5eVtddR6q0rFHRmcNm8mJZBJpegzFvHLaveT33pSh4/8H9IZMYIeqqndtJ5E5T+CeS7Rexi7JuCv02pAPsGqH0YWHgW2dWMq3dGTO6E2L+D7BbFNe5bIdcuDIVSJjiatAaha20mMBzb2R/qwp8bYkWgZkb/rW4axHMZfDYneVMna+j4bHPLVi4UvYlRDg13ARY+m5NrqlqxTxNoXSgGkhFOjvWxrbIFj3ZhtWVZFqF0jMMjXawK1FLvnTsTSJIkVElDtU/PELoQVLjL0GSVNeXLubZ245TxHE0XSAxf5TB7bR5KHF7KnAHuX3bHtIZsPItpa806Pr/1I3zr4I/4x30/4Ms3/gEN/hokJKo9FSiSwjW1G2gJXEwXIWBZFh1j3Xz/yGO8Y/kOttWun/S9PDYXQYefgMM3Y18AZEmi1lvFg6vfxj2tt/JE+y4eOvYzrqvbxOoJRuli+Fyl3LzyfTx/6lGOd+9GllXyRpYd636fmsBSTg/so3ukja7h46iKjZ3Hf8iSstUsq97KxsY76Q2f5uEXvobXWUo2n6KudDl3rPnwrONrYZLNp2gfOkgkJTQpyrx13Lb6gwQ9Ndy88kF+feQ79I2ewa65SGXjXL/8AVbVXs/Gxjt57OW/5scv/RVuu59EJlIkGGyt2kTn8FEee/lvKXFVoJs5PI4A9278DJIk8cvD3yadT+DQ3IwmBmgsX4v7Itr4CwNqh8B/ByxBDpj8jfAmKGWCE2oRU3D1GgpzTMQb1CrIvgLGiNg1ZA6AbRVkDkLmEJR/FSQN3cjzq64jtPgrWBGombHZrniYH5zczcdX38apsX6OjHTz2XV34lIv7wrEtCzi+TRto30kchnWlzVcFkNxPj7MI2f3srykepKhyJo6j587SH9yjI3lja/6OgvFsmATq8qX8qNjP8OtOanylJPRswwkhmkuqUedI/YwDt00yBt5UvkMhmWRM3Kk8mkUScGmaJQ4fNzRdANPtj/LyrJWVpcvFUYyFcah2llReqHQza25KHUF+MzmD/HV57/BN/b/gC9d/xkCDj9bqtfySNsT/ODof/KhNe+gxOEjkU8RSo6wumwZXrub4dQo39j/A5oDDdzWeC2ZfIYMoMgKTtWB1+ZmR/NN/LjtCdZULGd9xUokIJQaRZUVVpcvxbRMDg224bN7CDpLsCwLr801r52aLCmsW3IrtcFlDEXPY1oGAXclFf5GAFw2L+W+Ou5Ye2HyF9lQEj5nGe/c/sf0j3WQyIzi0NwiFiEpNFWsx++qKE7iHkeA+7d8nnJvHT3hU7QPvcLbt/whPmcZpqmz++SP2dfxJDvW/T5N5ev4wPVfpn+snZyewesIUBMUxq7K38QHrv8K/WPt2FUnZb56xpKD2FUXiqzylnUfYyDSwVhyCFWxUelfUizEu2nlg4zEusmbeTyOEmoDS7HPkhF2wWsgQdlXIfkUZF6GXCdEfwRqjUhmWeSDAq5mQwGiHsL338QqQXZD4uciXqEtAe+7wb6ShQ5BmcPDXQ1rCdjdLA9UU2J3YZvnJLYQ1HuCvG/ptfyq6whP9wjt6dcS/YkxDMvkY6tvodwxe+rkawGf3cMfbvs9/ungQ3zluX8sFGuBx+bmS9d/hnJXKZqsFWsjNFkpuqGUQl0CwMv9h/n56aeJZGOMpEb5r7M7OTJ0igZ/DR9d/278di/vXXUvWT3LPx3892JcQ5NV3kfQ/88AACAASURBVLf6bUVDocqqcG0BVe4yvrDto3xtz//lR8ce55Ob3kett4ovbv8Y3z3yKH/67F8XCxjrfFX8z+s/i9fu5sXeVzg4KNxXX9r1t8Xv2lzSwOe3fQSn6uDty+8ikU/yr4cfKbqCFFnhnSveUjAUFs907mFf/1G0gs/etEweWL6D1hl2MhMhSzLlvnrKffVTPmsoW0VD2app/krAafPSUrlhyvGAu5KA+wJjsk11sLx6GwAD3e0ossqyakEhYxh5vM7SogtJkiT8rnL8rvIp7YIoApzoLpp4HU21z9jnSv8SKv1zj8cUSCo4t0Dy10KELHNIaM2gQfV3wf+hhbd5FeLqpfCIPQIjXxZaEcE/EGlxRhhKfk/oSGitk3zbWSPP/z7wX7T4K/jQ8hsKQUuTSDaFIslF95JlWWQNnaSeRUbCY3OgTTAUOUMnmktN0XpxqBpezTGhGMsimc+SNfLYFBWPZp92lfjL84d5uucYX972ACX2yTKclmWRNw0S+QwW4Fbt2JXJqnLiOhmyho5bs3N4pIsfnHyOv9z6Dmo9wWI70VyaZD6DR3PgtU3VQBi/jm4aaLKCW7OjzVGVvVBYlkUyn6I3Nkgsl8Cu2Kh0l1HuCmJaJqdHO6nxVBBw+Gkf68KlOqjxVjKQCJHIp2gJLCGUHKEr2s/Fj65TdbCitAW7aiuMm05ffIhweky4R1wBqtzlxc/Pjp5HU1SW+OuQC89Cd7SfWDbB8tJm7KoN07KIZeP0xgZI6RlcmpNqTwUBhw9ZkhlIhOiO9k8JsntsblaUNhepQXJGnoFEiJHUKABBZwnVngocqh3LsojlEvTFh0jmUkiSRJkzQI23Ettl2GFebvSOnuZn+/8PVf4mPI4SxpIhIqkh3rrps9QHV1x2F+1lQ74bhr8kFpNmArQWqHsc7Gve6J693rhKuZ4sQwiS5E5DZj9INrFrMEYhvbtQWZ2D1LOC9TX4x8JHeREuNhSmZfHyUDtPnj/MW5s2sr1S8NsfC/fwq67DjGQSyEg0+sq5v2kTNe4AkiRxNjLID089X/RzW0A0m+LaqqV8YPl1qLJCRs+zq6+NFwfOFrJsNLZVNnNn/Vrc2uS+XTAU76TEfoEc0LIsuuIjPHH+EN3xMCYWFU4fb2vcxPJANbIkkTd0nus/zc7e4+QMgwqXj1p3gOf6TxUNRc7Q2d13kj0Dp0nms9gUlY1ljbxlyTq8NieWZTGSifOfHfs5HxsmZxqokkyLv5IPLL9ukvtqEYswLZNwvI++0TPkjAxum4/a4DL8roor10iASKHPn4f+94hdhVoBzhsuFOZJMrhuEUW4IOowkk+LDMmSTwmPxdWBq5TrKXtcsLuacbGFtCxwbiuQfUmQ2SfcT963C1K/aYzExTAskwOhTh7r2M9d9WvYUt6EBHTFR/j+yd2sLa3nHc1byRp5ftl1mB+eep7PrduB1+agwVvKZ9fegYXoSnt0kB+f3UuzvwJZkjEti+f6T/FMz3Hub95MnTtId3yExzr2oUgy9zZunJV6YhyRbIofnnqeUoeH31spSPae7W3j+yd388WN91Dp8tM21s8j7Xu5tXYVWyubGUhG+GnHfszC4sC0LPYOtvPLriPc17SJJd4y+pKj/KR9H5Ik8UDLViRgZ88JOqJDvH/ZdfjtLsLpBPF8+rLvKBbx5sdsrq4rGpIkXNUVfw/xx0XqfLZAjW7pYjE6+CmxMFVKRRDcsUHENmyrwHP3G9r91xpv/jc99axIbSv7mvAn6j0izc1Mivxo120iMDXPNE1VUtgfOsdPO/Zzz5L13Fy7Ek1WMCyTl4c60GSFd7Zso8TuwrIsXJqdr7/yJKfG+thS0Yxd0ah2iwDYUCrKb/tOckP1MrZXtiBLEvFcmt/2tbEmWMfqQC2SJOG11XFw+DwvD3VwW93qKbsKgQubO8uyaBvrYygV5V0t26h0iayjG6qXcTDUyamxfsqdPvYNdRC0u7mncT1+m4tmXwXd8RF+23cSgIye49neE6wIVLO2tB5ZkvDanKwIVLNvqIMdDWvxaA7ypuB0cql26txBmrzT+5cXsYg3NSRJpMg7t4FkB94ljmeOQPpFsaPAEm4qfUD8s1IwR+Hj1YA3r6GwTMidEi4nx0YRe7CyMPwVEZNw3Sy2hQvEuViI3f0nWROs48aaFcX4g2Ga9MTDVDr9+GzC3SJJEuUOL07VRl9yjC3jXbMsknqWR9tfxmdzcl/TJmyFQGQslyaUjjGSjnN8tLd43XguQ9DhLrqspuLCLsNCpM+OZOJ8p20XSsEIGpaJYZmk8ll002A4HaPS5cdVyLWXJYl6T2nRBRDPZxhKx+hNjnEmckGEJ5HP4tXs5At9ub1+NYOpCN869jRLvGVcU9XK+tKGGQzaIhbxJoYkAxOeayMG8UeE8TDT4H2HoPkZ/pIgGEw8DtPosl9teHMaCjMNsYdh9G8EgZ/7DmEkssfB9z5wbJm7jRkwlIqytrSeU2P9HA/3sLG8segKkiQw5xG1MSyTp7uPE0rF+NSa26b48SUkbq1bxZaKyYbMpqizTL6TL2xZFuVOHx9ZcdOUvykrZC0JmfnJmM5PfFPNcq6tmpyPr8lKMYBf7SrhM2vvpD06xMuD7Tx85kUOBc7zeytvXjQWi/gdgAZqNeQ7hPiR+25wbAbFD7JHSBRc5XhzGorcGRj+MzCGxe/jnPJ6P3jfKQLal4iN5Y28b9m1/LRjP/9x5kV8Niet/kpUWWaJt5y9g+1Ec2kCdnexSC2lZ6kpuJvMgovqxcEzfGTlTcUg9zh8NidlTi/RXJpGX3lxxyIoq5lXfEIC6r2l5Hp1HKpGq79yUjaVhDASFU4fHdEhUvks/oKrrC8xWkzD9GoOKp0+ItkUS7xlxV3PxL6M/+zW7Kwva2B1sJb9Q+f43snd9CTCs9acLOK1Qzaf4tTAC2T1JFX+VuqDq6/sYPECYVkWXeGjhGKdODUvy6uvn0zH8XpB8QkNC8khlPGMiPBkeN4KQ38kPre1vv79ep1x5RkKvR8i3wMzOvUz2SP8hOkXBNMrAJLQkJCD4H3wVXO0qLKMQ9G4v3kzI5kE/3bqeT677k4qnX6uqWrl5aF2Hj37MjfWLC8Es4/Q4CljZaGauyMa4pGze4uVz70JkfLoUDVKHV7cmoM769fwk/aXeax9H6uDtZiWRX9yjEqXn80VTZiWSSyXIWPkieRS5EyDoVSMvGng0Rw4FI3VwToavGU8dHoPOxrWE7S7i26tW2pX4re72F7Zwv7QOX5x/hBbK5oJpWMcHD5fnFCcqo27Gtbyo9N7eOTsXtaVNQAW/ckIAbuba6paMS2Lnb0ncKo2Kl0+TMvibHQQp2rDu5jx9IbAsiyi6SFO9j9P3sigSCr1wdVvdLcuK3Qjy9nBlxmMtuN3VdJauRV4g5432SmC2KkXQKsrGI12UYwnKZDaLQp4J1Z1a03g/wjIU/Xh34y48gxF+OuQfl74Bh0bxTG9B2wrIHMYRv9BlNp73ysCSXIASj7xqg2EhESJ3VV0pbhVOw8uvYbvte3mmZ7jvKf1GmrcAT668maePH+Y75/cjSxJNHrLeVvTpqJ7qT0ySNbIc3iki+PhC5KqS0uq+NDyG7ApKtdXL0OWZJ7rO8m+oQ4kCYJ2D3cvWQ9ASs/xaPteehOjxHMZDNPkh6eew65o3Fm/lmurWvHbnHx05c38uvsIT5x/hayh41A0lpZUFXclKwM1PLj0Gnb2nODISBdVrhLuqF/N3sF2FFkIAm2tbMG0LHb1tXFo+DwAJQ43d9WvHR8YEvkMv+1rI2sIpbESm4v3Lb2WKtcMFAmLeM0RTvSRN65el0cqFyOWHi7+/obn6UsK+N4jarFCfyoyokr/XBiIkb8Qapj2NZA5VvBoWGKe8r3nje75ZcGVV0fR917Id4l017L/KXJMXbeAVivov+OPgn0tuG4HCgpYr8LVNA5R2JRGlRVc6gXStKSeJW8Y+OxOlIKGQM7USeazyJKEW5tccJfKZ0npuSntT/T5j18vbeRI63kkxOreoWjFQr9oLo1hTtUbcGl2nIXzQFBWJPNZdMtAlUQhnDJBW3q8sC9v6jhVG5qskMhn8GpOFFku9iVj5EkX+u1QbcVrCGWxwjiYOhLSpL4u4vWHYersOfMw3eFjAKyquYlNjfdeNfdj3O2058zDWJaJ31XJnas/jrMgZvSGQx+EyHeEvGruDAx/WdRRqJUiI0pSABmqvg2+977RvV0o3kR1FI5NYFsKaiOMfAUwwfsAxB8DLJHyKslcToZHSZLw211Tjnk0B2iTj9kVbUbeJZdmxzWPAK8kSbhUezEjaSJkSSZgn18BjyorU/o9uS0Jr23ylv3iCm9JEpO/cxq+KsHYKuGzLSqCXSnI5ONEUoNzn/imhUUodl6wERePXEGQ/cJIGCOQeEL8nD0MuikK8SxLFOY5Nr3RPb1suDINhRIAFIj8i0hxHf26CFi7bhS5yyyKjCzidxeR1BCpXGzuE9+kyOkZwomeSceuqL2S7BQLVzMjPBtWHkJfAMdWYTDSLwm3eOawWPBeBbgyDUX2JFR+AoxBSPxSxCeQREraVQbLsjAsnZyeJptPohs5TMtEkkAu6DrYVReqakeR1AW5FyzLwjDnJ+gzFyQkFPnS3E2WZaGbebL5BFk9hWHmEXoSGnbNhV11X3LbIAR6xknnAFRZu0gkSbjPdCNLOhcnZ2SwLANJUtAUOw7NjaY4kCXlkr+faRnk9DSZfALdyGFhIksKmurEqXlQFbuQ47nE7zh+DcPMMxTtQJ+gw21aQitiLsiSjLzAZwgoKhbqRo5MPkFOT2NaekFcSIyfTXVd8vjBeKadhWnqjKX6iafDEz8kb+RQjbnqFaTCvb+0e9iXCPNc7wlG0/EJ74xES0kVdzdtntqu7BDCZwA1/y6K9PI9grl66A+FQNJVgivTUDg2gNoAgS8IUj8kcewqgmVZpHJRBiJnGYicIZoKkdWT5I2JAkAKasFQ+JxllHrqKfctocRZKSaeOV4I3cxzsPMXl8VN4XNWsKXprdjU+bugxr9j39gp+sZOEUsPFwyFmNRVWcOuuvC7qqgLrqSmZCkOzbvgF304dp5DXb8GQFPsbG56GyWuymIfEpkwXeFjDETOEM+MktczmJaBXBhfp81LwF1NTcky6oIrUeT5ke0JA5gjFOukZ7SN0UQv6VyseA9lWcGmOHDbA1T5W6kLrqTEXYU8j0pey7LIGWkyuQSJ7Cix9Aix9DDR1NCU+9kVPkY40TtDSxdQE1jOmrrbiop084FpmURTIXpHTzAYPUciGyanZzBNHUmSURUbDs1DqaeOuuBKKn0taPN4NgF0I08mnyCVixBPh4llhomkQkRTQ2T1VPG8RHaMPWf+Y85xs2setjXfP7MOxSyI5lL82XM/pDs2TDKfwa05UGWFvkSYP932zrkbUIJCYjV7QtR1oQjlTMsQSTlqBaQPiPiF536xK3kT4co0FKgii0ktB9+73+jOXHboRp7u8DHa+p8jmhoSkpXTnQdk9RTJ7BijyT7OjxzFrroo9zawpfk+vI7ZxYUsy2QsOcBIovtV99kwdUxranB9+uuKncz5kSOcGnhhxu+oG1ky+QTRdIje0TaCnhrW1N5KTWB5UWZzPsjqKYbjXQCoso1kdowSVyWGqdMTPs6x3p1EU6Fpd1Y5I00qFyGc6CGRCVNdsnRehsKyTMKJPtr6dtMfOTN9BpIJOT1NIjvGUKyTs0P7aK3cwrKqa3FonlknU93McbDzCdG2nkE388zkqU/nYqTn4YryOIJznjMOy7LI5BO0D+3j7NA+ktnItNfPGxnSuRhjyX7Ojxyh2t/KmrpbKfXUzSp9C9Azepwj3U+LXdi4QuI0MMz8vAyh0+abtLNcCHpiIwwlI/zLjv/Oz8/upc5bxo7GTfzzkV9NSlaZFWqNSKyJ/lshVVYXrvLw/xafSxqggBGFwCcvqZ9vFK5QQ3H1wjB1Tg++yLGenVMmlwuuCUlMaoXt+AVYZPUkWT2FKs8zkF9ob+G4NHeVZVnkjQzHe3dxeuDFKS4RSZIvaCxbZvH7mZbOSLybl9ofY139HSyt2jbvlf1EmJZBOhfHMHXah/ZxpPupSavTQi+Y+v0kSj31aMrcufqmZdI/dooDnU8Qz4xc1IpUnCCFy2Z88rNI5SIc791FJDXE5sa34raXzGgsLMskkRklnZuo8z5+7nT3Zj6FmvN7DizLIpkd4+D5J+kdbZti5Mfv4bhLarw/upGlZ/QEkdQQW5reRm1g+azGIpNPkMyOTViAvD7fbzropo7H5qDSVULQ6WUsk6DU6eXamhU8duYFPrDq1rlbVwIiTVarh7K/FMJHke+IvqdfFGSCkh30rkvu5xuFK8NQWIZIOUMXZH5XMYZj52nr2z3JSHjsQSr8TQRc1ThtXmRJxTDzpHMxYpkRoqkhYukRsnpKiOMEV+HQ5s6KUmSVpZVbqS1ZtqA+mpZJ39hJRpP9xWO2eepfG2aetr7nODXwQiEWARIyflc5Fb4mAu5q7KobyzJJ5qKE4z0Mxc6RyScAyOpJjvY8jU110FS+acFuKNMyyeTj9I2d4mjPM2LMJBmPPUiJuwqPPYCmODDMPKlclHh6hFhmBNMyqfQ1z3k9y7IIRc9xoPMXxDMX/OgOzUO5t5Eybz1uewmypJDV00RTgwxGO4imhoQP3jLoCZ9AlTW2Nt8/oytPkVVaKrdQ5W+ZdNzEpHf0JGMT7k25dwk187jHJe7qeU2mWT3JK12/oid8vGjIFVkl4K6h0teEz1lRHMNEdpRQ7DzD8a5i3CSeGeHg+SdwaG5KPfUzjmmZt4F19XdM2UlE08N0h48VDZRdc9NSvgVNmX1xpCkO7OqlFbiVOn3kTYNwOsbSQA3/ePC/WFO+hN09x4Xxn29DkgKetwMW5M6KXYTrFsAQQW/ZC2ZKzHeSG5TXXyTsUnBlGIr0SzDwUZFaZoRFgMjKF7ZqVw9My6Rz+FBxUgSoLlnK5sZ78TsrxUrtopdqXEQ+ngkzHD/PSLyH+uCqObf1IF7u1sptC+qjZZn0jZ2iPbS/eMxp87Gy5kY0Zfa0X8uy6Bltm2QkVNnO8uprWVZ1DS57ySRjIwK0OsPxbg53/broPsrqKY71PkvQU1sYl4UYC4uhaGdxnD2OUlZUX09dcBWughEW7VmYhbGNpYcZSw4Q9NTO2XoyO8ah7l9PMBISVf4W1tXfSamndkpQ3rJMktkIJ/v30D70MrqZx8KkK3yUUm89y6qundYAK7JGS8VUzjLD1ElmI1MMxdr6Oy5LHYVh6pwaeHGSkXDZ/Kytu5360jU4NPdF388ib2TpGzvJke6niuMSSw9ztOcZrlv6HhyaZ9prlXuXUO6dqkrXEz5B7+iJoqFwaB5W1d74mtZRVLsDfHrDPXhtLrZUBmgtqeaLu76L1+bkazd8cGGNjcdSbMuh4u+EzkV6L5T+oaAljz0KyWcEu3XF34ug+BWOK8NQmFExmOQBRRgJS7/qDEVezxBJDRV/VxUbK6pvoMRVPeNLLkkyds2FTXVS6qnDqNRRXgPpVRAv/VhykENdvy76vBVZY3XtLdQEls1hnCzS+TinBvYUd0uypLCi+jrW1t9e1FeeCFGjoVHpa2ZL033sOfNw0ZUTS49wLvQKGxp2IC2QxnkgchYLk4Crmq3N91Pua5xmMpaQJQWH5i7EfeaW0bQsk47QQcLxC/7yMk8921vegddRNu09lCQZtz3A+oY7yRsZOkIHAIqusbrAygXFDl5bWIwl+2kf2lecpDXFwcYld9NYvmFagyZJEjbVwZKy9UiSzN72/yze/8FoB31jp2m+hJ3h1J69tlBlhXuaNhev9eXr3s/H178FjybcUZcESQbJJaSXndtBrRULYWMQjAFB72EmFg3FrDDGBEeKlYFsmxhUCzF43gfedFkB88HFaYyypOKwzR7UHMf4OeprJH9pWWKiP9T1q2JWjSwpLK3cRmvl1jkzTiwLBsZOM5roKx4r9dSxvPq6aY3EREiSRNBTQ3PFJo50P414ECx6R9tYVnXNgidSCxO76mLDkh1U+JrmHN/5TmLJbISukSNYCFeJpjhYVXvTjEZiYvua4mBZ1bX0jZ0mkxdxh2hqmMFoBy32wGXZDbxamJbJueFXJgXG64OraChdM6fbUZZkagMrqPK30DN6AhBuyO6RozSUrplzNzoXXuvRMSyTw6FO9g2cIZZLTYoNLi2p4Z3Lrrv0xmU3lP0FoAijMR4jy7ZB5J8FqaDsE9IIV6hS3htTuWbpEP4rwQAb+iLEfowYxEbh37MtzKf+ZoEia5N80rqRJRTtnDHr6fVE3shwrGcnA5GzhSMSdcGVrKm7bV4vuW7m6J7gLgCJhtK1OG3z88HKkkK1f+kkhlDhYhlY4DcRqClZTnXJ0ss2AVuWxVCsc1JcIuCupsrfMm9D73dVEHBVFY+Zls5gtOOKuP8gsqcu3H+RatxYvmFOQz/x/JrAcqQJ08posp9UdhqCzwXitd5RnI+G+KNd/8rh4XOk9SxZPV/8l7vETKpJkOwgqUINz3kjOK4RHpPov8HIV0XdReTbr/46rxHeoB2FAZmj4PuAYIHVh8G+SuQXa0sK6lJXHzTFRtBdQyjWCYgdxsn+51EVO0vK1mJTnG/IytI0Dc4O7eNc6GBxtRx017C+YceM/uWLkcrFiCQv5Pdrip0ybz0LWQu67H7sqoucngbEijSSGqQuuGpB4yJLCnXBlcjS5Xu8LcskFJts1Mu8DWgLoL5WZRteZykD0QuTcSwdQjdyC0oHfi1gWZao+J4wqbtsJZRMMGzzgc9ZjiKrxZ1zJp8kmR3D5yy/InZNM0GWJBp85Xx2w700lVQWxcCAST+/avgeFLLM+iBEfwSO9SKFNv0iZI9dvutcZrxBT6cCtiaIPQKeeyD5K+GCCnzuTeGvu1RIkkxT+Ua6wydI5SIApHJRDnT+F+eHD9FYtp7qwDJcNv+rqnJdCCzLonesjRO9vy2+3G57gE2N9+B3Vsy7D4lMeFKQXlPsKLKNrD7/LDYxYV5wrVlYJLNRLKwFpT6KIr6FBsFnR97IToovgYRT8xWN2nyhXJTWnMknyRtZ7NobT0cdTQ1Nco3aNXexnmK+sCxzkqEwLf2y0I281m9CpbuEWk8pH/vNN6n1lk6qndhc2Tq/orv5QFJEtpOkiEI8912ALjKkzAhYOZH5KfvnLd/8euCN21HkOoUguWMjRH8g3E6/A9qzQU8t6+pv53D3b4ovoGHmGYqdIxQ7j8cRpLqkldrACsq8DYV0v0unfpgNlmUxmujlUNevixO6TXWyvv5OKufpUhlHIjM6abWdySd4/vRD88rOmtifVDYy6ZhuZguV6vNvR1MvPU1yJuT0FNlJE6ZFW/9uzg7tXVA72fzkmg7T1DH+//bePEyu/Crv/9y99uqu3lvd2jWSRtLsw6y2sceDjW12vIDBZg2E1U4g8ISEQEICP0IChidAwmbMGmNiY2PswR5jz+LZZ6TRjDTSaFfve+111+/vj3N7U3dLrbVbmnqfR89Md1fduvdW1fd8zznv+55V2G9cbSgVUW5MLfrdVGWARw/98UUdJ4wCvGCxPuhK2KFf7dLT6dI4Tw4e5kdv+SY25RZvkDqS+Sv/guYmyGyCxvMyOU9PCvtz/Jeld9v9h5JtrBOsbb5rbZWaHWacSazf1PRKQdcMtnbeScLK8OrgV5msDMwtsIqIcmOC8sgEJ8dfoiXVTV/hZvoLe8gm21Zl/XAxqLrTvHT6i3O+/7pmsLP7fja137oqzcRCuH51kXI7UuGiev6lQo55ccuErhlXvJTjRx7+OV5Dda/ExeUTSzEvWltbKJZmDkHkLZoJcam4Ej2Yq70yFBIZbu3cQne6lf4FkycB0ldjQNdsILJ3ikAPA6Z+VwKH2S2ZxTrCGgUKXWbQTv8+lP9eyk61J6Dg3nCU2OVg6CZ9hZtpy/YzMHWIE2MvMl0dWpT2+6HLePk0E+UzvD7yDJvab2Vb553kku0XtUtfDuIj1ODA2S8xUjwGiKp1U9st7O590yUtsuezmLjWkDLVlV1aVBRetabz+rhralXGgjcqar7LaHWa33jmU6QsZ9FI4nt7dvGrD3zv1XlhIwfkwD8mOjIiSNwVW5g/Iuuks3fNy1BrFChMaPkRGPoeqL0ixn9GB9QeFw1F+uEbkh67EJqmkbSz7Oi6h42FvYyWjnNm8lXGSieoe/PulQpFxZ3i0OBXGZw+zC39D9NfuBn9MrQUkQo5OvIUp8cPzL1OR24zt2x8GNu81Ib64uckrSz9bXsuu6FcyGxYxKJZM5xjhaJpOn2tu0k7rZd1WMt0SKyD/gTL6I9bUt1SgrzMoNuW7rus58PVD6Z92TY+9rZ/RbRMdrfcnJYrjvS7ofol8I7LOtjYj0zJa4XO3xZ19xqSAdYmUGgaJO+H7j+A0t+AikRwN/YRMczq/A2ZN3uDQ0MTY1w7w8a2W9jQuptyY5LhmaOxG+ng3C5PoZipjfDcic+giNjUtu+SMotIRZyZPMjhwccJldD+sol27tj8LrKJtkvuhViGPef/A5C0s9zS//CqrEbOj/VRjtQ1A2NB0NM1g22dd9FX2H0Fjr4+rtE8hwZdSPdyx6Z3XQGB5+Vf39W+Q7ZhsSF7fpPNqwpnH/T+XwhHYfoPpX9rdgszaub3RWOxhp+TtetRaAZkvkX+AQQTotAe/Rnwh87/3BsQmqZhGjat6R5aUt1s67yb0dIJjo8+x3Dx2JwlRt0vc/DsoxTSG8gl2y/qNZRSjJdOsf/MI3PNa8dMc/umd9Ke2XhZDfOknUPTdFRcnnGDOmHkX3aZbL3AMhLYZoK6LwyeKApoBFWuFtHgWkPTNFLnWGTU/TKKCG0dlIPXR3nuKmLWLdvsgM7/L9ZY/KVYlSeW3VyyxwAAIABJREFUWrlca6yfb7HZLh5P+up4+zcyNE3DsVL0F/Zw/473s7fvrYtoo8X62FxvYbVQSkpY+898kUrMbjF0i929b7poncJyyCbaFp2jF9Rja+obA46VWuQ1pFCx0d/qrNfXOzR0cskOFu5aa25xCUuriWsALQXlf5A+RTgF6YdY66xz/QSKhQjOrLuu/1pA0zRsK8mungcXuYPKLISBi2LLuEGVA2f+mbGSGO9p6GzrvJOdPfddEYZQNtFGJjFfr/fDRixQuzEWUkO3aM9uXPS78dKpdbGQXondtqZptKZ7cRY4B1TdGaaqg2vPyrrh04lloKcgKst41dqTrPVNWJ+BQs8DN76mYjXQ0LAMJ27qzu8qxNL5wh8eGWHpc2jwcU5PHJx7Tk/Ldvb1PbSq+QurQcLK0J3fvuh3ZyZfoebOrP1CcwWgodHTsmORBctMbZThmaPX/PrOpUkHFxwRujrkkx20pnvnjxt5nBx/KdayXLtrFKLG/Gc9VMG6sTm5JtA0EeIVfk50ZsHlDx67XKzPQBFVJKNovATR5TLV1w+UujTOvELh+tVFRmV2LMRbzbNPTx7g6MhTRHHzuiXVzW2b3hn3Fa5MSqtpOhvb9i2y/JipjfDa8JOXRLu81Ht1taBpGoX0Bjqym+d+F0Qeh4eeoFgfu7T39RKuUdf0JWLCcmNyrod1ObCMRKyhmc8wh6aPcHri5Uuau36p76HMPpkPhl5Qi61F1s/n4apDs+Iy/PrIyNdnoAgGwDsMjRdFY3GDYKo6yPGx5yjVxwlCf1VfIqUixsunGZg6PPc7XTPiUZMXHrIzWjrJgTNfmlPHpuw8d2x6F4X0hivahNU0jbZMH1s6bp+jswoN92lePvtlseI4bxlKzc02mKmNcmz0Waaqg+d5/LWHZTjs6nlgUTCcqg7y7PFPM14+TRgF531PZURsQM0rMjB1iJPjL13gniwHjVyyY9FCOl0dYrR44hKOdc6RNY2NbXvobpkflhREHvtPP8KxkWdw/doFPrOzMz7qTJTPcmTkKWrexRsCJu3convsBQ1OTezHD99g5Wjli7WH2bPWZ7JO5lGcC7NHRgim3ykzaG8QVBpTPHfycySsNO2ZjXMT31J2DstIxL0CDaVCgngC20jxOMdGn6Xiztsr5JIddOW3XvD1SvVxXjr1BaruNCC7/q2dd5BLdVzSF9gxU+d1EjV0k109DzJdHZ5rtoeRz2tDTzBWOkl/YS8duU0krWx8rYooCvHCBlV3hmJtjMnKWaaqQ7h+lft3vI+2zOVz8K8UNE2jK7+VXT0PcnDg0bld/GjpBI8f+Sv6CjfT23IT2WQ7pm6jaRpKRQSRR90rU65PMFkdZLIyQLk+wYbCbja133LR59Ce3UjSzs6RBdygxounP48b1OjKb8M2E0JVVhGhCghCnyB0sUzngroPx0xzS9/bqTSm5lTZdb/MC6c+z9npQ2ws7JVehpVC14y54VOuX6PiTjNTG2aifJaZ2gi6ZtCV20Laubh5DkkrS3u2n1JjVhWuODH2QjzM6c45LzQVf37CyCeIPCIVkkt0XJbGaH0hENlA60+x1s3s9RkoohKk3i7NnGAoDhbxqVoXnkK2nhFFIZXGFJXGFKcnX8bUbZx4eI4ZT0ebXTzrXhkvrC/aKTpmmr19byWzCqHXsbHnmKicnf+FUpwcf4kzExfvUqnrJndufg+9ree3gE87Ldy15Vt4/uRnGSmegHj850T5DJPls5iGsyAoEn/JfcLIJ4wCZssLV9qu5EpBguH9BJHHa0NPzJXVal6RoyNPcXzseSwjMacrieJAMXuNi3f9l1ZKySba2NR2K4eHHpsrCc3URnnm+P8j7bTgWGk0TY8XUbEe8UOXnT33c0v/2897bAlE/fIenvgspXiQVBB5DE0fYWTmWPweOhi6GQdCnyD0CKNgrrwJrNpi/lzMalSGZo7O2Yr4ocvhwcc5Nb6flJPH0C0JhFFAELp4YYNsosBbdn2IxA3HnNTXVGwH6zVQmH2Q/5D4ntT+RXoVKoT0W8H8ACg39ne/vvjrc6NO4/VBqQg/bOCHDSpcyBdJI5MocEv/Q2xcpdhOnE3nFyNxY700yqqumUu8jpY9S02jJdXNfdvfy8GBr3Bm8uCcw6pCzV3vhWDo1iK67XqCZSbY1/c20k4Lh4cep1yfmFuwwzggNC7QMtDQL3mYj64Z7O59kHJjgsHp1+YavUHkUayPsbwBlbbqPoam6fS27OT+m97PwbNfYWSBjidSIV5QwwsuzPYydeeSAr6maXTkNrO3760cPPsobvxaioiaV1wxG06Y6RuvjaGZIsJT6g2ozL4Qogq4B2DyN8T/JP9hKP0duK9B8gxM/BoU/i1YG4VGdp2gPbuRvRu+kcHp1yg1Jpcs5MtB1wzSTgu9LTvZ1nUnreneizbsu9bQNI2008pdW76FvtbdHB97gfHyaVy/ct6mqKFbpOwcbZl++gq76cxtvnYnfZEwDZvtXXfTkd3E8bEXGJw+TNWdjrOi5aFpOo6ZJp/qpCe/g43t+y55IU3aOe7e+m3kRzo5NX6Aqjt93ntrGfZFMdw0TaM9s5H7d7yXM5OvcGp8P9O14QvaqluGlLc6c5vpb9u7iDJ9MTB0kx1d95K0crw2/ART1aHzBjpdM7Ct1HW3eTwvtCQk3wzVr0DLT7CW5SftAg3Vax+fR/8tVD4Hue8F92WRsbuvgrsfCv8OWn4Ihr5fRgZm3g35H76u7MmVinCDOpXGFOXGBJXGFDWvhBcrmRUKQzNxrBQZp0A+1Uk+1XVJMyomKwNz4rrLxezCkXIuznJZKTGbqzQmmamNMlMboeYW57IT07BJWBmyiXayyTZyiXaSdhZdM1d9rTW3yHj59NzPlpmgK7f1mg0DilRI3SsxUxtlujpCpTGJG9SIVDj3XqadFrKJDnLJdtJOC5aRuCJkgigKKbtTTMZ9gao7QxD56JqOZSRI2lmyiTayiTbyqc5VD6JaCDGRrFOqTzBTHaZYH6PulUV5j4Zlzr5OO7lkO5lEGwkzfUV6BTIPo8p0dZCp6hCl+sTcBss0bBwzTSbRuui11/tGalVQnszrqX0VwnHY8JlrZQy47Idy/QUK91UY/gFhOykf0MQLikBGqCa/ASqfB3sHdPxXMdNag12EH4X4YUjStC76C6+U7P0agU8QhViGQeI8s7CvFDspUhH1wCdpWnNfJqUUXhQQRBEp075qdhSrpUlez3YYq7nGtby/l/vaa/keruW9veaIamIQ6J+Gif8ErT8L7f/pWq1zy77I+is92buh5xMQLKBGahaEMzD0QSh/Sn7nvizzZpMPSoqmX9vxqSW3zlC1yJ62nkty1xytlRipFrENk5ydoC/TetU/6G4YcHR6lF2FHpLmLIVVcaI4QcZySGbsq5bcnnttkYpouDNE55RqNM0g6eTRLyEbUErRcGeYqZyl3pgiUgGGbpNMtJLP9JOw81f1Hq/lQrXSayulaHhFwtDDNBM4VnYV56kIQo+GVwQlZoHOFdTcXApumCCwGnivwcwfimts6RPg7Fnzktr6CxSaDs5u+bcQtSfA7ITEnRIkvNeh8k8w9H5IPgBtv3RNS1AKCKPoklIuhWK8VqYrlaMrlQPt2n0RQqVYmCg2Qp+UadOTzi/y4L/a8Lwyj7/0WxQri7US6UQbb77z35G9yFnNURRydvRZDh77JMXKAEHYQKkITTOwjAT7dryPPdu+A+0NpviPVMBzr/4xI5MH2dRzP3fv+ZEL3gOlFEdPf5FXT3waTTPYu+272Lnpm6/RGb9BoUJASclp6mOQfgeUPymTQIOhZjP7oqACsDaBUZAb578uNTx/AFJvBqMbVE3mW1yLedPATKNG1fdIWTatTgpD11FK4YYBU40qQRSRtR3yTgpN0yi5dWbcGhXfxdB1vDCgkMyQsxNESlH2GhS9OoamUUikSRhS2gqjiGm3RtV3iZRCA/JOkhYnRSMMmHFreGGAbZgUEmnsuD7sRyGTjSpBFJIwF8yjVoqK71J063Idbn3R+dcDn2lXzt8xTAqJDLZx5RZZXbdob9mJZabw/Arl2gjV+rhoD6KLt2uYLp/ihcN/Sqk6RCrRRk/7bThWGj9sUHdnaM1uWh9zLa41FDS8IrXGBK5Xlg/teb4aSilK1WGOnvki1foEfZ13san7vmt2um9IKAWVz8o6piekJ2H1i914/nuF+dn607wxbcYvBVEJZv5Yom7bf4Dp3wF0sSqf+DXQEvK33k9IE/wqox64TDWqOKbF2fIU9cCjL9OKGwYcmxkjYVrYusnp0hRd6YDuVA5D03AME0PXcQyTpGljarI4T9QrDFVmaE2kaIQhr0+Psa2lg5RpM1IrMtmo0pXKMVmv0AgDOlLCU694DWq+i2NYTNYrFN06O1o7UQpOFCcIVUTOTjBWKxPEi3CEYrpRJUKhazqnS5N46YDeTAt+FHJsZoy0ZeMYFlXfJWsnrmigsMwkt+38ICoSH5+jZx7hxcMfv6RjKaU4O/IM5eoIqUQbD9z2Ubpad6PpBkpFRJGPYThvrPLFJSKMPF479XmKlUG62vZy180/RMJpad67qwn/JEz+pszOjkrSf53+3+JQYXaIFGCNcX1tsYyCsJwIAV8U3OGoUGkTd0DjBRlMPvbz4B4Rn6ir6Bdk6SYbc230Z1rpy7QyXq8QqIjJRhUvCikk0mTtBBnbYaRaJFKKjJ2gI5XFMUxanBRd6RwpyyZUiuFqke50no3ZAlvy7TiGyVitjALKnkveTtKZzNKVkjKRY0icLyTT9KRbyNoJWpwUFd8lihT1wKPsNdiSa6cv00pvev4Lr6PRm2mhI5klbydJWw4lrxE32hWhikiYNh2pDFvyEqyuJDRNw9BNTDOBbaXjoTmXthiFkc90+RSKiEJuK92FPZhmAkO3MA0H28qsW03GesPo1KucGXmK3vbbuG/fT5LP9DeDxNWEioS4k3prvLYZ8rv6k9KrKP2NlKGayuxVwuwEo0ua2Ua36CoIwNoG7kFoHJD+htUfi/SeBXsvtPyojFa9Cv0LUzcwYxGdY5qEUUSkFI3AxwsDRmsy5EYpKROdD6LgDUmYQgvVgIRpUQtE+dviJBmpltA1bS5oGJqOAgbK05S9BgnTwo/COYZIEIVoGli60Godw8SIv/ReFHKyKEIxWzdpBD6OKR8HWzfZnGtnuFpkol6m1UnRm2nBXKc0ZKVC/FiUlXDyaDeMhcO1R0tmI2+54+fJpLpIOoVmkLiaUFHMbjoKKGlcm90QTYPRBlqP6MScm5vN7FXD2g4bPiV6CnvXYqGdewiiGQkMRk5oZcW/hNqX5eZbm8HZNf94FUgUv0ypf6hCQhWhKw0/DDF0DR0N2zBIWw47WjoXcbrP91brmoap63jh/ELvhgG2bqABactB1zUs3aA3nSdjCw+/EXiM1crsbO0iayeYalSp+KJRMDQdpSBQEabSCaJwbiZw0a1RCzz2tvVi6QYnihN4CxhILU6SnJ2gFngcmxnDNky60vlF1zDr81OrT1CpjxOEDUzDIZ1oJ5XswDSsC1z1pUFcSSMiFcikOa9EEIjaO4oCXK+0qB+h6yaWmVph0RMb9mp9nFpjgiB0MY0EmWQnqWT7qrQrYeRTq09QbUwQBC6m6ZBJdmKeI3AzDBvzHP2EUooo8ql7M9Tqk3hBFZTCNBOkEm2kEm0Y+vlpy2Il36BcG6Ee62aSTivZdO+qtAyzz6+709QaUwRBnanSSWxzjHSynaTTinaB+6CUIgxdqo0Jao0pwtBF03QsM0UqUSDhtFzwOt5wCIZg5g+kCqIZkP9RaP1J2fhaG6WCghn/d21x/QQKTRefp+W8ns51VzR7hBVV/7rU99xX5lXcYRFqj0Lxz0XxnXq7BJdLgBeGDFRmSFs2I9USrU4aU9dpS2SYbFQ5XZoiYzt4YUjKtCgkVp4fbWg6Xakcw9UikYrwo4iq77I13xG/VoAbBJR9l6rv0Qh92pMZdE1H1zRmvDpuGDBWL8+RmpKWTSLun7Q4Kabd6lwlztSNuQZ5pBQzbo2UJeWl2eMkDIso1nwY54h9pOk5xJFTn+fs6LPU3Cmi0EfXTZJOK72dt3Pzlm8nvwqX24u+736VQyc/w0zpNA2vSMMrUqmNATAw+hyTxWMsDFCdhd3cu+8nMM4Z6alUxHT5NIdPfJahif1C11WBKMQTbWzsvpedm95FJtW97DUopag2xjl04h84O/IM9fj5umaScHIY+uJy3aaeB7h95/fN/RyGPkMTL3Fq6HHGp4/QcGdiexOFodsknDzdbfvYu+07ya8wqlYpxXTpJC8f+ztGJw/ieiVAw7Gz9LTfys1bv/28ZTfPr3J6+EnOjDzFdHw/w8gDNEwjQSpRYFPPA+ze8i0r0osjFTI+dZjXTn2esalDNPwyUeSjoWMYDgknR1tuG7u2vIfutn0rnssbAmFJsoNwBryjIiJ2XwU9KxPtrD75t85w/QSKi4W9U9gD9Weh/pQEmsQ9EiSm/wAaz4k0vu3nIf3NkLhN9BqrhGOYbMm1zTGZ2pJpupLCNU+aFjtaOhmPG8uWbuAY8xmQxjyjae53mkZHKouh68w0hPW0Nd9Bzk4QqoipRpXWRIqkaaPifgZAVyrH1nw7E3VhNvWk89R8T3oAmsa2fAejtRJlr05bIkPKtDE0nbydpC/bStGtkzAtNufa8eOMwtB0NGDGraGhsSHTQiGRnlt6lVLMlE/z1MH/xfj0a9hWhvb8diwrjeeVmamc5fXT/8x06TT37fsJWnNbrmiwCCOXsanDlKvDcj4L6L6RigjDxVYP52o1Zq9hdOpVnnnlfzNdOoVjZWhr2Y5tZXC9IjPlAV498Q9MzBzjvn0/QT7bv+QYDa/Ic6/+MWdGniaVKLBlw5vJJDupuzMMjb9EsXIWDZ18tp9sqotsquuc6/A4cuqfGBh7HsfKSLknUUBDo1Ifo1QZ5NjZR6nWJ3jz7T9H8hw7DAnWA/H7cATTcGhr2YFjZWl4Jc6OPkexOnhe2WzDK3Lw2Kco10ZI2Dlac5twrDyRCihVBilVBnjl2Kfwgxp37vowprnUBmRi+ghPHPgYleowyUQbHa27sIwEQehSa0xQa0wyMPYCW/veuvKJvFFQ+zJ4R6D+DPgnQMtAOCb/Cv9mrc9uRdy4gcI/KSlb23+UVG7sF8X2o/O/S99iYgicfVKmmvx16P4DMLsufNwYWTtB1pYvTXd6sa2FpmmkLYe0tTxbQdc0NmaXppOGptORzNKRXOy62fAlk9hd6CFhmIRKUQ1cvJjB1JpI07ogW1mYuaQsmy359mXPoyedpye91JLDMgz6lzm/WXh+hZeO/AVjU4fpaLmJO3Z/mEJ+G4ZuEYYeY9OHef7QnzE+/Rr7j/41D972EexLsI5YCQmnhTff/nNzZnh+UOfrB36XselD9HfdzZ27f3CRaaKhW4uG8SilqDUmeOHwx5kunaSjZSd37P4BCrmtGIZFELqMTx3mhdf+nJHJg7x45C944NafxbbSi45xduRpBkafJWHnuP+Wn6an/Tb0mGk1MfM6j73436nUR9ne9xC7trxnSenFMpPctPEddBZ209N+K5lUt/gxaeB6ZQ6f/ByHTn6W0alXGZp4ia0b3rro+WHo8srxTzM+fYSk08Iduz5Mf/c9mIZDELoMj+/nxdc+QaU2suK9zCS72LX53ei6SWfhZtKJdgzDRqmISm2U/Uf/mtPDX+fk0GNs63sr7S2L3YOFsfbPlKtDdLbu5p59P0421YuumygV4Pk1ipWzFCuDdBZuvvQ3/XqHiqD6Rek9OHdAMA5RFXIfkA3q5G9e1PpzrXHjBgrVQBgEdWEPJO+RzGL0o6Lizr1f3qj605C6X7IPFQgdLRiVNzSciptLFfmb0bYmTSXHMHEMk5PFcRzDxItCgiikL3NphmuXA6UUQxP7GRrfT8LOc/uuD9HddsvcAmYaDn2dd1FvTPH0wT9gaPwlJmaO0dtx2xU7B10zFu2uPb+GHmdnppkglWy7oNnemZGnmZh5HcfKcseuD9Pdtm/xNXTdTRj5PHngdxkce4HhiQNs7L5v7jFKhYxOvUoY+bTlt9PddstcP0DTdPld+y28fuYRRqZeYfeWb12SVWmaTn/3PfRzD6At+ruZdNi95VsZHH+R6dJJpoon2NL7ZrQFAa9YHWRw7Hk0YHv/w2zt+8a5MpNpOGzqeYC6O8Pzh/4EpZY3K9R1g11b3jPX01l4Di3ZTezZ+h2MTLyM51WYKZ9dEijC0IsDkUZX2x4KuW0LjmHHPYo2etpvZa2ZO9cUi4StStaX6d8DZ6/8nP4mocEm7hZK7DqZZLcSbtxAYfbIAj/5G/JGWNskMFCFoCp+KpoJWhrKn4Pqv8jcC7NTsgyzB4IRsLZAVJQ3tuXH5HnW5msaMExdZ0dLJ1XfI1QRpq6TMu05NtO1RBT5DIw+RxA26GrbS0frzmUXwM7CHhw7R92dYmzq0BUNFJeLIHQZGH0OpUI6Crtpb71p2Wvoab+FQn4Lo5OvcHb0Gfo678KIBzeFcRMdIJkoLLEc0XWDlFMANBpukSByMZbx81rZLl76DLl0L9Olk7heeckEu4npIzTcIraVob/7nkVZ0+w59HbcTsLJU2usbGO/UlDVNI1MqouE04IXVOP+x2IYuoVj5wDF2NRhipUB8pkNi65L7u0bLEiU/lIYTSAbTnxoHIRgTNaZyj9JA3vm92PVtQnG8pn/esCNGyhSb4Ou35ZIjiWsKGsj2DdLo9s/DolvAHt7/EaGosMIz3FbDUah+Cfg3ALFPwVrayzmS1yzYKFpGrZhYhtr/3b5QZ3p8ilAZixPzLy+7GLneqW535eqQ9fyFC8I1ytSrg0DGoXcliXspFlYZopCbiujk68wXTqJF9RIxoFC1wwsMxkfr4RS4aLdvlKReCWhsMzkeRvKs8wnL6jh+RXC0CNSAUHQwPeF9hsRLnnOTOUskQpIOC1kkh3LbhqSTgupROG8gWL2fMPIx/MreH6VMPJjRllxrsez3KhVXTfZ0vtmhsf3Mzp1iH95/r+xpfdB+rvuIZ/pe4MKHUOpXpT+Qn7U0lD4KOR/UDaaqiG6L6Nj/imasy5Gnq6EtV95rhY0U2zIl4O9bfHPRlzGsJeZ3uYeFoptVJU3VrNg7Oeg7Rfj8pYp5S29BaxemZmBkmNdKd2BCmR+uLNb2BFrCD+o4/lVAE6PPMXA2HPLPk7mQ0tTOVjFwKNrCT9o4PlVdE2PqZ/LL2RiUCifDc+v4Qc1kvFYz9ma/pnhp5icOcb49BE6C7vRYpX9dPk0I5MHAY2uws1LGFAg98gPagyOv8jA6LPMlM/g+mUJFLFifaV7p1QolhyAbaZiweJSGIaNaa48s0X6NZOcHX2aofEDlKtDeEGVMPTn6MdB6J53se/rups7dn+IQyc+S7FylgOv/y1HzzxCV2EPm3oeoKf9Vmwr88YJGP5ZaVbPQk9C7ntED3Gd4sYNFFcUupSkzD6h2ma/XXYAE78qi3fli+I1ZW2G6iMQTkPHr4PRIv/v7Jv3kleeBB09v9RfPpyRx1v9ktn4J4WNhSYKzdTbIPst1/riFyFSASpuIqeTHaST7VyorNCS3XgNzmz1UETx7li7oEvt7N+VCokWeFBpmsbmngcYHHuBofEXeeLAb9PXeReZZBd1d5rBsRcoVYfobtvLtv6Hlj12tT7GC4c/ztnRZ1AqIpPqojW7iWSiDcdKo+sWZ4afmsvgFl+Dmmvma7qxYglLQ1txPoNSiomZozz36h8xMXMUXbfJZ3ppb7mJpNOKbaZQRLx+5su4/tKy0yxMw+GmTd9MT/ttnBp6nDMjT1GsDHBy6DHOjj5DZ2EPt2x/H52Fm2+gedbnQCmZvKkaMP4L4B2W9QIDzPbL1mytNZqBYjWI6lB7DNp+QX6ufVnU4dnvlN5H/RkpTWmGNM0T98L0/5z/oNg3gT8iavHqo2Kh3v2/wNwA3jEofxpy75UZ4WP/TkQ3xT8HQuj+U9BzkHsf6Ne+eX0uFjKItvS+iX3b33fBsazrbZCMoZsYho0X1PCDOkqplcV4sZBP1625/sQskk6Be/b8K546+PsMT+zn6OlHQANDs0g4Leza/G52b34PmWTXkuOHkc+rJz7NqeEnsMwUt+74AJt6HiCVKKDFmWgYecyUzywbKDRNnytnRZG/KIgtRKSiZenBINTYF1/7BGPTh8mlN3D7zg/S034btp2Za27X3SnOjDxz3kABUorLpTdwy473c9PGdzI69Sonhx5jeOIAQ+MvUq4O8+BtH6WzcPONk1koJSaktX+RErV/CnLfJ+Z+AO2/DKmHpLphLqVXX09oBooLQbMkAJT+SuqOKMkeRn4YvONSayz8DKS+ST4Q/hkY//fyOO91SL0Jpn4TSp+UfkjygTgouOJJVf1n4VVHRch8q+xIvNckfW3/9yIS9A5D/Xlo/fG1vhtYZpqk00K5Nky1Pj636F5PsK0MCbuFWmOSSm0MhVp2pkgUBXPU0oSTX0SPFUifoFwdpqttL3u2fDuWlcLQLZJOgVSigK4vP9iq4RYZHHsJpSL6u+5h1+Z3L7mPSkX4K4we1dBJJaRZ7npl/KCOYy8tS4ahO1cqPBcz5TOSSWgGuza/h029Dy5pbEdRQBh6yz5/yTnFTetkopVNPQ/Q23EHQ+Mv8uyrf0S5Nszxga/E5IcLLDuzCzDIrJn1tNGI6nHfE6kMTP0WGJ3iZJ37XhHLdf02jP6sVA/srWt7vlcIzUBxIVgbIf0u8YafbXR7x+RDQAiNZ2DiP4P1l7HyuwS1L4mQRjUgOCuPDYakfFX+f/EOZEgyC6NDMo/aY1B/QnocUU12J5O/BbXHYwuSWy9KEHi1YJkJOlp3MTb9GhMzRynXRq+K+vpqwrGytLfsYKp0nImZ13Dd4hIsQ3zvAAAcGklEQVQxG0DNnWKieAxgTkS2EK5X4pXjf4/rl7hv+0/S23HHqu+DF1TxA1nAC/mt6Ms0u2uNKcoraCA0TRPdh25Rd2eYLp8mfU5DWylFpT62YiNbVNjirNua27wkSCilKFYGLphNrHR+tpViU8/9DI6/yOtnHqFUGyYIPewLDaUKBmDso5JJJ+8XrzZr00Wfw2UjGJXvaPURUVGDrAHecfl/zZRNXvI+qQYU/wyKHxf3h2B4XXxfrxSageKCsKDz16H1x5b/c1QWrxYVNx3NHnB2yk4o9TaZTqV8cF+S4UvEZQDz2yB5t1DiopJQdFHQ+T+EkuufgJk/kbm5zj5Rj68DaJrBpp4HODn0GOXaCIdOfIY7dn8Yx8rGf9fmvKqUCnH9Mo6VW1e1aU0z2Nz7IKeGn2CqdIqTQ4+za/O75vyMZllIx89+hVJ1kITdwsaue+dKQrMQllCVMAoYnjiAZaWxjKQMogJ0zcK2MzhWhiU6CSMxl0HIQj4/KEKIAB7HB75MtTa64nW0t+wgk+qiWDnL8YGv0Nm6a65pPHuMU0OPzTW9z4VtptA1gygKqLvTi0pws9MCj555BD+or1heDCMf369i2zm0c65x9hxmX98yk6v7HEQzUP0qtP6EOCt4x6D9V2RWw6LH1WQTNktzXxikZ71qVgrc57pKL/e4+tdlFKm5QfRWmW8G5zaZDaElZRaOnpXzVY1zjvcQpB6+8LVeJ2gGigtB00RoZ7St/JjUN174OOY3iRZjJTjneOCYXdIkN1rF30rVoP6cBJZrrONYCE3TaGvZzq7N7+HA63/LsYFHqTUm2Nz7JtLJTjRNJwjqVOqjjE0dxg/qPHjbR2KuvSCKAsq10ZgK6hKEHlOlkygigtBlaOIA5doopmGLV5CdJ5PqvKLX0Fm4me39D/Paqc9x4PW/oeHNsKHjjtjCo8yZ0ad5/cyXQMGOjQ8vq7VI2C1s7L6PV47/Pa+e+AxHT38xXlAlUhi6TSpRoL/rHm7a9A4S9rzNe8LO05bfRqU2yqmhJ2jLb6ezdRdoOrX6OCeHHuPE4NdiLcr0steRTnawvf/tvHTkLzk78jSmbrOt/yESdg7Xr3Bm5ClODn4Ny5LhUOcil+kjm+pmunyK1079Iwk7Rz7TT6QCipUBjp7+AqNTh7Ct9IolsFpjiq8f+F3ymX46C7vJJDuxzBSgqLvTnBl5hqHxFzEMhw0ddy7L/loRRh4y75ES7eSvQcuPyGd/FtUvS3buH4f2/xwTP2J4R8WmJ/cBCSTKiysCCjBkkbc2AZFUARK3yGOM+HOmJ6X/GE5Kb1BLQP6HIP32+ddIPbD6a7nO0QwU6xnBIGTeBZ2/JUKdkX8tH+CeP4c1HOlp6Ba7twj76rVT/8jA2AsMjr2IYdhomh5z8H00TaejZSfnsqJcv8xTL/8eU6WTRFE4R8MEheuVeOaVP0DXTHTdRNcM+rvv5cHbPnJFr8E0HG7Z/l5AcezMl3j59U9y+OTnMAybMHTxgwa2lWbXlvewd9t3LdFBRCpiqnSCWmMC07DRdUucYdEAFfcXGkwWjzNZPE65NsI37PnRuT6HaTjcvOXbKFYGmCmf5ckDHxPTPTS8oIpSETv6HyaT7ub5Q3+67DXouslNG99JuTbC8bOPcmzgy5weeRLDcOK+gmJ7/8Noms6hE59Z8vx0sp09276D5w/9GWNTh/iX538dx86gVITrVbDMJLfu+IB4d515ZIU7qSjXhhme2M+R05/HMqVHo1AEQV1KTVaaHf0Ps2XDmy+uRDnzp6Jc7v0ETPwKjPwkdP2OiNWy3y1lXe+IsAWnfgeS90LLD4mgTbnSLwzHJHsoflxo7iqQcm/qQSj9rZSH2n5Bspb6U0J112xpPjt7wYwZe3r6umcuXQ6agWK9Q/mS9ibugPZfkkZ57WuQess1nRF+LiwzyZ6t30F32z5ODz/JRPF1Gm4RpSIsM0U62UF7yw56O27Hshbz+A3dprfjDlqyq6s7F3Lnbwgausmm7ntpiXe1yzWml4Nj57h95/fRVdjDqeEnKJbPEoQNrEQHLdmNbO55gO72W5YI8pRSTEy/xpMHPkbdLXLz1u+gv/NuTDM5b5xIhOfXODPyNIdOfIYzI0+xve8hutslc9Q0jY7Cbh687aO8fuZLTBZfx/NrGIZNIb+Njd33srH7Pjy/TK0+QUt207LlH9tKc+euD9OW3yZT/mI7jWy+i829D7Kx+z6KlQGiKKC9ZXFWpGsGWza8BcfKcnzwq5QqAwShi2Wl6G67ha19b6W7sJfJ4usYukUhv23J66ecAnff/CMMjr9AqTKE65UIIi9mQfWSz/SzseseuttvXVHrsRS22Ox4h2Dkx2UnH5VFS+SfZm7joSWltBvVQFWBACqfm58x7b4IZ/8e8GN9U2wWGU7F9PUX5Hvl3AYoMHuFgGJvk02Zqsl4gmBYqO7L6azeINDUubW6xbh64+GauDCGf0SGmKgQun5Pyl/Tvy/Dm/r+UfjZ6wCRCgmCBmHkU5x6kdAv0tn7Dkwjuaod5NTY45RnXgEiuvq+nURqGSv5q4jZnoQfNlAqRNcMTDOJrpnLnn8Y+Ty5/3c4Mfg1dmz8Ju7d++MrMr9qjSn++en/QLEywL37/jU7Ny3tNUVRgB/UiVSAhh5P57u42Q2zMyVmBXqmkcBcpSp6VhwZBHUU0QWvf7nnKyVlwyjyRaMyO8HQSFxwlsXig3lQ/GtoPA/FP57v/YGY6bX9ojgo5L8fyp+Je39fk5KU2SOkEOVJKTcYlqwDpM+gZyWjiMqihVKhZOwgJaZwRrKJzLtg9GfiZvYAZN8n1Pb+RyRg3NhY9o1qZhTrGckHxNkWYPyX5L/BgIj+Sn8FhZ9du3NbAF0z5koqNcNA+TLTYbWLQya/B91IMHz6/xL4JeDaBgpN0zAMe9U0Xz+oUawMoms6hdyWZRlLC499ofug6+ay1NaLgaZpWGZyzlbkYp9rGjbmJdKc5RoNbH1lBfiqETXEJ8l7DbAWL1veUckwVFV6E+6h+XKQe1D0C1oCiCQT11Oy8IM4JxhtEniispBEUt8ox6l+WUpLzh5ovAzlv5WSk52W8yh/EhJ3rmkGv9ZoBor1jNz3SOrrHob64/I7a5Okzo0X1vbcFkCpiMAvoqKATHYnWu7mJQyhKAoIA2G/GGYmVjzLKmA7BVARur58aUKpiCCooCIfw0yj607M7AkJ/AqGmSYMqigVYppptKs8SU3XDKnDq4haYxJFhLZMzyhSIaOTr1KpjWEaCXLp3qt2Ttc9lBL2n39cFmVCaPv3yz82LMpM6bZfXNw3MDoQp9YJ6U94R2UWNYEEg0hmuJB7rwSO+hMSNDLviQNISbRKUQ3cA4AFPX8kx7U2C+X9DYpmoFjP0BPC0U7eJ026WYz/h3lFd+ptwg5ZQ0Shy9jQF/AaY/jeDJadZ+OOH8cwZHfru9OMDn4Otz6IUgon2U3Xhm/FTly4dBaFLhMjX6Y8cxClIkwzTceGd5PKbMNzJxk8+RckUxupV08RhnVsp42eje/DTnRc8NiXCtNM0tV2M2PThzk+8C9kUz2xn5FkVUHoUnenGBx7cY5euqnnfgq5pTX+JmI0npfmstUf9wS6RT+xEnLffXHHz7xn6e9afvjijvEGRjNQXLfQpMa6DqAbCXo2vhcVBUyPP8n0xNfneOpKRYwNf4EorLNhy4cAxfCZv2d8+Av0bv7eJZnHQiilKE69QGl6P72bPoBhZZka/RojZ/6OTTf9NKiIevU0uu7Qu/l7UCrk7PE/Y2byWTp633XVsgoNnZs2vpPJ4nGGJ17mmVf+kFSiba5pH4YerlfC9ctomkFf593cvvP7l1F2NzEHPQP5Dwo9daGhXhPrAs1Acb3Cfx0qnxXluNm1NsrVGFKjtkC30M9htgR+mcrMQTL5PdSrpwAwjATV8uuEYR3TXDmdV8qnOPUCupHEbYxAYwRN02nUh/C8SQzdQdNMCp0Pkkj1oZQild6M544jg2CuTk1Z5jR088CtH+H08JMMjr1ApT5GwxVbcUO3yaS62ZC5iw2dd9DbfjuOnbuu1OvXHM5umR8z9VvIe7eObDuaaAaK6xbhtNAFR39WvKbWMFCcDyryCIIabmOUKBIGi6ab5At3XtDzR3ofJaLIo1J6be73LW33YhopYSjpNkYcbDRNQ9MNoshf6ZBXDJqmkU62s3vLt3LTxneINXcUgFLouoFpJLCs1AUn7YFkTqhQmqXxf+cU4l6RyJ1G002MVDfaeRrn88eLCOtjqKCObqbQkx1LqLWzj9GMBIadXxsBp/JkJGhwRsYWW1vFlaDyTyJ2a2LdoBkorkeY3fHUvjZRlDrrZ3rcudCNBJaVo6XtHlra750nsWgaF9o1apqBZbdimBl6N3/PYn2EZuA1Vra3uFbQNA3TTGCayw8/Wg1UUKUx+nWc9jtwJ17C6bgbI557EXkzeFMHCCoDZLZ/AGMVfR1QhLUhvOlDaOikt343LGA0KaWIGlPUz36BRM9bJFCsBepPw/h/lPHDRpewlPSsMJfewOK29YhmoLgeEc7IzsveDdn3S+kpcoUzbm1ZVzQ+w0yTb7ubydFH0XUby27B94sYZopsfk+cNZTxvEmiyMP3ZvC9aQwzg6aZtHbcz/DpTzI19jjJVB9hWCeKXHKtt6/1pV0xaIaDnd+JZqaxW3aixxRXTdOwspvRrSzVE59a6k+00vE0A6f9djTdwps8sOxjQncCp+MuzOymtckmwimY+C+ihFauZBWzsDZD4d9c+3NqYkU0A8X1CNUQx9nO3xQlafVRsT6vPiIqVu3iufRXC5qm0979MLqRYGr8MaLQxTAztHV9IwCBX2L4zN8ReDPohs3U2NcoTj1He887yOR2km3Zh4oCpsafZGbiKXTDiYOEhqabJFJ9i2i1lt2GUsvPX1ivUFFA6BXxS8fQ7Ty60wqLKL5LF3KlFMqv4BePEHlFjEQHZn4HujE7onf5OdVSchonqk+glI9WPoWZ2RxP5osIyicJqmdBKYxkF1Z+B9rVsJHXLPmX/ibxaVr6gCv/mk1cMpqB4rpFBI2X5L+pNwtbJPPtcVaxY81MA2V2dGyMF8Mwk7R3v51C55tBRaLUjc3hTCvHhs0fRJ1jAjC7+GuaQa5wpwQMFYKmo+viKWXZBfq3/zD6AqO59u5Z07broxmqooDG8GNEXhEru4WgOkRQPk1y4zejnW+EadigPvglNMNBT3TgTb9CWB8l0fu28zLJwvoY9YEvYWb60XSbxtBXcbruw2rZTVgboD70VezCHkAjdCcw1dYrv2QHQzLXwdosOob1NG+iiWXRDBTXK1QgX7TgbDwgqUvsjr0TEiiuIRr1IaLIQ0UBpemXSKT6ljRdNU3HMJbW8TVNxzjPgiiP0dCW8QmSYy7OnvTrbIhS5M0QlE+S3vJdGIl2rKBK5fjfElYH0fMrvI9KEVYHCapDJHvfgmYkUKkNeFMv43Teg7bAqffc53lTB0WJnupBQyOwh/GmDmK17I7t4RW63SqBxExyxXf2KhD1s/cqwm5q4npAM1Bcr4iK0pvQLAkQID0Le9c1zyZK0wcoT+9HqQgn0UVHzzvPu6tdU1xoTsE1PrYKasJyMlOgaWi6jW6miLzzDwuK/AoqqOGXjiPZk8LK74ALzHuI3Gkiv4w/c0ROVTcxkqIYN9N9JDrvwZvcjzv+HHZhH3Zhr9h0XyrO7atUvyiZcDAiWcWqjQKbWEs0A8X1CC0BGFD8hBiXJW4VpbZ3VBhR2feDkZMvopa46oGjvfshCh1vAkA3RNuwLjQDUU1M4matGyB2FnWh9aeEWRM15sfdXi68IzJPPXGvOJC6ByHxDUAUj/Rcek80MwUqkoBhplCRL7RW6/zeT7qVRndaSPa+Fc2KGUJKXfA6dDuPZjik+t8pQWXhOq4ZWIV9WC034ZdP0xh8FCPVhZnqucgbsQDeq/IeoDPvwZQDw5VM+MY32bsh0AwU1yNy3ysWzOVPyc+zPlCqIWMa/VNQ+Hko/inkPiiZx1WErtuL+gTrBpV/EJ2JtXV+LGU4LfbR6XdJYPWPi5OovVPKIuiXXjM3WoWRVvuyHHf0I9Dzcah8Glp/Euy9S4KFbrdgZrfQGP4aZm4bYW0IzcpgpDegopCwMSaaiLBOUB0Qv6tkJ0Z6A7rdQn3gy5jZTajQRTMS2O23o0KXsD5OWB8l8isEldPoTiu604Zd2Eft7BeoD38VwykQ+WXM7FbMzEaCyimCyhl0u4XInQHDXpVu47zQW2REaDghBIyF0KzVDf1qYs3RDBTXI6wt0P0nwDkWHu5hGPoeMULTUzFVdv0woK45jHYJkr1/I1x9gOqXYOQnxDbaOwItPypOoSqUwOvcImp3LSGCsIWOqMoXkaNz6zJjOStiHpf9TnEsrT8rLqeaJYvl+C/LOE9nz6JSjqabJHrehD9zmLA+hu4UcLoekEwj8ghKJ4m8GczsVsLaMCqoojutaEaSVP878WeOEDbG0XQHM90PaER+Db94FBU0MNK9+MVjGOkN2E4rRqqb1MZ34xePEtbH0e0seqyj0K2ceOpVh9CMBKm+d6A7hUu//ypiTmWd/2EonDt8Souz4ybWO5qB4nqEpi0fANyDYHbKMJaoAsW/kPKKvQsa+8Vnf732Di4HKpIZ4+YGmQA4i/ozoLfJTn9WwKUlRNQFQCSTzDQD0CFxl2QEox+Re+UPipvobDaiQslCjDaZhpZ9rwSMyj9B6a8h/4Mw+V+lrFX5rJT+qv8Uz1B4SUZ62tuh5cdkXkKcuehmEqf9jqXXZTgkuu9f8bI1O4fTeffSpyUKJDc8tOLzzFQ3Zqp7mee1kex9y4rPWxVUFM+8/mdxgZ3+PfDPguY0RXTXMZqB4kaCcmW+r54DDLH2MLrjPoWOZCA3YqDwofIFWdy9Y5B6k2QCUUXmDCxqxsqoUtAh+Raxnw5Oy+Jub48brAURhEVFGWhjdMrzwjHJUir/KLMQjDYpp+j5eDazET++TeYYmN0w82fyWtnvkCDmvgK1r0ipC0eCvork+Ouhr3O5CM5I7yyqSskveZ9kuk1c12gGihsNUVGahERQ/pwsVtbG2D9ns5Q+biQEI/GiPgPlv5OAYX5MduzJe2RHH1Xnd7P2TkCHsY9KaU75YuFe+hQkbpd7lH6n3EOzSxZ2/4QE36gO9a9B/XkIR6H0N5B6QAJxVJXfaek4OFuS2TUOwNRvw8z/kR5S6u2Qe7/suDVTztN9RaazJdavFcuqYXTLPax8AbzDct+uxECjJtYUzUBxI0GzhOkz+esiZEq9FSZ/TWwSMt8q5Y/yp6XEUn9MdrKZdwoz53r4MoclcF+O+wcNWcAbL8r1Gd3SyG88B4Pvg7ZfkIWKczyljBYwsuAfBffVeGiNgpEfk4Dq7JGpZ8G4lPEwxVdLNWQhb/2oTB6c/l1Z4BvPi9eW0S7nRiQOqN4R+bvygVACuJaQbKXxshAQSp+U2efJ++Ixner6zCqqj0rmFlXjWRLtYG+FmT+Ssls4fXkU2ybWHM2Z2TcSvFMw9hEIxwFDgoW1SUoA9aeF7UMImJJpqLr0Ljb8PaQfkuat8mRXvB4XrMrnYOgH5vssWjIe2hQHAy0ByXvlGhrPAkr6Bi3/akGfIZBZy40XhInTeBGIwL5J7tMsrI2QiOv//kmY+u9yv2b3VmYXOLdLw7r+tAQEc4NMJKw/I8dLPyR9jnBq/rjufsmCiORcNEMW1/yHoePX588Trq7m41Kw8HyUL1mqvQMmfkWCbjgt/SDNRq4vlOsxN0DXb8tjm1jvaM7MvuFhb4aeTyDBQFswNzgppZmFg460hIyCHPnX8c4ZKZO4r8hia/Wvw+ajLUEgqsiPnf8Dct8//2fNkH4Bal47oecWL76aKdPRct8txwpL8ng9s7gRvhCJO+JAes79M7Lyu2hGsjM9IUE2Ksa9kWUow2FZspOFGP4BYUad2z8KhqD6ech9aCnL6lpDRdKw10zIvg9QQsM2OmJ22QYggt6/BvOcka+as4BA0MT1iGaguNFgrGDfYCxDc9ScWGwWq2MTt0kNv/ypeOG8xoFiOR2DioBYSBaOxbt6XRYec+M87fVcGG0Xfj3NBnMVtt2avvz9Azmvc1/LaF35WEYWOGfR1Jy4TFWHYEayPc2If55gWasLFW8GrrZPkgokQ3UPSjkpnJZmfuabofCz4B6RrMx9RTYcRmHl96SJ6xZNN643OvS07GYjVxZlIwf5Dy0VR52LqB7X368QZnUM3utS4nBfkRJN40Wp+buH4wZzn9S9+z4ni9WNgsTtcr2jPyX+XVFDSm16Su6z8uYfqyKofEZKXvVn48V8UvpTq4UK5LlRVV5r4fEXPqb4F/I4ECqxcmHyv0lZU0UiJmzMakacZi/iBkXzXX2jQ4WyWNQely+7vVMauuF0bLWQl0Vk5v+IGC315rgM8bcxs+guOU7kSv3dvjneNa+AqIHshK353bCKYg1Ir9T+w3EoflyYQLkPys5/+AfkPNMPQ/uv3lgLktUnDKra1ySLiCrABKQekns0/b+Eupu4Pe6j6ODcIYt248W4h/I/IfMtkP9+aZaH46Lg1ywhMWiW9E00R95nLAm89raYKdYj5bVFUOIA4B6C1p+Bwe+Sxn4wCsM/BBjQiOdbz5bOwmk5VhM3FG6gb1sTFw1rAxDCyI9KT8K5BQa/UxZjPT+vQNaSwuKpPiqLi7UF7C3z3kaqIQFi4ldE6Zx8k/DpVSiPDYZEoAYQDCDitjuEPQQSJKY/JswsLSWMrPJnoeO/gj8gj618XsRu6bdxw2lBUg/BzP+O78mbZMceTED7LyFS6XEoPgYTZyUQpN4G6OC+JEyvymfkvQgGhNXm7pdmvHdIgnzpUxJwOn5N3teZP4KWH5HAUX9KSA7lT0v20tgvWaa1NS45vSoByj8pehIVM7gq/zB//noWCv9Wgl3jRXBuXqs72cRVQpP19EaGCqD0l7KT9U4IC8jaHNfGhwFDyh6aDpgSWPwB5noGyhVaqp6LtQbJuByl5ksZmg1oog6fpeCqSARpqi4/Ry7gxcZ5ZtwYzs7PKlBK6vb2Tpl8Zm/lhoJ/BiZ+WdhS6LErcBL80/EDFDh75f55R+W+gGQH9u7Vqe29Y1Ke0kxpPAeD8aF9+Z2WjE0kLXm9WVqvnonZcMH8Z8HoWvwehBOxvX0fdMXZTxPXK5ZlPTUDRROCcFoWIKNNFoToXJtrLTa9K7LIY0rPyoIVTsT6Bn/x3wEwpNE5R1GNd8nnsn8WvpaeklLT3Ou0rNyovxEQuTGtOZJdv2bKwg7MBw8r7kXE90VzhHW0mob27PuLHr+P08w3yfW4JFWPA/tsoEACiPJY/J7nFru+RjV5//XMyk3/Jq4XNANFE0000UQT58WygaLJemqiiSaaaOK8aAaKJppoookmzotmoGiiiSaaaOK8aAaKJppoookmzotmoGiiiSaaaOK8aAaKJppoookmzosLKbPXib9xE0000UQTa4VmRtFEE0000cR50QwUTTTRRBNNnBfNQNFEE0000cR50QwUTTTRRBNNnBfNQNFEE0000cR50QwUTTTRRBNNnBf/P/YlmuUAvgE7AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "6UhFp8VDBruc", "outputId": "cbd6f8fd-5776-4a3b-a0a0-1c1d0a063ec6", "colab": {} }, "source": [ "from os import path\n", "from PIL import Image\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os\n", "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n", "\n", "# get data directory (using getcwd() is needed to support running example in generated IPython notebook)\n", "d = path.dirname(__file__) if \"__file__\" in locals() else os.getcwd()\n", "text = open(path.join(d, 'python_szofelho.txt')).read()\n", "\n", "stopwords = set(STOPWORDS)\n", "\n", "\n", "# Generate a word cloud image\n", "mask = np.array(Image.open(\"kepek\\python-programming-basics.jpg\"))\n", "\n", "## Szófelhő készítés paramétere beállítása (fehér háttér, kék kontur. 2-mas vonla vastagság)\n", "wc = WordCloud(stopwords=stopwords, background_color=\"white\", max_words=1000, \n", " mask=mask, contour_width=3, contour_color='blue')\n", "\n", "\n", "# Szó felhő generálás\n", "wc.generate(text)\n", "\n", "# Képből szingenerálás\n", "image_colors = ImageColorGenerator(mask)\n", "\n", "plt.figure(figsize=[3,3])\n", "plt.imshow(wc.recolor(color_func=image_colors), interpolation=\"bilinear\")\n", "plt.axis(\"off\")\n", "\n", "# mentés file-be\n", "plt.savefig(\"Python.svg.cloud.png\", format=\"png\")\n", "\n", "plt.show() ## megjelenítés" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "4xIdmrN6Yrfi", "colab_type": "text" }, "source": [ "---\n", "\n", "\n", "\n", "## Szóstatisztika készítése\n", "\n", "\n", "#### A szó definíciója a következő:\n", " - A szavakat a fehér karakterek (szóköz, tabulátor, soremelés) választják el egymástól.\n", " - A kis- és nagybetűk ne számítsanak különbözőnek! \n", " - A szó elején és végén található központozás karakterek ne számítsanak bele a szóba!" ] }, { "cell_type": "code", "metadata": { "id": "DUMeaoxIX59J", "colab_type": "code", "colab": {}, "outputId": "1d3534f9-2708-4e27-a26a-41763ccdd14b" }, "source": [ "# beolvasás kisbetűs szavak listájába \n", "words = open('hamlet.txt').read().lower().split()\n", "\n", "## központozás eltávolítása \n", "import string \n", "words2 = [w.strip(string.punctuation) for w in words]\n", "\n", "## szógyakoriságok kiszámítása \n", "freq = {} \n", "for w in words2: \n", " if w in freq: \n", " freq[w] += 1 \n", " else: \n", " freq[w] = 1\n", " \n", "## rendezés gyakoriság szerint \n", "freq2 = sorted([(x[1], x[0]) for x in freq.items()], reverse=True)\n", "\n", "\n", "## leggyakoribb 10 szó kiírása \n", "for i in range(10): \n", " print(freq2[i])\n", " \n", "print('vége')\n" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "(1090, 'the')\n", "(964, 'and')\n", "(742, 'to')\n", "(675, 'of')\n", "(577, 'i')\n", "(558, 'a')\n", "(554, 'you')\n", "(520, 'my')\n", "(434, 'in')\n", "(419, 'it')\n", "vége\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "T_7ZwPK-X59P", "colab_type": "code", "colab": {}, "outputId": "82efd266-68c1-45a5-df92-8a251d021280" }, "source": [ " # A szavak gyakorisága a Hamletben, Counterrel kiszámolva: \n", "import string \n", "import collections\n", "words = open('hamlet.txt').read().strip().split() \n", "words = [word.lower().strip(string.punctuation) for word in words] \n", "freq = collections.Counter(words) \n", "freq.most_common(10)\n", "\n", "print('vége')\n" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('the', 1090),\n", " ('and', 964),\n", " ('to', 742),\n", " ('of', 675),\n", " ('i', 577),\n", " ('a', 558),\n", " ('you', 554),\n", " ('my', 520),\n", " ('in', 434),\n", " ('it', 419)]" ] }, "metadata": { "tags": [] }, "execution_count": 5 } ] }, { "cell_type": "code", "metadata": { "id": "LYzDlMNOX59S", "colab_type": "code", "colab": {}, "outputId": "e3fc7d58-1966-4c68-a731-c1286f6fc90a" }, "source": [ "# Feladat: Készítsünk programot, amely n db kockadobást szimulál 2 kockával, \n", "# majd kiírja hogy a dobások összege hányszor volt 2, 3, ..., ill. 12!\n", "\n", "from collections import Counter \n", "from random import randint\n", "n = 10000 \n", "data = [randint(1, 6) + randint(1, 6) for i in range(n)] \n", "a=Counter(data)\n", "print(a)\n" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Counter({7: 1648, 6: 1496, 8: 1367, 9: 1168, 5: 1091, 10: 815, 4: 774, 11: 559, 3: 542, 2: 275, 12: 265})\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "sazTe1buX59U", "colab_type": "code", "colab": {} }, "source": [ "" ], "execution_count": 0, "outputs": [] } ] }