{ "metadata": { "name": "", "signature": "sha256:3c959f53a18ed38cb96aabb80b491864150180ca3b7cb3cf1d6a9d3c831a5201" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Compare telco ranks with census ranks" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from pandas import *\n", "import seaborn as sns\n", "sns.set_context(rc={'lines.markeredgewidth': 0.1})\n", "import re\n", "from scipy.stats import kendalltau, spearmanr, pearsonr, rankdata" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Countries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**source**: [mledoze / countries](https://github.com/mledoze/countries)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "country_details = read_pickle('data/countries/countries.pd')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "code_to_id = read_pickle('data/countries/code_to_id.pd')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "name_to_id = country_details.reset_index().rename(columns={'index': 'Country_id'}).set_index('Country_name')['Country_id']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "def id_to_name(x):\n", " return country_details.ix[x]['Country_name']\n", "\n", "def id_to_name_eng(x):\n", " return country_details.ix[x]['name']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Census data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**source**: [Popolazione residente in anagrafe per cittadinanza e quartiere; Anni 1999-2012](http://dati.comune.milano.it/dato/item/27-27-popolazione-residente-in-anagrafe-per-cittadinanza-e-quartiere-anni-1999-2011.html)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def clean_district(data, district='Quartiere'):\n", " \n", " data = data[data[district] != 'QUARTIERI RESIDUALI']\n", " \n", " data[district] = data[district].str.replace(u'\u00e0', u\"a'\").str.replace(u'\u00f2', u\"o'\").str.replace(u'\u00e8', u\"e'\").str.replace(u'\u00e9', u\"e'\").str.upper()\n", " data[district] = data[district].str.replace(u'S/N', u\"SUL NAVIGLIO\")\n", " data[district] = data[district].str.replace(u'VLE', u\"VIALE\")\n", " \n", " return data" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "pop = read_csv('data/districts/pop_sto_quartiere_1999_2012.csv', sep=';', encoding='latin1', decimal=',', thousands='.')\n", "pop.Eta = pop.Eta.str.replace('100.*', '100').astype(int)\n", "census_data = clean_district(pop)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "census_year = '2012'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data = census_data[census_data.Cittadinanza != 'Italia'].groupby(['Quartiere', 'Cittadinanza'])[census_year].sum()\n", "census_data = census_data[census_data > 0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "census_countries = census_data.index.get_level_values('Cittadinanza').unique()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "census_ids = name_to_id.ix[census_countries]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "missing_ids = census_ids[census_ids.isnull()].reset_index().rename(columns={'index': 'Country_name'})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "def recover_code(x):\n", " x = re.compile('[ ]+').sub(r' ', x)\n", " x = re.compile('[,]+').sub(r',', x)\n", " x = re.compile('[-]+').sub(r'-', x)\n", " x = re.compile(\"[()]\").sub(r'', x)\n", " words = [w.lower() for w in re.compile('[\\s,-]+').split(x)]\n", " countries = name_to_id.index.values\n", " count = {}\n", " for country in countries:\n", " count[country] = 0\n", " for word in words:\n", " country_words = [w.lower() for w in re.compile('[\\s,-]+').split(re.compile(\"[()]\").sub(r'', country))]\n", " if len(word) > 1 and word not in ['rep.', 'di', 'repubblica'] and word in country_words:\n", " count[country] = count[country] + 1\n", " count = Series(count)\n", " if count.max() > 0:\n", " return count.idxmax()\n", " else:\n", " return NaN" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "missing_ids['Recover_name'] = missing_ids.Country_name.apply(recover_code)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "mispelled_names = ['Cinese, Repubblica Popolare', 'Maurizio', 'Russa, Federazione', \"Stati Uniti d'America\", 'Thailandia', 'Azerbaigian', \n", " 'Seicelle', 'Costarica', 'Malaysia', 'Bahama']\n", "correct_names = ['Cina', 'Mauritius', 'Russia', \"Stati Uniti D'America\", 'Tailandia', 'Azerbaijan',\n", " 'Seychelles', 'Costa Rica', 'Malesia', 'Bahamas']\n", "for i, j in zip(mispelled_names, correct_names):\n", " missing_ids.loc[missing_ids.Country_name.isin([i]), 'Recover_name'] = [j]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "name_correction = missing_ids.set_index('Country_name')['Recover_name']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data = census_data.reset_index()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data = census_data[census_data['Cittadinanza'] != 'Apolide']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data['Cittadinanza'] = census_data['Cittadinanza'].apply(lambda x: name_correction.ix[x] if x in name_correction.index else x)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data[census_data.Cittadinanza.isnull()]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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QuartiereCittadinanza2012
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "Empty DataFrame\n", "Columns: [Quartiere, Cittadinanza, 2012]\n", "Index: []" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data.isnull().any(axis=1).sum()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "0" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data = census_data.dropna()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data['Country_id'] = name_to_id.ix[census_data.Cittadinanza].values" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "assert ~census_data.Country_id.isnull().any()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "census_codes = census_data.groupby(['Country_id', 'Cittadinanza']).sum().reset_index(level=1).join(code_to_id.reset_index().set_index('Country_id'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "census_codes[census_codes.Country_code.isnull()]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Cittadinanza2012Country_codeCountry_pop
Country_id
40 Canada 199NaNNaN
111 Giamaica 14NaNNaN
115 Kazakistan 87NaNNaN
180 Republic of Kosovo 210NaNNaN
227 Trinidad e Tobago 6NaNNaN
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ " Cittadinanza 2012 Country_code Country_pop\n", "Country_id \n", "40 Canada 199 NaN NaN\n", "111 Giamaica 14 NaN NaN\n", "115 Kazakistan 87 NaN NaN\n", "180 Republic of Kosovo 210 NaN NaN\n", "227 Trinidad e Tobago 6 NaN NaN" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Trinidad, Canada, Jamaica, Bahamas, Dominica, have the same calling code as US, Kazakistan has the same calling code as Russia. Kosovo has the same calling code as Serbia." ] }, { "cell_type": "code", "collapsed": false, "input": [ "census_data.Cittadinanza = census_data.Cittadinanza.str.replace(\"(Trinidad e Tobago|Canada|Giamaica|Bahamas|Dominica$)\", \"Stati Uniti D'America\")\n", "census_data.Cittadinanza = census_data.Cittadinanza.str.replace(\"Kazakistan\", \"Russia\")\n", "census_data.Cittadinanza = census_data.Cittadinanza.str.replace(\"Republic of Kosovo\", \"Serbia\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "census_data['Country_id'] = name_to_id.ix[census_data.Cittadinanza].values" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Census population" ] }, { "cell_type": "code", "collapsed": false, "input": [ "census_pop = census_data.groupby(['Quartiere', 'Country_id'])[census_year].sum()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "census_pop = DataFrame(census_pop).rename(columns={census_year: 'census'})\n", "census_pop.index.names = ('NIL', 'Country_id')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "census_pop.groupby(level=0).size().plot(kind='bar', figsize=(15, 5))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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heU/FNfUERSHpE5Ie6O6H9HnfVul9+yt+j+MVAU9V6flcevyLb9CllTKF11ep\nqTw/i479ENdWqSl9TnTuVTlm9jpJ365sK/2+H5F0qLt/v7KfnSR9UNJzK9uLniul+5d0iqRT3P28\nSvq90t/2r6R/r6Td3f3Grm2/MLNLJJ2nOA7d+ym9N5Reu5u7+y7ps652963T9tPN7LKaz8gys2+7\ne/VeV3p8StOXXrtfU+b53aD0eJZeX1N27xkiqC4qU6m8ArOonOHuG5fkX4WVSkOUe0qD8GLDPOcm\nUMFb27iSfFu9scZiSW9TlP2rn/FEd39N9waPXggnmllj40bVdE4mcqik/b2r21M6+PtJOrCaOD3w\nfijpWknfc/fLOv9JyvVhvtszXWnStgn3hU0P1O9L2k7xQN1C0l/c/bue7xJyg6Ig9hp338bd3yCp\nqal9D0m/k3SBpC95TRPtBPZfkn79SsFKkpS29XQnSCfhRyQtl/QMd99B0k2TVIiUmd3HzC5XXBj/\nJmkHxYP0onRznWh+bpB0iKLGZWt331vSP3I3q2Q9STd3/vNM94yKpq5suXPzzlytZ9p2V5/P6svM\nzqz57wwzO2Oi+x9Cp1DyNHc/xN0vUgTjWWZ2pJn9IL1vHUkvkeTufpy7/znzlqLzWeXH/4nufmIl\n7Wja9thM/k+S5JJeoyiYP0zSn9z9nJoH5JReX5ra87P02JdeW6Wm9DnRx6GZbaXfd9NqECVJadsm\nmfSlz5XS/T+kGlSk9Ocp7tU9KkFa97ZcV+yie4PKr935ZraBmT1A0ar2QGl1j5lqhVM/k3F8StOX\nXru5Y9yk9HiWXl9Tdu8xs4Vm9jYzO8vMXmHRpbdJaZmqVGk5Q2a2qZm92cw+mZ7PR1ifLp1TmJ+3\nSHpWKvP+091vdvdvS3qWoqfchJQ+58xsTzP7jKLldDdFJc6f0n0i1/uiSIo3vp2+448kPV7RTfdD\nigC1qum+VPQcm86uj7UXmJn1XPBm9nxJJ0u6UdKmZra/pF9Jeocien5I5S3rmNlGXhkXkm648zP5\n2dzMXqmxG1f3680z6XseqBH81zpI0gGSPmdmX1bUtNTeJN39oRb90g+QdIyZXSNpY6vvV1u0/8L0\n2QeURX/y9TN/ukLSkyU9WtK1ZjbZg4FPlHS6u1e7aB6qaHndb4L5+aCief11krYyswuaErv7M81s\nE6WmfDPbVNJCM3u4u/8m85bbzGxbr7QApt87N05n1PJj9R6kfGvyI2x8V+GHd71+eCb9MdXPk/Rg\nRQ3cXzMagaoTAAAgAElEQVTpS6+VUlsqfsP/SefYBYrrrc5SRfes0yR9x91H+1yLpedz6fEvvUH3\nFJ775L/0fP43M3ufxn6vrbteb51JP5XnZ9GxH+LaKj33S58T90mtAVIcv87rEUk9lUSlhvi+6zTs\nrudYD/FcKdq/mp85uYrhdc1sXXevFqrXV/6aL703lF67H1Bci/9P0gskfdGitXuRpNquYgVKj09p\n+tJr9+FWP6wkN4ay9HiWXl9Tee/5b0XXvP9RtCq/W9KbMvvsOEhlZapSReUMM3uUpM9LOkPRdfze\nikrqn5vZvu7+szWZHzUE4WaWC6pLn0Olz7nzJH1OUYlztSSZ2UBDJQaV7jkvUwSi50h6XPXe1eVv\nZraru3+rso9nSvq/ks8dGR3tO6RnSqQWkf1qLrBPuftOle0/krRHKsSY4keZoxjjcqJXBtyb2QGK\ng/lfkn4maa6iNnuppLd57wQJSzX+wh433sndq4VZdT1QO+PSFiqa+XMP1M57FisuhgMUTeUflnSm\nu/+24T1zFDU7B0h6jqTvZm6gQ+1/kPRm9m7FOMI3uvs/07aNFQHTb939PZn9rqMogB6gaH6er2jp\n+Gq1ltjMlkm6rGvTzhrrErSz9/a9/q67P7nm+1zpla4Tpfnpes+2Kf2+it/3TZLO7VcLnWphD1AU\nKO5w98dV/r69pHMVXY9+pqgw2UHx2z7L3f9QSb+bopvLyZX0r1aMU/hxJf0uTfnz5u5YmyqukW0V\n18m3M2mWquBaKf19K+81xbHcX9I/JZ3h7h+ppFlP8eDdXzEu7NL0GdvkftvS83mI43+R4p6Uu0Ef\n6u4vyOSpU3jeS9H/fhtJ29Wda4XX10Fq/r2qFR5Tdn4Ocy+pfFa/a2uXhrePVs/nIZ4TZ6n5WL68\nkr6utntE0aWxWsE4zgDf9zTFQ//dnd89nRtLJa2XWgG602/s7n9P/+77XBli/59RTDTyqcr2QyU9\nIXN8XqfobvUGTy2tZvZISe9X3GvPbDg2g9wbiq7dzGfMkbRE0t+9dyIRmVlT8PZ2d9+skr70+JSm\nL712f6Y4/+smkqpeL6X3wtLrayrvPeO6olZf1xm0TGVmv1cEO51jeWTX6yPd/cE1+x+onJGCxbdX\nAzIz20HSCe5eHVP1S0lvTi9HFBWvb+782923m2B+fiJpt5og/OLUAta9/SDl750jinMtN+6v5Dm3\nueI+uZ8iNrhA0WvvoTXf8xZJ3b07TNGzRZLM3e9dSf8cRcPQNyS9p/q9M/vfWhGnXKUYXzpXcW4+\nUNFC+Lem93ebzkCt9IK/zFPf8fT6p4rxbbka/06aJyguFlOcEFdJOtndf1SY154av0yaxgdqzXvu\nr3jI7Ofu2w+Qfo7ix36mu184BfvPprfou3yUYrzMnYqLYL6kU939hAH2ey9Jz1ccn23d/QGVv+/S\n8Pbcw+Jb1ZvSIH8bND+Z9COSdkrpn9svfXrPAxRdcs3df5H5+waSXqzx5+a5Hv3xc/vbUtIrKuk/\nWq3oGJbFgO2jFGNO3u3un29I+1yPLkeD7nuXzObOjWekKXCs7Oexihvv6xvS3FsR7Bwg6aGKY/qm\nSpri87nk+E/kBl1SKdP1nu7z+RHuvmXl7//h7h9v2kdmn7nz89PufltN+oGOT/p+b9KQ95LKvrZz\n919mtq8n6b6S/s/d7+na/lB3/10m/cDPCSucDczMrlXDRD3uXjcr4FzF4PtVnrrvmtkjq/eSFAie\nqCjMXKU410wxUctrvdJrxcyuU3QNOlfSFzq/p8XkAc909wsq6Uv3v0RR07yRxs797RU9YfbN3d8s\nxhO9VtFaJkl/UkxI0DSBWHUftfeGqbx3ZiqtxslUWhUdnyGP58DPlkGel5n3FB3P0nLYFN57xn3X\nIb97bZmqtAIzs+/GckZTYGlmP3L3HSvbzuqTn3FB/hD5KQrC03tWz2Kc7tOPk3St54coVN/b+Jyr\npB2kEmerps/zyqyzZvYvxeyvN2SSj7p7bq6GOYpx8t3n5qU+wIy83aYtUJOKCz8Tvsj65OWhir6m\n20j6qaRXuPvfLLq1nOh9aj4r+6orQDzN3b/R9fo+kh7Vva3rb4+U9CZ3f3F6fZZikoEbJb0sV1go\n2X/6+5aKwuOvPdWypu27ufulNe+5tyR5qg0vZWaL3X15QfrXuvsHK9uqNVfdamuuSvJjZtt0196l\nm8QDFNOsr6qkfZqko919l1TAulTS/VP+XuPuXx00P5PBzL5V86dNFYHj3Er6V0v6d0XXwY9Xv19u\n/0M84O7bqVQxs/sqbl5Xe36K5vmKm/+xXTf1h0vaR9LS6k3OzF7WXRtnZs9y96+kz9nH3U9pyNdE\nz+cX5QqUk3GDTsfh8Kb8Z96zj7v/b2Vb0e9lfWYEmwgz28Hdr0j/3lCS3P3mhvR15/Joem918pFx\nXeQVD+rVXeRz93Ezm5Opnc0uizDZz51cXhRjnl8i6XpJGygK6R9UPIeq5/793f3/UuF2a0XX2j95\n/TITI5KepLiWnql41p0r6SvVoKvyvg0Us+KNSrqmrkKpK/1D1HXuu/vv+333QZjZyxr+POrunyzY\nV/banQzWZwr30uOT0j9E8ftO5vF8o7u/f4j3baaoCFulKD/8v8nIT9r3upLup6houbtre7aiJf0t\ndw2vbj1Or5tamHLL0HQHAqNd75O0ek6F7vRFFZjpPesqJsioVir1lCGb7j2D3pdyx2nAfM7NlQsK\nK7n2U/Sk2CEFaVcqhlYsUlTMfLKSvrZSzMxeOui1XleJk37f2pnDBwke+3zuUZI+litbmNn73f2N\ng+5rWqfnTyf6m/smDE3jYkYz0XLp+jUfUdQE/Fgx08/ZZnanov97rqtSYwFCvbOXvULSy8zsx10P\n0YWS3mHRh7s6YPhUSUen9+6h6NK1uWKA8hkT3b+ZHaaYvOBXkh5nZkcoauxOUtwkL+1K2zMtaVRY\nrD6hj638ranGeVS9syM1OUxRSOl2rqI7Sk5uaYe632pdRc37uGl5LWbUeo+Zbd91kW0h6bOKmfiq\n3QHfrbEJcF6oKFw9RFHA+qKkcYHaEIHUn5R5UCSj7j4u/9UbtkVr2ZsUYzn3zXzuGxU3zH0l7WuV\n8VGZB8BcaxjA7JXBx2b2WkXXkSea2UaKG/TFkg4ws294b0tKp+DQPQbjj5I2VARw1ZrJgzR+uuSj\nFAXPvypa7ccpPZ/7OFbRL75qV3e/WPE9O5UmuypmOhuIu69M1/XAgZri2PxvZdu9zOxhqlm+wnu7\nReemma/V73r38b0LTlCaeawpQOvKW0/hw2JK6Hcpgoyqtygqp3Jd5Hu6+pjZIySd332tm9ljJJ2Z\nCl4Telin/Zm7e/r3WxQzhd0h6Z2ZYPDo9HfzsenJFynuge9UzDDW7RzFuXaL4v7dKAV635X03RQU\nPlnRAr3UzK5w9/+o5D0XGD3azDrXSrVwtbPGujN1ugZtlipN5O7fqaTfTNJxGqsgPdrdbzOz7SR9\nxN2fVPns3Dm8juI5sYXidx5Uz7VrZke7+3EF++h+7yBTuBcdn/SeJykdn07hPQXc/+6VlvLSZ4uk\nn6Q85Yxmfq/1FeWPRylaUTZQjHP7sqSj3P3OSvrSZZW6K1o2sWi1qZ2LwMyemPJzbzO7QdIB7u6p\nbHiUxq9jd6XiOVT3utoCtLQm39spvn/1WL5e0dI8kGqlkvWfd6E6/rZbz/hbq6nsN7NsZX+/c0e9\n31cea5kNup7ZGxUt81JcJze6+9NS0PYN9V673zWzbyoqK6v34ZdX0/epxMndG5fWpK37fTv34kHX\nAH2DpIPN7O2Z8n3fHm7dpnN6/rqTYj3FTFPVNS2qhfOmwrpUPp3/iI91sTvHzN4u6fXu/uXcDoYo\nQByiGI+zuvneYxrZZysK8tUf8m4fG+Oyp+JkuF0xqDJXI1K6/0MkPToVBjdVzKh5h6IV438qaUun\nJd1b9YNuJ9yE62NrcA2avhq4zFEU7l+nCNCr3qSYAnZ1TYi7X2VmuyvWEqn+9nd01XA+SzHG8l+S\nlltmUO0QgdTnFANqf6+YkemyXO1WlUXr3isUs8udJmmH7lq7rvxs1W9fFY9T3KByRtW7Hs2Bkp6Y\n/n2ApB+6+8Hpd/iuovDebSev9G9397vM7PUpfWMXkgGUns9FGipNllpM2tAzi9sU20bN98Pq+Vyt\nFOvWUymm8YWdKZMK7+9RTCpwoLv/MZPsDk9jKVKB7S41d5E/WdJLK9f6len7n6zeSronWYy5zMmt\nZXSA4nd/aLpmX6gY47KzIig7urKP3RSBV/d04yvM7BBFwbIaqA3NYwKs/ydphaIbam7679LAaJea\nj3uOojBZreA5QzG5wwcUz42PWawXtYuioF3N81ndr81sX0X3qy9qrIJnIp6qCBwHYuVTuO9Ssz17\nfMzsGMW98wpJrzGzDyoK86cqxrKOC9SGeLYU5Udx/f1WERCNps+Yp7gnf1C9y4kMs6zSwBUtimfH\nM939GjN7iqSz0nPvSlVm2PXCZWi8d/zfAxSVJf9QzPhXVVSBqfLv2nSf/XBmW1Flf+m501CGl/Jd\nAW/pauHcQ6lC0d3vtMwEgooA8FRJXzWzjyta6prKj0X3qtLf18rXAP2dogvvh83sQEmvdPdct8m+\npi1QKy08dxfOU83VKm8Y6+GVcS9mto1iLMSdnlkEVL0/8A11QVrVgAWIuzzTx9pjhpzc7E3rpX3P\nVRT+X9j1t3tNwv5v69TmenTx/KtiIpSexXi7j2Wq/ThSUeA+UfkazH1U3+R7gioP4Iab24gyhcVM\nDf6oolbqK+7+sZp9dd7bGRD6LUlP9vyA0Lu9dyFRuftfLT+l77rpd1pX8Vu9N33WiKKAXpeXQQOp\nN6X02ysKBceZ2a8VN/av54I2M9tH8SD4omLQebZ/f0r7bDWPs6jWNP4gV1HR4JaumtbdFTe7TkEx\nd4POBqEpfW6msCJDnM+lSitNptrPC3+vddRcCTaOu19rXV1jzGxXxQyOd7p7tQWxKNBJ+3uAovC8\nuaS3VGuCq/uovP5nQ5AmSfNTrfA47n65mb0rk/57hcfytYr7TOecvtXdz7aYJOJy9QZqd3t+NuR7\nzCzXZXz7zP2wo9qaKWl1N7p9FfeSZYpKz2fm7oWlgZH3jsnaUfFs/LUyPVMkLfCxbsvHWYyhe59i\ncpGmJTl2VVSKXqkY9zlZMwt3z+JZ1dM9TjFe5TxFF/dOa1ftumRDHJ89JD3eYybbdyrGyFyrqESu\nbckoeLaU5md7xfncPdbpHklvM7OesdjVcljls3rWEVR5RctKd78mpf9OCi5e7PmhJ6Wtt533LVJU\nkDxF0fW+Z+xVUlqBWfRd+xzL16r3WJZW9nf2Nei5U9pYsa7FEJL1Fef1m9N71lG+TCt3/7KZfTvt\n8wdmdmjut01pz6rkZaBKnILft3g94RSYvdDMXiDpG2b2IUkfrctLnWnt+tgxSOE5BRtLFc2Of5M0\nYjEbz8cVM9hU+yc/UBH5PiXd8C9UdO96oJm9MvNjdLoHSXGTHtddyDOzJhYWIEbM7H7ViNrM/k35\naXa/bjF73L0U1/FP0wl9jKJGa6L7r7ozF6R17adkWtKmJt8dMul/q7KWtlzN0hJJh5jZO9397dU/\npgfQ8ZKuk/QCd2+aHnVdM7t3NdC0GNidu6F8SlHjuZ5itqOrUgDw35J6urKkfQ0cSHWkGpufpvd3\nuk1sqOjj3r3vHyuCxncprpUdbKw7Y093FsXxbDr+dTeuHma2ubv/pbJ5jkXXng0UNbiHpbQbKL92\n1t/N7MleWeQ33Sd61lxS87S/o16ZTCTta+DzOdXw1x2fjTLbiipNrLl70P0mIT+1zOwJmQLftdUC\nXJ99PEbSZ83sIelee4rietjOzE7x8bN5FQU6ZvZ+xZiqpR5dSfsp6iKvmgJCKqz0LFLbJ6+5cW13\n+vgKxZOl1d1ac/fbum6qI8pfK79RdLWr68FQzeMvFGtVfUYR4AxUw1saGKWK0eMV96Ej3P3XNUmr\nBcZr3L22FcZiRrpOpehLPV8p2p2+9FpZouaWi+q98CANMYV7wfG5vRMUufutZvYHd39Kn30XP1sK\n8nO317dqDDz2PDlUvQtkl1a0VNP/va4gr8LWW4vxY0cqWkVOVHTtbHpOllZgln7XJrkhIqWV/UOd\nO+l9gzRWnKS4X91LMXnUdRZdaS9WLDuQ5WMLnu+o6JJ+qRqW5Bj0XjXE71u7BmhDY0MnzfkW3Tjf\nq+gVVLSUy7QGaoWF57cr1o14sI/13V+o+EHeqd4V6z+iaCrt1Mr91d13tRjke6Z6b7i3a3wzffV1\ntQWwtABxrCL4OkXRX3aeogbmVYoTZRx3P9qi7/hGGhvj9K/036snun8VFG5t/LSkO+cC6YqiJl9v\n6HpnMctSNf21maTXmtkViouguo/PKwbaH63oNjInBdmd71rt/3yKpEssZnHqzLS1o6KioHqeyd1P\nTQ/pe3ceEh7N+d9SPByq+WkKpOSZKfHT+x6oaK18vmKdn+MVU9BWdc7th6b/qsYFal7YJUQxtrE7\nXxsrCjedZSqqi4D9V/rMRZLe7NGCu75iPOjxmf2/VtLnzex3kn6hOP6PU8wK94xM+qM1/qH3GzUE\nnqXns7vnuoQ1Ka00aeoe1NOlZYj8VMeBPFpRuH+RovvU0yvpq4F2Pycpxjx07rV/d/eXWyxfcoEy\nY3UK7KDolvefZvaf1T9mCkalXeQvMbOPKM7Lzhi1TRTfqdoFXIrxqKtZtLDvpjj3d1V0sem2vpnN\n69RIu/sX0/sWKF9Yqj53uuUKTXd62ULn+7ivHi+3mZlt0hR0DREYbaq4trZTzfIeFd3dxUYqr3Pd\nxX6uuL5/qmjFGfdHr3RnGuJauaq6jybu/hlJn7GxKdyPk2QWPUdyU7iXHp+qfhM9FT1bhshPrsWx\nM+ZuwusIqryipWldw2oLaGnr7R8U3YI7n/nSyrGcyH1NKv+upYoq+4eo4C1qrHD3z5nZhYqA5x9p\n2x1mdpy7fz2X/8r7f2Rmj1d0x+xZYLr0XqXm3zc3MVHp+qvjWvE8xmQfbjHmtKgL+3SOUWsqPPfM\nqCPp+V5ZH6sr0r5SvQXoDXz87Gee3nONRZe0cbxr6v8BNRUgevrnuvvFZnaVog/3MzQ2Q84uXjOt\nbfWmmW4mPa1FQ+6/pHB7oeKk3lEx8L762T21SD6BJl+Lfv/7KAo/m6h3UG2WR/eQ3A33VkWBf6/0\nX1X14X6OxUKwR0jjZjP6D69f2uH/FAN1n6OxQab/XVND0y+Qqj5Mj1KMGfiHouZpD2+YiMELuwlb\nYZcQd/+VxWyJL1QU+LdVdJfbS9L3Mvm5TLGAdve2O8zseV5ZFyf97Q+plWY3jc109mFFN8+eLhte\n6fJQ+W65qe2Lz+eG/Z/r7gdUNpdWylzWsP9clxZZTMpyiOL8vEfx4M0Oanb3ZRZfcn9Fl7fbFK2w\nO9UU8j2zrcmIu3+/6/W30+feZGbVFqZcd8Japffl0nNfcT99k6RfWUweNVdxLn/YM8sFuPul6fmx\ns+Lc31PxkD5CveNzpGi5+l8zO8rHFmF9lKIG98TM/ncZ4Gt2y1UEPVTxW+/jvbNc/sFiEdiBeqao\nMDBSTPpzjaJ78y5WWZrDe1tqH6Dx3cVGul7nuott3fW3arBQpOba7Tv2N8dj5uCPKVppOlO4n6Pe\nSQOajs+o905k1LSAe25StKJnyxD5qU7A0a2nu1tDS0N2WIPKK1pKJggpar1VVDBKg59bRwyYrqPo\nu5Yey67K/g2VJrVSnN+rlK/sL6rgLW2ssBjj1RnX2N1T5EYze1i1UsPde54VHt3C36X8c6TpXjXq\n7gdX0jf9vrlz82IzO135NUA/k8nrly0zq6e7f8/M3lBN32Q6W9SaCs+jigdJt56pkrvkphUeN5bF\n3bsfoj01mWb2Hnd/c9frPT2tKWNmn3f3vSv726UhP3VWVD5jnmq6Kllzl43sWA5Jf+ns38bWqKjr\nhnGB1y+mWx2EW9t1Mp2ItXzAJt+Sgn/NDWuRpJcqJtyo5uGgpjzW5PtyxRiSvtKD+WJJP1LcLEYU\neT/WYgrocWMivWYyFEtTOmf+9EpFl78NFdfFwZWavdx4z6UavDBW2iXkfEVQd4nihnm5YkayntbM\nlH7cEgtm9nh3/2EKyD7s7q+upO/8vt/RWAvpqKT1zCxXy96kZxbEpvN5CI+ubhimUqZBT5cWKxzU\nbLHm5D8UrVvPcPc/m9nPGlpiiiZUUKU2sXJ+b1BJu5u6akrN7Pk+1sp0nruPexZYLChc9yDNzfZb\ndO6nh+e7Jb3bBlsu4CTF4uq/VizK+xZJ33T3c3Lp3f1Ei/G/n7Kx6b7/qJiO+vzM/ntmJE2yM5J2\nPtdiTaD9FAFCpxvb7pn9lPZMKQ2Mnlv5e3am0a78b1X3t5r011a3dQWmL1K+gFknd+0+Pe1zY41V\nLrnXTD/fXfhMRhWz2Z2g3kmSpPzxUWVbt2pQ1Aksssd0iGdLNT8ddTPEHpTbf/qMdTKbi4Y1lFa0\nFD7bi1pvcxWAqZJmV8WxrLaovaFakdGlJ1Co+63S51Rb5qXCY2nRFb1a2f8vSUenCuUv1eVnwEqu\n0t4Op/bJf7Uc0zizerUxRPX3qtXvqeTvrPQ5SxT3zFWxubaHTadS75epUq9xDVArn9Wz1nROJnJQ\nbrvFYMM9M3+6zcy2dfdfVdJvr2jqrLrazPb2ysK9Fk3LV2TS71h5/VqNdSurCy6eqpj8pHuqzpM8\nvzbUzorZJB/hY2OfHqYY27FP9XtJuq9nBnDWsbRGhaK5etwaFWbWs0aFoqC3a9f7P+rur0gv36fe\nmeC6P2uuohCwv6IwX10AetxJ632afEsL/srfsJYpurK9pprYohtKnZ4xTDbc0g6HVloVZGY7KQrZ\nz1WN1Jq1nxqmdPaaRXEblBbGSruErCfp5s5/HpN8NOVnT40PNo7X2PnVM62w+j+QSo/HODY2FjWr\nWrM3xP4XpQJlz9IjVrhgco3SQc1XKKZhf7Sii3C/iRdKJ1S40irrMVlM+nKcxmpyO6qTWxypGA8h\n5ceELVFZa0nRuZ+Cs1MV1+/NadtjUr7+w3vHnO2h6Np9gaQveczY1pghdz9XUVs+iO4ZSTuF5doZ\nSc3sSMW9Y77iOL5E0ie9for5op4ppYGRZ1qH0zHeK+Wz2ltgRHFO/M1jUpqDFYP6O+sxZcdN1wSm\nuW7RRVLF48ckPUERjI9IepiZfV8xTfhKM9vLx8Ze5wqfS8zsH5JeUj1+uePTpPR4VtIN8my5LKXd\nXl3lGK8Zo2ZmZ3WX3czsMB+bwOtr6p1JcKu6/NXsv3QugpJne7X1Vmpuve3+nMcrzrW9FefmmZlk\nx2h8kDCqCPaPV5TFqvu82N336Hr9Dh9rcf6kKmWwpmNpmSEiih5M3WW8L7r789PLN6gSqA1RybVL\nXX5ymtLngvxMoNcpc9dNVlI0oVAqJ5+uKPt3rvWHm9l3FJMDVe89j3H39yiWbupbqafyWT1rtWUy\nkfmKWsr9FF1KvqTeB9ubFONWzles3zFPEdE/RzFQsupIRS3maxVRbCf9nxWDfyea5xcqgrS3KloG\nRxS12u8xs9Pcvbqe17skPc3HTwP9yxR1n6Leh8y1Fv2Lz20IWLqVrlFR1RjdW1l3nz/l9uHR5Jvr\nd11a8H9yYctEtVtnpwBUV9ub6w7RlH7TapAmSe7+fYvxLuNY+ZTOMrMHa6wrZqdS4MO5gpTKuwkX\ndQlx92em77WvpNMsxjksNLOHu3vdrFcDK324D+EjKqvZ68yKmRuXkRtnVFQJYuXdg4oGNbv7YelB\nuIfi3vdxSfPT9/pq9QGs8gkVXi/pJDO7WtGiPU9RQPli+tvQ+tQ6PzGzufTcP1XRCn5nV/orLSbd\n+IAq3Znc/aGpUHuApGMsukhvnILznh4KpZVEXj4j6VJFMHyapO94dP9u+MjinimdvGylgsAonYfP\nS+mfqmjVzi178ZG0v4Vm9kPFc+Wziumxz1SlFag0MB3i2j1e0i8rwciI4ln/QYsW3rcpzdxaV/hM\nlZInq1LpbMP1lBn4eJY+WyxmvPuiovt0pzfIYWZ2j2L2xOoMrVtWXu+nCGylmt47ZkXrCJZWMg78\nbC8NdCzWIdtPcTz/rDhO/3D3p+X20f0sTs/EpYreQW+otmwl1d5Iu6hg6RkrHyKyYZ+/l1ZyFbX+\n9/ELNazfaYNNVtJUwZsLxN+nmBH5pV2f07nWT1Jv2bZoDVCVz2BaazrHqM1VDGLfX9Ed5geK/twP\n8kzXJo+BkDsoxng8XnHgfyfp7Z6fYe0mSbtbTEX8EEXh9j2en5p/GG9RTGff3Zr37VQT/U31Lrw8\n6vnxOJ4eyFUPU9zk32RmZygKf+e6e88UuEnpGhUDs8LuPoqHb11NTs+ikEMU/M9WZirUOu5+lnXN\nyGZj3UKv9cyCtu5+mZndt3NBWcxYuLukqz3TWqqo6a6T6xpaNKWzmT1ZcUzfpyhkdyoFLkwtGZdU\n3lJaGCsd0N+5vj4k6UMWk5wcIOl/zOwOz0wJPlnM7NvuvnNlW9HMbqU1e2qeFfMbdfvq0u8BWjrr\naemg5k7f/oskXWTRa+H5ii61H1Vvi3jphAq3STrUYhbPrRX32qtz580k+4R6u7qVnvvbuPtLqhs9\nuixmK8g8zb5qMXZ0Z8W5/1sz+673trZ3Wia6a9k7r7O/uZXNsLuZ4t58hKJi8lLF4r9zMgG4VNgz\nZYjAaM+U/gmKa+MTkh7o7ofU5P9R7v6E1JL1B0lbeozr/Wqq2a5aqrLAtPTafYr3ruE4KunEFLx/\nXzUz+Vbe8z0z6zlGXji5yRDHs+jZoqgkPsUrszOb2V7pb/uX5DeT/9J1BEtbfIue7ZW89Qt0rlRU\nGuzqaaI7ixbfpn0uVAwXeK6kd3dV0E0KKxgiMoTSSq6i1v8+6oL8kpnVt/HM0iYNnuju43pgdV3r\nuTl3rMgAACAASURBVBa7UpM2q+d0tqjdoPihP6XoUnCnxbiJ7MPdzF7m0T3rtPT6WV6/3kHnPRul\nmuerLGYf3MNiSuQzvXeSh6YZeDbP7P5uzw/cv8UyixxLWmBm61RPpFQgzhUm/6l4SJ9j0cz6fEW3\ntPtJOt97B1qua4VrVBQo7u5T0a8mp7TgXzfuLssKu4VatMK+SNITLSZtuFJRODjAzL7hvf2Rf2yx\nQPq7O4WjdNyXKl8YOEhlUzq/V9Lu7t49Nf0vzOwSxUO5GqiVdhMeukuIJLn7n5QG+Kaar6qmmblK\nZwrrqXEuLfz00VOz5+XjMoqU1vSqcFBz175G3H00BVaflvRpy7T4aogJFbpqzX/eqTVP99pqrXnp\nfbZU6bnfNF6xdg1EafV4j29J+pZFr5A9Msm2l/Rpr5+EaBwrn5H0TsU94LxUiNtLMfPkny0my6gu\nTdHdM6Uzo21Tz5SlKguMzpP0OUXvkc7kKU0FtjvT97jLzK6uPJdz52FRYDrEtVu7vpTiXti4flnX\nvtdXZZx82r6zGsaDee/MeqXH8yCVPVseUg3SUj7OM7OerttDKF1HsKiiZYhne0mg8yTFsfyOmf1c\ncSxry8xm9mpJ/664Vh7rDesADsPKh4iUKjr2PsXrkVr5zOo9XW/7aPp9cveB0jVAJ21Wz+kM1D6o\nKAy/TtJWZpabZrzbQRrfx/ooNazvZGa7SfqEmT0oXTCvV1xoOyoCo+qMW3Uz8Iyot3VMktZJgeC4\nB2kqMOUW5f2M4gH5nyl47IyFeL+i5qqWu99sMa3pHEUN0N7qnfWmdI2KHWz8QqnW9Xrck9gLu/tM\n1AAF/9JFXku7hR4oqdOt6gBJP3T3g1NN93fVO0j89Yrz6RqLSSTmKo7hRYoHVfX7FU3pnN7Ts36Y\nu99omRlMVdhNuDRQsBjkmxuwq7S9erNsmplrMmquZAWzIPbR852scFzGRA1Q03u04v436KDmJyom\njLm3md2gOKd/r1jU9I3qDcRruz1aZoxdYa1500xnuftsqdIu8teY2X7uPm4q/vRAzS2amxubIo0V\nvi+sbP+N4j62haKXw7nu/ruG/A89I2kK2s9UrDV0X1WWZUhpunum7KixnilHp9rzqtIWuy0VheD/\nSffLC9Sw5pEqlTbVCp1M/osC0yGu3b+Z2a4+tlBw533PVNSI/6Cy/VWZ77SRomK1Z1ZPRU+TXAvf\ncxTjdatdl4uO5xDPlqYgLleJ0bSsz9aZ9KXrCJZWtAz8bC8NdNJv/YNUcft0xX3z/hZj2M/MNBS8\nUREk7itpX+uddbB6rjXN6Jkbu106RKQaWGzY9TpXeV567Ita/625G3hutsuimdVVWIGv5ms9t1RY\n0RqgKp/BtNZ0TiZyvKTjLdY+OEBRM7lpuvGdOwkBwLGSduuq1fiHux9j0T3nG6rcRL1hLESNkxRr\n8PyXokAwV9JjFTWQPRNmuPv7UyHpLIvZv0YU0+Ke5O7ZyStsrCVtH8VN8POK/s65gnzdGhXHKrO2\nmKI2qU5uhpyS7j5FLAanf0hj08O/wmOtrWcpfqdqQbVokVeVdwu9JRUIpOjy+IWU/l+59KkV+HAb\n6/o1qhjn1Rgk+OBTOq9rZutWb4ApEO95aHt9N+G6wtg4AwQKyxQB0fcUx6bTX7zu9zi1Wrjv8/m5\nwk9HT+uzFc6COITScRkDV4J0JShZ7mCVor9+Z1DzqFcWZ684QdIzPZYmeYqksxT3qyvVO7mHFAXh\n1Q9BizG3nf76uYmGBq41b7rPWmYG2YYKGan3dynuIq+YfOgcM3udxlqYHqt4UOdmySuaMCAFBR+z\naLncS7G25EaKWVY/45W1Q71whl0bmwzlsM73s67JUHL78ej18XNFDfoqSVfW3RdKAyOPxe4/IOkD\nFqXIAxRdqa+QdEamFrm70qZaodN43Q4SmKr82n2NpC+YmWt8i+NDlW8xzU12s0zSQZ7ptl89/y3W\nkn2PoovsCzLpS49n532DPlv+YGYvcfdPVfJ1qDIVFRpb1qdz7P6r63W1dUwqX0ewtKKl5NleGugo\n7WuVIqj/WgoAn6toOftKJd1WfXc2Xudc75w/nTUzR5RfP7NoiIi7l/b2KDr2Vr6+bt0SUCOKyU3G\n8fKZ1bsD3arcJHCvVdzXrtL4a/2BmoSJieqedVY/A2utaZ9MJEXvbzGzt0raSXEj+oV6x02UWunu\n3VO1fzZ93i25mhwrnArU3c81sz8pHojHa2wK7sO9ppuLp9m/LHVBasp8CroeqahBO87df9iUPu3/\nLkl3pfd3z8x4pirH02OGrS0VJ+Wvu252MrOnKxYhz31GtbtPbjKR0pqcjygC3B8rWgvPtmgpWE+Z\nh5fKF3ld18q6hc5JD/4NFAN8D0vpN1BvjWenVukApUDT3S9M29dXFBBzM13O7RRszWzXlLef5lpE\nFAHIF8zsDT7WGvtINbTGpiDxtOzRyCgMFPZJ3+1ZilaszvIE57l7bg2uxllEM+pm+htR/jsVzYI4\nRM1eqaJKkNKaXovWmVe6+1s8WtuXmtlLJV2tqOSoDrRe6e7XSNG1ymIcxYs9jWHJqBZg+5VmBq41\nH6JSplqYqctjZ/+nuvurNOC5n/LdGcvcWTPxfZVnR3f6a7s+a5AJAzrvu0kxHvCjFl27P6B4bjQ+\ng63/DLudyVBWH2dvmAwlVcJcqFhL7wrFPe5wi3GeB3nNNPRpv4MERt3pXVGQe4fFki894528cOkU\niwkM6lrzJ8zd/5RaEHZTnA9zFAHPJZ7vWrk05WszRTC3StKvUqBUy8w6E7KsK+kIr5llsfJZfY+n\nxZgeqXcM5P+qskxJ0qmoeLXGCqvbK6YU3zeTh7PS5/S0qFpMc15Vuo5gaUXLwM/20kAnVWpJveNL\nb1K6x1XSV5cSGVUcx8u9d1KW1V0HLWaUfJiiJ8jPvHcG8O735IaIfNbMbvdKTyIr7GY7xLEvav33\n8unwO+MrB5pZXdJfFAFuXU+fav6uTpVau2vs3v9RSZfWlM/fXZfPfiyGLO2rhhlYm0x7oNaRDszl\nki43s54p1tXc5N4ze5Z6L9LO2La56l3bJ9ulxJqnAl3dNJ553+rBrZXtByui+I3NrHMRn+S9M0RK\n8QC+NPdwqGMFMzOa2WGKm/SvJD3OzI5Q3KhPknQ/jV/r6HZFgeT93flJBbEXqBIsDFGTM9JVyDnH\nYrzX6939yzXp/7tw/6XdQv9LMWB8kaQ3p4Lk+opA8vhM+o8qup79WNIrUs3nHxQ1pT39/9PN4bMW\n65ysUhy/KyRtZ2an+NhU+ZIkdz/JzG5UFJC2Spv/pJrWWCucWaw0UEh5ukNjNe3rKoK8C8zsbndv\nClT6ytVE5QoGXYpmQVTz4u5FC1HmDFEJUlrTe5ZSlx6Lbo0HK/ryb6E4l6q1n9Xv+veGIG0YJbXm\nRZUy6VjOU9zPuh/WX655mDYuvZBjMfPds7v2/wAzu9FrWsRtiAkD0v3jOYqH9baKCrjH1qQtmWG3\ndDKUEyWdXr3HWLSgnKpMTa+ZPd3dv57+faqilf0O5ZdCeXZlU/dkAz3jdS26knanGfde712k9nBF\nkPk1ST+pvLdkQp5a6T7ztfRfo/S7nqFowf+ZomzxcIvxYUf5WM+MTvpNFcHWdpLe1hTcp/RFx1PS\ntYoKm+uVX0uqWuG8TDF2v7ui4oS6igpr7kZ9lCpLp3j5OoKlcxEUPdszgc6BiufW8mqgI+kyxbH8\noSKIqqr+drkKxkcouj4f4e7frHzXXKXJKwapNEnf5U9mdry7vytV3FYVdbMdopKraD1SK5wO38pn\nVv9Hv+upsv+jJH3MY/zbxZW/vd/d39i9zd0vbbgXHuGVmSBtiNm960znrI+NhUn1ThrQaXLvaCps\nSdKlZnaKpLd66taRIvkPKroANOWt71SgpTXDZna4op/zsz1NLZ9uXCea2SbuflJ3enf/mpkdbNE/\neuP0Xf8q6cRcYGflMzMeIunRKdjaVHEzukPSsV4Zr6EI5jZWTJpxmPfpSlZak5NJe0NDkCbFzHWv\n9NTtw8xerrjhXq34vcfVXnlht9BU0/XgyrY7zOx5npm5U9K2/5+9b4+bbSzfv7bTprA3Icr50EUU\nIaeUU9g5f8PGDm2HnE+JQmT7yiFytlHJ+esQcvpVDoWEL4WEcCWShOgbhe3s/f1xP+udNc961nrn\nnnfWzPtuc30++7PfmVmz5pmZNc/z3Pd93dclaY0wlnNh39OtACYoLZ9/CoCvqkEV+6eknUK27zqk\n/W4uh9GlWoHLgw9tUkLCRnxTWGZ9YVj2NEU9cDXhhkD36zD62Y9gmeBPkHwZwC4qNvO7VBCVMDLN\nPSdVJXD1ZXiSIGE8XtXTmXIb7S0BXCBTOHuGVuWOUSXmkvJF88KTNXclZVhuJn80zSczVvGNG7jz\nSBlkx7TZMTC/uTLzcJdgQNhsTISp9v0CFkj/piTIbGce94qhLC7pq/Gdkn4Y1qh4PAcA2JbkbeG9\nrgirWqwHay+Ig7UqlUUAiL/nZWEJsZthVLKMglkWeH0c5gm4FYzpcA9sQ353yWfq7any4nhYP+yk\n7PVDYuEo2F4j/kz/DGt5+CmAtUmunXtsQEVJc+/nuQnss1kKFmhcpXKl6LhqlFU25qdVTFNrdRWN\nOpl4kM9HcDIcWgQVa/vR2YY6A8n1YPT/tWkJ+x/D2CCA/f5jLAf7/NeHfWdXA7hRJT1YqQRjeN15\nYevirdFDrqTJUOviUOPhEDRbOJNcjHp7SS6iwHQiebik70ZP8crhe5XVq/aMKXwDwM5hrHFCPaYI\nDzUXHo3iXOhVYC1FL3vUvEptz0sazHCRXFHSAxXHHwHj3D4cMrYzhn9nxkFR7pweKVAvXW83AKsq\np/oYsj/bwjYhTWPyBnbwKzO+rlD1CwHmC7AfRarBd5qkb9IqQWeTvBNWDk+akcLfMP1hNkyIx+Ru\nZxvJuCfvQgTT8hBUn4BG78TZsO+jCXLQQtmgMi4J69/IBAKeJXmMilTGwYlb0jskH5JU5UM1Rs2+\na78Oz32RZKoSGwc/A7BJ4Bf530QOT9PhwecNFEhuDVvAFoItooerWiDB24T7o/BvfhjNdndJvyG5\nBOy7XzM6vi0VxBIchSJFKNWXkX8shicJApILynqVWlU9zc/bG8EChwwpoYEqMReguBFy9djJlzX3\nJmW8ZvIzw0dfTdFmr2e5eXiVYECKmbE1bBO4Qzb3k5yT5FYAtpEU90J453GXGArSlYEMKW+g7QGs\nnQtI35T0a1q1rkDxl5PKKGmVcM1sBds4vQzb3NygtKry+7D58tdhk7cGbO4/nuSDkvaNnlKV4B2S\nbtgCVoL1Zw6+RkiSfZtGP42RXa8tVf/a+Dx/DuDnNOrfegD2IbkcGkFbnGS9HdVVozhQc9Go6fQR\nbAf5tT133y8Thx4LS+gCxgCZA5ZQHw8TmouZQY/C1oOjQpC0FYBvkHwWRvMvsGVKxvcSjUEVw5U0\ngX9dBOCi2bqSXLBESX7euQCNFof1YN5reXjl8L3K6r+jFQlSGEgkHR6D0TzPpKnC7yXpuZLnA865\nEH4F1lL0lPpIM4XMNsNZxDkGljU/Nzr8EDRTEU5CRd9LmCyPBXAso4Z7kqvHWXn6pUC9dL03lfB4\nCBv7VIbGFdhp+MqMb1YEXtlrPBA2SAcCuI9kkibWRiZnGppNpl+Pbsff8zy5bM22MHW/O8JrJX1O\n6KMTuaiMbaCpyhN9XgVaLtIG3PPCFuFPSDojeszlwUfyZEkHohEoHAabUMoChStgGcZnYRvZdfOb\nSU9QxjRN+D2FCgLJbbJgU8YpT03QLhVEL1RRgSuBJwkCWIV/8DNTs+ppitLyCI12MQcsiXJnSC58\nDcA/4oO9mz1YJhlwLCoqyZozR4kM8CZlXGbyMP+ko1odN/zm4Ys6zg1J2wFGkaN5U+UNi1M+W955\n3CuGUrUZS9kjTFOz0MihYZzvh99aE+inMkKWhc8EMxaEbaLvJPmMpDgQz2N+WFb7M7BESCpZNLOk\nH1WcY7h4R+X95oU+NeUkzYHBTfQssPW34PEaftc7Z/shmjr2x2DvdzuZ2EgBYd9wI8l70QiC10NR\nPMhVNYKfRu32EawRb6hB6dwIwCUh8P9XyboyCEmiVe7GwoLtbdDiXiAEUinavjdp4loX6aTZwp/k\n8sIrh+9VVl+75NxlBQKEwOzLtBaeX5E8A7b/S8E1F6oNde8y9JL6eBRMAv0+mKHeqTCq0FTYhBEH\nam1D1nD/mRDkbB3O/8XosJVhk1+rUqDezPAAyYUUqmMZaAowqQnLG9hBPmXGFCUk29TGma7BHpuQ\nTTiR5NUw+s/qZW/YkcnZIf5chkD+B78hQgNxQOGapp9O5KUyVlUgUnYBD9CMqr+fe8IssB9yIUkQ\nL+6551wLy4ieER3v9eD7THR7/RBsJQMFObnpiJpwadSg9WGb1nVglbkyDCmvL78KogssFxqaFRZI\nVPrMoYUkSBlKguu9Yb/t8WjYP8wISzTtFh8cApqdYZv3q2HiCF+AiR/tp2I/yvWwoOsyDWEaG85/\nYT4zzGYJ9FvQnGiJkzLx7TjI95rJJzeuznOU0mZJHiDp1NztVRXEo0ieKWmf6HivYbFrHlezGMrS\nsA1PqRgKqiWiU73SY0nOnm1QFEStaHSu1GbJS2UcREjoTYQFFA8gQaMOm8+tYFW092HX87ZqFrPJ\nYxKsClEX8jTiDFn1vWAvQKuWXwIz1n4P9lt7AcBiNDp/XN0+GtbHc344fm7Y+18flsyZnHiN8bCE\n6NYA5oRl8pNrl/xVIy+N2uUjCL8WgQdjaWyasbBA7XvAYBI36ZlIo0ZPDMc/Bbsmj0vN50wrDo6H\n0Su/knjMmzTJoxXbGS/N1pvk8sIrh+9VVm8aewsFgvxzryF5K+ya+A3S/q7euTA7d6sKrKXoZUVt\nAoDVZAaa34VVLJ5Gi4aSrSBMPNvBsh+vwzxh1lBCMVB+KVBvZngK7KI7Dc3Sp/sg/SP2Bnb59/I+\nTJXx17CL+0uJw2JKyOOwAGhmRMaHStD4ZPSHDWhV0Sa0kcm5ED4vqhdp1bzx4d9t4XU3RDBQjeCl\nE3mpjF7xjAMBnELySVgj9kywnrhrw2MtIYytyqQyS1IM5cFX9fyyKlzL1XBZE66norkcyZ+g0Wzc\n5DWTGItLBZHV/bEp8/mm4CFs4ifDuPUpeWxPEgTw+wLm58cdomv5FyhmzS+GqXeuDmv6Pxv2ua8a\n/l4vOn5i+Hc9yVdhm/ufqLy5PVYizEugN6GNedZrJp9SHa2Clza7OYxymeF4NILLlPeR17B4EGrN\nUDv7LWaKs/nf4q5xNUl+yegzYLLk34ElUmeCXV9HwWig8ZhdVEaaemEWnP0e1m92SCpJGfB32D7h\nJpj63nww1UogvflsWpcT4205q12CmEacR4rOdRaA09SgT70gaZ3w+Z+PIg15AoxZkx3/bti/nEvr\nZWoCjWK1KKwP9nuwzyp7bOGqxEuLVSMvjdrrI1hGVXVX4EhuoSBsFHAJrDAwK6xq+DhNCOs8FCme\nIPlH2GfxcxjdfVp4aBWSKSrd1NxYEf5+CcATJdezN2niWhdRpNnGyYQY3iRX1R44pabtksNXG8rq\ngKtA0MS2kYmB7BHm00IgCOdcSL8Cayl6GahNU6AMSHqN5BOSvlBxvMvlm8Z5fQW2Od9Q0jMkf58K\n0todPxyZ4bBZnQDbKG2IxkW3bkk1aQocgV2ofHxT0lfC7Qtgm4rnYYaEMZ6ATYrPwmgnV8AqigvA\nMvb5cz8Ko4SmLq6j4/eK6kxOIfMBP293F9gm+cMANpD0LoMUPoCd4oNVs2F3SZWt6vjXAexG4/cv\nCcsMP6m0BG4SYSO2LWwhSD3esgefF3RWw+mvaOYX/uw3lS2ABX8ZOFUQ5e+PHQQb3jG3wXpTUtLC\n8WbjKVig/B5yMuo5eH0Bq5IGKYyVdDQAkHxYDc+k28Ki0wRJgv2uj6aJJk2EiTM9B6uyDcuYmj7J\nZZeZPCzhU6AUVqBW2iychsU0mfej0RCpOiLMC0vDeq6vj47P/xb3S/wWS6tJbEEyWtIlYbO0L+xz\nfx/2fe2sElEp+aiM94Zx3oNGMmlilnyQFM/nGROmVKwqwlJIU8czeHpnC5CfVjxHtI4qnOepMKfH\neEPN1OE8dTS1+X8p/JsTiWobEuujp2qkZvPwIW2G5PcRvCCcu2UJ9wo0WQFJmhoC2XFZAlLSWzTG\nxHmJ52eB0ADSfpNxoPaXknEsQBJxkNxG0iS1LpbdLmXilEHS9qxQK1ax76+qZaWwl5FfDh8qUVZP\noY0CwezM2STlXvNOkoUkYBtz4dNwKLBWYcTI86OavwoUsw//E24vAbuo48z2fTB1qM/AxBVe7NA4\nAVRnhml9XCm8IumQ3HEzIZHBD+e/JVSI8oHdGygP7KYiCBuEgHBVWPl8PtgkFF8UJwL4FoznfyMs\n4BGNT/sz2EYowzsAtqI1XO4ZT64JpDI5VRO6q6IQMt9HRfe9Afu+k5CPFuqlMrpAp+9aVAHK/n8b\nVqLfK3F+rwef9/16q+Guima8wNDk05eHZSZTWT+XCiL9alUZjeI4mLT+fw3xG7gBFiDuIOOvPwGb\na+eA8eVjuHwBvYkBNP/2/ll6VPq1HiN5NOxa2wdGR2k7UKNTcllFM/n3YWbyZcbtKSpahgI1SzXT\nZpU2LJ4h/L7OjxOMsLn68vCcrWCb3H/C+i8OTryE67fINiSjQwDdFESTXJzkoZJSdiXZMUNSGQFk\ntOE461+2cbs9nHsl5AL9iqz5g/IJGblAv1hG03ykhpE8kK5CgOT8kl4Ix/8l3LckEj1O3kCqjapR\n1gfeqs1QNq6WfATplHAveU8LAXhRkZpiGMfTifuSbTb5QCokNd5TOcUWsOR6Cp+GzXEzVoy5laTJ\n7RWvnTqn16bHq1a8tnM8WYXpMTT3ky6UCmRDAF3V7xrvab0Fgh/C+vj3kvTb6LGNYT61TUjNhRVw\nKbBWoZeB2nKMSre52wUX8cSPJn9RF6gkknanUWQmoMFTn4XmS/IL+fzJChTExDGfCePZGhZFrx89\nvhasZ2i53EbgkzA/rYmKTA5DZeAIWDn6MFipdBrMZ25vSflACrCm5oz7uzlMYGMaLEhNvdc3FZpR\nSR4YsuiQ9C8WGyP/JTM53gxW5TtbRQGLPP6hEnoDyVRzuLei0DbUGp0oozKmsradgEusRNI8JD8F\n2ygPGmPCFsfUxvtMAL90XONe6qarGi5nRZPkFrDP4llYdWEq7Br5FE34JF5YvSqILrUqklfBgoQj\nYIvYDGHRyar5MZ3oLFg1JLt+npXRm1aE9evF15zXF9CLPBUz3/MBVEiUhzlrIixRdA+sUlowwYVP\nAt0luRzm63ixXjBXcYmpVvOiuuLYdDz95uFVPTqpnqSYzfAU7BqYD3Ztx4Hah3IbzKNJ/hWmavuN\nOPMb4GWmtC0ZTav2bYuKzSSdVMbUxplWxd0O9j0uEz02F4wi/i4adg27k3wXpj5YZgNSF2KboCwp\nWZacfJJmK9Hk8UVjB92XOP5oAL+ksRIehrUmfBbGekn9Fr2BlKtqRL8adfa8Vn0EXRLuLEru3wLr\nCZuB5l32i9R4WkFIqE6BVTH/AWAMLZH9I1jFsWl9VVT9DWvEd2HMrtUS53clTVhucQMkAi/5mSNe\nteLZYddZVv0/MyQm54d57sb+jk+jvMIEFKvbL8GSMXfCgq9sLi7bh3kLBL8P4/8ByXtgVbhSVhPL\ne9WBROAovwJrKXoZqGWLafZBZpSm5IfLhnJKdlFfh6Ezge/Asts3kJwTttHdG7Y4LpI/luSNkibk\nbk/JBYcXIUGRCBvslnrgYH1B6+WztZIeCpvS01Hk6HoqXkDYkIbJaiMY3SRDKlOXv9hTfV0FSLo+\nXKzHk7wbtuFN4SzkPi+S10jKmjkPTIzdVVHwgg0lsrIfeBOdSE6TXZJfzy9QJFdTo9E0M5HMwyVW\nEjZSZ8CuoZNgtJaVYQv4XpLiMv36AL7INJWmkOVto0ITY6hquLeieSjsPcwPu1aWl6knjoVtHOJA\nzaWC2AZeg1V/tgz/YsR0okUk5TdR/wYAmWpqqmnd5QvYBvL2AjHVsWAvQPOf3Awm734pzLh3Wnxc\n4vwZqiTQvZLLQ/lIxYHa4/GGaQhcAJ95eFWPTmrhTa1nM8OCmdT7jZMrT0mqou7FGOq3OBkOyWjv\nZhLVVMak6mN4nUVhAeB2sI3fcUj0rcC+k9MViVzQFDVPD8/PY+vweKG6RHKekkRXy5B0AXPKtbSK\n0CowYYZUP9j+MBuLA9Doc1kZwDOw7yU+/00kBQtQNkGDbrWWElLi3kBKfvqd12bI5SMIv4T7UJL7\nbQdqsFaKOQF8Ipv/wvx9DCwAOyz1pJBM+DZMsGlKIpmUwZs0uUNSav0pBcldAJynhsffwrB96PmJ\nw71qxefBrsXLYeviiST/Bttjn5A43lVhCsWB2WBz8C6wAPxGmMhNqhfZWyCApD+EeX8/mLz/QWXf\nlxKV+fB9HYP03J89r1UF1lL00kftdsA2tchVCRRVlnJ4HsWLOm6CHwQbFalnYSXMn6DRg3V44imx\n+leZH0N2fm8P3IASZskh+Epl/T0VL8A27TfAgjJJuj9E8kfBDDlj5OluZER9K3kPCJusvWn0zoth\njctDIUnvzMFVUQhZ6gEA16o1mpJLiYx+k93N0LxAHYdGoJoykfSKlRwGYFMF/5qA+0jeAttIrxod\nH3ufdVoS2VUNz0OtVTSnhU3G30j+WYFuIusnSAUM+8A2OePQ6FuaCbbhLksmtAz5+1Di52+Ru5lS\nh7oQTl9A5+tf4HzKHwEcqdb7Nz0S6C7J5TY++5aZEgEu2qx3PPFnT3Ib2DV6LRLUGgAzsmELMCa6\nnVFB8/AyUy4jeQ1sXloZQ0tGezeTZVTGJEjuDwsIZoF9JtsDuEihpzKBpeMgLbyvq0kekjieWmAZ\nkQAAIABJREFUJO8CMCetx3ISTMBpTxiVdLGq8Q2FEKAcBFtPZ4UF7i8AmIvkKZIuisb5IppVOt8D\ncLysfyepHBcSaYeE15sNFgCXSbu7AqnovQxZMYVfjdrrI+iVcG9bcr8FbCFpxfwdMsr1/iQfQBSo\nhUTi/jANgZNhCa6q9XYyfD5bc3sGT+s/XgGmP5DteaYB2JjkrJLKZOgzDKVWvEA2v5C8EXbdXwRg\npdS+TG1UmMLrXw0TIRkLC8avI/mOpJgJ5C0QZK/xHkzc7RoAZ9EYFZV71rBOHw9T39xBReZFdlzL\nCqxV6KU8/0dg2bnXYZuUOWA0sH8CmKyiwthk+C7qfEXqZpjkeL4idVHFc1uBtwfuQyRnjie5sAin\nLgpXxUvSETSq0ng0skjvh3/7JJ7iobsVAmKZj9EqaK7ctYsZWaQIZRiIFztUZ4ALvlxyKpHBb7Jb\nN2aKgjQAg825hYVNjYbsGRTRM2hN2sNFHFTmBT8KoFMgIcKQi234TV0Y3fc2GpnWGC61Kvr7UF4k\nuUbi+tkE6YZzty+gB7QG6LKK8oCK9gLXw7KjTd9XWJzOkhQrvXok0F2Sy3T6SEkqTd6VwEWbDUmc\nywFspIZK5EqwSvcWcQCae946sMzrA7DEXtl6sTCaEy1jcrcH0AiEMpT9FrPj43FsAZvDnodRNXeE\nJTPLJKMnw7fuenvBp8CSYufAKgYDrFbkrXrtlG3IiQC+JBPr+AKsgjoj7HtIUe+8OAiNZNM2AJ6X\ntF4I2n6Fkn2GzLvvcQarEpJHImFVEvZJpwPYPmz6H4Jds7OT3FTF/mNXIEV/xdSlRi2njyD8Eu5j\n6ZTcd6BKUTm1Lj0B21tkdOYdc9dyYR8jv89WTFvPI7UObQbrXx0M6iX9k+QkWLI0DtS81gj58w6Q\nfFRSqo+2Cd4KU9gjbwqrzC4MU+NN9bvGGKpAcEn+RgieNiL5FVhPfGosC8O+p48DOFRSmbYCOAwF\n1hi9pD6eDOCHiho+aZKzUxGV3du4qL0VKRfk74G7DMBVJL8VJmnQela+D5uIY7grXopUbkKmIFU9\n9NLd9owWzwFYpvUuJbjLHcLMsGrIQogWu0SWekaYklCpL5d8SmRek10vvOIdVVm51OL7ORgtoZYs\nshJNzTQhhi1hv9tYbckrkLAmG3z8cWzm5o+LD2a5EA2Q/jyrFFtTHPW4DyVDWYXyQNhv/WEY9W8m\n2KZwIaQriC5fwDZwJSyh9CcY1/92pfudMni/r5Yl0FUhuYx0s73LR6qNa8FLmz0bwKlqprDfTzNK\nPQNRcoDWW5plXncsy7zmzrVo1eMJeOk+34L1obxMoxueLelLsICmkJBoowL3KCoEDFAMNBeANe7v\nC6ME3gKbtwpJpoAnSG6vhnJp9l53gwUxMd7OklyS7qBR176iapNmD15Vgz45AUF2W9KbqcAojHUM\nWrcqyfpdM+T7XVP0UK+tj7diOgU+NWqvj6BLwh1OyX0nXif5KRX1A1ZC2scso5WXrRVNILmrpHPV\nus/W6yiyZarwtpoVQwFYEjPsmWJ0zBqhDHRUmEhuHY5bCMaEOrxsrmsHkpJMLlkvZ6Gfk+T3YSyd\nKZIKfrcJuBVYy9DLQG1x5UxSM0j6IY1nnYTjovb2YFVRSFIeFa4eOEnfD5vm88MCOQbG5T9FUio7\n4BJ4oFPhx4l5E+deFuaPsq+kW6PH8httoHmzXdhoJ4L1oehB3sUu/7xWlMi8JrsugQFUf7ep7zAO\n7PJIBe11Z5HthS3TtRmas6QpjyiXQIKkqs8/BZdcvZxqVbI+lCa6XsiEz6VE/5ikP4fFfH1gUMb3\n9MTvJIPXF9CFLBMaxrQV7Dt4BLZB+2XiO/AKWrgk0FUiuUzyMUTiEXD6SKFBE21V+MdLm51bkRAE\nMEi92y9x/IOwDc/9AL4dJ7yU6NkiySyxSPJQWHD6BoDvKmILoEj3uVYNqm2K7vOWAqVV1otbMPWO\nxuKqwHkDTUlvokFtmhMNyu8zJC9NZPH3g4ly7YPGRn6lML6UuEY8n/6zg0EaYBWdD8PWnwloUBRn\nRro677Uqqep3TfWeT4HPr3UyHBVT+W2GXD6Cckq4yy+578E3YQm3a9D8WW6CYu9qOxTzryDqt5ap\nCSeTJjDPvRQdtQxvkvxknEyhCf6krBcuCI+3ao1Qtc9LqUp6K0xXwPbIz8L2F+uyuULp8d4toI2k\n3sqw9fhbJL8VP0FRD5uG2TKRRy8DtTKONRAmo6EwxEXtrUhViZsUvJvo74GDpEthPUVDwlnxAoD5\nU9mTTkDlDcfzwibheAM6WztjYYv0IO9iR7+pqtdk1yswsGi+KkVyrKS3wt+7oiiW4VVlrDWL3EaW\n1CWQwGalP4S/n4fJcKe+sw8l7itF2JxuDvvt3g37Xr8A23B8J77u6FRsBQar2TeGf0PB5QvYLhQE\nXYDBDfhpsABlgehQr6BFnRLoXh+p62Fz7GWJhb8A+WmzpR5osD7YGJnqZapnK0VNnARgCsllwjX0\nZdj6sxZsvSmIv0QoJMIixK85VKbcVYGj9VkdAVOKy3qSlgUwUdKRVS8Uflvnw5KZ88Pm7PiYlwBM\nYKPH630AJ6rRpxSjKolWsGtoA6fAAvEPw7z3/hp+uzfC1pkYLquSGBqi39UbSMnPVMrYKa32zC0C\nn4/g1TLBjFbnzuReSSWS+x7IKuUrwwKq1WCf5WOwyk6BedHGxt9rxt6ySmDAtwBcEwLNB9EwaN4Y\nwJfig+m3RrhePnETV4VJUorKXAVXgQDNe/4hE3veBG8n0ctALTawzuNjHTi/a3Mrv7iJqweO/j4X\nL56miYlcqkD5rBuSXqLJ/w5rLHTSg+Bf7LxKZF6T3amq4ConcCSsgTbDjWhkxVNZtqcd5wbqzyK7\nsqTwCySklP7mBbAYya9IejB67Kzc8SvAFqU84iDiIgD/ATAPGlYHe8EWqPNhC1keXsVWF1TiC0jr\n29wWpmw2bND8iybCjND/D0adui5xqPf7qhV0+Egh/LYBXE/yVVjQ9hMVe56zc8dMhCwp8HMAR4WK\nTx7300QrvqeGktossA1uyiT16VbfZ8ABMCP1rIL4mqQLSV4G8+8ZKlAbCl7atasChwYDYkY0Auk/\nwzZNR6roZZSEpBdI7olEWwDJNdHwoMzoemMA7KqiqE1VEg0oqoa6IOlKmm/lbFnlIfx2j1bRIBhy\nWpXA3++aiYccpmJ/clLlkkYVnAPAuZIqmUp09swp7SM4I8n7YGqEsT2FSzCjC3gbwE0AfpxPEoZE\nSkzDq2J2pPZJXibCQUOMtQmSfheS1JNga9sALAA7TGkfSpc1ApzfVScrTCXndzFxwnz2OQBLAvhd\nKimRB8m9UdECkbiWO4ZeBmqxgXWGJTDMHhrAv0DSL27i7YGL+1xmgpWWZ0Z102qr+CSsSvBNkufB\nelEuVZsGe62AZGZAO9yxVNGDoEhuu43FLlYiy1DGvX4XZgz86fDc98NxW5dUdE5Awr6hh6g7i+zK\nkqIokABUCCSUTeg0cYupMFpM/vi1c8fc1kJ1Z35JW9N4+o/nsoKP0hSfYngVW9sGWzA+beOcB8Po\nOq/AsvwTJFWxFoYraFE1lqqExiKJ+1w+UmEePhpG2VwGFrTdQqOdX6aioXbBaygwBXaFbU72jB7O\nNi1/ocmmzwir7FyHdBLHizfVbKp7Whjn2ySHNPttAd7qvLcCt4aklfN3yKhoB8JM01sK1MpA8igA\nn4Ot0fuRPBV2XUyFJeOaAjU5DaDbGM+2sj7tjBGxqKSnJf2S5OFqiATlx+SxKsn6XR9BQ86/tN+V\nif7kME/thUR/MiNqK8kdJN2LcqaSt2cu/74FS1IeGQKI2EoB8Atm1AY2WAfPA5iPVu1+GPYeNoP9\n7gdRtecMifq4v7dWM/Ywpv/AhHpagdcaYcR8VxmYa1EguQNsH/+mpAINNjeX/A621/+B0rYFGVIt\nQEAHe/jK0Et5/inZ34nNSVV2vi64xE3g74F7Ag2q5Ekw/m1GlYx9ttwIP8iLYRStcbCs+dHhs71G\n0jHtnpvNvXsZxsN8LQq89zbG4qUHzeRZ7OT0RUMjK/x2Vr0JWfM5PVnhHqLuLLIrS6qKvpWQvW31\ndZ8I3+Nw8W4433skU0piMbyKrS7Qr7zmxV6wzcY4GHVw53wyJN4sVH1fJbiyoqId9xJ4+wldPlLR\ncx8jeTQsQNgHFmClTH/j570E4DiSsSgOZJSn3UjOAZu33gfwF6XVY9vBbGF+y67Ra4HBay3Vk+Tt\nB37aOR5vBS4pUiMzwk3KzzsxAaZkN0Dyu7B19WkAB8p6HwugzwDai91hwjsZzkcjabcezG8rCRWt\nSgp0NJX0uwK4rWTtKvQnh4RUWX9yTG09B2nBowyunjmWqzkDReYD4BfMqBOHAlghfDaEMUlmgDEy\nPu081yZICzE1geRCAF5UaIUYDug0yIbfGmEkfVcguT6sd3lxGSPhQFjP5aohgDs5esoGsMTSAI0p\n8HPY7zcJlbQAVYzHS4UtRS/l+d0G1jXDK27i7YHzGli3DUn/ptExMprfVjD6VrvIy69nQdSLAJ4o\nqTB5xxL3bM2qQDliumfrFoTFsJXFjn5ftFRW+O2KrHC8WcojNSGWUcvGIK1850LdWeTotVrJkjYh\nBCYTw7HzIcpMDvG8TsxZedp1TMH+eOJ4r2KrF17lNRcklTIUygJlkp+AifPkExtnpjb6qawwS4xA\n2wgUsue02hOTvf5asGtsQxjl+VykxSaqULjWGMztQ2D2IM3c/tXwWMrc3ovLAPyE5MFq0IpXgCUS\n441GO8I7XngrcP8k+XlFlHcaVe/5+GBWtwSkGDfTsvlM0mskn5D0hbIT0GkAXTdYbu/wfZgaXhk+\nHP69h+qeXG9/8ltqpra6GAIa2iOyzPA9qegMv2BGnXgj99mIpuK5sQINuwM4i+TtktYOwfQtsOT3\nDDSRtuGYdQN+g2yvNcKwvyuSK0p6oOSx70n6Vu72FrnE1dWJ9/bfsBakLOB8RdJRIan2KxTnzzdz\nc8kbFcnG7PXze/y4ry0VeLmSklXoJfXRZWDdBXjFTbwLWK12AeG8WfVqIizbexVMqa2SezsUJN0e\nFrfFATysHM+d5BeV4OI7xxL3bP0CFT1bFeN8G+meG68vmjcrfGdqs1qBPLUs+8F3NDNVcxY5CVmf\nXjKLRFN0+zKsMv0p2GK9JYA7E8emNm/jYUp8+w5x/BLR7RQFI0+7zv89BomKi/yKrV5Mhs+ralgY\nKlAm+XnYb+YEGJVsDKz373qSB0m6ueLcLRmBOsfack8MydNhtKSHYN/twaroqaMJXcQbyblgYiKp\n/lqvub0Lkk4m+QJMqj6jgv4Zdq1dEx8fqiZV5xuWRHkbgfUBsKTGYwD+AEs8rQKjtaZocWXWF4D5\nKw2FqioAMAwD6JpQZu9wJtL2Dt4ko7c/2UttdfXMyW/47hXMqBPxZ/GfqiCtZC4B7DtL7RsOQuP7\n/jKMprc0bK27Fg0/3Hbh7ffzWiN04rs6CeVtI3Hgsz/scwHS7+1tNYsKXQEAkl5lmjbeTu98hstg\ne5lOekqWopeB2mR0cXPSAqrETQpZ9jYWMC9V0oVQtVoeFqgcHW9ghnnu3WGyyA8DWIXkvrAf8ikw\n4ZdfRsfXNpaAvHVCjAEVef5eXzRXVtgLSYvSBFT2QU64BrYZS0kcuzACs8jXwBqnb4ZVWe6CCQGU\nCc2kNm8vwQwmC83w0fF/hEllzwDbxKVkiKc434JLsbWNc7uV17zwBMow6eQNJOWv9T+QvBmWXCsE\nanQYgTrh7Yl5BMCRSveqpjAV6WvtVzAFtK7Dea3dDuBJ2EY+xW4YrpeUCzJ68opoUPUGYKqVZfLq\nFzhfospGJzX3uwyg20Cm3AfYGp9X8ktRVb32Dt4ko7c/2UttdfXM5U7akqKzpINIfkbS78PzPgWr\nND5ZZ5KxBAW2Re52SjwiNZdkSCnQvpELLDYCcImMIfQvkpVMpRbh7SH7Hsxvc0M0FFXPhlm4FKiP\ncoqbdAFNvzdJ5wBAqFbOkTje2zv/dPY3yTdl6qdVqPKUBBxaHL3sUat9c+JEmbhJMsveBtwG1k5M\nhS2GKS7xcLELjMf+NsmPwqhEb8AkmFOG11OR9mfqFP4OW/yTE1DiPq8vmjcr7KKV0mhhZ4TnnQST\nq10ZJpqwl6SUBYAHtWaRY3oEm6mqX1NReW1WWFX63wD+HSqTpeeX+ZYtDJsoH5J5J1bhBljVZYdw\n7idgc9scsN6AePy3Id0PCST8WUoqfPnjO9I0rdY9Il1oI1BGFKQN3kdTAYvP7zUC9cDVEyPJFVyp\nh5LLHcJysPVzfViV92qY8W8ngpC2IJ81hRcxnSivmpea+70G0F5Mi8bweu52QcIdfnsHb5LR25/s\nVcd29czRqehM8nhY8nIzkgvAEhGnAVgrBHDdDA7iPWHZHhFAW3PJ2BBEjIUFat8DBpUWZ3eeKwVv\nD9lHwndY1283hY7Zz8BEo05HTtWSJgx1KmwdbYI61Dtfhqrze9HLihqA+jYnbYxjSs0v4aVKuiBr\nut+Z5AEw2fEBAC8AOLkDmajXA60Qkv4RqDnrquirMTgW5/m9PVuvSCo0+lfA5YvmzQoD+BxNbSuF\nAUmxOM5hADZV6CUIuI/kLbDFYNXW31oSdWeRv4NgyhyQp6pOQlF57UthU7ENgHNCsD87yWUlFRaS\nUMHdF5axXSHQ7X5WMZ6s6pJ9N/mqy7EoZnpfgn2vd8IUSbPNQ1lF/5GS+zui9pSgzAwAeF5SmfKa\nF65AGbaBGPT2y41zNqQ3mivDEjctGYEOBxq6J8YFkuejOmiPrTvyFYr4dsrcvlaEhOZRMPVbwnqA\nv0ETybla0tXdHlOdUK6XuUVMQcMAOk/nKjOA9o5nbedTXPYOcCYZ5ZdAb5ee1WrPnNfw/YtoiJ5M\nggl+/TcAkOyK7VAG756Q5PGSDsnd3lzSdeHvqyRtFT3lEph66ayw5MrjNKuE89CZSri3h6zrKo6q\nZqZVVTRTveRHwEzKH6a1E80Y/p3ZCouIQ7cEZOt0XDnP+txiY/EzYOyS16L7l4dZOq051Jgy9DxQ\ny0PVBta1ImTZU8i+hGE19w9xQQ4bXaa7vVkWpLWJqhJ0ClWb9hS8vmjerPCvUdywzw3g27CFNg7U\nZoqCtOw1nyTZiSpk3VlkNwLV5QwAZ9D8vCbB5P3fSNBrdgKwYqjgzg3zbKv6zquqLoXMpKSJIejY\nCFYtzvpArpasdzTCLIkqYSeRoszMS/IVWG/W08M5uTdQhm0gfkryG2qIpyyPEvGUmqtSbh8pJ5aF\nVTJuhlUbskW1LAiPKxT3o9rc3gWaCMoAzNfHNcdKEo12PhZGidsGVmEbsWijOu+CzAB6Q1i/5cYw\nemipAbQXYX45AMHXDbYpfJ9m2P19SdtHT/HaO7iSjG2gip5VoH/R3zPnUnSG+QZm928A4Me5xyoF\nhEYA4gTrAWj0zBeSOJKm0tp+xilYF8msLG6DBWvDhXc+yipwtcvNxyA5S1YMyKGqopnqJX8Xlpg9\nlkb1H9AQarz0tQTk1+l85TxDnJB8EsC9JL8jozbPAUvIrAmnlcuICtR6iVTWlyXKZSMUddLdlowy\nLXnBhpYyLaxQ94EFTUfAqJRvh+OXg2U3jkwcv7pr9H5fNBcUKVbCml4nwYLDWNUKqJ4EO1HxmoJG\nFvn3sN95x7LIw4XMtPgYAMcwLYbwRq6C+y+aV5vn/ENWXcIm+GpY8/RY2GR9Hcl3JMXV70KVsJMo\nC3Roxr6nwWwlhvsaqUD5CpKfkDRLdOwpJJ9HQzwFsKAoKZ7SRibZg6wn5mFYZbOlnpgUSE6Js+SS\nVgkJra1g4hUvw66LG0oW+bo3MOuE1/gjEv2VKYRM70RY4uEpWGLjuA4n09oGydMk7V/ysKs6X/Ea\niwPYVtKx0f1NPmEw+l0ne6bPg31Xl8M2eCeS/BvMcueE+GD57R3cSUYnloB9zksCeCD3u/0QLNEY\nw9Uz10aS6T0atXI87Hc+MZx/AXSggj7SkPp8JLUkntbCub000a4qbgba5wawCtY6sDl9EFUVzRSD\niWZIncdAqOAmewrpbAnwJiQlnUryMpjVy+4wK65zYFYirhalfqCWADusXNYl1El3OwLNG5TH4Tfr\nrlL3yYK+fLbtT7Dere+gKIfvVTOq3RctBBNfhS2eFwNYJaaO5RA3cDedarhjCVnkCTCz3g1h313H\nssjorL3AORi+Wl5bVZcw5k1hm4GFYUpOKZGaAs0hj5jy0ClIupPmA9bp8+YD5eSCIes9TfWfpuDK\nJHug5p6YpWE9QadLurWN0xVUE8Nr/BUNX8AFYUH7nSSfkRSLNZRV4DqC1OaEZty9HYCJkmI6zh9h\nFbSfw+bKTKlsFZIDGqbqY4fg9ZxqCWzNHD72CTsbCQuXYWABBQETkjfC2g0uArCScsqOMUJglvIR\ni4+bBmAPR2CHMJZ5YZvQdwH8ScEEOIGzYAHQveF1PgHzpjse6Wqst2fOiwNgVftxACbL7H1mC+Pb\nvQPndyPMP4R9lo9KKqPCj3bUXpCg9d+tBfvNbg4T/toX5pPpwbkAlonuOw62hlf6a+bgagmgedzt\nKemwcHsKgB1hlbM9S+KEt2F75bGwav5r3iAN6AdqTWB9ymXdQJ10t1rNuuH3LfNyqb3ndyEEBEfC\nqChrVSyKGWrtVwQGN5+HDHlge/BSVauQ+g6rTHxTvnSuqgvJrWF0tYVgG9zDJT1WMcalUKQ55NGx\nHqw8wgal7ixygerJcq+nkwBs0cL13dkBRjRkksuQ/G8kApfw+Ecl/SP8PT8sa/ukpLuqXofkqrCg\nfT0YxbEQtLdRgWsLIajYFhagLQXbhGyQOHRQ8RBFOWugy6qPJfD0E1eCfnP4t9TsEzZbp8YSMEjH\nkxnnPippSGNjL1oN7AKj44ew5MkjsPl1WZJ3wKyQ4irrpyStEZ77Y1igeSuACSXVMK8wV9VYC8k1\nSQ8jmk9lHlfLdvL31eL45oKpkb+LBs1zD5LvwrzpYu9Ub0/ViEIbFTgXSJ4Cox8/AkuaHQrgVkkF\noY82MRWWZPs7jCZ5VdVaJX9LwAUIDKlQ0dsZRmNcCJZc2Ch/MMmdYD1z35P0tZBsOY7kLgD2UbVt\nRhP6gVoA61Uu6wamoD66WyfMuqvUfby+ZV41I+/5vbgeFsyuCuAaFhumm/ob26CDuEDyL6gWSFgc\nw4A6qGZUcn6Xia9KlMgqqi5XwChizwJYF8C6+e9MRRr0g4n7OoYEZQMw6s8WSJgcdwFlXk9nIOH1\n1A20GrjQxJS2hgn8zAULuG4EMInkr2QCLfnjM3rVerB58yoAh6TYCRmcFTjv+9w/vM9ZYJvE7QFc\nJClZWc1X4EKF6b0sSB0pqKIwwV+d95rDe33CRjtOgM1XO2Z3hCpG1hsXVy4GWR+BffOQpCqj3k72\nzP0YUVUkzIXJtStUiGNJ/DpxOmwdaaosktwyPLZddHyqp2plmGBLt60FRiImAHgMxrb4f6HK3bGT\nSzoUwKFhLzARwN0k/wT77K9PMZzk652fKUcN3RLABZKeAfBMyT5yHQCfV7AUComGfUiuBgv6Vmz1\nvfUDtQaqlMsKm+2RBjWapvN0tzfQGbrbsM26hwhOvL5lXi513b5orh6qLuBKmB/Kn2Cqhrerg1YJ\ntAbopD8eyVskrR/dV1WZXiS+g+S2ytk+kFwkbI5B8nBJ342fE1ddqlD1fdH61bqNedG8gfwQLCu4\nUydoNt7PH36vp9oyyd7ABRZEZv0L2wG4R9LONGryb1AUqroXFrTfA/PemwhgYthApFTp8mMbsgLX\nBqbAruFzANwRqjSlB4f3NQWW3f0HgDEhgfYjWJ9aHXYtnYS3Oj8ZPv9Vr0+YF97qP0juDKP4dVqd\nGQA+J6npNyoT5ziZZCeobXX3zMVzYS+xdBykAYPzYIqt8hsAR0ham+RMMHr0grB5Zd96hzryIWmZ\nEERNgqnUPgVgHpJzKeF72ca6lb3O/TAa57fC6x0Go0qOG2J8Q/XO5+OljQDsmrudUkPeO1UFlnQP\nyR0Tx5eiH6gFqKJRkNYoO6IRSrFHwDZ4hwH4Caxf4S6Se0tqpepVhlrNuuH3LSsTJenU+d0I2fud\nYYvWe7DNxoXdpmsAQEb9DJPUVjBFrkdgmehO+NstCasmPICi/GxqTqnK0KYW5d3R3B91ARp0mPUA\nFAK14YDNTc1rwzaPeVSNvxM4A2kfuCNIbpoKiJ3wjt/r9eRS53JiChyBC4BXFVQDYd/pT4HB6nmq\nZzSrLuevwzGJ+wC0V4FzYgEYPWhfAJfQLDvmJDlDSdB1OKyX9xOyfqZMifAY2O/ksA6Nqy4s5fns\n5PdfrdsWx1X9ZxvqzM7ArmpuT10/3kD2TZgi3jQAf4UJwTwVXvdI2PXYNqqqrz1IolUlAFLJvmPR\nYBv8F8zHc2kYO+JamFDOBxpZEEXyYFiv2iQAj5L8jYpm9WXr1pCBfJint4H5qD4E0w/wINU7/wjJ\nqbDvdZqsh3wGAF+DJcli/I7kYZJ+mhvXh2GtNusDWL7VwfQDtRKQ/Awsk7s1rFlw/epn9BydoCeW\nYdhm3bRGzBdLys9e37Lv5OgyBWQblmGc3wWa6tpPYbLmN8Am8RVg0qw7hMmp68hlljL1s9NgWaUF\nhnnq52CUwX1hVJhvVSUCqqqpYYPV8Z6OoUBHU3NGXagRVT5wx2GYyYQ2qLYur6eaN1fewGUGWl/a\nHLCge/cwjjmQ8Htq47NpuwLXCkKQmamRzgmj2CwEo9dcqmL/7RaSVozO8RqA/UMipeuBmjNpdRNs\nLmn13LtKOlct+q+28f3WDZc6cxuB3T8YWR6E53wJRvWO4Q1kz0ZDfGTz8Hep+EgbbIplYImrzO5g\nT5l360awSl6hJ7VGPEFye0mXRGPcDbb5j/GGpD+FvzcCcEmYo/5FslOJnOkC4XO5DcAksIKeAAAg\nAElEQVRtYW0p9JKnfrtsCCttjSJtdkXYfPxl2Bx9KayVqR3Bp1SQvg8ssByHRvV4JljLVEroZj1Y\nQnun8NzPwoK08+D0ie4HajnQVtvtYJH467BNwhoZ7WqEY9j0xAq4JnOS66FBAZgRwC0IFACS+0oq\nZJY81DWUGxADCe+XNs7vxRkANlfwnAq4juQVsE14T2izNM71RFiv0//BNv3XVT6pRYQN/Ok0iduz\nSe4AIEWLGwqboMuBGutvavaiygfuwz0Yj8vrqc7NVRuBy3dgAhpzwSpd/6AJSPwWdv0PF64K3HAg\n6xE8H2aTMD+CVHmEKtXdrm8O20haVVUtUvgKjMY0CPXQf7UNeNWZvbY7B8B+K4+j2eB7MSQSPm0E\nsl7xEW81/yxYFf23MDbIhWH/MiusStVN7AfgYpL7oPFZrgRrl9gmcfzYsN8ZCwvUvgcMJgULfp4f\nNLBh6ZTCAKzXP/W8RVHsT04lL8+EBWefU1HoZdgIv8G45eYd2Bx9DKJgTdLfAWwbkuSCKVCvK8nd\nbtMP1AICf/sV2GZkQ0nPkPz9KAnSgBrpiW1M5nkKwJfRYQqApMWG8/waMFsUpAEAJD1eVfmrC4FW\nsAnser4Ktoj+u47XClneTcLG4XbYdzxcZHL4gF3XeXn8TgQuw25qJrmzpE6YkhagFnzg6oT8Xk9d\n2Vy1ErjIPA0/Ed33BsnNJD3RgTE8PdxzVIHkOJh62e7he8gyxfvDKDYxXif5KZlaXv48K8HsZboN\nb9JqWZJlvX0DCTpUT6wyOgivOrMrsJP0ZLheNkCDPXI2OsQegV98JF7/BgA8r3I1vjGSMpXQi2nC\nJQdK+ln7Q24PYbM/geTSsP3L+wBOzFXNYlwC4D7YvHdjWP/HwiooI0F9tdf4I+z7jxNbyd8y/cJK\nrhYlb7U3eu5qsMBxK5j10fklx+0AU9/eC5awuojkfqpWmS6gH6g1cB+Az8NEGJ4m+WKPx+PFsOmJ\nHUStFIBQKs8Mst8J9y0Lk+tOGWTXjSS9K/CXOy0H3Qr2gmX9xsEoSDuzWtXQi+3jOyRdTvJmJDaT\n4btJbRLGIB2ITEOzHP7ruduvu0cbQc6m5hLsAFuAO4G2fODqhlqUBEeNmyuSR6J5cW8LniCN1QbN\ndWMq7DMflFEPldU/wJQmY1GCb8L6b69Bs9rvJojkorsEb9Lq77BMeNJqJXFfT6wyysC0YmuGlErh\nFPjUmV2BHcmrJW2J+tgjXpyF4jjnJfkKgO0TiY/42Od6EaTlEa7npms6VPMnRcdNpQncjJP0h3Df\nWyRvQ+fWilELSRcAti+Kaes0378YU+DrT/bC1TtPcnlY4LgVgGdgweMrktZLnSB8788A+IKk/wv3\nrQIL1m6Xw8ajH6gFSNqdJjM7AbaB+xGAWUhuDOAXJf0QIwm1e3M5UDcFIDOwnhENes+fYYpbHTGw\nduJGkj8EcJAavlPzwGhfl3V5LLVXHCX9neSaCFQ3NfxAXgbwr8RTpqKcFvZM4vxrd2KcVZCvqTmF\nTlYoXT5wIxB1bq72gAXnNwH4HYbIwnYItRg0t4ilJKUSISeT/E3i/vtJrgzb5K8G+0weg3kDDjup\n0Qa8SatXckF+K6jVKqMNuFQKZerME9Cszvw4ytWZp8AX2M3tGr0fLvGRsrk8rB+nwfrc8qhiUwyM\noIrpZ1J3piruks5NHPqBA03w7jxYj/FzsDX3T7DfwsEwem4e3v5kF6rYEUz3zj8As/ZZJ9CtM6Gf\nMhwj6ZfRa/6W5OqwNb9l9AO1HEJ15gYAN4TekC1g1YmzMEQptNeom5LjRN0UgJSB9VvskIF1GzgC\n9qN+KFC+ZoBViqYq8m2aHkDyKJgE+n0A9iN5KoCHYQHZU7AkxyCqAi8mFFVpqnUHoNHzdKZMtW9+\nAN9PbWTbhVpoai553hZDH9XyGLw+cF3HEItjnZurj8OYDlvBegDugdF5726VytXGwt4xg+Y2UGX1\nUUhykZwqaW9Y1nkkwJu06mm1ZLiQU0iHDXuRlLx76vzewG4JkiegpEKpYk+nFx1JCMsU81IUtio2\nBdDlimkfHcWJAL4k6Sma/P0FsGT7A7DEZBPk70/uJFK982vCgss7SD4Iq6iVxlBxkJa7/12Y32HL\n6Adq5XgDwF0wmfs5ezyWUYUuUADqNrB2QSZUcjyA48OEkvXTTK+YAGC1QEX4Lkz162kY3e1/h3oy\nh1ZUPQ/GZ78cNjmfSPJvAPaGc4Iref22mprrhOoVu+kEfolyUZx4cxXfbntzFQKsXwP4dajIrwG7\nJo4n+aCkVvyJqsaees0p7Yy1Q3iKkY8gANB86VJKc7GEdK/hTVr9juRaJecakBQn9rYGjJ0RB+ok\n51H9Cq1NoF9Ix2Uv4g3sYIFNlQ/dsNCphDBN4KewVneDTdEqApsqpl1nt3sh8jTa8bakpwBA0h0h\nIfuVHCOnFGpNWKluzAGjmu8P27NMArAgrcf2fEk/r+uF+4FaABs+ZM/CegGugAVrC8A2iMORt/9A\ngeTasqb+7Paskt6UdC7JXRGpdrWBWg2svcj10QBhUs9xqQck/Xe3xxSjU3SBgGnZJknSaySfkJQy\niMy/vkdRdYGMfkjyRpiy2EUAVupQAJw1NWf4EGxD+R5yvUF9NKG0R6yLm6v5AawIox29AaP4tYJh\n9bd1GZnS3NfRUJr7LGxd2jZxfGw2nkeqR6pWJJJWY1QtZLR2yf2bAFgWRTEKkrwLrdOn6oZXSOcj\nIYgr+77izZ7XN/IFSbEyXc9Q0sM3HsZWOjlx/DhYz+LuavgCDorpSKpSOe00tkY5rbVgU9LHkIg/\ny39WBWkl104WKA/XC7ad3vk9YcHiUzDhtAthLI9NYebX/UCtC8j7kN0EYH2pYz5kHzQcCbuQM/wC\njax6QV65DdRuYO1EL/povHBVFZyonDTpV1R9N/sjVO0e9TTetoAbkDaYngO2QUwi0BMZxveopCqb\niOkNp1U9SHJdmKx/3jvrFEl3DedFSX4UtgHeEkYJvRrAtpJSBqNlqBz7SEJ4XxuwWWnuBJUrzc2M\nZrPxniJFWw73zw/gJElNfVVxPzHJVWGB3iNIBzou+lQX4BXSmRfVIgbxZs8b2PXEs7MCqR6+lwBM\nlpSq/GViOoPK1aoW06kNkian7g9tMXFvXR9DI7uWAbue89d26lqep+bxeHvn/wsYrKJ/AcBOMEXV\n52DtE7WhH6g1UKcPWR8dhGo2sG4Dw+6j6QI6WVVYjs2S2nmJ7ZSk9khTVK0ymD4WUZ8azcD3WliA\n9iDss9yD5Lsw6kbHPVtGGiRdW/YYyS/DgrTDYImTMTAp4uNJniPpf4bx0n+H0WpvAvAigPlgnz3Q\nYrV6iLFvJ+my3O1FM3oXySNUIgVdN5RQmivB03Gw02O0RVsmmfkjjQWwb0USpG36VE3wCuk8Lmkn\nx/m9gd0ZNEPsFAYkFTagdULSFJKzZJUwkrPCkqpl1hEuMZ1uIbRUbAyraq8F4P/BPLv6aB0PoPla\njm/H1/KrAC5TG75jraBdJoikx0j+BeaN9jgsuTsJQG3MqX6g1kBtPmR9dB4jqaenQ300daOTVYVs\ncs02KWeG/8u8jXanT1F1TZL54Gdc7vaApPmGOf4qg+mUKunpMHGPq/N3ktwyPLbdMMcz2nEoTNwg\nv/n6dciW3gpgOIHaF8P/dSU8dkOzyMX5aFT/1wXQk0DNgb/3egARXLTlUDE9Eqa0+W0NrQDpok91\nAV4hHS9lyxvYTSm5/9Ow5MmMztcfFmj+mgfB1CJnhW3OXwAwF8lTJF0UPcUlplMnaMrVX4TN7+sD\n+F+Y4fXiGS2zj9ZRVqGswLwAbif5LCwovmoIGrULgTIOlPi6xbRxkl+CVdJWh/2OfgvgTgA/rDtZ\n2w/UGhhJPmSjHTOy4ZkzJnd7DLq8UPQA7fbR1IqqqkIb57odaKICvgfgj1VUQDUrqn4IVn38OhKK\nqpJm7tRYW4GGNpheOg7SwvOuJtlqk//0jHeUMMOW9CqH6ZuY73VtF6HvZUsYZXKD4Z5vJEHS9qGC\nshiAR/JiGiS/qBLlsRrhpS3/Gdbz8VMAa5NcO/dYqmLqpU/VDZeQjqQv0tQgF4BV8gc/L5LLqGiE\n6wrs4qCO5MKwHrdXYPYN3cZBaDAUtoGZXa8XgrZfwYL4PLxiOnXiOVgC9hIAe0h6M1D2+0FaGyA5\nH8zX9VkYhf0HsMDncQD7xfRuSYcCODTsMyYC+F+Sf4Il/q6XVDB8d+J4WJLuuRaPPwnWM3sxrJXk\nXpkyZe3oB2oNjCQfstGOhVFUnqpNiarX6FAfzahBCRVw9zIqIMmPwCpP2wcq6B/Q6AnbrJtjD/Aa\nTFfRRqsywKMSJU3cGVICFTOTHC/pleg88yAd+NaOkAzYDJYNXxem3ttzUZ92QPKKqAKcf2x3mADJ\nwwBWIbkv7Dd5CoCPwTYUIxmbhv/jSllZf6+XPlUrvPQpklvA2A3PA/goye1g392RsOu1SSWyjcAu\ne2wuAN+GbYSn9CCAzfBqLnkwAfY7RAh6Uhttr5hOnTgVdm19HcCiJK/r8utPb7gYVoFaHSbMcTas\nv3/V8HfSOFrB8xTAt0LQdhhM52DcMMczFcCXYayErGL3StnBkj4Z1rQ1YfPWd0kOALgbwJ2S/t8w\nx1OKfqAWoJHlQzaqIWnRXo+hyxh2H80og5cKmPWEZajsCesCvAbTT5DcXtIl+TtJ7obuZ3m7AZeJ\nLywouJnkd2CmvNnmagpss9g1kNwctqFbHZaxPxfAYpJ2KXlKFXVtpEhwV1F9dwHwGUlvh4TRPbBK\n/n/HVYkuwUVb9lbn8/QpJiT6uw2Sx0s6JHd7c0nXhb+vkrRV9JRDAawg6WXaAnE1LNlzERJG697A\nLgR1+8NEu04GcHCPP6OxQXxjNtjceggABCp84fclv5hObZB0HIDjSH4KRtm/DfYd7A3gUkkvd3tM\noxxjs55fkg/n1tPbwtpRCpKfhVVkN4GtuV8d7mASFbu7h6rYhaTDtQCuJfkx2DW9O4BvwISdakE/\nUOuj4yA5A2xiWxLAA5KuD/fPButDOLyX46sBdffRuMCGXUCZUthwA0cvFdDbE1Yr5DeYzrK8+6CR\n5V0JtnlKVjpGMxR8xEjOBKuOvwfgmbINn6RLQ3P1/jBBiMyUdw/UQHUmeWjYRKVwNYArAawn6clw\nfNX1XmWw+/pwx9ohXFHx2OuZUIPMv+sFWL9gT2wmvLRlb3U+PGdnmLLkPCGj/TxMYXQ4vZDtYtXo\n9gEwdVsA+Eji+DeyDb4kharSxpJeKDm/K7CDeVq+DEuOAcCObLaKiamGdeMUGJvmwzAvvb+GfcCN\nMMGtJNS6mE7tkPQwbEN/GKz/fBKMFbJwTwc2+pBfP4b0OwyJ3ImwqtdTsKrXFEmvdXJQrVbsSC4O\nq1B/AVZVew0WvB8NoFahm36g1kcdOBtGefotgD3DAvMEjBNc2OCPdnSij6bDqNsuYFhUwKF6wtqg\n3rkhhxhN2CxOiLK8J/Yiy9sNhETLMQC2B/A3GEV1PMlTAZycCthkRucFs3OahcYyHR7iBrCAMIVF\nYBW1y8P7uA7maZWEl7rWC0g6x3H4m70K0jKEyt5rkl4nuR5M8fXxkgqfqzpPcg9YYmxjSX8L9y0C\n4GSS80k6pfPvqKOIfzv/qQjSAH9gl1UmyvyhugpJV5K8HsBsGa1M0hskj+5B/6QbJJeS9AQw2HP5\nIIB/wZJ3ffiwJMkTYNfhErm/AWCJxPFnwoKzz6USNp1EixW7a2GB2fUADpL0rzrHlEc/UOujDnxK\n0hoAQPJcmMrTrQAm9CmmXUHddgFeKqC3J8xLvasVbDbGfCL8P1NGmVNR2W204wgAcwOgGqazc8F6\nNr6LLtMZE1DpA9LfYU3fJ4UE0SSYmNF9AM6Lg3wmfL9k3nrzA/i+ElLhIwxLxhsekieGvwckfbOb\ngwnV/EkA3iX5Y1h/4M8AfInk5yXFSRhvdX43AKvKxImyY/9KUxe8F1bBGcmIDcrzt1NJKFdgJ+mC\njo20QwgUsrei+0ZDkJYpN+cVSxeCVbj3hQmN9NE6jkCD6RNTHY+ID872kHXBW7GTlKpgdwX9QK2P\nOjA4KUt6h+RDkqq8YProIFS/XYCXCujqCfNS77qAKmNMIFJ2mw6wPoB1os3wyyR3gYk39DRQk7RH\n2WMkp2bBgCTBenmODBnTlI1CW75f3UT4Da8DEyjaLXo42/zMB+uRmArgbVjWvxfYCFZBHQdTvF04\nUDPPJpkyP/dW59/MX5cZwjozXBW4dlAVeH08cfylaDYoj297zp+SEP9dfIIcBiStUvH4iAbJLdRB\n9eIW8E0Aa+SCNEh6nOQGMLXA6W3erxUjMInQtYrdcNEP1ProowYM0UfTTXTcLsBLBfT2hLVDvasT\nVfS40BQ/veGdks3wuyQLAcAQm8My89268MnUnZJ+B6MBx1hADt+vboLkarDgcitYv875icMuB/BD\nWK/UI7AN/LIA7oD1DHYb00Ki6GWSj2X9cwFvJ473VucHSC6U0R5zxy+O3lThqwKvQs9cloSKEcaf\nUjX0BnbTc0J0uCp/XryT2sBLeiEkEftwIPQxV/XOL97N8dRdsesk+hdbH3Vg5WjzxtztUZ3Vc6Cq\nj6ZWsGa7AJpR6dezhm+ShykIxpTB0xOGkU+9y+MPKAkORjGaTHtz94+B+cjEGEmbw7gCkUeKWub1\n/aoVJJeHbdi3AvAMrC/iFUlJ6WpY1e9BSTvmzjEGJil+MqxftZtoUs1kpKiZON5bnZ8CUxg9DaYw\nOhOAlQHsA1M67CrKAq9WEFTjtoF933MDuLDV81cEdvHvcwDmXVYqO143SK4Lux4HVT1h4i+pCmvq\n+QsBeFFS4fOpGWNJzhknbEjOi5GjCDuacCUsYfwnmG/i7WFf0McQ6AdqfdSBviddRR9NF1C3XcAK\n0e31YTL7ncKIpt5F6HqDfhcQKyHmUVBCrLPvlOaHVgoVzWdnRnXFYaTjAVgPzDqSngUGVQ7L8DlJ\nTcIGoeJ8Msn7S55TJ/LXTkpRswlRdZ6wwKKqOn8LyQkwH6YN0VAYXTeusnUDJK+seHggq9bmjv8I\nLAjfDkaNvB7AeElLtfBaQwZ2MLXHuLI4L8lXYD6WTw/1Op0EyS/DgrTDYEmtMbD143iS5yhS6gzi\nM0dIWpvkjABuAbAggBlI7ivpF10c/umwpMAUNJIIq8KSBYd1cRzTBbJ+2cCu2QrA0SQfgSWSf9kP\n2srRD9T6qAMv9noAvUZVH00XUGYX0CnVx7rhot710VlUUT17gEdRfs0OAIjpMk9LOspx/tj3azwr\nfL+6gDVhYhx3BIW5a1G9Tldtbt7v5MBagffaCTTn7WBiLve2uBF/AcA5AP42AjZ3Z6I8WZO6bp+D\nbUz3k/QQMFhxSsIb2JV9/iTXhPmxbV72WjXhUFgQ/Wruvl+T3AgmMBbTQ48FsEP4+8sw2vvSAMbD\nfgtdC9QkXUzyKZhwSJZEeBzA1yTd261xTG9QQw4/7xM4Dmbq3kcC/UCtjzrg3Vz10UHIaSI7AuGl\n3tWKnIpeCqO5elOK4dKVOgVJizqf8pzz/COqx1DB5oDkAbCEyyQAC4bKzfmSfh495R8k15F0W/5O\nkl8C8GxXBt38unk1tziASVXzz4JZdNwLYDeSy0s6vuL8W8Ao0M8DmJvkjj3eNH9BwcS3RUyGfadX\nkvwZLPioqsq7ArsySLqTpGecncI7UZCWjedVkoVkHMyOIKumbgTgktDz+K+S42tFmO8G5zySCwPo\nSAvBBxUkF4OpLW4B4P9gLSLXVT7pA45+oNZHx1G1uSK5YBeH8oEE2zCRdaLuHkQX9a4L+COKAWPW\nFP2NHoynVnjpSjWP5atIN6APAIAiA19J7j4lkuMB7ILmoPTC1AazWwiVopsA3ERyLIDNAOwKIA7U\nDgBwNcnH0aBnrQxgMRg1sNvYEz4Px+UkrQkMWrncCvPbLMO3AHwmUKEXhVXWCsqxXcS6MMPbliDp\nMgCXkZwb1tt5NGz+PBEWiMdWH5PhC+ySoJlMFzwru4CZSY6Pe+RIzlMynrGB8jgWFqh9Lxw/BsDs\ndQ82jxFGwxz1IHkwzKfsFZhd0ARJ/+7tqEYH+oFaH7Uj0Dcmwugb88GoDNMN2uijqRsuE9k2UGsP\n4khTWYxlhcOmZwYA70l6s9vj6QK8dKU6kdqUzgzzB1wIptA4CJK3JY4HgI/CxGlmjI5fFtbYfgmA\nG2Df6woA7iW5Q6DpdBU0D7fJMJGa92B9az+WVOiHkvQkzQ9oAzToWWcDuKXb6qgBXg/HfB/qeySH\nomu+pYYB9NMkS83Mu4SPhN9FmXhNHFgDAGRmuT8A8IOQvNwOwMUwIZX8ca7AjmTsUwcYbXALmLhM\nt3EKrM/rOzDxlxlh1ixTkO41vgTAfTCT+htlcvhjYTYad3RlxA2MGBrmdIK9YJXwcQB2BrBz6JsH\nAEjq2x2UoB+o9VELSM4Jm9y2hW3sZ4apEN7Zy3HVhCqqJ2DZ7W7CayLrQrcb0iN0XWUxJBpOhzXj\nD8Bkw2cCMDvJTSXd083xdAFeulJtSATJ28CqSNcC+H7i+HWi42eH+SFthrSK4BkANg8KphmuI3kF\njJbnppkNByRXgAU258E2rXPCKmQPktxG0u/j5wRqWKuKqrVCfg/HgjJknvacqDDF82yve27nRbXq\naVOgFhID+TFnqownAiilWLca2IXxxJ/JSwAmS/pjxThrgaRLabLs+8Moblmf1x4pyqqkqaFyOE7S\nH8J9b4UEzHldHDowwmiYox2Sur0Pmm7QD9T66DhIXgNrDr8Z5od1F4D7Jf2mpwOrCW300dQNr4ns\naEIvVBbPQmh+DnhW0jqhknEcekMxqxNeulLtILkObC55AMCGkioFiwJVaU8Au8HocStLejdx6GxR\nkAZg0Ni26/2QsPe4dRSQXUXyKlh1Yu0ejKldtOLhmFKGzN+Os+wjzfrlcUk7OY6fCocqozewU5Dz\nD7/VT8Dmy8cl/Z9jjB0DyV0lnQvgf1t9TioRGM7RbYwYGub0gFDtLVzLAO7qQDvGdI1+oNZHHZgV\nwL+zf5Lez5e4P0gg+WtJa3X5Zb0msn1UYxFJ+WrMvwFA0gMkp0c/HS9dqTaQ/BSsZ+lVADtK+nML\nz5kIo29eC2B1SVV9jWNLzjEDgNn8Ix42Zi+pmt0XKLcjGnR6OLahMDrSrF9cqpNtqDJ6A7uxsMrb\n6mgYoH+S5N2wKtbbJLdMMS5qwlcA9CLI6gRGEg1zekCq2rscgGNCz9+tPRjTqMCYgYFeMwf6mB5B\ncj4Y1Wg7WH/I7LC+l67TL3oJko9JWqbLrzkvjBYzHgkTWUmvdXM8XrBaZXEnSfN0bTAASN4jabWS\nx37bgyx+7SC5OoyulJelPq3bCnskM3GPVK/YgKSdo+N/Cwu+jkFRnW1A0h3R8ccCmAfAQQrGtqEa\ncTKAR6sUCOsAydvKejWqHhspCIJFT6Ph4dgE+awTRgXC5n0BWKX93dz9y0hKVRHLztPy9xsCu4Ml\nbR7df3IYx8m5+zID9CUB7A1jt6zY6riGg/B7nIwSMZkEtXVEIQjWDNIww327Ajgv0CD7GCbCfuXK\nNpI2Hxj0K2p91IJATToDwBk0OdZJAC4n+cb0uLEdSVCziezSsMx2qYnsCERKZRHhvl6oLL5Icg1J\nd+fvJLkJgL/0YDy1Q0EmPr4/9TnUjCXC/6XKjxGynqBlwr8YcSb8CAAHA3iI5JswavAsAKYGelm3\nsRzLTZSX7epI2kOZh+N0CTZ8oJ4H8FGS2wF4GMCRsL7IloSzvKqMKpfb/4KklaNjMwP0PwC4G92t\nBi2FcgVfoEhtHVEYQTTM6RaSXiL5gZgv2kU/UOujdkj6CyzDfQzJ5Xs9nk6jRGkrw/iuDSRC6L0p\n9N+MdMQCEsBgVngdmDjNhV0e0oGwPqFHYJuwmWBUwIXQW2nwXuDHSAdAdaGyFy1G1qOTAsmFEse/\nB6NWHh8EkJBV1nqEKmGKM7s2ijah4OGYB8lxMCrktjChkUqQ/Jgklx9eD3EogBVkdgGEUT1ngKmR\nfjo+uFOqjBWBXVWVZwDAgSEJ0y08ONKrwH30FiSXQPV1+4FHP1Dro6vIUwimI6S41xnO6eZApjeQ\nXA1Gn90KFnSe3+0xSPozzTx8fRgV8H2YCuRtPZJA/yChSlF1AMDi+TtI3ihpQu72kTm63YWIVBwT\nDe4I/bSZ6uBZwxq9E5JuD5Lz8yNBpevmWIaDIMSyGey3uy6AnwCIza7L8D8Y4ZWWHN7I2QWI5FsA\nNpb0QsnxLlXGNgK7KgP0/3Q5SOujj0GUMAXGw7zp3P6XHyT0A7U++hgmvFn8XoLkWElv9XocVQhV\n121hwdkzMFGIVySt19OBAR8O/94D0AtFwA8c2lBUjcVB1gaQBWopxdCyJEuZQXOt6BSVrlcguTns\nt7s6gF/BhCQWk7RLTwdWH+Jr5D8VQVo7qoxeuf39APyUpNBsgL4MelP973pirY8RixQF9kUAT0jq\n2x1UoB+o9dFxhOBkL0mHhttTAOwI4EkAe7ai3DaaMEQW/yJ0OTtM8gbY5/+36P6NYZLOXfUhawMP\nALgCwDqSngUAkjtXP6U+BN+iGwHcC9v8jIFRuY4muZWkJ3s1tjoQyZ/HWKRrA0G64hXQkYpXVZKl\nR3BR6UYgrgZwJYD1st8FyVYraRkO7fio6sPHSe6FRhIgf7twfXpVGb2BnaS/RNX/GcLr3dwj8Yud\nEJnS9/HBRIoW3Udr6AdqfdSBCxAmZ5Kfg7nQrwnr6Tkd5kkyPaEqi98L/BjAz0leAJNaXxD2uc8A\nYJMejqtVrAkTn7mD5IOwilov56qzAOyWEBNZA8CpADbtyajqQ1WfVLeRVRTGAPgqbG7pGEKvz7cl\nHR5u3w9gYZjv1wYpj7Wa4aXSjTQsAquoXR4sDq6DyZu3DI0uA/lLYddo2e0Yx4vMYQ8AAB1rSURB\nVAF4SNLk7I6cKuOpITHxbVjA25bcfgjIbgr/eo0ZWeFHKGlaNwfTRx+jEf1ArY86MJOkTPBhSwAX\nSHoGwDMke2KY+0GCpGtJ3gjgmzDftDEAvinpZ70dWWvIFAdJHgBTkZsEYMHAcT9f0s8rT9B5fDSl\ndCjp7mBDMV0hpXTWK+QrXiTXakHePVZNXDZ3O6WaeAqAd0nOGIRF/iNpXpLrwwSQthzG8NuBi0o3\n0iDp7wBOAnBSqAhOgm3W74NJmne1569ulFVkSS4OC1hjeFUZXYHdCMQqMBXfFAo9pn300UcR/UCt\njzqQv642ArBr7rYru9pH21gQwBoww+IlAKxM8hZJb/d2WK0jbJxvAnBTyCxvBruWuh2ozVzxWNIw\nuY+eIa4GZobBY5BWTVwZwGdjURhJt7RB2esEXFS6kQxJgvXWHUnyszBhkekWJD8G8w7dFsDcSKvT\nelUZR5rcvhf/21d97KOP4aEfqPVRBx4hORXAHACmBc+XGQB8DUUT2ukB3ix+rSB5FID/ArC/pNtI\nzgjLwN5H8tDRUFkj+VEAr0l6neR6AD4PU33sdoUDAH5L8nAAx2Z9HiRnBjAFJpjQxwhB3AdBcimY\njPmbJb2Eb0dBWp6WnRIfqRteKt2ogKTfkTwpvp/k7bDg5atxT+1oAMmPwESPtgPwcQDXAxgvaamS\np3hVGUea3H4fffTRZfQDtT7qwD4wyss4AAeE+2aC9R7t3qtB1QhvFr9ujIFVCd4CBitT3yd5Fazf\nakQHaiSPhF0/75L8MUze+2cw1bLPA6jyrasDB8KksJ8i+ThMSY0AbkDj+u6jBkTCJoxuD0haJTp+\nMQCXwCoR78E2zi8AWIzkXgna7DSSDNUfSHojnOezAF7u8NsZEm1Q6UYTUgHnf2U9eTFIflZSlbDN\nSMBzMNrhfpIeAgCS61Yc71VlHO1y+/uWPUBy5r7aXx99DI1+oNZHxxEm3wtJzgtgaZLvAviTpB16\nPLRa0EYWv26ckpLgl/R0CIJGOjaCbVzGAXgMwMKBsnk2ybu6PZjQ8L4HyTlgNNL3ATwl6bVuj+UD\nCK+wyVkATgtBGgC8IGmdEOicjyJt9hAA14YkxsMwmutnYddgT83MW6TSjXZcjZy3HclzJO0Rbp6A\nke+nNhmWVLqS5M9gwkelldg2VBlHmty+FwfDRIAAACT3kJR5i96Mkf/99tFHz9EP1ProOIJh6w8B\nrIqGUtWyJO+AZR7f6OX4Oo02svh1Y7RvfqaFTcvLJB+L+uq63mNHchyASZLOBvAgyZ1gjfxPAjhM\n0kvdHtMHBSG5sJ6kQYppoJstL+nWxFPmkPST/CnCeZ4KIgzx+e8juSpss706LAh/CMChvZin2qDS\njSgwbdCcYXzivvg7YQeHUzskXQbgMpJzw5IKR8MqvyfChI8eTTynZVXGESi378XC0e1tAJyTOrCP\nPvpIox+o9VEHTgDwoKQdsztySlWnANij7ImjFN4sft0Y1ZsfAB8m+UnY+8j+Rna7B+O5EMB9AEDy\n07Dre0uY3cTZsI11HzWA5J4Avkryt5JeDXfPDmAKybnysuQBTaqyuQQFUHLtSPoPwuYxVw3/GMz3\nsdvwUulGGsoMxIHpeIMu6V+wAOoHNN/F7QBcDGClDpx7JMnt99FHH11GP1Drow58TtJ++TtySlX3\n92hMdcKVxe9jSEyD9fnFfwPA690fDuaR9N3w97YALpR0B9BbI+4PCHYBsJakwe9d0l9p5u2/QFGW\n/EmaCflV+TuDcuJ98clHYDV8MhxUupGGsh676RUkl0VzYDoA4HlJJwI4sTej6qOPPqYn9AO1PurA\nexWPjQa6hhfuLH4f5ZC0dq/HECF/PW8I62vK0J9D68Vb+SAtg6RXg5JsjP0BXBI8+B6GfT8rA3gG\nFgDFGFHV8HaodKMcK1cIxowGJkAmHJXHvCRfAbD9SPIk7BGWJHkCGsmGJXK3l+jdsProY/Sgv8no\now5UKVU926Mx1QlXFr8LGNWbn9DnkqJP9cpL6kWS34D12IwHcBsAkNwQwJtdHssHDWNIfkzSc/k7\nSS4J69dpgqQXAWxAcmkAS8OC7OMlPfn/27vzIMvK8o7j34FBFpGwKEYtBU3wxxII64jEBJCgKCBj\ngAFGTEhIRGPEJWVQWQQ1IZEgihGS0oQYLNDgCKJocAEDlgFx0LDODxQIRTluCQrIMg50/nhPz9y5\nc7tneqbvee/y+1RR9Dn3dPfTfae773Pe93keSU/rvp4BXQ3v51a6AbNr7QDWx1Q3lSS9DPgIcESr\nAQ2e07uOz5jmsYjoIYla9MPbgEVNK/POTlUvpKxIjJqZ3sXvt6F+8cP0dS41nEipr3w68ArbyyVt\nCpwG/HHVyEbf+4CvSTqf8rtkLjCPMqLhdVO9k+0lwBJJc4GDm26nB1LqCjsN1Gr4qGylaxpgCFgO\n3GH7tiku3azrePLr/Xk/4+u3Znbo+2vHUZvtf60dQ8SwmzMxMUivh2JUNNuSXkH5Yz1BGVb81a7h\nsiOluYsvyvbOOyq15h9pkjbuNXqgxc//HODJZuUmWiBpe0oDos7fJRdONSC5WQnbn1JPeASwKWWe\n06Jm1ELntZc253uthv+27VbnPjYDoFfbSgcMxVY6SVtR6uqWUxLrOcDuzfHrujukDvvXO5XmRs7X\nbP9O7VhqktT5fE/OFl1xbHvblkOKGDpJ1GLWSdqO1X8p05zD9v2tB9VHkvZn+q/3utaDGmKSdgI+\nCuwALAbeZPvHkl4NfMj2ji3HswFwJvAnwI8pz/PWwMeBs4ekTfbIaBKxA4FjuhMpSecBh1LGglwO\nfBG4xvYeU3ysbSnNRDajx2p4r/q4GpqtdO+0PdBb6SRdDFzR3Y1T0pHAUbaPW8uPMyxfb69xBFsC\n8ym/qy5tOaSBJela24M+GiZi4GTrY/TDmVOc341yd3XD9kJpxQFTnD8M2IXVt/fE9C6g/Bv6NqX1\n/SclPQ5sAry2QjynAVsAL55ckZG0OfDXwAeA91SIaexI2pdSq3UkpZbsoh6XHUIZkv554Iu2H5Sm\nLstch5q2KoZoK92OPUYmYHuRpHf1eodehujr7bVN+6fACbZvrxBPRIyYJGox62yvUrcj6QWUF7Q/\nB/atElQf2T6r87gZoPu3lLv6NRKLYTfH9n82b18s6TTgHbavqhTPfNt7dp6w/QjwVkk3k0StbyT9\nNmUL41GUVa4rgF/YPqjX9bZ3auqjFgJnSboHeGYzc+3BqT7PDGraqmi20g1M4jiN6Rqw9OrS2dOw\nfL2T4wgkPRN4MeXrX2L7f2vGFRGjI4la9E1Tr3Aq8HvAmRVmErWqGZZ7NrAx8JZpCuhjet13qH9Y\nMUkDWDbNY79qLYrxdDPwGeBA2w/AmmfX2V4MLJb0Tkqt2kLgDknX217Qff00NW1v7L6239a0la7l\ncNbF3ZKOt/2pzpOS3gDc0n3xsH+9kjamdOd8KeXG3BxgZ0nfAt5oe5mkI3utMo6DZt7hZFnANs32\n9clkfmLUXxNEzIYkajHrmj9eb6V0ZfsQpdZgZIshJT0beC9la+epHatBsW6eLmnn5u05HceT7fnb\nniX1S0m72r6182SzcvNwy7GMm5dREq3rJH2PsqK2Vn+3mtrBa4Frm22Mh3Rf06Om7d2UmraLZyf8\nGRv2rXQnU1bB/4KVH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byIiOqyohYRERE1nA+cb3uVwdaSjmweO65KVBERAyI1ahEREVHD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\nA+b/AVbKWByUZM1wAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Telco data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "store = HDFStore('./stores/aggregated_dataset.h5')\n", "intensity_data = store.select('intensity_ni_1M').reset_index()\n", "# only November data was used for this analysis\n", "intensity_data = intensity_data[intensity_data.time < '2013-12']\n", "store.close()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "nil_cells = read_csv('data/districts/celle_nil.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "nil_cells = nil_cells[['cellId', 'NIL']].set_index('cellId')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "intensity_data = intensity_data[logical_not(intensity_data.Country_code.isin([0, 39])) & \n", " intensity_data.Country_code.isin(code_to_id.index)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "intensity_data = intensity_data.join(code_to_id, on='Country_code')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "intensity_data = intensity_data.groupby(['Square_id', 'Country_id'])[['Call']].agg(sum)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "intensity_data = intensity_data.reset_index()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "intensity_data = intensity_data.join(nil_cells, on='Square_id')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 40 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Telco intensity" ] }, { "cell_type": "code", "collapsed": false, "input": [ "call_intensity = intensity_data.groupby(['NIL', 'Country_id'])['Call'].sum()\n", "call_intensity = DataFrame(call_intensity).rename(columns={'Call': 'telco'})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "call_intensity.groupby(level=0).size().plot(kind='bar', figsize=(15, 5))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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7+xNq6b1F0kFmdpV6BcqS81bE3fcp3HSc90zRb2pmOynup6coCjEfl/QQd3/V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\nA+8CNiAth318Gt5zKRZvv85Qykt5vwYcE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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Ranks comparison - Kendall tau" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def kt_test(df):\n", " if len(df) == 1:\n", " return\n", " x, y = df.transpose().values\n", " try: \n", " k, p = kendalltau(x, y)\n", " except:\n", " return\n", " return Series([k, p], index=['k', 'p'])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Cumulative population vs call intensity" ] }, { "cell_type": "code", "collapsed": false, "input": [ "census_pop_tot = census_pop.groupby(level=1).sum()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "call_intensity_tot = call_intensity.groupby(level=1).sum()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "census_vs_telco = merge(census_pop_tot, call_intensity_tot, how='outer', left_index=True, right_index=True)\n", "census_vs_telco.index = Series(census_vs_telco.index).astype(int).map(id_to_name)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 46 }, { "cell_type": "markdown", "metadata": {}, "source": [ "NaN values correspond either to:\n", "\n", "1. countries present in call activity but not in census\n", "2. countries present in census but not in call activity" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# 1.\n", "census_vs_telco[census_vs_telco['census'].isnull()].sort(columns='telco', ascending=False)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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censustelco
Country_id
Emirati Arabi UnitiNaN 20512.689453
Hong KongNaN 9334.054688
QatarNaN 4778.136230
omanNaN 1292.375000
BahreinNaN 711.344421
BhutanNaN 526.156982
Sudan del sudNaN 430.463745
LiechtensteinNaN 310.338776
RiunioneNaN 261.787476
MacaoNaN 241.948807
CambogiaNaN 240.152267
Guinea EquatorialeNaN 229.740540
AndorraNaN 168.752899
GuadeloupaNaN 159.081924
Porto RicoNaN 147.603287
S\u00e3o Tom\u00e9 e Pr\u00edncipeNaN 137.702866
NamibiaNaN 133.522461
LesothoNaN 127.724556
Sint MaartenNaN 106.729385
SurinameNaN 87.424164
GibilterraNaN 76.608322
Saint Vincent e GrenadineNaN 72.256630
ArubaNaN 65.973450
BahamasNaN 59.690262
GibutiNaN 56.548664
VanuatuNaN 53.244602
BotswanaNaN 48.090466
Guyana franceseNaN 45.207359
Santa LuciaNaN 40.840706
Nuova CaledoniaNaN 38.907169
.........
TongaNaN 28.187069
Timor EstNaN 28.187067
BelizeNaN 25.146940
ComoreNaN 25.138527
Polinesia FranceseNaN 25.132738
GrenadaNaN 23.558239
GroenlandiaNaN 21.991148
Isole Far OerNaN 21.970684
KiribatiNaN 18.849556
SamoaNaN 18.849556
Isole Vergini americaneNaN 15.724266
GuyanaNaN 15.707963
Isole CaymanNaN 15.707963
Isole CookNaN 12.566371
DominicaNaN 12.566371
BermudaNaN 9.424779
TuvaluNaN 9.424778
Samoa AmericaneNaN 8.495346
Isole Turks e CaicosNaN 6.283185
Citt\u00e0 del VaticanoNaN 6.283185
Wallis e FutunaNaN 6.283185
NauruNaN 6.283185
Territorio britannico dell'oceano indianoNaN 6.283185
Isole MarshallNaN 3.952756
Isole TokelauNaN 3.145879
Isole Marianne SettentrionaliNaN 3.141593
NiueNaN 3.141593
AnguillaNaN 3.141593
PalauNaN 3.141593
Isole Falkland o Isole MalvineNaN 1.509182
\n", "

69 rows \u00d7 2 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 47, "text": [ " census telco\n", "Country_id \n", "Emirati Arabi Uniti NaN 20512.689453\n", "Hong Kong NaN 9334.054688\n", "Qatar NaN 4778.136230\n", "oman NaN 1292.375000\n", "Bahrein NaN 711.344421\n", "Bhutan NaN 526.156982\n", "Sudan del sud NaN 430.463745\n", "Liechtenstein NaN 310.338776\n", "Riunione NaN 261.787476\n", "Macao NaN 241.948807\n", "Cambogia NaN 240.152267\n", "Guinea Equatoriale NaN 229.740540\n", "Andorra NaN 168.752899\n", "Guadeloupa NaN 159.081924\n", "Porto Rico NaN 147.603287\n", "S\u00e3o Tom\u00e9 e Pr\u00edncipe NaN 137.702866\n", "Namibia NaN 133.522461\n", "Lesotho NaN 127.724556\n", "Sint Maarten NaN 106.729385\n", "Suriname NaN 87.424164\n", "Gibilterra NaN 76.608322\n", "Saint Vincent e Grenadine NaN 72.256630\n", "Aruba NaN 65.973450\n", "Bahamas NaN 59.690262\n", "Gibuti NaN 56.548664\n", "Vanuatu NaN 53.244602\n", "Botswana NaN 48.090466\n", "Guyana francese NaN 45.207359\n", "Santa Lucia NaN 40.840706\n", "Nuova Caledonia NaN 38.907169\n", "... ... ...\n", "Tonga NaN 28.187069\n", "Timor Est NaN 28.187067\n", "Belize NaN 25.146940\n", "Comore NaN 25.138527\n", "Polinesia Francese NaN 25.132738\n", "Grenada NaN 23.558239\n", "Groenlandia NaN 21.991148\n", "Isole Far Oer NaN 21.970684\n", "Kiribati NaN 18.849556\n", "Samoa NaN 18.849556\n", "Isole Vergini americane NaN 15.724266\n", "Guyana NaN 15.707963\n", "Isole Cayman NaN 15.707963\n", "Isole Cook NaN 12.566371\n", "Dominica NaN 12.566371\n", "Bermuda NaN 9.424779\n", "Tuvalu NaN 9.424778\n", "Samoa Americane NaN 8.495346\n", "Isole Turks e Caicos NaN 6.283185\n", "Citt\u00e0 del Vaticano NaN 6.283185\n", "Wallis e Futuna NaN 6.283185\n", "Nauru NaN 6.283185\n", "Territorio britannico dell'oceano indiano NaN 6.283185\n", "Isole Marshall NaN 3.952756\n", "Isole Tokelau NaN 3.145879\n", "Isole Marianne Settentrionali NaN 3.141593\n", "Niue NaN 3.141593\n", "Anguilla NaN 3.141593\n", "Palau NaN 3.141593\n", "Isole Falkland o Isole Malvine NaN 1.509182\n", "\n", "[69 rows x 2 columns]" ] } ], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "# 2.\n", "census_vs_telco[census_vs_telco['telco'].isnull()].sort(columns='census', ascending=False)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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censustelco
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Corea del Nord 5NaN
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 48, "text": [ " census telco\n", "Country_id \n", "Corea del Nord 5 NaN" ] } ], "prompt_number": 48 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot(\"census\", \"telco\", log10(1 + census_vs_telco.fillna(0)), kind='reg')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 49, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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60bvPeZKUhBALmqbr9PqjJBKjn+qdTGn8YU8LO/a1ounpfGKzGLhxaw3rlxVP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\nsveahBBCrHAVX74TQgghSpGKDkIIITxDgpIQQgjPkKAkhBDCMyqd6HB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"text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot(\"census\", \"telco\", log10(1 + census_vs_telco.dropna()), kind='reg')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 50, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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6t11dS05GYtZ2pnIe5R5JPkKIpSscidA35Ecx+/07HX0eHn7xBN0DPgA0Da7e\nVMrVm8swxaFTgWEYAN7ZPef8yT6SfIQQS5I/GGLAHZx1twKlFK8fihYVhCPRN/usdCu37ahlRVHG\nvOMylMKka+RlpfG7f7tpVseZqvNo6CPJRwix5Ax7gwzPoTHosDfIYy83cvzU2aKCDTW53HRZFWkp\n8387VIaBw2bFYbPO6fnGvCNYOiT5CCGWDKUU/e4AwdDsN466Tg7w6M5GPGeKCqwWnRsvrWLTyrw5\nn+UzylAKq1knKzMNs2nupdJKpt2EECK5zLUxaChs8Mzuk7xxuDN2W3lBOrftqCU3DkUFSimy7FZs\nqZZ5v5ZUuwkhRBKZa2PQzn4vD7/QQNdoUQFw5aZS3rOlFNMcj8weZRgGaSlmstJT5j1yOvuaknyE\nECIpzKUxqFKKNw518vTu1lhRQaY9WlRQVTy/ogKlFLoGeZlpce9GEAyfP6s+knyEEElrLo1BR3wh\nfvHCAeob+2K3ra/O4UOXV8+7qEAZBvY0Kxn2uRUUTEd6uwkhxCIylKJv0EfYULNqDHr81CCP7mxk\nxBcCwGrWueHSFWyuy5/X1Fi8CgqmEwjJyEcIIRZFMByhfygA2swbg4YjBr/ffZLXDp0tKijLt3Pb\njlryMud3TEE8CwqmIyMfIYRYBL5AiMGRAJo282KArgEvj7x4go6+aDMBDXj/JZVcurZwXkUFhlKk\nWU1xLSiYTjAsyUcIIRbUsDfIsDeIPsOEoZRi99EunnrjbFFBht3KbVfXcOG6Evr7PXOKQymFrmvk\nZaRiNS/s8QYy7SaEEAtk/MbRmSUejz/Er19u4mjrQOy2tVU5fPjyamypc39bMwyDDJuV9Dl2KJgv\nrz+0KNddDJJ8hBCLJhyJ0OcOoBQz3jja0DbIoy81MnymqMBi1rlh+wq2OOdeVGAYBilWE9np9jkd\nuR0vbo8kHyGESCh/MMzgcCDaTnoGwhGDZ/ec4tWDHbHbSvLs3L6jlvysuRUVKKXQ0MjJSCHVmviC\ngukMeQKLHcKCkeQjhFhwHl+QIW9oxmXU3YM+Hn6hYVxRweUXFPPeC8sxm+ZWVGAYCluqmUy7dcEK\nCqbj9gQXO4QFI8lHCLGgYhtHZ/CGr5TiraPdPPVGK6FIdDE+w2bh1qtrqS3NnNP1laEwmzVyM1Kx\nLHBBwVTsqWaGJPkIIUR8zXbjqNcf4te7mjjScraoYM2KbD58RTX2Oe65UUqRkW6d8/MTKduRSs+g\nLzoVmCQlPKFPAAAgAElEQVQjsUSS5COESLjZbhw9cXqIR186gdt7pqjApHP99kq2riqY0xuzMgxS\nrGayHCmz6piwkIpy0mjrGWFwJEi2I2Wxw0k4ST5CiITy+kMMjQTQZlBGHY4YPHemqGC0v3Nxro3b\nd6ykIHv2RQXRJqAaWUlSUDCVwhwbAF39Xkk+QggxH0OeIB7fzDaO9gz6eOTFE5zuPbs59LINxVyz\ndW5FBYahsKdayLBblsQ0VnFuNPmc7vWwqjJ7kaNJPEk+Qoi4U0rR5/YTChvTJh6lFG+7enji9RZC\nZ44UcKRZuPXqGlaWZc3+2obCpGvkZyVXQcF0KouiRz20dLgXOZKFIclHCBFX4zaOTjPi8PrDPP5K\nE4eb+2O3rarI5uYrq0lPm/00mVKKDLuVolw7PT3Ds37+YirOsZFiNdEkyUcIIWbHHwzTO+if0cbR\npvYhHnmpMba3xWzSuO6SSratLpz1NJlhGKQmeUHBdHRdo6rIgevkIF5/aEG6aC8mST5CiLjw+IL4\nDaZNPBHD4Pm329i1v31cUcFtO2opzLbN6pqGik6x5WakkWJdOlNsk6krz+LYyUGOtg6wxVmw2OEk\nVMKTj9Pp/BjwV0AY+HuXy/VUoq8phFhYoxtH89KmrtLqHfLx8IsnON1ztqjg0vVFvP+iilkXFRiG\ngcNmxbFITUATYV11Lr99rYVDzf2SfObD6XTmAn8PbAYcwFcBST5CLBMz3TiqlGLv8R5+91oLwTNF\nBelpFm69qoa68tkVFSRLE9BEqCp2YEsxc6ipb9lvNk30yOe9wPMul8sDeIA7E3w9IcQCmenGUV8g\nWlRwqOlsUYGzIotbrqyZVVFBsjUBTQSTrrO+JpfdR7po6RymqjhjsUNKmEQnn0rA5nQ6fwNkA19x\nuVwvJviaQohZMpSitTNaHVZZ5Jh20X6mG0ebO9w88uKJWM8ys0nj2osruXjN7IoKkrEJaKJsW13I\n7iNd7D7StayTj6aUmv5Rc+R0Or8EXAJ8GFgBvORyuSoneXjiAhFCTMowFA89dYT9x7sB2FhXwB3X\nrZl0SmvA7WfEF5pyyisSMfjdq838/o2W2B92Sb6dz9y4jtL89BnHFm0CqpObubT27Iwx40wZDkeU\n2WwiFDa44yvPYLXo/Pie92Na+lOLE34DiR75dAJvuFwuA2hyOp3DTqczz+Vy9U704GSpy8/PdyRF\nLMkSByRPLMkSByRPLPONo7nDzZ4jnbERxZ4jnaypyHrXp26lFL1DfsIRY9LRR06OnYaWPh5+oYG2\nMUUFl6wt4gPbKrCYtBkfbz26ZydFtzA44J3V95RM/zYz1dp69pyiDVWZvH6kl6d2HmFN5dnu3enp\njhmf9posJvsZJDr5PAv8xOl0fgPIAdInSzxCiOQVCkfoc/sBbdLEo5TizfoOfv7sMYKhaFGBPc3C\nrVdW46yYebsYwzBISzGTmb509+zMxXO7T5BmswOQlhL9vn/7xin63dHE6/N6eN+2WjIy5naURLJJ\naPJxuVztTqfzUeDNMzd9LpHXE0LMXmWRg7VVObEuA2urcqgsOvtp1RcIMTgSQNMm/8TtC4T5zavN\nHGzsi91WV57JLVfWzLgUWimFrmvkZaVhXZpTbPOSZrNjs0d/7jY75GcN09nvJ6KlLKty8lEJ3+fj\ncrkeAB5I9HWEEHOjaxq3XFnDhWf2lYwtOHB7goxM0xi0pTNaVDA4Ei0qMOkaH9hWwSXrimY8clmO\ne3bmy1mRRc9gJ8daB9m6evnt+ZEOB0IIdE0bt8ajlKLf7ScYmrwxaMRQvLS3jZf2nWa0bqk4z86t\nV1ZTnGuf0XWX856d+aosymDv8V6OnxpkfU3OYocTd5J8hBDjGIaiZ8gXbQw6SULod/t55KUTnOwa\nid22bU0hH7t2NSPD/mmvcT7s2Zkvk66xriqHt452c6RlgFWlqYsdUlxJ8hEiSc127008BMMR+ob8\nU+6l2d/Qy29ebSYQigBgSzVzy5U1rK7MxmqZfq3mfNqzM1+1ZZnUN/Xhah2kumB5Tb1J8hEiCRlK\n8djLjeOKAG65siahCSi6cTQ46WjHHwzz21db2H/ibMHqyrJMbrmqhowZrNUoQ2Eya+RmLNk9OwvO\nbNJZsyKHd1w9nGj3sGPzYkcUP5J8hEhCrZ3DHG7uj40MDjf3c6GzIGE73odGgnj9wUk7FrR2DvPI\nSycYGA4A0Smh919Uwfb1MysqUEqRkW7FvsyPCUiEuvIsDjX109A+gj8YYbn0PJDkI8Q0FmP6a6GM\n2zg6QeKJGIqd+07z0t42jDNFBflZqdy+YyUledMXFZyve3biyWLWWb0im/0Nvbx6qIebr1oexQeS\nfISYwmJMf8H0e2/iIRyJ0Ds0+cbRgWE/j7zYSGvX2U4BF60u4LpLKqfdh3O+79mJt1UVWRxu6uOl\n/V1cv712WZxdJMlHiCks9PTXqKn23szH6CguEAqTYbNOWkZ94ES0qMAfPFNUkGLm5iurWbNi+k/d\nhmGQYbOSLnt24sZqMVFTYufYqRFePtDONVvLFzukeZPkI0SSOnfvzXyn/0ZHcQdO9GIYirryLK65\nqGLc6/iDYX73Wgv7Gs4WFdSUZvCRq2rJsE+dTAylsJh1inJkz04irCxNp6nDyzO7W7l6UykW89Lq\n8XaupR29EAk2Ov2llEIplZDpL4i+cTd3uGnucGNM0Gl+NHH89Jlj/PSZYzz2cuOEj5tKS4ebAw29\nKAW6rtPQNkT7mOafp7qHuf+x+ljiMeka115cwaeuWz1t4kFBlt1KQbZNEk+CpFh0Ll2bz+BIkNcO\ndUz/hCQnIx8hppCo6a+xZrKuNN/pv3AkQr/bj+LdB78ZhuLl/e288M6pWFFBXmYqH33P9EUFsmdn\nYV21sYBXDnXz9JutXL6hGNMS63A9liQfIaZx7vTXbMxkqizR60r+YIh+d4CS/HRWlmXS0DYERPfo\n2NLMPPjkEVo6zhYVbF1VwPWXVE65YTR6zo7s2Ymnwf4+/D7fpPf7fV70FXYuWpXL64d7eXlvCxfW\n5QJL86gFST5CJEg8K+XmWv027A0y7D3bGPSaiypYVxWdausf9nP/Y/WxooK0FDM3X1HN2qqpiwpk\nz05iGEYYw4hMer81JYV9TcNk2nQ04Levt+HzB/D7vEvyqAVJPkIkyExHNDNJLLOd/osYBvVNfQTD\nBmVjTg7VNY387DSeeK2Fd473xG6vLsngI1fXkjnF2s7onp2s9BSZYkuAnLzC2JEKU0kHKot9tHQM\n4w6YyLTNrIlrspHkI8Qim2limen0XzAc5ufPNYybXhutamvrHuHhF0+cORgu+prv21rG5RtK0HUN\nQ6lYEUJJvh1d02TPThJaXZlNS8cwR1sHudi5NHseSPIRIkFmM1U2n3WlsQLBCAca+zjSEh1xWcwm\nGtqGWLNihKZ2N8+/3RarksvNTOX2HbWxkZGhFM++dXJc0nrfheVk2mXPTrLJz0ojLzOVtu4RRips\nix3OnEjyESJBFqJSbiyPL8igJ8ibRzoZHA6gaRpWqxl7ionfvtZCe+/Zsuotznw+uH0FKWOKCtp7\nPDS0DaGdGe2caBvi8g0llOZL4klGqyqzefVgB40dnukfnIQk+QiRQPEa0UxnYNiPLxiho9dLZ5+X\nFKuZQDCMzx/CHwgTOVNDnWo18eErqllfnTvh6yilQAOzKdpyR/bsJK/KIgfvuLpp7vTGjrdYSpZW\nbZ4QS8DYDaPBSITX6jt45WA7J04PTrqJdM7XMhQdvR78wUhsVKVpGuk2CyaTCUMRSzxVxQ7+/NYN\nkyaeolwbq1dkY9ajiSdRG2pFfJh0jbryLMIRxR5X32KHM2sy8hEijsaWVyulcHuCePzRkYfZpFGU\nY2NddW5cmpOOHvyWm5seqz4rybdTlGPjYGNfLOnomsZ7LyzjigtKJhzJKKUwmTQKMtL42Pucy7aD\n93JUV55FfWMfuw5284FLapfUv5ckHyHiaGx5tccXYsgTwqRroCAUVnj94bhsIp3o4DdDKV490DEu\n8eRmpHD7jpWUFaRP+DoTNQFdiGlCER9pKWbK89No7fZxpKWfdVUTj2qTkSQfIZaYwRE/Xn943I72\nIU+QX710gqZ2d+y2zXX53LB9xYTt9w3DIMVqIjtdmoAudbUldlq7fTz/dpskHyHOV2PLq22pZsIR\nA48/DBpYTBq2VPOc11IMpeg7c/Db2MSzz9XNQ08dxRcIA9Gigss3lLCyLBOLZfyyrlIKDY2cjBRS\nrdKhYDnIdlipKrJzsLGPrn4vhTlLo/Rako8QcXRueXVpgZ09R7pRSlGUa8Ok63NaSwmGI/QPBUA7\n2xg0GIrw5But7DnWHXtcZaGDwpxUDjX3cai5b9wGU2kCunxdvr6A5s5mXtjbxh+8t26xw5kRST5C\nxMG5DUTHrptcur54Xq890fpOe6+HX77QcOYkUtA12LGljNrSTH7zanMsuTS0DbG2aoTKIgc5GanS\noWCZuqA6m2xHO68c6ODGS6tIT0v+Ua0kHyHmKZFHbQ8M+/EFzq7vGErxWn0Hz751KlZUkJeZyq1X\n1VBR6KCte+ScV4iOdgqylsZUjJgbk0nj/RdV8MsXGnh2zyluvqJ6sUOaluzzEWKexla4aZrG4eb+\n2ChorgxD0T3gje7fOZN43J4gP3nqGE+/eTKWeDbW5vF3n95GRWF0Dakk387KskwMw0ApxfqaXFZX\nTn/0tVj6rtxYQobNwgvvnMLrDy12ONOSkY8QSSYYitDn9seSGcDRln4ee7kJ75miAk2DTLuVDLuF\nFIuJ0VNgoo1Cy9m2upDUFLPs1VlCpjvPZzJ+n5fh4Whn6ysvKOB3b5zmt680cN22UiB5z/qR5CPE\nPM31rJ2JeHxB3N7Q2aKCcISn3zzJ7iNdscdYzDrZjhTMpuhR2Cc73WSkmmPl0wUOO6V54/f1zORQ\nO7G4pjvPZzKj5/zougeTZpBq1XlhXxdmk0KL+JP2rB9JPkLMkWFE2+gAfPiK6nk1EFVK0e8OEAif\nbZPT0efhly+coGcw+mlY0+BCZwGnuoff/UlWMWn5dCLXpET8zPQ8n+lsroPXD3VyrM3H5pqJNxcn\nA0k+QsyBoRQPPXWEPUc6gfm9oYcjEfrcAQxDRUuileL1+k5+/9bZtZ1sRwq3XV1LeWH6uGMPaksz\nqavIQYVCk5ZPJ/qYbpFcakozOHZygKZ2N5VJ3JFcko8Qc9DaOcz+493zfkP3B0MMuKNl1JqmMewN\n8ujOxlhyAbigNpebLqsi1Rr9c73mogrWrhhB1zXWVueQn51GT084ft+cWNI0TWPrqgJ+/9Yp3mkY\n5PqLyxc7pAlJ8hFikQx5gnh8wdgU2rHWAR57uTHaEQFIsZi48bIVbFqZP/6JCuoqsqc88nqseK5J\niaWhMMdGXXkmx08N8ew7nXz0vdmLHdK7SPIRYoyZLsyXF6ZTUZTB0eY+rBbTrN7Qz22TEwobPP1m\nK2+OKSooL0jn9h215GSkxm4b7T6dm5GKZRabRRf6UDuRHDY78znVPcLzezvYvr4sVo6fLCT5CHHG\nTBfmDaV4fFcTrR1DKKAkz8amlXm0dg5P+8Z+bpuczn4vv3yhge6Bs0UFV28q5erNZdFu2KPXNAwy\n7VbsaXObw1+oQ+1E8rCaTWyuzeS1w/088Lsj3POJC8edXLvYkq/4W4hFMtPNoqOP03WdFIuJw80D\n/PjJo/z0mWM89nLjpIfFef0h+gZ9oEVHMa/Vd/C9X9fHEo9J19hQncuOLdHEYyjFya5hOvs8FGTb\n5px4xPmrOCeVy9fnx9oxJRMZ+Yjzyui0mqEUGtHRx+h0WXuvh0AoQorFNOPGm4GQgT8QJj3NEktY\nExUejG2TM+wN8tjLjRw/dbaowKRr5GWm0j3oo73HQ0m+nd+/1Upzuxtd12k4PSTl0WJObrykjJYu\nHy/vb2fNihy2ripY7JAAST7iPDJ2Wm1gOABAVrqVtVU5gMaRln68/jBef5isdCvrqnMnXMcZXcA/\nfmoQUKSmmLFOMp1hGIreIR8RQ6HrOq6TAzz6chMeX7T9iUa0KShKETYUVl3DUAY9Az5aOoYxmaKv\nK+XRYq4sZp3/fdNavvqTPfzk6aOUF6RTlATHLkjyEeeN0emyUNggEIyglCKYamFfQy8akGI1k5OR\nSiAY5pqtFVyyrmjCkcboAr7bH6F/wMPbrh6OtJxdJyovTKe5w00wFMFhs6DrOuGI4pm3WnnjUGfs\ndUY7FXj8YQKBEEoZ1JZlsa46l65+nxx7IOKmONfOJz6wiv/43RHu/3U9f/fxLaSlLO7bvyQfcd5R\nSp1pvHnmcLVz3uOtFhMlefYpp7h0TWNlRTY9aWYqihyU5kV7a21dU8Dju5o42NiLEVGsLM/igto8\nfvVSI539XiA62rliYwkRw6DxtJsMm4WC0gyu2ljCuurcM2f+mKU8WsTVJWuLaG538/w7bfznU0f5\n0w+tW9QPOJJ8xHmjssjBmhXZvFbfSeRMTYDPH2L7+iI0TR83eplN2fTju5piSeJwSx8nO0dQAJrG\n/hO90eud6VSQabfykatrqS7JwFCK0z0j6Fp0s2iq5eyfo5RHi0S4bUctJ7tHeNvVw9O7T3LdxZWL\nFoskH3He0DWNLc4C9jf0Yk+zEF1qUVy4qpCq4gxaO2f/Rj+2Qs4wDI63DaEDJpOJwZEAgeDZRpHr\nqnL48BXVsekOTSlWVWTjsE1cxSbl0SLezCadP/3QOv7xJ3t47OVGKgsdZ9Y8FyGWRbmqEAk22WZR\nXdOwjqlmUyraT22+b/SGYeALhNGUIsOeQnPnMKMV11azzg2XrmBzXT6apqEMhcWik5WZhtmUPPsu\nxOKa65EKUxl73MIoDfjENVV893EXP/ifeu76yGpyM1Ji9y/UEQySfMSyM9Vm0Xi3mqksclBdksFb\nR7oIBCNoukafOxi7Pz3NzB/dsJaCrDQAlKHIsFuxL4FjjsXCmuuRClMZe9zCuS6ozmDviSG++7iL\nqy/Iw2TS8Hk9C3YEgyQfsey0dg5zqKmPYDg69DjU1BcrU55sLSVsGOw+3IWhFMW5tjOL/lNPvxlG\ntE3O6oos9jX0EAgZhCNnN5imp1lITzMTDEZio52crDR0XdZuxLvF60iFmVpX62DYDw1tQxxo8XDp\n+qIFuzZI8hHLkFKKwZEg/jOnfqammFFjug6cO8UWNgy+9tA7nOoexjDAbNYoyrGxrjp30o2dwXCE\njr4RwhGDwy2DDI2MP7Y4w24hPc2KUgqlFBnpVuypMtoRyeWiNQUMDAdoaneTl5lKRd7CpQRpryMW\nnaGih7I1d7gnbU0zG6OvMPYY6qle9c1DnbR2DRMxoo8LhRUef3jS9jqjbXJGvCH+69nj7DrQHrsv\n1WqiJNeGLSV6sqizIotNznxJPCIpmXSdKzeVkGo1sedYN71DgQW7tox8xKJKxCmbuqaR7UghFDaA\n6GbOqV6vd8jPuTkvEjEmfOxom5ym9mEe27WfoZFg7BqXritidWU2Jfl22ns9pKdZcFZkS4m0SGr2\nVAtXbCzhuT2nePPYAO+7sIyMBSiylJGPWFQzbeY5G6NFBRazjsWsT1tUsL46B4t5fIJItY4/JsEw\nFN0DXkZ8IZ556xQ/fupoLPGU5Nn53M3rueaiCkrz7dhSzFzoLGB1ZY4kHrEkFOXY2LgyD3/Q4OGX\nWsdNUyfKtCMfp9NZAtwLbCU6K/EG8GWXy9WT4NiEmJOxRQVKKRRMedxBVUkmOzaXsudoN0op6iqy\neO+FFbECBV8gxOBwkB63n0deaKC9zxt77uUbinnf1nJMuoYG5GakkWKV8mmx9KytyqGty83B5kFe\nPtDOVRtLE3q9mUy7PQA8DXyLaIn4e4EfATcmMC6RRAylaDg5wMCgN+477WdT+jxdHOfu7akscsxo\nSk/XND5y9UouWl0Ue+7oYwaG/Xj9Id529fLkGy2xajaHzcKnb1xHYUYKhlKkpZjJtFulH5tYsnRN\nY6szm50Hevnl8w2sWZET2yKQCDNJPjaXy/W9MV/XO51OSTxLzExP6JzoedH2/4OEwkZc1mTGmqz0\n+dx4gSnjmGjtaEtdfmxKD6buDP2uCrhIhJ4hPydODbJzfzvNHWenAnMzUviTm9ZSUZLF4KCXvIxU\nrFOcLDrXn70QC82WYuKWyyv42fPN/OK543zhIxck7FozSj5Op7PE5XK1AzidznIgZZrniCQyn0X9\n0TUZi1knEDLYe7yHLXX5VJfEbxPauW/8UyWS0e4EYxOJoRRvHOpk3/EeUqzRX+nDzf2U5NonvN50\nvP4QA8MBHnnpBIebB2IVeBqQYbdiMesMuAOsrrGQok3dmj4RBRVCJNLmldnsOT7AgcY+9jf0snFl\nXkKuM5OCg38C3nY6nfucTuc+4E3gHxMSjUiI+S7qKxXdTNk/5KN/yM8Le0/HpSR6NvF2jFlnGSts\nGPzoySM8vquR3iF/7JwegKJcG2urcmJ7baYrPFBKMTDsp3fIx693NVHf1D/u+8xyWLGlmtHOVNNl\nO1Ln9L3Mt6BCiETSNI2PXePEpGv8/PnjhMLx7bowatqRj8vletLpdNYATqIFBy6Xy+Wf6QWcTmca\ncAj4R5fL9dM5RyoWRWWRg7KCdN451o2maaSmmDndM0Jr53BCm14qpQiEouXOVrMWSyTHTw3GEkl5\nYTr/+dQx3j5TKKDrGl5/CFuKiU11+VQVZ1BVnMHmunw6+7wU504+SgmFI/S7/XQP+HjkpUZO955t\nR2JPjW5SNWmg67ChJo+a0sS3HxFisZTm2XnPljKe3XOKVw52sGNzWdyvMZNqtyuAP3K5XHec+fp5\np9P5Ty6X6+UZXuPLQB9T7/MTCTSffma6prFjcxknu0YwDIXVYkp4GWZ5YTpmk05n3wgAZQXpVBY5\nqCrOwO2PxAoOWjuHaW4fio0qDMMgw27l+ktWxA6CM5Ri7/GeKae9PL4QQyN+9jb08bvXW2L7g6xm\nnfQ0C1aLTl15JpeuL8Fsmr7tzljx7iUnxEK57uJKdu47zdNvtnLVxtK4t4WayZrP14FPjPn6T4D/\nArZP90Sn07kKWAU8SXTKXCyC+Z4NU1WcwcXritlzpHNG01fzdaprhIihyDtTaRMxFKe6Rqgqzogd\n4AbR9RSlQNc1whEDNI2S/HSKxoxwxk57Ae9aKxoY9jPgDvKb15pjCQLAWZHFxWsLGfaEqCp2sHrF\n7PfsjBYabKnLZ3Ndfqyxqaz3iKUgw25l+7oidu5v52BTHxtr47v2M6MOBy6X68SY/29yOp3hGb7+\nN4HPAp+aQ2wijuZzZICuadxx3RrWVGQBC1exZbVEK8gmGmkZSvH2sW76h/2EzjQQtaXodPd7ePCJ\nI2xamcetV9VO+LpKKVwnB3B7gwTDBo++1MiQJ7ph1GzSuPbiSgbcPp596xQmHXzBMKtXzO7MEyk0\nEMvBlRtL2bm/ndcPdS5K8jnldDq/AewETMAHgFPTPcnpdN4B7HK5XCedTueM/uLy85NnOiJZYkmW\nOAAu2pDYTWejcnPTOXJykP3HuwHYWFfIhetKYsP+/HwHDScHONTcjwZYTBrhiMIbMAiGg+iaxhuH\nOnGuyKW80MGFqws50BDdE33BygL2nujjYEM3Q54Qw96zDUFL89P5zI1rCQQj/PK5Y7FjD46fGsTt\nj7CyIvtdsU7279NwcoDjpwZjCXSq14iHZPo9SZZYkiWOmQr43Jj0xV2dCAY8WCwGVmt06rm23EZB\ndiqHmvrQTWHMpulr1ByOmZ0HNJPk8yngL4E/I7pu8zrw1zN43nVAtdPpvBkoAwJOp/OUy+V6cbIn\n9PQkRxVQfr4jKWJJljhg4WO59qLycSOtvjPrP6NxDAx6z/Rf04gOJkbLoTWUUrg9IX721FGsFp0V\nxRl8dEctSsHgSLSEesgTiq3tAFy6roj3bS0n1aIRDhgoRex+pRQDg97YdN+oqX4mA4NeQmFj3KF1\nE71GPJzPvydLIY6Z8nh8RIzF73j2wtsd6HpX7GtHqk73QISHnjxCjmPiU3dHTXQe0GQ/g0n/EpxO\n5+hPIQB87Zy7p03PLpfro2Ne6x+A5qkSjzg/zHTD5XTThJVFDjauzOe1+g78gTCpVp1wRKFp0T5s\naBAIRRjxhegb6iYcMbjp0hW8eXiQvqFA7BdY16ILqxevLcJhs+CwWcnLTJu0SGBs/Lm56VPGJ4UG\nYjYW+jyfmSrKM2js8OIJ6pTFMb6pPoZNta6jiE7BCTFj8VwH0TWNW6+qYYszWkZdlJPGO8d72N/Q\nSzAUwR+MEAwboBSGoThxepCfPnOcE6eHYq+RYtHZuDKXS9YVkZt5tkvBVF0XxsZ/uHWQNRWZaBMU\nEsy3yEOIZOGwRUc7I76ZLvXPzKTJx+VyxW3853K5vhqv1xJLw0QjnKkqz+ZC1zRqSjKpKcnEUApN\n0yjNS6cwJ42X9p7mrSPRqQOLxYTbE2ZwOJp4zCaNS9YWsWZFFnXl2RNuFh2tTGvtHI41JT03/hfe\nPslrB02kWEwTJtL5FHkIkSzSUqIfynyBBUo+o5xOZw7wt0CRy+X6wzN93d6QrtbJbTH7iU02wlmo\n661Zkc0HL1tB96CXtm4P/uDZHdoF2Wl89D0rKcq2keWwkmqd+E9g7GsGQxGqSjK5elNJ7P5gKILP\nHyLVan5Xu5+5fg/S/00kI5N+tn9iPM1k9fNB4GXO7utJAX5KtKBAJKHFLPMd7bP2jqv7zAhB41BT\nHxc6CxK2DjJ2RBKJRHjraBdHWwdo7/EQipz9g7l4bSHv31qOw2Yl25EyZQfq0dccPY67b6gLpQzW\nrMjhSEs/SinSUi1oKIKhCBbz3CcKpCxbJLOIEf0bivfv40yST77L5fqO0+n8EIDL5fqV0+n8XFyj\nEHEV7+mtmRp9E93r6qZnwA8amPVoSx6lVMLXQULhCINuP76gQb87GLtd1+AD2yq5dH0R2Q4rqdaZ\nHXh6z08AACAASURBVGkdDEXwj5lqaO4Y5o8/WM7WVQVEDINf7Wykpd0NRLswlBdOXoAwlcX69xJi\nJgKh6MxBiiW+y/wz+bimnE5n7K/V6XQWAlO38hXnpdE3UTQ92s9CnS2LPFtdpsV6rsUr8RTn2VhR\n5MAbCOELGuNKMS1mndzMVFaWZVCYY5tx4qksclBVkhlrSpqWYsZq1tHOxG/SdSIRg5zMNHIy0whH\nDE51jcTl+xEimYzuhUtPm9nfzkzNZORzP7AHKHY6nb8DLgL+Iq5RiLhKhjJfs66hgKz0FGyp5rgP\n2UfXSIY9AfzBCNkZqQSDalzi0TVwpJm4oDaX9TV5s4pB1zQ+dd0qQNHU7sZq1llXnTvu56hpGqnW\nybswzFQy/HsJMZnBM53iM9On3uMzWzNJPp8GPghcQnTPz53Ab4BfxDUSETeLVeY7+iZ6qKmP1JTo\nr5Yt1TzpPpm5xmUoxSMvNnCwsZehkSDhiBq3tmM2aWTarVQUOrh2WwXVpZlzuo5Z1/nM9WsmjLey\nyMHGugL2HOkE5pcwpCxbJLOuAR8akJc1/REiszHVJtOPAX8PVAJvjLnLAnTGNQoRd4tR5jv2TVSp\n6ChkbDNNQyke3XmCfQ29ALH+a7N9oz3S3Ed9Ux/+kIEvaIy7b21VNtvXFuGwW1kzphnoXJPeZD/H\nePe7k7JskYwihkHvkJ/sjJQpT+udi6n2+fy30+n8JfBjoklo9C/LAE7HNQqxbEz1JtrS4ea1+s7Y\nIv5r9Z1c6Cyg+sw+nXOPzT43WYTCETp6PfgCEXyBCEMjZ4sKNA0y7VZWVWSTm5FKbXlWLBmEDYP/\nfOrouOmzeFST6bokDLG89Qz6MQxFQXZa3F97ymk3l8sVYfxxCmIZWKw9JR19XvyBcKyqyx8I09Hn\nZUVxxrv26YDGkZazayDXbC3H6wtjc8DrhzsZHJN4dF0j58yenbeOdrHnWPe4vUWjB84BpKWYqW/s\npSTXTkmeXaa4hJjCaBFNWf7cKjmnEv8uh+L/t3ffQXJd14GHf+91nJwHwAziYIALgAQJglHMAClR\nJCWRlBjkINoSveVde9deV+1WrXddsizXWl7Hqq3yBtmyZGttF0VKpAJpiRIDwJxBAgR4EQYYhMFg\ncujumU7v7h+vuydgBtMTOs2cr4pVg2Z3vwug8U7fe889p6gV8kzJ6oZyggEv0dShz2DAy+qG8otS\njd8/1ocFBPxeHMfhwLE+Nq6uwhh48okP6Bt2G+nalsUNlzVz+aZ6QmMJXjl4/qJ0ZSDTcA7cU9qJ\npMMzr58CYFNLDV++ZxveLKrwCrGSGGM4fWEUv9dmVf3SJzhL8FlhCnmmZNOaam7auYYDqfYGu7a4\nra7Ts7Dpko6Dk3RTnd/9uJd3dA+p82401QZ5ZO8WWhoqqK8OcK4vzCsHzwPpFtxJzvWGaWksx+/z\nEAx4GY8mUqe0DZFoMnN4FAyP3btDZkCioIYG+hkfGyvItQOBINa0TqUDozHC4wnWN5cRHcvuGMFY\nJDz3k1Ik+Ii8SRcDvXbb1Kyu6anGV2yuJxpzOHpmiKTjBpK3Pu7JvM9125u5+4b1lAd8NNQEp7zH\noY7+zJLcL949w46N9ezYWMfhU4PEAh6aa8voHogwMBrFSm1jdnSN0Nk9Kvs3oqAcJ4HjJOd+4hIb\nHwtz/fZGqqqmfv5/8oa7tX/n7hauaKvN+v0qK7PL+pTgs8IU+kzJTAkJk7PkItE4dZUBsCwCPg/7\nDnS51alx92t+7d4drK0PUlHmp6bCf9F7tDRU8MzrpwikarYdPjXAl+5SXLttFQCtzRV8/dtvk0i6\nMyC/18a/iNI4QiyVQrVUiIRHqaqqntKDxxjDwVNuP6xrL1u75NUNQILPilOsZ0ocx6GyzEvQ7yEW\nd/jRqx2ZlGyAza3VPHR7OxvW1mHisRkrFdiWRUtjRaZ76OTH0wHv5PkRbAsqAh7GY0kcx2Ftc5Uc\n6hRikq7+CBcGIlytmnISeECCz4pUbGdKQpEYo5EYlm1ztjfE4y8cZ2DEPVXtsS0+ee06btq5Gp/H\nZnVDOYMDs1cTyGZmZ9s2DbVlROMOYLhjd2vOA7BUrRal5P2j7r7s7q1NObuGBB+Rc7PdeBPJJAOj\nUZJJg8HipffO8fy7ZzJJBY01QR65Ywtr6suoCPqpqfTP2UN+rpnd5OAU8NlctqmejXkquCpVq0Wp\nOHC8D9uyuGJzQ86uIcFH5NRsN97RSJzImDvbGQ7H+N6Lxzl1fiLrbceGOh7cs5mAz0NdVYCg34tj\nDMdODzI4FFlwC+75LjsuxYxFqlaLUjIcitLRNcK29bVUBJe2mOhkEnxETk2/8R480UfbmmpaGiuw\nbJuDHf08tb8j0/DN67GoLPMxMDrOvgPn+JVPKrweOxPEjp4ZIp5waG2q5I7drWycVB0720CR7bKj\nzFjESvTBiX7APQqRSxJ8xJKaqUwOuNkzY7EETtIhaQyxhMNPXj3Fu0cnGuK2NlYQTyTxeGxsy+Lk\n+VHO9IQyZ4E+OjmAz+dhKBTjfN8FOrqG2b21KVPJYKkDxVLNWAqdYSjEfBxIJfrsas/dkhtI8BFL\naKaZwgO3trFlbQ2vH+omFk8S8Ht541A3Z3pC9KeSCmzL4pPXrmXTmmqefqUDr8fCtu0Z2xREY5Mb\nvFlTKhkU69JWsWYYCjFdNJ7ko1MDtDZW0FyX27ZtcsBBLJnJMwXLcttnHzrRz5bWGsqCXqorA9i2\nxYHj/ZnAU1Ph5/5bN7FpTRW2BTvbGrAsC2PMlBlCevYwublbwJfbj+/0ay62bcJSN9ETYqkdPjVA\nPOGwa0tjzq8lMx+RE0nHIZF06OoLY4zbBz4Uceuqpa2qdyvl/vSNTiwL6qoCXN7WwJfuUlNaMcDE\n7OHO6zfw5PNHOdvjlvvYsbEOxxgsYMfG+inFSBe7tCUzFrHSTCy5SfARJWTD6iq2ra/lYMcAxhi8\nHpuXP+xiaDRGNDERdLwei727WznYMUA8kSQWT2JZFvEkHD41yLXbVs3aQ2fr+nq+fM923vzoAo4x\ndPWF+e7PNOAGopkC12IU25koIXLFMYYPTvRTXe5jU0vuP/MSfMQUi0ktHo3EufmKFtpba+kZjLD/\nwy6GQ/GLAs8jd7RTUx7gw45+PPbs+zszjs8x/GBfBweO9RKLO8QTbgtty7I4fGqQq1OzlM7uUZmp\nCDEPHV0jjIRj3HLFmrz8u5HgIzIWmlociycZHB3HMeD12LQ0VaBPD9I3HMVxJoJKedBLdbmP6nI/\na1dVsHF1FSfPj+L32ViWhd9rzblcdvzsIK8ePE80lsQxhqRjKC9LEkzVcnvhvbOc6w3Pa/xCCHg/\nVW3+qhynWKdJ8BEZ800tdoxhOBRlLJrAtm0sK9U19JkjnJx0YNTtzeOhpsLP5tZqNrfU8Px7Z+nq\ni2ABl7c1uCVubHvO2cqZC6OZhnS2ZZHEEI8nCfg8tDZVcrZnFDvVm2e28UupGyEuduBYH36vzfaN\ndXm5ngQfsSDh8Tgj4ZgbBFI3++FwjH96TnO2d6KnR8Bnc9e162lprsgkBfQMjmWCXMDvpasvjG3b\nWe2trG2uyvTmAags83H/LW20NlVijOEfU/s/s5GDo6JYFaqfz/hYhAsDNZzvj3DVlsacFRKdToKP\nyMjmMGQs4S6xdV4IYWOxprGcc31hDhzt4/1jfUTjbqUCy4LaygBBv4e1zZWsba6goTqIz+sBFv4P\nbMu6Om7auTpT8fqqLY3cuNNdo3ZS6dCXGr+UuhHFqlD9fBwnwYcnh4D8ZLmlSfARGZdKLTbGMDg6\nTiSa4Odvn+HY2eHM63oGI0zKoKa63EfA78HrsWlvrWbD6koaa8oyN/zFnPi3bYsHb2/P9OeZKR1b\nUqNFKSpUP59waIRXPxrE67HYrfKz3wMSfMQ0M6UWR8bjdPWGiMYdzvdFOHZ2GMuyiIzHM11D07we\niy/e0Y7X48ExDlvW1bnN4aZd44Fb22hpqMAYuOHyVVkHCce59H7NXKnRUupGiKmGwnG6B8e5WjXl\ntJDodBJ8xKwcxzAwOk4s7tAYnOgaaowhPJZgJBKb+TUjUa7a0kRdtX/Gpm+OMTy1vyMTAM4PhLPa\nd3GM4R+fPczbh7uBhe3XyOxIiKk6L7jL4Ddetjqv15XgI2YUisQYicSwbRvbnrg5V1X4GI8lZww8\nlgVlAQ9NdWU01QXxembeuJzPvsvkzDRjDAeO9ix6v0YOjgrhiiccTl2IUF3uY2cOe/fMRIJPiVvq\ntOF4IslgyG3wls5iSzvSOcj3950gMu5mmvm9Np+9eSPHzw7TeX4E23YrC9RXBS567UJMz0xLZ7QJ\nIZbGia5hEknDjZc1ztmocalJ8ClhS502PByOERmLY9lWZnYB7rejf3nuY/a9dy7z2PpVlTy8p536\n6iBXbWnizIVR3j3ay4WBCN997uglx5Ltvsv0GdK53hCbW2sy9duu2tIo+zVCLJAxBt05hGXBTZfl\nL9EgTYJPCVuqtOHJFQose2qwON8f5vEXjtMz6K4LWxbsuaqVPbvX4kk918JNq+4ZHJvzgCfMvu8y\nWy+gqSysST8LIRbm9IUQw+EYG5rLqCrPX6JBmgSfFcwYw9C0CgWT/99rh7r56ZunSaZK5NRW+nlk\n75ZMYDDG4LEtGmvLM51IszV932XyLC4WT7KppYZfu1tNmSG1NlXS2T1MIFVK5/CpATq75YyOEPNl\njOGD431YwLZ1hVk9kOBTwhaTNjwWjTMcioPFRfszo5FYqmX1xFmea7av4u7r1lEWcD8yjjGU+T3U\nVQUzY9mxsZ4DqfpQu7Y0zWtJLD2LGwrFGI8m6B++ABi+fM/2zAzJGMO/PH8MkH0fIRbj9IUQQ6EY\nbS3VVJUXJgxI8ClhC0kbdhzDYGicaCw5Y1KAPj3Iky+dIJxOKvDZfO6mTdxx/QYGByOZ96ip8FNR\nNn2qbiaFhYmfJi+nrVtVyZkLIbdBW+r3kA5SsfjkLqVuld0zF0KZmY1jDLu2Nk9JtV6qPR+p9yZW\nCscxvH+0Fwu4YnMDEC3IOCT4lLj5pA2Hx1L12OyJemyOMXT1hkkkHT480c8bhy9knr+uuZKH97bT\nkGpZAO7so6E6SMA/NY26s3uUw6cGM9WlD58azLQ1SC+npXv8JJJO5nBqXVUg0257U0tNasYDZQEv\nfu/U4GhbFo/es4Md62uBpQsSUu9NrCT69BAjkThb19VSXeEnEpbgI3IkkUwyOBolkTBTEgocY3ju\nrdMcPjXIUChKIunOViwLbt/Vyt6rW/GkgpQxBtuCxtryKed+5jI5KSIad+juD1Fd4c9Upo4nnExy\nwpfv2QYYOrpG8HttLm9ruGhmY9tLf0ZH6r2JlWI8luSDE334vDa7tuT3XM90EnxK3FzLRSPhGOGx\nGJZtX5TJdq4nxIFjfYxE4pnHKst8/NKdWy5KBigLeAnUlc86jnWrKmltqrgocKTHlg2vbfPYvTtk\n+UuIHEk3YbxGNWVWKQpFgk8Ju9RykVt9OkrSufiwKEBoLM6zb5yeEniCfg+P7GmfGnhS+zsNNWX0\n9s4cSNLlcs71hrFw2x48cGtbZj8nnRTh91qsba4kkXSIpbqb+rz2lL2bQlQfkHpvohjkqqVCIBDE\nsi36RmIcPTNMdbmX9Y1eImH33/NYJDzHO+SGBJ8SNtNy0dVbm6ivDhCJJrFTDdem06cHeXJfB+Gx\nicBjW9BQHWBjy8RN1xhDY00Q/xz9PSaPI+D3cq43lEkUmJ4UMVvCQSFnOFLvTRSDXLRUGB8Lc/32\nRsrKK/mLJ44A8Ot3baZtTeWU51VW5v/LlgSfZcRxHAZGxykLeGe8ecYTDj976zSvHerOPObzWFSU\n+fB4bJKO4XxfhNamisz5nfns78xm+mymGPdSpN6bKLRctFSIhEepqqrmpQ8H6B4Y5/arWtmlWpf0\nGguV32I+Ykmll4scxyEeT7JxTTUtjZVTSuOkXRiI8L+fPpQJPBawe2sTDTVByoM+Aj4PlmXhYAj6\nPTTXZR940uMwxmBSDd2WMgX65PkRTp4fwZG6bkLM2+kLYX782inqqgI8eFtboYeTITOfEmZbFndf\nv55Nq91v7C1NFRfNeIwxvHn4As++0ZnJZqup8PPQns1sXFPNc2+dzjSGa2+tYdv6WqrLp/bfmcn0\nRIfFLlvNlDgx057Wv/3Crnm9rxArWSLp8N3nT5J0DI/du53yPPbrmYsEnxKV6bWTcFjbXDnjc0Jj\ncX6wr4OPTw9mHrt8Uz3339JGedD9q//Udeu5fFPYnbG01VMemPrhTAeFwbEENUHPrEHhC7dtZtOa\n6gUd1pzt/Wba0zpxdojaMvnYCpGNDztG6B2K8qlr17FjY32hhzOF/CsuQVN67cxycz92dognXzzB\naCqpwOe1+eyNG7laNU1ZlrMti7XNFTTWXNx/Z3JQ8Hlttq6rnTUoXKOapxwohewPa872fkKIhTvb\nE6KjO8Ka+jK+UETLbWmy51NC4okkPUMRRsfis/bLSSQdnn29k28/+3Em8LQ2VvAfPr+Ta7Y1Twk8\n6cKgq+rKZ2z8NjkoWJbFRycHLnluZ77Pn8tMe0mb19Yu+P2EWCki4wleO9SNbcGXPrkJn/fSGauF\nIDOfEjEcjhEei2NP67UzWc/gGI+/cIzz/W4NNgu45co13HnNuosaRTmOQ3nQR23l3Ps7sXjSPS+U\nuuxs52IWGmhme78ZU6CXIPtOiOXMcQz7P+hiPJbkyrZqWhrKCj2kGUnwKXLRWJKhkNtrZ7YbrzGG\nt4708OzrncST7uHN6nIfD+1pZ3NrzcXPdwy1lYE5Nx/XrarEY1ucHxrDstyWBq3NFXR2j7J7axNX\nb3WX8NKBYqGHNS91zkZSoIWYn3d1Lz2DY2xYXUV7S0WhhzMrCT5FyjGG/uEx+kfGLuq1M1l43E0q\nONI5kVSwY2Mdn7+1bcbgYoyhoTaIP4tp+JkLIRJJh/qaMnxei0TS4R/+9WPO9bonoqfv6WTbJG6m\nPSAJMkIs3qnzIxzpHKSmws+Nl68mHi1M9YJsSPApQuFxt/p0Q0PlrHs7AMfPDvPES8cZjUwkFXzm\nExsu2tuBqY3f5rN0ZVkWQb+Nz2sTisTo6BrJ1ISaqQDnpZrEgVSMFiJXhkJRXjvUjddjcdtVLfi8\nNvHCFKzOiiQcFJFEMknf8BjDodis+zru8xz+9Y1O/v7ZI5nA4/VYXLm5gatnCjyOwe+1aaotyzrw\nOMbgGENrYwWO42CMYVNLzUVtDqa/ZvqB0KVOQhBCXCyecNj3fheJpOHGnWuy2ssttJzPfJRSfwbc\nnLrWN7TWT+X6mqXGGMNIOE54PJU+fYkA0TM0xveeP0ZXKqkAoKLMR3W5j3N9Ybp6w1PO/TjGUFXu\no6rcP+P7ZXO4c21zFV/Yu4XqoIen9nfMuKcz2wxHCJFb6Zb3w+EY2zfUsbFEiuLmNPgopfYAl2mt\nb1RK1QPvAxJ8JomMxxkJxzHMXH06zRjDOx/38JPXO4mnKkKXB70EfR6CqdbWZlr5GeMY6qv9BP0z\nJxZke7jzXG8I27Lw2vasiQGXOvsjFaOFyJ0jnW7jxua6Mq5WTYUeTtZyPfPZD7yV+nkYqFBKWVrr\nFV+kK5FMMhSKEUs42JaFxeyznch4nB/s7+DwqYmkgu0b6rj/1k28+uH5THmcLWtraGmqcBu/2RaN\ndRcfHJ1sIYc755sYIBWjhcidCwMR3tW9BP0ebr2ypaSOIuQ0+Gitk0A63eIx4BkJPO6ZnUiqwdtc\nN+ITXcM88eIJRsJu22mfx+aeT2zguu3u3s4nr11Hc20ZxsCurY1YBvw+D/XVgUvuG13KTLOVzWtr\n6e8Pzes1hezRI0Sp6eg4RaBsomGj3+elqXH2kjjjsST73u8FA9dvq4XkGNNb8xSqV082rOlLNbmg\nlLoP+H3gk1rr2Xabl31QGo/GGRiN4jhmzsCQSDr8+OUOnnujM/MHs7a5kq987jJaGt09HccxPL3v\nOEdO9gOwbWMDj96zndqqYFbjcRzDPz57mANHewDYtbWZR+/ZgW1bOI7hxNkhADavrc3qG9VCXiPE\nMpf1P4J/+N4vTGXdxMqDNznC7Z/YOeNzk47Dn373Q450DvFLd7Zx743rZ33fqqqqSy7p58GMfwb5\nSDi4CzfwfPoSgQdg1k6Z+dbUVLWkY3GMYWh0nGgsiZXFh6BveIzHXzieOU8DcNPO1dx13Xq8tsXA\ngPv42Z4QB4/3YVkWBsORk30cPdk/r1nG3detY8d6t2TNhtVVU2Y36QKe/f0hGhoqeedQV+Z5s83Y\nJr8mF5b672YximUsxTIOKJ6xFNM4smYHcJhIDEomvcRiM98vnnzpJEc6h9i9tYk7r95ALDZ7jOvv\nL+zsZ7Y/g1wnHNQAfw7s1VoP5fJaxSo85p7ZsWxrzsBjjOFd3ctPXjuVaTNdWebjoT2b2XKpmmbG\n4PXMXnbnUrJZEnOMO0N6+7DbC0jO6ghROO8f6+XZNzppri3jK/dsX/DyeqHleubzCNAAPKGUSj/2\nqNb6TI6vW3DxRJLBUJRkwmBlsfw0Fk3w1P4ODqX2TAB2bm7kszduoLJs5my1NQ3lqPW1nDg3jGVZ\nOcsk6+we5cDRnosSE2QfR4j86h0a4+9+cgSf1+a3Hrg80xqlFOU64eCbwDdzeY1iY4xxEwrGE24R\n0CwCT0fXCE+8eJzhVFKB12Nx9w0buOfmNgYHIzO+xjGG6go/v/opNe/+OUKI0uM4hr/9yWHGogm+\nfPc21q8q7SMLpRs2i9DUMztzB4Gk4/D8O2fZd6Ark1Swur6cR/a2s6q+fPbptDHUVwUyZW5yPQPZ\nsLqKXVubpyy7yVkdIfLrX9/s5PjZYa5RTdx8xZpCD2fRJPgsgfmc2UnrHx7n8ReOcXZSUsGNl7tJ\nBb5LlLCxLGiYofFbLtmWxaP37JiSmCAzLCHyp7N7lKdfPklNpZ9HP72tZPd5JpPgs0gj4RjhLM/s\ngLss997RXn782ilicTepoKLMx4O3taHW183+Osfg99nUVwcL8sGzbTmrI0QhJB2Hbz97hKRjeOze\n7bPuAZcaCT4LFEskGUyf2ckyh34smuDpl09ysKM/85jbmrpt1tprMHd9NiHE8vXie+c43RPipp2r\nuXxTQ6GHs2Qk+MyTYwzDoShj0USqz052s5CT592kgqHQRFLBp69fzycuW33J95irPpsQYvkaCkV5\n6uUOKoJeHtrTXujhLCkJPvOQ7rNjWVbWJ4aTjuHF987y4vvnSBeTaK4r44t3bGF1ffklX2sBTXPU\nZxNCLF/f33eCsWiSL92lqF5mKx8SfLIQTyQZCkVJZHlmJ21gZJzHXzjOmZ6J0/437FjF3TdsuGRS\ngTEGn9dmTWMFfX25qRQghChuw5EErx3qp7WpgtuubCn0cJacBJ9LWMiZnbT3j/Xyo1dOEY0nAbf9\nwYO3bWbbhtmTCgCM41Be5qemwr+oxIJsWlcLIYrXByfDGAP33bRpWdZJlOAzi/FYnKHR7M/sTLwu\nwQ9fOckHxyeSCrasreHB2zfPmTBgHIeaygDlwcXt70jraiFK20g4RseFcdY2VbK7hHr0zIcEn2kc\nx9A7GGFgJOomFGRflJbO7lG+9+JxBkfdxukeO5VUcPnquW/8Bhpqy/B7F7+/M1ufHkmVFqI06NND\nGOAzN25Ytl8aJfhMMhqJERqL0dAwvxLksyUVPLK3nTUNFZd8rTEGr23RUFe2bD9kQoi5qfW1JJMx\nEkmHk+eHqQh62L11ec56QIIPANFYkqFwus/O/PpeDI66SQWnL0wkBly/YxV337B+zlmM4ziUB73U\nVmbXfydb0rpaiNKzedNGAN74qJvxmMPd16/H6yloH56cWtHBx+2zE2U8Nr8zO2kHjvfxw5dPTkkq\n+MKtbWzfOHv3wTTjGGqXYH9nJtK6WojS9cbhCwDcsgwz3CZbscFnIWd20sZjCX70yikOHO/LPNbe\nWsODezZnl4tvoKE2uCT7O7OR1tVClJ5oPMmRzkFamyrmPAdY6lZc8FnomZ200xdGefyFqUkFn7pu\nHTftXDPn7MIYg9dj01ATlJmIEOIiR04NEk84XLm5sdBDybkVE3yMMYyE44TH4/M+swNuFtxLB87x\nwrtncVJJBY01Qb54xxZaGi+dVACp8ztBPzWVy+uUshBi6aTrPl7ZvnxquM1mRQSf8Vic4VAcx8zv\nzE7a4GiU7714PHNoE+Dabc3c+4kN+H1zL50t1fkdIcTydvzcMD6vvSKWzJd18HEcw1BonPFYckEJ\nBQAfHO/jh6+cZDzmJhWUBbx8/tY2Lts0d1IBsKTnd4QQy1c0luRsb4jNrTXLOsstbdkGn/BYKqHA\nnn9CAbgfhB+/dpL3jk4kFbS1VPPQnnZqKuZeOpP9HSHEfJzqHsEYaFsBsx5YhsEnkXT77Cw0oQDg\nZNcwf/v0QQZG3KQC27L41LXruPnKuZMKQPZ3hBDzd67P7Wq8YdXKOJO3rILP5K6iCwk8jmPY/0EX\nv3j3LE4qq6CxJsjDe9tZ21SZ1XvI/o4QYiG6+yMArG5Y3inWacsi+Cykq+h0Q6EoT7x4nJPnJ5IK\nrtnWzGeyTCoAZH9HCLFg3QOp4LPMz/eklXTwMcYwFIoxFktgW9aCWxAc7Ojn6Zc7GItOVCq4/+ZN\nXN6WXbqj7O8IIRard3icyjIfZYGSvi1nrWR/l2NRN30aiwXf8KPxJM+8dop3dG/msU1rqvk3D+yE\nRDKr93Drs/morQwsaAxCCAEwEo7SUF1W6GHkTckFH8cxDIbGiabSpxfqbG+Ix184Tv/wOOAGsDuv\nWcutV7ZQXx1kYCA853sYx8lZfTYhxMoyFk1SU7Fy7iUlFXxCkRgjkRi2bS848DjG8PIHXfz87bM4\nqf4HDdVBHtnbztrm7JIKANnfEUIsueqKlbOCUhLBJ5ZIMjQaJemYRc12hkNRnnjpBB1dI5nH4RTF\n7gAADJZJREFUrt7axGdu2kggy6QC6b8jhMiVbM4QLhdFHXyMMQyHY0TGE249tkXc7A+dHOCp/Scy\nSQVBv4f7b2njis3Z11DKVf8dIYQAqCyXZbeCG4/FGRqNY1hYPba0WDzJM6938vbHPZnHNq6u4uG9\n7fNKEshl/x0hhACyXoFZDoou+KQbvEVjCfewKAsPPOf6wjz+/DH6MkkFsPfqtdy+q3V+AS0P/XeE\nECLoXzn3mKIKPuGxOCMRt8HbQg+LghvAXvnwPD9/+wzJVKWC+qoAD+9tZ/08SlfI/o4QIp9k5lMA\nPQPhTCHQxRgOx3jypeOcODeRVHDVlkY+e9NGgv7sf7uOMZT5PdRVyf6OECI/sq6msgwUTfBJJJ1F\nB57Dpwb4wb4OItEE4E5h77t5E1e2z68roOM41JT7qSiT/R0hRP4EfMu/lUJa0QSfxYglkjz7eidv\nHZlIKtiwuoqH97RTVzW/vHljDE11FYwOR5Z6mEIIcUkB2fMpHV19YR5/4Ti9Q2PARFLBbbta8cxj\nJmWMwWNbNNaWE/R7GJ37JUIIsaS8i9jrLjUlG3wcY3jtYDc/e+t0JqmgrirAI/NMKgC3ZE9ZwENt\nZWBRZ4mEEGIxVtLtpySDz0gkxvdfOsGxs8OZx3a1N/K5m+eXVABuEKsu91FZvnJOFgshitNizjSW\nmpILPh93DvLkvhNExt2kgoDPTSrYtWV+SQUAGEN9VWDeAUsIIXJhJa28lMxdN55wePaNTt48fCHz\n2PpVlTy8p5366vmnQ1sWNNQE8XpWzgafEKK4raCJT2kEn/P9blJBz6CbVGBZsOeqVvbsXjuvpAJw\ny+T4fTb11cEV9S1DCFH8VtI9qaiDjzGG1w5189M3J5IKaiv9PLy3nY2rq+f9fo7jUFXup0r2d4QQ\nRWglVVIp2uAzGonx/X0dHD0zlHnsis0N3HfzpgW1mTWOob46QNAvB0eFEMVpBcWe4gw++vQgT750\ngnAqqcDvs/ncTZu4akvjAqelhqY62d8RQhQ3yXYrkHjC4advnub1j7ozj61rruThve00LCCpwBiD\nz2vTUF22otZShRClaSXdp4om+JzrDfF/nzrIhXRSAXDbVa3ccXUrngWc+jWOQ3mZf0V1BhRClLYV\nNPEpnuDzJ995h0TSAdxWsg/taaetZf5JBQDGONRI4zchRAnxeW2pal0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"text": [ "" ] } ], "prompt_number": 50 }, { "cell_type": "markdown", "metadata": {}, "source": [ "73 countries are missing from census data but present in telco data, depending on the handling of this missing data we will get different correlations:\n", "\n", "- fill with zeroes (outer join)\n", "- drop them (inner join)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# outer join\n", "kt_test(census_vs_telco.fillna(0))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ "k 6.976619e-01\n", "p 4.958213e-53\n", "dtype: float64" ] } ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "# inner join\n", "kt_test(census_vs_telco.dropna())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 52, "text": [ "k 5.978741e-01\n", "p 4.160940e-27\n", "dtype: float64" ] } ], "prompt_number": 52 }, { "cell_type": "markdown", "metadata": {}, "source": [ "A graphical comparision (outer join):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "census_vs_telco_ranked = census_vs_telco.fillna(0).rank(method='max').sort(columns='census', ascending=False)\n", "census_vs_telco_ranked.plot(kind='bar', figsize=(20,5))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 53, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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//oJGh4OECrcWKtWdLJ/P68knq5uU6Otbr6U9yyW57o2LFi2u6vyzgC5hAAAA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\nPV4tDwAAANSYn4jI5eaotbW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GaL0fkbS3SpzDxpgLrLUXeM8YYSPW2neFYiyVnP6QpDNV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\n/WePDlrI90tBxTaZy92/3HI/dbTog5ZLXmfEfU0zs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P9ORf5f4sGEKufQiWTy633Q2L5M\nhw6cvQQnFon7/TLas5YElogg1PfbvleT7tJKy8CIcdYMco1y9y/FdddDevo5NB4lr11bN7GyBPuT\nqBKjUp0TNsBIqzXhiT/PLKUAKPCWEi0peNOWaCmlDOA2yneLn180s88m3zyJ9b0zLvB/PBhUSMlB\nMJtFNtkzX8kJaKJMR07rZDRpLkRZhNIZvBEtpJuL8z8fxy9JJqBNde3fQgpw5/hs7iIQdCBacA8j\nw7Uk9a2ItxNfno+M8jpSaZjVWp2biGZvRkgbi39p01rH3StQyDB4LzVlUBKE7zyPbjteQPiKr5Ub\nY1/RL6XchpTNCgi59Dxy2j9LNQi2PDJOEu/PLN65ZGIDxD3S8Z7sQ7beq8mhCHVTtkpcgp5RNw0J\nZ7UvkOktkCG5LnnebYXmdKea7MY8gVbEV5JdkUH0PXd/w8x2QJmFX5CNquvR+hnNhyTdrUnD6azJ\n8FogCFPUezOk8E4q5uyxaFOty3WmDmwLhrP5ZeQw7kxuVbowCk4sz8xDQn9EBMfCOfgSyronxN7l\nKOj0LsoedcV3XkU6qk7ODBkafy0irV3Se+hcZ1WehsOQE1nvojfOVBLUhebr3sA7JkK7knS/5EPq\nyIMV67nUEbNZk6S4y4uyM+8FYWMZQXIQehefMrPEczMWoWEWa3EWR4bxcjO5Hv/uDvf/PyphaH46\n7mcAmmvzu/s6fQiAlFIGSZMBNwSt3WT01dGiF9HOi1bXhXegjNqXgStNxMivtLzD4R5IPOAJdz/Z\nzK5293q3vLo8Hc+3mzcz78OsCaNfpOUc7xRB1dsRAuRK5GAuifaNR5Djnu63kxP7VXLbctBavR4Z\n6b2KV7tgvoMcwetRGVx5vU95FU05kHYunzm82SH0uCKr+KYLEXoicJyZfQ34vrejjLrFhMbZGgWZ\n7qHK8XRgHLNw8ZXkYH2AjO2kJ0aguXAu2quXRjbOQygQdw4KVIxBJbYXmRIHv3P3P8a7Kt9hCozv\nYhn+P683SxTKwHeS51GnrTKxkd7b3igwPsbFo9Af+TVwhwlpmDgjDkb776IxHmWGtpsQN/TZQogI\neDd3T0nFb8c41cv7Es9PJx7B8Z7bH7+Iyi6nUDi67n4vNfRfrNGlIyhF3PP9yB64FPFJpKDSZ1D3\nnhXQPF6cQJV7jROvr2Ltnfp6RXsV8k20P45C6IzzaS+tTNcb7DnT/ycUIN8zrrtrnOM8ei55S1xn\nc6O9bmb5D/+J3l3ZZntc2F0jUMIQZHscjwJ8vzTxd87nfUM5t63pHbzKI/VWPQhUyLDiXR+JysNW\nsSbh/1SaybH7PBLxZnYWCkI+4u5ft5zYGk61GUFfZH5U+pbu6zrUtOAmNFat3ZGsyh03W/xLST7I\nZWADWwIapc6bgAJey8a/tMafRAG6H8ZxpS5q21O+YEKglDQMoyx31kq8U0/WbN5LgCNib/gskehA\nYIJ36YBI8Vz+tIe7rxM//8iFek/B8JJz6D2UkBmL1lciSP87PQMROgUnBnguS52CbOoTeji2TbpL\nK5EuGoNsm0ThsgAK5H7LMrfX6iip8Dv0frp57XqY92UJ9iSk/7o5Ek2laieg8fiSV5vwfFh5HSWO\nRvb1C8V4jkQJj54Q5Hsgn+VfyMadqST9xx0MWqm2GM068+f0VZYlcxAkcjBMkGhD0esH0QRbGk2a\nO1FEegOkhDrCyUPuMXVPqnBgePDOmEqGEinr6gitsgZ6ab8jk8K1Smy6R6IuB52IL0+n2er8p8ig\neA8FD1KEfgYKltXbSNazLuuTYd7pfuoZnPL9Wf1ddnq2ON93TDXQ6yPn9I/kutZ5yEGwYcAdRRCs\nN2VyJbCMmd3undFXH6r1Xk36i7r5MPJTD+RbP6VtnrQhvgBw9ztjY00b5J/QBpWMqqEIQruDR6vb\nj1DauhuVgYO295oMpHc8Sh5QMDeh4ioIQRcC8LMoyPMrZHT/k2ar0jvRXJlZSOhAirp9pJz/TUbs\n/RVl1C8ml39djoz5vVxw+CE96SJTacRQE+FtnY9nc7TJGXrvtyFj7r9UibHHAl/xAj1jQp3siJAS\nH6CxLJFCj/X0wGb2RWBRrxISToznK0mKu6gFJryGsDGzUSYSxRJB8hyZoD/JH1DWexWk0+scdM8j\nQ3AA8MdwmP635NMtwYDX+hgA6RZvkvknKPML5K4jfdFH9TKzVVFA9d7QAa+hsZ2LXMaTeCNmWN+Q\neHXZiZbMe+ik76G5UsLoH7YqGgXULbNeBr0c2amejtAi27t7G/llXQYhAy11chvT4diG1BzeudHc\nfsaaJcqLWsGzg4Lp9zdOqPGod8t7x9rLtzaNoNEUMzuaZsnDp5BO2xyN0yTUtaQnY/9MNI6PofWz\nMEKwjUKcTMtbM2G1DCq/HUGzU9fjZrYGMmTXNgWpRyKEdf0dvkmG/98Xc/bKdGMe1AJtEjZFKnkf\nYGbfRkGEF8gdT38H3OY1PoY2cffTzOx0NB8HoLnxNaSzR7h7b+iUh+L4U02oioNQN7n5O1yzE4/g\n963Z/njutvO0nPf12kfdiAbkMJRybZx3L7QG50NcFzMrbZ36el2TlrkpnyRzUz6EgnF/pUZHYOLd\nOZpqG/F5PJCqplLtR1Dgq4EWRLpnTNrfXKVfM81/iMrbPle7x/sRaqMeDEwd+15DAZmBnXRrf9Z0\nCgr0IN9DiMDyXe+F7JaDEcfpr5Gz/ETtuwtZLt8+Mv6eUPhPeEafHEovCbTwPbZAgY8ZKOD3VaQf\nd0V7+xoo2bqj19AP8ZwlLUgao5PJRNgLxrmfp4eSmjjPWp3utR+yErk5Twr8jCR31koyV082r6li\n4hX0Pt71viNVR5nZJijRMCjsigWgQXmwONo313IBEfaP+zN6oEwpghOLUE0Q34rIsPdEOnMIWmsP\nx/ONM7MjyMT3bQnwnchIpmkoKPUqeZ+5BZXblc15RqLkzQEuVF03r10HSfc9C5prp5lZQrT+BfnP\nf6fZhKe1NNbUMbNXu9KFwlsIocautShNbznfoLCHSzmXDghyV2fcT/EhO+N+3MGgTi3VZ1rKRWwq\nnXmJKvFUCZd8z1RK9XlkeKeoc6810aZyjw2pdv+BbIgO9ly69hXUdeO/wH+tH7V71gvxpbeQcaFJ\ncgmwnKtbWlkf+g5NTo0BaHItgCbaZDpkXUI+9PsLBze125sdKaBtUY3+wrH5/geVIk1HRkBvQcMZ\nKLjxplWJuEZDN4Jkfz5k672aDLP+oW76JGY2n7s/V/u4RL51d7PoLVPVNk+8HfGVrv0jNG+Ho43i\nMKS8SsjlWWFsf9TS1t0IcuBgaWuiP76AgjndJUIumGcrcZqpVOOwUMYpyHEoLTD4CMzOLCT0WGQM\nPIiMmSdQkCLB9RNir8uLklZTx8IrYw7NEnpqaeTUpDmRSiNmQWNV785yLTKkb0LlQbeh0pKLqQaI\nZwVON7PxyCG+F20wN5G7Og1FkOm+rPsHqBlaXhBhxvPVyTB7klYEST0YZerQ8hjRxdAKDroIsuxM\nDpZtZO1thD8u8VowYEGEvqh3neqT0RcO0CEElBk5SakDR4/6yDI/zPtIB6Qysz8Cq5nZ5sjoOhsF\nft9GBt4lZOMaBOueZip1mIcWboHGALRn3pdERvqjaH6WpMv30Ox4MgdyXEo+lonkRMYQ5Dz0tWvR\nz5DD/S6yAwah0qW+SrfDiwzaMQjllwio/xr/P4+IMf9DQOBpR6qlDqErWe4SdhHSASNRtrTb+XF1\nD7oSoVk+WzvX75GzuLrnTjid5N+oXCUFJpZEOmFPZB/8pSVhNTmu/V+anboejnE4zNWAYxmkay9E\n73Ay+R1u5kIJJWTjHN537qa2Vs6vUeWH2wsl/3oNBlk7p9H8ce6FYpw6irs/aQqQ7xvP+ZaZfYXc\nejkdV29g0cYj+ATaBychW2kUuXS7X+KBAiulFnx5Gq39d5ED/mz9+H5ISUjbhvbqSRrclEWAsY2b\n8iCabcR3NQVKp6Kg16povzwwjkl7/cZoj2sNGnrBdRYOc70dd1ur9InhGJfv+jGUtCoJ5+9B+/qF\nyAE9BK2LFws7bRRV3drfNV2R2rs+kuq7fsTVBOYPEVB7FQVV6+O9PkquD0C29A1k1EyJPpkv9GLF\nxvAqYuapGJt/IB05Gu1dG6L1+gUyP+TJZraL53KrVolrf4B8i3rivi8JgpkSM1vdhQT8prtfE59V\n7HkLgvv4eSLVZNkIlDQ4HOn7ScAG3pn0vy47oPd7KLkct+LXmcqHZni1u91BZraOu3/eeu/AWaLu\nUoL4RLT3XYrKWZdHc/k+qqXUPcnh3p7w/lVxP9sCD3p0DjPxtn2z5Ts9Sf2+14+f34/7+xnaaxNa\nskJIbe0InR2RLddR2nwrM3uGXG4N8iV/S07qJRnovZTQ1xOqMyMfazCobsx/WLFqV61B5K5aA5Aj\ncVkc927LtVP3qXKS9lYTvQKwYIdoWzmeGyLIb5KOmdMwQFIA6E56J758rPbR8cAFRVSxrA891KMr\ni4m3IXEldYVxOgRN1FPoUGP4Yd+fqfNMF3Cru78TRv4ZwBkmNEAKgj2CFMgltPC3tMgGqDyvp4zd\nR9J6ryb9Qt20iVUzmiBlsC/Nlr8l8g1y951hvV2j7Z15E/GVZDPkSCUUzA+BnQqjKvHN1Bn+P7S4\nugLMQs+w/raI/wQE2a2UVXnPxGnrAp8xs1+7+1kAZjbGZxIG35O4MssXIkd3GbQxv0fvXAsvmLIu\n45FhexwK/hxKbhOcSlbPRe1KK+c0sxc9Q4aPQWv9Bm9CuJ9ERsvtcewqyOhM5bB9InEtAnQjaBIS\nLoIQSK1kmB1kJ3rhbuiD9MZB9XHLEsAjJiLbEcipfBvprofdvS9OUoIyH4ZIanfwgDKbkAx90UeJ\nH2YAMmQmxufzIOPxu+5+v5mdGYbHY3H8bOQujvMgWHJ5axvToUtcKV7NvN+OnOxN0frsJl1G3Q67\nA4wR2DrV3TePj3rS20eb2d/7eC9XAotHIPaDfgQgknQ7vIjI/kYzW9hzFnXT+Fsa81La5uPLHt3y\nzGwRV5n09sgmANkF9Wd4Ffh2OKvl56v181kmeIEedvd/mdkKLjLTgeWBxV49Ju7pXJod2F5Be8hy\nJu6TYcjQLYPLKbGwg4lDrbxGl7vX98I2aWvl/JC38MP14VzQzkt1MyIR3d2qSbW2YMA50M2HcoiZ\nXYUc/t9SLR2CnEhM0sYjSOH4t3GmdRQTX8kvOxzS3+BLX6Xs1NdAe3WQNm7KFGBsowJ4z5ttxB9C\nuvVAtAedD2zntXJKU4fRvgYNt6AWnO5BdkTBj1WKzxYgUyOkuTMbSt5sgOyumxHf0wrxHFfXTzwT\na7oufX3XS7j7VyiagBT+1hjLvHRDEZ9WV9xfiT4Zj5AnpY1xHArWJknopXJtboLWwDOe0fe3RdB7\nErWOoNZMEiaqjPnoe1Lgo5A/mTq0HmSZJPhX6WcXyj0R3CebN3X0PAqVEp0KnOXudcBBn8SFUknk\n8eORbj7HzE6mSnnwiDW72w21vnXgHOjNBPGJnkvHT3OVT1/tGRzRm7QmvFGQsryfwZbRwqMso57v\nonfQQP2+TzGz7d39h/RBQo/XETptfIxt0uZbPYvWfm9ltMOsnwjymZH/65xBZVetzemZt6VRnkYB\nl22ZND3J3TS7/5Ryn4kbYg5kGF4XRtS3aRoBdbkZveQ+I5VqsrDnTmdQjdCvYsrgDkAT7w3gClPm\n7gV3XzWCRr/iwxMBd5K1kdK/n+C36G8QrAe5is4Zu4+k9V7t+/1C3fQgbRnNxr1EsLPefecj64xU\nyMAIEKbf50TBwfURyWAXgoT2JxrfJ7Gi7TvtGbqpLd95FDlwfSVO+y8yNI43kc/Vs3wf9hkOjAh+\nuYHOjpzcNqLB+vfHoYzNi2bW/cwmXq+ptWNfRIiGGykcE9Qe/Hi0JvaMzx4w1Vm/5e7LxVq/Mhlp\nAO5+k5nN7h1IXHuQkuC5HnA5kT6QYdbFPxruht44qD5u2ZI8Nhei4MnrKHnRaM/cQe5C+vN2mlDm\nh4BDOukjL5ABZramV5FpR6OM+rddHT0+j5yFil41kS6nWvuExCkNuP7IG65s7UFx7jJpMohmgHE5\nU2lRaTQuhPR4kp66zpXPcKK7fzfsgu5AjTU7dfQmv6NDB5YiKHQ5cqS67RBTJ6c6wuOJsCH2Qqic\nH8a576LaIe4dqk4VdUd3JuTGCM7dRObZ+peJl+jGHvbqnVGAZ2mapePLUG0NnbgpppDXQioZ2ASV\n4lxNTjr0Wnoe0tbK+QPL/HD7xPl7Ra+FtPJSufu4Xr8p+ZOZ7US1jOIpd68HfhriLTyCJlLzSWjO\nJ7uolXzUzDZCNkS981inYFB/gy99Enc/o7iv/nTq6y835aOW24j/HAXwXkeBjI4lZvTQVKKH61SC\n0x1koLtXOAtNlBUTqCGt3P1NE9H3Omi9L2sir72VrN96Kq3pk5iSjlsivfguQvzcBHR6121liG1d\njK9ENsDPKHgywwZ7u8XGqIxtD3bdmx7JutqxD5sQP3Upk4Fd6N0f6e4/bTm2z2JVDqrKOLr7b0yJ\nmQcLX+UglNQYTU5elj9fSrVbVNnR8ybku747s4GgOOc34z7KBNyt1DiHTHQJU1B3u8eQz/oiBX9m\nBx/sPWsmiF+xmSsdT1ImvOdA4zYSrd/u+7ECLWxKnPZH2u67P4ntXhE6vXy39K1mQaXDfbG3d6FZ\nQt/XssE+y//1YFBfeVs+qvK08eTuP2VmKBmO30dRwxEI/gwa4zWodXRokZlBKvUotQj9W0ghXIwi\nmqkTwP0o65WCRrP39zr9vKcDTdnqL5tqjj9AhNwfJggGUsCdMnYfSeu9lu8/1vJZXztlQHtG82Qi\n+2cduu/M7D33ImdG0HB8OC9fQIb1ZxEKod4m9KOUetv3vsD6+02c5oJp72Bm28b55/xI7l5yYfxf\nGicfUCuNss6dca4pDNutUUahLfhxHVUHOEkiEd0EOcSXIod9y7hGWuuYWvZOJW+MH1iG9Y/2PsD6\ni4DVjlTRD13ofSyHMk4dyTB7OHdv3A2dOOgWsF7Iqz9m6W4ZjozVeVDA6rG6gdyLJIc0facCZfYa\nyq2f+mgizU5WF0TQ6O4whg9A0PWSP+NCM+tL98Q2qT97+fvvWz77Bcr8blp8lsoW0rGvk8sWepJH\nY862kbX3KpY7npTj3+jAUshCwG/M7DLPHXbajr0OOa/XACeZyizuQnwAvXWI+7ByOHICU9ntRHe/\n3VSOeZqplXx9r076uosmerPevXMJYDGPJhWlmDK0ZevnSaZMbF+krZXzcSj4cx8y+H/s7jd2OomZ\nnefuWyCOppLTaALSJ216uy3I/2e03qcgNNSaiGdrHRTQKcvE6l3B2uQRNM9SB5lOKMcD0Hs4FTns\nW1B0HrOMNptQnGN2yxwwMx38Ka6xHOK+2y5+n4jW6zNmtmMZEO1B+stNuTOyu69DgaCTUOCmjny5\nlGYw6LZ+BA3bgtNt7/9KM/sW1Xd9P/CSV8vEjjclZqYhaoTfIee3OwjUw330V/6IktFrobmwFuoU\n2OldlzwvScYgBGIX0kGnIzTRecB8JlRMiT65rcXG6EswsNNztznvayO9OICMfB1qQoc+TkH43JdE\nkrVzUF2D7I80jr8hj2OiIJmE9NYXXYjTVMrUE/1GW0fPmepuXMh3aEnAeY1zyKvt4Z9FOuZW+uaD\nfQMFLfaL32cgHfec997EpVW8SvWS9pm/ttzPcMKea/O/epHyvmcmsT3MZh6hU/pWJ6I5+4L1UkZr\nZiUVDKbS45E+EyWivcn/9WDQMOsDb8tMTJqeJDk8pXS3eItIagUW5+7TydH0HuUjuMfnzWw1d690\nKIkI/RB33zt+T91Iroj/v1ccPtOBkb5IRHIvRwrvNmS0XYI6dJxIJqrrVxCsDxm7j6T13v+AtGU0\ny2fp1H3nIxcX2ulStJkfhAzsgci5OgFBGv+npD8ZOqBCnLYluZVwJ+K0Y4vvTjKhavb+KG4+ZA0T\nYWop16KseRcKPkGHzjhoo9suvrcqCuCe03J84o8os89newHLNRGlfxs4wd2/Vfv+Y4g3qNwYf0wH\nlEMvsjZqS/7PON9a8Sx/RkjEmckWdYsX3A3Fx52C/L+mD+TVH6NMJAdapqFAyyS0b/XZ6P8I97I2\naetktTsqu7oY7WMXA7+w3NED5CQsOpPX7BTQAwV/ytbUy3oHok8z+wRq692bU9vGhTIEGdML0Xs5\nzgSUuSy7YHaS51H2/0Azu4IO/Hyhh6eioEtyOjp2iItAXds674+c6SK+rRBihg0DvSSs6oFIa3bv\nvJ1aiUch08zsSKpcOQN7OLYiHq2lTaT7qZXzCsBodz/chBbZx8yO8Nzdq03SPNuaKqfRcghF+jpV\n22QAcojrsqC7b1/8fqaZvYOc8lK6aJaEt8ms7r5P+YGp61ObvOO589hLNDuPJbTZceR30910Jc7d\nr8YgLXIcCtBhIkBfGSWzRqP94PM9fxXoZ/I2nOnTEBmsee6Ot0cEgoYgnbuEiVMtyRCEGNqFvgUN\n24LTbYTzn49jtis+WwERqj+M9t3UCfMzyOn9HHKof+CZ3mJJFGjYipkoDyxkIVdJ0hS0roYjFEpX\nh3f9Fk2C+y/HZ0OQL3S4526g99NEn4xA8620MXrjJYXmnlBK23xcCI3nVGSjzoUQdK8jJHLZSXnt\n+pdbpI2D6mKErE7jiLsfm/bKUlIgKKQMtA4ofh+A5kE5l7qY+e7GSd7z/8femcfbOtb9/+1wTMks\nUSKpTxR+JJUU6UnSdKRSQpqVKJ6GR1GIUmkiIkoljWalyWNIZDrGDB9DFCE8iUTHcPbvj+91n3Wv\nte81r73W2vtc79drv/Zea933va619r3WfV3f4fPpwI0uBRW+SZzzt6bnPYWanmWrNdjdwD62/y7p\nB0QC4QFXmLgoWvuekeYSqzdWPSmq4vZ1ciJVVKbeT7w336VWgVyM50g6C8jWoShCWBR4n0sCzZJm\nKxLDzaq9yhSi671U6HybuF5vSrznnyfO1aZttApZleNV7wi5HvBTSW/1gA1RpnswqG/dli55gNYW\nb6Nkb6JK4homW2L/JU3qLyAmXV8kKg82o1Ye/zriS2Eq+QpxsSt/WR4q6TXEl8trezlomvh9jeZC\ndQOx3psCmmU0C3alf+2UjklR6tcSX3JLEBORd9p+evrSnorn3JsQeD+/kwydmugsuY22RAoQ70W9\n6NqtwG6DeB2JIivVEleXRr/YUQb7WiJ79svSw69mchCjMfv8csKx5yJqZcKLEovUQsSWlHnYglic\nnpR+DiIWBC8gtZfSusqhilUIEfiH0/NsQgSx7iMmcJcTIpHdiPO2pCow0mISOWrKgZZiQl4EPsoB\nkH5cNdvSJvDyHCUnq7RoehUR0HszEaw/j+hpP5qYiC1NLBrmUb/w6YZWC7+j03OX22gvUc2idzNi\nYrZNGsMCzUCFrXfTaiU3aBmo5sp2Kh1UrjkcWNak3llrkgNLwz5PAPspSvR/QXxmGnkwbXttmvC+\ngPi83kZ95fPKkv5G93pcrbhTLVpUeghEduPeuT2wExH4KrRyWk7wC1Sdyd+OEI1/FXGN3Z1YULdK\nplRVQ0AE/b5LaHV9zSXHUoU2TSOzVRKLV5T/X2W7rCFDSrfP6LwAACAASURBVGQ0vpby9e0FhH3y\nRio5zBH/642JOV8jd6iF85iTPkZDJn6tiuP0w2O2z0l/v5HQ+XqYqLRqu9jtM+Bd1WK2DfFePZn6\nAMd84NyUJKyqsm3kAuJ/Uw5O7wPUtTRVBatToLNIRp1CtIc+no5XDvL+SlFZ9XaisvcLRMCqH2ar\npg+zPpFwPJTJZh1l7q74jlyGCO5UrbfOaKw+Ib7LTiOCNMX/ZWMq1maqb2Vbn3g/bqFURdeCNWwX\n71FREPBbwh78P+n2crYfaHaABqo0qJ6g/n1coLPT5lgPUz+n/3fp9jLUvh9XJILOPy8FjxbQSUVT\n4mJ11q51IKHndFd6LWsQyYBOqnlOIALcVxLXv4OJ7/Ud0lgLE5fbieDFOsRn5AOSVrBdrmr9GpEM\nL1y0HrS9Uvre3t2hW7WA9P0M7QOy5X3mENeHu4AVJe1i++L0cLlqblK1VwPvBH6eEvOdBBWL83px\nYv7+GuK6P0EEVHe3vUHarso04WDglaVAELavTq/nMAa8dp3WwSAPRrelG1pavI2SUoS+sJcrR+if\nTiyEtyZOxHcTF7btCS2AU4mgUUsbyAGwckMgqBj7rxStMb1yGPBRNxGq84Cs9wZNVUaz4fFBaKd0\nQ/n8foKYvBdf3FP1Pq1CTBb+RgQgriEWIs0ydB3pLDXi6Nf9szrUXuiFUkZyMeKzVJxr1xOBkFZs\nQWRnC8emxYj/wWzi/WgMBlVln88hJhTrpO3fR1QuPEu1Eu6PEsGjq4nPwCKE0OUE4cL4AdpXOVSx\nBqGP9LBCa+aI9Hy7E1nbnxEZwjuJ6qGpopW16CgFpMuW4esT/+8PkSZQQ6TV+7MOMal7ATFpfYQI\nTBbZwk2Jc+oe22unhfBixCKrp8x1q4Wfoj1pV9W30d5OLTu8GuG68ieiwq+ZZmBT1ODKZruZHmDV\n2BudtSY5sKjm3va/6e8J4jPwaioEtx128asT58XGRBb2YKIVplz5/Aziu7MrPa429NrqV4ntbygq\nyorqxUMaq4dK2z4o6ffUFuuLE4HuTqpEqjL5H04VMp8gKqbuUIMIdgVFNURjG9adhMDrusBFkj5g\n+4qK/Qs+DZyVAh+ziNc+S2EbX9duyWS78sbr27LENbHczjifuKZUsQuxsDyBCNDWOY+pJr5KeuyR\nNMYlCF2jQSQ2l0zPtShR+fim0mNTKkVA6xazR233WsEIHc49VK3bdLvt/1a0/j+JOGefQlRR/JCo\nPHsbcY79ggiM/sD2ILQhP03Sh6HW1vmeNkG3uY139LDe+iURSL2j4f6qRP2CRXmq0Hg9IaZdtShv\nZDVJ6xXz4RSkeR7xfVA4Yf1Q0lkVAasqyhpU5Vb9H1DT2Snaklu2GTk0YZpWbUp6JuG89TkiofAy\nJrtCQofBB9t7S1rC7Z0+57mkMedoUepU929V26cqhLHvtn2wogKoPI75kp5sewfVKqk+K+kPDcfa\nBHhh4zrM9u8kVenndBSQbeCTwEa270+B77JJRblqrmm1V+Jq4OOKhOqvgRNtN76eRopA9KbUrm2r\nE9eXfzV8P6EwTSiSgRO2JyUbbFv12ooDYVoHg2Agui3d0FJAKl0EqlxDYAh6FW5iL5cmQl8nhLfO\nV2R9X04taPRr22dPOuDgaZUVqsymdshjbi9U17f13qBpktH8ve26wIHba6cMigXndzr2P4Hvpi/9\n8sRqYNULtvcB9kmBzLcSF+8bgb8VF7WGXVrqLLXhVuLzuVy7DfvkZ0Qg55J0+71ElVerhf8fFDpN\nfyMyFD8jskqrEQGVRqqyz4tRKhMmXu+zCbHXooT7i8Dr0iSlcAS5nQg6/Y4Oqxwq+DJwuUK3a01i\nYbU/sWg92KE5UukGMkj6zCpPJQssw4mg31VE1d1twxxE1fOp3pXzXOpdOY93EpmW9FNgru0iO1d2\nrJwK84GqNtqbndx20nfAlunv42iuGTgJNXFl6wW1dmApVwsWlvDPIwI8e5SO0agPdzrx+X8o3d+Y\niX/AHbQDdDj+Fzv04O6reLjrAGr67vkMcKBr7p3PJ4Jfn22yz9HEfKSds0oVVZn8+QoHnZcAeyiq\nj9vNdydVQ6Sx7Wr7mPT3JoSW0zmNr0X1OlIXE8GA+cR1dCkmt1vWVQolqq5vxxEBzrJN9jMp6elJ\nmmP7VCZXus4jkpZHpvdmlbT9N4ATbF+Sbm9GBCMGwVmSziCCHnboTs0mAiSDTmChMINYkVgQnklc\n844iEiFltlC4fDbajbdrWyvodO5R1m16ExGUe166vq9PBIHeR1Tg3Upck/9IzE2XAw5yvdhsX7he\nH+ZRd2BVbvtjTe6/reK+Zuut5W2/pMNhdrMob2Qv4HtpDgQxh3qAel25NxCBhE6CQe+jolU/rSHa\nvo+qFnE+o/R4eT5XfF8UupITjgri2e7ORKc49nHpd/nuKqfPWxVGBedS03O6hc5YStJLiffo5vTd\nukJ5A0WnyWPpc1/ctwqTHZAfbQgEbVv6u2od3UsyeJ7t+yHO34ZASsfVXuna8P20/yuB3ST9yPYz\nmj2x7TOAMxTVSD9Iz7FWengdQhqiTPk1L111HqT1+/IMmGkfDBoySyhakh5RtYBU2TGmipHoVShK\n9rYnyhI3JPoV77L9xSEPpVkZNtRr5XTLA+pNqG7UNOtNblpF4mrtlEFRnN8PE1ULfyUWsJ1elHsm\nBfPmAp9MgaFPEROtxsBNO52lSUha1/b1LjkplR57fcUu/bKq7Zc2PM8km9gGurX3rco+vx/YXqUy\nYeL9eaTIiEm6mMmOIAt0SGy/XE2qHKqQtL3DrnMetWqFU4CXu9SbDS3dQGY8KWtZ16KiPsTrB0yV\nS0xxTtws6bA0mWrlWDkVGf+qNtqfK1oAliU0L/YmgmtNNQOb0MqVra1xgTp0waz6zkn7r0J87xdJ\nmCp9uK2I/0dVJv7v6s+9pczWxHtYNX/Zgs50bcoUAalyJc6NwHKSPuuSg12J9Wy/TN05GRZUZfJP\nI74397X9uCLrvVOrg1BRDdGI7cskvYTQV7uU+kqXKh2p8uJnLvXtlrOpVagWVF3ftiaC+Y0VFmWK\n62RHrcpENn5BVbvtCxVi2X1jez+F3sVy1JJvT6SfDw/iORo4gAhEzyFak14E/NZ2XUtiCsZ8hHq7\n8TcoxJ5/QFxjVwK+Y7vO9CHR6dxjgW4TUfHybOK92JEISPyFWhKwCPKuSVQELQr8NSVOllVoP/Wk\nI6MmLdPq3jGxVy5Q6J38qYNte2nBAhZU2NdVvyhamFYgqp2hTStR2qdI5kN9q/7XCJ28Bxq2h+r3\nsVLEufR48RldhGg9+l7psbUkXUWbBHELytbprZw+30ecj5unsZxP6+qaMvsRBi+HEEHv3xNSJPtQ\nL8HxceK68oz02VuXmrFSwcOSZC9wtSu7TP9L0qcI7bePpuvhyj0kg1uZVCyomlMH1V6KFr7XEwG2\nCaIrpSnpOv8UwqX1stJDs4nvhvOo1/0sJxh+TMibfNL2Del4GxPX15bP2ws5GNQdhYDUJ4iF+6rE\nl3rBXkUEspF0co+KOcSHvph47kVkIoYdDPoMzScqnVwwmrErvQnVjZpmvcmjosrC8NBhVS+kz8gO\nxBft1cSFspF2OktVHEmpzFbSKbaLfvm96V9ro5G5kjYtZV03ptZq04yO7H3VOvv8HtvvVq1M+Bzi\nf1ieKLV0YFTrKocqvpCCR7sT507h6LGbouS1sQWvGyvPaU+a1B5OLAjmAh90CC9uS7SePHeU40u0\nOidmEXbntxDB/EtJE2DXO1YOPLCVJvkAKKoV7yEWlx8iPvMnEovLg4he/m40A1u6snUwvIvpwwXT\n9r2qr17dlQp9uGaZeIW+28MtPufd8EpJ37S9a3FH+r9/lt4+r5vZ3qRhzIWOxPlUZ3Jnq0snwxKF\nm1Q5k38jsXC4WyEgvQkRgKlsU0tjrKyGIKoly9s9Dhwi6cTyY67WkXo5USVZ/l9vQszJqgSkq65v\n97pNu0ypoukgOmtRvkPSyYRg9/w0psq5ay/YPq/h9nySqPQUMM/2A5K2A452aO8tWrHdLY2LakX1\n2ObEvONq2x9XtNdUBYM6nXss0G0ikipFu/cDjvaZ+5gc5H1QIcb7XSKQvT3Rev1XRfVBL9by5SRe\n43falGlPltgO2FvNXX7LdLUohwju2d6mdLsx0PzHNHeaRQQp2ukVNkvmF25OH694vOp9bCni7Jqc\nwL7AbeUxSzqfLhPEZWz/ouGuSU6fKVnyM9tvorVbb7Pn+C2lqrs0/6uU4JD0MyJIPg+40ZPdE/8H\nODV9l15DfE5eSMxDbiXmtWV30+d3GJAt08qkYsJ2R1Vzkpye72TgrS612bXgucR5/Bzqvyvmp58z\niGvF4kTi5Tuk6ihHu+SdwHGKaqJFiDnH12y3m5d3TQ4GdYCiJG4/IjPzFUIY8T+ERkHZleQkSk4J\nkr5lu3Dr+hId9n1OAbNcX3a6JPHlOFRsf2+KDr0u8b/5C3BFkVmdBjTrTR46aRH1T+CaNHEbyrma\nAiVvJSZNfybaiPZ3yYK1gaVSJQqkibTCDaAbBl5imcZxH7XJwofTRGSCaBG4k4ZFRQNVwpdVNHMx\nWgx4p0JnpVjA3UcI0J1c2n8JNTgwqlbl8GJiYVVZ5dCE9xMLnsWpCeKuSdJMkNQYlB1M7fv04Uii\nXe4SYpH4/XReLElrAc9hMumcgAWTxluJ7yWIDNyRRJBwARqw+YDq29YWpb5t7SHb10kqa1ic5GRX\n7g41AwcQ4G7prNVuZ4V+1IKMv7vXh7uIuH6cCJzicI7qla8S1UU72LakpxGaM7cQQYJuqUxopIVw\ns6DhYfTuZLgUURFSCFUvTmS5t1Z3AtKV2L68yf03EwnC8n1VOlLvIYL9bdtjXe2M9jFF1cL5tLel\n77RFeUei4mhdYrH8YwasGTVE7pZ0FjEfv1DSTkQArpEb0+L0D9TO0VVS5dhbqAUpG1tZgPrgNK2r\n5cq6TZcS10OAoyStSgR7nuSSZXQ6ftFu9SDRGnicpKfSoZB6xXhvgwVtKQfQvAJhSrC9TuN96fNY\ntW3XrWxM/j9tSe1/eL/t/5cqM+Z38v3YEAxfm+iimE+sKf7axftYJeL8VEVlSFlH6g6iCr9MXwli\nTZYqmeT0mdaC9ygqARv1M5t2r6i1OUdlpVmax19csX3x+GUpAbkjEcifTySC9yFEyRvdTfeh+2Rw\nle5c2VTl0tLfTV9LGt/yxHnxQklX2L69Yrvy6zufMMd5lRv0ciWdU1rLAPxE0vsa9v8RsSaacnIw\nqDM6beFojBKPQ9YXYpJ5NhF1P4pY6H+9zT5jj0Jn4XTiwn8ZMRnYLS3Kd+1zgjwMit7kP9DaRnxK\nUb3a/kqSdnZNbX+q+SbxZfdS2/c22ygFLDYFPqJoIShEPmcTlXpD+cJshe2V22/VlFbClwsCKE2y\nzycRooP/pL414yai1LycMatyYJxPfIZuo8sqB4cz2rkpy/wPYtFxHXHR/B71wqcLI4uUsuTHp2zg\n3rZ/2WqnIdPKlXMxIpgF0RZ2LHC/pGOod6wcpPlAuW3tTdQLQ1uhybBMmkRuR0MgylOnGVh+jts6\n2U5SVQZveSK4NcmBzR3qw8X0QxsQuhi/kPQQERQ7qpvXkY51mqQ/E/OEnxH6Evs0TFS74T5JL0sT\n4QWkoOFdDfeVKx0LunUyPIs4B8ptVEu4ewHpgaHJFZbPVzjptKy+UbWO4K5MbvWoqiqCDluUU3XT\nmYxIumDA7Aw8H7g+LXSvJeZWjTxAXCPL+ib3SrqZqFq4QtKeRHv8AhqSPG1Ftx3t0cVcpty+cqBC\nMHhHYuH3SJNFZ/lYd9N/S8h3iCB+ZQXCVJECKh+i3vn15ZTcl5sFGNosyjvhSUrtxLZfLGkv4Lxm\ngd2G5/4EMY+5gHi/9k/Xu+3p4H10tYjzc6npSG1HzN8eplrLp58EcVHd1M7pc0kiUPR24lx+gjiv\nW30fTIlchMMta9J1S1LZdANJ2xDVdSel21sSZhatkqfNdBLLelKdVs29l/rz4gBJx7gzA5q7K87H\nJVOg61xq8iYjq5zPwaDO6KiFY1xJGdQzicX0PODztv/aZrfpwFeBb3uyBeb7iWjxoAQRB07Kup+Y\nSjWPH/FwWqntTym2N+tw07uJi1u5AgUik1DVTjYyFIKWBxOTngkiyLKPa3a7VXTimgM0zT6/E/jf\n8oXRFa0ZrnAEIRYVOxAVj41tMy2rHDRZ+PY0YGn359oyk2h8/+4cs0BQO5eYn1B7DbOJhdLTqAmS\nH+bBmw+0alu7lnDjuI/IHl5MLJbHlaqs5T3ATe0q79xGH85hM3s90fL9TqKaqOtgUDrWNQodxBOJ\nMvReA0EQuhAnprFdRb2ORKPIeLNKx26Y54Y2KkkbqHsB6b5QCx0pRftH0W5ZBHaqFrtVOoKvdIMt\nfQt6aVGeElSyC3e0PKwP3NDuvO+BU4C3OemNEIvvHxLnFpLWSgvCqsDsicR3chGkO42GFrEiyaMB\niG47BNUPBg5WWMgPg1ntKhCmiO8TCYW9iPnHdjRU0jF1rWzPBl5K7fv3N4RGy0ub7lFjDrBpCuqh\nMNr4PfE90/Z9VOhu7iKpLFT+NNd0pAodLaXtywGxCSI4UCde3W7AaR52GLCzowKz0umzyXaziWq1\n100+co1OEyAVY1ssBZ+7pTDdeIGkQgN2MzVUC0va03ZXVY09Vs01Oy86CQYdTq29HeJ83JFwlCzL\nm7RsjZxKcjCoMzpt4Rgr0hfPjiS9Cts/TfcvJekg2/sOeTwvdjh9Vbmu9eK2trZTe0AZ29+W1Oiq\nMVZUlGo+Sqp26eF96Jd5bq62PxakcszvSfoFsKhDd6Vwn2ln77i56i11lyvdngpnsUOJyem1EAsT\nomS8acCnlwttQ/b531ToHLiiNaPxudLtXvXDqoRvu27FmME8SSE6CPH5Lm4Xn/WRtIU2UnX+Namw\nOUXSr9yZRW+vLKHJrYxrEW3AKxI9++XWx2cwovbadqTKuYEjaWdCyHJDQmvjeCqs6js8Vnkxsjjw\nVUnFsbrOztu+KQUhKnUkGratqnTs1snwDE1uo9oF2IzuBKT7pZWO1J0dPn9Vm8gS7aoc1F+L8lSx\nwC6cuCZuSRhDdGIX3g3fBH6tcGnandAQKZsefIQISBxB7T1ai0jSPA84Tw0C8lS3Zg1UdLuUjEHJ\nDU71TlMLxtNh9UEzHhtRBcJjto9TuPGdpKge/jUhlA303cr2fNVXXj6vdPtJTu3E6XmuU3d6nBMN\nf8+n8/fxBCKIWxYqX0s1HamnE9ozT6JWVbR96blmUWutWpyo7Gmn7XMkscYrWo+bOX222u7zDCAJ\nLGlJ2/9Rh27JzXDJdEPJ+MT2jel/UK4WPpXeW1y7rZqrOi864fGK8/ERIklcXsu01W1LQfZv2X5v\nh8/dETkY1BkdtXDQWqhqFFoZ3yJO8EuAD6YT7iZCBb6fzF+vbEFMlN7c5PFugyCtos0PtHhsXChK\nNd/YcP+wg0Gt1PbHjSOIdoYriazeT4jsXFPbdtuzmz02RdxVBILS81+taMPom2bZZ+KCOGnxpIrW\njAGzKxXCt1P4fNONh6mvDvl3w+1R6ch1hOodViCqcqa66quqbe0wokVjeapbD8f6fZwCNiIyvBc0\nBlh6YODl/yl7+mtqWfBW21ZVOrZ1MiyxG5M1EJcnFiIblBb6L6Vzh7JeaKUj9SVq7ZaUtuukTWRV\nYkHYtMrBLVqUVaHTkqoXvka4Hi1KiLd+xPb1zY7TA/3YhXeM7V+lCodTiMXmVg2P75V+b1ncp6je\nPY9wHuuUlqLbkva3vb+qW0MnbNcFmCT9l2s6REVSqp9W82a8mzjvh12BsEgKCPxDUa3/ZyJwX0Uv\nrWyN51L5urqKJrcT39PhuH8KXCap0CB7CVGhcjqdvY9/tX10+Q6FiHOhI/UO4lr2mvTdh6TVqLV+\nrkO0Is0iPuN/on0wqFOnz1bbtXPg7JQTJL2ZLtyS1b6KsKXxSR9j7aZqrtl50Qn/rDgfnwm8pN1a\nJu13IPHd8CgRtxm06U0OBnVIpy0cHbd6DIn1ndpwFCXTdxP9+Nv0WvLXD65Z2V9o+5jyY5J6yVw9\nTdKHqF58Pq2H4w2VNFGaJFQ3gqG0U9ufagvSblg1ZdD2IVpUjlHYsI6cUlbvbkVbZtEWtjmRIR0E\nldlnomLxtJRBbteaMTDcvfDtwsYctxHDlLSc7XENXpcdViYIcdMqDYKB4eq2tT0VFtA7F1lNSc+g\nA82AGcphRHDhCIXm16XAZ92Zw0kdo5gLVKHunQyBpkK1H6Z23i5OLKr+1rjdIGn1PiqcograWT43\n6giu0mmVgzrQaUkcBnzU9ty034uJxfRWDI6e7cI7QZP1ZhYDdpa0KaV5i6oF6Z9HzBt/zuSqwgki\nUNTI24lraTPR7VPS73IFUsFqkg6lXkB4C6JKpOwGN9/25xpe51cr34DOuZseKhAGwM5EIHNPYjH7\nOqCZY1/XrWytqi4lvZ5oV+26ndj2NySdTq1K6RDbf1G0BXXyPs5N85/zCU29i4DXAteWtpmX7jsy\nPefH0rjPBF7g1FaVgiRdO0e5Q6fPTrfrkq8TlXndiGG3qyJcQs1NLvoJYnVcNZfOi9OI82KCdF50\n+DzvYvL5eFuHa5kPEAHCM1MV1xsId7KBkoNBHdDpZGlcJlUlFpzUjr71q21PiQhYJ6QM1dbADpKe\nTS2IsxgRDf1Kl4f8EfX6MWVO6GmQQ0RNhOr6LAnuhXELYrZiKUmbExPmV6TJ5gpt9hkWqxAXiVvS\nz9Lp/isYXLVVq+zzIkQFYsvWjKnAHQrfLoScJOnbhJVr3f8hTWTeQjiy/dcoBtcOJ4eVNBFbgxBM\nHbTmR9Xz3la+nRZ0Ozls1fvWDJgBjEQUdtA0q3Ts5ByTdJTt3SqCAjA5ifE1RYvxSHDnls+TdAQl\nbd9FlUMnOi0QC7W5pfFdJGnQ14mu7cK75C3ENW91Wgf6qgTpjyIWlm+j84qRRlmFjYmF4YFQ1/Z1\nS3qesmbMu4ngbfn/skDKQNKbiGvmFoq28oLF0vPs3eEYqziBLqupB4FDtH0RohrlXUrtQ002H0gr\nm2r6UGvQYztxqhpbkXifjgU+KelLxHvWyfv4NGL+tR3Rsvh04P/RWULw6URV433p9tJES2M77pG0\nme0LG15Lo9Nnp9v1jGv6um9U52LYlVWECrOYNYlq4bnEZ7bR5OL3fQy346o5hdlBmTdKammwkvZb\n1fbfgc8p3AG3Jr4j5iicyt8BbNliLfOY7UckLS5pUdunK0wBDu3idbYlB4Myw+QiwsZwW+qj5POJ\nL92usL3/YIY1MvoRJBsYYxjEbMV+wMeJqPy9Cnemft02BkJxPkraYgqf47Y2m9xKB60ZU4nbCN8u\nZLyRWAQcIulqwvFogpj0bUhMVuc03XtEpEnKfsR4DyVELB8hMty72x54mXIbWjmM9aMZMF0ZlSjs\noGmls9Nuol1oilS1na+jmlYXRMDg2f0PtzfUQbulm+sI/pioQuikyqGtTkviAUkfp37x/Q8GiHuz\nC+/m+LcBSPq+7Ze32HRSiwnhQAdRgXBih0/5f9SL6W9OdRDqDOL7qOxu959W/xfbJ0u6nKgq+iY1\nt9T5QL+teyOpplaYV2xPVG5sSFwD7yp1CJQZVCtboQ91DJMr715KZ9UvBxAVYHOI9//lhMD9Ip28\njy5Z1MOC6p5jgZ/YtsIFayOqE9ZfIiqL/pWeezkmt5dWsTch2n8N0VbWzOmz0+0GwfsJCYFOxLCr\nqgifQQTclrG9oaQXAA/a/ijUmVx8t48xdlM1V1xvJ4jzqFl15wIkfZQIWr80vb7Lic/9jsDVhBPy\nIamCqtla5mJJexAJsLMl3U600A+UHAya2Yxb+89Kts+VVCXON846NVNJr4JkCyW2f6uwgt0wlUv+\noF1rXZFtaMKEGzQGBsAe1E8aNyI0UKpKzzMzGNsPAR9LF/pNiUXgBCHqeukYtzh9mXAZfCoxEX5V\nmsiuCPySKehZb8NUaQZMV0YlCjtoWlU6tpwTpGwrVC+WtgGKapSivXHo1cKSTrT9Zjpvt2zUEVyW\nWAC9Kx1vGSKL3sx1rVOdlncSbQvlxfe7unx5lTSp1BqEXXgz7pR0IfEayk5tn0h/V7WYFGYL6zFZ\ng2yCinY5243bfb1Jtdl9tvcp3yHpze3+Lym49VpJzyc0ZSaI8+Ec+qveXqrDCoRBM4dYMBduk3sR\nzodVwaCeW9lSsKWo5rkiBcVXs712w3adBtXm2X5A0nbA0amrYlHiPGr7Pqpa4+WfhAHKYkRy5WtE\nEKPOwcv2DyWdQPz/FwH+zzWx56bYvjkFSwrR/kqnz063GxBPIr7nCo2dVmLYnybOk2eXqgj/Sf35\n8x7i/FmAq00uuqHjqrlOqjsr2JmattuOwEW2360wdzrfdln37aAmx/gc8HAp+LUStWD2wMjBoJnN\nuLX/VLk6lFnYRED7ESRbKNHk1roD1L61bo/0+73EIvxcQlPnFUzBpChN/stjXpr+sheZaU4K+vRT\nzjxs/lMq997btiHaARVORcOmakE3CM2A6cqoRGEHyoCqUssVUkXFxvcqFuTXM7UC0lWsBJOrBZrh\neh3BFxGVK2UL8qcDP5W0h+2q5MJORAC3nU7Lnrbr3gtJX2EwrmNTZRfejHYLsipB+m2Ia/Jltj9e\n3ljSflUHaag0g+bVZmcr9APL7nYHEgvjPWjxf5F0NLFIX4+oAHshUS3SD/vRWQXCoJmVqt2K20sy\nWei9oJ9Wtp8RQshbAael3wf0Me67JZ1FVJ9eKGknwvjhIDp7H6s0Xr5q+xxJB6a/fySpMvia2snv\nq3qsFe5QtL/T7QbAeYQwfdv2uDTX2FjSqkQV4f2S/tDF+dMrHVfNdVLdWcG/Sgm/rYGT1dyMCqqD\n5RcRxgInAqfY/r92L6oXcjBoBjNu7T+ucHUYFCljco0JIgAAIABJREFUVhZNPNL2JBeNccJNhOpG\nPKxxp+vWOtt/SttuWJSYJv4oaRgtVRPE5C6TmS6UF23jUL1UtaAbhGbAdGUWkxc8w3ZNHAt6zNgO\ni2cp9EaqgiDl6hVgUrJjB0LPZidqQrM3SNqaaB2rSp59ynZhZDBpsal6bZpykKnQpuk7GOT+7MIH\njqsF6Yss+92SLqNe2Pl2IhvfyJFMru7aq2K7rdPjje2LBxAtR1cRQagLKvZdz/bLJJ1r+/UKzZS+\nApi2f0tUdxa3m1UgDJofSzqbaNk8ijhfv95k235a2Za3vV16z/ZIFTvHEvpZvfAOIpF+QwpGXAu8\nPbU5dvI+Vmm8HJ+CSjsQHRtrUXOQm6ncZ3uXbnYoVXtCd+dPr3RTNdeLmcYshU7Qk4nA/geI+cqT\niDlNWw3fKMjWBkS16C8kPQScZPuodvt2Qw4GZYaOpM9Qq9YomLD9lD6OtytRlvkXQnDs6Fb7jBJJ\niwOfAQ60fSsR9X0+ke0d+mRpGtJra92Sit7bC9N+mxCaIwNF0n1MHuO3mmyeyYwj5RbjxgyWqnaY\nStos6BbGqruTqW9FfRahRzBlemXjSiljWwRcVqN9xnZY/JvQRyw0YAoabxcsSHZI2phYQNQlO2zf\nnZIgVTyR2pAKzaFin+vS76nUpmlkWCLn61P/WXgxoYeyIBhQlRh1iNFfQizIvk9okW0PPFz1JK63\npm/qZFiV7JT0dUKv5VxgKWBfSZfb/nTDprMlrZD2WcX27ZKeVzWedlRUHZSZcpmI0nf2i4gW1oNt\n395k835a2ZZM1XSPK7RwHgWeW/H612x1kIbKj0UIfbxFiJYuJFU5fla9j1UaL38lqrw+aPtfknZh\nsiB51ZhmA4fb3q3dtmPIcZIOJ4wBHid919iuahOr4lTgTKK9fh7weQ/ebbnjqrlOqzsb+Azx/b0C\nYYzwd0lLEdfqL3RasGH76lTZ+keixfdzhAj+wMjBoMwoeDOwlu1/D+h42xKT4bNTWebGRH/muFKo\nwM8q3XcjsJykz9rup8R1ptNPa91biPL5/dO+JgRLB4rtlQd9zMz0JmUC96chS+4erMCHxLi1GDdd\n0I1gKCPH9ibl2yn7OKyM/7hRZGyXJlpEJoB7u10MThF3u2Yb3inFgnQJogWyLtkhaRUis1zFBsRn\n9+2l++o0cKZQm6aRoYicO9lyF6R20pOabN7II7ZvlTTL9n2EG+Y51Lu5VVnTT3IylHSq7TkVySCI\nIHZZvPgQSVUVjYcTQalvAtdIejw9Xy+MzDkYQCGU/A7b70u3T5b0jSbtjf20su1HXFcPIvRoliEE\npLutIilXfpQpXOI+XvFYFQcB/27QePkQUQlUfAd9pyqQqNAbOoBwpp1HBDeHrc83KD5JtImt225D\nSe+tuJb/3vazGJDLWRWdVM2puebokkRF29pNHsf2uTTYwKeqsTfYvqmTMUraGXg90S5cfDe1dDDr\nhRwMyoyC64EnBnzMWcBikpa2fXmKSI8rmzVO5m0/qnBfOJ/++p1nNP201jmsTg8nApHnq7XVac8o\nrEm/QFiMAtxGZAVaCVlnZjbTygp83FqMM61J1SIbtt9y5iBpJWLBuLPt+ZJuIloan0Rk3a8Y5fgS\nc9tvUkc52fEg4VZ1XAr2LUpUWewPfKpq58aqlFQx8bbG7TQ12jSNDEXkXKHJV2Z1Oq9evEPSO4Er\nFcK9t1KTGyjoyMnQ9pz0e1IySNIf09z04XR7GeqTgQUP2D4hbXM68OReNULG4Dv8C0SLY8EHgVOA\nzRo37KeVzfZZEFU0tqvE0js9zq697tvA+cAt6Xw6zfZ/1MZZTdLqRNDk/YQOVaE39FpGUIk7IO61\nvVOrDSS9imir3EHSc6hVdy4GrK7WwvA9003VnO26dlyF+POuRItoT87PnQaCEhsR17kLHHpSU0IO\nBmVGwaKAU7lyIbA3YbvXKo2fExUfPyIu6vcA/+p/mFNGZSAsTWg7sb5c6BhEa127C/IA+TKwY0mr\naAOiP3iDAT9PZvowU6zAM2NAxWR2VabAYWTMORKY65rbzh2lyuAv2H71CMcGTK5a6WD7crLjt0Q7\n11uJgMME4ZD2PtsXNzuGpNWIANDbiMBGVWXSwLVpKhiWyPl1TNby+EqrHRS6S+cDuxDv0QlEi9JK\nwBsaNu/KyTBVEpTbFieIAOWdkq4gApbPprrS5EOSLrB9v+1HCTv76cos27eUbk+qmBpEK5vCpe3r\nRKWGJB1MVJX8pocx943t50laH9gO+J2kW4nP8wY0d1b7PtEi+niD3tAvJe0JfHW4r2IgzJV0ENGy\nWm4TO7O0zUXAY8Tn6trS/fOJVqg70+3i8zSoYEhPVXOSXkesN84BXpZ0pKaaw4gEwBGSpqyqPAeD\nMqPgcOo/2H19yG0vuPBLOpO4oF/ZzwCnmPskvczJracgfdGMa9vIqBlEa103Vqf9cGcRCIIF/b5T\nVuqamRbMFCvwzHhQFqedIOzHhzExHSfWtF12G3oAIFUGN2ujGktaJDveYntSZU/F/isR58TbiYrU\n0wlh3Sq3KxigNk0LerYL7wRJ+9n+nO21etj9g8BxRCXQ2cTi7ie2q76Tl1B3Tobnp21PT7dfk37f\nDOxOzDtuLKqEGngycLukW6ivhphSfZ8p4iRJFxOVZ7MIi+3jG7YZRCvbgcAriaQwwDeI934kwSAA\n29ekdsEHCNHg1YhFfOGG1eiMtbPtf0sq6w2dI+kvwLJDHPogWZW4Nm3XcP+CYJDtfwHnpu+6DYhW\nuiKI+l7bU6KB123VnKQXEZVufwG2s33HVIyrCUOpKs/BoMzQ0GShxwki8nut7UkZli6O+1aiEmOO\n7b9IOoboGf55m11HxUeBE5Mg2FXERWFTop945NnMMWUQrXXdWJ32wx0K4cT/TcffHHhQYTc7Ybun\n0tLMtGZGWIFnRktqaaliQhLuXJxzxlG06SSmW4Vtv8mOOwmdnD1tXw0gaasW2w9Sm6YZ/diFd8JW\nVLt+tcX2dgCS1iUcvt4NHCXpTuAc2+UqqW6dDF/e0K53QaoIuo2oCCoEiSdsN/6PWrbVTCdsf0nS\nyURVzBPAlxtb+gfUyvZY0hkqjnmPpL5kKFJ75YbEuK9wc+Hrqn3fQwRllyU+A1sQ1X1vA16kCmcs\n23enPz9JzFPLekOX9fNaRoXtXUvv43zifWwmAP1LQmS5HGR5uqTPUxPDr6osmnIUlu7PIrSpriEc\nwp5RGk9bUetUKfYVYFnbL5a0F3Ce7cs7GMJQqspzMCgzTKoE2lYBninpHbZ7rebZm/ogyhuITM9Y\nBoNs35RK2V9F9ANPEJOy301lT+g0ZxCtdT/W1FtVQlzQ7iCyfBDaFROE211m4WRRJgcsZymESzt1\nw8tkqqpoZxPZ5zUIAdWFhXskbWb7wvKdqcJ2ulVi9pvs2JUwzfh5SkScSrWdfXHsE1Jly8pERv5x\n2//oY/xV9GMX3gkrSdqW6tfZ0aLR9vWpatdEC97riPfxwNI23ToZLiHpI8AF1FxL103bPoPJTrpI\n2s1hFf3hqtdCiCtPKxSmCftSMk1Igc1BV7/fKulzwMqSdiAqwK/r9WCSPkEELC8ggsoHSDqmiyTe\ns4GP2C63PRXn0O7puHXOagrXsMWJqpnXKHSwLiW+289nGkoMVLyP+7d4H5e3/ZKG/b9HVFS9sWHb\noQaDgIeIpP326aeRd3VwjMMJEfEj0u3fEAULL+1g36FUledgUGZoNBNok/Rs4kOydY+HnkX0YRdM\nRbXHQLH9BPDr9JNpT9+tdWlSV7aqbGV12jO2908aDFMqVJ2ZVvyYEGm9jZjcr0lMWFeStO/CXNGR\n6Rzb3yvfToufjxKL/0Or9pnB7E1U2F5DWIkvRnzG1gC2GeXAeqBlskMhOFwIGy8BHGn7VaXtfkwk\nO1Ykkm6fI/RTvgwc52QtXyBpV8L16H4imPJkSZ9yEi8eEP3YhXfCKrRuM2q6aJT0GqIi6CXEfPES\n4A/At23f27h9VQWLmzsZvpk4N7cm3ttbiCrhPwCnNplzFMHLaxmcLsqoGZZpwvuJAN75xP/zdOBn\nfRxvDrBpmqMjaTGiAqzTYNCqwMdKFegQ5/2tRBvUG4E3psqwwhVqG+Kc2ZTJ2jnn9vYyRk437+MF\nkp7fIK+wq6QlgdVS6+xIaLZu7ZLHbV9Xql67rovqtaFUledgUGbkpEqZfs7Fw4lS5xuIwJCI/vvM\nzGEgrXWFHsOUjDCh4QlVZ6YPNwLvd01UfF3gI8RE+WwWroqOTJ8oRFMPBi4HXm37nhEPaejYvlnS\nC6hV2M4nKlDObr3nWNIq2fFk4GqiiucvxDXv6KqDpOqeowmL9KcT7SrHAy9o2HQvYEMnpypJKxMB\ni0EGg/qxC++EG2x3kpWv4ivA0sR7cxZw8QATNp+yvXv5DknvIhJ/N6aWPIjqpa0AXBM7PpnI/Je1\nU6YrwzJNWIoQDb+IeM8WJwKQ/VxTJxr+7qZ69yRqchizCZmA1xMi8EUbVF2Fp+0zgDMk7dKYGJK0\nXtejHx86fR+3A/aW9CA1U6HFgduJ9+p5kg4DLpumibN/pvbBZZL+0HZAp9fsWUyuDJ09yMFBDgZl\nxgCF+GHP56Lt4yWdQpTiPkFMEqrE+TLTlGnWWjcsoerM9OF5DVmv6yVtlEQjqyyGM5lJJO2BQwi3\nzF1s3zziIY2UGVRh2yrZ8W9ibnO2a25pO7Y7YBI5/XL6aeR26sWc/0EIHA8M92EX3iE968LYXi8F\nwIqF+kGSJoALgT/Y/kU/45L0fmpaJxBuQO8gRLVbcR6hS/L3Pp5/XBiWacJZRIJvUKK+PwUuk1QE\nl14CfLvTnSvOnVNSkKcygAsh4g48BdhdUlkjaDaht9VMCH7skPT09N3T8ftoe52K4/yBEAYvvts/\nQXw+pmMw6F3Ed/y9wD6EqPquHe57MrWg2mxCv+hyotJuYORgUGZopJLlRpYnLsiT+qg7ON7+qSVn\nkjZQKsHs1ao+M4ZMxcRf0jttV1nv9sOwhKoz04c/SppLZC/nE5n66yXtTAQKM5lOuJJoI5gLfLqh\nFaHcdpCZRrRKdhDfD7OAxSQt7XBLO7zPp3wIuFLSeenYLwFuS3O0Cds9a9RoAHbhnWD7v/rc/z6i\nvfJUSasTrTofIKo1+8m8bwCsT1RlFSxFCMa2M0q5z/YufTz3ODEs04R5tt/efrPOsP0NSadT0zo6\npFH4uhWqGeUUrA4skj5b51MLYpZ1rZ5LvDfPoaYrQ3r+Rge2ced44BUV7+MXmwmGJ1mF/YAVbb9Z\n0tuBxZI2V7HZPMaohTLpPH3L9ns72Pwhon3xPGoVfxtTLUBfR6OWnKSnEi2+AyUHgzLDpKof+l7C\nfvS+Ho53Svr9zb5GlVkokPRCwq1hRWrlxE8FBh0MGpZQdWaaYHtPhX3qusS59z3bcyUtbnu6TfYy\no+NZ6XdxHS23kozNRDnTPc2SHSnZtSfwIyKAcw9RGdYPv0o/BZcyuPNnEHbhU4rC5ejl6WdzYrF2\nDqG1dH6LXdvi5CQmaXYR/EmV65Z0FbU2mKqE5XEp0HdF2q5wLJo21RCSioqFS4YUnD4jBWDOp/be\n0k93QJ9yAmWjnAmihe2PRJtnpc16ag89X9J/2T6rx+cdO7p4H48FvgH8T7r9d+Cpko4nXMX+h6jg\nG9l7k9q8DiT+j48S8ZMzOty9yi0NOggGNWL7bkkbdrtfO3IwKDM0GsUvB8DmkjZv8tgEEYXNZAoO\nJ0o0vwh8kND1uXjQT1IhVP15d2A/mZm5SNoI2IWSFkSDgGQm05ZmmdXMzMX2V4q/03VlJaJCrGsk\nvdj2RUBl8s32L3saZP0xbuv3GEPgVCL4czrwMQ/QSS3peX2dqAiWpIOJ9rNvUB9wW61i908SbWLr\nDmo8I2DL9PtPwCNDeL7dqK68fuYQnnsSheCwpKWIirCHaVMZLuko27sR+pKNQdmBVdMNiRe0qA5s\n9loWtX2mpI8D2D5b0l+ItrJriODLx2yPsor6A8A6wJmpXfcNRCVXJ0xyS+uUivdyVaYgKJaDQZnp\nzCrkbGimcx6xfY6kebbnAnMVVrenDeLgSftlR6K/e67tn6b7l5J0kO19B/E8mWnJCcRioFJAMpPJ\nZKqQ9FZgR9tzbP9F0jGELfGk9vgO2IJoVS1XL5TpOxg0bFK7xluA1W0fmnS1bmjVkmV7Kq26DyS0\nTor/zzeICoLriUAeRFXyPsBPGva91/ZOUzi2YVBo3ry4oY0V6lujBkKV3swoSNqnhwE7JR3Lq4mA\n3yNExVKjQPkEsHb6e//0+80V20w3IfFrgbfR3bgflfRKohX2nUQQbRWi5fLfaZuNk85ip65ug+Yx\n248o3B0XtX16arPtxMVzkltaF5TPiQngQdv/7OE4LcnBoMy0xfb+sMCycBtqvfbXA79pvmdmIeUR\nSXMIbYTPA38GnjbA43+LmORdAnxQMRO6iRB8PanVjpkZz19bCUhmMplME/am3jHzDURVS9fBoJKj\n5buBTWxfApAWYuf0Oc5RcQzRVrIlsTDbEvgU9Zo9w+Sx5J4GgO17JK1DLOq2IpJPWzHZIQgiQXUQ\nMYcotzwNNIAyxTQLNBYM5LUU1TRNqlC6rqaR1KqdacL22i0eh7BMn1u6fYftZyctsC/YbuV6+4/0\nfz/Q9qNpPM8D3mr7s52Mf4z4TzcaS4n3Ei2aKxPB1F8T58nKAx5bP1wsaQ9Cx+1sSbcT1X+dUOWW\nNmH7Kc12SEGxKiYkMejW0RwMygwNSXNsnypp94qHJ/qI+P6MEGW7JN1+L6HUvkOPx8vMTHYgSizP\nJhy+NiBadwbF+rY3A5B0LOEccjawzTQpnc9MHXPbCEhmMplMFbOoryoYhBnB94E7qc2ZtiCuhc0W\nIOPMGrZ3lXQOgO3Dk4vVqLhV0ueAlSXtQLiLzktjPNf2HpKWJ3RSGvUKVyUCKZXaMtOEqvn9VFAE\nSRqraXpl/fT7U0QbZiGu/goi0dyONW2X1xwPlAJVz60IWpUDVkV1SdlZ9CZgOUmftV0VOBxXvtPD\nPncDR9t+D0ASkL4LuMb2/w1ycL1ie29JSyRR67OJQFVH7Vo9Vq9VVY/PJtrV1mDArmo5GJQZJsul\n34OO9q5q+6XlO1L5XiZT1kl4ebrrOdRKmZtG5ntggW2q7cckXW177MU0M0PhaUz/SX4mkxk+hwPX\nSLqBWCwK+Eyfx1zT9s7FDdufkXRun8ccFbNTcAUASesSFbpDRdKbgF8A7yNs5P9AuLSdDqyVRKsf\nTxXDt1MTg0fSCrbvL/RmGo77wiEMf5C0aoUpt0b1he2/pz/3b/I8Xenx2X4IQNLmtj9VeuhHkrrW\naLE9R9Ja6eapTA5alduoNmt0jbL9qKS9iQTStAkG2f5hD7stCE5L+gBRJfQQME/SxwahZdYvko5L\nv8t3v44OzjNJhVPhAs1IIhi4VbN9GjV2U2D5o8S51ElrWlfkYFBmaLhm4T3f9ufKj0n6ah+Hnitp\n01LJ88bUFvuZTDudhLwgz0wpKSu8NrAhYbN6RRYVz2Qy7bB9fHKjWpeoKryhH6ekxHxJrwMuICqN\ntgLa2Z6PK58mWtzWSQEzmBoL83a8hdAH+i3h/La77fkAku4lLLYPIlzclqXeQvxkogKFtP23bH8w\n3fxS+bFxx/awhZvLLfizCXe4R/s43jxJXyFEvyeATaiv2GnGPZI2s31hcYft29Ln7HYioFPYrF9K\nrbIJatXCddieL2nogc0RUA5Ovwt4OvE5ehPRDjvyYBD9nWdfBz4C/K3bJ02C9AcDlwOvtn1Pt8fo\nhBwMygyNlDl5O7CFpLKA32LAxkRvfDfHu4/a4v7Dkv6Tbi9FRJn/u+9BZ6Y9hU5CWpAvR310fpBs\n0lAKrNLt6eYIkRkgkj5BtCleQGSt95d0zAjFEDOZzBgjaX/b+yus5Rsfq7Il74Z3EguMLxIL0UuJ\nRdi0I9lybyTpKcCjUyGu2uE43p4cpLYlqoOOkvQL4Edlu3BJWwL32G4UFC7z3Ckd7BBIQt5fAZa1\n/WJJewHn2b58kM9j+xcNd50i6Vd9HHJ7YCdCe2oRwEyu6K1ib+BESdcQ1VGLAS8kWnr+DXyPWJMs\nTiQov0OcKwD3SXpZOpcXkAJJd/XxWkaKpCcRlfhPADfZbuYuVw5OP060Vj5m+x/JmGXk9Hme3WK7\nKx3b9Pk5BPgXsIvtm7vZv1tyMCgzNGyfLOlyIiPyTWo9kfMJ0edujzdO4mKZMSe5sGxLBAoLJggL\n+EGwfvtNMgspc4BNbT8BC0Tvf0+ITmYymUwjp6Tf3xz0gZMr2e7UJ0bGYtHVKc3sq1Mbx0iSL2mx\nexJwkqSlgY8Dv5L0D6Ky63dE1cMikva03U/QYtw5HPgQtQqo3xBi3y9tukcPSHot9RXfq9Ofrfx8\nooLjIWqfjTfSRqPF9s2SXgC8imjlnA8clmzSz7Fdriz5iaT3lW5/lAgkXQ9cRVTrbQqsSb14/LRB\n0k5EC991RADsWZI+afvkis3LweniNY9VcLp0nhXr1m7OM0v6GdE6WtaMbDX/u5JwZpsLfLqhPW3C\ndldtkO3IwaDMUElCuq+V9HzCZnOCUGQ/hx4X05JeTXyRrJGOdxuwj+3p6o6RmRo2Ap6ebD8HThaJ\nzrRhouHv+aMaSCaTGXs2l7R5k8cmCIHbnmiSGIGoZJgulPX4Gq/pI7XjlrQqMb7/Bm4mAglvAp5M\nVP0sT2h/zORg0OO2ryu5ql0nqbIdqk/K7f8TwIOEZlOvnAXcCtzR7Y4p2fPr9FPmsSRqfi41Ueqy\nxuRNSd6iCCRNEEHg303VfHUIfBjYoGhplbQM0fo1KRjUEJy+hUiezZE0nxDRvjdt2tKBa4rp5zx7\nkAiKrdDF8xWaYsVzlr/TBn5O5GBQZuhIOpr4wlsPuJiYgHypj0MeCrzN9rXp+BsAJ5ArNTL1XAWs\nAkxJz20m04KfApdJuoi4qL8E+PZoh5TJZMaYVZiCSX9iShMjw6BIviSR3lZ6LENB0ipEi9EOhDHF\nT4Hrbb8oPX4c8MOkI/QPSWWNplYt5p04WY0j/5T0HmAZSS8iWq0GPvcqRLdTi94s4Ik2LXjtmGf7\n7YMYW4l3E5bp+xKf6Utp0LVqEUiarjxe1jaz/VDDOb+AhuD0laV9xiY4nWQmNqAWrLvO9nUd7ru/\npCcDK6a7FqdNVfiwk8s5GJQZBevZflmy2Xy9pDWIL8peuasIBAHYvlrSn/sfZmaGsQ5wi6Sbib5k\nyFo+mSFg+xuSTqe2YDnE9l9GPKxMJjOm2N4fFrSUbkNtEXI90XLTDzMpMfIdYmHVTI9lWFwKnAj8\nd6GLI+k1khYFlkjj+WK6fxFgmdK+MzFx+S6i/eleYB8i8bvroA4uaSXgMGCnFNS8mljTLiPp9clB\nthfOSC1B51ObJ9KraLukJYi2r/cVbeILCRdK+iVRwbgIocF0fpNtWwanJe1j+wtTMsoOkXQEUbhw\nMfF6PinpAtsf7WDfzxDn/krAX4lWuKOnbrTdk4NBmVEwW9IKENkU27dLel63B0llhQB3SzqTaDWD\nUHn/e/VemYWYXdLvouc3k5lSkhPIZ4ADbd8K3JpaZN/NCLLXmUxm2vEzQmfiknT7vcTCYoc+jjmT\nEiOz2uixDIu1C/ewEj8knG2XBH5t+4YUHPguoRkHzKwWc0lbUJtf/Z7S6ySMYn4/aafeOJLQUym4\nw/YrUrvVF+hda2c3InhTZgJYu9sDSZpDOEndBawoaRfbF/c4rmmF7U9IejnwAuL9O4hoAauiXXB6\na+J/OkpeWP5+TMLWF7bYvsy2RNvX2aVzdMcpGGPP5GBQZhQcTvRPfxO4RtLjhLBetxRl1Lekn6XT\n/VeQF/uZyTyXKNP8CXAs0ab4JSBXaGSmikPT77I4641EH/xnbR8wgjFlMpnpw6q260R3JfWsF5TY\npf0m04aWeizDoiIQhO0jUnXEcravSvfNk3QOERCaiexBzL9XBJ5PBGxmEUGBSxlcMGhN2+WA6AMA\nti9PLlY9YXudxvsk7drj4T4JbGT7/tTOeBRR5TdjkfQk2/+WNBtYFvhHemg94Hiqg2rtgtM3TuWY\nO8SSnma7sId/CqED1CmzgMUkLZ3O0cMHP8TeycGgzCi40falAKl14snAht0epFRGvcVAR5eZqRxA\nZIvmEK06LycE7U5ptVMm0web2d6kfIftRyXtTZRM52BQJpNpxVxJm9q+BCBllS/r5UCSdrN9FCHu\n2sgE8Inehzky2uqxjJKqqh/bx45gKEPB9psBJJ0CPMv2Q+n2skT73lQ975zSzcV7PY6kFxJBnBWJ\nKvLFgVUJa/humWf7/jS+2yQt2eu4phE/BV5HVDQ+AGwFnJZ+N5vvVAWnFwT6bH8AQNLetr860NF2\nznOBP0u6kQjsPIsIEF1K+6rKnwN7Aj8CrpR0D2EZPzbkYFBmaEh6NvAc4POS9qHWrjOb6P1ds8dD\nF5kI0rE2IiZL/WbPMjOLebYfkLQdcLTtx1I/fyYzVVRqBNien1rIMplMZhKS7qM2r/mwpP+k20sR\nQqv/3cNhb02//9Rw/3Runb6bcI/9u8K6aj3g/lENJlVEvAVY3fahktYHbrBdKZ47g1kTeLR0+xH6\ns3xv5B5Jm9mua9WR9Dpq53kvHE5oHH0R+BDRxdBra1fjZ2q6fsa6odDCWt72dkkbdg9JyxMV+d8v\nNmwSnF4TWAt4rqSVqbloLUYEiEYVDCrcC8vuXssSTmEtsf2V4u9UKbgyJaHscSAHgzLDZElCgKuw\n3SyYTx/6GUUmokDS0szcEtxM79wt6SyiEu1CSTsB/x7xmDIzm/skvcx2nXBimrDeNaIxZTKZMcf2\nylNwzN8k8eI32n7ToI8/Ik4AfizpSkLA+SfA2+hPU6kfjiE0K7ck2oS3BD4FDNqhatz5CVE5cS0x\nx1+XUiBgAOwNnCjpGiK4uRixvliD/lqxHrH1oc0DAAAZL0lEQVR9jqR5ti8jXEB/R1S3dEsrl7jp\nqtHVjqLNa0lJawOPpyDt7dTs0gvuSL+vJYIsiwA3E8Gg1dP9BfOJYNKoeICwki8cwZYAdrG9RrMd\nJO2fnMR+XvHwBPDWwQ+zN3IwKDM0bF9DaASdlP5G0jOAe/q0gmxkgsgOZTJldiJ62G+wPZEmKQvb\nBC0zXD5KTFivJ0QSFwU2JbJfvQpcZjKZhQRJrwYOJha5E8BtRCXMOa32a0a69t0j6fOEKPWjpMog\n22cOZtRDZVXbp6Zq88NsH5MW76NijWRDfQ6A7cOTptFChe0vSfo2oQcD8Gfb/2i1T5fHv1nSC4BX\nEU5784n//9l9HvqRJPx8W/qM/Bl4Wo/Hmokuce34QPq9H9GlcRDwK6KK5oiGbY9OUiE/qkiYfQrY\nAFiOWnXQSlM16A74OfAHQvj5aCLI+5E2+xQSFN8izs8yY1UlloNBmaEh6ZXAfra3TO05vwOeDsyS\ntIftX/V43HI5Nenvb/U94MxM42nEl/dGkuYT2gKfBf450lFlZiy2b0oaH8WEdYIQzv9dMxvVTCaT\nKXEo8Dbb1wJI2oCohulnobkksBrwxob7p2MwaClJLyWy9lumdpQVRjie2WkMAEhalz40bKYztv9J\nj/pWHR7/CeDX6WdQ7EB0L5wN7EUEJHoSXJ9JLnGdYvuW9Pus4j5JW1Kd9F+X+A76uKTvAicTgaGr\ngF8Sn+M7GvYZlAB5t8xKVT5b2v6KpG8CJxFjrsT2VakS8wDbLxvaSHsgB4Myw+TzwM7p7zcR7TrP\nBZYHTiWix10zFeXUmRnJdwg70v8mJmdbpPu2HeWgMjObKZqwZjKZhYO7ikAQgO2rJf2514Mla/P9\ngdvTd9N0Zz9C+PoQ2/dJ2pfQoBwVnwbOAdaRdEO6b2wErTPVSHot9Xowz6EWyHrKSAY1DWmR9F9E\n0p7lpL/tBwmHseMlLUeYu3xO0urAKrZ71ZGdCpaQtBHwsKStiYqxtdrtlCox/yzpR0QlZqEdNmH7\nyCkbbZfkYFBmmDxiu7AI3Bb4YbLj/IeknsX1Uhn1F6iVct4G/E+vZdSZGcss2yeVbv9E0vtGNppM\nJpPJZCqQtHv6825JZxIBBoDNCU2aXo45B/g6oVe2oqRdbPcqjjsW2P4t4Qpa3D5ohMMhtbtsJOkp\nwKOpOmahJFm8P4cwUrjJ9iMjHlIr3kLr1p3pWDU3CnpK+idzl9MJp663AmtIer7tRrH7UfEhQvj5\nf4BvEC1r3+hw30LQfLkpGNdAyMGgzDBZIkWKlyCCQV8ESGV0y7TasQ1fBnYsvjRSGfUPifLOTKbg\nsdS7fy5xwXkFMG+kI8pkMplMZjKrEIvTW9LP0un+K+hdb+KTwEa275e0FnAU/YntjowGYd5Ghi7O\n22w8oZ07Y8WCm5IMOvYHriMqsZ8l6ZO2m7bVjBLbu0K0NNk+t/yYpD1HMaZpSldJ/1JF0FsJgekT\nier904GrJD1ITZR6wvbQq7RSNeU/gWvSa3lFN/un9rInUxOfXpzoUhgbcjAoM0x+SJRdLgn82vYN\n6UP2XfrrA72zHD1OZdT9WEtmZibvBg4E9iUm05eSy7czmUwmM2bY3h9A0hYDPOw82/en498mackB\nHnvYjJsoc3k8jcG6RVj4+DCwge2HASQtQ1RwjWUwqMSnJa1j+1hJ6xBSAteNelDTiI6T/qkSaEPC\nqe1zti8qPbwOY0BDNeVKknbutppS0meAXYlqor8SBiJHD3iofZGDQZmhYfsISb8ElksCYdiel1wX\n+rGCvyMd938Jt57NgQdTmfVY9WVmRoftO4B3pwvVGsDfbPfcnpjJZDKZzBSzB7XgwmzCoecy4Lwe\njtUYpJi2IvbjJs5bjCdVXB1A/J/KRhULG48XgSAA2w/1IwcxRLYFvibpNOCZwEey5ERXdJP0PwI4\nq6xd1s6O3faw7dgHUU25LVH1dLbtVyRTkR0HO8z+yMGgzFCpuoDbPrbPw96Rfp6cbhdl1FlYOkNy\nGtmPOEcOBX4GPAKsJml322eMcnyZTCaTyVRh+83l25KWpvfk2SYN7Uwq3V7oWpmmiGxUEVyYkrTn\nEm35WwLnt9phlCQBaYi1w6+AdwI3Em5129rOmkEd0E3S3/ZvKg5R2LEfQX2wehHgqVMw5HYMqppy\nFrCYpKVtXy7p8MENsX9yMCgz7UlR5DWAtWyfL2nJCgvDzMLLl4no/lOJMuVX2bakFQn7yhwMymQy\nmcx0YAJYr8d9+7Gjz3RGNqoAbH9C0suATYhz9iDbF4x4WK1oFJD+d+l+yALSHdNP0r8IIAEXAK8m\nWqsgAqv7AD8ZwBC7YRDVlD8H9gR+BFwp6R7gX/0ObJDkYFBm2iNpb2B7oh91Q+AQSXfZ/uJoR5YZ\nE/6THD6QtLdtA9j+h6QcNMxkMpnMWCLpPuoXIBPAt3o51ri1Vs1QslEFIOl5ROLtM+n2NyX90/a1\nIx5aM3Zvv0lmKpD03opg0eXAXGArQlNoK6L9ctj0XU1p+yulnc8kAlxXDnaY/ZGDQZmZwBxCJ+js\ndHsv4I8k4bLMQk9ZvDEHfzKZTCY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"text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "markdown", "metadata": {}, "source": [ "A graphical comparision (inner join):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "census_vs_telco_ranked = census_vs_telco.dropna().rank(method='max').sort(columns='census', ascending=False)\n", "census_vs_telco_ranked.plot(kind='bar', figsize=(20,5))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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aV9Jeki6T9CtJt0maK+lJSWc654otbCeAFuAXrt0IjAG1qZYxRLcyAACAbJrb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\nqK9vr1nzjiqrtvzwvOPK2lk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rJT3onLvXLy/bVpKOjFins5xzt1YrL2nXX0g6yDl3jb/9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reUJLmnWiK6mnj3etlyi4P0+6gJThqEXgQFazdD8yNFjL3JzH6KbPF3ucAKqS0eeSRzfGzjfEOW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\nplZHNIJMQXV2lV5Ol95WRtLoG0Wx6DpWhk67ax5JO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"text": [ "" ] } ], "prompt_number": 54 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "NIL population vs call intensity" ] }, { "cell_type": "code", "collapsed": false, "input": [ "nil_vs_telco = merge(call_intensity, census_pop, how='outer', left_index=True, right_index=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 55 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Drop NIL for which we have no census data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "nil_vs_telco.groupby(level=0).filter(lambda x: x['census'].isnull().all()).index.get_level_values('NIL').unique()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 56, "text": [ "array(['CANTALUPA', 'CASCINA TRIULZA - EXPO', 'CHIARAVALLE', 'FIGINO',\n", " 'MUGGIANO', 'PARCO AGRICOLO SUD', \"PARCO BOSCO IN CITTA'\",\n", " 'PARCO DEI NAVIGLI', 'PARCO DELLE ABBAZIE',\n", " 'PARCO FORLANINI - ORTICA', 'PARCO NORD', 'PARCO SEMPIONE',\n", " 'QUINTOSOLE', 'SACCO', 'STEPHENSON', 'TRE TORRI',\n", " 'TRIULZO SUPERIORE'], dtype=object)" ] } ], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "nil_vs_telco = nil_vs_telco.groupby(level=0).filter(lambda x: ~x['census'].isnull().all())\n", "nil_vs_telco = nil_vs_telco.drop(\"QUARTIERI RESIDUALI\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "top_census = nil_vs_telco[['census']].groupby(level=1).sum().sort(ascending=False, columns='census').reset_index()[['Country_id']]\n", "top_census.Country_id = top_census.Country_id.astype(int).apply(id_to_name_eng)\n", "\n", "top_telco = nil_vs_telco[['telco']].groupby(level=1).sum().sort(ascending=False, columns='telco').reset_index()[['Country_id']]\n", "top_telco.Country_id = top_telco.Country_id.astype(int).apply(id_to_name_eng)\n", "\n", "top_ranked = top_census.join(top_telco, lsuffix='_census', rsuffix='_telco')[:15]\n", "top_ranked.index = top_ranked.index + 1\n", "\n", "top_ranked" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Country_id_censusCountry_id_telco
1 Philippines Egypt
2 Egypt Bangladesh
3 China Switzerland
4 Peru China
5 Sri Lanka Ukraine
6 Ecuador France
7 Romania United Kingdom
8 Morocco Sri Lanka
9 Ukraine Philippines
10 Bangladesh Romania
11 Albania Russia
12 El Salvador Germany
13 France Spain
14 Brazil Senegal
15 Moldova Ecuador
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 58, "text": [ " Country_id_census Country_id_telco\n", "1 Philippines Egypt\n", "2 Egypt Bangladesh\n", "3 China Switzerland\n", "4 Peru China\n", "5 Sri Lanka Ukraine\n", "6 Ecuador France\n", "7 Romania United Kingdom\n", "8 Morocco Sri Lanka\n", "9 Ukraine Philippines\n", "10 Bangladesh Romania\n", "11 Albania Russia\n", "12 El Salvador Germany\n", "13 France Spain\n", "14 Brazil Senegal\n", "15 Moldova Ecuador" ] } ], "prompt_number": 58 }, { "cell_type": "code", "collapsed": false, "input": [ "top_ranked.Country_id_census.isin(top_ranked.Country_id_telco).sum()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 59, "text": [ "9" ] } ], "prompt_number": 59 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many countries are missing from census data but present in telco data, depending on the handling of this missing data we will get different correlations:\n", "\n", "- fill with zeroes (outer join)\n", "- drop them (inner join)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "nil_vs_telco.isnull().groupby(level=0).sum().sort(columns='census', ascending=False)[:10]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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telcocensus
NIL
MAGGIORE - MUSOCCO 1 105
DUOMO 0 99
FARINI 2 94
GARIBALDI REPUBBLICA 2 92
BRERA 2 89
BOVISASCA 1 88
QT 8 0 87
PORTELLO 0 84
QUINTO ROMANO 1 84
PAGANO 0 83
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 60, "text": [ " telco census\n", "NIL \n", "MAGGIORE - MUSOCCO 1 105\n", "DUOMO 0 99\n", "FARINI 2 94\n", "GARIBALDI REPUBBLICA 2 92\n", "BRERA 2 89\n", "BOVISASCA 1 88\n", "QT 8 0 87\n", "PORTELLO 0 84\n", "QUINTO ROMANO 1 84\n", "PAGANO 0 83" ] } ], "prompt_number": 60 }, { "cell_type": "code", "collapsed": false, "input": [ "nil_vs_telco.groupby(level=0).agg({'census': lambda x: x.notnull().sum(), 'telco': lambda x: x.notnull().sum()}).plot(kind='bar', figsize=(20, 5))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 61, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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fa9lBatzN7jxlVNhSbjB9yrGKQZ2W8wGFVocfu/tXs9LX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\nZ6Qb3P09yctPKSMIVEDDxp4589l0+jzB0HpBJmt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DwG8rtn8Vnygfl/87wqLjP6ggARpg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\nxsYAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [ "kt_nil_outer = nil_vs_telco.fillna(0).groupby(level='NIL').apply(kt_test)\n", "kt_nil_inner = nil_vs_telco.dropna().groupby(level='NIL').apply(kt_test) " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 62 }, { "cell_type": "code", "collapsed": false, "input": [ "kt_nil_outer.k.describe()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "count 69.000000\n", "mean 0.504946\n", "std 0.089336\n", "min 0.159067\n", "25% 0.449533\n", "50% 0.510122\n", "75% 0.578244\n", "max 0.682520\n", "Name: k, dtype: float64" ] } ], "prompt_number": 63 }, { "cell_type": "code", "collapsed": false, "input": [ "(kt_nil_outer.k > .4).sum()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 64, "text": [ "58" ] } ], "prompt_number": 64 }, { "cell_type": "code", "collapsed": false, "input": [ "kt_nil_inner.k.describe()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 65, "text": [ "count 69.000000\n", "mean 0.468872\n", "std 0.081513\n", "min 0.212301\n", "25% 0.426314\n", "50% 0.482826\n", "75% 0.528603\n", "max 0.625140\n", "Name: k, dtype: float64" ] } ], "prompt_number": 65 }, { "cell_type": "code", "collapsed": false, "input": [ "(kt_nil_inner.k > .4).sum()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 66, "text": [ "55" ] } ], "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(25,5));\n", "kt_nil_inner[['k']].sort(columns='k').join(kt_nil_inner[['k']], rsuffix='_inner').plot(kind='bar', figsize=(20,5));\n", "title('Call');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8+btm9kVJn3L3n6WMl7sfm/a5dWS9GJO1ePZnheHvl5vZ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\n9XVdPg5cYvs1rRNtk5+PAQ6a6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"text": [ "" ] } ], "prompt_number": 67 }, { "cell_type": "code", "collapsed": false, "input": [ "kt_nil_inner['p'].order().plot(kind='bar', figsize=(20,5))\n", "title('Tot')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 68, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ZK4CDgBVVK7tmzcM9p8+bN4exsYeqqrH8CMcw3cuPQgzTvfwoxDDVy49CDNO9\n/CjEMN3Lj0IM0738KMQw1cuPQgzTvfwoxDDdy49CDNO9/CjEMJXKr169tvZ87XXOmzen63w9k0SZ\neXNE3BoRN1F85v6kiDgWeDAzrwBOBJaWs1+WmbcDt3eWKadfAHwhItYCDwHvqrUmkiRJkiRJmnRV\nLYnIzNM6Rq1om3Yjxeftq8qQmdcBB/QfoiRJkiRJkiZbvx1XS5IkSZIkaTNkkkiSJEmSJEkmiSRJ\nkiRJkmSSSJIkSZIkSZgkkiRJkiRJEiaJJEmSJEmShEkiSZIkSZIkYZJIkiRJkiRJmCSSJEmSJEkS\nMGtTByBJkiRJkjQdPfroo9x9910bjVuzZjarV699fHiXXXZlyy23fEriMUkkSZIkSZK0Cdx9912c\ncs6VbLXtDl2nP/zgfZz/gdex++57PiXxmCSSJEmSJEnaRLbadgdmz915U4cB2CeRJEmSJEmSMEkk\nSZIkSZIkTBJJkiRJkiQJk0SSJEmSJEnCJJEkSZIkSZIwSSRJkiRJkiRMEkmSJEmSJAmYtakDkCRJ\nkiRJmooeffRR7r77ro3GrVkzm9Wr1z4+vMsuu7Lllls+1aENxCSRJEmSJEnSAO6++y5OOedKttp2\nh67TH37wPs7/wOvYffc9n+LIBmOSSJIkSZIkaUBbbbsDs+fuvKnDGIrKJFFEnAccCLSAUzLzlrZp\ni4CzgA3A8sw8c6IyEbELcClFP0j3Asdk5qNDXh9JkiRJkiQNoGeSKCIWAntk5oKI2Au4GFjQNsv5\nwGHAPcD1EXE5sMMEZT4KfCYzL4+Is4DjgM8OfY0kSZIkSZJq2Nz6FGqqqiXRIcAygMy8LSLmRsTs\nzFwbEbsBqzNzFUBELAcOBeZ1KTMHWAi8u6z3KuD9mCSSJEmSJEkDaprk2dz6FGqqKkm0I3Br2/BY\nOe728v9jbdPuA3YHtp+gzNaZ+VjbuJ0GD1uSJEmSJE13w0jybE59CjXVb8fVMwaY1m18r3oe9+IX\nv2Cj4cceK3JMy5Z9E3hydvAtb3lj13puvfUnANxxx79uNP5FL3odGzb86vHhpz3taRvN32m//WKj\n4Zkzt2DDhl89Hk/nj27U4n/xi1/weAzt6/D1r1/5+HD7OnTGP74O4/F3rsMb33jE4zF0i79zHd74\nxiMe/xu2r8PmHP94DO2uv/66jX4H4+vQLX6Ar3512UbD4+vwxjce8XgME8Xfvg7j83euwz/+Y07p\n+Jct+2YInZRbAAAgAElEQVTXE0B7PO3rsGzZN5+0L+6++54Txn/rrT950r64Zs1sFi48+PHh9nXo\n9nu4445/fTz+znWYivG3r8NUOR56PN/0x8OpHv94DO1G7Xjo8dzjucfz0Y9/czgeTvX4x2NoN2rH\nQ4/nvY+HnfGPu/lrHwGg9asNvPH7S3rujw8/eN/j83f6jcP+qOv49r//6v96mBlbzATgZUd97El1\nt8/fLf7xeSaM/1tbDRz/y476WNf6JzKj1WpNODEiTgfuzcwl5fAdwH6ZuS4idgWWZuaCtnnvp2hJ\n1FnmN4B/APbJzEfKvo5OzsyjakcqSZIkSZKkSbNFxfRrgDcDRMT+wKrMXAeQmXcB20TErhExCzgc\n+OsJyqwFrh0fDxwJfGvI6yJJkiRJkqQB9WxJBBARnwAOovjM/UnA/sCDmXlFRLwS+PNy1q9n5rnd\nymTmiojYEfgS8HTgTuBdmblh+KskSZIkSZKkflUmiSRJkiRJkrT5q3rdTJIkSZIkSdOASSJJkiRJ\nkiSZJJIkSZIkSZJJor5ExLyIWBARL4mIZ27qeDQaImLnEYhhl028/KdtyuVvDiJiy00dw1Q3Cvvi\ndBMRO0XEDps6jn5ExFa9/htC/Y325af6dzwVt+Gw+Td4Ms/r0qa/vtbUs7mcT2Zt6gCaioiXZebN\nk7yMpwNLgAOBnwAzgH0j4gbgvZn5ixp1zAWOA4Liq2//BHwxMx+qUfbPM/NDbcNvyMwryn9fnplH\n1qij54VvZj5cVcdkqbMNI2JuZq6ZYNpvZebfDbjs3YC3ZebH+yy3PXAU8Hbg2RTbtarM13pMbmXm\nWyrKfzszX9M2fEZmnlEOfgl4VY0YZgGvZ+Pf4dWZWdmDfUR8MTOPbRt+T2Z+thy8ps7yu9S5LXAk\nxTY4rN/ybfVsmZmP1py3yb7YaBt2qW8mcBjF7+hVwMAXIxGxS2beXWO+44A/BrYHWsDPgHMz88uD\nLrusd2vgdZm5tEk9Ayy3731xgnoax9/kfNTv8idrO9Zc9hbAGRT70c+BGRHxLODzwCcy81eTHUOP\n2OrsB/9M8TfrpgXsNsByG+3LA55TDgHex8bHsvMy86YaZYeyDSPixeXy1wP/nJk/qVNuGCLifZl5\nXtvwSzPzB+W/L8zMkyrKN/obDOnarPF+HBHzgD0ptsHKzPzPPso2Pq9vymNRufyB94Oy/DC2wdD3\ng7rXpxFxOEXcM7pMbmXm8gYx7JyZqwYo19e13Qj8hhpfX/eou849ztOANwFjmfm9cpu+BPhXYOmg\nXwPv5x4nIuYDf8TG+9EFmXlnzWUNfG3dVkejfbmsY+B9seE90qRcFw16nzoMUzJJFBEvAt5GcUH1\nb8CiivlP7zG5lZkfrVjkXwA/zszfa6tzBsUP+TzgPRXL3xf4v8BfAVdRtOD6TeCHEXFMZt5asfyX\ndAyfAlxR/vtZFWXHNboobnox1qW+vrYhxd/v8YN0RHw2M8f/7n9BHwfwiPh14K3l8p8FfLFmuW0o\nDuJvA14IPI3iJPj/ai76wvL/ndthRpdx3fxax/DCmssFICKeA3wb+CHw43K5RwIfi4g3Z+YdFVU8\nt2P4rcBnu81YEcdWwOsoboYOAb4KVO2D3erp+6ZsCPvihT2m1fpUZHnsWEjxO3o98AyKE3PP40hZ\nttGFTES8h2JfO3z8RjoidgXOjYgd2vfxmuuyJXB4uS4LgW8CPZMcEXE/PY5FmVn59GUI++J4PX3H\n36WOfo9ljZc/7O1Ylt+bYl96S2buVTH7h4FtgPnjDxgiYjZwFnAm8N8HWH7tm4ohXNDvmZmP9Rtj\nlzgG3pfL8gP/jiPiTRTXIP8d+AeK4/lvAmeX58eqm6tG27C8IbiC4kJ8/HzynohYD7wjM8cqyjdO\nsFCcR9p/65/giW2/T43yTX/Hja7Nmu7Hw3iAScPz+hDWoenDs0b7wRDib7QfdKlvkOvTo+h9/dFX\nkmjQBy+DXtsN43w2hCRTo+vrLvH0e11wCbAWeGZEvJvid/Rd4GCKv+VxfSy7799QRLwSuIjifurz\nPLEfXRkR78/MayrKN722Hsa+3PSc1PQeaWjXRYPep5ZlGyfaxk2ZJFFEBMWB563AOmAnYEFm3lWj\n+PU8+QD6LODPKC7Kqg5iL8/M97aPKLOK50ZE5Q8f+Azw+sy8rW3cNyLi/1DslIfUqKORzHxewyqa\nXow13YZPqq6vmSO2A95cLn9n4ErgmZm5Z83yyyie1F1DscPfBNyamTfWjSEzryvreinF32wD8KPM\nXFF/TRq5CHh3Zn6/fWRELAA+BfzuZC48Il5PccB7GcXJ738Bz8/M4/uoo9FNGQ33xfFtOEFs76M4\n1kwoIs6jSAr8BFgGnAZ8LzMvrRV98wuZdwMHtt8gZ+ZdEfE2ihNjnYuxmRQXPG8HXg3cDLwY2C1r\ntEjMzO37jLlz+Y32xabxl3UMfCwbxvIZwnYsY3kexb70doq/6ScoEq9V3pCZ+7ePyMy1wCkR8SNq\nXgw1SBg33Q/+mobn3ab78hDOKacBh3Q8pb0+Il4LfA+oujlqug0/DXw6My9vHxkRR5bT3l5RfhgP\nv5oayu+4gab7caMHmEPSdB2aPnhpuh80jb/pftD4+jQz31lnvooYmiSsm17bNdoGk/HQZBAN73F2\nzsyDy3ruyMzdy/FLIuK6Gstu9BsC/hw4LDPvbRv3DxFxDXA5xXmql2Hc5zbdl5vui03vkRqdT4aw\nDYfx8GgjU6JPojIRcxGwGvjtzDwAuK9uciEzr8vM6zPzeooDzkspmoR9huKPV6VXM786zcee0bHj\njMd1G9C4/4M6ImJ2RPxZRFwSESdG0aTuKdN0Gw7BPRQ3Eu/NzD0z80+Bfl6xezrw4Ph/gzQbjIjt\nIuImipugPYADKE4AV5UHh8n27M6DH0A57ql4d3b8wH1oZh6fmVfRe9/aSHlTlsB7KW6o9gF+mpmX\n9nFzPZn74rtrzPMa4F+AbwDfzAleoZxEv+zWgqIc90jNOu4Bjqd4arR7Zr4Z+M8+tgER8eyIODUi\nvhQRF0fEH0X9vmCa7ouN4h/Csazx34+G2zEiTomImyn2yacB/60onh/LzH+vsfxer3ZWttCJiNdH\nxFKKFq6vprip+Gl5XOirNdiAur2W0a+m+3LT3/Fj2aUZfzmuTiupRtsQ2KvzYrxc/uUU57epoOnf\noKmmx+OXZ+a5HWVb5bjfGlKMVRqtQ/ng5QfAncD/K6/XryvH31dj+U33g6bbYBj7QaPr04j4wgT/\nXRwRF9covwz4PrAfRcJ6F2BVZt6YNV6zoeG1Hc23wbuBt2fba8bl+fhtwDF9xDGwIVwXbBkRcyLi\nuRStiZ5f1rs9T34o0k3Texw6EkTt4+qcL4dxbd10X266Lza9R2p6Pmm8DSkSba8t993/yswHy9zH\nayla2vVlqrQkugV4JfAi4M6IqHPi2EgU7woeS/FHuhR4SWbWvSn6eUS8KjP/pqPO3wH+o0b5rjt4\nGdMzapTfOSL+kCd21Pbhuh1c/m+KJmeXUTz9/DjwwZplh6HxNmzoncDRwNci4mqKJ5a1bxQy83ei\n6ITsrcBnI+LZwOyI2Dcz/6lmNecCSzJzo2aDZdPSCylOaL28IDZumr1v2/C+NZbfqxPKOiehPSLi\nL3ji77Z72/DuExd73K4U63hZ+dv/BsWNUl1PuikrHtz0pem+2Ehm7h3F+9JHA4sj4t+A7aNHn1tD\n1ooufbZE8c5zrdflKJ6oHEXxtOJ5EfGNfgKIiN8Evg5cTNE0eRuKhOmPI+Ktmfn3vcoPYV9sFD/N\nj2VNlw/Nt+MZFM2qPwvckJmtPveldRHxwuxoBVn+tuv0P3A58DWKm4o7yrJ9v3LawL4x8WsutfoW\na7ovD+F3/LSIeGZ29D9T3lTU6Ti76Tbsdf58qh5Ablc+ZYYinvHhGUCdBy9N/wZNr82a7sdNH2BC\n8/N6o3WIiDcA5wP3As+OiLcDK4DTKVoZVr362nQ/aLoNhrEfvJMG16fA4o7hFjCfomXoz2qUf1LC\nus/zQdNru6bbYMIkU0TUvc9ren3d9LrgLymubx8A3ghcEUWrwLlAne483kmz39CvRcSvdd4XR8Qz\nqLcth3Ft3XRfbrovNr1Hano+eSfNtiH0SLRFRN8PPma0WnXvCzatKDr1eg3FH/AQih/MfwO+VfUE\nLiKOoDjhfBc4u/MHWGPZu1Nc1N5G8Z7iTIqbmudTZIx/XlH+4xTvyb4/M/+rHLc9RdLgnzPz7Iry\nZ7DxgXKjPmwys/ME0a2O6zNz4UTDNcr/I3Bq2/I/UQ7PoOiQa78adTTZhg9R/P0fH0XRqgQgMnOb\nmuvxLIobtKMpmrtfAHwhM/+5Tvm2ep5f1vE24BeZ2dl0vluZGzPzlRNM+1F2NFPsMs/BPSa3ymxx\nr/KfpUhqfnz8711ukzOAp5dZ617l30n33+GMcvn9vDMbFH+/twP/BVycmRfVKDd+U3YkxXveewL7\n1U2wDGFfnOiJyAyKV0V6XtBGxPaZeX/57y0onhocDRwB3Fh1cxoRY8B1baMW8sQrbguzoj+fiHg1\nRbPb84G/p3hQcABwMsU723/bq3xHXS8sY38rRb8FHwS+UrUtypPfhzuTQRFxAHBOZvbVQeQg+2KT\n+MuyAx/LhrT8Rtsxir5MDqfY/w4EvkPxW9qzTvzlfvgVites2pd/BMVTrH+tKL8zxfZ6G8XF2zco\nngTvXbXssnzT/eDvKR4YTdTRa89jaZf6+t6Xu9TR1+84Io6mWIf/QbENZlK0HjkD+LOs6Kx2CNtw\nKUWHnn/VMf7dwMsy810V5VdSJEzHt8EpbcOnZOb8XuXLOi6h97VRVQxN/wZnVCy/57XZEPbjqyj6\nXen2APPdmfnGXuXLed9ZsQ49z+tDWIcfAq8pH/oExbX2FhR9i52bFR+kGMJ+0DT+RvtBR5nG16dl\nsvkMilfG/qzusawtYT3eD9Fsild/6j4EHa+n72u7IWyDmyj6suuWZPqrzFxQI+6De03PHl0NtNXR\n+Lqgra4tgHnA/dlHp9WD/oai6C5hEfCn4y2CIuI3gE9SXJd8oaJ8o2vrcv6m+3LTc1LTe6RG55O2\negY+DkTE3wGvniDR9u0sWrjVNmWSRO2i+ArMGyj+gC/MzM6O9zrn/xVFD/H3dJncyszKdyXLHfYw\niuREiyJh8Z2s3+P5ByneD/8lxQlwS+DCzDynqnxF3U/K/E4w39+033x1DtcofwkNLsa61Ne+DV+Q\nmbtWzP+8XtOzZu/7HXU+h+JE9rbMfHG/5dvq2S8z/7HGfBP+zetuj/LmbkfgPzJzfdv4vTPzXyrK\nbkVxwH4Nxe93JsXv+Srgj7s9ielSx+NfEStjeQlwZ9Z7RWWiOn+L4gbxT/ooM9BNWRT9wXyAAffF\niLiTHk+2MvP5FeXvonjF5ivA/83MdeX4LYHfycyerUqaJgrLOnYFTmTjY9n/7LzAqqt82rWAYlv8\nbo3j8YQJ6oj4YWYeOEAMz6V4NSEy8x/6LNtX/F3K93UsG9byh7Udo+iL4shy+XtTXBBWtjKNiDnA\nOzqW/+Xx33Qfyx/kpuLgLqPH98sZVRf0/Z7/6iqPSzMp9uUra5aZSdF58Ibx42hE/Ead33FEvIwi\nudK+Dc7PzB/WXHa3bfiVLPpRqCo7j6JV9jN54uHZiylahLy1qo6mCZayjoG/bNpWx8C/44j43Sxe\nrWmy/IH342j4ALOs4w8y8/ODr0Hjdbguy75YyuFbKfqWqdMCZrxM0/2gSfyN9oMe9fZ1fRpFB7kf\noOg35eOZ+fVBllvWNdCDly711L62a7gNhvbwa1j6vU+dpBj6/Q29jSJJM34N81OKDo97dS4/XrbR\ntXVbPQPvy0M4Jw3jHmngc+oE9fW7DRsl2jpNySRRu4h4VmaunuRlfAD43Hh2tGPaJzPz/RXlD8jM\nW8p/bwuQmQ/2sfy9KfpP2hO4FTgxM38eRbPqc7P6SzRE75ZAA30iMyK26Dc7PkE9b8nMr1bMsys9\nvgpWJ0lR1vF84CdZtuYox786M79TUfZvJpg0vvw6icbOJ6ftKp+cRkezbIoDx+PNsuv8Dsp65lB8\nza4F/Fvdg1d5Anl/Zh5QJoh+RNGUeS7FieRLFeWP7TG5VVW+R71bAu/JzE/3WW4bgG779WQpEwKv\nAN4C/A7F/vwVYHmdE1BF3X+cmZ9qHmWtZf0aRaeMncnKyoRp02RpRBwKfCQzDy4vTL4DPIdiv3pv\nZn6rz9Vpr3tm1VO7XjemEfF7dX7HEbFn+1Ol8oLyuRSfr+7nqeGTjsHR1lqtR7ljs62FQES8NjOX\nR8SOFF8367kvxQBftKyjz5uKHcdvJMu4DwPuyHqff39/Zn6yYay/AXwwM99RDl9C0Zn+vcCxVcmL\nMqF0FsWT5ruBORQXt5+iOK9PiYuziNiLtgvizFxZs9wwEiyNk33lsezXKY5lj7WNr/PgZVKSjWXd\nR9W8ORv4AWZZftLWYZDlb+p42tXdBuW8e1G8Gvcr+tgPyrLtDxYeT3aPj8iKfm0i4mTg9yleH/58\nP+eQGrHVOadvSXFT+tG2h4j7UlznnNHHb3EnigcVGyiu0x/oI85GD016XOM/m+Lh08y6sXSpe9Lv\nU8vlHJqZ320b3g74zfZxT4Um19YTXNM8/nC6Zh2DnpOek5n/Ud4j7U6xL/80u7y+NVmGsQ2bJs3b\nTYk+iaJoPjWRFk/+Ska3OuZSfEKw/ZNwX6y58f8UOC4iPpxP7hSrTguUcyi/BNZPcqjNRRRZwL+l\n6Pn8ixHxS4r3RCubE5d+RNF8baLhqmZ8XS+II6LWBXGFxRRftenljAnG70fR+XjPA3hEnEDR4fEK\n4CUR8UcUmebzKC4QeyaJul20RPGZwbMobvTr+ApF89Fu6vQ4fxrFwaJbs+w6r/t1S9K8KCLGE11V\nN7fvp8iwQ9Es+d7MPLRMGH23jKOXjZ4Ul54GnEDRUeJASaLMfDQiTqR4ktRTRJzeZRw8keyr87nW\nyMws/30axZd4fgGcWXUiKy+WbgRuLC/uX0nRiuOMiLglM/+gavk9nEBxg9kr9p/S5SK01MrM3aoW\n0pmsjP77kOh8979dnXf/P84TnVG+ieLmei+KG+wrgJ5JoqqLQSqOJRTb7nsUicnO5PS7qPgdR/Gl\njbMj4sVtF1G7AP+H4kt9dVqDvZyiT6dtIuIe4OjMzCj6Q/kARTK8l3ey8SdVP0CRqPwZNfYjan7R\nciIVCeMf1yj/xxTnr5dHxDMpzmffBo6OiO/WeHL5dxEx0evWrcy8oSoGin7kPlLG8xqK1/Z2pujg\n8mKqv+byEYpjR+QTn8udS7EPn0nx9dUJ9diHxteh6tXVRjdF5d9v/HXj8abtO5UJO2r8Df+E4gnt\nJtNxLNuhfArbz7FsZvTocD/764y+00cp+u2q8qrM/DbF73/8puJVFF8DqmPriNiH7udnsvo1lZ7X\n51ndCqVXv06trG5V2Gg/qFBrG0TEKygf4o4nVMoHQr+f9VppnTHB+FrXtxTXZj+juC57a3T0J1Tj\nwUvPh6BUH8vGE+7t/b7cDmxLkTyqeu3yGRTHzN+kaP0wh6JPoKuBD2TmLyuWP55IO7Vqvh7lN/ob\nRdEy64MUx4G3VpXv8Tf8NYrW/z2vrSLiI5n5sXrRdi1/InBsRPxt233tbOD0KPr5eVKHzh3ldwI+\nxhONET6SmesiYj/gosx8RUX5YVxbvwBY1n5tFBH7A18oHyr0bAwwhHPSpRTH04eocR3SZflNz6mN\ntuG4zLyZ4qu5jU2JJBFFYmSizpvqvO61L8WXZP6K4qJkC4qD0Q8j4pjMrLrJ/xeK5mMXRMQxwB9m\nZrdX1ybLjHziNZJLI+LDwJ9k5tV1K8jmn8hsekHcSHa8zhbF6yVnUhwIXlqjiuOBF5UJhWdTfE3j\nFxRPPi7rJ5byoHk2RUdkx2Tm7XXKZeYZ/Syni19k2V9JeUP4CP01y26apHmorYXCaygTe5n5y6jR\nOWBmXtI+HBFvpWgWeQVPXGRMtut58t/gWRQ3ZE+j4vPb5U3EGeVT5g0USYoLKF59+0j5Xy1ZdA75\nALCGonluo0/D1/Q1io4VV1IcE68b4Kljo2QlGyenO11Qo/wv2p4MvZaiz4FfAaujRsd8TS8GKU6+\nFwLfiojPUzyh6afVxwcpPov7+FO2zLwtIg4DllI+UKhwDsUrTf8WEQcBl0TRqupHPDVfNeq8sWtX\neWNH82PRMcDLy38fDfwgM48rE683Uvx9ejl4gvFHUCQq63yN5bF8oi+Y11M8dHqYotPSOi1sX01x\nQdr+2ec1EXE8xXbsmSSi4afDh7AfHDzB+Lp/w2EkWF4RRf9U3bSyom8qmh/LXkLxwLHr8qm4MWyq\nx03FGVF0oF7npmJPev+Wqo5HvY7ndXQ+POv1MK2bRvtBUxGxmOJYdAvw3oj4FEWi8UKKfhMrk0RN\nr28z83l9B75x+aYPQRdkR18nmflIRPwJxfG46tXRsylewz96/FwaxReYF1Mkzd/Tq3CPm/OnU3yx\nqvZ+WJ5HT6T4YtpngQOyrbX0RP4/e+ceb9tY7//3trGp3DqULiqkj0sql5AubrkrCtulODs67rdI\nLpGtHSJsdymhiISwnUoo5Xa6IIX4tsOuI5f4OXXC3rmt3x/fZ6w55lhzjucZ8xlr7b3qfF6v/WLO\ntcYYz1xzjOf5Pt/v5/v59JhP58OLMZ/BC/0xbIgnaQbF7rge33CbrJn9UdKWeOEsNhdcgBsbnYLv\nuc+T9DQ+zx+acP2s2DrgdGDXSmx0d4g1TidOili/z/tN1vWB0cKamvsd1j0LkCivU8Z4SRJNpn+7\n11eI38BnAltbtz3ftZIuxx/e6B8tJIU+LuljwI8lnQmcmzj+3ECm+uA91iRBBPlZYvID4lYQKq2f\nBz6E01hT2+SeK1ge5q16T+CifLMbXPst+N/wTcARTdlTPSpuQ3gF8wdmdl7CKar3wf82SBC1kaSZ\nJG+LWRhPEh0ezrMA8OrUcUjaAA8+7sZ1E8bM6c5KWiVyBtSB+CbzVNKYTAcBHywlVp41s2/KBfNu\nJyFJJKfC7oAvxE/hQfHmliCoX7OpmkCCC4IFrRm5wN52wDRJ9+GLz02JCaOsZKXV6MUEhkiMSTMp\nBHKT8CTRieHYCfgGKQmDBoMAZvZ9ST/D7+P/krSHJeiSBbxoZiPWAzN7IgTGKXjBzB4Ox90SgpFP\nNBhDLhag2UauCy3MRX8vVZc3wROeReI1JWHdtWmRtDa+UbmPdHbuQuHYifh9+PHSz1LmwxettyPP\nS5KirQnV50jSCrgGxBwLjnEpyNgU5f4N20iw3BZjSUSQW3j5r8zr5yJ7UwHck/MZzGyWSm26YX1f\nGL8Po2ymcvFM0htxba6ollLp+J/2+5lcjLeRCP0A2AxYx9wh8ku4/uksvJDbqJo/aHwbvu86rcRk\nOYkBi6A944YwH6e4Uq2Bx1VlTbKXgM9LimqztZCgKY6bjCeOr8GFjhvp65XOU5gl3Yx/rhSzpLIz\nYxUpkiD/6DVec1erFGevV1mnBX2aXD/zJFzIOhoXthBbAyzY65kxs9slHZcwhtw1aY0e+7QCKazI\n4rqDxpa532FbXS/DGC9Jorp2rxSl7oUrCSJguHrbKLNoZlfLWw1OxDPkKTaruYFMQQcGn0C66MGW\n5nyQmyXOCojDtfotYosnHD8Jn3Q+gU86h1qeZsOchgmik3Etmanm1O5B0KvithSwu6QvmdlRkeOz\naNkFMpI00/Gg/tW4GN0f5TTh63FL89h1V6UTfOyaGHyUj6+jfb+xwXnmA/4d35ReDKxlCeLvAXMq\nAezpMNzyFr2fQsDzAs4Y2dSaMxJ/RwvVUXP25F1hTEXLxWK4zlAMWcnKCKItczgj9E58Tro+zOML\nAd8AUtqEWgkGzbW8DgyByIWSbiTRKlbSotWih1x0MTXZWv0Onm6YIKqzvR6yuHD1rGpANggy5qL5\n5BTyRfA1bM9wvkVoUC0MiZUT8ITj/mZ2X/rouUnuLvVqPMdwV0iYH4s/pzH0a/OZQMJnkIvLXgJ8\nKATxM/CWk2Ul7ZOyMWzjOcj4G45qgkVpOhajNpdJepOZ/TnyO1lxES1sKuog6X2xRIe8HeRySSuG\n+/AMfH5+l6QzLO6ONh/ebrUb8CQwQe7u83XcOTenCLkHHrfUXT/3O3i+iEXN7FlJM83sQ00G2UJ8\nuz31cUHKXJBTBH1a0gfN7NbKObfCC6ExvFjzeRtp+QyYoEHSL/E57Dj8PlxTnba9pBbkEAucAPwR\n+JiZPdpg6EtRz8qLfYcTJL2xGlNKejtp9u/V5+xhM6tj6Y1AZmwNfeKfsO98bYNxDLom3Y+LtUcL\nrjXXzllTc7/D6lgG6nopY7wkiXLbvSb1ejPc0AsnHN9V2TTXFdpL3occo4S3gefpptRWX6cEWllZ\nYjIDYjPLbaWZibflFImQXSsTeCxTnbspWhNvCTpM0mHVH6YEu9bbgW2WpDvxhGMMWbTs3CSNmV0h\naQaedP1reG+2pGlmdlPCKe7BJ+G78ApR9fwxh7y6BSulTakcQPwYr8AmBRAlLCxp/qIqYGbXhPO+\nirQN/mSzYT2jN0h6XYONcS2tXO6CkISwwZyMu2/8P3xBrXVWK6GVZOWgMLOz5VoFixaJEfOWx5vx\nZHgtWggGu+51M/uFpHVwWvF7Ej7CGcANcnenwoFjbXyjdGTC8dCpOoL/3ctVyJSq49F0byrup1ny\nsXbzG0PuXITrXNyCi+Yfbs4OXRjX7Tsh4fqvx+eBd9HAJroMMztaroGwOB0drFfCv/0STlFdx8tI\nCSzPwVsdi/X7CTPbQG77fCFxncG654DY36SNv2ELOL4ypvnxNr6d8LhomcjxuXPZAZXrL4lv9Aob\ncfU6qEALcVEbm4ouzR5Jq+Ebpe3xdqkPR46fjutSFvfh02b2Kbml+rV0a5/1wlHAosA7rKPN9Rr8\nvuS+SKMAACAASURBVPwS6XPiQGjhO6hiENHouviWWKLNMuUkWiiCHgRcKekB4Df4mrYW7pK1acLx\nvVg0hbZMSiE+N0EDnflypfCvitq4QNKVuNjx0Xi74Xwh8VbMJTFznQcTYuA6fBHfp52BxxXz49/B\nvvj+OYZy+++Eyuto+28LsTV4XHQOvqYXmkSvw+eYqCxIC2vSHIuIxEeun7Wmkv8dFuPI6nopY7wk\niXLbva6X9DXcmam48ZbEM/aXJVz7++rh5mNmt0k6JOH6UZpc5Prr5xwfkJUlLgXEixEEEvHF8GXS\nAmLkAqO744HTS3hyKVU8/Avhv702MilZ36xNUUvfQb9zD0lKoXNOLf5fA9CyyUzSyLW9in7xMnPn\ncUkrW5zRtnz4b7H4U3odheW3KYFX22fim/Kre/wNYsm+y4DvSjrUQkuHpPfgc8mpCdefKemLtFQ1\nlYuUTsY3Ja8jIrQqd2rcCtc6uBLYzJqL6ecmK7Na5gIexYXzt6JjRPCNxOprVjBoZiPmc/O2oeNI\nmOvN7GJJD+Mi1WX3if+wdPeJLCMCq7R7lREqYTFYwu/UoW4uGjKz3Wov7nPBOyrvzZb0USu5xtXg\nD/gG+HvA+pLWr1w/RT9hRNAXNsoxRmjxu+tHf6kei1i3K6iF8z4sb72MIfYcxObTur/hCOp/D+yf\nMMZamNmN4bOuhyc2tsYLf/sT0TEJyJrLzOxeuZPPx8P1V8VbMbcFbks9Ty9IutTMdo78Wvamwsye\nkj+AO+Ft0M/hse66iRumCWZ2R+n1z8J5/yIpxZFoGzNbvTKmgqV5N5EkUUvrSb9zp3wHVSOGVUqv\nU4Wz6+LbKJQvJ1FXBI3qmJjZTDmjbGM6Dm9n4S3sKTFNdf0qI9oiE0nQkHIftxBfP4snyLYN/6qI\nJYCyHOnM7HpJD+Lz3qZ04or1Lc3h7S10t/9OKL1Oaf/Nja3B187PAffKzZkm4vPpWRY3o4D8dX1E\nkVHuLr4TXuCNGRlkraktfIdtdb0MY9wkiQrYYO1exY3323DjzYf37p+dcuMp381nY0rVZ0nblBgI\nV5lZrwmlfP0vm9nhpddbm9m14f+vNLPtYp+B/Czxij0C4leAo8NG7T8jx2eJhxebGnlLxgr4hGoN\nstXXWtAe6DG2qNCrpH3pn6BKYk/0CWaWAHbFhYRjx+fSsrOSNHjVu+53axcB68GkKk3A29N7Uk1F\nSpsSZpZFwTezU+V6VpeoY1v7B2C6mV2dcIrsqmnmpmQffB5bDL+PdqtUOlIYcVNrxhar3ENmy5yc\nMXU98At8YzQB//xflFsW1+qx5AaDijjBxALq8Du34xpWAyG3chzBscTdJnNFNvvNRcV7tZB0kJmd\nVnq9jpn9PGxWzjKzWOHiI32u1dPhqc8Y6tpUolqD6uEGUx5TQkDbpfVhZuWkSJTV2O85DkykHWPH\nM/JvmPy3CzikupEoIZooBJA0HdgS15y4Gqf5/8TMLk4ZQAtzwdV4PHIDPoffjjtcpTCDY1gt9gst\nbSruwosG1+Itn3+S9OsGFfUuNn7lvlok4fi6RFLUiICWWrD7IPodMDK5URRfmxQhL6q+F5KfG+DP\nYoyNlSUnkZuwLsW2t9BhxQ8BC0mK7i/q1jN5x0IMdQmaITzWqUVufJ27JpvZh8M4lqRTADEz+38N\nTvPnYq8ob8Ffi8REqeWLn/eNrQPJIuUcL+Hs0OMlLRbea1LE7LUmUXmv7voXA0h6G/7c7YTP7yfg\n2oex46f2er/BmgrwP5X9/vyktb0WyO56KWO8JIm6EjnWvN1rdTP7Mm47PMiN14YDRhkH4v2KkNZn\nuXbl9UF0WkOSqJiMzBJDsyzxuZSSAJKuMbNtwstDiCSJyBQPDxPe1/C/xX34w7+KpFuAAyyuL/S9\nyvjPNbO9w8uTiLfsLUV+INIrmHkKp2ceMPLXRyArwZCbpKkLJBIX8uJ338bICTiFkpwNdbS9eiKB\nDYWZXYpXnAdBbtU0a1NiZssONOruMVxvZpuVXh9TYg18i3iy8G01505pmTsH2KNSvUbSunii8CM9\nj+r8Xm4wmCUMqBYsm+WGDXXniLXP5iJXZDNXrH5rupPCJ9C571aJHWyBlSgXcBeBjWbNNImWtkSh\n8z4ou8EUCZYmbjAPSdrOzLr04OTtUnc2GUhgIuwY/r2W+Ka0J7MzxFfbhvPEmEjH0p0kHMI3Ryfg\n2kop2AyXI7gW+M8QoyUe2krhZSHgb8U/c6He5OvnQu5gNose1t+S3mtpbQZ3Ah/EEyKzJDV9Nu+W\n9FkzG5ZlkIsVT6PDOq/Dc5JWNbN7y2+GZzPKMs/d3Oaiheegeuw6eGy0HZ7wuzDhsFw5iWIN+wyl\n+RAvfqUUM2KJutq4Q9JF5SSLpD2tY+byIyL7g34JGrnRytZ1x5aQFV/nrskhkXIe8D46e5yVJd0B\n7GWue7mt9XEslLQj8Fm8xWkhnJ31BLCEpOkWkeQIScm1gCfNxeh3wwXUH8TbmpM1XMP5JuKJlZ3w\nZOVbEo5ZDE+y7lHs0eUMtQNxpnUtM7HXs9hwzAfiz+yC+B79k8C3zKxxQWyQNVXerXOxpHdaR7Ny\nZVzzbXJ1juyF3IRvFeMlSfRIrzfN271S9C++QgggGyaHCuQ6YMx1tLAxq2Kxhr+fKx5+Eu7CsWvx\nRpjUPoP3q6ZQy8uIsb+6EGFPvL/fzyr4YGp1rw+yEgwFRilJ8xt8Mqu7btYEXHOfNKGVn0MGG6qF\nzXlu1TR7UyLpHXRanYpg8KxeScQ+qFaF1iducVs3nkYtc7il7R3VN83sDnn/egytaWBoMGHAXm2+\nxWY5NRFdbZctjm3K5hgUuSKbdZuKsbAOXwKfg16iw0bbU9JLuEtcPzfSMmbJdfouHYQ5YvluMAfi\njMaDcGbz/HgV8U/hPLUIz912+HP3JrxdYHEzW6HJ5wjz8kfDeTbEWWjRdr3yfCPXkpiKMyMPsUQt\nCTNbKSQTdgaOlbdxLhmSJz2ZwxXkFl42D3PODsBXw+d4jaRVzKyfc9sw1HGl6qXFkqJxl1v8wsz2\nDEWezfC/49eBBcPYfpiQKDsYmC7pIZwRPT+e7Lsm/CyGz+F6NlcDv6ZzH2+Fm6REIUlmw1p/R+Cb\nstnAl2Ibyxa+g+I8Az0H4dh347HRdvjzew3wVzPbKPHyWXISkj6Ox9JH4rHcBJzp/2VJXzWzb9cd\n30Ki7q2V1zviCRNo2DIYEpRbhnOshxewU4p6ufF17pp8AvDbSrKs2OOcJu9m+Dz9HQs/iz/D4PPR\n42a2UVhbfkx8TTkH3w+8RtLPcYbg5cA6eKIyyoRRXusveGx0D86EAcDM7pYbvpxCpEVZmexefA26\nHncku8VcCiRx6K2sqccBG5USRJjZb+XdTGeQsE9TPkO5C+MlSXQO/VksB+PtS6OJ0XTzmSsYYGOW\ni1zx8PebWRfbxlx/5FQ5XXpu4nzSWqW+SaQiEkFWgqHNLHkPpCzkU8mYgGmBVt4CG6pgGpSr38Xr\nlLHlVk1zNyUfxOfTk/DNQBEMzgjV4BsSPkM2lNcyV/c9pdCas5OtyhAGNLOfSlq6WEPkLl2bAA8l\nVm0xs4tUcm9Sh1o+y+ICmbFgKoXanCuyuYL1sH8fQ5wBnFGtykraNvxsp4RzrIwHwp+TdAG+Yb/U\nzKKWzaXrDewGYy54v4mkFfH1+2XgyxZptyzhMXzDcYAFAfjAJkgd+9b48/s+fBNyPrCsme3e4Byv\nwdthPgIcX0pwJMOCU6Ncb209PNHxO0m3JrDysueC8D2cCZwpNwTYGfiOpNkWt0yuc6X6cezaPTBQ\nHBeexeuA6wL7Yhu8NflcIgwAc/eePeTOgsvj9+FDFmkxKh1/l6Q1cQ2ldfC/xwPAUZbgDCRpZ2Cq\npJUCa+bjuB7OerhGzdGRU2R9B208Bzjr43JgAwuCy4HJkYosOQm8W2JD69YH/ZmcLfoToDZJVAdJ\nPzOz9QY9PvEaE3GB9Z1weY//AtYAlku9D8mMr3PXZNylssutu7TH+Q1wB/V6iX83s6fD/29GaBk3\nN/VIWVPeY2bvC4ymmcBbw/V/KO/YqIUyW38DVjCzT1bfNJd5iBZiLF+E/g34Z9gfL8DcCCwqab6E\nZDlkrql4ImuEpmIgp6Q450I+Q7kL4yVJVEVTFssHJPWrDKZkF3MdMOqOf1PC+HOPB7I3ZrnIEg+n\nXtQtxyJ1LJElokhmgoH8JE0usibgUWDDVRFlQ+GBx7ctXWC4inLVtHC2alQ1zdyUnAhsYmZlW9rf\nSLoBX9xGPUmkfB2PX0o6Ct9UvhLOuQB+f6dsrHKTrVnCgIH5sT3wfrmY/934c7mzpB9bmk5eFrW8\nhWAqS2SThBaCCOrc3VJasFesJogAzOwqSSNad3ohrGMX4/TwxfCN9TS5ts3V1kPgvAy14AYjaXFz\nhu6DcufXzSTNBi60uIj7FHzuuELuFngNzdaoq4Ar8MpnIeKfHIBK2g/4NL4evdcS22L6IcwFNwM3\nBzbBZpFDIJ/ZWR3DIwQBeznLMPb7U/r9LLFo0RokTTCzoZCY+TbwbaUxM8tMnnsKJk+4D1OYPP9u\n3ir11fB6C4u3q5ZxEM7SLu6fZ83sm5Iuw9eW2iRRC99B1nMQ8AH8WbxF0j34s9hkf5YrJ/Gi9TCQ\nMbO/S8pN5ifdQ5l4DN8cX4K3Zs2R62qlJoggM77OXZOp38cMAQeb2X/V/M6kkOBdGJ/7Cm2iBUhj\nxM0BMLN/SHqosn6kzM1Zrb8BdZqhr4kdLG/X6qszaBHnWjObgz/PV4X98ra4Q+af5CL2sU6BKeSt\nqa+StEC1gBYSvkm6RJbPUO7CeE0SNcVt1lCsqYIsB4zI8SkZ+n7HT0g8vo2NWTXRtljpdUrS7mi8\nYjiQeDjwpKQNzKxLNFbS5rjTUQxrSipX+1V6PVaZkjUqYyhjKGGDn0vLzkrSqL7VKvo8tDABV8fT\nNhsuZTK/H98ALINXai41swdSL1Cpmq5Np2p6dKhgN0LTTUk45vFe7ynNEQnq3VyiejDkt8wdjC94\nD8tFWyfiz/B1+IYhhtxka5YTDLALULSo7gz83Mx2k7NKbqWiwdcHudRylOc22bfVTGlaKLkJ8zp3\ntxRmad31G4vbm9nfJM0Ix07GKecxp7ssNxhJGwPnS1oubJAPxoPStfGAstZt0cwuAy6Ta/BsjzPj\nFOb5Cy2uz/ZWvOD0nXDvXos/26n4LL6J2gHYQSMd7qJJREn99FqKjcKMyClyN4Y301t8vRhDTGsx\nS4ulDcjb5S/AY4HH8Dnp98De+HdUm2BQPpNnCt16HYcSb1ctY451i42fDmCu4RLVUWnhO8h9Dgib\n//8KBYQP49/Bm8O6emEsadZCAW2BkHDuSlTLC7kL9jmmTbxd0kl0nqPlS6+X73/YME7D57DPAG+T\ndG3k93shN77OXZPr9jj/G0kQgctu3I8nhM42sz9KWhgvQF1Ze6Sjq9BSLcLEDrb81l/wmG5HM+uy\nu5eTIn6bcPwG9GYFboXHpinSJsBwEehC4EI52zuqFdnCmnoZfg8eFoo/hSbTyTjDOQnKYChX8a+S\nJMqCZSqW9zs+nCPaHlF3fANkbczMLKuqFYKHsnj4kJX6LhNwEJ5ceJBuBsaypOnprFrzsxQ3nbpN\nT7Wfuh/ux++XgTZIlknLbiFJU+25LjABFy9PxiATMMx1NhwheDwvVFi3Bc4Km+3vAJdZoIpHzvH3\nUC18Aa/Q3J2aIJILjZ9Jx+p2bzN7MizopxJPlE2SNKm6YIRgIjWwLTbjxb1wVvjvhNL/94VltsyF\n6uBe6rQ3DOEaDCnJDcgMBi1fGPDv4VkEbzP7XjjvK0qjhRfnGJharky3SXweGd48yXUrCt2BFC2U\ncmKxihTx7rMTElF1mCnpk2Z2SflNSXuQFowWv18wiCbj9+KVuKZOigB+rhvMF4GNSwyKv5rZseG5\n+DGRJFFpHM/g+h/nhQ3lTnhguUbkuD/jOhGnyIOJnfE2lzuBCyzCsK7b2DZArvh17sbwKTzJehv+\nPBWaZKlrfK4WSxvFr68Am5vZw5I+BFyEx1d3M9J0pReymDwtYGFJ81sQkbeOc/CrSGNQZH0Huc9B\n5Vwv44mpH4Xkwkdwtl2TpNkgBbTpwA2SvoA/BxOB9+Ls3Kg5kFwvpx9SGBBH0/0cf6H0Onr/mNkJ\nwAmSVsX//jfjTtT74oW8aJKiJr5OLeDltnsdAHxPktG9x1mJBFakmV0RChULF8k+M5stZ7WlkAHK\nhZZqESZJ0sPyWn/B/wYXS/oMnb/Be3EiQOO9tqS18X3nfcDHYserI5y9Z7GnUkk4O2H8xTgGXVNP\nDon6i+TuyROAh3EB+TrDk/JnyGYolzFekkS5LJbj2xqInEq+A80Uy7M2dmrHcjlXyySLxidnXuxj\nZkeEqutUSbsCD+F/j1rBVzN7KDysm+DBzxDeL3+jxWn1mKv1vxVPKt1XmsyR9GEgZvda3RgXaJLw\nmWPptrIjIOlsM9uXQMvOwYBZ8ovCOJbC7+WX/e20SUguqNav6ppyfLbdsDLZUAXMW77OBc6Vt3yd\ngm9MaufUELzNAJ7DXWUWwRMeTwNTLG53eg4euP0SZyt8U87MW4iERRBPCnxP0iGlSsW7aVCpsI4z\n1Dp4e95LwK+r1fjIOXq1zF0u6XmLMOpClWRnwnxqZjPC+wvjCdPaoDY32RquleMEM1945hbBRb/3\nDOdchPRK1yTlUcuz3CYZ+Qw3ZWP+GU8o9mNgxJAkyluDIhjdj04wugbwOL5GRhEC8nfjzIFpZvbz\njPEUuhpN3GBeMLPfl15fDsNJ6CQnGkkTi829pA3w++kuS2P3DsPMDA9Mj5H0XhI0ncIGrvxdD+F/\n/9stTTg8W/y6hcLL5DDvbIGz8t6MV+6vCn+T0UZW8SvgBTN7GDyOk+tEfcKCpkYCspg8LeAy4LuS\nDrVOu9d78Ng6KVHaFgZ5DgBCcg5Gah3+hfD3TDjHwAU0M7tU0iP4ZviEcP0H8datlNb6fu6/E0iI\nV0ux5QhWe4g3kxBikCMkHQmsi8cJvyHBWSsc//eU8fZB1ppsZo/ImTgb4+vpfHii4Ybq36TmHP8A\n/hGuW15PLiSuLTYl5RqJ46i2/iYJV4d5pNDZK/Z5J1XWuSgkFYY8k4D9Ld21tBDOHp63rJlwdvE3\nrmqUfjf8i8KCe7JC+2/iuMvIYihXMS6SRJbPYrlR0ofN7CbwzTaeXZ+N30C1jmfKVyzP2tj1+lLV\nwHK5dJ7qxmwXfGPwTGxjRj6N7yIC3VJOb94N78NeBt+c1lbtQmb6PHMNkOsrPzvZzD4bOX5PfGNw\nL7CWpP3xyWA68EbgprrjQ5JpflyotLwx/H6DB/kbib/XDzG9nChqnoMDag9kuL/1a/jkU1h0riIX\ntTvA4haZe+HJkR8Bv6K56HMbdsP92FDQgA0VNgZb4RvKVfGN4nsTDj0V+Jp17GqL8+2BL1CxasmE\n0ubnYrk2z8Fm9v2UcZvZdEmP48nBt4W3H6FZpaJXomvvBomu6pgekXSCmR0XElYxnItT4H8Zrit8\nUfwy/Z0/yuPPSrYq0wkGr5LeAiwBHB4KBguHz3NC4jByqeW5bpO5+GvKJn60EJIQm1WC0a80DEbP\nxosUA2viKc8NpmvjYWaFpstE/JmMXXt1PDG7YkgUnYE/z++SdEZ1jupx/JaVt8rzeYo2WK+N5Tvx\n1tn9zewnCedAGeLXytfDIax7BUN3Er5Rv1bSi2ZWl8TJRgvFLxj5HTzdIEEE+UyeulajqGOouajt\nE3gLfcEK+gO+pl3d4HMMhBaeA4Cf4gXTn+NFlypq58o2CmgWWt56nHtYjLnm2Kk9jksV+421PB6K\n39/JCDH57cDtkqKxbRhDrjNW7ppcJFd+FP41Rs56Im/dLd+7ZQyZWa2QuqTn8X3uyeXvPSSLP0Zi\nEVLuPLolnX3WWyQ9bglM8VAoOAZ4F/D5AWKMLOFsYBb+HP83Pf6GJLQPywXrD8Jb9YrCyfSEuLIY\na+N2+TqMiySR8lksBwE7Sro5BEOr41nejfCewdgkkqtYnrWxK0ODWS4jaSOcNrl+CCK/gVe9wNkF\ntaguAmpI4wPmLwWd2wIXmSv+/ylkmmM4BNhN0lE2UnC0lsIXsDuwWpiwXo8vxrOBL1ql/7UX5JTB\n64Ff0LFM3hYXKt3O0hxlrpO0jwX6saRP4Ym6h4AjE6qnVQHzMqIC6pHn4IvEn4OTgHvMbNfSOQuL\nzunEF6I3AR/EE6V74t/BlcAdKYk2y2TDhXNc1O9nkqJsqpAgmIw7mfwQX/hubZAoXM7M/r3HuL4m\nKWVjWL3OY03nkXC/R+/5GmQlukJS5zM4hfjreIXlHZL+B39OY1jVzNYN5zofbyv5CbCZlZgFNchN\ntmY5wZgzsd5ReW+2pI9aD2eLPufoRy2fViSBI8h1m8xF47WvgiwzCnVX7gsm5NJyhlc0pgi/8yNJ\nu4V5dUn82XwCODUloFO+G8yNks7A145nwzmXwvU5Us4xHfh367QJPW1mnwpz7LXEWdJ1rlAQ+Y57\nbSxh+DNcgT9LtVC++PUU8vRwinG8Ck9STcYr9pfhnyGGLC2W3OJXQJ0I/FBC0iyXyVO0GhWoK+T0\nRFF9b3JMCbl6OFnPQcA7w3k2xttLrgKut3QdkawCmvK7HWrXdIvr6dS1PEaLb7EED2ni2UsXic5B\nULMmp7Z7ZaGF9WQVvHB1Az4HFi12qUXce/F18JdyXa/GrtMa2QY/AViN9Db4P+DPz/eA9SWtX/rZ\nkMXt37OEs/HC8Xb4c/RT4Epr5na6F65JtqWZ/Xd47624w93rzGx6wjm6NJ0kvdVCB0vYP38pdTww\nTpJE5LNYPgmsXwog5pjZz0JmMIVKOYU8xfLsjZ0yLJcDjscTEuCVrkXwiX9x/POkZnkHpfGV77Ut\n8MCuQIoWygM4JfwsuYvLPmb2WOK1AZ4rqiFh8XsC3+il0qHPAfYwszvKb0paFw/KP5Jwjm/ildoi\n2XcSHV2gc/HJpQ4L0EwwvYrc5+D9ZtaVSLKORWd0QQjVhZ/hG+oJOB14W5yBcY+ZxaicbzbX/BnU\n2SuGY4lTQrfHF7BdLDgQSFpU0nbADmYW08eqC0JqGY0Br5ZUJDkmlF4XAX2tFopG6sAM4UnwH5pZ\navUqN9H19fBvaZySvKeZ3SppefwZ+UDk+OHA2cxelPRbM+srpNwDWclWMp1g1GmXezuuR1WI6z4q\n6TiLtMuVrjdMLS+9l7IphHy3yVwtlF+F4k8vDCUkaXLNKH5KfeU+xfI3N6DLdYM5GtfUuVfOTJ4Y\n/p2VEkzixavyevYzcMaxpFrmQPi9KU0GmwozeypUUFNQJ37dmFrfFJK2x9eEZfCN1VHWwMiA+gRJ\nSmyVVfwKqBOBh0jSzPKZPI+X1x5Jq5vZ3WlDj7aQR5lI9NbDKf+sFm08B2HdPhYX/BUeCx4i6VG8\ndbGWIdtCAS23jT13Tc9qebR8t06AWZKuwzWMBkrqWEa7VwvIWk/MbK3w/G6HF+X/B09WXtcr3umB\n583sc3KG6rmSbsPnwyYtp73a4GcovQ2+2IcN0qYFmcLZIaH+A3mL4UbAfpLeSSdhFNsn7QGsbSV3\nM3NG2o74Hi1lXd+T7iLwRXRa8zcC/vmSRNWKk5qzWJ63buGxI8J5XwkTYez6uYrluRu7LMvlgNnW\nodJvAVwSNu3PJG5scml898nbmxbBv4/bwmbpP4An6w91hKTQx+XUxR9LOhNPrgyCOQ0nr9dXE0Rh\nTHco0SYWWLKUxd0RdxK6BYYphjHMMrNjE6/VC1nPAfU2mE1bLpbGmUyr4UFtSmB9MSUdEut29kpp\nU8qGme0E3m4maVs8ANgQTy5NSzhFXYLiTQnHP4+zdQo8V3kd2xSd3eO9pfDF7B1mdmbCGHITXS8X\n1S1JOxQBmbnuWK7dbgpyk625TjBZ7XItIddt8p3hv4O6lK3f5/3GLiRVKKE9gvzKPWQGdJbpBhOq\n3scDx6tiBiHpfRav3ncxxipxVkq7WlZ7Qs15lydxPbF2xK9zcDl+/zyKrwMbljdmCUmqBczs6xnX\nzy1+tZXk6MnkUakNrQaH091ecwrN9MaKZFpVzyeJAWE17OIUhDh2NzM7P7y+FmdxzQZ2Mhe2ToaZ\nWWCkTMI3vTsQWRcknWpmB9MpoB2Jf/7UAlput0Pump7b8oikD9ApvBQdHxNwJtP5CadYGW/R+pyk\nC3A2yqXWjAmS0z6chdz1JJzjj3RE2N+MEwpuk/QnM0sphBcaPuvibpt3SmpiapPVBm8l+3cYJjUs\niO/3Uro9soSzS+N4ES/E/YJO0m0j4kYAc8rxRPl8Sjc1aRXjIklUQIOzWCZJek2xQbYgMCmnNSfb\nO9qAiuWM3NhVX8cWxDXxBWdQy2Xwv8FE/G+3BXAiDE9qKTS6XBrfvvjktTgdm+qJePJrj4TrD8PM\nrpb0E/wz3EqCPSO9KcXFZiil2lSni5XiRAPdSZZNCcJ2ASnPYqNgowdyn4M6i86oq1dING6Hs4de\nwQOfHa1b9HIgNFnIcyBpa3yxeB+uN3A+sKyZpbRJgQfS/RIUKT3Hu1hgLQyC6iJaQNI1eLUjJUmU\nm+gqI9WRrIw6FstQQkCcm2zNcoIhv10uG5bvNjkDv5cvM28bbnr9rr//AIWfLjMKuV7cxviavAHO\n7Ki7flblPiA7oLN8N5jiPH+TtFpIUG2Pr9Ufjhx2t6TPmtnJxRvy1u9pVHT/+iCrPUG93e0Wx9vg\nP5FwfSQdZGanlV6vbUFoV9JZZrZf5BS5eji5+g874wyMttC0+EUocu2Gr+FX4THuh3Dh4gMsotMl\n6ZtWYpaq20L+RvIE5lOwBvBtSxNYHgH1N4ZZCC8OLhc5xTRcm/HCMK++Fp9PNsaLWFMSx7EK3q64\nBf78XgGckPh9rlZ5vXFIUKYW0LK7HUoYZE3PanmUdCzwfpypf6Ck0/D2p7Pxv2U0SRTWv4vxdYWw\niQAAIABJREFUJEHhWjlNblZ0tZkdFxlDbrtXNtpaT8J6PBlPbNxNWuvssB5aeA6+IukqvBX4fYmX\nzmqDl3cXXAJ8KIxhBh5fLSuX+oixIsvC2Svi+5RGwtlyt+OP4evwoninTmpsNyRpmWqML3dSH5Qd\nlYVxkSRqgcVyJm4p+QV84pgfz+gdi9OVY9fPUiy3TMvk3OMDLsEn0IXwiumDcpHFC0ig1jOSxlfe\nIKbcvOWq5i7qpkH+kHiGtau6bS42vleoHqRszKq07gfxpM0CuBV5DL8M1ZXjLYiyySmFU0kXJ/xL\nyKovHv7dHM6zKZDC5Ml1S8l6DvDk3lWSHqTbonNZPOkVw59xYbcf4a4dr8O/Q0hLNK5RSQ6UkZIc\niPWup1i1XoUvmBtZR38hNu5hWH8djuVIq1R8kwTxu6YIG9uU5wDyE13vlPRdOsLn5QBklYTjc8Vg\ns5Ktlu8Ek9suVwtJ21gQj635nSy3STyAnIxTwf+O3xPftYai5YMWfszNKFqp2g5SuQ9oLaCzkW4w\nUcvjcC3hibEdcFbhG4B1Lc1F82BguqSHcJHY+XGtrGvCz2Jjzm1POJuR9vVPATN7Jd/6YGu83bvA\nl+kkJVLmkn7tXqk6HLkMhi5WefWHFmep5xa/wDfGt+Ebub1xpuNeuEHFufhGsQ7VNpqyhfxY4H48\nGbIMHo9fag1a/qzC9gob0im4xk6Kff1mOKOwKAK+FJ6/8+U6fVFIuh+ff36At7s9H360lqSU9tu+\nSCygZXU7kL+mZ7U84t/BOmY2JOlLODN3Fs6GijEqRyCsiTNwhu1kfI6rTRKR3z7cGor1RNLP8Dh9\n89gxcje+IjH0a1wv9PDUubhXDGPeQrhJmCNTkNsGfw5weulZfMLMNghr8oUk6M2FsRbOueX5/NMW\nYX3K5WjehmvBnYjfg8XP3pJQUJuKFyBPx7+D+fE91n4kFk6of5ZTjAS6MC6SRNSzWEZUJasws0tC\nUL8/rpfwCr6w7GZp4lqzyFcsz7FMzoaZnR1u4MWKRcPM/hGqKBckHP/TzCHkboJeo5JdbwHztrWU\nJM1MPCB8FKdTXo6zs96As5xiOBifqB4OSZKJ+Hd5HR1mVAy74/fAq4FNzOwlBdtu4FMJx29IWktT\nT+Q+B+bU4dXxPuvCEehc3OEnJaAuKtt9RegjuB8PQAdtcWmjd/2tYQzfCcHktaRpao1AqFDtEM73\nWuJCsZDx2WvGMSGMIdV2emqf86QmuspzQbX9rVc7XPX6sxKuUXf8J1XjCGQJuj7WxwlmHsFiCb9z\nERluk2Zm+Fw0TS56OhkXUn4MZxfVJgtzCz9tVG0zK/eQGdBJegP+NyzEYo82t11fEdcamlFzOHId\nuL/ic9CmZvYnSb9OTBARrrWHXP/j7fh68JAlWL+XzpHTnvBIn/ffIImEgDob1rHeXgr/Hl72t7tb\nSfuhBQbDCtTPeTEWTjXJ9TC+sX2Zko1zBJPMbBqApHvNrDAyuTkUlEYbVWZq+XVUIy6wls6TM6K2\nxXUrF8d1OS4z1zFMgqSt8HnpZuCDiffBbOtuqSu3WaYmO4ukyhC9C6YDJ4kSkdvt0GtNL5KtZ8Uu\nbqWWRw1m/f18cYyZPStpppl9KHZQFSUG0WRctPxK4JCEJFkr7V45kDPGPmdmnwivL8KT6I8DIzQk\ne+AX+PzxczrJsclFosvMavcokn6HS6L0Ik5MI41RmNsGv0jl+hbG/nCIc2tRmc8P6DGfx1ifT4V/\ni9KbQVj7NwzFr83wZP2mdAqQG1aLUTWok6RIXtsLjJckUS8WS9NK3e24JeIgyFUsz7VMbgW9NlcJ\nlS4g7h5gETeZ3I0dbr3+OTll8JeVn20JnNzjmDK+AhyGa+FcjydpTK4z9X082dMXZvY8znpZBF88\nXgEetm6Nn1qEzPixlfdm445fKShTcKtIcSHp+RxIWk7SEWZWa7+tDqPuAbo1hJZJCeqLRGNYSIeT\npansAZxKn7QB6gdlKv+b6wsUmyLhAcF8geF0YSygldvHb4dX/9+EbwQXN7MVEj9CFpuq8hwX/30B\nb9vcJ3EM5fM1TnS1kHDOgjIdgUJivU6LJVY0yG2X6zeuZYC/WMS6PCDXbXIYZvaApGn4PbQf/neM\nrWlZhR8yq7ZtVO5DQLcp3QHdbNIDugvwjewp+JxwXng+18cD5RjuxNeO1XDR1b8kHDMMdQTUi6rp\njPD+wrjgaJKAejhmkPaEqX3efxceH01Mvf6gkLQQHlusjSccCybELXirVSzRkstguKfKZGmI6/Ck\n7i7m2oIz8bh+ETxuTUE5rnu672+NHqrM1G+H18vj60oKmwcz+wtetDpX3nZyCs5SjO5zwv17AvBH\n4GNNEkvh+KXN7IkwjkfCe2+nXr+vPPappXO9Edf4adKGn7WmWE23glxfphbVNV1uY/5unBWYxNxV\npvV3BU1dDgnMoXfja8o0C3IMTWAttXsNiLMJQush0bA2HmO+Dl9rYnFJ0VZZjW1S99ovAtvJjYX2\nbvoMQStt8F2xi5mVWcUpLJqs+byFZCfAX81sWIpE3kqf0uVQjGH9Aa7ZF+MlSfSk9aGPSoqKaal/\nzzEkBPWWr1ieZZlcB/Wgu48GWmBg5OLX+AJynqSf49XnJlnRORbE9CQdHCrhmNkzShBtlrQlIyfP\nN5ey7I1tcwfAUtQzspLHEKrYO9KMxTKL/ow6iFQKQuBwDR443RPOsaekl3AnixiT5RsJY4whS/lf\nUrUi8zCuj/I6vFoSC2gfw1syDrAOlbVJ+1gWm8rMlpS0Kr6ZXxn/Ln6NB2NJG4TcRJf6W5dDQsK5\nBeQ6Aj2FJzlvw5McRWtW6ndStMv1YtQlQdJGOPNkfbnW3I24lst8kvY3sx9GTpHrNlmMYz08ObAp\n/nc8H08axpBV+GmhaptduZczsI7G2xePxFtdngdul7SvmdUWHoBXlRJ10yT9EXe8PMQSrNzNbM8Q\nk2xGR9tmwbBW/dBCW3QNsgTUld+e0FVVDUWIL+HsqHVSzkG9lkmKVuFJeKJm19I4JuBFvenEWxdb\nYTBk4BychVY8O4+at1esjq9LKW2L5Za1siYTpFnAZ1nI90iQlIsOya3cIbm5VTh+VXyzn2KffmUY\n59F44WC+cC8WTKYYo20acJOc3XgvLmHwXpyhnjIXFgnbqTgL6UlgQihgfh1nN8ae5dwW7Op4VsO/\ng+3xmG/jyO9vg88bj+J/j7PxWGVVuah2bTFa+U6R71Slxa30eigxQXMWcFPC3zoKG7B9OBMvWkcv\ndGvcGOd5vIAQ/Uy9CvlylvBO+H2wUuQUz5jZZEkfxRm251qaEUr5erlt8A9J2s7Mrqycdx+Cs3QE\n2fN5TrIzxFMXS3pnKTm2MnC5pMlmdm/COV4Trl8wlM8KBYSlgZPN7JNNPs94SRKdQ2kDKulqMyvE\nLQ8mzgIZsXkNG7Pj8D9iEmxwxfJcy+TrzWyz0uuppYX1W4y+MGBx3d2BC4qHKCykG5nZhWNxfTP7\nTQjMD8AtlD/bIDlT3oCl6P9UsT31m5ixSBI9WA2smyB3c08mow6veJ5hFVFYuUvYGWFcdbhOziQ7\nJxz3KWAXfAE5MiHJ1AZ6bWYXwDdLKZujKfiG7gp5++c1NEv4ZLGpwrx3Jj73nYLTYtfEg9x9zCyl\ndTM30XWLmW3bbOQdSPpMOWiUtI51RNjPNrNY+2iWI1AIhBbGkyu748mZ63HB46humJnNCtWhrelu\nP/5+g8rT8fi9D97iswjeprQ4fk/FkkRZbpOSzgA+itvCXgocGgLSVGQVfiCvamv5LZOQyU5lpIPX\nw2YWbbcsI8Qk1+Fz46J48ndfPGZ6a92x5Auo17UnJLubheLB53Gx5KkNCy51WiYpsd37zeyA8hvh\nGTxV3s7XFE0ZDNtD76qzpCUTEvdvNbNyIuJvMOwwlGJIAt0W8NX2sqgFPP11naDjPNYX6rgGF3HJ\ntTQrOnwcv/feh897ZwC3NphLn8UZ/tuGf1XEWkR+JMnwhOJWdNr41zN35E3BUfha/I5iHg3f33F4\n4vTIyBhmJV6nL0KSeFB9syPwRNLS+Hz07rC2TsIT7rGOhVzr7+KZL77zosWtSfFhY+DD6t2WFNX3\nUsftsV88V9s+3AIWCuOYiMcmHy/9LFmLRtLb8DVwJzzWP4E0zVEAzGyGnJjxZUl34IXZVFxERhs8\nrhN5iaSD6Oiurgn8CY8PmqLRfN5CsvM4fE89zJ4ys9+GJOwZpH0PF+Dzz3fw+ewrkv4bjwtOavJ5\nYPwkiapIpl5VIeldeMb77zhFN5aZLI7LUSzPtUyuKr6vl3BMq5D3pr8H1/IpWqyeB7aUtJCZDWpF\n3wihwjpd0tXAOSHLnHI/lOm4UoWam3DdKY0HW4GchTIEXGPNKJQFciscWZt7y2fUrVhNEIXzXiXp\n8F4HVPBNQjUgPMcn4ZPgMnhVfLvUzzIorGKXK2kHPGt/DfGWR8zssnDvrowvXtP8NPoK3q4W633P\nZVMdCXzEXFCwwJ2SbsQ3+2snnGMKeYmu1zb43V74KN1B4wl0EuUrj/z1KBo7AoXfvwoXcp+EB2TX\nSnrRzGqrunLtluvx4Ldg1G2Ls0m2szSr1tnWcdzYArgkVC+fSSk84MmEnXH9okJTbX48IEsJ6u4H\njrHBtRayCj9l5FZtNRirEjLZqcBEdWx9J1ReFy3OdeMumEyP4nPPd+no7B2VcP1cAfV+7QlJCM/N\ngbh+06l4orGpjMCUJr/fA3WbgJT1NpfBIEm3A4vK9bx2xkXE98ZbDpdNGMMwzGyb0sukttHqmjYA\nFrCIoGsEjzMyLomJZZexPW7MskuRZJC0qKTtgB3MrHZj1UZsF/YBh4drL4wnTZNazQK2MbPVK+d8\nFte5uptIkigXytQ3wwsN/w38t6Q/WGiVM9c9TSkeZDlFWkfKYB1KDOkU5kUJ91deN2W5Zrk9toCb\nJF2HJ4TMzO4KsfqxQFRTSdKB+Bq4IB7TfRL4lgW9siYIpIh95a2KF+NizinIaoM3bzktu5O9DHzZ\nXE81ZT7Mnc9zk51DZjaz+mYoPqUyvN9QjFPS9Xjx51vAGoPsO8drkqgxAutlGl6pOMLM+ul69Do2\nV7E81zJ5XsBH8V7N4YXPzJ6WtDMeoI92kuiS8ouwKG8h6RN4H3EMWXTcUGXfzQJtVtK1uH7JbGAn\nS+u77htES1qwYDf0g5k1CZx6YQp5m/tiHIMy6uqulWIlvKR1NIN2xOm0t8AwxTMFrSj/S9oAz/rf\njQdVSXogoSJwGh4Y/xuwK77J2wlfTNeInGKiRra8FRgys29Fjp+/kiAChkXJk6omZnYZcFmpAtw0\n0VVtaSgj1ZEnB1m21wXChv4jeBX7Lbj7RooWyznAHmZ2R+V86+L3RgqTZlKoGE7Ck0QnhnNMAKIM\ngvAMf7Py3gt02EkxzMArVF2iyyF5e46ZpbqZFGhU+FG+6HMuqxLy2alvoXtjMqH0eohOEqYfykym\nG3Db6zKTKTYX5KKRBlIPzMQd0YoW3V3V0ZVKmcuKhOt3gC2s44azBs6S3KZamOuBJyVtYJ02jeK8\nm+PzcgzVpFpZtDcFXwE2NxdW/RBeSZ+IryvRVincMXXdHnPJVvQXBu+C3MyiHwNiyOIW8EWr46CY\nQkZcYmY7gSdn5KzknXD9le+SYPShjhtcL6QwSP4Nr/J/MiQ5f4vvrV4j6SOWpm1TF/ulil/nIEvf\nrIJBxpvlFBm+gxk4A+pOnCG7t1zjbYoluG5aR8R+Pqu0nMmF7WPH57o9ZsHMjpa3Ky1Oh0n8Svi3\nX8IppuLFq6/ibO8hNXNnG7E/MbM7JK1FN6upDq20wZvZg8CDcsb2xpKOwYtSy0QO7TefQ9qcnpXs\nBF4laYHqOUKsmRojlffoQ5J+Z2YpGoc98S+RJJJ0Ml4hnWpm1w9wilzF8r6WyYyBOGNLeMG6HRwA\n31iEzcqowsx6MijM+zyjvZ6WT8edhmeVLzRnM70WXww2xpMFUxLGcFH5dfi7bYIHNdEJTP0FiyFN\nnDCXxZLLqJsp6ZPWcU8pzrkHHljFUE5ibEqo3AWkzmV1Lh5RjSu5nk/BRNzVEpm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C1Wd9w/yXcwFf/bfxW4xcwKXaZ/FdwKHG1m60uaH28ZezMwH97C3AgDVp6ra0rTa34fmGY9dIQk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\nSVqVfADFkEhaALyQsrzsFcCqwAHAfnXGF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"text": [ "" ] } ], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "((kt_nil_inner['p'] < 0.01) * kt_nil_inner['k']).order().plot(kind='bar', figsize=(20, 5))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 69, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ur/uSKQqFsqTfYoftRrePs9/uZpL+290fy92/k7v/PiGHdUZ7dHne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N8ATsypN0oRJMybAc/hbRUbmdm/al5GKoHXVzPPdpC0q5mdP0Kny+LkwTe5+Xj52MVRasvixcAd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\nPlWC50uUxNtPWdJgezdgF9s/G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