{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import geopandas as gpd\n", "import libpysal as lp\n", "import esda\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Case Study: *Gini in a bottle: Income Inequality and the Trump Vote*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read in the table and show the first three rows" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namestate_namestfipscofipsfipsnodem_2008dem_2012dem_2016gini_2015statecountyfipsgeometry
0DeltaMichigan2641260410.5323160.4663270.3665850.42682604126041POLYGON ((-86.45813751220703 45.76276779174805...
1LipscombTexas48295482950.1241990.1023220.1043280.44374829548295POLYGON ((-100.0068664550781 36.49387741088867...
2WalkerAlabama112711270.2636630.2324370.1563390.4594011271127POLYGON ((-87.41892242431641 33.60782241821289...
\n", "
" ], "text/plain": [ " name state_name stfips cofips fipsno dem_2008 dem_2012 dem_2016 \\\n", "0 Delta Michigan 26 41 26041 0.532316 0.466327 0.366585 \n", "1 Lipscomb Texas 48 295 48295 0.124199 0.102322 0.104328 \n", "2 Walker Alabama 1 127 1127 0.263663 0.232437 0.156339 \n", "\n", " gini_2015 state county fips \\\n", "0 0.4268 26 041 26041 \n", "1 0.4437 48 295 48295 \n", "2 0.4594 01 127 1127 \n", "\n", " geometry \n", "0 POLYGON ((-86.45813751220703 45.76276779174805... \n", "1 POLYGON ((-100.0068664550781 36.49387741088867... \n", "2 POLYGON ((-87.41892242431641 33.60782241821289... " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pres = gpd.read_file(\"zip://../../data/uspres.zip\")\n", "pres.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set the Coordinate Reference System and reproject it into a suitable projection for mapping the contiguous US\n", "\n", "*hint: the epsg code useful here is [5070](https://spatialreference.org/ref/sr-org/8976/), for Albers equal area conic focused on North America*" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pres.crs = {'init':'epsg:4326'}\n", "pres = pres.to_crs(epsg=5070)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot each year's vote against each other year's vote\n", "In this instance, it also helps to include the line ($y=x$) on each plot, so that it is clearer the directions the aggregate votes moved. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xVKeGHDz6B8Me7ILBmcutj77FYUNlwKvtsDb5GBO7xeuaI76ZFC+s/6XcOyrgCsyqkFIuBBaes/lg4WvH8XZeKBQKxUVTtGp92eCWfLb3JE1rRvLyB7/QLTGWmAgbH6xdxevjx2K7oSV5rYbwxv03ketwYzIKBtxcC5NRyUgrLp2S0mNDFv3A0sEtWbblMPc0rsbUzw7odtilSQzDi7RfTuwWT3pGBvd26Yz79BHeWbiK5q1vpces74mJsFE1PIBBt9Rm3je/M65zHJFBFqJDrITaTEztk+DXpVFeqCFXCoXimqKkO74VQ1vx8ge/8FCbWoxdu4s7g1MY//hwrNXjieo6lj+yXTyy9EcmdG1ExWADr23cx1sPNinvj6K4BilJOjolw05ajoPuzaozadOvuh2O6xzHhA17/JyM0Su2Iz/+D87U34m6/zmWHQuhS6cAVg5tRdVwG+9sPsCB1FxGta9LbAUbNrORKmE2DAZBeGB5fOLilHdXhUKhUFwSJQ2scmuSbomxjF27i992buX//jUUS6U6RD/wPMLkDemmZNipHhnIU2t2kZbrwKSiDYo/gRDivDLRRoPQ7TAlw064zeznZEiPm50Lx7Pt+28Y+5+3ufn2DqRk2HG4PTy5eifHM+2sSk4hLdeBxWTgtY2/YjEZr7rImIo4KBSKawqn20NUsJVXH7iJKuE2jqbncyLTTmSQhYN7dpK6dgKxsTWo3OdVTjnP5oFjImycyLSTlutgRlIi0cFqcJXi0jEK/OoPOsRF8+zdcWTZXZiMBr3mBtBlolMy7EipcfqjN7H/to1Hn3+Vb2QDJnasz8LvDmE0CBYPaoHZaGDT47diEIJJm37lsTvqEWEzl/MnLo6KOCgUimsKm8XIU53q8/R7P9P+9S8Zt343BiHI+uN3Tq95EYMtlIYDJvJG/1v9ZgDMSkqkdlQQy4a0omqYFbO5/KrSFdcmmibxSAi2mpj/cHO+f+Z2Hm1Xl6R5W+k67Vv6zNmClNAhLhqAmV8cZGK3eKqFB3Dm01nk7/mSof96lpTKt+gjtMd1vpFT2Q7+tXInD87ewulcJwFmA71b1MDt0Tiake/XtXE1oBwHhUJxTeB2a6RmF2B3ehizZpdf3njkrI30fqAL4UGBNB46mV9zzCz87hBLB7dk/cibGdc5jimb93PodD6vbPgFh/vquhArrj7Op0jac9b3dJ32LQMWbMfplsWEmoYvSea5e+J0p9ViNJCY9gm5Oz7kwUEjOFXrLnYcy9T3/yPTzujVOxndsT5RwVbGrt1FgUtjwILtjFy2gyPp+eUq9lQSKlWhUCjKjfNp+p+Ly+XhSEY+WXYXUuKXN3bnnmHn0rEEygLuHDOdScO6kJ7rJCrEyrIth5n19WF93z0nclg6uKVKUyhKxGePmqZxOs/JsMVnuyGWDW7p100RFWzFo8kSCyUB3uzZhACzgXuHPc3hj2ZRqfnd/PPp8UzatF/fNybCRqbdVST6EMewxcnkOtz6uQItxnIVeyoJFXFQKBTlwvk0/c8Ny2qaJDXXQW6Bm8dW/OQnjuOx55C66gW0/AzmLlvLuP6dsJoMrNp+jL5zt9K0ZqTfuVIy7JgMApNJXfoUZ9E0SWpOAUfP5LP7eBa/n87TnQbw2k1qjsPPSRjetg5H0vNLLJQEqBxmZdGC+Rz+aBa3duxCq35jeWrtz4xqX1ffb2K3eGZ+cVB/j3CbV800Nceh75Pv9JSr2FNJqP89CoWiXDhfP7z3ju9smPh0YQdERJCFlAy7njeuEgipa8bjPnOc12cv4dPTIRS4NDLyXTzStg5RwdZiIjnlrbinuPpwuzVSCtMRLo9GhSALVcNttKnt73Seq+YYbjPz9uYDTOvT1K+WZmK3eJZtOczq1WuZ/MJoAmol4r51JGPuiiMq2ErtqCA+e/I2JnRtxORN+/S0hc9JmNTd60zERNiY1D2e2Aq2chV7KgmVqriGqfn0xQ8TPfzqPWW4EoXi0vH1wyfEhjO8bR1dWU9wVqehTe1IhretA4DF5K1Y33Esk4kbfsb42eu4Tx7g+Tfm8GVuZXYcS2XPiRwWDWxBep6TUe3rUiHIole1Xw2Ke4ry4XwpMU2T7EvNYcr/9uvaCz5bmd63KQDt4yoRbjMjgQUDmvPw/O2kZNjJd3pIy3VgEPDqAzdROSwAoxCczC7Acmo3o0cOwlq1AVH3P8MfOW7Grt3FhK6N8GgSm8VAgNlAWu7ZyMKMvk2RQESgmUk94vVzhVhNqh3zeuFSvrQVCkVxLCYjHeKii12wZyUlMmXzfqKCrfRtVYP+724jJcPO6mGtmdYngbQsO/8ePYxvv/ycyLufYNGJSsDZYjMAl0ejZsUgAs0GVg1rjZTyqlDcU1x5zicRXb9SCOmFdQzjOsfpNgheO5r62QEebVdXL36MibAxMymRVcNaoUmwGAXT+jSlwKVhNAhe2/gr3RJjSfn1J8b9cyCmyOpEd38BgzlAP2fNioGs2HqE3i1rArB4UAsMQpCW4+Cdzw4w4OZavLj+F78oxLoRN5fL7+1CKMdBoVCUC5FBFp6/J44+c7f6XbCHLUlmUvd4okMDyMhz8uoDNxESYKJisJUzuQ76PjyQ1ORNjHxmAj+FtfHLO8dE2DiSno/NYsRiFESFqFkUf3fOlxJbN+JmPepVVKjJFwGrExXEsTN2ooKtRAVbGd62DgUuD3kOA5M2/cqj7epSMcSMkILxhaqlb6zYxKbXRlCpchUmL3yfJTuz/JyAU9kObq0XjUFA9QqBmE0Gb82NQfDK/TeRW+D2i0JcrREy5TgoFIpyQ4NiVelRwVZCAsw8VBhp8N3puTWNPoNHkJq8ibCbe3O82u1M6lRfb8305Zcnb9rHG72aEGBRsygU55eI9qUtYiJsuDwaMRE2ooKtjO5Y3y8CNrVPAg6XxpOrd/rZY4UgMy6PxGiA/q1rMuW9L/j8rSdwGay4Oj7Hm9+mMqNvU3IdbuZ/e4iH2tRi4se/MrlHY0wGgbloBCzIu66KQVJ3aK7mCJlyHBQKRbmQnufkUFqen9IewKj2dfWhQHC2N75uyiZ2f7KC2m27427Rhx3HMnlt4z4WD2pBaraDTLuLyZv2eeV6jYIIm2q5VPhPUPURE2FDCIGmacxMSkQAiwa2QAjoN2+bn+1l5LkYt36337a3N+/n+c5xaJrE5ZGYCzL4asoT5BQ4ie79KqbQaFIy7Pp8lFHt6/H53lO6lPTIZTtIy3XoKROfc2AwCKJCrn67VY6DQqEoM0oqSgOv02B3umlQJZhZSYkMKzI9sFbFoGJ3iHs+Xcm3m2cT3bQDU9+ewiNLdwAUFqcJv7tBn5z01XinpihbSrK3yCALc/o386tx8DoLkgK3pFKohVPZTvq/u43XezQuZnuBFiNRwVZ9NLbLo1ExxMKprAKeWLWTI8dPkr7iaYwF2VTs/jLmyFj9WJ8Ow/AlySwa2IJ/1I/idG6Bnr7wpUyuBWehKKU6DkKIZsBJKWWKEKIzkADsA1ZLKZX8mkKhKBG3W2Nfao6fiM6c/s2wmgz0f3cbUcFWnupUn/nfHtLHB8dE2LC7PH53iLm7N5OxeTZt2nUiJfERokK8xWa+Qsr/7jjOuM5xNKgcgtEgqBSs5KSvJS5WBKy0Y20WI6eyHX4Owqx+idStGESQ1ciyIS3xaJLDp/NZ9N1hejSLpXJYAPlODbdHIyrY6jdbArz1DlXCA3i56408UqRIcvGgFgxelczRk6dJXfUCroxTvPHuKtb8EVIssuETeDqT56RisJUnVv6kv+5LmVxrXNBxEELMAFKBKkIID7AbWA20A2YDQ8p8hQqF4ppD0yR/ZNmLiegMWfQDE7o2IiXDzrjOcXp9wid7UkmIDeft3gms2HqEmUmJDF+SzP5tn5P+8RQSW99KZJcxCAeE2cysHNqKfKeHyGALr//vADERNlYNa03lUFUMeS1xoY6H0v6O5x47/+HmxVIKwxYns2JoK05lOYgMtugO64v3xmF3eug9Z4v+vm/1aoLNYmTxoBYcPp3Pxz+f4P6m1TiYmlfsvOm5To6mZpK6dgLOtMNEP/A8X2ZXZGZSIz3NVrTmxjc902w06NEGuHZ1RUqLONSXUj4ihAgCvpRSPlK4/VchxGdlvDaFQnGNkp7nLKa0B96LbsVgC0sGtaB2VJBf/7vJKNCkpGnNSEJtJh6slsW/NrxGw0ZNqNxtHGccMDMpkafW7NIvvp+Pvk3/slFOw7XHhToeSgvfn87zRhd8aYQakYGM6xzHzC8OsuNYpt4dIQTEVrDhcGu6w1pS3cLjK39i8aAW7D+Vy9rkY4y/90b2ncylRmRgMb2RQBPkfvQajmO/ULHLaGx1mpOW6yDcZvKb2uqruZnYLZ6F3x3i6bsaXhe6IqU5Dh4hRAhwIxAohAiSUuYJIYIv4thLQgjRSEq5+3KeU6FQlA9Ot0dX2ivqPPimBi76/jCj2tfj6fd+1i+ib/ZsTLUIr0reN99u4alhSQRHx/LyjCXUrFqJCkEWPJrm195mMRpYN+Lmq7b6XHFhLtTxUBoeTWNS93iCrSa/NMLEbvGs33GcPq2qYxACgxCcznWSluMgJsJGeOGY6pLeNzXbwYQNe3i9R2PyHG7Grd/NuM5xfnojx9JzMX89jYxft1Ln/idw17tNV3k8keUgad423cl47p6GhNnMevvmzC8OMqFrI2pVDCLQaqRi0LVZi1Pal/9jwFTADXQGXhJCVAUqAs9fzBsIIfoBowAJ/FNKubWEfdoDN+NNhSgUimsci8nIj4fTWTSwBWfynKTnOVmbfIzn7omj79ytvPrATby9eT+TusdTOTQAj5ScznXi0STpx37jkX49MAVFMHXxWmIrR5Oe52T2Vwfp3aIGgF7gVikkQM2duIY5X8dDaeF7t1vjTK6LApfGmDX+0ynHrt3FooEtyClwIaUkz+GhwOXBbBTMfSgRk8F77vkPN+ftzQf8HNGq4TYWDGjO6VwnmfluXeL89Z6N6f/uNo6dyefMpzPJ/ekTmvccybJ3XiY910G+00NUiBUppa5uOmHDHqb1aYrTo/HMXQ3JLnDRs3ksVcNt13x07IKOg5RyD/BQkU2jL+XkQohQoCfQEggDFgBdz9knEBgBPHgp51YoFFcvETYzXZrE6KqPvkJGKb06DTUrBjLi9hvwaJJ+RfZ57tZIHu7RFWuAlRkr1vPm1nRSNqbojkJksIUvx7TFZBDKabgOKKnjobTwvV4/sySZd3onlBg5MBoETrfErWmMXLaDlAw7HeKi+We7ugxeetbeJnWP57WN3nTCjL5NmbDhFz7Zk6p35yTEhrPjWCZ5Tm9kxLpjJbk/fUy/YaPo+89nCA0wYjYG4PJo2MxG8p1u5j/cnAK397nVJHB5JDO+OMh3v6dfNym10oojLcAwoDVerRaJdzDWFmCWlLK0IeF3AYuklBqQIYTYL4SoIaU8UmSf54EJUkrXn/0QCoXi6iLD7mL4kmQ9/1y7YiABZhOalLzdOwGjQYCEx1b8pF/4Dx9N4f4uSQRoDqYt+y9VY2uwuNHZ+of0XCcFLg2TAaqE2a75i6/Cq1tQv1JIqaJHRbsnDEJgd3kY1zmOiEAL8x9uzsc/n9BnSuQ7PQSYDESFWEmad1aVtFtirJ7SAK+DMWbNLlYMbYXTrfHqx3v5ZE+q/tojS5L1MdehASY6y21M+3QJXXr1J7tRD9YmH6NquI1HSiiG9EUxVg5txZOrd7JyaCvGmBpcNym10lIVS4DlUso+RTcKIboUvtazlONjgaJFlIeAGOBI4XnqAUlASyGEAPpJKY+fexIhxFBgKED16tVLeUuF4sqhbPMsRS/uAnindxNCbRYKnB4KXBoDFpytYJ+ZlEhUiFW/iHvs2aSuGoc7N5MVH3xMlRsa8uTqnUzv25Spnx1gRNsbyMh3ERlsvS7u2K4U14J9liZ6dG73xFdPtcXlkUzYsMdvINWHO4/TtGYkkUEWCtwagRaDXzSiqKy0j5QMOy63RlqOQ3cair4WGWQhITacd+fOZdprLxPY4FbSGyfxWqcGGAS60+Dbf+zaXbqzUbQVE7jmtBouRGlxvhpSynXnbpRSfgDUuAzvPxjoK6VsD4zhPHUTUsqR7SCIAAAgAElEQVTZUspmUspmUVFRl+FtFYrLg7JN74X9TJ6DvSeyuX/6t9w88XN6zt5CgUtj9KqdhNhMnM518nqPxszql+jV/V+SjMSbV9Yc+aSuHo8r4wRx/SeQ2Kw50SHeSIUAPtmTSqjNTGwFmxJ2ukSuVft0uzX+yLRzJD2PE1l23vx0HykZdnomxmAUopiy6NTPDnB3fDUmbNhD95nf03fuVtJynHoxLqBrNPhIiA1n/sPNEUIQGWz12xe8thlmM9PO8hsvP/MEAbUTqdj5XxzPcjJ27S4qhwaU6IiE28x69ME3HvtabLm8EKVFHA4UFjcuLUw3IIQwAH2Bgxdx/mNAbeDHwuc1gKJjJWOklF8DSCmThRBjLmXxCoXiynDBscSncjiZVVCsvW3Mml1M6h5Ptt2tv1Y0nGsUMKdPPP0ffIDjqQe589FXeemfD2E2CkYt30laroNxneOIibARYDIQaDWqmobriPPZlNut8eupnGJ6CDdVDaPjTZVxa7LYF3a3xFhGLvNPQwwrVGvccyKHqGArMeE2XaXUJz5WdM6Jb4z2J3tS6RAXzTN3N+TDDz/iXyMGE1k7nsCuzyCMZzsyPIWFkOcWdlYLtzGhayO9FfNabbm8EKU5Dg/jLY5cIoTQAJ+r/zn+RZPnYyOwWAjxHhAM1DunvuG0EKK5lHK7EKIpkHJJq1coFJeFC6n3lTaWeMiiH5jRt6kuyZtpd+m99JVDA/TiRzgbzp3cozEns+zccfd9nNnzLXV7jGXy6MGEBZpxezS/3vdZSYm89b8DPHZHXcIDy/O3pPiznGtfETYzB9JyS7Sp1FxHsYjC2LW7WD28NQUub5vmuR0RkUGWEu/+s+wupvVJIMhqIi3HoauU1qsUXGwmxYilP7J8SCue7xxHtt3Nvc/P5Zd5TxMYXZPla95j+rcn/DowTuc6md63qd/YbV/xo9VsZGqfhKt6UNVfobSuCjcwTwixAKhUuPmkL/pQGlLKLCHEWmA73pbOx4QQdYB2Uso5wP8BC4QQVrwKlcP/3MdQKBR/ltLU+0obS9ymdiRCCL+c84y+TTEIgTCIEi/olUIstOzUjTN7viXijmE4a9/KiKU/MrV3AtEhVlYMbYXRAM93vpEtv6Xx3e/pjDE1KI9fj+IvUpJ9zeqXyH93pPg5m29+uo9/3x+Py6MVs5k2tSM5k+v0m2ni64iICrFQOSyANcNbk57n1J3WDnHRVAiyIAR+6o+f7Ell5dBWJdc7eDQ8miRp4gp+mf8cxtAoIh4Yz0ubDjOhayMGLNju1+GTU+Bi0cAWukaEr2j3eqpnKInSuipqAy/irYU4jjfi4JOffkVKWWq6Qkq5EFh4zuaDha+dBDr9iXUrFIrLxPkcg/dGtCE6JOCCIj0BFgPD29bR2y59rz2y9EcWDWyB85y5EwDVwgOY8PxY0n78lLBb+hKa2EU/zuHWcGuSpVsO069NLaZuPqC3sV1v4d6/CyXZ15T/7Wfk7XX19IIvHaFpGhajodi8iJJszNcRkZnv4sHZW/zOc+BkFrc3rIxHk5iNBioG+0ckzp1JAYUTM4FDBw/w87yxGAKCqNRrAsagcFIy7FSvEMjno9uSnutg3Pu7Sct1sGhgC55c5U2rvTeizXUXWTgfpaUqFuDtdCiaXkAIEQMsBW4ro3UpFIorxPkcg3yHBy1InlekB8DpkpzJc5Z4fE6Bm+hQK5O6x/vlkusf38i7s2dQ9ZZumNo86HfOfKcHIQT3JcQSaDHy2B11r6s2tr8jJdlXSTUJY9fuYvWw1khg4cAWnMl14nB7qBZhIz23ZBvzaLLEtMbSwS3pO3erX/1Ch7hovXNi5hcHi9nlpO7xDJ+5iZ9mPIbRIIjq9QqmUG9BaUyEjd/ScpmwYQ/jOsfpKYs8p4e0XAeTusdj+hvZZ2mVRtZznQYAKWUKoLKNCsV1gM8xKEpMhA23Jsm0O3WRHt8+vovslP8dQAhJpdCAEo+PDLLgdGu8tnEf4zrHsXJoKxplfMO770yie+8kVs+fQWyFQL9zVggyYzUZqF85hApBVqpFBBIZZCE9z8nxjHzSchxomhrKey2gaZK0HAdAMfs4X01CgVtj/H93cyLTToVgCy6PxOE6K19elJgIGwZRcirMo0nGdY6jZ2IM4zrH4XRrjOt8Ix3iokmIDWdU+7rEVvBOufx89G0sGNACR04Gv7w7lqysLOYse49adW7Q38fXIeHrmvBtDw0w6SkTu/Pam3L5Zykt4rBGCDEXmMHZLoo6wCPA2rJcmEKhuDJEBln0avOi4d7XNu7lsfb1CLdZqBsVzLLBLTGbBCBweyRP3FmX07ku3t68n4nd4hm79uzd25s9G3MsI5+okABGta/L25sP8PWHq0n/eAqRN97Kq29OJSTQwoqhrXC4NAwCTuee1ZO7mMJMFYG4ein6d4sKLh518o1QLzo8KjLIgtEAg26pzZOrd+r7LhjQnCphAcxISvQTW3qzZ2NSMvJLjIYdSPVGB3w6ID41yAUDmmN3aTxS2Fkx9q4GVAq1svfwCfp1u4ecUylMXbyWXwoqsGJoXU5mFZCe59RFnXzaDL7/I//+cA/dEmNJy3Vcdy2XF0JIeWHvXQhxA/AAXjEngKPAeinl/jJeW4k0a9ZM/vDDD+Xx1n7UfPrD0ne6ijj86j3lvYQrSbl8o1wttvlnOJPn4Eyei8x8p1+BmW9ctVvTcLo1LCYjbo/GkfR8KgSZOZPnItBiRJMSjyapEmYjLddBgNnAo4VSvzERNu4JOcqzjw4i/IYE3lu3nuXJfzD0H3X494d7Gd62Dg0qh3DsTD6vf7Kft3sn6JGItBwH90//ttgXw8VMT7xKKTdv50ra57l/t4TYcJ69uyFVwgMK1T8FWXYn0z7/TR8e1aZ2JP9sX5dT2d4v6/0nsrmncVWEgFPZDsIDTZzIdBBoMZLv9FAl3IrTLQkJMHH4dD5vbz6gd+MU/aL3CTIB+ujtqGArozvWZ+zaXRxNzSDrvfHkH99H8yH/wVA9gQldG1G/UjCH0vP9HOJpfZpiEPBHVoH+f2TN8NYEWU3XizN7UR+g1AmXUsrfgNf+8nIUCsVVS7jNQrbdTfeZ3/ttT8mw80emnVXbj/FQm5o8PH/7Wd3/9vX0SvUOcdE8d08c4I1gTNr0q/6lcWDH9zy35iUSmibywozlvP3FYXYcy+SpTg30YUBv9WpC0rxtheHns+//V6YnKsqPkv5uTo/mV8T4Vq8mvNS1ES+u3807vZtgNhrpPWeLn30VnXUyqXu83oKZEBuu6zBEBVsZ1b4ub/RqjJToX+iAX2ohITac2Are6MS4znHeSZens0lb9x8KDv9C/T7P8+KIvgxbnEzNioGk5TqYvGmf3vlRNdymz7Lw4RuM9XdTM71gjYMQ4i4hxBdCiMVCiKlCiCpFXvvsQscqFIprB4NBEGgtudYhMsjMqDvq6qkMKNT9L3yeEBvOQ21q0XfuVm6b9AUDFmznoTa1SIgNx3H8V9LeewVThWpMnLOcx9f+qt8JGoXQQ87//nCv/rPNcjbke776i79TWPha5Ny/2/C2dfQ7d/B+oc/+6iCaJnnm7oZUDA7wK3Ic+o86xeScx6zZxfC2dfTz+ZyG0R3rM279bm6f/CX9391G14RqJMSGA+iphYTYcEZ3rM+xM3Z9tPax9FxOb3iDgkPJVOg4koLYlrrqo9EgGP/fPew4lsmwxck8uXonGflOHrujnl+tz/UytOpSKS3i8Dxwh5TSLoSIAiYIIdZJKTdRjiE3hUJxeSgqzGM2GVg+pCW/pebp4eCaFW3kOjTMHn+1vqK6/yV9KYxdu4ukeoL/rn4RY1AETYZOwmQLAc4WQtosRlYNbYUwCCb1iOd0rpPIYCvhtrNtl39meqKi/Dn373ZuMaTP2exVGIFYM7y1/nrPxBgig0sunvRFD3z254sclDQvomiNg89Go4KtTOwWT57DjePL2eT/+jXhbQcS0qST3tUzMykRj+YVIQP0roxAi5EaEYGlDuT6O1Ca4+CSUtoBpJRpwHAhxKjCugdV2qxQXMOUVHg4IymR5duO6MVks/olIqUkxGr2K0Ir2gdfNSygmGrktl17eP71cQhzAI2HTmb+iDvJd3hYObQV+U4PFUOsbPz5D2pUDKF+5RBsZiN1ooKLXYgvdnqi4uqi6N/N7nTj9PjLM5/rbPq6JlIy7IxsdwMuT8lyzvmFnQv5Tq8+SEm2t+NYJg0qh7BoYAtmfnGQ/q1rElMhkJQMOykZdiZv2kfQrpWc2vYhMbf3wdjiAV3UKcxmYsn3h2nXsDJv9mxChWALJzLtCODh+duv5dqay0ppjsPnQogpwGwp5S8AUsq3hRCdgBvLfHUKhaJM0DTJyewC8hxuxnWO0y+472zez5iODRh0S20y7S6m/G8/vVvUoEKQWZeA7pYYS+XQAJYObsmyLYfRJH6qkaNvjuJ/41/ErLlZ+f4GgivXxCgg1+GmZsUgLEZBntNN/SphVAoNKDXU+3dQ4rteMRq8f7+cPCeLBrbQR1efG4GY+cVBpvZJoMCloUnJ6VwHU/sk+BXYzkpKpEKwhc+evI30XCdz+icWm5Lps9Hf07xRswOpuSTN28aKoa10R+SL1XPI/HIhce2789HK2bpI1Ps/prAyOYWJ3eKZ983vjOnYgNGrzs5MUbU1ZylNcvolIUTjc/eTUm4UQvzD91wIES2lTC12AoVCcVVQNCVhsxg5le3wizRM7BbP+h3H6ZpQjQELtvttj4kIwKPBV/tOFVP7Kyq0A3Dk+En6dBuIsSCXzs/N5MlP04mJyGf5kFbcEG1myfeH6NOqJmEBZioWpiVU9OD6Q9Mkh9PzOJVd4NeGOatfIi93bVRiRMHl1hhdpA3z9R6NmdQ9HrPRQHighSCrkRFLvPMSX7w3jkCLyc/2ioo/TfvsNzLtTl7rHk+W3UWlUCtv9WpCrycmkPnlQio2ac/y+bMxGwW/p+X5zb3wpTrO5Dn9ujRUbc1ZSh01J6XcKaXcWcL2fUWerrisq1IoFH8ZnwDP8Yx8UjLyeW7dLm6e+Dn7T+UWkwAeu3YXQ/5Ru1i+eOF3hzAZDOQ63PRpVbOY2l9ajkN/7huPbU//gzfnLaNvl3aFcysSMRpg854TdGkSQ7DVSKUwGxWC1Ijs65XTeQ6OpOfrTgMUTqxcnMzeEzmMWr6DSd3j9ULDUe3r8sSqnX77Prl6J9kF3k4fo0GQle/V+dhxLJMCl+Znez584k+Dbq3FP9vXY8CC7XSf+T2952zlfxve49D6KdzSriPffriaJVuO8kdmAQMWbNedBt85IoMs3i6K63zK5Z+l1HbMi0T971coriJKql+Y2C2ecJuFqBBriRdck/GsCp+v3S3YatIL2NaPvLnYcb7c9NHUTFLfm4Dz1EEa9nuJ2Bub0aByCMuHtMJiFLg8GjUqhlAhyExYgLr4Xu8UuDwEWozFCiKHt61DrYpBvPVgE8xGwZJBLRGF3x7nK4b0OheSNz7dz+iO9Vn43SGiQqz8lpp73nkTf2T6j3nf/8NXPPveK7RofTPPvT6LfA8cSM31q60oeo7oECtVQgMIuM6nXP5ZLpfjoAolFYqriJIGC41du4v5DzfXJ/lFBVsZ3rYO4TYz+U4PQRajvv3Fe+OoEGTBo0kWDGjOyawCcgqKDwZam3yMKT1v4s57uuI4upu6vZ5m/ouPMO+b33mh8408OGeLXl0/KymRqCArJlOpgU7FNYymSaxGA9UibHSIi6ZbYizRIVbCbGa9xqHodMsWNcPp36ZWiV/gElg6uCUeTfLs3XEs33qYF7vciCa9tneuYun0vk05mV3g57QUHP2Z0+//B3N0Lf5v+mIGLt+tC0OtTT5WTDV1VlIiVcNsmEwGVVtzHi6X46BQKK4iShLgiQq2EmA2Ui08gAUDvA5EUQGdPKeHpYNbklvgBiTHC3vnz7ZBJjIzKVHvt4+JsDGybR1efHIEGXu/Z/yrb9D+gSTmffM7j7ari9EomNUvEU1Klg5uSbXCi7Hi+qNoDY1BeB3V/+05yaPt6jJi6Y/Fol7t4yphNhp4o1djXB6Nlz74hRl9m/JIkX1nJSViNgm/YVUzkxIRAgSSUe3r8fbm/YzrHEdkkDeSpkmNF9f/wqj2dYmJsHFw78+krn0ZY2g0TYa8hssUAJxNR4y4/QaCA4xM6NpIb0G2mg0qslAKl8txOHWZzqNQKC4DNouR+Q83J9BiJNPuYvOeU9zftBq952whKtjKO30S/AR0it61zUryVqufm58esiiZ6X2bsmhgC87kOTmd66DPwOHs2byaWx4cyT+69qVahI0Xu9xIrsOFAYgINON0awSYDMppuE45Ny22YmgrRq/eybjOcbrTAF7H1WI00L9NTT/n882ejUnLcZLrcDOhayPCA81EhVg5kVnAE0t+8rPB4UuSdY2GaX0S6N+6JmajgfQ8J7O/8rZepuU6iAgy83izQHpPeBFDQAhNhk3m3WHteP793YA3mhEeaMFiEvSZs7VYpEO1XV6Yi3YchBCBQDuKTMWUUq4q/Lf35V+aQqH4M2ia5FS2Q8/x+kK4Uz87oIvmFLi08wroDFuSzJLBLf0GEPn65MMDzfqFNvOrxWR9v5qq/+jJwin/4cgZO1aTgXynB4PBgDCA5ob/+2gv/74/vpx/K4qyomhaLCE2XK+hiS5SS+NTbvTI4mOwn1i1k1cfuInXNu7jxXvjcLm9c0806S865rPFutHBjOscx7TPf6NbYizDFm/T93n6roYsHdyS1Z8nM3lUb0JsFmat+ICK1WpiMXmjCL7Ix5jVO3nrwSZK0vxPcCkRh4+AlXiHXF12hBBBUsq8sji3QvF3oqT6hhFLf2Rc5zg+2ZNKuM3Myayz0rslXTillHSIi9YHEBWNRkQFW9mzaRlZ368kOL4Dplb9OJPvIjrEitVkwKOB2+PB6ZYs/u4QT9xZX1WjX8cUTYsNb1tHr6EJs50VDfMJPi0Y0LxEe4uJCKRudDBGIbBrHk5kFWAvFHnyOSTnRsYmdosnNODsV5hvKua45d+QtvxpTmdkE937P4z5NA1IIybCxuKBLdifmqt3Sni0koWmVNvlhbmU2KFTSjlDSvmh73ExBwkh+gkhtgshtgkhWp5nHwG8cAlrUSgU5+F8g6F8X96ZdheLvj/MjL5NdQW+osRE2DiZVcBz95QcjWjh/ImMz+dxa8cutB/8HLEVAqkSFkBUqJWJH+/DrWm4JdjMBgb/44brZWqg4jwUnUsRbjMjpWRanwSMBpjet6mfg+qbT1IUbxGkpG+rGhS4NMas2cXEj3+lWkSA3rJ5Pllzm8Wkn2Nan6YEywLS14zn1MkTRHV/EUt0Lf19UjLspOc5GbY42dte2a8ZFYLMzEpKLDZ/Qjm6F+ZSIg6zhRCrgT2AB0BK+fKFDhBChAI9gZZAGLAA6FrCrn2BxEtYi0KhKAFNkwghWDO8dbHx2NEhVm+B2RcHGX9vHOGBZnId7mJV5RO7xTP/20M8d09cMQdk3/ef8v0HrxFQqynuW0cy9u44bBYjOQUuBi9KZlL3eALNRk7nOtGkUnz8OxBhM7NscEtScxyE2cw4PRpOt4c/MguY/+0hxnWOo1JogNchzS5gUvd4v6LbSd3jOZnlFYpaPLCFLg0996tD/LP9DSwd7L3fLMkZNhsFX4xui5SSl9//keXjh+E89RszF68mPbQus74+rO8fE2GjclgA34693a+9MjTAoiTNL5FLcRyeAMYBxy/hmLuARVJKDcgQQuwXQtSQUh7x7SCEqAhUBE5fwnkVCsU5nE+7YWFhuiDUZmJyj8ZUDQ/AajSQ4/AwZs0uVg9vpRc8ujwaQgievqshhsK7Q98F2/57MukbJtOwcSI5bcfyR46bMWt2MblHY4IsJlIKuzCWDWmJzWJUd21/AzRNciAt18/mZiYlEhFoJWmetxbmkz2pLB/SkkndvQ7piNtv8OtisFmMvPRfr2y0MAg6xEXzyZ5UViWnADDqjrocOHUezQYhMBmgx/Sv2TH3WRwn9lOx61gWHQ1l+ZBafLj7lN+6KgVbMZv90xBK0vzSuZRUxQkp5WdSyn2+x0UcEwscLPL8EBBzzj7DgJmXsA6FQlEC59NuGH9vI6JDLWTZ3VQLtxFgNpDjcJNb4CrskffOCnB5NIKtJt795ncOpOaSXeBiZmEYtyBlL6ff/w916tanZu+XMVjOtrVVCrVS4PLozwWCmpFB6q7tb0BJNjd8STJCnI0QJMSGU7lQTGlMxwYEWYzUiQ7GaBA4PRovFY6vjomwkZbt4Ll74tj0+K1sfvI2Hrm9Dm6P5OOfTxTKn59NKcxMSuSzPSdwuNzsXPwKBYd3ENnpUYLqe4XKNClZMbQVHz92KxO6NqJqeEAxp0Hx57iUiINNCLEL2AtogJRS9vkrb14472KLlLJAiPNfZIQQQ4GhANWrV/8rb6lQXFauJts8X22D063Rc9ZWr7BTlzgqhQXgcHnIyHfhcGvkOz30bVWdnAI373x2wK8gskNcNM+1CqTX/71C9dhqtBwxmW+On604j4mwkZXv4lTO2RHERoNQTsNVQlnb5/lsDtDFxJ6+qwH93t2m29PTdzUk3+HCYjL4Daia91AznB7Jvz/cU6wod1L3eNb9eFyfhJnv9GB3emjXsDJjHx9J/r5vibh9EMHxHfT39mgSKWHIoh+Y07+Z37h2xV/joh0HKeU9f+L8x4DawI+Fz2sAH4JeEDkGCBFCjAPihBCDpJTzSnjv2cBsgGbNmimVSsVVw9Vim77ahpLCuYdO5xEVbOW5exry6PIdrBjSkuwCt1+75qTu8VQNt9EtMdavCO3Db3awYORYIoKDWPX+h9gqVC7Wgy+EN2LhS40Ylc9w1VDW9ukrjDzX5jLzncxISiTP4ebJwsFVCbHhPNSmFv2LOBFLB3ttMchiJDXHoes/nFsIOWbNLiZ0bcSABdt1O/v3h3sI+mk5K5YsZOhjo5FNe+qqlDP6NmXmFwd5tN0NrBtxs6pbuMxcio5DDPA03nqEFcAZKeVXpRy2EVgshHgPCAbq+eobpJQS6FLk/CtKchoUCsWF8dU2vPnpPqb2SSAjz6Xnj2Mr2BizehdPdqjH4yt/ok3tSBBCF38qegdnNRn8xh27s09zauXzSI/GojX/pVLVGOwuN5N7NKZKWABGgyC3wEVGvoun72pApt3Fwu8OKc2GvxHhASZmJCXyzub9dEuMJTLIQoUgC3aXh3yHhyphAX6tmj6HICE2nG6JsaTlOKgUGsCEDb8w6Jba+nyKkqIY1SsEsnJoKzLtLiZv2seOD+Zz9JN3CWnamd2VO7Gqy408c3dDjAYDUzcf4Lvf0xndsb6qXygDLiVVMQ8YACwBPgY+B9pc6AApZZYQYi2wHXADjwkh6gDtpJRz/tySFQpFUXx55qhgKw6X5hdJmNUvkSm9m2AyCN7p3QSz0UiBSytRMXLBgOZUDQ9g/sPNceRkMLTX4whnPo2GTKZBA69jMGLpj0x5sAkuj0alIBs5Be5zZKlVK9vfBU2TnMguYMNPKX7j1jvERTOqfT2eWPUTy4e00iMSPofgfJoMLo9Gh7hoKgRZSuwKMhjQoxfGXzdx9JN3iWneEcPtQzmeWUCBW6P961+ycmgrvvs9nUnd48l1uKmoSRVtuMxcSnGkWUr5B4CU0gEUXMxBUsqFUspEKWVLKeUWKeXBkpwGKeWDl7AWhUJRiC/PPLxtHZ5cvZOoYCuz+iXyeo/GpGZ7aw/O5LnIzHczfEkyJ7PsjGpft1g4+LWNv5KR7+KZlVvpem9njh87ypR3l7FwTC9cHo3KoVaWDm5J1XAbq7cfJcfloX6lENaNuJlvx97OuhE3K82GvxHpeU5yHG66N6vuN269W2Ksns4yGtC1GDLtrgtqMoQEmBjdsT4pGd7R2BajgRfvjaNDXDTT+zYl1Gbi1QduYlT1k/y+/h0q33QLhtseQQgDMRE2TmR6nZDoUCvzH27Oaxv30f/dbaTnOcvz13RdcimOw3IhxDygmhDiLWBVGa1JoVBcAr65FHWjg/VIwoQNe+g1ewvj1u8mx+7m7c379YmBO45kULNiYLFwcLfEWAa/+x0/zXsWZ+ohKt73DMuOBpNT4Obh+ds5esZO37lb2ZWSxayvD3sHGhW2slWLCCQqxKqchr8Rmqbh9kjynWcLJBNiw6kTFaRHFnIK3ARavEOkqoYFML1vU790mI+UDDuRwRbSc52MW79bt12708Nz98Qx9bMD5Ds0hr4yi6dGDaNZ61uo1fM5hNFETISNt3o1YdH3h5netylZdhdPrdnFjmOZSj66jDhvqkII0RW4D/+R2VF42yvrAqGoNkqFolzxzaVYvu0IYzo24I1ejek3b1sxtcdXH7iJCkEW1o+8magQCwYh/IZgzfziIGEWwc4FL+I49gsVu4zGVqd5ociOQT/fxG7xTN60T8nyKvBImPb5AcZ1jmP+w82JiQjAbDQikQy7tSZ9W9ciNbuAApeHALN3hkmw1UTlsIASx7qDKDZYzScK9cmeVG4PTeO3Fa9QoXp9Fi1fTXBIKC6PBoDd5XUwcgvcvLj+F3YcywSUfHRZcaEahw14ixt9PIV3VsVW4B9AkzJcl0KhuAgy7U6y7C7G3tWQo+n5hAeWXFhWNdzGqx/vpX/rmlQIMpOe7/SrhXj1/ht59Zl/Yj+4nQodRxIUdxuAX4g5PNDCmNU7vXK9qpbhb49ReIdKuTwSm8WIJiFp3lZG3V6HLk1i6DNni18Nw7ofU+iaUI0pm/cztU8CdqfHrz5maeFgtaKkZNjxSElY7hEGJz0FIZWwdnkeS2Aw72w+QPu4SkQGWQgPtGA1GciWkrTcs63Byk7LhvM6DlJKD4XS0gBCiNullBMKn/5XCPE4cEHJaYVCUXZomuREZgGjCwvGYiJsLNhWslkAACAASURBVBrYosT2uFyHm6fvakhOgRshBAUujdd7NCbT7mLG57/Ro/8QTm79gOGjn+fnircXU56clZRIRJCJqX0SlCyvAk2TnC6c++CzlWl9EnirVxOiQqz8npZHm9qRtI+rpEcURra7gb5zvWqS/VvX5On3fvabwAqUaLvbd/zMkaXPQ0Ao0b1epkbVShxNz2dVcopeBCml5I1P9nMgNZcJXRtRJzoYm1nZaVlxKV0VZ4QQXYAv8c6eOFM2S1IoFBdDep5TnzEB3ruzlduOMDMp0U9rYcGA5uQ7PXr/vE+34bWN3gmBtQ//l5NbP+Ch4aM4WbMTE9rXpXZUEAYhMBpgfJcbiQ4JwGQyQFA5f2hFuaNpklM5BbrTABAVbCX/nAjCzKREXUFybfIxRrWvR1Sw1S/9VbTDIirY+v/s3Xdc1dX/wPHXuQsuGxEc4d5oODDn99vXskwTtdw70xxp5bdh2qBFw9W3snJWbs2VP9NylKOhaYqmFjlyBS6GgFy43PU5vz/g3kAxqcSLep6PB4+A++HDuXY4933PeL95p3djnlz+RyAcd2cYQ3p0wi51hPZ4jepVqzBrYAwhfka2PdMOvU5g1As2HDzD8oRkTz2KyBCzChhK0V8JHAYDw8mvP3EEGFIaDVJKR/UJJSpmCsDJiX8n15dyvV2ata9plRDurFeBaZuPEBcb5TlTb9ALhszdfdnacVxsFH0fe57t2+YS23sQz78cT4d3v+PhebvZ/NR/0NDwN+nxMerygwbllqdpkpPpOUVSSkN+joZL9yeMWpRAXGwU8esSmdQjmmmbj/BE+zo8PG93sScskjOsvPnlIeK7NaJKOTM/Jh6n9wOxCHse/5u7iqaNo8m1uygfYMJgEGDXMBn0hJqNdG4cyb0NK6nZsOvkr2SOzAXeK8W2KIpSQpomcWmyyNRu4UF4U2IKwJ+uHW9bs5TMbXPxq/9v/vfe++Q5Nc/P/H4hl4ggH7YfSaFlzXBC/dSJCSV/lisl24a1oBy7u19dKWmT+/vjV+UHqtXC/DwVWqf0jC6y8RZgX1ImD8/bzeze9RjS+wGcmWmsWPMFT3+TC7t2AvD9+Luo4G8uMvulkjxdX+pthKLcgNJz7CzeedJThAoocsytaZUQTy4Hd5XLwnyTdjHpxafxrRlD44EvkJ7r5ExWnmdfw7TNRxm5MIFKof4MX7hHnYVXgPwjmOGBPkzbfLRI0ancgkCiMPfGWig4bulv4kKOnbjYKCZ0qo9Bp/OU2y6skh+MHdoXx4Vkoh6Kp0Lt24vc00edkvA6FTgoipdomiQ128bpjFxSs21oWslLCdidLtrVr0BYgJEFQ1uwclRrQv1NRIaaaVolhJe7RmHS5/95n8vKKxJg+Kcc5NiKiZSrGU2TIa/xXv/mlA8wcfttQcTFRuWn8y04A+9+x6jOwiuQfwTz9/RcUi02pm48TFxsFMtGtCLAx8CsQn3MHYDO3HbM83WFIF8ignyoGOTDxPWH6DXrB2xOF9MHNPP8XOVAPXz9NocP7KN+vzg+fWU4C3446bnH7EEx6pREGfBX9jgoinKNuOtLuEsSu4+OlTTzotGgo2KwL6cz8njji195tmM9DHrBzIExWAsqBxY+bvnxQzEsfqQlX235hscGv0atug1Y9vkXhJcrR5rFRkaOgzRL/i55t8JHMdVZeEXTJHaXxrTNR5kxMIZHFyUwcmGCJ7V5eKCJpcNbIaVEAm988Ue57Ck9o3li6T5SLTamD2jGy12jmL71N3wMeiZvOERcbBQBRsH4MUPZ/t1Wprw/kz79B3Exz0G/FtV47v4GnL9ow2TQoakU0l6nZhwUxQvc9SUKbyYbvuDqSwKaJrmQY0NqEp0QpOfYSbXY8DXqOJNhZdrmI1QM9r1so9qw+Qn8enA/Y4f2pUKlyrw6fTGvrD/JmUwrOTYnof5GygeYirxj/LB//jvBJY+0JNRsLN1/EKXMS8+xk3rRxhPt6xBqNrD4kZZsefo/LB3eCpNe0H36D/x78lb6f7QLh0sjLrYhXz91J/HdGjF5wx+zWKMX7yUjx8GETg1waZJNiSmMWLCb+3oMZPvXXxLafjg9+g7g/c1HCfAxUDXMD4NOkGV1MHnDIVIK8jQo3qMCB0XxgktPRAB/uiSgaZKU7Dx+z8glM9fBJ98fx9ego0HFQBY/0pKIQF/mbj/BpsQUbMXc+8RvRxnQsxs24Yur4wuM//IUqRYbFYN8qRbmR6i/kerl/D11JxY/0pIPtx6l87Tv6f/RLo6mWv7SUopy89E0DU1Klv54inMX/3jxzsi1k5yRx9u9GufPPAT4MGTubgSQmevg4Xm7PZkcIb+f+5n06HUCg15wW4gvGVs+Jufnrwlu24+oe/uSbrGz43g6ep1g0vpf+ffkbcSvS+ShNjUQqH7obWqpQlG8wGTQF5vs5tIlAU2TZFrtnM3M8+Rs6BAVwbiO9TmellPk3PykHtGEmE2ezZB/lMdOIW3FSwQaofGIKaQbynuml89m5eUHDmYfT92J1GwbfaZvv2w2ZPXotmr3+i1I0yTpOXYcmuTj748z7F81+e+ynwgP8OHVbg3RCVFkWcydllyvzz/tUFw/z7W7OJ6aw7TNR4k69xU79qwhMKYLDWOHMalHNLO/Pcb0Ac1YuOMED7WpQWq2nX1JmYxfdYBlI1p58V9DATXjoCheEeZvYs7g5kWWBi5Nj+veB7E/KYuRixI8VS+fvz+K5AvWy5Yjxq86wKh2tZi4/lfe7tWYyFAzrpxM0le8hNFlpV/cDFaM78GaMW35dEQrwvyN9Jr1Aw6XVmTN+K/Ohig3L3cffHD6dk5nWBlx5x8VWCd0qk+6xe5JNgZ/9MPxneqTmm1nyc6TRTY/uvc7lPM3Mm3zUb5ZvYCP3pvEfQ/0Yf/6xSwY1pIgXwM9YqrwwZajNKse5unX7vsr3qdmHBTFC3Q64SlJbXe6ik1c494H8Xavxp6ql+NXHeDtXo09lS4LS86wciHHzqbEFFKz7Tz1n0heGP4kaTnpLFz1OX5VG/H08v3sS8pk6zP/IelCXrGzHCWdDVFufoX34mhSElGQ+TEuNoqnV+zn7V6Ni+2HlYJ9PemlfzyZycTut1Mp2IzJoMOkF4xatJfv1q8iY/NszHVa8Wud/qRk2+kze2eRew37V03P6R5Q/bCsUIFDIX8lu6Ki/FPupYErcb/zz7Q6eKJ9HU9yJ4dLw6DXFfvi7t5cmXD8HOsnjsB25gjvfbKE8NqNGfjxj57r9DrB3O0nii0C5J4NufTEhzoGd+spPPvk72PgZFpufsGzgmO67lM3l/ZDwR+zA/uSMj19b9mIVlQM9uXQri2kf/kevtUaE971WaqEBRRUyKTIfdz3d/9X9cOyQS1VKEoZpGkSIQQrR7UmzN9EjfL+JGdY6R0TSWQ5M5VDfC+bAp4xoBmrEpKQLgep//cWtuRfqdf3ObrF3l/kLPzMgTEAvNK1UbHHPwvPhmwffxerR7ct8TFR5eZiMujpEBXBomEtKB9gwteoY8aAZp6ET5sTzxe7FJHndNEhKqLIvdx7G9au38SxZa8TEFmP8O4vUiU8mFmDYqhWzu+yPBCrEpKYNSiGJpHBqh+WIWrGQVHKmOJyPCx+pCUdoiIYe08dhIB0i50Pthz11KQID/TBz6Rn1J01WP32s+QdT6BW96dYNeVptv56jpe6NOS/99QlyGxEr4PMXCf1KvhdcRC+2myIcmsINRt5on3dgjoTdRm38gBtaobxWPvaLBneksxcR5F+WD7Ah7U/nWZZQjKLhrUk8Wx2kcJqv/2yj/8OG0CNGrV465NVVK9cgUrBvhh0gvBAX8/SnRACvYA3HoxWtSfKoFIPHIQQg4AnAAk8LqXcVeixusCHgAk4BwyWUqpDusot7dIcD21qhgHwYuconJok5aKNJ5f/dFlNite6NmTGG+NJO7CN515+nQHDH+Oi1cEr6w7RtFoYOgEuKQkwGqhQQVUPVK4uw+rwFKuatvkI7/ZpQliAiQsWOxFBPoxevPeyfrhgaAu2HE5FCFj8SEucLolOwPY9+xjWrwfGgBBenbmUZz4/Dhznm3HtMOiEClZvIKUaOAghgoDe5JfhDgbmAd0KXfIqMFRKmSSEGE5+Bc45pdkmRSnLnE6NXLvTEzT0jolkUOtqno1m7iUJd3lit+QMK3PffYOVi+fz6Nin+dbcms5WB1M3HiYy1OyZZg72NalKl0qJufc4VA729RzDvFo/vJBj54n2dRCAU5PodLBjXyLD+z4IehMLVq5lyS8WID/QkBJsTs2TEdJ9/PNKm4YV7yvtGYdOwAIppQZkCCGOCCGqSSlPFTy+QUqZVPD5LuD+Um6PopRZTqfGofPZpGbbiAw1Ex7gw5Md6nLobDZv92pMptXBzG3HeHTxXuK7NeLhebv/+OH9/8eiDR8R0PR+nn3xFU6k5TJ142FSLTZmDowhIsAHo1HtRldKRtMkaTk2nJpkxcjWhPiZeHTxTk+QEB7gQ5rFzpRejTmWamHmtmOe9NLpOXbqRARgdbgYNn8PJ39PJu3TCfjqNFZ+sZHlv2mea2cOjCHP6eR/m454liX+SSp25foo7cChCrCl0NcngEjgFICUcn6hx/qSPyOhKLekFIuNUYsSaFMzjE+GNMfh1EjLthebXKd6eT/Pbnb94a85vuEjImPuoWqPJ9HpBPUrBfBO3yb46HWEB/ioWQalxArvsQkP8OHZjvW4kGMvUnnVfTS4cL+cX5Csaf6OE7zcpSGDP/mRU2fOk7I8Dqclk3rDpxJQsSY9gh2MuLMW4YE+5DmcTFj1M/uSMnm5i+uKqdhV8rGypUyMJkKIZoBLSnnkCo+PEELsEULsSU1Nvc6tU5Qru5Z9UwhJXGwUI/5TE6NeR0q2nUcXX55c54n2ddAkTO3VmCdrpnBizXtUaNiGKt3HMXNQc15fl4iUgiBfPZVCzCpouIX9nf6ZlmPzvHiPaleLcSsP4GfSe048jGpXyxM0wB/9ctx99Zm/4wSP3V0Hi83J7+fSSVnxCo6Ms4R3f5GsgGqUDzAR5m8iLMDEh1t+4753v/fMPpgMepV87AZR2iNKElCz0NfVgOTCFwghwoCx5O93KJaUcraUsrmUsnl4eHipNFRR/o5r1TftdicXLA7i1yVyz/++Jd1iv2KSp6phfpj0gq2bNvDMmBFEN2/FsuXLeKN7Eyw2J5sSUziTaeVs1l8r1a3cfP5O/8xz/PHi7c7XkOdwMalHdJEcDoUlZ1gx6AT9WlQjx+bkyJkLXFz7FvZzvxHebTzmavmZTPVCkOdwcdHqYMfxdKBo1lR38rHCVNKnsqe0A4cNwGAhhK5go2TdQvsbEEIYgYnAU1JKZym3RVHKHE2TpGbbSMmx897mI8TFRrFsRCvK+Zs8Z+ULiww1k5ptY9naTbzw+FDqNmjEhbZP8sLaI5gMOiZvOOxZZx65MOGq1TYV5VL6glongCfx0pmsPObvOEFcbBQRBfUnCosMNXMkxcLD83ajuVw8PnwIWcf2UafXs/jVaeXZz/DU8v1M+Owggb5GPhvd5rI8ISVJxa54X6nucZBSZgkhVgG7AScwVghRC7hbSjkH+AC4E1glhACYJ6WcV5ptUpSyovBa8owBzXioTQ3GrzpAeIAPr3SNopy/kXd6N+bJ5fuLnIU/ceggz40ahG9oRZasWkNQaDlOFtoM6d4HoaZ4lb8j0Kxn8SMtSc224XBpvNe3CbO+OcaYu+owZslewgN8mNIz+rICa1M3Hua2YB9ee/YJTu39hvZDJzDuqbGEmI3k2l2E+Bl4r19TzMYrn5QoSSp2xftKPY9DwQbI+Zd8+1jBYyNL+/crSllVeCOYr1HPowVn4uNioxizZJ9nY9riR1oCoBOCnXsPMKTPg+h9A1i8ai0G/2BMeh3Vwvx4oXMD0nPsTN14uMi6saKUlNOp8Xt6nqdwVWSomeUjW9GvRf7+hLjYKELMRjQpebdPE0L9Tfyenh+0pmTnUf3oCpasWc7Tz73IxfpdGbkwwTPbYHdKqoddOemYm8rnUPapzJGK4iWFN4JZbH/kbqgc7OsZoDOtDiZ/+hOj2tVi3sYf+XryowT4mpgy/zPWn7DRtIGBXLuTKRsP83j7usSvS1T1JZS/zX2yp/DGx4xcB3aXhlOTmPQ6Jq4/xL6kTAA6REUQF9uQ//VpwruTXmfa3NkENu/GD0HtmNW+LmPvqUuAj4EQPwOBPmrm4GahAgdF8RKzSc/cIXfgZ9IT4GPw5G7QJEUCgEk9ovli5y9sf/9JMrIuEtHvTT45mMfMgQ1Zuuskg9rU4PUHb6ec2aSmeJV/xOHSimx8bFolBKdLFumPU3pGM3lD/rLYw21rIJHMm/0h06ZOxP/2ewi9+xFOZ+bPWiwb0YoKgb7qZM9NRgUOiuIFmiY5n2Xz5GjoEBXBzIExpGbbGLNkb5F3fE8v2sHFlS9y7uwZpny0nDZt2pBpdSAEdG0SScVCA7Oa4lX+CeMlVVdHtat1WX8ct/IAC4e24GR6Ln4mPQvmzeO1F8bjV7cNYR0fp2C/mudnVNBw81H/RxXFC9JybAxf+Eeim02JKaz9KZma4f5F3vFp9jx++mgCR48cIrTrc7z3s44+s3cSvy6RELORehUC1cCsXDMRAT7MHBjjOdUQ5m8q9uilTieoHRHAl2vXEPfME7T4VzsaD45D6P7YU6P22Ny81IijKF5Q+Ky826zvTqLX/XEULr889pvYzhxm2qxPqBPzLyB/QJ41KIZKwSq5k3JtGQw66kUE8OmIVmx5+j8Em43FHr10aZK+L8/m+SeGY6pUh4gHn2f2kNbqGOUtQi1VKIoXuM/KFw4e3APylJ7RPLN8Hz/Nn0jeib08/9a7dHuwO10lpFnshPoZqRysqlsqpSMzz8m5rDzSc+ysSkhiUo/oIumlZw6MYcqCz/lh1nMYy0US0etVMhx6wgJMfDa6DQ6npvbY3OTU2xVF8QKzSc+UntFF3qFN6RnNh1t+w9eoIyRhHrmHv+fR8a/Sa8BgXvn8FwAqhfgSGeqnZhqUUmN3ujxBg7v2RFxsFCtHtWbxIy05ffwQi18bjU9QGBV6x1OtUjizBsUQ7u9DRKAvt4X6ER7oo4KGm5iacVAULwgxm6gQ5Et8t0ZUKWcmzWLH16hj+7E0Vs+axG+bl/LYU8/y5NNPMXH9r4xtX5dKapZBuQ6MBl2RoKFHTBXC/E2UD/Dh9SVbmPvcQ/iafNi4cSNVqlXH36SnfIAKFG4lKnBQFC/Q6QRVQ/3wMeiQSAJ9Dbz39RHqnv2aHZuXMmjYSJ6c8CI5Nif9WlSjUoivGpiVUqdpEiQ8fndd3t9yxBM0hAf6MGPdLubGDUdIF0tWb6Bh/VoE+5jU7NctSAUOiuIFmiY5mmrxlC5+pWsUQSe28va0iTzQqy/xE6fw4dbj7DiezpzBzQkxe2+TmaZJ0nPsKj/ETe7SctpPtK9D9fJ+6HWCNTsSWfXmaHxdObz1yQrWnRLUqWsntMK1Of6r+tiNRQUOymWqT/iixNeenNi5FFty8yqcbjouNope46ZwdNlbmGu3YG+1vgz4eDfLRrRinKG+VwfRwi8mhTNSuosSKTePwn0yOcPKw/N2ExlqJq5DdebEjeLY8eNE9HqVt/e5gBQSz2azenTbf5w7RPWxG4+aY1IULyicbvrgjs0cXT4Jn6q3E95tAkJv8Dzm7U1mhV9MIP8M//AFe1TVzZtQ4T7p9ntKJi+MfojEg/sp320CvlWjPY9dqyJqqo/deFTgoCjXkbuMNuSfpMj7/QDPPzaMgNvqENE9DmEweR4rC8lzinsxUVU3b05Gg65IzgbpcmJZP5W9u7YzbeYc6t7Rrsj116qPqj5241GBg6JcJ+4p2Qenb+exJfsYWk8jdVU8vuUqsfyzNVStGAaUreQ5JoO+2ARAZSGoUa4dTZNY8pyeI8JSalg3f0DGrz/w/vvvM2roEOYMbl4qCZ5UH7vxqD0OinKdFJ6SPX70MF+Of46I8PKs2fAVtWtU4bP61cpc8pwwfxNzBje/bP25LAQ1yrWTnmNn8Cc/Eh7gw4udG/Dx5DhW7vuaF15+lTFjxgBQr0JgqRRRU33sxqMCB0W5TtxTss6s86QsiwN06Dq/xG23Vaacf9ksTqXTiVJ7wVDKDnffTM6w0nfEk2T9sIygFt0Z9cTTnmt0OlEqRdRUH7vxqMBBUa4Tk0FPhD6XfZ++iHTaqNB/IjVq1izzU7Kl9YKhlB3u5YLEjYvJ+mEZAdEdaPTgaHyM1+clQvWxG4va46Ao14mwWcha/SpabgYRPV+hZt0GakpWKRPC/E10NCSSsfUT/Or9i+i+z/DRQ3eovqkUq9TDSSHEIOAJQAKPSyl3FXrMCMwD6gC/AwOllHml3SZFud4sFgtdusRy8thRlq1YTet/t1NTskqZ8dlnq3j52bHc1f5ePl68nAA/s+qbyhWVauAghAgCegMtgWDyg4RuhS55CNgkpRwghOgBjACmlWabFOV6s9lsdO/enR9//JEVK1bQvev93m6Sonhs3LiR/v3707p1a9auWY2/v7+3m6SUcaW9VNEJWCCl1KSUGcARIUS1Qo+3BxYXfP4Z0KaU26Mo15XT6aR///589dVXfPzxx3Tv3t3bTVIUjx07dtC9e3eioqJYt26dChqUEintpYoqwJZCX58AIoFTBV9LKaXT/YkQQivuJkKIEeTPRlC1atXSa63yl93q6amv1jePHz/O1q1beeeddxgyZMh1bp1yq7ta/1y6dCm33XYbGzduJCQk5Ho3T7lBlbVTFbLYb0o5G5gN0Lx582KvURRvuFrfrFu3LocOHSIiIuK6t01RrtY/33vvPdLT0wkPD7/ubVNuXKUdOCQBNYG9BV9XAwq/RRVCCIOU0imEEJTC0slfeUesKKVBBQ1KWaXT6VTQoPxlpb3HYQMwWAihK9goWVdKearQ41uB/gWfdwF2lnJ7FEVRFEX5B0p1xkFKmSWEWAXsBpzAWCFELeBuKeUc8k9ZzBdCPEbBcczSbI+iKIqiKP9Mqe9xkFLOB+Zf8u1jBY/ZgX6l3QalbLjVN1IqiqLcDFTmSEVRFEVRSkxIeWMdUhBCpPLHcc7CygNp17k5ZYF63pdLk1J2vJ6NgT/tm6D+P91qrvS8vdI3QY2dxVDP+3Il6p83XOBwJUKIPVLK5t5ux/WmnveN4UZr77WinnfZdyO19VpSz/vvU0sViqIoiqKUmAocFEVRFEUpsZspcJjt7QZ4iXreN4Ybrb3XinreZd+N1NZrST3vv+mm2eOgKIqiKErpu5lmHBRFURRFKWUqcFAURVEUpcRU4KAoiqIoSompwEFRFEVRlBJTgYOiKIqiKCWmAgdFURRFUUpMBQ6KoiiKopSYChwURVEURSkxFTgoiqIoilJiKnBQFEVRFKXEVOCgKIqiKEqJqcBBURRFUZQSU4GDoiiKoiglpgIHRVEURVFKTAUOiqIoiqKU2A0XOHTs2FEC6kN9/NmHV6i+qT5K8OE1qn+qjxJ8lMgNFzikpaV5uwmKUizVN5WyTPVP5Vq54QIHRVEURVG8p9QDByHEw0KIQ0KIjsU8ZhRCLBZC/CiEWCmE8C3t9iiKoiiK8veVeuAgpZwLTLzCww8Bm6SULYClwIjSbo+iKIqiKH+ft5cq2gOLCz7/DGjjxbYoN5CsrCxvN0FRFOWGcy3GTm8HDlJK6XR/Amhebo9yA5gxYwb169fn+PHj3m6KoijKDWPWrFnUq1ePY8eO/aP7GK5Re66VYo+DCCFGULCMUbVq1evaIKVsWbJkCWPGjCE2NpYqVap4uzk3dN+sPuGLEl97cmLnUmyJUlpu5P6pXFtLly7l0Ucf5f777//HfcHbMw5CCGFwf3Kl9kgpZ0spm0spm4eHh1/XBiplx7p16xg8eDB33nkny5Ytw2g0ertJqm8qZZrqnwrAF198weDBg/n3v//NihUr/vHY6e3AYSvQv+DzLsBOL7ZFKcO++eYbevXqRdOmTfn8888xm83ebpKiKEqZ9+2339KzZ0+io6NZu3btNRk7r3vgIISoJYQYXvDlPKCTEOJHYDAw63q3Ryn79uzZQ5cuXahRowbr168nKCjI201SFEUp8/bu3UuXLl2oXr06GzZsuGZj53XZ4yClnFfo82PAsYLP7UC/69EG5cb066+/0rFjR8qVK8emTZsoX768t5ukKIpS5h06dIj77ruPkJAQNm3axLVcqvL2UoWiXNHJkye59957MRgMfP3110RGRnq7SYqiKGXeqVOnuPfee9Hr9Xz99dfXfCN5WTtVodziNE2SnmMn+fRpenTuQE5ODt988w21a9f2dtMURVHKvPPnz3PvvfeSbbGw4vP1hFSsiqZJdDpxzX6HmnFQygxNkxw+n02XqRtoeWd7TiWdZvqCFTRqdLu3m6YoilLmZWZmct9995GcfJqq/V5j+BfpPDh9O4fPZ6NpJS5+eVUqcFC8RtMkqdk2TmfkkpptIy3HxtCPvuOnjybguJBM+Qdf4MNEHek5dm83VVEUpUy5dPzMzrbQuXNnEhMTqdHvJS4G1QQgOcPK8AV7ruk4qpYqFK9wzy4MX7CH5AwrkaFmPh7YhJ8+icN29gjh3SZgrtGU5AwrdqfL281VFEUpMy4dPysHGtB9NYWdO3cy/eMFvHUopMj113ocVYGD4hVpOTaGL9hDeIAPcbFRBBgFY0cNJe/kPsI6jcWvXn7ZkshQMyaD3sutVRRFKTsyrXbOZeXxdq/GpFvyGD5kEGf2beWZ+P/RqcsDLDy/i+QMq+f6az2OqsBBue40TWJ3arzfrynBZiNvfZnI0rdfJOfgV4x7+Q12mFt5ZiHmDG5OmL/J201WFEXxKvfGcbvThVOTLP3xFBt/OU/elumk7NtKwwfH0LP/YF7/IpFZg2IYuTCh1MZRYwXmOAAAIABJREFUFTgo142mSdJybOTaXKRm27A5XThdGnLnQnIOfkVwm75k1ryX5V0bIaXEZNAT5m+6pruBlb9H1bVQFO9xOjXOZFlJybbhcGkIIXi2Y32yv53Hp3vWE3nXAN5/8yUyrQ42JaYQ360Rq0e3xe50lco4qgIH5boovCYXHuDDsx3rMeGzg/z8xVyyvltEvyEjyI0ZxKbEFF7uIrkt1M/bTVYURfE6TZMcTslm5MIEz9j5zIr9/PLlfDK/XUD3gUNxtXyYqmF+PLN8P5GhZnQ6HeGBPqXWJnWqQil1miY5dzHPs5FnVLtajFt5gMSvl5P13SL8G97Fqbq9ePSu2mpPg6Iot6RLT0k4nRqp2TbOZlk9yw7usfPXLavI/HYB/g3v4lxUP8beU5ezmVZSLbbrsryrZhyUUuWeacixOT2bdULMRg59/yUZX8/CXKcVYff/l9NZNsL8TWpPg6Iot5ziTpnNHBjDtM1HGPavmkXGzsPb13Nh0wzMtVsQ1mksp7NsVC/vj59Rx+rRba/L8q4KHJRS5d79W6WcmblD7mDa5qOs/3Id6V++g2+1aMK7PovQ6YkMNVM5xEzFIF+1p0FRlFtKeo7dEzRA/vHJUYsSmNIzmnL+JlaOak16jp1tX60n7Yv/4VO1EeHdJiD0BiJDzRh0gvDA6zd2qsBBKTWaJrlQkHQk3ZL/387l0xk1aARRtzchsPurnMsVnl2/KmhQFOVWZHe6ihyfbFolhKc71KVisC8n03KZtvkov+3fxZEFz9OgYTRBPeM9Y+ekHtHEr/uFNx6MLtV9DYWpwEEpFZomSbPYSM22sfTHU/SIqcK5owf577AB1K5di8UrVmPBjK9Rr2YaFEW5ZWmaRAjhmVXYnHiebk1vY/yqA55li4fraox6+kWMwRVZvPL/sBkCCA/04WymlakbD7MvKZOXu1y/RHkqcFCuOfd6XYCPgbnbT/BQmxo8Pv1z9s/4L0a/QGYs/IzvTuWxLOE3Zg2KUUGDoii3pOL2NnzYvxkfbj3qmYE4fvQwo16bQFj58hi6vYrdEEDf2TuJDDUTFxvFvqTM676pXAUOyjXnXq9b/EhLesRUYeycjRyYMw6hNxDW8zXivj7D0uGt6Nb0NioHm1XQcA39lXwLiqJ4V3F7G8Ys2UtcbBSbElNwZp0nZVkcUuj4YMEq3t2dTabV4bk2xGz0SqI8FTgo11R+VkgXb/dqjF4nkDkX2D/7GaTTToX+EzGGViI5w4omJVVC/VTQoCjKLevSvQ2QHxCE+ZtwWTI4/+mLSEce0aPeIaxyNWYMMPHSml+A/DTSkaHm63aSojAVOCjXzKXTboOahLLiteFouZlE9HkDU3h1IL/DG/U6FTQoinJLcqePhvzx8LK6Eq5cLqx6CVdOBrcPn8KCZ3qR59DIc2iepYk5g5tTyUsztqUeOAghBgFPABJ4XEq5q9Bj/sB8oBxgAwZJKdNKu01K6XAXrkrOsKLZrUx+6mm0tBPMWriCeScDipxPjgi4Prt/FUVRyorCafdPpOWw/uBZ3undmCeX7/eMj6/dX4th/XvivHCa9z9ZSu2mbXh/y1GG/asmOiH49tl2mI0Gr6bjL9XAQQgRBPQGWgLBwDygW6FLhgAfSSk3CCHuBoYCk0uzTcq1U7joitmk9xSuMuFi2ICenE75jeZD4+nc8R7usmsIwKjXAVLNNiiKcktxz8juOpbK3VGVqBHuzxP31EGvg3kPt0AnwGrNo3OXLpw6uJuP5i8ismkbQsxGesRUYeL6Q+xLyuTbZ++6bscur6S0Zxw6AQuklBqQIYQ4IoSoJqU8VfC4FYgSQmwD6gMnS7k9yj/kDhYEEqtDw+bU8DPpsNicZOc58dXDY488zK7vv6Hnk2/w1JjhnEzLpd+c/ImmZSNa8fSK/awe3dbrnV9RFOV6Sc+xs+tYKm3rRnAsxUKIn5EQPyN5DsmQubtJSreQs34q6T/vpNPoV4nt+gC5DhcuTeJwaUD+Moa+DLznKu3AoQqwpdDXJ4BIwB04LAS+AvoBdqBDcTcRQowARgBUrVq1tNqqXIU7Yn7nq8M8fncdHl2811N0Ze72EwxqVY2e/QaRsncTNbqMIe6p0Xyw5SiDW1cH8jt9ptVBcoYVu/P6nTkuTapvKmWZ6p9lh93p4r7bK3MyLYe4NT97liam9IymvJ+Rnxa/T87P39Gq/5NMe/lJjqflMG7lH7kc3uvbBINOYDZ5v5aPt4tcDQOellLeAYwGXinuIinlbCllcyll8/Dw8OvZPoU/iq8kZ+ZyLiuPwa2r8/6Wo8TFRjG1d2PCA32J69yAPkMfJWXvJoLb9keL6sToxXsZ3Lo6Rr3Ok+Fs5rZjN1UhK9U3lbJM9c/r59IiVZomgYKS2JlWnJpE0yTbDp0vcvzymRX70e1ZRM7Brwlu049Xnn+WpAtWT9Dgvm7spz8RHuDjuY83lfaMQxJQE9hb8HU1oPBB8/9IKWcCSCn3CyGeK+X2KH9RcQlKlg5vyUNtahTJbBad8hVnt39GYExXgtv2A/I7e6VgMyaDjvhujZi68fB1q96mKIpyvVw6TnaIiuDFzlH4mfScvWjj0UUJnrFy+oBmZOQ6WZ6QDMAvX8xlx/eLCYzpQvC/+ucfxdRkscc0cx0uhszeyZzBzalXIdBre8VKe8ZhAzBYCKEr2ChZt9D+BoAsIURTACHE7cCFUm6P8hcVl6DE5pSeoAEg8atPmfG/idz3YF9C2z+CEPmdOX9mQUelIF8a3RbMB/2bsnp0W692eEVRlH/q0tmFTOsf42TTKiE81KYG/T/aRUauwxM0QP74OXrxXobfWROAiwlryfp+MR269Sa0/XCqlPOjnL+JXLuLyFBzkd+Zv79BkJxhZfiCPZ7jnN5QqjMOUsosIcQqYDfgBMYKIWoBd0sp5wDxwEdCCDOQCzxSmu1R/rriEpRk5zk837Mc3EzG5jmY67bmvQ9nMGzB3iJrdz56gcGgUxshFUW5KVypBHZ4gE9+Vct2tTxvrPQ6UezMgV4nsPy8hYyvZ3HnPZ2YPms2GVYX6Tl2Zm47Rv9WVZnSM7rIHod3ejfm3MU8zz28uU+s1PM4SCnnk5+robBjBY+dJv/khVJGCSEuS1Bic2pEhpo5smsL6evfw7daE5oMfolUi4P4bo2oGubH7+m5hAWYEGpmQVGUm8iVSmDHd2vEw/N2E2I2Eh7gQ1xslGd/16UJnrZu/JLMDe/RpOW/CO78DJM2HuGxu+sQvy6R5AwrmVY7r3RtyKJhLXFqGmkWO0FmIxNWHfTcw5v7xFTmSOVPmfSCBUNbcCHHTnqOnb0n0ynnb6RP5UzGfj4ZU6U6NBn6OtMGtGD2t8cYc1cd8hwuakUE8MHmozzWvra3n4KiKMo1c6U00VXD/IgMNRPiZyD+gUaMWpRAeIDPZTMHD9fIYczgwdRv1JiXps1l/aEMHmpTg0U/nCK+WyOqlDNzLDWH+dtP0LN5VS7k2MmyOgj0NRTJGunNfWIqcFAuUzhXQ47d5QkaViUk8ULnKLq+NI9fPhpHtZq1mPXpWox+QVQO8eXRdrX4cOtRHr+7DmOX7iPVYuOZjvW8/XQURVGuCfdpBncJ7JnbjnlezM9mWvmwf1N8jQaGzd9FcoaV5AwrkzccJr5bI2qG+5OwZzeDevRHH1KJrP+M4+2tvzN9QDMW/XCKHcfT6db0NsatOMC+pEwA7m5QkT4FlTCXj2zN9vF3YTLovZo1ElTgoFzC4XBx3mLD6ZLodYKUizY0KTHpdYy+qza79/7Ez59MQOcXgqPD84xYfhjI/0OqEOTLsx0bkJqd5zk9Ud5f7W1QFOXGV9zehkk9opm/4wSj76qNJc9JsNmEw1X0RMS+pEwenrebGfeHM6RPdzSfQMJ6vIreHOjZLPnpiFaMcNTiXFbRJY1Mq8Mzw1AxyLfMbCpXgYPi4XRqHEqx8GjBFNsT7etQLcwPAKvDxYWzvzNmUA8MJh/K94nHEFAOyO/g6Tl2wgN90KRG1XJ+fDa6DeX9fcpMR1cURfknitvbMH7VAVaMas2ZTCsTPjtIcoaVuUPuIDLUTHiAD6Pa1SLEbOS3Y8d4uE83fH19mDZvNQ3q1ibT6vDMWJzLyqPnzB+KBCOP3V2HMH9TmRxLVeCgeKRYbJ6g4Zn76hXJ0zDhzghG9elClsXKkv/bwDsJ1sui7rjYhoxfeZBUi43Vo9uWqY6uKIryT1xpb4PDpTH20588j03bfJQP+zcl1+5i3MoDnEw6TfrS8Zi0PJb+3wbe3JlD8rb85YcP+zfDoBeY9DqaVglhX1Im41cdYO6QO3h25QFSLTY+G92mzI2lKnBQPBwujeQMK3GxUUXyNJw6c55BPR/BkZXOjEWfUa12PZY28+H8RRvpOXZPdPz+5qOetbmbJaW0oigKgMmgL/aEhEEniIuNIsRs9MwiZOc5mfDZQU6dSSFlWRzO7AzqDp+KuUINkjN2A/lBx5gle4mLjSJ+XSKTekQzdeNh9iVlciHH7hlLc20uNP+yVRjQ2ymnlTJC0yQGXf7RyxCz0fPHodlysayJJzftDNX7v8KrO+38d9lPnMnMw+HSqF8xkAmdGrDoh1OeTGjePiqkKIpyrYX5m5gzuLknMVNkqJkFQ1uQkeMgfl0ifWbvJH5dIs/cV49QfxO/n79AyopXcGScJrz7i2QFVsfvkjoTyRlWz3g7ftUBRrWr5dnb4P4dJ9JyvJrsqTgqcFA8m35eXfsLb/dq7MlaJp12Uj57nYvJR6jZ90Us5eoD+Z396RX7yXNoHE/NIdfuItOa37HLwlEhRVGUa6Fwhsj0HDt1wgNYPbot28ffxerRbQnwMTDyksyQ41cdwISLi2vfwn7uKOFdx2Ou3iR/TL3k/oWDhOQMK2H+Jqb0/KOmz6Qe0UzbfLTMzeCqpYpbnKZJ0iw2fI06xndqgNmoQ5OSD/o2pv39XbH9foBX/zeDT85XKfJz7nPLzyzfT6rFxvKRrXm5iywTR4UURVH+qeJOUcwaFEN5fxO+Rh12p4a9YHm3sKR0C48Pf4is3/ZSp9d47DVbezLphgWY6BAVwabEFE9gMHVj/sm0yFAzFYN9uZBjZ0Kn+mRaHZ76PmVtBlcFDrcwTZOczsxFkyAl+Jn0XLDYGbFgN0n/N5ULiTt45a23GTBwIJs++fGytb2zmVbPOpyUkttC/bz1VBRFUf42d+4au9PlefOTlmMrUn/i6Q518THocWgSq9PFidRcqhckfXKPjVJq5G3+kI17NxH3xmTu7zsUAWRaHUzekB8ELBvRisfb18XfpGfi+l89eSBmDYzh61/OUqdicJGN6bMGxZS5GVwVONyiNE2SlmMj0+r0FGGZO+QOXvy/gxxcNY3shI0E/3sgX4kmdLiYx6Qe0UU686WRclmLiBVFUUpC0yQn03NIt9gpH2DC6tDIc7jQpPQEDRM61efpFfs9lS8fu7sOcWt+LpIZMulCLo7v55KydxP1Ow9jiz6GtlYHIxcmFPl9Tk1iyXPw0v/9zBPt6/BibBRmo4FQsxGdTvDOV4eJi40izN9ERKAPlYPNZW4GVwUON4niIuYrdTb3H4rJoCtSuc3PpOeXtR+RnbCWwDseILh1H5IzrOiEYPKGQ57OXCnYl1fX/lJm0p8qiqL8XZlWO9l5DpyaxqBPfvTksKkZ7s/cIXdg1AtP0ADQI6YKoxfvLZIZcuGwFrwR/xof71hNrbt6k9vwAawFexYKiww143BJKgb5kmqxUTHYl8gQP89YXa9CIG88GF2icdybVOBwEyhuLe7P6rW7/1BC/UyeP4amVUJYs2g2WTs+pcOD/TDfPZqfkrOIDDWTa3exLymT+HWJzBjQDD+TjjcejOblLmW7cyuKolyN1e7iQo7DM4NwaQ6b+UNbFFmmLXzqDPIzQ06e+g4fT5uCf6N7cNwxkGZVQ3mifR3KB/owd8gdTNt8lFSLjRkDY1h/4Axdm95WbGInnU7cEJWErxo4CCFqA+WA3VJKWej70VLKA6XZOKVkistoNnzBHlaPbntZJ3Q6NfLsLoLMRowGHStGtqZSsA9z587lpZefx69uGyx3PMxLHeszf8cJnmhfl/IBJr4Z1w6DTmB1OJHcGJ1bURTlSpxOjRSLDacmqVHe35PpsXAOm+QMK7+n5xbZx+BOA+2+/vsvVvL6+Jfo0LkrljaPERHsx7Md6xUpbDVjQDMsNifvbz5CvxbV0AlR5rJB/hV/GjgIIZ4DGgC7gf8KIeZLKTcWPPwucHcpt08pgStlNLM7XUWWMPx99KRZ7CRdsBIZ6kuOJnFqGh8vWsYr48YSUb8FHy1ZQkRwALl2F3GxUWTmOrA5NZbsPEmfFtXQCR0hZrUsoShK2XelJVy73cnR1BzPUUr3qYcAH0ORsbRplRCMesHCYS04mZbLtM1HWZWQxNwhzcnMdTD4pQ85tPhVgms34/V3ZxMZHojTBecv5hEXG+VJKf3o4vxET5sSU5jQqQHx637hjQejb9g3YFebcYiVUrYt+Px9IcQYIUQLKWU8cGOGSjehK2U0Mxp0niWM8AAfZg+OQScEVcuZ8THqOXrewuNT53FkYRzlqkexeNlyXll/rEiUnOfQcGl2ujaNJNjPQKj5xo2SFUW5dVxpCbdWmB9ns22X5V8Yt/IAS4e38oylTauEeJYt3Pse/tenMSa9Dp1O8OALszi0NB5TpToEdXmOOTt+54n2dRlVKBgpnA0yItCHyFAzZzKtbEpM4eUuZSs3w19xtQRQmhDCs11eSvkhsEkI8QHgey0bIoRodC3vdyspLqPZnMHNMegEwxfsoU9MJNMHNiPloo3Bn/xISrYNlyY59vNeEhe8RGT12sxdusoTNED+H9Kji/dSMdgXh0tSKdiXMP+yU51NURTlzxRewm1aJYS42CjsTo2UHDup2bZiZ2mdLo0FQ1vQISrCs2zh3vcQt+Zn7pr6DX1m7+SHH34gccFLGMtFEtHzFXQmMz1iqniCBvf9CmeDDDYb+aB/U97edOSGP4l2tcBhMrBeCNHN/Q0p5S5gElCi+WohxCAhxG4hxI9CiJZXuKY90L2EbVYuodMJ6lUILJLRrF6FQKx2F21qhtExuhIuTSMl28aMAc0I9DXyy88HeXJYX3yCylNvyEQa1qxc7B9SptVBr1k/YLXfuNGxoig3p8KZHVOzbWjaH7kZ3Uu47pmD+HWJdPtwO+ey8kjPsXveaLlFhpo5kmJh8Cc/MrZ9XZpWCSYuNor/9W5cZN/D8SO/MqRvD3yCylGhdzx6cyCQ/wauuDE0zN/EpB7RTFz/K5Y8J6kW2w1/Eu1PAwcp5VrgPmDzJd9PAv51tZsLIYKA3kDLgvs8X8w1fsBo4K0St1q5jHs37m2hfoQH5i8nmAx6Hm9fG7NRR2auk7g1P3MmK4+H3v2cQT274ufnx+LP1pKt8+dsprXYP6QzBd+/kaNjRVFuPu6liAenb6ftpK08OH07h89ne4IHIfJr71y64TE9x86qhCQm9YguMkv7Yf9mzNyWP+s6clECVodG/LpEUgrNTjgyzpKyLA4HBlavXU+1KpU9P1/O31TsGBpsNjJ142E2JaZQtZyf543djTx7e9VTFQUnKSzFfN9azOWX6gQskFJqQIYQ4ogQopqU8lSha14E4qWUjpI2WimZULORC1LidGmMKiiXHejM4szSF9BcGvM+W0P5yGosbFAHg14wc2BMkfW5t3s15uPvj9/w0bGiKDefq50m0wuYMaAZNmfRtNAztx3jmfvqMX/HCU9umjB/ExfzHJ5UzzO3HfMsZ7hPUZz8PYmUZS8iNRcNhk6lYb1axIdWxM+kJ9fuwqAXzBgY48mN497j8OzKA56cN2aT4YbdEFlYaedxqAJsKfT1CSASOAUghKgLDARaCiEEMEhKebqU23RT0jRJptVOnt0FIj+FtE4HmgYuTbJqVGvS09Po1qkDlqxMZn26htp162HU60mz5JfH3nsynQVDW6DXCfQ6gRDwcpeG+Bh0pOfYVb4GRVHKjEtPkzWtEsKodrXItTtJuSiRgARC/EyM/Hd1ejavitmoAyHQNMnLXRoikQgEFpuDMUv2FTlhodfBrEExVA725Y1O1el071DIu8gHC1fToV1bzl+0ERHoQ5DZiCYlmbkOFv1wirjYKCoG+RJsNvLml4k3ZaK8qx3HTAR+Iv8EReHCXoL8yYj+//D3PwIMkFJ+J4SIIX/24dFi2jECGAFQtWrVf/grbz7uTJAZuXZmfXOMh9rUYP6OE4y+qzYZOQ7KB/qgc+TS+4GuHD9+nPBerzL9Z8nMJhJfI1QO8SUswETDykGYDDpSs22MXFg0ap6/4wRP3lvvhp9iu9ZU31TKspu5fxoNOk8+hWc71iPAx8CjBRkd3TUeKgb5IoQktkkkUzYe4qE2NS5LnT9/xwkebluD8AAfTzbIudtP8FJsQ1wa/HYmjScGPoiWdY7ZC1fy8XEjkxK+oUNUBI+3r0u/OTsvu99DbWrw5YHTjLuvPsP+VZPIUDOVymDq6L9LFMrpdPmDQnwqpez7t28uRB/AJaVcWfD1JGC6e6lCCLGkcPBRkt/XvHlzuWfPnr/bpJtSaraNY6kWnlmxn7jYKOLXJTKlZzQA41Ye4PeUTLJWv0ZO0i/cMewNzoY0BPLX3+K7NSLAR0/lEDPvfX2UTrdXIm7Nz5cd7XTft7ikUmWQV/46y0LfrD7hC6/+foCTEzt7uwllmddeOcpC/7yWMnNtZOc5ycx14NIkjy3dd9m4NbVXYyqHmOk/Z6dnDLvS2DalZzQX85xUDvZFkzBmyV6SUrPIWv0allMHmbNwKR//Hub5+VmDYoq939whd3iCFHd1yxtk3IQS9s+rbY7820FDgQ3AYCGErmCjZN1L9jekCSHuABBCNAOS/+HvuyXZnS7KB5gID/ChdngAyRlWKgb55hdeScsmbc1ELp44QK2ez/LK44M9P5ecYSXEz8iTy/fjcEmWJyTjZ9IXuzPYnWa1rNWFVxTl5nfp6QmnU+N0Rh6/peSQcDKdYD9jseNWeKAPzoLS15eminZfE2I2Eh7gQ4CPgfh1iZzJyssPGtKySV0ziazjP1Gz5zja3dvpT1NPu+9nMujo16KaJ2i4mZYo3Eq0x0EIoQMqFHx5vmCz41VJKbOEEKvIzzzpBMYKIWoBd0sp5wBvAvOEED5ACjDqrz4BJT8BlETyYmwDfr+Qnx7VJSVJF3JI+/IdrMd2U67DaGzV2hBiNnp+LjLU7MmU5tTy/5fm2l3FJpNybxBSpysURbmeikvktHR4K0YuSmDGgGbUKF+RE2k5xY5b7nTRhcew4sa2J9rX8SxzhJiNJF3IIX39e1h/20W5e0dhr/4vXJosNvX0pffzMehodFswH/RvetPW8vnTGQchRE0hxHxgPjAW+C8wXwgxtyAAuCop5XwpZYyUsqWUcqeU8lhB0ICU8pyUsqOU8i4pZR8pZcY/fUK3Gk2TSCQ6oWPspz8xbfNRJvWIJtvqwP7tR+QmfkPInYMJbHq/p2AV5Hfwd/s0Ic+RHyicy8ojMtRMlXJmZg6MKXJMaVKPaFYlJN2UkbOiKGXbpYmcpvSMxqnlzyL4+xhIs9g8417hcWvmwBimbT7KvlMXmDkwhr0n0/mwf7Nix7aqYX6eACAj147ju0/I+WUrIf8eRGCzWCJDzaRZ7EV+x6qEJGZcMlZO6RmN0XD50fibzdVmHOaRf9Kh8PICQohIYDHwn1Jql1ICmiY5nZmLzSnxM+mYO+QOLDYnep1gzjtvcm7n59x2Z2/0rXp5/pDCAkxse6YdaRYbs789Rr8W1ZgxoBmh/iam9mqM2agnyNfIZ6Pb4HBqCCHQC3jjweibMnJWFKVsuzSRU55DIyvXQYeoCIx6QbDZSKrFxtSNh4mLjSLEbCTX7iLIbCA80ES9SsGs/SmZ+6Nv48OtRz1HMCOCfDDoBC/GRiEQrBnTlnMX83j15Zc5+8P/UfnfvTC07u0ZO12axodbf/P8fDl/E0G+BuY93AIh4GxmfontD/o3BX9v/6uVrqsFDj6XBg0AUsrkgsRNihdl5dnIzHXw/pajRXYLi4NrOfnlLKLbd2fSu+9SoeBokMkgOHQ221PidebAGMoHmEi6YCU1O4++s3fyzbh2VAq+OaNkRVFuPO5aPKPa1WL+jhM8f38UJoPg5S4Ncbjyi1h90L8pjy3Zx8iFCZ53/h9s/o0JnRow+JMfiYuNYsyS/KWITYkpNK0SwrMd6zF3+4miY+fP6zj5xWyad+jOpws/5mKek5RsG1t/PU+XJrfxbMcG6AWkWexk5znwNepIzc5j8obDnmOXt8Jy7tUCh5VCiI+AGcCxgu/VIv/I5KrSbJhydVa79FRdc3f80KTv+OnLWdzT+QHmLpjPhVwn/j4GTqXnFgkYwgNMfHM4hWlbj/F2r8a8tvZQQYISvQoaFEUpM9y1eDQpeahNDd78MtFz1NzPpEcvBOX8TSx+pCV6ITAZdYxckMC+pEwGtalOeIAPtcL9i+xFGNWuFnO3n2DcffXJsjqIi43iubfeY98XMwm7/U5WLZ5HrlNjxrbfeLhtDdrVj2Dgx7s8eyymD2hGiJ+Ri3mOIuWzb5Xl3D8NHKSUU4QQtcmvIzGk4Nu/A5OllEdKuW3KFTidGll5dhyX7BaOSN3LnqWTCal7B373jiUpI69Ip3ZXahu1KIFlI1rRqlZ56lYMwupw8ULnBkQE+lBOlcxWFKUMcdfiOXcxj5ELE5jSMxqr3UXcmp89ORz6z/njRX3GwBi6Na7IqHa1CPI18HbvxqRb7EU2MlYrZ+ahNjV4eN5ukjOs+Cb/yNGlk4mo3wLfDk/ilAIkPHZ3HdItdsat3FskQ+XoxXv5dEQryvmZWD6yNVLKm3YjZHGuVuQKKeVvUsrJUsrHCz6mqKDBexwOFymWPM5m2dAfqZ4JAAAgAElEQVQV5GLPtDrwTznIvgXxBFRtSGDseEbfU98TNEDRSm35pygkwX56jHod41YeoOfMH+j/0S6OplqKFIpRFEUpTX9WqKrwNZrUiIuNIjLUzzO2jWpX67Jx7tFFCdzVoCLx6xL5z5RtDP7kR4SAT4bkVxBuWiUEfx+jZ5bWemIvh5e+iX+VBsxesJQq4UGcSs/F38fI6MV7r3hE/VxWHqkWOxWDfG/qjZDFudqpik5CiG1CiIVCiA+EEJUKPbblz35WufY0TXIk1cLhcxb2nEjDoBdM6RnN6i+/4vinr1G3fgPmLl1JTM2Kf3pmOTLUjE4Iki7YeG/zkctyvafn2L3x9BRFucVcrVCV+5oLVjuZuc78PAuZVs+YdaVxrnDZ7OQMK/9d9hNGvY74bo14v18Tz2xtXvKvpK5+A2NYJMEPxHFbeAiTekQzbfNRNCmL1KooLDLUTHqOnZELE27J8fJqexxeBO6RUlqFEOFAvBBitZRyI17MgHar0bT8DUAOp4uRCxP4dHhL6lUMwOmSnDv+K0tefwz8y3Gx3Tje+fY0k3pE43BpxZ4xzrW7mDEwhjyHk1GLEoiLjWJTYornGpXkSfmn/kr2SpVl8tZ2pUJV6x5vS65dw+HSMOgEOp3wFOArnD/hSrkUwvxNzBoUw8xtx9iXlElyhhUpYdrmo7zWrSE5dheheWc4sPIV9AHlqNAnnmqVwinnb+Lp5ftJtdjQF8zoztx2jEk9oi9LVT114+Fbdry82lKFw10FU0qZKqUcBdQTQoyhaO0KpZS4I/Iv9ieDgOkDmmHU60i3OHjgzRUM7dsdm/AhrFc8ev9Qz5KEXpc/G3HpueZaEf74GATH03I9teILu1V2BSuK4n2XFqoC6BMTSVJGHr1n/cB/pmyjz+ydpFvstPl/9u48LupqfeD458zKsCjIoinupUWmKebarbSuaZqWW+5rrpXdMpdb0a1ssdRfi5lb7qipmVmWZZm0mRuaXsPUXMGNRUAGZv+e3x8wIwgWdsXBOO/Xy1fADMMZOnN45nyf5zn1wpk7MJaoEDPLhrWgQ0wUcxKOFFvnpvVszNOr9zJlQxLP3N+QpjVD85viadLX6Onksd85ufw5DGYLVR95ldrR1ZnWszHnLthJszqY0asJdreHN3o09pV6TunWiG/H383U7rcx/auKVUVxqT/bcdgihHgHmCel/BVASvmuEKIjcGuZj04hI9fJ7+eyaR9Tjcw8F2OX72bliFYMm7WRvfMnUMkIEb1exlApyvc9KZk2qlYKINCk58ORrch1uDHodTyzei97krPYPP5u5iQcKXKGfEXLClYUxf+8pZbePg3jOzSgTkQQfeZtK7IL8e7mQzze/ibGFjrE6v3+zRCA3aURP7wlmpScyMjzlUYCTFq7jyndGhFg1DH/+6OMuqc+x08k8+TMOKx2F+8tX0/jRreSZXPx5pcHmdG7CXFdYljw41Em3H8zlQIMrBzRCk1KPJpEk5LJH/+3wq+Xf1ZV8ZIQosml95NSfimEuMv7uRAiSkqZWuwBlP+Jpklcbg8t60fgckssRj2LhtxBWloqv8ybgHDmEb9+E1F1biYj1+nblusQE4VHkzjcGmey7ViMOsJNekbfU5+1icmcybKRZnUwrWdj5iQcYUq3RtSNCCLQrCciqOIk+CiK4l/eUstPdifzQOMaPLZiNzN6NSm2C9EjtibvfXvY1+Apy+bivW8PM6h1HfQ6gUSi1wmcnqKnIaRk2qgVHojV7mLr0QzuqmXm/NoXELmZ3DJ0Gq9uzYGt24D83YrDqVambEjijR6NmfjRPiJDTEzseAsgST5vo2mtyqwb2xan21Ohqigu9adnVUgp917m6wcLffoh0P5qDUrJr544lGbl0z0pdGlSgw17T9GvVR1cNitDHnkYfV46S1Z/wicnjWz68mffdbfvD56jc5MavjKj6DALM3o1ITPPxZQNScweEMsNlcx8PLYNBp3gyftuqtAvAEVR/EenE9wYEUS/VnXo/0F+SeXl8rMuPRJ7Rq8m3Fg1CKvdQ1qOg4xcJ2sTk3nm/oZFLyXodURVMvNSx3qMG/gwWnYq/3z6bSYP61Hk8eYOiCUsyMjioS2Y990RIkNMPN7+JoYs2lFkh6Fh1ZAKv1aW6pCrUqjYv8X/kTf50RvFhgYYSM9zkmN3M6hNXb7+9QxD7qxLemYOg3o/zP7//pfI7s8zM8nIGz3qkpbjZE9yFpPW7mPFiFb0m190m2/8mr0sGnKHr1Rp3di2RHmPeP2bt0ZVFKV8crs1Uq0OXB4Nl0f61qyQAANLh7XgfK7TFwxUCjAyallikXVtwY9HGXdvA1/SpPfN05Ktxxh9T32mbEjKv5whJBdybDw3dgCHDuxn3rIPueve+zEbBIuHtsCgExj0gmybi/+eusDaxGTG3duAKoFGel9yyWTE0l3X0xHZZeZP+ziUkkqU/Iu8yY/PrdvH/tMXOJGRy9kcB7kONwt/PIpRL2h3SzWseQ5GDx3AL7u2E95lPJb6dxTpzQAUZA7LYtt8KZk2rA637+OKmAWsKIp/Fe7XkJFr57dzOb4EyHSrw9djQScEgxbuoOecn5myIYlx9zbwHWpVWI/Ymr6gAS72qukRW5MGUcHED2+JlJLes3/i7o7d2PHzVur1nMRLvwQweOEOzue6MOoh1+Gmz7xtdH73R6ZsSGJwm7q8u/kQ7suspWr9vHo7DspflJHr5K2vDxbbhnurdxNeeagRaTlORi7dQdiOuWxN+IYq9z9O0C2+9BJfbwbA15+hpG2+1ByH7+OKmAWsKIr/XHo09qIhd7ByxwlfzkL10ADmDIglLcfhO94a8te30fGJLB7aoti6Fh5kKvEPe3iQCQ04mZ7L8+v2sXf5a+QlbaXeQ//CUbu1735jl+8mfnhLRpUQfMR1ifGVY166lqr18+rtOJy7So9T4TjdHnrE1vQFDZA/eZ9avReHWzJy2S72rf4/Pv9kLRPjXuKWdg8X+f7C58xP69kYo55ix8t6kyCjwyzMHRhbIbOAFUXxn0v7NUQEmxjcpi5TNiQxdeNv/J6aS5UgI3UjgkoMBmxOd7GyS29FWGHRYRbCg02Y9AKLUce+NW+Rl/QdY555Hk/D+4o9rhBcNviwmPTMH9S8yM+sqFUUlyr1jkPBaZjtAd+pmFLK1QX/7Xv1h1YxeBMTI4PNvujbW/qj10H075+w9ZcvGT3uaZ4a/wz9c5xFSpJm9WuGTkBclxje/PIg03o19tUc14sM4ky2nRsqB/jOoqhe2VLhE3sURbm2nG5PkTWucqCJmd8eJjLYzDP3N2TS2n3M7Hs7kcEBfDS6dZEqsegwC6ez7WxOOseHI1sVrI2Cd785XKwx05wBsczecoROt93Agrdfw7rnCyq16E7XwWPZ9/mBYrsHBl3JuwqRIWZCLSZCLSZVRVGCK7lU8QWwivxDrpSrJDzIhNvjYWLHhiT8do5HWtRGCDh3wcFbM6azesF7BN/eEXezR0i3unwlSd7z4OckHGF1YgpQsPuQ5yLN6iA82ETqBQchZgMBBh21w4PUpFcUxS8sJj0TOzYsduie2aBj3vf5TZwMej19ChK7vVUTOiGoEmwi1+HmiXtv5Gy2nYxcJ5UtRrYezeBwqtUXjOQ5PVS2GDicauWLf7/Er5+8T9dHBpJ++2DmfneUaT0bF/n5s/s3Q6ej2Nff79+MyhaDb62s6ImQJbmSwMEppZxdVgMRQgRJKXPL6vHLK51OoNfpSPgtv4xy0ML80h/Doc0cWfcWNWLvRd9+DD2b1/IlAnlbREeHWZjSrRGrE1N8lyQqWwxM69mYKkEmpJSEBBgIDVQTX1EU/3FrsthhVEu2HuM/D97K5E63oEl8ZY/e28ev2cuUbo3oNfdn3/r25pcHSbM6eK9fU97q3YSnVu9l1LJE3x/8+J+PUzt9G5988j5dH+7Je7NmgdCjSYnJIJja/TaMeh15Tg92l8aJDBtVgkxM6daIQJOePKeHYLOBSgHqcsQfuZIch3lCiDVCiJeEEC8IIV4ozTcJIQYKIXYKIXYIIVpe5j4CKNXj/RWlOX3tWrp0PHa3h57Na/kuQeQe+J4j694mrGFL5n6wCKHTX/Ywl1pVAlk1spXvUsXQxbuwuzQEMHPz7+Q6POXmeSuKUjG53EWrIprWDGVwm7o8Mm8b7Wd8R1aes8T1LdCk93084aOLp/s+vmIPbk2ybFgL3/r33reHsR7cyrsvTeAf7f7JrHkfkGXzkHTmAq9+nsRvZ6wMWLCD8Wv2EmDUYTIIAow6FvxwDKdHQ68TNKwWQp3wILUz+yeuZMfhKSAOOFXabxBCVAJ6Ay2BysBioFsJd+0PxF7BWErt0mxefzfxuHQ8o/5RhyF31kPTCpKAjuwkfcMMzNExBHeeQESl/JSSyx3m8nualVHLEov8jDoRQUgpebhZDR6Zt61cPG9FUSomTZNICnIHgs2Mvqc+N1cL4dXPky7mPBSc2nvp+pZlc/k+L1xBlpJpw6jXcSj14vpnO5pI5ievcEfL1ixdsYJl21O4q2FV1iYm8+R9DdAL2Dz+bkx6HQa9ACT/Wf8rm5JS2Xo0g/mDmlOtUoBvfby0v4661HvRlQQOZ6SUV3qUdidgqZRSAzKFEIeEELWllCe8dxBCRAARQPoVPnapXO70NX818fCOx5so1LRWKOcuOKgUYCAk6zAnP3mdyjXqs3D1x9SqFkFooImmNUNZm5jM+/2bFUuMnLXlcJHHjw6zkOdwU8liLLY1qJqXKIpyrV2wO8lzulk4pDkZVieLfjpGXJeYIiXoHWKiiq1v3ksTXt5KilUjW5Hn9FC1kplXPz8AgD3lV9I/eY269Rsi7p+E1WNk+D/q8evpHJ7rHIPV7sZiNpCW46CyxcjElfsAeK9fU/7z4K3FAoPy9oazvLmSwMEihNgHHAA0QEop+/3J99QECgcbx4Bo4EShr40CZgCtrmAspVbS6Wv+bOLhzS72ZhJ/OLIVY+ITeb6lmeMrXqBS5A3Er1nP1IQUUjIP+zKFQwIMbDlwlqXDWgBwIiOP5dtOMLhNXZLO5Pgm9zt9bsdk1GE2iHL1vBVFqTgKv1sHGLZ4FytGtGLCR7uI6xKDwy2LlKB787Y+HNmKs9l27C4PVYJMpFkv9p+ZPSCWaV/9xqakVN+6GBliwnnuKOlrX6ZGdDQNBr9OUlb+EdwfjmxF3Pr9RXrjGA06Jn60r8jJliW9kSpvbzjLm1IHDlLKzlf7hxcclLVNSmnPT3O47P1GAiMBatWqdUU/o/Dpa15Xu4nHlWxpWUx6pvVqQlaek7cfuR2LUcdLd4fyyIP3U7lyKCs/+5J/f3W6WAOUKd0a0axOOHMSjuQfxPJQI19W8ZRujagTkX9ctiYlJr0OVPOSa+J/mZuKUtb8MT81TXI8I5cMq5OI4Py18O1HbsekF8zs25SIYDM2p7vYG5tNSam82PVW7C4PlS1GwoJMLH+0pW+XwBs0wMV18fX24Xw8/mWqhFbmlqFvkJQlfLc7C+VVeHvjTO/VxBc0/FFPhvL2hrO8KXVypBAiWgjxnhDiQyHEQ4VPx/wDyUC9Qp/XBlIKHk8AE4A4IUQC0F4IMbykB5FSzpNSNpdSNo+MjCztkIGLp6+VVRMP75bWw+//RNs3tvDw+z9x8FwObrdWLCFT0yTnsh0MWZTfTvVfq37h10NHGdSzGyD4v8VriI6OvmyS0Njlu+l6e/X8cssgIx+ObMWM3k0KnpvE5tK4840EXB5JRJBZNS+5Bv6XuakoZc0f8zPL5iTH7sKtaQxcuIO7pyXwr1W/kGZ1UiXIxPlcJ4FmQ7HmTR1iojif62Lpz8fxSMkFm9t3eJXV4fYFDV7HT5ykz8NdALjnX+9wMDfAd1t0mAXPJcngKZk2qoda+GlSO9aNbfuHlx28bzgLU2+8LrqSqooFwGtAFLARmFqK7/kSGCSE0BUkSjbw5jfIfA9KKe+RUt4DfCulXHBlw/9zOp2gYdUQ1o1tW6oJc6Uut6V1OttWJJg4cPYC5y7YGbHs4n0ryTwG9uzKuYxMTF3ieHdXrq9ldGHeJCHvxJ89IBadTnA8PZfxq/cydPFOdELwxd7Tvsld1s9bURSlJDanh/O5rmI5VjM3H8LlkdhdHs5k2ZkzILbIG5vJnW5hdHwiQ9vWxeb0+N5gTdmQ5Eue9PLkZnH+oxfIys4muu8rxA34Jx1ionyPNXtALB/tKtpyKDrMgsWop0ZYIJEh5j9cC8v6Def17kpyHIxSytNCCKSUDiGE/c++QUqZLYRYC+wE3MCTQoj6QHsp5fy/OOYrptOJMrsuVdKWVmSwGY+UzOjVhCybi81J58ixuwk2G3xJkXpXHuMGPsypUylE9JqCqWo9UjJtvPp5EnMGxBY78W36VwcLggIdUzceoEdsTd/pb6GBRnQCOjWuzoO310CSv7tRls9bURSlJB4pCQ0sWj7uLb8sfET1rH5NWTWyFTaXh+TzNrJtLiKDzUSHBXLugp24LjG+7pFTNx5gVr9mPLZiNyfPppP58YvInHQe+vcstuZFMSY+kZUjWvl6QgSZdXS9PZrP958rktxY2j/8hd94qaqK4q4kcFgphFgA1BBCvA2sLs03SSmXAEsu+fKREu7X5wrGUm5cmkPRtGYoEzs2ZOCCiy+QOQNiCQ82IiVM7NiQp1fsYM+8CTjPHGL6/OX8kFeDPclZQP51vifva8Cqka2wuzVOZuQx/av8pidv9GiMJiWbklIZfmc930Ety4a3QOhEkRfl3AGx3BAaQKhFTXZFUa6dAKOekICi5ZWj76lf7Dyex1bs4cORrcjKczF08U5WjmjJxI4N6Vuoe6T3TZN3XZzbpxEDez/E6dTj/HPcdAb36MTWguO2NSkRApIz8rjlhhCqBBv5eGwbXG7tL/3hV2+8Lu+ylyqEEN2EEIuEEAuFEAuB1uRfpjgC3AS0uEZjLNcu3dIad+9NxbboRscnkuvQOHnexvgPE/ll0Qs4Tv1GeJdn+Dg1wncsNuB7sTndGnanhxujgnmrz+0sGdaC7w+e42RGXpH65pRMGxlWJ6ey7L6fGRlsJjXHwflcFymZebjd2jX+rSiKUlFFBJkJMIoih+1VqxTgW596x0bz9VN3+SrEaoQF+HISLl07J63Nb/oUHWYBj5t7H+jGnh3bCHvgaQ4YbyxyMrAmJek5TsKDTRgNgqohFqJCAkp1aUK5Mn+047CB/BwFr4nkn1WxHbgLuL0Mx3XduHRLy1PCGe6RwWbMBh0RgQb2LnsF+7FEqnR8gqCb7/SdxAb4IuwlW4/xXOcYLthdviNfvdftNvyS4ovCvd9jd3kw6vNjwKY1Q32lnr7dh4Gx3FKtknrhKIpS5nQ6gU7oWLL1GFO730bt8EBEQe5Wm3rhDGhdm6GLdxY5MyL+0Rak55TcPTI8yMTMPk3o2qsv55K2UeX+xwm65a4iJwPP6teM1784wOPtb+LzvacY0Loul6SKKVfRZQMHKaUH8NWeCCHaSSmnFHz6qRDiX8DLZTy+60LhLa20HEexSxfPPnAzfeb9TKVdC8k7+COh9wwjpMn9QP4f/mqVL54It2TrMcbd24DUC45i0feY+ERWjWzFS5/96ispmtazMYEmPU53fgZxSVuCo5Ylqvrj61idyZ/7ewiKUioul4dUqwO9TjC0bV0SfjtHjRa1MehhVr9mBJkNxc6kGFNwubVa5YASS8ijQsw8Pe4xjm7/mtqdRkDjjr5gwaAXLB3WgjkJR9iUlErSmRziusRw7oKdAGPJPRqU/92V5DicF0I8CHxHfgvp82UzpOtbeJCJuQNifTsFkzrdzL9W/cL+de9zYcfHDBzzL47WfrBI/oPJIAgPNhEaaGRQ6zoYdKCVsHORkmnD6ZG81K0Rkzp5OJNl8x36snJEK6LDLJc900LVHyuKcrUV7mETHKDn5Hk7Y+ITmdGrCet2n2JQmzoMLDi4r0NMFM91jilxfdIJwcuf/VriMdnPPftv1q5YwsBR4+j/xL8JDzJRtVIAeh3899QFXwKl97HCg0xk5Dq5oXJASUNWroIrCRwGASPIbyN9CBhSFgO63uXvPphYP7YNdreGENDg7Ga27viYfkMe5fn/vITFaOB8rpOzF+y8u/kQQ9vW9QUA+ZUYbmxOT4nR9/H0XJwejSkbknijR2PA+8KDj8e2wenSVOMnRVHK3KVtmX+Y2I4x8RcTFUfeXZ8hi3b4KsmqVw5Ar7vYmK5pzVBG31Of8CATBp0g1GJi/Z5TLBpyB3qdwKNJ5s38P+LnzaTXgGFUbT/Udy7FurFtyMpzMWVDUrG1rkqQiXnfH6FZrcb++tX87ZW6j4OUMk9K+Y6UcqyU8m0ppbUsB3a9crs19HpBrkvDaBAsnD+Pxe+8TrcevQm8+1E6vPUDfedvw+pw+7bXCp/6Nn7NXuqGBxIdFsC0nheTi7zn07+7+bBvV6Fw4pDJoCcqJIBqlQKYO7BofbSqP1YU5Wq7tIeNN7+rac1QdEKQ63D72utP2ZDE6Ww73/x6htkDYukQE+X7+qufH+DQOStj2tVnbLsbmfbVb7Sf8R2dxrzA9FdfpEbsvZyK6cN9t1YD8te0YLOBdzcfZnb/ZkXWuln9mrFqxwme+mdDteaVoSvZcVAuo/B2XYBRx9kLDj7dk4L++DbiJj2Npf4dpDYbzoQ765Oe62ZPchaT1u4jrksMowpKiQqf+uZwa2TluakTEcSy4S3waJKz2XambvyNNKujSEWFt6rD+yIxGHTcUq2Sqj9WFKVMaZrmO90yy+bCbNARHWZh9D31Gb9mL8sfbelrrx/XJYZ6EYEEmw1YjDqe73Ir/eZvK3JuT+ESzD1bvmDXuncIa9iSuR8s4rEP9xFa0ATqjR6Nsbs8pFkdWB1u4rrEEB5kolrlAAQw/K76RASpKoqydCWdI5USeLfrnlu3j/2nL+D0SFIvOLgh5yCTx43CHH0rEd0mc/qCy7dDAEWPiC1cXhkdZkEIQfXQAKSU5Dk8DFm0kwELdvh6OcxJOOK7b/VQS7GOkN5kTVWGpChKWdA0SXqukykbknhk3jambEjifK6TRUPvoFqlANrUCwcgK89JRq6TtYnJONySJVuPcSQtl9QL+eXjJSVzj3h1PnviX8Fc81aCO08golKgL0kyrksMS7YeI93q9J2eOWVDEmajnmCznhsq55dgqjWvbKkdh/+BpknOXrDzye5kHmt3E1/sO0WNUAvj3lrO4SXPYoyqx33jZvBEp8a+qLx2lYvbat5SIu8LwPuxQS9weTT6zdtOm3rhLB3Wghy7m5AAA1M3HvBVVMwdEFvk/HhFUZRrISPX6dsthfw/+O98c4i4Lrdi1ut4rP2NvPp5ku8kyzd6NObdzYfoEVuTOQlHfGfsXJrMbU/ez8nVL9Lw5lvJve85akWFkef0MK1nY55evZc0q4O5A2LR6yAs0MQ7fW7HoNcRFWzGYFDvg68VIaX883uVI82bN5e7du3y9zB8Ow1GvcBs0HM+N/8kuM4vLGXfvKepV7sWbZ6cyaj7mxbLEn538yGevLcBYUFG3AUHX2lSkuf0ULNKfltpo17Hb2dyCDTp0aTEo0nCgkxUthhJy3GQleeicc1KhAepzOES+CWSKqu5qcoxLzo+9aof0nut+S3Kv5rz81RmHm3f2OL7vKT+Md5+M943Ot5LCj3n/Ezv2Gj6t6rN+Vyn7+hrx9nfObfyWQIqR7BlSwLjNxxjzoBYqgQZ0TSJwy0x6AUrth3noWY11dk7ZaNUv1C14/AXZdmc6HXgcGkMWZTfzOStDhH8d8EkdAEhzF6+lvp1ajNoYdGa5dEFPdVNesGMTYc4nGpl3L03USs8kJMZeQSa9AgBLo/G0MU7i/3cdWPb8MTKPUzr2RjhvzVIUZQKzNvQ6Y9aSl+axxUeZCIyxEx0mIXViSlk2Zy82PVWZvdvxuC3PmHv6hcwBQYTv/ZTqt8QxaqRVfnpcBqVg8yEB5mIqhRAdp6TYXfWQ+gEZ7JtKofLT9Tezl+gaRKrw43FaPD1a2gQaGPsgO7o9Xqq9nkFLTCcHHvxM+dTMm24NY30XCerE1NIszqICDHzxsYDRIWY2bT/DG4PnM6yl3hKZkSw2Xdpw+ZUvRkURbn29IIiLaXDg0wlrnWF87iqBJmY9e3vTOnWiM3j784PAITgtdXfk7z8OSoHmnl/+Tq+POYk6UwOLo+kcpCZKRuSCDDqeW/zYWZ+e5j0XCfd39/qO3n44LkcNO362jm/3qnA4S/ItDnItrnJsecfde2xZvLrgomcz84hfu2nxD/VjeqVAwgNNJb4x//cBQcmvY5VI1sxpVsjIoJNvNDlVr49cI4XN/yGQQe1qwQSP7wli4bcQdOaob6tvykbfkWTEBliUr0ZFEXxC50uv6X0yhGt2Pz03YQGmkpc67x5XHMGxJJjd3E41crQxTsZvHAH2TYXB48ms/W9p8nMziagaxwL/2tncJu6rE1MRghoHF2JpcNa8NkvKXS67Qae7xxTLLdixNJdZOQ6/fFrqLDUpYorpGkSt1uS63BTI9TC3bUD+Omd1zmdfo6ez87mjqa3k5Hr5HS2ncTjGcWOyH6/fzPCAo2cyMhj6c/HeaJ9A97adIi+LWsx45vDdIiJ4nyey/fi8PZytzrcvPll/vXCpDM5rHi0papTVhTFL8KDTAVHWEvSrQ6mbvyNd/s0ZdyHe4qtddN7NSHH7sKo1zGjdxPmJBxhdWIKJo+N4X27c/rUKVas/ZR6jWJxeTSEEEzqdAtnsu3UCQ9k/Oq97EnOon/ruugFqjNuOaAChyt0we4k3erkmTV7aV49kL0LnuXo74d4a8FK2t17n6+9qneH4LNfUlg5ohVSSiQUyTSeOyCWoAA9WTYndpeHRUPuoF5kEEfTcokMNpOSafP1co/rElOkrapeJ9R1Pdz+K2sAACAASURBVEVR/MZi0uN0a4QHmxnWthYhFgNTujUi0KRHAlEhZl5Yv5/BbeoWSZqc1a8Z6VkXmDCiH8d+P8gtg1+haYtWWO0uzAYDY5bvLpJMPrFjQ4x6HQadwKAvmlsBqjOuP6hLFVfA7dbItrkZFZ9IctoFfp73b/67Zxevvjufbp07MrZgwsPF5KBmdcI5nWXjSFou/T/YzqakVN/to+ITOZaWx7h7GxAZYiZu/X7unpZA3Pr9PHN/Q5rWDPXd13utENQLRVEU//FWlPWa8zN3T0tgyKId1IuqRFaui0CTniybizc2/kae00OP2JrFkibHLN3O0VVT2LNrB6+9M4/1rz9Geo6DrDy3L2jw3nd0fCJ2l5ZfiTH3Z6x2N/MHNVedcf1MBQ6XoWmStBwHpzLzSMtx4HZrnM62ketwk5xhJeCnWez4MYF63ccz92Qk6dbLHwmbZct/QZV0e6BJz+j4RJLP20o8hx7yXxx5BYmQ6oWiKIo/pec6irSa9p7Aa3W4fc2g/tM1BiGKJ01KzcPeZa/w3eavCe3wOHOSozDqBXUiAqkTEXjZNdL78aCFO6haycy6sW35aVI71o1tq8oy/aDMAwchxEAhxE4hxA4hRMtLbmsghPhaCPGdEGKVEKJcnIHqjagffv+nIpm7To9GSIABy/YFHNr2DXU6j8FV/24gvyFKSclBVYJMzEk44ksSuvT2LJuryIvDy7vL4A0UmtSsrF4oiqL4labld7P9sz/wmbkuXv/iAFWCLiZNSik5/9Us8g7+yGOTXiSkSQeiwyy4PJLzVhcCcdk1svDPsTk9qjOun5Vp4CCEqAT0Jv8Y7vuBZy+5y0vAMCnl3cA35J/A6XeFD29pWjOUuC750bPFoOPVF/7Nwe8/Zdz4SchGF5vRzEk4UqQ8yZsc5D3ydU7CkRIPrZqTcKTIjoJXdJiF6DCLL1CoEqReKIqi+Fd6roNj6bl/+gc+0KRnU1IqcxKOMKtfM2qEBpCVsAjrvk2MeGI8/Uc85lsj5313BLNRR67TXeyAvmk9L7bY935NXab1v7JOjuwELJVSakCmEOKQEKK2lPJEwe1fSimTCz7eDjxQxuMpFafb4wsaCndDu+nUV3wTP5MhI0Yz4dk4bBuSSMtxMvqe+oRajEhg+aMtOZttR5L/4tl6NAOANKsDi0nP9F5NiAwxk5aT3y3Se5S22ajzJf14dxluqGxRQYKiKOWGR9OIqmQuUi026h91GNC6Lm6PxtdP3cX874+S5/T4Gj0dTrXS4Mw3bN3xMf2HjuDxCc9ROdDEoiF3MP/7o2w9msGYdvUJMRuoVCjB0uXRsJj0pFkdgLpMW56UdeBQE/i20OfHgGjgBICUckmh2/oAi8t4PKViLHTK26S1+4gMNtPWsZM342cS2fSffBv2AIfnb2fhkOZk57l4avVe3x/8Gb2asODHowxuU5c1O0+yckQrzl2wk5Hr5KVPk4q0X21YLYS4LjFM3fgbkSEmVo9qjZRSdUNTFKXc0bT8Swqf/pLCsDvrMaVbI6LDArC7JX3nbytShhkSoOf9/s0Yu3w333+6gvOb3qdD155Y7hpORq6LjFwXQxfv9O0qmA06ooIDOJdjL9Ixt3dsNIuG3OFrwx8VrHZcy4NyUY4phGgGeKSUhy5z+0hgJECtWrXKfDx6HUzr2RijXkdksJnb7PuY8p/JVLmlDa2HPMfYexsSajGiEzpf0AD519/Gr9nLkmEteGPjAZ5ofxPpVgc95/xc5PG9SZNSSkYtSyQ6zMJr3W9TB1Zdh6713FSUK3E152eWLb/JUpfbo4lbv5/hd9bDoNcxZnHRtvpjl+9m2fAWxP98gp6Vj/P017NpeU8HanZ7mpF330ig2UCew8O34+8mNcdBRLCJ4AA9BoMOk0Hv23ltWjOUbk1rMHTxziI7sSrHy//KOjkyGahX6PPaQErhOwghwoEnyc93KJGUcp6UsrmUsnlkZGSZDNRL0yQ5Ng9vfnmQKkEmYsURpkx8nNhWd9J25BQmPnCr7yjZrLySKykMOkGP2JpYHW6y8kpOiqwSZCLIZFAJj9e5azk3FeVKXY35qWmS87kOTmfZMRv1jIlPZFNSKifSrUDJDZl0QvDD5q94+rGRNG7emg8WL6N/m/rUrBJ4sWW/KX9ndc3Ok5zKdKBpkvAgk6/cssQjt1WXyHKhrAOHL4FBQghdQaJkg0L5DQghjMBU4GkppbuMx1IqmTYHbk3yysON+OH7BKY8PRJT1frMmB/PUx0bFZnIl6uk0AnBlA1JBcGHsVhS5Pv9m2HUCyKCVcKjoijll9utceDsBfYmZzM6PhFdQefGpjVDaXVjBMfT80pcA3/84Qd2L/4PQdVv5M258cRtOMzQxTuxOtw8+N5PDF28k5MZefzzre+Z+8NxX0Cg0wkaVg1h3di23FwtRHWJLKfK9FKFlDJbCLEW2Am4gSeFEPWB9lLK+cB7wF3AWiEEwGIp5eKyHNMfcbs1zmY5eGfzIR6olsdjg/tSp049lnz8BRERVRBCFJnI3kqKwl3RpvVsTGae03eEbHiQCYPezbLhLdALgUEnCDDpCbWoHAZFUcovTZOczs7v0TCjVxNfx9pFQ+6gflQQHk3y7ubDxdbAJ27TMahnT2rVrs2rC9Yye+tpX27X2Ww7UHKZpTcg0OlEQQI5qktkOVXmOQ4FCZBLLvnykYLbRpX1zy8tTZOcy7GDgE7RHvp07UqVsHAq9XiRbBnAM4t2MrX7bUUm8p7kLJZsPcbioS0QAk5m5BEZYsZs0BESYOB4eh6vfn6ANKtDXZtTFOW6oWmSsxfsuDVJXJcYXB6NDjFRZFidxK3fT1yXGEx6HWlWB9O/OkhclxhCLUYOHDjA6AHdEAEhxK/9jPGfJ/sCird6N+G1L37zvcF688uDvp9XOCDQNElGrhOn28OKR1vySqE2/aqqonwQUl5fx5E2b95c7tq166o+ptutcTA1h1HLEhlxezAjez9AkElPh4lzGPpAa2JuCMHu0rC7NYJMeqZuPOCbyNN6NiYyxIzDrVEpwEj8z8e45+aq3BQVjAa43Jqqkrj2/PKLLou5CVBn8udX/TGvV8endv7zO5VvflsESjs/C6+H3j/6CwY3JyzIxAWbG50Ao17HJ7tTaFanim+3IUJmk7x0Ajk2O0vWbqTpbTejEzrO5zqJDDFjc7qxOjyEBZnIsbt4fMWeYkmPAAfP5fj66ESHWZg7MJaIIBM6nU6to2WvVL/cclFV4U+Ft+OOJ5/iufdfwO108MHar6jX8BbsLg2nR5KSaePdzYdJszqY1a8ZT97XgMoWIwadYM3OZGZ8c5h1Y9sw94fjfL7/HGtGteaGUMufD0BRFKWcKLweFk5K/Pn3NGLrRjCmoHdDh5gonuscQ54j/3C+lFOnGfBwRxy2PD76ZCPzf3Xxzq5dTO1+GwMW7PCVoI9alsiqka2YuvE3pnRrRP2oYCzGi2+s0nJKbme9bmxbIkPKRWNhBRU4kJHrJDPPxYnTqaSuikOfm0ajYW8S27QJp7NsTPjo4rW7N3o0ZvpXB3lsxW7ih7fEpBes2pEfNESHWUjNyW9UkpJpQ7vOdnIURVEycp2k5jiK5BX0jo3mn7fewCPztvkSIwe3qUv/D7aTkmmjmtlN+qpnOZ+WSodn3kUfWYc9yYlA/s4EFG2hn2VzkWZ1UK1yANGhRZvceZvvFaYSIsufCh84CCQBOMla9zKuzFM8/OwsnhvZGynxBQ1w8eApb9ScbXNx9oLHFzR4gwpQCTyKolyfnG6Pr1osMtjMxI4NqRRgxOHWfGth4TJJzWnnl2XP4zx3hLcXriS2zd1F1kFvAqS3rf7cAbFEBJtYN7ZtiZcdCvdx8FLraflToU/H1DRJctoFBvbpRd6pg9w39lXGDerOe98eRoiS65O9UXNooJE64YEkPHMPyx9tyZKtx3yZwyqBR1GU65HJoGdtYjLLhrdgRu8mVKscwKj4RDya9JVdhlqMpGTakG4XaetexXHmEBEPTqBb545F1kHvORPRYRZm929GvcggIoJNVK1suWwJeuE+DqDaTJdXFXbHQdMkKeetdO/9CMcTv2f6e3Pp2ac/R9NyScvJbzBSUuSb5/QwZ0AsWw6c5ZbqoSz48ShD29alR2xNRt5Vn+qhFtUBUlGU61J4kInJnW7BanczZvluZvZtSmSwmTynm9kDYhkTn0iWzUWNSiZ+WfIa9uN7CO/0JA1a3QvAc51jeL5LDADnsh1M7nSz7wC/1AsOqlbOP6fnckmOhfs4ON0elVheTlXIwEHTJAfOZPP8049xPDGBJ59/hXXWG5k5LcF32SErz8lbvZsUOYdidv9YIkJMpF6w8+KG/LKipcNaMH71Xl/JpQoaFEW5Xul0gsqBBk5k5DGzb1OqVQ5gYseGPLZiD23qhbN4aAssRkHVfUvJO7SVsPaPcvPdXZkzIJasPCeztvzOsDvrERFsolrlAM5dsGPUCzQpeWr1L6VqHe3t46CUXxUmcChcGwzw9FNPsWnNCgY/PoFdwa2L5TJM7X4bwQEXT2rLc3rQpMa5C3Ze+jTJd1+jXvBev6YqMlYU5bqnaZKzWQ7i1u8nJdPGhyNb+XK9ViemsGpXMu6tSzj940f0H/00/5r0HFUrBTBz82FWJ+afJjCx480MWbSTj8e2oXZ4EE63x5dYCRdbR6tKietXhQgcNE0WqQ2+MWUjm9csZsjIsYz610T6zN9e5P75AYGO97f8zuROt6DXCfQ6wZksO699cYA9yVlA/qWLAKNBTX5FUf4WMnKdjIq/WIopKJrrlf3zKrJ//Iheg0ZwrPYDmA06xq3cU2RN1Bd02HW5NWqEBXIqM09VSvzNVIjkyIxcpy9ouLDrUzYvn8X9D/dhwJNx2Fxaib3Wo0LM9IityfjVezmbbeflz37FbNSps+EVRfnburQcMst28ZC+C4mfkf1DPJHN/snrb04nfnhLwoKMRdbEaT0bc/aCnegwCwXHCPgqJQpTlRLXtwoROHhfDNb/biZz8zw6PPAgcVPf5r0tRwgr4RCqN3o05unVexm1LJE0q4Msm4tNSamEBhqZ3qsJCc/cw8dj26gW0oqi/K1c+kd+TsIR3u/fDNOxH8n8Zi5VYtqwZvlS3vjqIMcz8gDB1O638dHo1vn5DyY9i346xhs9GqMvWBpVpcTfT4W4VGEy6LGcTuTExncIqN2EGe8vIM0mSbM6WLHtJI+1v5EPR7bCrUk0TTJ14wFfSdGMXk2YujE/EVIgqBcRRERwyaVEhfMoVM6Dolx9V9J++2/QnvqaC7MYmTsg1ne5Is3qYNuWLzm6dhrN2/yDF2YuZfmOZEb8ox7VKgfgdGtUD7UwJ+EIY9vdiF4IesTWZMnWY7z6cGNAVUr8HVWIwGHPz99zZNWrBEc3JKz783y2P5Wed9RiVr+m5Dk9vg5oHWKieLHrrTzfOYbnOsdwJtvO1I2/kWZ1MGdALFWDTZhMJf/KLs2j+LPMYUVRlPJE0ySH06x8+ksK8cNboknJJ19sYsywwYTXvpnFy1djCQqmce1IHG4Pfedv96117/dvRlqOg15zfy5xR0FVSvy9/O0Dh+3bt/Nw94cJjqrJvA/XUrNaFFk2Fz8dSqXDrTfQu1C276akVJLO5BDXJYY5CUcYfU99Jne6mRphFqoGmzEaL39NrnAeBajMYUVRri+F17Adx7PockMuLzw2mBtvrM/cD9fj1pt9LaSHLS661o1dvps1o1rz06R2akehAvjbBg6aJvlx5x66duxERGQUns7/4ZlPjwJHffdpd0u1y3aH3JOcxahliUSHWVg3tu0fBg2geqwrinJ9K7yGbd+9l09XTEZnDmLZmk/pHf8bAHMHxhIeZCpxrdOkpEZY4DUft3Lt/S2TIzVN8s2Ofdz3zw5Y3YLX56+iTs0aRe4THWbBoBMlZvt6O51dSRKPyhxWFOV6pWnS11balXWW1NVxCIORJiOnEx1dw7e2zUk4QpUgk1rrKri/ZeDw6+/H6dq5Ex6Xk6jeU1hz0FmscmL+oOZEBZuZMyC2yNfnDIilcc1K/DSpHevGti11joLKHFYU5XqVkevklc+TmPCPKM6viUO6ndz26Jss+deDRAWbfWvbnuQsVu04UWzdVGtdxfK3u1SRkZFBr26dcVqzqNrnVUyRtdmTnMWbXx5k1chWAEWuwd1cNYTVo1rj9mgY9Dqigs0YDDoIurKfqzKHFUW5XjndHjYmHmHV5OfAls285euIbtiYiCATBoOuyNomhMCkF6we1RoppVrrKqAyDxyEEAOBcYAEnpBSbi90mxFYDNwEnAQGSCntf/Vn5eTk8MADD3D82FFiBr+KtUoD321pVgcmg75YoqLBoKN6qOXSh/pLVOawUlpXUlaoKGXNabeRte5lrKknier5IlN2uIg+nMS6sW0BtbYpRZXppQohRCWgN9ASuB949pK7DAY2SSlbACuBkX/1Z9ntdrp160ZiYiIffriKNS+NUFtpiqIof8JutzNi4CPYTh/i5n5xWOrcrtZM5Q+V9Y5DJ2CplFIDMoUQh4QQtaWUJwpuvxcYWPDxx+QHD+9e6Q9xu9306dOHLVu2sGzZMh56qBuaJtVlA0WpwFSzqD/ndrvp27cvmzdvZtGixXTu0UetmcqfKuvAoSbwbaHPjwHRgDdwkFJKt/cDIYT2V37IE088wfr165k5cyYDBgwA1NaaoijKn3nyySf55JNPeOeddxgyZLC/h6NcJ8pbcqQs6YtCiJEUXMaoVatWsduHDBnCjTfeyOOPP162o1OUS/zZ3FQUf/qz+Tl48GDq1KnDuHHjrvXQlOtYWQcOyUA9YHfB57WBwvuHQghhkFK6Rf5RaiXmXEgp5wHzAJo3b14suGjZsiUtW7a8qgNXlNL4s7mpKP70Z/OzRYsWtGjR4pqPS7m+lXUfhy+BQUIIXUGiZINC+Q0AW4B+BR8/CGwr4/EoiqIoivI/KNMdByllthBiLbATcANPCiHqA+2llPPJL8VcIoR4nIJyzLIcj6IoSklUIqWilF6Z5zhIKZcASy758pGC25xA37Ieg6IoiqIoV8ffsuW0oiiKoihlQ0h5feVzCSHSuFjOWVgEkH6Nh1MeqOddXLqUsuO1HAz84dwE9f+pornc8/bL3AS1dpZAPe/iSjU/r7vA4XKEELuklM39PY5rTT3v68P1Nt6rRT3v8u96GuvVpJ73X6cuVSiKoiiKUmoqcFAURVEUpdT+ToHDPH8PwE/U874+XG/jvVrU8y7/rqexXk3qef9Ff5scB0VRFEVRyt7facdBURRFUZQypgIHRVEURVFKTQUOiqIoiqKUmgocFEVRFEUpNRU4KIqiKIpSaipwUBRFURSl1FTgoCiKoihKqanAQVEURVGUUlOBg6IoiqIopaYCB0VRFEVRSk0FDoqiKIqilJoKHBRFURRFKTUVOCiKoiiKUmoqcFAURVEUpdRU4KAoiqIoSqmpwEFRFEVRlFK77gKHjh07SkD9U//+6J9fqLmp/pXin9+o+an+leJfqVx3gUN6erq/h6AoJVJzUynP1PxUrpbrLnBQFEVRFMV/yjxwEEIMFUL8JoToWMJtRiHEciHEDiHER0KIgLIej6IoiqIof12ZBw5SykXA1MvcPBjYJKVsAawERpb1eBRFURRF+ev8faniXmB5wccfA238OBblOpGWlsbbb7+NlKXO5VGUa2bJkiUcPnzY38NQlDLj78BBSind3g8AraQ7CSFGCiF2CSF2paWlXdMBKuVLdnY2HTt25N///ne5WJzV3FQKi4+PZ8iQIUyderlN1mtLzU+lLBj8PYBLlPgWUko5D5gH0Lx5c/U2s4Ky2Wx07dqVffv2sX79eho0aODvIam5qfh8+umnDBkyhHbt2jFr1ix/Dwcof/OzzuTPr+j+x6d2LqORKP8LfwcOQghhkFK6hRAC/++AKOWUy+WiV69e/PDDD6xYsYIHHnjA30NSFJ8tW7bQu3dvmjVrxvr16wkIUHneyt+Xv/9QbwH6FXz8ILDNj2NRygFNk6TlODiVmUdajgNNk3g8HgYPHsznn3/O7Nmz6dOnj7+HqVRAJc1NgJ07d9K1a1fq16/Pxo0bCQkJ8fNIFaVsXfMdByFEfaC9lHI+sBhYIoR4HDgJDLjW41HKD02THDyXw4ilu0jJtBEdZmHewFjefXkSK1eu5PXXX2fUqFH+HqZSAZU0N+cPao4nI5mOHTsSERHBpk2bCA8P9/dQFaXMXZPAQUq5uNDHR4AjBR87gb7XYgxK+ZeR6/QtzAApmTbu7z+GlISVTJw4kcmTJ/t5hEpFVdLcHPj2Z5xaNhGTycQ333xDjRo1/DxKRbk2/J3joCg+TrfHtzADZG9fS1bCSvoPHlZustSViunSuem2nmfv8kkEYeeH77+jfv36fhydolxb/s5xUBQfk0FPdJgFgJxfviQrYRERje9h+tszyc+dVRT/KDw3PbYcUle/gJaXycqPPuG2227z8+gU5dpSgYNSboQHmZg/qDkByds5/9Uswhq24JtP1xBVyeLvoSkVnHdu3hAIqR+9iPv8KeYvW8X97f7h76EpyjWnLlUofqNpkoxcJ063B5NBT3iQiaO7f+Tomqm0bN2GVes+o2ZkKDqd2m1Q/KPwHA01gynh/3CfPczCZSsZ1PNBNTeVCkkFDopfaJrkeEYuJzLyCDTpyXN6SD28h6GP9KRRo0Z8tfFzKleu7O9hKhWYt5Lira8P8lCTG5g2aTTfb/mWBQsWMqRfb38PT1H8RgUOyjVT+N2bUa8jw+ogbv1+UjJthOal8PuiCVSPjubLL79UQYNyzV26A6bXwVtfH2Rgq9r07DeI1MSvqNtlLC07dkfTpNptUCosleOgXBPed28Pv/8Tbd/YwomMPKwODzP7NmXugzdwcsXzBIVUYtXHG4iKivL3cJUK5tL5+dy6feTY3UzueDMLZ7xMauJX9B8zniYd+zFqWSIZuU5/D1lR/EbtOCjXROE6+KY1Qwkw6nhq9X6OnzhB2orJBOrh7n+9jTmsqno3p1xzl87PwW3q0v+D7ezfsJDsH5fTc9AILC17M6ZtPaZ/dRCn2+PvISuK36gdB+WaKFwHP75DA8Ys382JlDOcWxWHy2aldv9XGN75TkbHq3dzyrVXeH6Ovqc+k9buI+nrVWT/uJygRvdy+ube9Gxei0lr9zHu3pswGfR+HrGi+I/acVDKlPe6sUdKFg25g43/PcMNoRZOnk0ndc1/8FxIJ+qRl8kKjCbUYiQl06bezSnXlKZJhBB8NLo1GblOqoda+O2HDWRunoflplaEdxrHqWwHUSFmUjJt1I0IIjzI5O9hK4rfqMBBuWouTS4Lsxg5nGb1bQF3iIkirsut5FitZH8yBWfaCaJ6xBEQfSvRYRaybC6iwyzq3Zxy1ZRU8lv4MlhJZ1AMjU4nY+M7BNRuQmTXiQhdfvOnYLOB6DALgWa9upSmVGgqcFCuipIW4BWPtix23fiR2T9wdMWL5Jz4lYZ9n8deM5boMAuz+zdj5reHmT+ouXo3p1wVlzuYqmHVEN8f/kvPoODUfsa8MIFbb2tKSPeXOJMH0WEWZvRqgtOjMX9QcyKCzH58VorifypwUK4K7wIcGWwmrksMoRYjTo/0fV4/MojjaVZOfjyNc0nbuL3vRP4v7nFqVrGQfN5GVIiZVx9uXOwdoaL8VSUdTDVi6S4+fbwtHi0/r8EjpS+wbRd+gX8Pf5bo2vVo9+T/0aVFA0ItRvKcHnRCEBZoolqlADU/lQpPBQ7KVeF0e3gkNpqHmkXj8mh4NAlIJnZsyISP9pF8Pg9HwhzO7d7MrQ+NJbPWXQxdvJOPRremWuUAIkPUgqxcXd6Ex96x0Yy4qx56nUACVoebfvO3k5JpY82o1qwZ1ZrkI7/xSLdHwBRCRK+X6fOPGKZ/dZA9yVkAJDxzjwoaFKWAqqpQ/meaJjHqdbS7pSp952+j/YzvGLp4J3aXRsJv54jrEsNdWZs4t+Nzbu8yhBmvxAH5W8DVKgdwU2SwWpCVq8qb8PjN03cxsHUdhi7eSfsZ3zF44Q4u2Nw8EhtN05qhaFJy6uRxRvbrTmhwIB98uJ4a1aszae0+Rt+Tf+KlymtQlKJU4KCUiqZJ0nIcnMrMIy3HgaZJ39cPnsvh19MXGB2fWGRb+N3Nh3igcQ1GPRNH/LyZVGvVlZn/9ybVKwcQHWbhjR6NefmzX8m0ufz51JTr1J/Nyd5zf0ZKGLO86LwcHZ/Ig7fXYGLHhrz72XYeH9Sd7Nw8jF1eYP4vVp65vyGRwWZCLUaiwyzMHRir8hoUpRAVOCh/SNMk53MdHE23sv9UNimZNvafyuZ4Rq4vY33E0l0EmvQXE8wK9IitSfdxL3Hiyw8IvOVuTHc9yuSP/0tooIllw1ow/auDbEpKVeWXyhUr3Onx8RV72H8qm5Pn80jNsZOe6/DlNuh1oti8TMm0kW51YHbn8tN7T3PmbCoRPV7EFFmblEybr1dDVEh+fk6EyrtRlCLKPMdBCDEQGAdI4Akp5fZCtwUBS4AqgAMYKKVML+sxKaXjXZytdjduTfOdKxEdZmFaz8ZUCTJic7lJybT5SikLL9K7Nn/G0U/ewVL/DiI6P4UQOlIybeTYXSRn2tiTnKXKL5W/xBscRAabeeb+hkxau883N+OHt/TNQ48mi83L6DALyanneXF0H86cPE5E9xcwV2/ouz0l00adiEDOZttZm5hMs1ph1/z5KUp5VqY7DkKISkBvoCVwP/DsJXcZAnwgpWwPTAOGleV4lCvj3U2ICDYx4aN9RbZ7F/10jHSrE6c7f2Gek3CEN3o0JjrMAkDgub28OH4slereRkS3yQh9fowaHWYhyGxgc9I5X3mcKr9UrpTdlZ/46O3yWHhupuU4WDTkDlaNbIUmNeYMiPXNy+gwCy93acDjEpQLnwAAIABJREFUQ/vy675feO+DJdx0e6sijx0dZuFUpo0JH+1j3L0NCLMYr/nzU5TyrKx3HDoBS6WUGpAphDgkhKgtpTxRcLsNiBFCJAA3A8fLeDzKFfBmpXvkxbLKqBAzwWYDwQF60nKcvPftYd7o0ZhJa/cx/auDTOnWiLOHdjOk9xSq1mnA2s82sGDHWXrE1iQ8yESVIBMrth3nyftuYoLhZlV+qfwleiGIDrMQajEWKQF2eTTfOSgpmTYWDbmDbUfSWDqsBedznaRm5zFs0ABOJ+2i2aDnqXZbG5Y/UIW0HAcZuU7WJiYzuE1dpn910JcPsW5sWyJDVI6DoniVdeBQE/i20OfHgGjAGzgsA74G+gJOoEMZj0e5AiZDfse8HLvLV1bp3Q6e1a8Zs7YcZlNSKmk5TpY/2hKXR+PAf/cyon9vTKFVEZ2eo9YN4TzWLoTHVuz2fe8bPRpj0Am1GCt/mcWkZ1rPxuiEKDY3p/VsTGRwfnvoQJOeuT8cJzPPzfA76/DaaxM5sfs7Xnx9Gr+EtKZKsIX+H2wvMq+XbzvhK8NULdAVpTh/93EYDoyXUiYKIZoALwITLr2TEGIkMBKgVq1a13SAFVl4kImlw1ogBAxcsKPIdvBjK3Yztftt9IitSe0qFnLsbgb93zr2zn4SozmQlWs+ZeMxBy4PvqDB+72T1u5j9ajW/nxqV42am/4RajFRtVJAiXNzwkf7iOsSw5yEI1QJMtEhJoqut1enXc+hnNm6jlr/HEKPgSO4N89Z7DLHYyt2E9clhtWJKQDXfQ7OtZifdSZ/XiaPq5RfZV1VkQzUK/R5bSCl0Od3SykTAaSUe8nfoShGSjlPStlcStk8MjKyzAarFOdwazjdGnFdYlg1shVzB8bStGYoKZk2qodamLIhiRPnbQyZ+QX75k8AnY7wXi8zY2s6kzvdQrbNVWJWu5TST8/o6lJz0z90OkGtsECMeh0zejXxzUvIn19RIflJkx/tOslznWPoN+YZzmxdR0jzbtC0B6PjE7mhsqXEuenNufk75OCo+amUhbLecfgSWCaE+BgIBhoUym8AyBZCNJVS7hFC3AacL+PxKFcgI9fJJ7uTefD2aKZsSCpyqeH7g+fQJMzo1QRhy+a3hRORThtV+72OsUoNUjJtGHSCXIe7xKz26/ldnOJ/miaLHKDmnZfTvzpImtVBSICR2Qm/M7hNXd57912SNy+lw0N9eGn6TLLtbuYkHMFk0JU4N6uHWvhpUrsSD8VSFKWMAwcpZbYQYi2wE3ADTwoh6gPtpZTzgSnAB0IIC5AHPFqW41GujNPtoXeL2gxeuKPYpYYVI1pxJNWKx25ldN+ueKznafvYDE4a8zeNosMsHEnLpXpoALP/n73zDo+qzP74552aSSEJIYlAIkKkBQiSUAIoorgoCqIEFEgAASGAggUpuxob6o+qa4MAKr2DioKiuyg2BJQqhCY1oSWE9Eyf9/fHZC6ZZGgrSLuf59nHnZk7997E45tzz3vO95uSwNAycagb4SlO5erjy4dizIodzO7fEo0Ag05D/7a16Tt2In8un0T7+x+iuMUAes7cqPRB+Ok1pKckKMJlnthUpaVVVM7PFe9xkFLOwa3VUJ4DZZ8dwz15oXKV8WU/bDJosbuksjg3iw5hSPsYQkx6BDD3pz0sem0ItpP7mTJzAXe2v48e03+t9PT3fq87mN2/JXqtQK/VEBFoVBdmlb+EtWzip3xM5pvtWB1OHnrvZ6JCTSRVPcafK6bQou3dWO96muOFNuBsH8TSwYl8uS2LpamtkVKqFQYVlYvkajdHqlwDnMt+OKKKAYfTrdNQUWinRpAO5zcTsB7fS7WHR7Miuxo9Qvz4bFgbsousXgZBVUwGpWrhy9pYReVScLkkTpekY2wE/drU9hJ/+rB3PM2iQ1j/0zpGLn+N2LhmTJg2h/4LdnqdIyvPjN0luateBFJKaob6X6WfRkXl+kOVnFbxkuiFs/bDFpuLGT8cYGpyPCM61FUWaOlysn3eG2z66XuefXUSAQ3uJCvPjMslGb5oK6nzNitJQ1SoiaO5pZXOnVtiu2o/r8r1gy8/itMlVt5cncHYTg19TkXcHZpPzqdvoKtakwXLPwe9SRGA8hAVakIjBNWD1X4bFZVLRa043OS4XJJSq9OrQaxZdAgjO9bD4ZIMvScGq91J7fAAZRrizDcfUrr3ZwaNeoURQwczzCWxOV24JHzcrzkD55ytXKSnJJD2eeWnPXU2XuVCVKyEpd51G33a1Mbpkoy6vwFWu6vSVMTBfbt5+a0X0QaE8thLU6kWVpVQl2TRoEROFlh466vd5BRbmZocT6HZTrBJr/bbqKhcImricBPjcklOFlo4dLpE6S4feV9dHomPwu50j2H+sj+bdvUjEcAn/ZqTOvw5ind8S79hz5MR1o57pvyg9DS8+999DG4Xw6TucURW8UOrEQQYtOQUW72uq05VqFwMuSU23vnPXtI6x1IjxEQVPx3/3XWCtnUj0GoE/gYtHWMj+DYjGwB73nFOL3uZYH9/Hho1jTHdWtNzxgYvYahJPeIw6DSYbQ4sdhcmo0bdMlNRuUTUxOEmxfM0V2J18PUfJ5g7oCUWu5MAo45xq3aRU2RjTKcG3N0gksOnS3lv7X62fPkJR9cuolvKQPZHP8ixCh3taZ1jeXbJNsZ1bYyfXsstVfwAmNm3eaX+CfUpT+VceBp1zTYHYzs1ZPzXu/k2I5uOsREM71CP/rN/U2JpVv8WDLizDjknTzD4saEE6uHjJZ/TsEFD5Tg42xA5rmtj6kYGUmh2EhZoINSkqpeqqFwqauJwk+IZZ5vUPY4ezaMY//VuxU/iXw/GUmSxM3TBWZnoVpbf+fybTwhvdh+T336He6b86HW+rDwzISZ9mbNgAH56d/uMRiOoHxnEZ8Paek1sqE95Kr6ouD3RMTaCsZ0aMrT97QQadUz6Zo+SDIQHGjldZOXZOT+xdeqzuIpzWfDZauKbNMLhwqe4k79Bi8slua1agBqHKir/I2ricJPheZortTlI6xxLeKCRid/sqdSdXl7vf8/PX/HLqim0at+RE82HodNqfQrneKy1j+WV0ufjP7ymJ1RfCpXzUX4c2JM0NIsOoV+b2vQtN5EzISmOnCIbWzPzGdI+hufm/8q2mWOw558g8rHXeH+Hi4jaJdicLp8xWmpzYjLo1HhUUfkLqFMVNxGep7lHp/7C3ZPWseVwLlqtICkhmjErdhAeaGR6nwSm9GiKxe5i9AP1Kf1zI7mr38F4axMmTv2E6GpBnCyweFloe5ogtxzOZUJSHFO+3adOT6hcNOXjMivPrCQNE7vHYdRpSOscq8icj1mxgyHtYwDwEw62ffIitlMHCH9kLH63xilVhYo2755kOLqqSd0mU1H5i6gVh5uI8s1mISY91UNMnCqwEBMeWEmnISrUxIA6peSunIAhMoY7Br6FU+iZlhzPyyt3ASjnyTfbEQK6N7+V0ct3qM6CKpeEZ9ssPNComFL1a1Pbq5fBIyi2NTOf28MDWdA/gZdHDMCauZOwh57H//ZWwNnK19bMfCZ/4471BrcEKY3AQUaduj2hovIXUSsONxEul4t+bWozblUGj8/YgEDikpLMM6VeOg0ABzJ2MCjlMaJq3cYdgybw0cC7uD0iAIvdRU6xla2Z+aTO28zjMzYoPhYFZQu2B3V6QuVisDmcSuK6/Pej/OvB2Er6DJ5KQ1SoicOni7k/qTffffs1/xo3kQZ3PgicrSqkrzsAwNbMfMatymDPySLumfIDo5bvwOpw4XLdGAZrKipXC7XicBPhlHgtyEIIRi7bTnigkcmPNVXet50+SvayVxCmKiz69EvCI6sz6Zs9DL+3LpHBRqanJJBaTt9/QlIcc9Yf4sWHYpV9ZXV6QuViMei0jOhQlznrD9GvTe1zOqqGBRiYmNSElIFDKNn1PSF39SEn+m7mPdgQgUAIsNidyvhveR0RT5y+sTqDNx+NU3scrhMuxbL78PiHruCdqJRHTRxuIqSUXguyq8yHIivPzIl89x/7w4cPk70kDTQamg6aRJG2Ciarg5wiG6eLbVQx6bE7XSxNTeR4voXcEhtz1h9i4J11CDBo1ekJlUsmLMBA7WoBSq9NWudYn42NkVX8uC95GId+/JTb7+3J++9OINTfgE6jYdyqXcrI5twBLSmyOAjx12OxOxjbqQH5Zruy1fFKF3X7TEXlr6AmDjcJLpdECMHyIa3JLbGRvu4AGo1QFugp3+7jtftq0vn+PkiHlbgh7/BeaielklCx/2F6SgK3VDES4q+nb+vb+Pjng+qTnMpFUX6CwmTQ4nBKNALqRbp7bdLXHeDD3vE8tfDsOHB6SgJTprzNvjVzqNW6M7PS32Psp39Umrb4NiObjBNFLB6cSG6xlacWblUt3VVULjNq4nAT4MvEakJSHCaDhkWDWuFwSc6cOUPvRzqhsRTw0cIV1KjXVCkdA5X2nFPnb2Zc18b0n/2bO5Hok6BuS6hckPKxGB5oZPQD9Rm13HsMeOKavfgbNMwd0BKtRqAVgqUL5/LuW2nc2+lh/jkpXUkawFuALHWeewvtWJ6Z8V/vYUJSnFfCq26fqaj8dS46cRBCCKAHUBfYJqW8+M0nlb+NivbYoSY92cWVTazGrNjB0tREsvLMPL9gI1unv4Dt1AFmzF9Gy1aJFFscJCVEM2f9IUY/0MDnnnOtMH++H3k3Tinx16tPcSoXxjNBkZVnZny3JkrSAGfVHRc82Qq708WpQgujlu9g76//4fQXE2l7dwfmzpuHA63PeAwx6QF3VaFqgIGxnRpgd7qY1D2OmiEmTAadun2monIZOGfiIIS4HaghpfRIBM4GtgCfAvcLISZIKcdc+VtUuVh8qe6N6FAPi93pc6G1OlyMXPw722alYT2xj/CuY5l9JIh/GHXM+eUw6w/mMjU5Hr1W43PPGaCPapetcgnYHE5Fp6F6iMlnXAJknjGTtnIn+zf/zOkvJ2Os0QBnh+fYebIUwzni0SNANjU5nknf7OHbjGylihHop6NqgLqNpqJyOTjfOOYR4F4hxBQhhD9wq5TyXSnlbinlv4H4v+cWVS6WfLONkwUWpvRoyvQ+CfRvW5sh8zdjsTt92gpbbXa2zx2H5fBWwjqNwL9+G7LyzOQUWXnmvrosHZyIv0HLm6szKonpTE2OZ/zXu1W7bJXzUtEW25OEjn6gPlLiMy41wm1g9ecfW8j5/C301aKJ6P4yJ0ogxKTnvbX7mdTdOx6n90kgrmYVFg1KxGp3kVPkjkNPFcOhjmCqqFw2zllxkFLagVeFEE2Aj4EwIUSolDJPCFEF8L+cNyKEaCyl3HnhI1V84XJJTuRbSFu5U6k2vPhQLNNSEqgWqGdaSgJDy41Qfti7Ga+MeobSfesJvXcQgU3uA9yLcG6JjfAgIycKLEQEGXi5SyOklCwclEixxY5Jr8XPoFFcCT2ogk8q5fHVWzO9TwLzBrZAIzQYdKJSXE5LSaDQbOePHTs4veJVtIFhRD72Ohq/QC9xp4lr9jJvQEs0GoFRp6HU5qTH9LNOmOUFo7LyzNgdrqv961BRuWG4YI+DlPIPIURvoB8wRwhRBIQCoy7mAkKIPsAIQALDpZQbfRzTAWgLqInD/0huiU3RVvBo/Cd/tJGsPDOznmjBok1HFKXHvFIbKYOeYuc3ixjw9AvsjeqkLLhTejTl458P8mqXRgAUWRzYHHZ6TP9VuVZUqIlZT7TwWS5WO9ZVPJTvZwB3Yvnuf/cxokM9vtx2lN6Jt/H+2n1eCqTvr93HPdVdjBn0OGEhwUT3m8xpqiixOf7rPQDkFFs5nFtKnfAA9DpB3/RN52yWVONSReXyclHNkVJKibvHYfalnLysMvEY0AoILvt+1wrH+APDgJ6Xcm4Vbzx7xwBD2sd4TUFUCzSQlBCtLM7PjX2ZPd8sokffQeTW78q4++pRJzwAh0uydNMR+retTandySc/H6R/29pEVygnZ+WZKbU51Y51lfNSPiabRYcwpH0MMeEBZJ4x0zvxNnKKrHybke1VuXIUnmbVFy/hdLpY9uWX1K3XAKdLotEI3li1i62Z+cpWWYi/njdWZfBKl0bnbJZU41JF5fJzpccxOwFzpZQuIE8IsU8IUUtKeaTcMS8B48q2RlT+Rwy6s46VNYL9lKc4g04ghFBkoTUZazi0+iPqtn2Q/i+8ytAFW+k/+zeWDE5k5LLtfNg7ngUbjrD+YC7zBrTkcG4pWq13K0xUqInwICO3VDGyNLU1UkpV8Eml0kSPyeCOyTZ1wkhOrFVJl8FewcHSWVrAmeUvozUXEPPERAZ8foKo0HzSUxL4clsWSQnRDLyzDvlmOx98t5+XuzQip8iGs6xXomL1q2aoiU+HtaFagFGNSxWVy8iV9qqIBg6Ue30IiPK8EELUA1KAKUKI74QQNa/w/dwwVGw6CzZqSU9JoGNsBC6J4keRX+pgSNkWRvHO7zj05QdUjW3LqmULmPHjIeBsR3pWnpmnFm6hQ2wkWXlmsouspK3cSW6xjY6xEcqxM/s255YqfkQGm6gRYqJmqD/hQerifKNSMdZ8eT2Ud7hsO+F7Hp36C6cKrSwa1Ioh7WOUpAHc1YAh8zcjhFCabl3WUvI+fQ1XYTbth08iPyDa69i76kUo3iip8zbzbUY21jIH1wCjhpl9m3s1S87s25wawSYigvzUuFRRucyct+IghMgAtgECd4+C8hHuHYzef/H6TwLJUsqfhBAJuKsPQ33cx2BgMMCtt976Fy95/eOr6WxW/xa4pCStcyN6zdyg9DrcFubPlB5N+Xr1l7w+6V38asUR2GkkZgdK2dfTSAbeJV5PMjFk/maWDE7kpc6N8NNr1Ce4ctzosekr1nyN3frqZxg093eWDE7kTInV51aCp0qQ3rMxA3t148Spg8xeuJQXNxsqHVsjxESz6BDFRC0q1MSJAjNjP/2DT4e1oX5kkCp37oMbPT5Vrg4XqjjskFL2llL2Kvtn7/KvL+L8mUCdcq9rAVnlXkdJKX8CkFJuxt10WQkp5QwpZXMpZfPw8PCLuOyNTXkb4ul9EpiWHI/Z5mTYgi0czzcrScML99enzyeb6PriDF5/fjANGjelw/DJRIcHExpgYO3IuxnXtbHSfQ7uBbnU5uTD3vGszTgFoPhZ9J65gdxiddyyPDd6bJ4rIag4dlu+n8FDVp4ZR9n2RcWxy46xEeSX2nl+8WZadujMpg3ree3tadRrfrfPEc0juW4HV8/rKT2aMuXbfcrEhEYjCA8yqtWvCtzo8alydThv4iCl/KsNi2uAvkIITVmjZL0K/Q2nhRAtAIQQ8XgnFSrnoLwN8bhVGRwvsDBsgbsU7BHB8TRIHti1jexPx6ELqU7QI2mMfKgpE5LieGbRVl5Yuh2DTuPlJjgtOR4/vYYPv99P12Y1aRYd4lV9ULUabi7OlRBUHLv19NiUJyrUhBCCFZszK+mA/OvBWFLnbmL7/LcwH/iNqh2H8VVpHawOJ9OS472OnZAUx3tr9xNd1cTyIa2ZO6AlKzZnKRUzdWJCReXv5aKaI4UQGiCy7OWpsmbHCyKlLBBCrAB+AxzAM0KIGOBeKeVM4C1gthDCCGQDQy71B7gZ8dgQeyYaIoKMyuKevu4AE5LiMOo0HNy3m+xlr6L1DybisXGcsuqpXS2At77KUCoMk7/Zy7iujbm1qj8SGLVsu/JZxokixnVtjEGn8drKULUabh7KN9168PXHOizAwMy+zb22ND7sHY9eC/3a1GbO+kOkdY4lLMBA1QADhRY7O5a+Q+nuHwi5ux9Bd7hHgv30WoqtDqW5NyLIyPNLt5NTbOVATokyXpnWOZb1B3OZnqJ6pKio/N1cqMehDvAK7srEMdy9DTWEEA7gDSnlgfN9H0BKOQeYU+HtA2WfnQQe+B/u+6YmLMDAbdX8lS2J4LKeBI9pUI0QE1lHD3N62SsInZ6Ix99AFxRGVKgJp5SM6dSQXi1r8d7a/eQUW/HTa5BIRi3boSQN4E4S6oQHcDxf1Wq4WfGVEPgab9RoBPUjg/h0WBssNicOl2TJpiN0b34rkVWMvNS5ES4p0QrB/F8Psf3z6RRv+5oqrZIITuwBnPWYGLl0u1JNSOscS06xtVIfTr3IIMZ1bUz1ELX5UUXl7+ZCFYfZQJ8K2wsIIaKABcDdV+i+VC6AQath+ZDWBJv0LNl0hA96N0OvEW4Fvbe/YteMZ/HTOInpP5k84y3KNsSEr3crGv7TUxKoGmjgTFnfQniQ9x+DqFATe04WMW5VhiIM9cx99dQnvJsIT0JwvsbD8mOYQgj0Og1vrNxJvza1mfTNHgbeWYeRy7YriUfLop9Z8tH7JCX340TjPhzLtyiqkQLJ6Afqo9dqCA8yYtRpmNyjKRO+3uPVh6PVwC3BfoSY1FhUUfm7uVDiYKyYNABIKbPKhJtUrjC+3C6P5pVyJLcUf4PbJbBTXA38DVp0Gg0nc3LJWfYy1sI82o74N68O7EKd8AC0QvD6ql2K2I7HGntyj6Y4XZI5aw/x4kOxZJwoqiTbm5VnZuSy7cwd0JIAg1Z9wrvJ8DQe+sJud3K80EJOkZXcEhsrNmcyokM9+ra+jTErdjC+WxNGLttOeKCRtM6xrFu5iPFvvsLD3boTct8QBrW4zUs1slfLWvjpNby5ejc5xVYmdY+jVpi/Vx/OpO5xGLQaaoSb1FhUUbkKXChxWC6E+AiYxlk9hhjcI5MrruSNqfgehVuamsipQm9PirTOsRSYHfT7+Ae2pI/Enn2Qdz5ZzLqiSPrP/o3/Pt8OO6KSt0R4oJGaISa3ffH9DdAIlH3oYJOe0cvPbl1k5ZmREjSaKy39oXK94HC42JtdrOiEnG1k3MfoBxqSlWfmlmA/wgONjO3UgH5p77J34RuE1m/Ja5On8tpX+0idt9nrnJ7qRFrnWNLXHcBid2F3ShYNSiS/1MbxAgsT1+zl3z3vIM9sP2dCo6KicuU4b+IgpZxUZq/dDXii7O2jwEQp5b4rfG83Pb5G4awOF6OW7/DypDhZYOVMYTGObybiyP6TFgPGsexECJO618did6HXatBpBB1jI5TkoVl0CKMfqK9oPnhkfNPXHWBrZj7Lh7T26neICjVh1GnUbQoVwJ3UniqyKEkDeHtEBBi1zHqiBXqthvd63cHylas5sGw8jeJbUDvlLZ5e+geTezSl54wNyjnLT+/UCPbjhfvre0maT0iKI33dAXKKrThcUm3SVVG5SlyMydWfwMS/4V5UKuBrFM7pkl6eFHPWH2Jou9r07t2bMxm/ULfHGN4ePYiVW48RaNQxavlZmd9pyW4n9G8zshnRoa6SgIB70R+2YAtpnWMZtyqDaoFGpZve812TUaOWhlWUSphRpzmnsNOZYhtpK3cSHmjk/mp5vJDaF13VWwl8+EXGdmnK5G/2Uj3YzyvGPHLnUaEmAow6hi7YUikpGde1MdUCDSzddIQn291+NX58FZWbngtNVXQCxuAWcioA3pRSnij77Dsp5b1X/hZvXoQQlUbhii0O5b2IICOPNqvJA0nJnMn4hdD7UrHVuYsxK3Ywu39Lnpjl7Rg4dMEW5g5oycA76xBeboTTQ1aemeiyPeSp3/+pjMSV2pxUCzQQalLLwipnK2HnckgNNunpOcNdyep9u4unU3qiCapGRI/XOGnWKgkAwNwBLTlTYiO3xMaH3++nf9vaDLzrNgCf8Vm7WgCLNh7mkfhotfqlonKVuNCG9UtAJyllH+A14BUhxP1ln6mPnlcYrcBLOKdjbAS3BPsxLTnB/VRm0DLn7dfI3vItwXcmUyWhC+BeYPVa4XPh1WoEEWXd6h7/CQ9RoSaqmPTUCPFj/cFcUudtZuSy7URUMRIeqI69qbjxVMLW/HFCiUVwx8/0Pgk4nO6qmP3MMV4a3Av0/kQ+Pg5tQAjgjsNaYe7e6vFf7ya3xEaISU9SQjSzfjlEoFHPkdxSn4JSOq3gyXa3V5K8VlFR+fu40FaFXUppBpBS5gBDhBAjyvoeKjvdqFxWNBoNP+49xZwBLfHTa8grsdM9/VfCA42M69qYme9OYMnsGVRvm4S+zVmRz6hQE06X9Pk0eDCnhP6zf1N6GgBlPHNCUhxSSjRCsGRwIoCq+68CeE/3AKTedRsPNa2B3eli2ZDWOF0Sp0siBDicknBRyNbFLxGolzQdPJlcXTXlXJ4EwKAVlUY1JyTFIZG8t3Z/Jdv29JQE/A1aqgaolS8VlavJhSoO3wsh3hVCNPK8IaV8D/eERaNzf03lchBq0tPljigmfL2bUqsTi91JWudYAN6YMJnJ49+i3p2d+XrhDKKrup/gyjeRVZTundTdLd0LZ3saRt3fgCWDE0nrHMuc9Yf4M7sEncZtxa2iApWdL812Jz1a3MqR3FJsDhc5RVZ6ztjA3ZPW0XvmRgrzcji1JA1spTQbNIkPhj7kFYfpKQl8sPZPdp8oVpIGONvHIBDkFFuZ/M1e0jrHsmRwotLboOo2qKhcfS40VfGaEKJpxeOklGuEEO08r4UQEVLK7EonUPlLnDHbeG/tPvq1qU3/2b8pT14d9bt5ZfYkwhrdhaX1IErtLsZ1bYy/QUu+2c7kb/aSU2zl0fiaZ6V7qxh5fsn2SsqQBWY7j8/YoCQcK7ceIzzoNq8RO19uiCo3DxWne0x6LUfPlJK2cqfSTOv57OjJ0/R45FmOH8tiwkdLuLPtnbikZHKPpoQHGhHCLYu+dHMWSQlRPrfTnC7JlB5NGblsuyIxnZ6SQJi/WvlSUbkWuJipiu3neH9vuZeLAbVR8jJjsTtJSohWyrUA+zau5deV42nZ9m5OJj6L0GiZuGYvL9xfv1LJd+Kas66X0/skKCI6HqJCTYT4G1gyOFFJOEZ0qFtpxG7Q3N/5bFhbdWb+JqXidI8EZSInxKRXPnPZLWQvfw3b8b34xdvvAAAgAElEQVR8OHsxC44H8X5ZUjotOR6jTjB80TYlJj2GbBW302xOWWYR79YUuSXYj4gAA3q9KnWuonItcFEmVxeB+hhwmXG53L0GYQEGZWE1H95GzhcTadw0nn++8zGTvztCVp6ZrZn5illVnfAANGV+AOWrCys2Z/Jh73ieWug9nulwOb0Sjlph/hflhqhy81De6KpZdIjXSLDd6SIq1ETm6UJyPv8/rFm7qdfrRbo81IkmuaVUDzFxNLeUl1fuYkSHul7Ja/q6A0zqHqckIZ6E12xzoBFCEYda+VRbiiwOteqlonKNcLkSB7VR8jLhaUJzuJxoy6R+Zz3Rglc/+oxfPnuT2+rUZdaiFUhDIFN6hCh/9D1mVc8u3kZOsZVpKQkcyi1VGh/7tanNVzuOMeuJFpwpsbklfr/bT9/WtykJx4kCC3qt5qLcEFVuDlwuiZSSeQNbUlBqJyzQgKZsTDg80EhogIHxjzbi0R49sRzcTEy351k2cSRnSu2M/fQPwgONDGkfw9hODdAIwdTkeMUCPqfYir9By/huTdBrNeSb7cxZf4heLWthc7oNeKNCTZwstDBuVYZa9VJRuUa4XImDymXA04T2zn/2Muye23l64Vay8syEWk9waPZYalS/hfDHXqf7rD/KTKrimT+wFULAwZwSr62JofM3s3hwIs/cV4+sPDNz1h9i+L11vWSkAQa3iyHEX4tBJzDbnPgbNBflhqhy4+NL8nxS9zgEkgVPtkIjBD1n/MrxVe9xesc6nh7zCt2eGEZ4oAGnlEzqHsesXw4BoNUIqgYYWL39OOO6Nia6qomTBRYCjDqeKotzz/n9DVpe/SKjkl+KWvVSUbk2uFyJw6nLdJ6bGk8T2vhuTZSkwZ53gj8WjCYkwI+Ix98g2+HuTnebVG1hXNfGhPjreW/tfoa0j1EMg9LXHeBkgQWDTkNs9SCC76yDxe6qJCMd4m8gwKgl64yZ8CAjwX4GQv2N53VDVLk58CV5Pmr5DhYPTuT1L3fxr4di2fl5OoUbv6BKYg++pAVfzv6N9WPvAQSBfnpefCiWN1dnKJWvSd3jMBm0jFq2g5xiK+/3uoPx3ZpQPdiEQafBoBVYnS5efKghuSU2Jn+zV7HYVqteKirXBhedOJS5Yd4LKK6YUsqlZf/sdflv7cbFl+NlntmO2eZg1hMtMOrdUr6OotNkL3kJ6XLywdwVjP0+z+s8WXlm/A1aLHYnox+o77VXPKl7HHani2eXbGNyj6b4G7S45FltB88xJVY7RRYb4VWMaIXbCfF8bogqNw++JM+z8sycLLDQr01tpr83hcKNywls9iAh7foCbpGyMyX2SsZXOUU2tmbmM2q52zHT43z5+pduF8xpyfFMWLOf1x5ujEGrwajXKtMaatVLReXa4lIqDl8BS3CbXF12hBABUsqSK3Hua4mK5d+OsRGM6FDPa6FdPDiRSIONrUtexmkuJLLnm0TWup2o0J2Veg/sZXvBYz/9o9KT4fhuTcjKM1M92A+bw0luiZ1lQ1pjd7hwScgpsiKBaesOKHbGAUadKrCjAnDOfpfcEhvDXprAwc//zT+6dKOk9VCOFViJCjUxtlND+n7iLXXuMb5KneeO8RohJsZ3a4JOo+HdXndgc0g0Al58KBa9VuBwSSICDSxNbY2UUq16qahcY1xK4mCTUk671AsIIfoAI3A3UA6XUm70cYwAXsbti3FDU7H8m5QQrSQNjyVEkdo+hoKCQqyr3kQWniSi+6vExDaleojRq7HMbQrUjBB/AxIUG+LyNtiehf9EgYWeZWNxU5PjuSXYj1KrkzOlNlZszqRfm9qK9sOSwYkQcBV/QSpXBV9VMJDM7t+C08U2qgUa0GoERp2GRQsXcWjlu3To+AD/njqDU8VuLxOTQYdWI3zGYohJD7gTj/3ZxYxblcFH/RLIL7V7xXR6SgL1IwLV0UsVlWuYS0kcZgghlgEZgBNASvn6+b4ghKgCPAa0AoKB2UBXH4cmAwmXcC/XJS6XxGx3KElDs+gQYsIDlKShT+ta9Jn+M1tmjsGatZP3P15At0cexuGSZBdamfHjAWW2vXqwHycKLCR/tNGrJLxy6zE6xEYSFmAgxN/Ah72b8eoXGcBZtcgFT7bCT6+hXmQgo+5vwMwfDyqLvFOdj7npKN+Um5QQzS1V/HC6XOg0AqvDxQvlxnV73ZLD2GeGkNCqNSV3jeDFlXv414MNEUIopmrlmxq3ZubTMTaCqgEGlg9pTXiQe0ts4aBWSAlPztnoVZ0YMn+ze3pCTRxUVK5ZLiVxeA5IA45dwnc6AXOllC4gTwixTwhRS0p5xHOAEKIaUA04fQnnve7wLM4nCyzKKNsrD8cCguVDWhNZxY/H039m25xXsR7dQVjnkSw+FUHdY4UYtBrForiKn46wAAN2p6TI4iA80O1y6SkJzx3QUikVR4WamNKjqdd9ZOWZySmyUmRxKJ4VE5Li2J9drIx0qtw8uFySU4UWPt+SydhODTlTYqPIYgckAUa9sr0A8OeO3xjx0svExjbmlffnEl41hHyzHZ3Wve01pUdTpTHXsz2xYnMmwzvU81I+nZocT0SQgaw8i88eCrPNQU4R6vaEiso1yqUkDieklN9d4vmjgfLfOQREAUfKvZcKTAESL/Hc1xWeLYrwQCPTkuPRCIFTSuUpbe3zd7Fj4XjMf26k6j+GENjoHvd+cLAfgUYd7/dqxi3BRnKKbPT5xPeTXVaemTMlNq8nuJHLtiv7y3B2j9pTOvYkHOO6NiayipFqan/DTYMnmQ0wankwrqZXwjk1Od7LYdV68k+yl79OQFh15i37HIchCLvTRfVgPzRCkLZyW6WYbHBLEC93aaRYbMPZqtfiwYnklth89lDsPlnEuFUZqtS5yiVx29jVl3T84fEPXaE7ufG5lMdLkxBihxBiiRBikRBi4V+9eJnfxQYppeUCxw0WQvwuhPg9Jyfnr172quDpUN+amY9LSgL9dHzw3X7Gd2vCf59rxxsvjaFk1/cE35VCUHxnwN2h7pLQ55NNvP5lBmabS9kPhrN/9Ie0jwHci67F7j3rnpVnVrrR3X0R8Ww5nEu+2e51zK1V/dUnvP+B6zk2PcmsQCiKogDhgUZKbe44mvVEC27XF5C99GX8AoKYt2wlT392gDdX73afo9hWSaJ8zIodjOhQF51GkFts81lVcLokKzZnetnGu7VJEkhfd0CROs8tsf1dv44bkus5PlWuXS664iCl/F/Ss0ygDrCl7HUtYDUoDZGjgCAhRBoQK4QYKKX82Me1ZwAzAJo3b35d7sJ7ZHvb1AkjLNBIgdnO4HYxPLtkGzu/mEnB+sX0TX0aQ+s+/Gd3DlGhJv71YCwpH7v3gNM6x3pVEzx4Gs8845U6jXcuGBVq4pZgP5YPaU1uiY0Pv9/P0/fWZf6vR7yO+TOnmIbVq/wtv4sbies5Nl0uF+/3ugOXPCsh/VhCFMmJtZREohqFZM4ZhV6nY/rCz5m8PleJx1HLdzClR1OfMVkrzB+JJMhP57OqADDq/vpMKnPADAswEB5kxKTXeDVVqqJPf43rOT5Vrl0uuuIghIgSQnwghFgshHikvDvmeVgD9BVCaMoaJet5+hukmy5SyvZSyvbAd76ShhuFsAADiwa14sl2tbE7XZj0Wp5dso2MbxdRsH4xgXEd+fO2R0jr0pgfRrVnwZOtKDDblQU3xKRXSrvliQo1ERFkJK1zLBPX7CUs0FDJSvtEvoXu6b+SOm8z32ZkM2zBFjo1qa4cMy05nhWbM9X+hhsQl0uSU2TlWF4pOUVWXC6pvF9kdWCxuziYU0JUqIlm0SEMaR+jJA3Okjy2z3iB3PxCvli9mrtaNPGKx6w8s2JUVZ6oUBPH881Y7C6WbDrCtOQEr5iclpzAwg2H0Wo09GpZi3qRQYQFGjDbHZwqtHqdRxV9UlG59riUHoePgf7AfOBr4Hugzfm+IKUsEEKsAH4DHMAzQogY4F4p5cz/7ZavTzQagVajoaDUSlige+tgzw8ryfvuI2o0a8/M2Z8QFuiHAPwMWnYdK+TWMH/++/zdmG0O/PRaPv75IBOS4hS3TM9+8vNLt5dT19MwvU8C/gYtAoFWI3h/7X6ve8nKM1O7WgCfDWtDfqkdi93Fc/+or/Y33GD4koz29A3kltjIPGNm0aYj9G9bm2nJ8ZwutmG2O0nrHIvWXkpqz4cRpWeY+NFS6sU2weGUdIyNIKfIRtUAd4Kavu5ApZj8sHc8X+04xmMta9G+QSTvf7dPsXd3e6TsIykhGo1GULtaAHank4OnS1mxOZNeLWsBqKJPKirXMJeSOOillMeFEEgprUKI8/YleJBSzgHmVHj7gI/jel7CvVyX2J0uqgUaWLzpCKE528hd8wERDVoyf9580lbtJTzQyL8ebIjJoCVt5U6v5GDV9mM8fW9dPvhuP2mdY7mlih8h/nreXJ2hJA0TkuKYt/4QDzWtSZ+Pzza6vfNYU/ZnFysl4KhQE3tPuRvQpqckUD3EjxCT2t9wo+FLMtpjkW5zuLUX+rWpzajlOwgPNPJurzvIK7Hz6qeb2Tp9FPaT+/lg9mIWHAvg3UnrFJ2FYJOOQotDcVtdufUYcwe05EyJzWs7bOmmI3RuWpOcIpvSnOthcLsYdBrB61/uUuSoZ/ZtTmQVI7+MuUcVfVJRuYa5lMRhkRDiY6CmEOLfwNIrdE83LCa9llK7E3nsD4Y/3Z+4+Ob834zFStLwwv31KbY6eG7pNp/Kex98t58xnRqi0whOFFgw2gWjH2jI4HYxiq7/kPYxlRoon1u6nck9mioiUOkpCei1goVPtqJGsAmdTt2iuBE5l2S0zeFEr9NgMuh4vywRdU/ZCIbO3ci2WS9jPb6XF6dMZ8Gx0Eo6C+O6Nqb/7N/oGBvB3AEt0Qih9OJ4yDhRRFrnWIYu2KIc7yEq1ETVAANIyYA76/DPB2MJMGipFmh0JwqqAJmKyjXNORMHIURX4BG8LbPDcVcL6gJVgPQrenfXGRXV98o/MblckiKLna2/b+SN5wZSr14DPlm4jOCQqmTlZZDWOZYxK87dbBYTHkBOkY28EpuiwdAsOoTJjzWle/qvyrGeveeK368e7McPo9qj0wgQoEEQWcVPfaK7AfHEIeCzMVEAhWY7gUYtT91TV+lpWDKoJdvnvYHl0BaqPjCCpKQk5k9d73Vujz8KwLcZ2WScKGJ2/xbnbNrNyjNza5i/l0fKh73jWbLpCL1a3YbZ5uR0kZXAagFqLKqoXCec71FzFTAEGFr2v0PAB0BvYDpw+Erf3PWCyyXJLrJwNK+UArOdMyU2dh4r4HBuCQ6Hi+xCC6cKzWzfsYOeSY9iNwbzevpCnvnsTw7kFLtdKi/QbJZ5xszoB+oTHWri6z9OKJ/5G7TMeqIFSwYnMr1PAnany+f3NUKQX2ojp9jK0wu24pJSXaivc3w1Pnr6Gh6d+gtPL9zKpO5xlZplj5wp5ed92VgdUkkapJS8MvpZSvf+TOg9A2jX+TGCy6Z1PDSLDmHWEy0ICzQwvU8CzaJDyMozo9UInzHnieUT+e4pjCWDE5k3oCUffr+fdvUjeeurDAw6DW99tVudnlBRuY44Z8VBSumkTFoaQAhxj5RyXNnLL4QQzwLnlZy+GfDVgDYhKY5Fm44wsmM99mYXkTpvMwOa+DHk8S6gM3Lvc+8TX/82ptSojkEnlMa0czWbeQR1coqtLBqUSHLirUSHmuiWEMWZYptXP8SHvZsxLTmeoeX0/yd1j0OvdScJr32RQU6xVe1Wv845V+NjWKBBeS8rz8zENXsZ17UxMeEBHMgp4bMtx3i+Y11qhJgotjpI6xxLsJ+OyW+8zIpPF9J36HMcqNWZIe1jGP/1biUWwwONlRxYJyTFMWf9IXQawTuPNeW5pdsrfVZeoCwq1MSiQYm8+FAshWY7SQnRSlyr8aiicv0gpLy40V4hxHLcTY4/4PaeSJVSdr+C9+aT5s2by99///1vu975th/ALbX76NRfKpWDJ3WPI7KKH30/2cThI5k4v0gj+0wBT7w5m5dS/kFuWSPZlsO59Gp1G7KsAvDm6gxyimy8/XhTsgutioSvp7Hxh1HtcbokGuGemOg1c0Ola09NjifQqCOnyEqpzUlogJ6p3/9Jvza1mbP+EM/9o/6Nrsh3VX6wvzM2zxV3C55sxd2T1lU6/odR7Tmeb0YjBGGBRqwOJw6nu+Kw66s55P84l+59BvLKW5MJDzJic0qO55txSYnTJakZYlIUSyte70yJFZ3G3TOhFe69TT+9BqcLThZYeOsrt3X29JQE6oYHcCC31Oekxw0cj+W5aj/klYrPS1VsvFZQlSN9clHxeSnNkX2BQbj9J/YBT1z6PV1fnG+czbPI2RxOwgONXuNm6esOEBXqz6lCC0eOnSR7aRp6Sx4Pj/mQMb07cDi3FH+DlmCTnqTm0UpjmWf/19+oxaDVMLLMXMiDpxzskQZePqS1z73lQKMOl5REVzXxx7FCXvvCPXmRcaKIJYMTqR5sulkW6RuGigmsy+Xy+e/e5ZI++xr2nCwi2KRn5LLtzB3QEoNWQ+q839j93Qryf5xLQKN7ON6wJ0IILA4XOUXupNXjnppfTlPE63pSMnzRWbnpacnxOKWk7ydbvRwvwwINVPM3oNdrqR8ZpEx2qNMTKirXH5eiHFkKvHsF7+Wa43zjbOFBbs0Dk0FbqYQ7qXscIDl6Khf59ZtoSnKYtfRz7ml/N0UWB0F+OnJL3JbW/dvW9jKqemqhuwu9QfUgJnWP8zrv1OR43lydodzPubT+j+ebGfvpHyx4spXXGJxH6lddpK8vfCWw0/sk0DE2gm8zspXjokJNnCy08EHvZuSV2PE3aJWK08INR0ltH3M2BgTcKfaw/j/TaNW+I5GP/guNVoeESo6rc9YfYvQDDX3G2uHTpV7/fXimKCpOYixNba1YZWs0QvnvR0VF5frjUioONx3nG2fzIJFY7C7FGXBtxiksdhelpWYmPj+AU4f3UTflNRYdDSS20Kro+nsW5Vm/HGJI+xjlD3xWnpnbqvmz/LdMHmhyC+O6Nlb+AEQEGUhKiGbgnXWUa1Xsh5iWHM/LK3cp990sOsRLv0GnVUcvrzd8JbCp8zaz8MlWZJwo8oqnz7YcIykhyqvvJT0lgec71kMiWZbaGr1OsPrLVUz453CM0Y3RdHiO1x9tSoi/XkkaPNfxjAIbdIL0lATeW+sWb/JIRH/43Z9e91p+6qL8ew6n6+/5ZamoqFxxborE4UJ9CufC4y9R8SnL08jlcklO5luVRbpjbATD761L6txNnFrxBoe2/kLdx/9FaWRThrSP8WkGdHaG/uz5XRKm/Hc/mXlmUtu7hXL8dBpOF9sYtyrD6w/Fj3tPMeuJFhSY7VQNMFBidSjnOVFgYUSHuop9dnpKAhGB6pPe9ca5ElitRvDZsLaY7U4OZBcrOh7lt7g8T/yTezSlerAfEVWMbFr/E8MH9cUQEUNEtzSOFzt5auGWc45VhgUYOJBdQqOaVXj63rqKToinulZRXMxjkOVBTVhVVG4sbvjE4WL6FM5FWICBmX2bV+5cL5PBzS2xkVouGejb+jbe++9eqmyaya9bfuKtKf/mri690Ws1hAUazrkoF1nO/rGfkBSnOFwu3ZzF0s1ZRIWaWDgo0etansRj7oCWjP96NwPvrMPIpdvJKbYqVYrxX+/h3Z538OOo9ui0GiICjYrY0/+aTKn8/ZwvgQ0PMuJySUqsDnKKrefU8QgPMvLm6gyaGHP558AexNSJYfqSL7HrA5XmW60QPq9TNcCATisw25yVxMVGLd+hCDxFhZqYlpKAQXv2PJ73/A0aXOo2mYrKDcENnzhcTJ/CudBoxHkbuSo+CUZXNXH6P9P5ZuVyYruk0r5rstKjMOuJFj4X5bBAA3aniyWDE8k325mz/hD/ejDWa+GdmhzvZXjlISvPjBCQlBDN+K/3KE99dcID+PC7P8kptuJn0BIR5Of1vb+STKn8/Vwoga0Yp77iLKfISrtwG08+1pOqoVUJSXqVAYv3evUxnCy0KDLS5bc5iix2pn7/J2MeaOgzBm+t6s93I+9mf3YxL3++E0CppNUIMfH+2v2sP5irxpiKyg3CDZ84XEyfwvk4XyNXxSfByW++zucLZ1GlZTemvPWKkjQAvLd2v89mR6vD6fXetOR4Ci12xWo4LMCA1enkRL71nM1p5Rsgo0JN2J2SoffE8PS9t1PVVNkk6K8kUyp/PxdKYD3HeKoPFZOMacnx7D9wkIE9HyHAaKB6zzfIcQUCZytX8we24rkl23i9ayPGd2tC9RATR3NLSft8JznFVqYlx+On15yj8qHB6ZLKNhpA6rzNRIWaSOscy9LNWQBqjKmo3CDc8InDhfoULhZfpf3yT4K71izgg3WfENj0fkLa9yfU33trYmtmPhPX7GXegJbkltgIDzKycMNhNh3OV57OSm1OXFISFmgk2KTH6ZJMW3eA/dnFjH6gfiVhp3cea4pep/GqTqSnJDDjhwMkJUQxctl2pvdJoFqAAY1Go/yx+avJlMrfT8UE1qMaWTGRcLkkYQEGlqYmYnVIDp8u4UjWMZ7p1x2H1cx7i77ipR+LvM7tGasEOF0mKBYeaGRI+xjGdmqABKqY9AgBU5PjvXocpvdJ4HSxhcgqfkxPSVC20zyjxa9+scvrOmqMqahc/9zwicOFyrwXQ8XSfsfYCF56KBatRlAjxEBXvz38su4TujySRG7LVI4V2BS53fJ/oHOKrezLLlaexhYNSiQxppj31u4np9jKB72bYXO46Dljg+KUObxDXWwOFycKzKzafow5A1qi1wgO5JTw1ld7AJTqRGQVP04XW1h/MJcOsZFK931a51jGrcpQSsWXK5lSuTqca6spJsyfo/lmMs+4JxtqhvqRe+YMLz35OLk5p2g0YDzhteoRFZpR6d/9kdxS3u/dDClhaWoir36xi9R5m+kYG8HT99ZVpi08xlYFZjv5pe6G3B7pvyojxOO7NcFPr+WWYD/mrT+kbJ95rqPGmIrK9c8N3+pcvsz7y5h7+GxY20veZy1f2m8WHcKwe24n32xHr9Pw0dwljH7uafxqJxDe5XnS+7ZUpKMr+gRMSIojfZ3bUTwrz8zxfDNpK3cy7pHGLBzUiip+ep5bup3wQCOvPByLw+Wi18wNdHj7B8Z++gdd7ohi6aYjSKD/7N/YmpnP1sx8Uudtpnv6rzhcLqaVSVaXv46nYW7Q3N/JLbEpyVT5e7vUZErl6uFrq+nzLZmcMdsx210s2nSEfLOdgsJinur3GAcP7KfnP//Nwhf7smJzJtOS4yvF5Xtr93Msz0yvmRs4klvK6AcasHrEnYy6v4FXQ+S3Gdn0/WQT2UVW+s/+DbPNqXz/ZIGFlI830T39V1xS8kh8tBpjKio3IDd8xQH+uuBM+dL+6AfqE2jUotVo+GbNGkY99STGmg0Jf/SfrN2Xh1a3j6WDE7G7JELAgidbAXAwp0TR7IezJkCecTlP1SArz20IlFdiV8Y84exY3aJBieQW++53MGg1DLorhre+2l3pOp5z2BzOi9ozV7l2qbjV1Cw6hAfjanI4t5RPfj7IsHtu51ReMU/26cvpg7u496n/4/FHu1DFpCOtcyN0WqFM3uSb7YpfhCcePZMSt0cE4pLS57ZWSJkBlkGnYeXWY+QUW8kusgJl45caDfUj/dUYU7lmuRSpbFWe2psbvuJwOfCU9gFqV/PHYpd0TfuEQX17owu7lYikl9Ho3ZMLOUU2SuxOsgst9J65kWcXbyO/1IafXkNO8dmF1VdVwKMEGWLS42/Q+lywTxVaQMD0lIRKT42vfbkLP72G8CCDz+uULxV7kqmaof6EBxnVBf06weWSCOHtRjmkfQxPLdxCeJCR/m1rU1RqJTk5mQ0/reONtz/g1REDGLcqg3YT1zFu1S5KrA6qBRoYuWw7qfM2k1NsrRSP/gYtx/PNHMwp8el8WWpzMqVHU17/chePxtdkekp8mdT6Wb0QNcZUVG5MboqKw1/B5ZJoNTC7fwtKbU6sDknKxCXsnvMi0TVrUq3XeLLt7qThsYQohneoi9MlCQ0w0qZOGB1iI3lq4VbFzyImPIDMM2af1QePM6ZHQMdXVSG3xC0CtWxIaxYNSuRUoYXcEptyvowTRcwb2JIxnRpi0Go4WWBRvquWiq99zqev4elteOc/e5URyqSEaOpFBjKpexwmvYYawX4MH5ZK7s6fGP6vcSSn9MXmlExLjud4gYUAg5YnZv3GpO5xjOvamOiqJp/xWGpzYnO6lC23ipM/1YKMDJu/RYm5uQNa8uJDDake7EdkkJ+iF6KionLjccUTByFEH2AEbtO84VLKjeU+qwd8CBiAk0BfKaX1St/TxVJ+oR7cLoYii4P9+/ax+5MxVA0JpseL00jtnMiZEht6rUAjzrpVesYtDVqh+FCkzttMs+gQXri/fqXqg2fhnrP+EC8+FIvN4ay0YE/p0ZTxX+8p23JwYdRp6J7+q9c9uzvkoV+ZEZbnCbBGiB8hJrVUfC1zIX2N8r0NISYDIzrUU9RIl6W25kyxldde+idfLltI6rOj2VKlDe0mrVNibMXmTMZ0cmsxTFyzlxfur8/ENXsYeGcdr3ic1D0Ok0GrmKN5poE0GsGJAgsu6Z7W8CQaWXlmcoqsPD5jA7+MuUdNGlRUbnCuaOIghKgCPIbbhjsYmA10LXfIa8AAKWWmEGIQbgfOmVfyni4Fz0Kd1jmWZ5dsY3TbagxNfhR/g5a7n/k3D991h+JU+d/n7+aJWZu8ehKGLdjC4sGJXpUDT3KwaFAizrI+iDdXuxfoqFATw++tp4xpjn6gPvMGtMQl3TbFR8+UAu7F/WBOCRFVjD6Njo7mllbqjfhsWFs1abjGuZC+hsvlUkZ3qwYY6D/7N6WSFVXVxCuvvhZLaZoAABy/SURBVM7yOdN5uPdA/ojsyDEf8uZHc0uJCjWxNTNfkagO9NOxdHAiNqdEqxGcLLAoSQO4p4EO55ZSLzIQs82JSa9h4pq9yn17Kmbq1ISKys3Bla44dALmSildQJ4QYp8QopaU8kjZ52uklJll/38j8OAVvp9LwtOEViPYj+GtI3iufzdKi4tY9uUaNOF1mLP+kLKQ6zTCZ0+CwyWZP7AVp4utiiNmvza1OVlgodjqYNGmI17GVe9/t4+xnRqyeucpes3cqDwBTlzjbmAr/zSYU2xl7oCWXkZHHpOrivehzs9f+5xLX8Nsd3KqwOzlVbJ8SGseT4iiyx01OV1sZea0qcz893iiWz7A5Lff5h/v/FTpPBFBRhZtPMqCJ1uRU3Q2Hp+6py5z1h/i8Za1mLr2Tx6Nr+lVgZiaHE+wSYcQuJMHu7NSxWzO+kPqVpiKyk3ClU4cooHvyr0+BEQBRwCklHPKfdYTd0XimsDhcCGBb569izN5+Qzs9Sil2UdpNHAC0XUbodcK+rWprThT/vf5uyv1JHSMjUArBKeKLMoi/UyHeny3+xQt64Thb9DybUa2V8UAYGynhswf2AqnlBzNLWXimrP7z6OW72B8tybK6wKzXTG5yi2xUVzmWVAe9Unw+uBc+hoHsosJ8deRX+pQXFjDAvTc0zCSlI83suen1eSufptb4u5i3pxZCOFb4bFaoIEh7WMqJQ0LNhxh6eYs/tGoOkPbx3Cy0MLiwYmcLHDH7Qff7Wf4vXWpFmTk3//ZR77ZxqJBiQBoNQKtgDcfjVOnJlRUbhKuic1IIUQ84JRS7jvH54OFEL8LIX7Pycm54vfjcLjYm11Ezxkb2JN1mgce7EzJyUOEP/JPikLqMmT+ZgKNOiVpAJjxwwHSy006uJ0y69Fr5ga6p//KuFUZ9GtTm3fX7uOhpjVwSUmpzemzY31/djEpH29EyrN6DR6y8szoy5wGo0JNZBdZKTDb6Z7+K6nzNjNxjbtxTp2f/3u4nLHpS19jUvc4dmblo9dqSVu5k8dnbGDcqgz0Oi1D5m/GcXATeWvepfVddzN77nxeXJmB2eaoFAMf9G5GodlB3082ecXjh9/vp0NspNJ4m11kZdTyHew/VazE1LcZ2QxdsIVjeWbWH8zl6XvrApKaISZqhJiIDDapUxPXKH/32qlyc3ClKw6ZQB1gS9nrWoDX8KwQIgx4Bhh4rpNIKWcAMwCaN28ur8idluFySU4UWkidt5nM04VMHJVK4eGdVHt4FKaYFsDZLYjyT3RLN2fRq1W0Mh/v2YOu6GaZ1jmWMyU2nC5J1QD9eRsgjTrfT46e/eT0lASqBuiR8uwEhmfvelzXxsREBGLSq/PzV5LLGZsV9TUAnl64lYnd4yrFks3hguO72Dr7Vfxr1KVq1xe5vUZVt7BYgYUVmzOVbbR8sx2L3cXTy7b6jMewAIOy3dCrZa1zbneFBxlZMjiRAKOWKn5qTF0P/J1rp8rNw5VOHNYA84QQnwKBQL1y/Q0IIfTAeOB5KaXjCt/LRZFbYsPqcJGZW8zp1e9wdPePxHR7HkfddsoxUaEmnxbE09YdUDrdp/RoqihNDmkfoyzgnu+EBRiQuJseFw1KVGSlPS6X7uNKKyUW6SkJBJt0jO/WhPfW7lNKxOVltXOKrdwS7EdUiEld3K8zyouV5RRZySm2oq3QP9MsOoSd27aw5aN/ogutTsijr7Azx8aJfLOiWvrC/fWViphb3ryVVyLhsdIOCzAQbNIz6Zs9jOhQD7PNec7tLpdLgkYQ4q+aVKmo3Mxc0cRBSlkghFgB/AY4gGeEEDHAvVLKmcAHQDtghRACYLaUcvaVvKdz4ZmfN9scGHUC/99nU7r7R9olP8N7/5fmZTU8LTmeYqud9JQEZRwuKtTE0/fWJSxQz+JBiSDc2xXl+yA8f/i3HM6lT5vaDF+4la2Z+XSMjeCZDvUY++kfynETkuKY9cshRt1f38sbICzQwLD5W8gptipbEKoS5I2ByyXJN9sw25w4pcRPp2Vu2VRNx9gIkhKiiQgycurInzzWpSPhERE4H3wVrSkIgC+2HVeM0DxVp1ph/gQYtJwqsiqNleUbGsODjGgEvNKlEUUWO356De9/59YTKR+3k7rHcbrYxm3VAq7yb0lFReVqI6S8vqpXzZs3l7///vtlPWfF+XnHxgUcW7eI/2/vzqOjqrIFDv9ODUkqIwkJQQyzMinyIMhoI8pTREVbAQGBEFAGoRvbFoW2n8Mz2oJi0yrIpDIpKCAqoghPBWxRBKKiDTIoKAQRwpyxklSd90fdKjIUGEKSmva3FmvdulXcnMPdq9i599y9r+1/D08/M4WFX+wnrWsTGteNxF6iKSh2YLOaiQwzUeLUoMEJ/Ha6kKlrdpGda2fBiKsxmxTDXt1S4VbDopGdyLWXcNuMTUYiksoPv56ifeMELGaF1WyioNiBWSmmrPmBdTuPerphNkqIxO7QRFhNJEbJfeVz8Mk/ysXEptOp+fl4HkfOFJa5wjRvWEca1AnjwEk7972eyf79+8leMok6kVZWrf2YS1KaoDUoBSYFr3/5Mx2a1KVuVBgJUWHM3vATd6amMHH59gpx+Ma9nVmy+WduuOISnv7AVaa8fcM6vHR3exRQUOwkp9DdzMpKTISVJnWjJOYujs/+8WriuxMurHRzoAqhktOVik+pHEnZ5+dPb17BqY1Lqd+5L0vmvcju33K555pm1I+L4LfThTywbLvnS33G3e0pLnGW2ecu5pQ+fytv3NvZ6+N1Siny7CV8+uC1OJya59buYnKf1p6aEO6rGk6tGXlNMyb1aU12jp34qDDqRoVLgZ0gdDyviF+O57N0yy88emsbGsRFEGE1k1/kIMfu5L7XM4lx5KA/yMBmcvDam6sxx9b3dK10XxXoc1UDTw2GlHgbj97aBgXe4xC4rnV9T9IArpoNJqWoHxvBsTw7YRYT9WLCsYWZpYCYEALwk6cqfM39/HzOt2s4tXEBka170HnIRE4YjaYGzt3MYSNpSIoOZ86wVJ4f0I7ocKsnaYCzC87G9mxO1skCTOV6CoDrN71DJ/N5aMV3ADy84jvW7TzKibyiMse5742vibVZOV1QzMRl2xk0dzPp87dy0mhYJYJLUYmDxOgwhndrytuZBzlTWMKIBVt5YtUO7CVO4pSdPQv/Rnb2UV5d+jZt27atEHsPrfiOk3nFjO3Z3LOvjs16zqd3HFoTGWYuU5OhdJ+JejERNEqI5NL4SBLk6pYQwiCJA2A1mwg/8CUn1r6MrVlHEm/5K5NvucKzfqF9wzokxYSTFB3OxN4tyVi9k4FzN3Mqv8jrb3LuzoEWMxVaGM+8uwP/3nOUOUNTPQvU3I/ClT/O0TN2xizOLFPaVwo5BacwixlbmOsR336pDT3rC8b2bE7WkRMceusxft73I9Pmvs667JgKT/XA2eZUdWxWwBVvGkhJsPHioPZl4nDO0FSiwsw0iItg6agubHyoJ8vGdKVVcoxc0RJCnFfI36ooLnaw9qMP2bd8KrFNriTuj5Pp3bYBybHhZRpTaQ2P3NyaB5Z96/nCdnezLH/vOL/IwawhHTCbXP0rSlfqm7l+LxN6tcBqUSzLzPIkEzPX7y0zLvdxyu+TQk7Bw+nUHMuzU2isZ4kJNzNrSAdspTqjNo+3kj54MP/Z/g0vvbKYb2lIv9SGntLR3mIvJd7GirFdSYgKIzbCwurth9h5OJdFIztxIq+I43lFvPDJHib0aoHD6eT2mV8ASJ8JIUSlhHTi4HRqlq5ex4ghg4m5pBkr3n2PVo2SjcVmmodvalnhUcik6HDPl7W7m2X5pyacWhMXaeXomSKyc+yMMa5cuO08nMObo7vw3vjuRIaZmffZPkZ0b1qmdPS8tI5l6jhIIafg4nRqdv+Ww6jF28qsUbCFmTmWW8SNbeox6prGjBk5nE2fbaDuLQ+w5EgyU/s1JTbCwmPv7agQe7OGdCDCaua5tbs8C2pnD03lxisv4dpWzgoLdXcezmHKnW0BSUrFWaGw2FFcnJBOHD79fDMjBw/AFFuPmD8+TlR0DAdP5DN/034m92ntSRrgbLOojNuvZMSCrcDZhlULR3biWI6d/CIHTq2JDreApkw9h9KyThZwPLeI/KISnli1g+xcO2N7NmfluG4Ulzg9j1MC8ohlkDqWZ/ckDXB2jcK0Ae24tE4Ef7ruMh6ecB+frv2A+F6jib6yl2cNzfz0q8nOtTNt7W5PbYb8IgeJMeE8/t5/PCXM3TH71ugumJT3XipWs0mSUiHEBQmZxMFdp8H9n/DRA/sY1O82CI8keWAGHVs2JiU+kozVOxjerWmZxYpuWScLaJYU5elImRJvY0T3pkxctp3sXDvPD2jH4+/tYNqAdmjj86WLPrm5+wZYTOG8MLj9eR+tdBcDEsGlsNh7Q6vk2HD2Hsll6KhxHN60krhrhhDb8bYyn3Fq7bnaMGZxpufKgsPprND3xP15k5eCZSnxNlLibbwzrrskpUKcx4VehQn2xzdDInEoX6chSZ3h0OKHUUrRbvQ0GjVpzsTeLbGXOD0L06bc2dbrF+2+7Dzu79WCJ267gmKHxmyCyX1acaqgmClGDQeUq/mPu4pf+UvK89I6ckmcVHUMZRYv/5Hf2KYeDiesmv8ihzet5I5hozjSZiCHThV6PpMSbyPCaiYlPoIFIzoRZlaUODVvbfmF4d2aeo3ZCKuFeJuVOcNSGbM4U+JQCHFRQmIlVOk6DY68k+x6bRI5Z87QY8J0Ftx/G4/c3JqiEicmo21wUnQ4ZpPiuf5lGwVN7XcVL36ylzGvZ7L7t1zOGD0AHly+nTGLM8nOtTPz7g5MXfMDB0/kM/2udp5Lyhm3X8mGiT1ZOa4bLZNj5Ms6xFnMJqbf1a5sU7ReLbjxnkm88Nw/6H3HIJ56Zipzh3WsEINPf7CTohLNf/9zI4dPF5L22hZuaXcp4VYTs4aklvm8+xaExWKidf1Y3hnXnU2TruOdcd0lDoUQVRISVxzcdRqchbkcWfYYpjPZtEifSmZuHcIsCpMye56WcC9Si7CaefL9nSwe2YmjOXZOFRQzbe3Z9taNEiI5kVdEidPpKe1rUoqlX/3M+OsuJ8JqIs5mZdnoLpRopNKjKKPY4eQfH+5iyp1tqR8Xgc1qpufoJ9i/+mV69r6VnI4jufmlL/j3wz3L9Jhwx+DkPq1JiXd1p5yffjUrth2gT9sGREdYeGt0F1fJaqu5TMyV7oMhhBBVFRKJQ5jFzCVRim9ef5LiYwf516tLmL4rkrtSU4iwWhiy8KsKi9QWjOhEdq6dPUdzPTX+3VLibSgF8VFWIsPMJEWDRnOmsIS0bk2xmBQmk0nuG4tzCrO4Ci8NfXULAH9rc4Yf336e9l16YP/DeH4946rrUVjs9Bp/Tg3T72rHhKXfkJ1rZ86wVOrHhRNvk+RUCFGzQuJWRYwVLOunY/91F4l9J3JVl2sZ84cmjLvuMrJz7OcopGNi1pAOvJ15kKn9yt6ymD00lZzCYh5a/h35RQ7+vPQb/vDsBm558XMAkuNsruZB8gUuzsHd0TQl3kbBz98yYVQ6MQ1b8vzcRfyac7Z+x7zP9vFyuSJis4amEmX0SZncpxWP3tqGxKgw6kZFSMwJIWpc0F9xcDgcpKUN4/P1H/P8Sy9z56A0IsNMNEuK8hRl8ragLM/u4KVP99IvtSGxERbmp19NfpGDhKgwXvpkr6d400/ZeZ7bF/IsvKgsd0fTRzqaGZDxDM2aX8a/Fr8LVluZeFyWmUV8pIUlo7pQ4nASbjHxfzsO075xXZ79aLen8ug747r7eEZCiFAR1FcctNaMHTuW5cuX8+yzzzJoaDrHcu3YS7QnafB2RWHm3R1QCib0akHG6p30nbGJEQu2kmsvIWP1Dnq1SfZceXg786Dn78mz8OJCfP/99wzpfwdJSclMX7CcT/bl0yI5ukKZ8h4tk3lq9Q4Kihy88PFenli9i/FLvmZsz+YSd0KIWhe0VxwcDif3P/gQr7zyCg9MfJhbh47hrjlfknWygBVju3qShuHdmrLwi/3MT7+a0wXFHM8r4olVO/jm4ClubFOP+elXcyKvqMzCtP+5pQ3vjOtOvM3K03dcxeN9pUCTqBx3PZF9P/3Irb1vJN9p4rUFy1FRCfRpa2Lg3M2eUuf1YsKJibASGWYirWsTYmwWlmVmAa7baa3qx7ByXDdZdCuEqFVBmTg4nZqJj/4vM1/4J9Htb+HWkX/1PI4JVEga+qU2xGxS9J/9ZZnjrNt5lNE9mjNw7mbPvpR4G7Ywi2d1uqxSF5XlrieSNuMjshY9xKncApIGTyEysQFvZx5kUp/WZJ0sIOtkAWMWZ3r+3jvjujF55fee8tDgisPIUnEohBC1JSgTh2kvzOBfzzxJVJueJNwwhqhwS5k1DLM3/MTE3i09SUPdqDDCSvWFcEuJdy1ylH4RojoczysifdYnbJ/zENbC4yT2zyAssZEnHrNz7F5j8FR+MbOHpvLiJ3s8++YMS5U4FMJPXUilyUCsMhl0icOSJUuY/OD92C7rRN2b/4JSpgpln909Jh7vewXgejSuToSF2UNTPa203WsY4qPcz8VLLQZxcU6cPMW3r0yi+NRhnpr3JquO1iHrZAHfHDzFtLW7eeTm1hVicM7QVBKirCzY5EpyR/doTr2YcBpIxUchhI/UeOKglBoGTAA08Get9Vel3rMCC4DLgQPAUK11obfjVMbq1atJS0uja/drcPb+G4dznYDrCsNz/a8q0+nygRtaVii32yo5hmVjulLicGIxm6gXHY7FYiI2oqojEsKlsLCQe4cNpOjITyTd8Xe+zE9mar+WnlLk2bl2oiMsXJ4UXaGxGcC9PS6TZmdCCL9Qo4mDUioWuAvoDMThShJuL/WR4cA6rfUQpVQ/YDTwYlV+1saNGxkwYADt27fng/ff53CB8qxryM61kxwbUaH7ZPkvX4vFRIM6tqr8eCHOqbi4mIEDB/L5ZxuZ8tJc3s9r7rnqteTezphNqkxMelu3IGsZhBD+oqavOPQBFmmtncBJpdQepVRjrfUvxvu9gGHG9kpgKVVIHLZt20bfvn1p2rQpa9asoU6dOGJjtbSkFj7ndDoZOXIkq1atYsaMGdx3372MLNWlVeJSCBFoajpxaAh8Wur1fiAFcCcOWmtd4t5QSjm9HUQpNRrX1QgaNWpU4f3Zs2eTkJDAunXrSExMBKQuv6gdvxebe/bs4d133yUjI4Px48cDcvVA1J7fi08hqsLfFkdqrzu1ngvMBejYsWOFz8yePZsjR45w6aWX1vDwhCjr92KzVatW7Nixg4YNG9b62IT4vfgUvnchT2CAfzyFUdOVIw8CzUq9bgxklXqtlFIW90ZVx2OxWCRpEH6rUaNGuMJbCCECX00nDh8BaUopk7FQskWp9Q0A64G7je2+wObyBxBCCCGE/6jRWxVa69NKqbeBrUAJcL9SqjlwvdZ6Hq6nLBYqpf6E8ThmTY5HCCGEEBenxtc4aK0XAgvL7f7JeK8IGFzTYxBCCCFE9fC3xZFCCCGEOAd/KGettA6shbZKqWzOPs5ZWiJwrJaH4w9k3hUd01rfVJuDgfPGJsh5CjXnmrdPYhPku9MLmXdFlYrPgEsczkUptU1r3dHX46htMu/AEGjjrS4yb/8XSGOtTjLvqqvppyqEEEIIEUQkcRBCCCFEpQVT4jDX1wPwEZl3YAi08VYXmbf/C6SxVieZdxUFzRoHIYQQQtS8YLriIIQQQogaFnCJg1JqmFJqq1Jqi1Kqc7n3rEqpN4z3ViilInw1zppwvrkb77+ilNpg/LneF2OsbkqpEUqpXUqpCo8I+eP5DtX4DMXYhMCKz1CNTQjN+KzR2NRaB8wfIBZ4H1fCEw+8V+79e4HhxnY/YIKvx1xbczc+M9vX46yhuacDN3nZ71fnO1TjM5Rj05ib38dnqMZmZeZufCYo47OmYjPQrjj0ARZprZ1a65PAHqVU41Lv9wLeMLZXAt1qe4A16LxzV0olAkd9Njrf8LfzHarxKbHpnT+d71CNTZD49OaiznegJQ4NMfpcGPYDKaVea611iXsDcNbi2Gra7829M9BHKbXRuPQUXauj8w1/O9+hGp8Sm9750/kO1dgEiU9vLup8B1ricKFC6ZGRrUBnrfW1wJvAn308Hl8ItPMdaOOtKolNl0A634E01osl8XmB5zvQEoeDQLNSrxsDWaVeK6WUxb1B4M3vfM47d631Ua21O2v8EGhei2PzFX8736EanxKb3vnT+Q7V2ASJT28u6nwHWnB8BKQppUxKqVighda6dNOW9cDdxnZfYHNtD7AGnXfuSqmnlFKRxsu+wDZfDLKW+dv5DtX4lNj0zp/Od6jGJkh8enNx59vXqz6rsEp0OJAJfAV0wZUdjjLeCwOWAluAFUCEr8dbi3O/Bvg38CkwB7D4erzVOO90jJXB/n6+QzU+QzU2jfkFRHyGamxWYu5BG581FZtSOVIIIYQQlRZotyqEEEII4UOSOAghhBCi0iRxEEIIIUSlSeIghBBCiEqTxEEIIYQQlSaJgw8opSxKqT/6ehxClCexKfyZP8enUipMKXW5r8dRGyRx8A0LUG3Br5R6wqiz/qVS6uZS+x822qZ+rpS6zNjntZ2qUuoKpdTHRlvZOUY1MRF6fBabxv63lFK7yh3jNuNzXyql/l5dYxMBye/is5S/A5dW19j8mSQOAU4p9V9AXe2qs94LmGTsvxxopbXuBAwFHjP+ynBgnbF/KTDa2D8J6K+17gkcAa6utUmIoFSF2ERrPRD4ttQxTLh6B1yvte4KtFZKtai9WYhgVR3xWepYVwGxWusNtTB0n5PEIfApYC6A1jofyDKuFtwJzDL2/wyYjdrk52qn6sD1pRwFXAL8VlsTEEHrQmPTmyjgZa11kfF6C5BQk4MWIaM64tOd3D4CPFrTA/YX5/zHENXL+A95EVAXV2lTlFKjgcFACXCP1vqAUupDoABoAPwT1xWBcOBmrXVu+eNqrb8p9TPqAae11lopVb6V7CEgmXLtVJVS7uYuTwGrjZ+9VWt9oNomL/yaH8XmIS/HyAHeMY6hcCW6My92ziJw+HN8GoYDVwIfKKUOAOlaa8dFTNnvyRWH2jMKWGTcCtgCJAJdtdbX4aonPsn4XCNgAPA/wCCt9Q3AW8D1lfgZGcDTFzgud83xcbhay3YA/qOU6nuBxxGBy19js7zxwMJg/1IWFfh7fN4J9DRueXxtjCGoSeJQe1oCG43trwAzcI1SagOuWwdJxns/aFeL10PATmPfL0Ak56GUuh94V2vtzorLt5JtgGvtwrnaqTbQWp8xtj8GOlzoBEXA8pfYPN8xuuC6H72mMhMSQcXf4zNHa33M2F4LBP2TFZI41J69QCdjuweu3/TXGFn0TcCbxnulf5uq1G9WSqmbAEe5L9V3gfuM91OM90s4dzvVJKVUjLF9PbC7ctMSQcBfYvNcx2gIDAOerMzPFEHHr+MTSFBKxRnbvfGyeDLYyBqH2jMPWKCUegTYABwFdiml1gM2YHJVDqqUaoXr/t9OpVR/AK11T631bqXUj0qpbbju+400/soCYKFS6k/AAVyrhsF1qe5DpZQD1/290YhQ4S+x6e0YkcB7QDGw3nhK+C9a66D/chYefhufhgxgjVKqAPhaaz29KuMJJNJWWwghhBCVJrcqhBBCCFFpcqsigCil3gTql9s9SGstNReET0lsCn8m8Vm95FaFEEIIISpNblUIIYQQotIkcRBCCCFEpUniIIQQQohKk8RBCCGEEJUmiYMQQgghKk0SByGEEEJU2v8DZuvxL5GB1WcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "facets = sns.pairplot(data=pres.filter(like='dem_'))\n", "facets.map_offdiag(lambda *arg, **kw: plt.plot((0,1),(0,1), color='k'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Show the relationship between the dem two-party vote and the Gini coefficient by county." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "facets = sns.pairplot(x_vars=pres.filter(like='dem_').columns,\n", " y_vars=['gini_2015'], data=pres)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute change in vote between each subsequent election" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "pres['swing_2012'] = pres.eval(\"dem_2012 - dem_2008\")\n", "pres['swing_2016'] = pres.eval(\"dem_2016 - dem_2012\")\n", "pres['swing_full'] = pres.eval(\"dem_2016 - dem_2008\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Negative swing means the Democrat voteshare in 2016 (what Clinton won) is lower than Democrat voteshare in 2008 (what Obama won).\n", "So, counties where swing is negative mean that Obama \"outperformed\" Clinton. \n", "Equivalently, these would be counties where McCain (in 2008) \"beat\" Trump's electoral performance in 2016.\n", "\n", "Positive swing in a county means that Clinton (in 2016) outperformed Obama (in 2008), or where Trump (in 2016) did better than McCain (in 2008). \n", "\n", "The national average swing was around -9% from 2008 to 2016. Further, swing does not directly record who \"won\" the county, only which direction the county \"moved.\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## map the change in vote from 2008 to 2016 alongside the votes in 2008 and 2016:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(3,1,\n", " subplot_kw=dict(aspect='equal', \n", " frameon=False),\n", " figsize=(60,15))\n", "pres.plot('dem_2008', ax=ax[0], cmap='RdYlBu')\n", "pres.plot('swing_full', ax=ax[1], cmap='bwr_r')\n", "pres.plot('dem_2016', ax=ax[2], cmap='RdYlBu')\n", "for i,ax_ in enumerate(ax):\n", " ax_.set_xticks([])\n", " ax_.set_yticks([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build a spatial weights object to model the spatial relationships between US counties" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import libpysal as lp\n", "w = lp.weights.Rook.from_dataframe(pres)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this is just one of many valid solutions. But, all the remaining exercises are predicated on using this weight. If you choose a different weight structure, your results may differ." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Is swing \"contagious?\" Do nearby counties tend to swing together? " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.6930802468425128\n" ] } ], "source": [ "from pysal.explore import esda as esda\n", "np.random.seed(1)\n", "moran = esda.moran.Moran(pres.swing_full, w)\n", "print(moran.I)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visually show the relationship between places' swing and their surrounding swing, like in a scatterplot. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, '$I = 0.693 \\\\ \\\\ (p < 0.001)$')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qvaKDwvwVm3lr1Qr+9Kc/MXPmTMaPH99lH10BLX+lPOw0m3TYqVLZFV25+/fVs+NPP2T4QQfy3sZ/0qtXry77pHv4q0pdNoedKqW6qcihp8YYap/7Lf7WJlrG/xcT73zNcia05ifKX5rtVCllK7ISb9z4As0fvEXpxGvoNWQkNfXNTH9yA7Of2cSeZl9HX8FAr6dTOuswzU+U+/QOQSllq6TYA4Cv/jPqVt5H7+FH0/+4jkQE+PyG+mZfx+I505/YQENre5fjeApE8xPlAb1DUEpZqqyuobGlHRPwU7vsTkAYPOlmROyvI30B6z7Jfn2KtEM5D+gdglLK0vwVm/EFDHvX/JXWT//FoG9fT9GAoUkdq76paxOSyj16h6CU6qKyuoaa+mbavviI+lcfpfiwb9B3dPIjhGL1H+ichdyhAUGpHsJpxRseamra29j17AIKvP0YdMYPLRPXFfBlcjII9hUgwb6FsFjpM3TOQm7RgKBUD2BV8VqNEJo8rrxjqGn9q4/i27WVoRfNorB4YKfjFYrw3RMOomLEoC5BBpyvb6BrKucWDQhK9QBWFW94hBB0vjLfXt9My7a32bvmr/QbeybeQ47rcjy/MTy1roaKEYMsJ5s5rcx1zkJu0U5lpXoAJxVs+Mp8aJ8Au5YtpKhkf0onXhN3+1Tomsq5RQOCUj1AeD5BPDX1zbS8+gD+hl0MPvsWCnrFrphTvZLXNZVzizYZKdUDOE1Z1vT+62xd+TfGX3QdZvTX2F7fbDvzGFK/ktc1lXOLBgSluhmr0UR7bCr0SP7GOmqf+x299jsE/zEX8kaob2D8vJWWAUEgLVfy6UzZrVKjAUGpbsRuGGesq3wIJ667m0BbM2VnT2NH45fpJ+yahQw6NLS70YCgVB6JvPof6PUgEpwFHL4TsBvGWSDBtvnI17yeQnoXFVDf7KNxwwqaP1xL6WnX0WvwcAT4WeXbvPTeTuxam8pTbC7SCWm5R9dDUCpPRF/9R4uu8KNdeuJwXnpvZ5c5Azfes5ztD/6I3sMOY+gld3TkKhKwDQaeQqFvr6IucxgSnfwWHaBSWfJT2XO6HoIGBKXyhN3CM05ZLVDj9/vpO2IMbbu2Mezq31E0IP665aXFHhpb2jslsvN6Crnw2HKeWlfjqJLXRXSyy2lA0CYjpfJEqkM8w/tHXsUH1v+V1pp3KTt7mqNgALC3uR1/1IVks8/Pn9/6xPJ5q1nHOiEtN2lAUCqHRVbeBSJdKtxEFIjw/fve4PUPd2OAts8/ZMcLi+l3xEmUjJlIeyDuIQBsy2D3fE19M+PnrezUfDSsxGt5h6AT0tylE9OUclFldQ3j561k1IxljJ+3stOSlOF29pr6Zgz2Fa5TfmNYHQoG4cR1hcUDKDn9B/Tr7aHU4eS1ZIRHO4Xfn05Iy00aEJRySXSFH11pWo0YgmBiuVTVvfIwvtptlJ11E4XeAdQ3+2jxObxFiCG6ko/U7PMz7fENVFbXMHlcOXMvGEN5iRch2C/Ru6iAqUvWdwmMKns0ICjlkliZPgHbDuSAMaQSElq2bqRh7d/oN+47eA8+FggGmVgjlJwoL/Fy4bHlMQOW35iOoDd5XDmrZ5zGwkvG0uILdFqKMzIwquzRgKCUS2J1rFZW19hW+sNKvEm3tQda9wUT15UeQOmEqzueT7U5ylMoTDxiCE+tq4l7rMigV1ldw7THN8QMjCp7NCAo5ZJYmT7nr9hsOQcgnC7Cqg3eid0v3ou/sZbBZ0+joFcfAAoESryp9R+0+w2PvrnN8V1GOOjNfPpt2wCiI46yTwOCUi6J1bEaK11E1dbdllfV8ezbvJp976xk4NcvpvewLztvAwZEYrf/x5Po/UU46MV6DzriKPs0ICiVpFgjhJyI7lgtL/F2TOKyqwwFePTNbQk38bQ37mb3it/Ta/+vMPAb/9nl9bomH3MvGJPynYKV6KaveEEvchuVXToPQakkpGstYLtMn9PPONwyTUUyLf3GGOpX/Bbja2Hw2dOQwq7/9kLwzqM1zmSEEq+HfW3tndZMjiU8gzk6ZUZ4qU6rjvNCEU1h4RINCEolIdNrAUevEyASbNpJRuBfL7Dvg7WMOvuHBMoOstzGgOVM40gCjB7WnzVb6hydt8TrYfa5o20/D6ugp/mM3JWWJiMRuUxE1orIGhE5Ieo1j4g8FnrtSRHpE3p+uIisCu03Kx3lUCpbMpF6IboJCmD1jNPYMm9S0sHA2/QFu1fez7e+9S1+Pfu/Y/YTxGuGMsDrH+7ulMMolnh3G7GazJQ7Uk5uJyIDgMeA84CBwEPGmPMiXr8W8BljFovIhUC5MeZuEXkA+JUxZrOI/Ba4zxizMda5NLmdyhXpTs5mlf3TUyD061NEfZMvuaaigJ/PHrsVT8NnvPevdzjwwAP5WeXbPPrmtiSOlhxNVpcbnCa3S8cdwlnAw8aYgDGmDnhfREZEvP5NggED4GngGyIiwABjTHig8T3A+Wkoi1JZYTdCaOIRQ5LqaLZqgvIFDHVJBgOAvW8+Sdv2zRRPmELVTqGyuoan1mV3spcOHc0v6ehDOAhYGfF4C3AgsDX02Bhj2sM/iEgAKAN2WOyjVF6wWgs4PDErmY7mdFecrZ99QP3q/6P4iJMp/uqpzH5mE317FyU0VLXQYTI9r6eQPp4C6pq6rsgWa+ioLpCTe9zoVLb6C7P9qxORKcAUgOHDh2eqTEolLHqE0Ph5K5PuaLbL/pmMgK+V2qULKCweyKDTfwBAfbMv5hKa0ZwGA4A+ngImHX0AS9Z80ql/wVMgtkNH0zVKS6VXOpqMPgEOjng8Avg04rGISFH4h9A5a4H9I7YZGbVPB2PMImNMhTGmYsgQZ/nalcoku/kHdlf54fTP0c1HkcdpamvHU5B60jqA+lcexlf7SShxXf+kjpHIPIe6Jh9L1nxCdBeyL2Co2rrbcp94eZyUO9IREJ4DLheRglAH82HGmK0Rr78EfC/08znAmybYk90oIoeFnr8OqExDWZTKqFgZSmM1j9TUN3PzkvWMnfM8ldU1XY5T1+RzPHonluaP19NQ9Tf6f21SR+K6bPAFDH6L8j/25jbLfhRdICc3pRwQjDF7gKeAtcALwC9F5BARuS60yUPAWSKyBrgcuDf0/Bzg/tDzDcaYDamWRalMi3Vl6yS/UH2zj5uXrOeWx9cn1J7vZK2CQEsjtX+/i6JB5ZRMuMrxsTPJgOVVf6w8Tso9aelDMMYsBhZHPf1h6LU24LsW+2wFTknH+ZXKlljNQuFg4aT9PdGbAasO22jBxHW72f+yX1Pg6ZPYCTLI6jOzm5Sm6SrcpTOVlbJgNwImVudv+PlUU0knY997r7Fv00sMHP9deh9wWPwdUiQ4T6NhddVvNUpLRxm5T5PbKRUlVj9BsmmnM6kjcd0BhzLw65dk/HxeTyHfP3G4o0R4sa76IxfIAXS1tBygAUGpKPHyFEWnW3CTMYbav/8G097G4EnWievSrdnnZ+mGHXFTUzhJRRFvGVGVXdpkpHoUJ5Oh4o2AiZx/UFldw81L1me20DE0rl9Oy5Z1DPr2DXjK0je3szz02Uxdst6yaSjenAanKSsynSRQJUbvEFSP4fRq1OkImPDx3OLbXUPdSw/QZ+Q4+o2blJZjFgB3XTK2ozIviLE+sp1EOod1+Glu0YCgegynk6FirWQW73jZYgJ+di1dgBR6KPvOTUgSFbeVADD7mU3B/pInNlh2kMc704XHWq/xYEWHn+YWDQiqx3B6Neo0LbObV7F73nicth3vM+j0H1DUf3Baj13f7GP2M5tsJ8rFG1300ns7HZ/LafBV2aF9CKrHsBsyajcsMpv5hxLRuuPf7Hn9LxQfeSp9j8zMVJ5E8h5Fq6lvprK6xtFdgg4/zS0aEFSPkepkqOgO6ZFl2Q8IAV8ru5YuoLC4hEGn/1dWz52IRBLVOQm+Kju0yUj1GKms0GXVIf36h9aJ2zKp/uWHaN/9KWXfuZnCPv2yfn6nNFFdftI7BNWjJHM1Wlldw7THu3awZns+cvOWahrWPUv/Y8/BO2pcls+eOB0plH/0DkGpGMJ3Bm6ko4jk70hcdyAlp17halmc0pFC+UfvEJSKYc6zm1wbWhpp9wt/xN9Uz/4X/MzVxHUlXo+jDudU+ma0U9k9GhBUt5VqRVNZXeMoy2im7Xv3FZr+9TIDT/o+vQ84NCPncJqsbvSw/qyO03dSKOJ4LoKunJZbNCCobsmuoqnaupuX3tsZM0iEA4kbQ0qjtTfsYvfzf6DXAYcx8OsXZ+w83zhkEP/ctifu3dCbH9XFPZbfGJ5aV0PFiEFxK3VNXZFbNCCobsmuonnszW0dV8LRV6OV1TXMfmZTSmPw0+nLxHU+Bp89DSnIXJbVf+1ooI+nIG5AcNqX4rRS19QVuUUDguqW7CqU6Ooscnhk9BwFtzVWL6Pl42oGnf4DPIMye7Uc3TRm14TkZPGfMCeVeiKTBVXm6Sgj1S0lUqFsj1jtLFf4aj+l7qUH6TPqWPqNPSvr57er8g8eUtwll5FdbiMnvwNNXZFbNCCobsmqoolVceVSE4Xxt7Nr2QKkqBdlZ/04bYnr0uGDL/Z1ChZCsP8h2Uo9lcmCKv20yUh1S1Y5ciYeMYSn1tVYpq7Ipb6DYOK6fzP4vBkU9S9zuzidRN85GODj2mbmXjAm6RFdmroid2hAUN2WXUXz57c+wW9Mx/BIgH1t7dkunqXW7ZvZ8/pf6PvVCfQ94iTXypHImsnb65u1Uu8mtMlI9RiV1TU8ta6mo1M0PDxy9jOb8PndnYkMEPC1sGvZnRT2G8Sgb9/gWjnKS7x8/8ThjteO1g7g7kPvEFSPYTcUNVc6k+tXPUT77hqGXnIHBS4lriuPaO6pGDEo7nyMyL6CbM841hnO6ad3CKrHyKWO42jNW/5Jwz+X0v/Yc/GOHOtaOWrqm7l5yXrG3fY8AKtnnBZzhbRwB7DT5UnTJdvn6yk0IKgeI1ebNvzNDdT+/S48ZQflTOK6uiYfNy9Zz8gZy2z7Ekq8nk6d906WJ02XbJ+vp9CAoHoMq6GouSCYuG4PZWdPo8DT2+3iOBY5GjbbM451hnNmaEBQPUbkmPdcse9fL9P07iuUjP8evff/itvFSUh9xOxmu7uvTN2VZft8PYUGBJVzKqtrGD9vJaNmLGP8vJVpbReePK6c1TNO465Lxrp+t9C+N5S4btjhDDjxIlfLkoxhJd6O31VNfXOXvoZMzjjWGc6ZkVJAEJHhIrJKRNaKyCybbS4Lvb5GRE6IeP6O0L6rROR7qZRDdR+pdhY6DSZu3y0YE6D273dhAu0ZT1yXCV5PIROPGNLxu4LgvIVwUCgt9tC7qICpS9anPaiDznDOFDEprAQlIg8AvzLGbBaR3wL3GWM2Rrw+AHgMOA8YCDxkjDkv9No9xpiEBltXVFSYqqqqpMurcl/4ajNaeYmX1TNOi7lvdMprCFZc8SqKUTE6TjNl77pnqXvxXgad8UP6u5CryMpdl4xl5tMbafYF4m5b4vUAWM7uLi320OILJPx7UJkjIuuMMRXxtkv6DkGCCVYGGGPC3fr3AOdHbXYW8LAxJmCMqQPeF5ERIlIA5MbUUJVTUuksTHbkSUmxx3kB08BX+wn1qx7Ee3AF/Y45M6vnjmXm0xtpcRAMIBgI7FJ91DX5dARQnkqlyagM2BHxeAtwYNQ2BwEfWmxzJHBqqLnoORE5IIVyqG4klc7CZINJNpdLNv52di1dgHj6MCjHEtc1+wIZvVPSEUC5L52dyon8LW0HKowxE4Cfh74sicgUEakSkaqdO3emWESV61LpLEwkmPys8m0Omfl3Rs5YltWkdnteX0LbZx8w6IwfUtRvUNbOmwt0BFDui5u6QkSmA1b/jdOA/SMejwQ+jdrmE+Bg4J+hxyOAZaHmIwCMMWtEZKrd+Y0xi4BFEOxDiFdelVsSTS9glaXUaUqC6WccbtmHMP2MwzuVw+spoMlh00g6tW7fzJ43ltB39ET6Hj4+6+fPpujkeDoCKD/EDQjGmPl2r4lIo4gcZox5H7gOWBy1yXPAIyLyNNAPOMwYs1VEZhLsgN4lIicCHyf9DlTOSnYB9dQyZ35ZDRUIHdlMI8vhRjAItLWwa+kCCvvcL4rVAAAgAElEQVSXuZq4LlsMwYEAmmcov6Sa3G4OwQq/D7DcGLMBQETmAj81xuwRkaeAtQQ7kW8K7VcJPB5qP/0M6P7/IT1QNhdQr6yuYfoTG/AFvgwIAQNL1n7Cso07XE9gV7fqQdrrtrPff/4/Cnr3dbUsyUh0SU0no8JU7kkpIBhjtgKnWDw/M+LnxUTdORhj3gX0r6Wby2Z6gfkrNncKBmE+v+myXnC2NX+0jsbqZfSvOI8+I452tSzJMgSbfaKb4y48ttx20SGVf3Smsoor2ZnD2UwvkKsjWPzNe6ld/hs8ZcMpzZHEdckIT/yKngh2x+QxOkGsG9H1EFRMyfYDQOxO3nQbVuKNmbffDcYYdq/4A/6mvQy9aBZS1Cvj50xkpTOnCqCjD8Dqd66rpXUfGhBUTKn0A6QyYiie6NFLE48YwpI1n1g2G7ll379W0bT5NUpOuZxe+x2SlXNm4t0XFubOXAmVWRoQVEyp9gNk4urR6q7lqXU1XHL8QTz65ra0nitZ7Xt3svuFe+hdfiQDTrjQ7eKkxOc3GRkIoHKPBgQVk11TTLYnGUXeERRYjGxp9vl56b2dlOdA01Ewcd1CCPgpm3RL3iWus5KrfTQqvbRTWcWUC2mGozOgWg1zhGCllQujWxrWPUvL1o2UnnYtntLukZVFZxn3DBoQVEy5kGbYqh/DyrASL5PHleP1uPdn3bZrG3WrHsJ7yHH0O+YM18qRimyua6ByizYZqbgyNYrEaVoLJ80VQrAvYdxtz9Panv2ZyADG76N26QIKenkpOzO3Etc5FZ5b8NJ7O3WWcQ+kAUG5IpHhrHb9GOFZspFDLd2chLZn9V9o+/xDhpz/Uwr7lbpWjkRpigkVpk1GyhWJrF1g14+x4OJjKC/xZn1xGyutNe+y580n6HvUNyk+7BtuF8excIqJLfMmsXrGaRoMejgNCMoViQ5n7V305Z9qabGnox8jF0a/BNpa2LXsTgr7D2bQt6a4XRzHtG9ARdOAoFzhNK1FuGkpcs2CyFW9sr3amZW6lx6gve4zBk+amleJ6742fKDeEahONCAoVzgdzhqvaSmbq51Zaf5wLY3rlzPg+PPpM3yMu4VJ0Osf7U4qR5XqvrRTWbnCaVqLeE1Le7K42lk0f9MeapffjWfwCEpOvtS1ciTLGDo66xPJUaW6Lw0IyjVOhrPGmyntVlK7YOK63+NvbmDoxXOykrgu0zK1VoXKH9pkpHJarKalyuoa6pvaXCnXvk0v0fT+65ScfCm9hh7sShkyIRc66ZV79A5B5bTw1er//PVt9rUF+xKafX6mP7EeF1bCBKB97xfBxHUHfpUBx5/vTiHiEGDhJWO7pB+PR1NU9Gx6h6ByXtXW3R3BIMytYGBMgF3L7gJMTieuG1bidZzyI0yHoSq9Q1AZ5zRFhZ0/v/VJBkuXmIaqZ2jdtpFBZ/4YT8n+bhfH1vQzDmfqkvWOty8t9jDrnNFMHlee8u9L5S8NCCqjYqWoAGeL59hlN822tp1bqXt5Md6vHE+/o7/tdnFimjyunPkrNsfscBfo8rmnskKeyn8aEFRG2c0jmP3MJlrbAzErnvCVai4wfh+7li6goHcxZWf+KC8S14XvEqzCaThlRbRUVshT+U8DgsoouyvUeov5A+FAEb6yzcT6wMmqX/1nfF98xJALfkZh39xOXFfiDc7enjyunKqtu3nszW2dPsdYfQWprpCn8pt2KquMKkzwSrq+2dcRRHIlGLR8+i5733ySvmO+RfGhJ7pdnJg8BcLsc0d3PL5j8hgWXjLW8XoWTlOKqO5J7xDyQD538uVK+3+yAm3N1C5bQOGAIQz6Zm4mrisUIWBMp7+NZP9mpp9xeJehqjr6qOfQgJDj8r2Tz26N49JiDy2+QELDIt1Qt/J+2us/Z7/vzaWgd7HbxenC6ynscsWfyt+M05QiqnvSgJDj8r2Tz+6Kc9Y5o6nauptH39zmYulia/pgDY0bVjDghAvpc9BRbheH0mIPdU2+joWBym0q61T/ZjK1Qp7KfRoQcly+d/LFuuLMlRFEVvxNe6h97m48Q0ZScpL7ieuiRwWFm4SmLlnP/BWbOwUGu7+Nmvpmxs9bqVf+ypYGhBwXL7lbPrC74szVoGaMoXbF7wi0NLLfxbcjRe6uueAplI7cTXOe3dRlmdDoJiG7v5nwutNW+ygFOsoo5zldNyAf5WpQ2/fOSprff4OSky+j19BRbhcHn9/wP399m1seX2+7ZnTkGhFWfzNWQ3jtlixVPVdKAUFEhovIKhFZKyKzbLa5SkTeE5Ezo55fKCJrROR5ERmcSjm6s8njypl7wRjHwwbzRWV1Dfta290uRhftez5n94v30PvA0Qw4brLbxemwr81PIM6ArfAdl9XfjN2ubqQOV7kr1SajWcD1xpjNIvJbETnaGLMxcgNjzIMi0unvUUS+BdQbY44XkeOAmcC0FMvSbXW3Tr7oUTC5Ipi4biEAg8/O3cR1dgZ6v2zaCv+9zHl2U9xKv7K6plv9fankJX2HIMG5+wOMMeF7znsAp7mALwD+AGCMWQsclGw5VP6xy8KZ6CS2dGtYW0nrJ+8w6JtTKBq4n6tlScbeFl/HMpiV1TVMf3KDbRNTpJlPv63LZyogtSajMmBHxOMtwIEO9y0xxuyMeNwmNslhRGSKiFSJSNXOnTutNlF5xq4z2c1JbG07P6bulYfxHnoifcd8y7VypCJgvqzc56/YjM/v7PPUvgQVls5O5Yz8NxtjFhljKowxFUOGDMnEKVSW5VpnsmkPJ67rR9kZN6YlcV2BSzc74co90RFcuTriS2VX3D4EEZkOWA1pmQZEJoQfCXzq8Lx7RGSwMWZXuBzG5HmOA+WY1WQ1N9W/9hi+L7Yw5ML/pbBvSVqOGa8DOJPC8wwS6TDOtSCt3BE3IBhj5tu9JiKNInKYMeZ94DpgscPz/hX4AXCbiIwFtAGzB4mcrOb2KJeWTzex962n6Hf06RR/5QRXy5Iu4Uln05/c4KjZqLsMY1apS3WU0RzgERHpAyw3xmwAEJG5wE/trvqNMc+LyNkishaoA76fYjlUDnGaWK2pzd1hp4HWJmqX3knRwKGUnnatq2WJpbTYQ3GvIkfBU4CJRwzpNMrIqmM5PC/BLv2F6pkkn1pqKioqTFVVldvFUDFYDSmNTsAWHgHjtNMzU2qX303jxhfY7/vz6HPg6Pg7uOSuS8YyeVw54+etdBQUoj9vu/3sFslR3Y+IrDPGVMTbTmcqq7SKlVgtchu3g0HTv9+icePzDDjxQleCQaEIQvDqP9Y/YWmxJ26OomjRn3e+58NS2aMBQaVVrMRq4bHubldE/n311D73WzxDR1FyUvZbKwVYcPExbJk3ieqfn86dl4zF6+n6rxjOChuWSMdv5B2BLnqjnNKAoNIqViVz85L1jJ3zfKcZtdnWkbiutZHBZ09DCrNflm8cMqhTm/3kceW8e/tZ3BVnZTOrHEV2Iif5ded8WCq9NNupSqt4Q0rrm30UujVIH9j39os0//tNSideTa8hIzN2nljrQW/a3mCZhjpeihKrVOJ2fQrRk/x6FxV0/E5Kiz3MOme0diSrLjQgqC5SWbIzvN3NS9bbbuN3aZC+r/4zdv9jEb0POor+GU5cF+sd1jf7qG8OjvxJNA11OGiEf0d2ykN3alad/C2+gIN3oHoibTJSnYQrkJr6ZgxfVliJ5LqZPK6c0mJ31xCIZgJ+asOJ6ybdgkju/Oknmjoi8ndkJbI5yEknv1JheoegOnGy/GK8O4jK6hoaW3IrtfXetZW0frqJsu9MpWjgULeL00UiHe12yQGh67wCHWGkEqEBQXUSrwKxWsB9+pMbmP3MJvY0+xhW4mVXYys+N3M3RGn7Ygv1rz6C97Cv0/eo3Bx3n8iIn1iV+fb65o6r/1irp+kII2Uld+6bVU6wqygKRDruDKKvTn1+Q32zr6OJqbXdvo26tNiDJ4udyh2J6/qkL3FdukWP+KmsrmH8vJWMmrGM8fNWdmmui1WZRzfz6QgjlQgNCKoTu6GNfmNitls7Vdfky+rdQ/2rj+Db+TFlZ91EYfHArJ03EeEmucrqGkd9OE6Gn0Y283XHFfdUZmiTkeokXFFMe3xDl6GLzT4/hSKurluQiJZP3mHvmr/S75gzKT7kOLeLE1NNfTPTn9hAvz5Fln04c57d1PG7iR5+avfbiFxSUwOAckLvEFQXk8eVE7Cp9P3GOJ4c5aZAaxO7li2kqGR/Sk+7xu3iOOILGNsVzuqafJ3uEiaPK2f1jNPYMm9SxxDTaNpPoBKlAUFZsqtMyku8XHhs7l9t7v7HIvx7d1I26RYKenWPinHa4xssh/9qP4FKFw0IypJVJSMEmzb+/NYn7hTKoab332Df2y8y4MSL6HPgkW4XJ23C/TjRQUH7CVS6aB+CshS9iE1kKoZc7kPw76uj9rnf0mu/QygZ/123i5Ow0mIPxtAxkzlas8/PtMc3MHXJekpC24aH++q6BipVeoegbIXbqctLvJlZMDvNjDHUPvdbAm3NlE26xZXEdfEUewo6JZ6L5CkUZp0zmtnnjo7ZT+M3BkOwXyFyuG+iM8qViqZ3CCouJ7NaPYWCp0BocjFPTuPGF2j+YA2lp11LryEjXCuHncICwec3ne6wYq1cZjXSK5boGeVKJUoDgorLyYLtPr8h4GLONF/9Z9StvI/ew4+mf8W5aT12AdDHU5BSsLNrCgoHg+iVy8KVeqzMsVY0JYVKhQaEHiY827imvrljTkG8dXXjpbQOc6tvwQT81C69ExAGT7o57YnrAkBre+LvTYAt8yZ1PB41Y5nldnaVePR8gwIHc0B0qKlKhQaEHiQ6D1G4crFLwRyZxG6g15PQlWo27V3zNK01/6Js0i0UDchM4rpkgl043Uf4M00mr1DkpDKrVNaRdKipSpV2KvcgsbJkRqdEjk6hUN/sI/eyAEHb5x9R/+pjFB8+nr6jJ7pdnE78xnDzkvWMu+35tOQVih5eWlrsocTr0aGmKm30DsFlqSxGk6h47cuRr1sFj1wbaWTa29i1dAGF3v4MOuOHOZm4DoKjgWY+/TZzLxjD3AvGpPT71jQUKpM0ILjIKpV0IqtnJSpe53Bk00U+dE7Wv/IIvl1bGXrRbAq9A9wuTkzhO7DVM07TCl3lLG0yclG2V7OKlSUzPAt57JznGXfb8zl3NxCtZdvb7F1bSb+xZ+E9pMLt4jhSU99smc5aqVyhdwguSvdqVvGan6JnH4dHGUXOQrabIZtLAq372LXsTopK96d0onuJ60Qg0b7mcFZTyMxdoFKp0DsEF9mNLklm6KDTtZDDs48/njeJD+d+J29mIUfa/eIi/A21DJ40jYJefVwpQ2mxh4UXj7W84/LE+a/yBQyzn9mUoZIplTwNCC5KZ5bKZJuf8qGvIFLT5tfZ984/GHjif9C7/AhXyuD1FDLrnNGWSeXuumQs//5/k7jrkrG2aakhP+7EVM+jTUYuip54lMooo2Sbn5zMQs4V/sY6alf8jl77HcJAlxLXRU/isxv1E35+pM1kNKVyUUoBQUSGAw8DfYGlxpg5FttcBfw3cLMx5rmI5+8ATgo9XGSM+b9UypKv0jWMMNFJT5EzliP7EKJ5PYU5MSEtmLjuboyvhbKzpyGF6buWKfF62NfWjs8fu/FMIOGAXVrssVz0prQ49xLvKZVqk9Es4HpjzHHAYBE5OnoDY8yDwDyLfQcbYyaEvnpkMEinRJqfIvsbIBgMwiP4S7weSos7T3aK1fSRLY0bVtD84VpKTr2CXoOHp/XYfXsXxQ0GEPycEh0BNuuc0XgKO8+PCGc1VSrXJH2ZJcFZQAOMMeH/kHuAi4CNDvYtANqTPbfqKpHmJ7tJZ1ZJ1sJuXrI+7WV2yle3g7qV99NnxDH0P/actB5bSKwfxW5buxFe6WwWVCrTUrnvLgN2RDzeAhzocN8jgVNFZBXQAlxljNlhtaGITAGmAAwfnt4rw+7GrvkpurKy6zPIxQ7mYOK6BVBQSNl30p+4LhwInfajGGD8vJUdd15WzW7REwx1drHKF+n870pk9OJ2oMIYMwH4eejL+qDGLDLGVBhjKoYMGZJiEXseq+GodgkerPobwvu7Ze9bT9G6/T0GffsGigak//cf7iSObtaJpaa+mZuXrOfmJes7NbtFavb5mfOsDi1V+SVuQBCR6SJyf/QX4AP2j9h0JPCpk5MaY+qMMa2hn9cAJYkXXTlh1zwUXf2FZypHz6Sd8+wm1zqV2z7/kPrXHqP4iJPp+9UJGTlHU1s7T1Rtc9SHkKi6Jp/OSlZ5JW6TkTFmvt1rItIoIocZY94HrgMWOzmpiMwE7jPG7BKRE4GPHZZXJciuGSiyqcSuuQOwHCGTDaa9jV3PLqCweCCDTv9BxhLX1TX5WP3h7owcG9AVzFReSbXJaA5wv4isARqMMRsARGSuxP4PrgQeF5GVwI+BuSmWQ9mwG3Ya7kAu8Xosmzvmr9icsZxKTtS9vBhf7TbKzrqJQm9/18qRqlzsl1HKTkqDuY0xW4FTLJ6fGfX4oajH7wLWw1lUWlmtdhaZyM5uxqybFVnz1g00VP2NfuMm4T34WNfKkQ66gpnKJ5q6opuLTK8AOE5kN6zE60plFmhppHbZXRSVDqN0wlVZP7+VEq+HS0+MPcKtb69CPAWdb4p1BTOVbzQg9ADhhHaJJLKbeMQQVyqz3S/ei7+xlsFnu5e4Llrf3kXcMXmM7ezivr0K2XTbmcz/j2M65TXSFcxUvtFcRj1IIs1AT62roWLEIPr2KmRfW3ZGGe177zX2bXqJgd/4Lr2H5c6Vdfhzm3XOaKY/uaHTiCRPofCL88cAupqZyn8aELohu1mziSSya/b5mfb4BnoXZWdZyvbG3exe8Xt67X8oA79xSVbO6VS46UxnHavuTgNCNxNrWc6JRwzhsTe3dWo2KgACNsfyG0OTL/OrJRhjqF3+G0x7K4PPviWtievSITw/IzodBQQ/7/HzVmqAUN1Cbv3nqZTZrYsw59lNtPgCnYKBAN4sNgnZaVy/nJaP1lH6revxlB3kalnsWK13ne01sZXKNO1U7mbs+gnqmnyWM5bdDga+3TXUvfQAfUaOo//XJrlalniiFxzK9prYSmWaBoRuJp/GvZuAn13L7kQKiij7zk1pT1yXCZEBN91rYivlttz/D1QJsVoXIVftefMJ2rZvZtDpP6Co/2C3i+NIZMBN55rYSuUCDQh5JtyJOWrGsi6J6KDzRLTsjA9KTutnH7Bn9Z8pPvIU+n71VLeL40j0RLN0romtVC7QTuU84rQTM3IkzPh5K3NuzeSAr5XapaHEdd/+L7eL0yHWUqKFIp0mmoWH9jb7/BSK4Demy3rLSuUbvUPII4l2YlZW17CvNfcWpqt/eTG+2k8o+87UnEpcV1QoFFjcVnkKhAUXH9NldFE40PqN6bgz0GCg8pneIThkN9krmxLpxIy+m8gVzR+vp2HdM/T/2tl4R43L2nlLiz0U9yqKebfk85uO9BThtN8lXg+zzx3d6XdtF5inPb4B0CGnKnlu1zMaEBzIlfHmdjONrToxrSottwVaGqn9+10UDTqQkglXZu28Xk8hs84JVuqV1TVMe2ID/oB141B9k48t87oOf438R7VrVvIbo/MQVNJyoZ7RJiMHcmW8eSKdmLk49HH3C/fgb9zN4LNvocCTvcR1kW3/c57dZBsMIPYyojUxgkGYzkNQycqFekbvEBzIlfHmieTSSSRvUTbse/dV9v1rFQPHf4/eBxyWtfOWl3g7tf3HWgHOLrgmereVzN+F200Fyn25UM9oQHAgkaaaTHOaUdNqYZxYeYsyqb2hlt3P/55eBxzKwK9fnNVzR1bwsa60okcRRUr0HzLRv4tcaCpQ7suFekabjBzIx/Hm0fMRSrweCguzPzPhy8R1PgZPmpbWxHV9exV2LPxjZ/Yzm6isrqGyuibmHVPkKKJodv+QViOSkvm7yIWmAuW+XKhnNCA4EF255sviJ+GFcbbMm0Tf3kWd8vhnS2P132nZ8k9KJ16Fp+zAtB47nIfp0hOH287Orm/2ccuS9Ux/coPtcUq8npi/S7vZ39FdESVeT1J/F7nQVKDclwv1jDYZOZTvi5+4UbkEE9f9iT6jvka/cZlJXFdT38xT62q48Nhy/vzWJ/hN16AXAAI2wdDrKWT2uaNjniO676YgNBEtWt/eRUn9jeRCU4HKDW7XMz0yIPS0DrzK6hrbSixTTMDPrqULkCIPZWfdhEjmmquafX6WbdyR1PtzegUW+Y86asYyy22SDbpW/T253iSpuqceFxB6Wgde+P1mMxgA7Hnjcdp2vM/gc2+lqH9Zxs8Xa/SQncgRSGFOLhbSfUWvK7GpXNHjAkKsDrzu+A/oxgS11h3vBxPXffVU+h55SlbP7ZTVFbjTi4VMXNG73VSgFPTAgNBdO/Dsrmyz/b4CvhZ2Lb2Twr6lOZW4LpKIdVNRrJQUU5es73Llrlf0qrvpcQGhO3bgxbqyzfYEtfqXF9O++1OGXnIHhX36Ze28ibAbVWQXPMPNbdF3DBoAVHfT44ad5sJY33SL1QyWzQVzmrdU07DuWfofew7ekWOzcs5k1Nv0Nzi5KND5Aao763EBIRfG+qZbrGaw8PstjDPKJ97r8fgjE9edemVKx0qEx2p2WBx2Fb/T4JnvzYtK2elxTUbg/HY/X4anDvR6qG/uetU70BtM5Tx5XDk3L1lvu7/XU8iFx5bz2Jvb4iZvs7P7+T/ib6pn/wt+RoGnt+12IhBvwJNAx+c9f8Vm2yavS08cTsWIQR2/o4FeD23tfpp89gk6Yt0NRvYNxGpmy+fmRaViSSkgiMhw4GGgL7DUGDMn6nUB/ggcETrXVGPM2tBrC4HxQD3wPWPMrlTKkm75NDzV7uI+/Hz0MpvRwndIyzbuSGr45r5/vUzTuy8z8KTv0/uAQ+3LSfxgAHRKPz01RiC7Y/IY4MvfR/h3ZnlecLSiWfhiwW6lOYG8bl5UKpZUm4xmAdcbY44DBovI0VGvnwf82xgzAbggtD0i8i2g3hhzPPA/wMwUy5F2+ZRfxq5NvL7JR2V1Tcy0DfBlhWp3nFjaG3ax+/k/0OuAw2Mmrou1PGWkQpFOAawktGCNlbFznu+0rd0Q22ElXj6eN4nVM05zHMztmoUMuXdBoFS6JH2HELr6H2CMCdeQ9wAXARsjNmsA/gJgjPlCRBpCz3cEB2PMWhGZnmw5MiWfhqfGGjk1f8XmuDmMxs55nj3NvoRnMxsToPbvv8EE2hl89i1IgX37u9OjhheZqdq6m5fe2xnzjqW+2dfpri2Z35lds6DdZxovmZ5S+SyVO4QyYEfE4y1Ap+xlxph/GGNqAETkKCAcPEqMMTsjNm0Tm9wGIjJFRKpEpGrnzp1Wm2SEXTtxLrYf23WG7mttdzTktL7Zh4GEZzM3/HMZLR9XUzrxGjyD7K+ay0u8CXVaN/v8PPbmNkdlj7xrS/R3Fr3wTbhZsLK6pluORlMqnnSOMrKtTUTEA8wAfp3wQY1ZZIypMMZUDBkyJJXyJSSfKoTwSKLSqOYVq47mdPHVfkr9qofoM+pY+o09y3Y7T4Ew/YzDEw42iWwdvgNI9HcWb9Z6dxuNplQ8cZuMQs05Vv9R04D9Ix6PBD61OcztwK+NMY2hx3tEZHBER3KRMVlOthNHvs1GnTyunPkrNifVKZwo429n17IFSFEvyr7zZeI6T6HgD5jOaaFDNwblNk0whWlIuhe+A0j0dxaviUknn6meJm5AMMbMt3tNRBpF5DBjzPvAdcBii22uAd4yxkQOF/kr8APgNhEZC8QeBuOSfKsQstW/seeNJbTt+DeDz5tBUb9BHc9b9VX4/KZjgtz0Jzbgi4gWngLhkuMP4ql1NZ2u1J12QEPwDmDiEUMYP29lwoG7O85aVyoVqTYZzQHuF5E1QIMxZgOAiMyVoFOBXwI3icgqEQl3MD9PcFTSWuBXwLwUy6FwXpGF2/OTmNNF6/bN7Hl9CX1HT6TvESc52qcjUEWfT6BixKBOTTOlxR6KbP4qLz1xOHddMrZTM86Fx5bz1Loay36AePKpWVCpbJAca6mJqaKiwlRVVbldjJwVPXciWnmJl9UzTuvYNtZkNSsBXws7HroJ42tl2NW/o8BhrqLwyBzLcf0CA/t42NPso6TYQ2NLe6e7CLvyh9nNF7Da1kq+TD5UKhUiss4YUxFvux6XuqI7C3eElni7jt2PvPK1m8AVT/2qB2nfXcOI86dTNqi0y+ueQumSSiJ8Xttx/ebLUU51TT7bYADWTWKpDA/WYKBUZxoQupnJ48qZfe7oTiOOItf6rayuYdrjGxJeI6H5o3U0/HMZAyrOw3/AaIp7FXHpicM7Nd/Mv+gY5v/HMZYjc9LRLm91jGSHB8cacqpUT9Ujcxl1J9FXuROPGNKlk7a1PdCxrZPV06JH/vibG6hd/hs8ZQcx8JTLgS/XMo4cihnrittqUZlE2LXtJ7tYTU9bKEkpJzQg5JBEmzCs8i09+ua2LttFTt6KVyGHE92Fg4oxht3P/wF/0x6GXPjzTonrIivQeLmfwu9j2uMbEh5mWlrsYdY5oy0/i2SHB+fTTHSlskWbjHJEMk0YiSyPub2+OW5lF25aumPymI6+iKZ3X6bpvVcpGf89eu//Fcvj2pWl2edn9jObOh5PHlfOgouPiZli2lMolHg9HU1Od10yluqfnx43Id3qGaex8JLgGgxTl6xn/LyVMT+7fJqJrlS26B1CmiXbUZlME0YiV7PDYoz0KRRhwcXHdGn62fX5DnY//0d6DzuCASdeFPO4dmWpbw4m2Asfe/K4cqq27ubPb32C3xgKBHoXFdDiC6TUsZtodtpMrIusVL7TgJBGqaTMtsvbE6vSd7o8ZmRFZ1UJRnY4z35mU3DUjwlQ+/eFmICfMpvEdZ4CoUMoU88AAA9sSURBVKmtnVEzlsVMjBcZ1Cqra3hqXU3HtsFBRcLCS8am1HafaEDNt5noSmWDBoQ0SrajsrK6xnZ2bqwmDCcdtYUiXXLwWFWC0cGsYd1SWrZuYNAZP8RTOszy2AHoSJURq18gMqhlqjM3mT6BfJuJrlSmaUBIo2Q7Kuev2GwZDOItxhK9wld0UIm8+o/cx6oSjKyofbs+of7lh/AeXEG/Y860Pb8/xpyBSJFBLVOduZqGQqnUaadyGiXbUZnKYizhDtWP501i4SVjO80/6G2XAyJGGToS13n6UHbWl4nrkhXdLp+pzlxNQ6FU6jQgpJFVpeQpFPa1BtvZ7Ua+2FWGySzG0hKxnnB4ARknk63CZdjz+l9o++wDys64kcJ+wdnIyYYEAS48tvMdSayKu7K6hvHzVsb8rOxoumqlUqdNRmkU3VEZzs0TXpfArpM5XSNeUmmfn37G4dx89+PseeNx+h51GsWHfwMIzgGYdPQBXSa7eQoExDrDaZgBXnqv86JGdp25QMprWGufgFKp0YCQZpGV0vh5K7usT2BVQadrxEsq7fPfPqyEtn/cTa+Bgyn71vVdFqSvGDHIshIPP2cXFqzObVVxj5+3UmcOK+UyDQgZlEgFnY6r21Q6VqdPn85nn25l5cqVTJgwwXH5IoNfKp26mehs1uR1SiVG+xAyKNuzYZPtWF2+fDl//OMfmTp1qmUwyOS5w9L9WWnyOqUSpwEhg7I98iWZjtXa2lquvvpqRo8ezS9+8YusnjtSuj+rWP0pSilr2mSUQenqG0ik6SORpidjDDfccAO1tbUsX76cPn36JFSuVM5ttS+kb+awJq9TKnEaEDIs1b6BVNJhxDrm/BWbeX/139m19EkuvXEGY8eOTbqM6ZLOUUI6UU2pxGmTkcvijb1Pd9NHOMBs3baV2hfuoXf5kawdcJJt23oqcwPcpBPVlEqc3iG4yOrqf/qTG5j9zCb2NPtiJq9Ltulj/orNNLX52LXsLgj4KZt0Cy1+LId3ZuLuJFs0eZ1SidOA4CKrq3+f33SayJZM0rtYttc301D1LK3bNjLozB/hKT2g43kn5cunuQE6UU2pxGiTkYucXOUbuqaOSKXpo6T1c+pefgjvV46n39GndzxvFWC0Y1apnkUDgoucXuUbSEuOnra2NvY+t5DC3l7KzvxRR+I6uwCjq4op1bNok5GLnC48X17iZfWM01I+32233cZH773Df//6Pl71DYvbtq6riinVs2hAcJFdMjxfxDoD6aqA33jjDebOncuVV17JvGnXJlU+7ZhVqnsTE2Olq1xTUVFhqqqq3C5GRmUi/05jYyNjx46lvb2djRs3MmDAgDSVVimVD0RknTGmIt52eoeQYzIxMuYnP/kJH330ES+99JIGA6WULe1U7uaWLVvGvffey7Rp0zj11FPdLo5SKoel1GQkIsOBh4G+wFJjzJyo1wX4I3AEwbuRqcaYtaHX7gBOCm26yBjzf/HO1xOajNJp165dHHXUUQwdOpS1a9fSu3fvjtc0NbRSPUe2moxmAdcbYzaLyG9F5GhjzMaI188D/m2MuUFEhgJ/As4OvTbYGDMhxfMrG8YYrr/+enbv3s2KFSu6BIN8nYGslMqcpJuMQlf/A4wx4aQ69wDnR23WAPwFwBjzRegxIlIAtCd7bhXfI488wtNPP83tt9/OMccc0+k1TQ2tlLKSSh9CGbAj4vEW4MDIDYwx/zDG1ACIyFFAuMY5EjhVRFaJyHMicoDdSURkiohUiUjVzp077TZTEbZu3cqPfvQjTjrpJH7yk590eV1nICulrKSzU9m2M0JEPMAM4Nehp7YDFaEmo5+HvqwPaswiY0yFMaZiyJAhaSxu9xQIBLjyyisJBAI8/PDDFBYWdtlGZyArpazE7UMQkemA1cyoacD+EY9HAp/aHOZ24NfGmEYAY0xd+AVjzBoRmeq0wCq2u+66i1WrVvHAAw8watQoy210BrJSykrcgGCMmW/3mog0ishhxpj3geuAxRbbXAO8ZYxZH/HcTOA+Y8wuETkR+DiZwndXyY4Aeuedd/jpT3/Kueeey1VXXWW7nc5AVkpZSXXY6QjgEaAPsNwYMyv0/Fzgp8ApwFPAO6FdPjPG/KeIHAn8PvwccIMxZm+88/WEYafRI4AgePUeL6FdW1sbxx9/PNu3b+edd95h6NCh2SiuUioPZGXYqTFmK8FKP/r5maEfXwYGW7z+LpB6trZuKNk1CGbPns2GDRuorKzUYKCUSorOVM4xyYwAWr16Nb/85S+5+uqrOe+88zJVNKVUN6cBIcckOgKooaGByy+/nBEjRnDXXXdlsmhKqW5OA0KOSXRx+GnTprFlyxYWL15M//79s1FEpVQ3pdlOc0wiI4CeffZZ7rvvPm699VZOPvnkbBdVKdXN6HoIeWrnzp0cddRR7L///qxZs6ZTriKllIqk6yF0Y8YYpkyZQn19PS+++KIGA6VUWmhAyEOLFy+msrKS+fPnM2bMGLeLo5TqJrRTOc98/PHH/PjHP+aUU05h6lTN+KGUSh8NCHnE7/dzxRVXAMG7BKvEdUoplSxtMsojCxcu5JVXXuHBBx9k5MiRbhdHKdXN6B1CnvjN4y9y64yfUnzoiSzacRCV1TVuF0kp1c1oQMgDT7z1Ef/9oylI774MOvNHbN/Twsyn39agoJRKKw0IeWDqf/8PrV9soeysH1NYPBDQJS+VUumnASHHvfrqq9S8vIR+R59O8VeO7/SaLnmplEonDQg5rKGhgSuuuILeg/an9LRru7yuS14qpdJJA0IOmzp1Klu3bmXWr/9A336dE9fpkpdKqXTTgJCj/va3v/HAAw9w6623MvOqycy9YAzlJV4EKC/xxl1BTSmlEqXJ7XLQF198wVFHHcWwYcNYs2YNvXr1crtISqk8psnt8pQxhuuuu449e/awcuVKDQZKqazRgJBjHnzwQZ555hkWLFjAUUcd5XZxlFI9iPYh5JAtW7Zw0003MWHCBG6++Wa3i6OU6mE0IOQIv9/P5ZdfTkFBAQ899BAFBfqrUUpllzYZ5YgFCxbw2muvsXjxYkaMGOF2cZRSPZBehuaADRs28LOf/YwLLriAyy67zO3iKKV6KA0ILmttbeWyyy5j0KBB3HvvvYiI20VSSvVQ2mTksv/93//l7bffZunSpQwePNjt4iilejC9Q3DRyy+/zK9//WumTJnCpEmT3C6OUqqH04Dgkr1793LFFVdw8MEHs2DBAreLo5RSqQUEERkuIqtEZK2IzLLZZoaIvCoiq0Xk9IjnF4rIGhF5XkR6XFvJTTfdxCeffMIjjzxCv3793C6OUkqlfIcwC7jeGHMcMFhEjo58UUQGAGXGmJOBbwI3hZ7/FlBvjDke+B9gZorlyCuVlZU89NBDzJw5k69//etuF0cppYAUAoIEh8MMMMaEl+26Bzg/chtjzF5jzPTQQy9QH/r5AuAPoW3WAgclW4588/nnn3Pdddcxbtw4fv7zn7tdHKWU6pDKHUIZsCPi8RbgQKsNReRq4G3g/4WeKjHG7IzYpE1sxluKyBQRqRKRqp07d1ptklduv/12GhoaePTRRzVxnVIqp6SzU9k2j7Yx5k/A8STRNGSMWWSMqTDGVAwZMiSV8uWEX/3qVyxfvpyvfvWrbhdFKaU6iTsPQUSmA1ZLc00D9o94PBL4NGrfQ4C9xpidxpjtIlIYuhPYIyKDjTG7wuUw+bQwQwqKi4uZOHGi28VQSqku4gYEY8x8u9dEpFFEDjPGvA9cByyO2uQrwFjglyLiJdjnYETkr8APgNtEZCxQk/Q7UEoplRapNhnNAe4XkTVAgzFmA4CIzBURMcasAIaLyCrgOWAegDHmeYKjktYCvwo/r5RSyj26hKZSSnVzTpfQ1JnKSimlAA0ISimlQjQgKKWUAjQgKKWUCtGAoJRSCtCAoJRSKkQDglJKKUADglJKqRANCEoppYA8m6ksIjuBrW6XIw0GA7vibpU/utP70feSu7rT+8n2exlhjImbLjqvAkJ3ISJVTqaR54vu9H70veSu7vR+cvW9aJORUkopQAOCUkqpEA0I7ljkdgHSrDu9H30vuas7vZ+cfC/ah6CUUgrQOwSllFIhGhCUUkoBGhCyRkSGi8gqEVkrIrNstpkhIq+KyGoROT3bZXQq3nuRoHtC27wmIse5UU6nHP5urhKR90TkzGyXzwkRuSxU/jUickLUax4ReSz02pMi0setcjoR672EXl8iIu+5UbZExfm9HCYiL4jIy6H31NutcnYwxuhXFr6AB4DDQz//Fjg66vUBwPzQz32AZW6XOYX3MhmYFvp5KLDU7TKn8n4itrsSONPt8lqUawDwLMELvFLgb1GvXwtcEfr5QuDHbpc52fcSsd1f3C5rGn4vfwYOCv18HXCd22XWO4QsEBEBBhhjNoeeugc4P3IbY8xeY8z00EMvUJ/FIjrm5L0ADcBfAIwxX4Qe5ySH7yfXnQU8bIwJGGPqgPfl/7dz/6BNhHEYx78P1kFwy+KgVqzUxUEcHBx0cHJwFwcRS+eCIugogrbY0UUQsYrg0m5Ci4iOVkEUJwVxqH8GJ7Vj9eeQt3iEJHcx8e7SPp/pjvcCz0Mbfu8dR6TRzPpx4EE6XgCOlB2wB3ldhklel8WIWEnHy0Cj9IQtPBDK0QC+Zs4/AjvbXSjpHPAWuFZCrn+R2yUinkTEZwBJB4B31Ffhv02N7QI+ZM5bO0RErK0fAL9LzNarvC7DpGuXiJjLrJ2iOawr5YFQjY7v+kbEHeAwcLm8OH3p2EXSVuASMFtenL5thvewN0PHoSHpEPArIt5XnWWk6gAbiaSLwP42SxeAHZnzPcCnls+OAT8i4ltEfJG0RZLSjq50/XTJuArMRsTqYNP1bkB96moF2Au8SuejwKPMuiSNRMRaekRW541gXpdhkttFUgOYAibKjdaeB8IARcSNTmuSViWNp13AJDDXcsk+4CAwI2kbzefale3k+uyCpAlgOSJe/8eYhfXbp+YWgfuSFoDtwHhEZH8V+ClwGrgHnASelx+xsLwuw6Rrl3QHPQ2cX3+kV7U67xQ2mivAbUkvgJ8R8QZA0vV0J7AE7Jb0jOY/0nR1UXN17SLpGDADTKXXOR9WGbaArn2qjZYvIr4D88BL4DHNTcWYpMl0yV3gROp3BrhVSdACCnQZGgW63ASOAvPpe3K2mqR/+acrzMwM8B2CmZklHghmZgZ4IJiZWeKBYGZmgAeCmZklHghmZgZ4IJiZWeKBYGZmAPwBmFUTjgeIgwMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(6,6))\n", "plt.scatter(pres.swing_full, lp.weights.lag_spatial(w, pres.swing_full))\n", "plt.plot((-.3,.1),(-.3,.1), color='k')\n", "plt.title('$I = {:.3f} \\ \\ (p < {:.3f})$'.format(moran.I,moran.p_sim))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Are there any outliers or clusters in swing using a Local Moran's $I$?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "41" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(11)\n", "lmos = esda.moran.Moran_Local(pres.swing_full, w, \n", " permutations=70000) #min for a bonf. bound\n", "(lmos.p_sim <= (.05/len(pres))).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Where are these outliers or clusters?" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(10,4))\n", "ax = plt.gca()\n", "ax.set_aspect('equal')\n", "is_weird = lmos.p_sim <= (.05/len(pres))\n", "pres.plot(color='lightgrey', ax=ax)\n", "pres.assign(quads=lmos.q)[is_weird].plot('quads', \n", " legend=True, \n", " k=4, categorical=True,\n", " cmap='bwr_r', ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Can you focus the map in on the regions which are outliers?" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(300221.12947796297, 1721965.997477191, 1183473.8523896334, 2010122.0749399317)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = plt.figure(figsize=(10,4))\n", "ax = plt.gca()\n", "ax.set_aspect('equal')\n", "is_weird = lmos.p_sim <= (.05/len(pres))\n", "pres.assign(quads=lmos.q)[is_weird].plot('quads', \n", " legend=True,\n", " k=4, categorical='True',\n", " cmap='bwr_r', ax=ax)\n", "bounds = ax.axis()\n", "pres.plot(color='lightgrey', ax=ax, zorder=-1)\n", "ax.axis(bounds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group 3 moves surprisingly strongly from Obama to Trump relative to its surroundings, and group 1 moves strongly from Obama to Hilary relative to its surroundings.\n", "\n", "Group 4 moves surprisingly away from Trump while its area moves towards Trump. Group 2 moves surprisingly towards Trump while its area moves towards Hilary. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Relaxing the significance a bit, where do we see significant spatial outliers?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namestate_namedem_2008dem_2016local_scorepvalquad
2700WashingtonOhio0.0678100.282640-5.9925200.0002294
298MonroeIndiana0.6624790.624804-1.0690710.0005864
441San JuanUtah0.4770020.355410-0.4325910.0008432
172Eau ClaireWisconsin0.6126240.539251-0.3293360.0003864
1112SangamonIllinois0.5221640.449798-0.3032920.0008434
2746MonongaliaWest Virginia0.5195680.443524-0.2994150.0003434
2920CabellWest Virginia0.4486430.365252-0.1340280.0008294
2648TippecanoeIndiana0.5588660.469750-0.0243660.0000574
\n", "
" ], "text/plain": [ " name state_name dem_2008 dem_2016 local_score pval \\\n", "2700 Washington Ohio 0.067810 0.282640 -5.992520 0.000229 \n", "298 Monroe Indiana 0.662479 0.624804 -1.069071 0.000586 \n", "441 San Juan Utah 0.477002 0.355410 -0.432591 0.000843 \n", "172 Eau Claire Wisconsin 0.612624 0.539251 -0.329336 0.000386 \n", "1112 Sangamon Illinois 0.522164 0.449798 -0.303292 0.000843 \n", "2746 Monongalia West Virginia 0.519568 0.443524 -0.299415 0.000343 \n", "2920 Cabell West Virginia 0.448643 0.365252 -0.134028 0.000829 \n", "2648 Tippecanoe Indiana 0.558866 0.469750 -0.024366 0.000057 \n", "\n", " quad \n", "2700 4 \n", "298 4 \n", "441 2 \n", "172 4 \n", "1112 4 \n", "2746 4 \n", "2920 4 \n", "2648 4 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pres.assign(local_score = lmos.Is, \n", " pval = lmos.p_sim,\n", " quad = lmos.q)\\\n", " .sort_values('local_score')\\\n", " .query('pval < 1e-3 & local_score < 0')[['name','state_name','dem_2008','dem_2016',\n", " 'local_score','pval', 'quad']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "mainly in ohio, indiana, and west virginia" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What about when comparing the voting behavior from 2012 to 2016?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namestate_namedem_2008dem_2016local_scorepvalquad
172Eau ClaireWisconsin0.6126240.539251-0.6800280.0005574
665LakeCalifornia0.5992170.520347-0.1752330.0004712
58CarbonUtah0.4587910.248662-0.1587470.0004002
1239McDonoughIllinois0.5283530.437391-0.1538260.0000144
3058OhioWest Virginia0.4455330.329845-0.1078860.0006434
\n", "
" ], "text/plain": [ " name state_name dem_2008 dem_2016 local_score pval \\\n", "172 Eau Claire Wisconsin 0.612624 0.539251 -0.680028 0.000557 \n", "665 Lake California 0.599217 0.520347 -0.175233 0.000471 \n", "58 Carbon Utah 0.458791 0.248662 -0.158747 0.000400 \n", "1239 McDonough Illinois 0.528353 0.437391 -0.153826 0.000014 \n", "3058 Ohio West Virginia 0.445533 0.329845 -0.107886 0.000643 \n", "\n", " quad \n", "172 4 \n", "665 2 \n", "58 2 \n", "1239 4 \n", "3058 4 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(21)\n", "lmos16 = esda.moran.Moran_Local(pres.swing_2016, w, \n", " permutations=70000) #min for a bonf. bound\n", "(lmos16.p_sim <= (.05/len(pres))).sum()\n", "pres.assign(local_score = lmos16.Is, \n", " pval = lmos16.p_sim,\n", " quad = lmos16.q)\\\n", " .sort_values('local_score')\\\n", " .query('pval < 1e-3 & local_score < 0')[['name','state_name','dem_2008','dem_2016',\n", " 'local_score','pval', 'quad']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### What is the relationship between the Gini coefficient and partisan swing?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(pres.gini_2015,\n", " pres.swing_full)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hillary tended to do better than Obama in counties with higher income inequality.\n", "In contrast, Trump fared better in counties with lower income inequality. \n", "If you're further interested in the sometimes-counterintuitive relationship between income, voting, & geographic context, check out Gelman's [Red State, Blue State](https://www.amazon.com/Red-State-Blue-Rich-Poor/dp/0691143935). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find 8 geographical regions in the US two-party vote since 2008" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "from sklearn import cluster" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AgglomerativeClustering(affinity='euclidean', compute_full_tree='auto',\n", " connectivity=<3082x3082 sparse matrix of type ''\n", "\twith 17166 stored elements in Compressed Sparse Row format>,\n", " linkage='ward', memory=None, n_clusters=8,\n", " pooling_func='deprecated')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clusterer = cluster.AgglomerativeClustering(n_clusters=8, connectivity=w.sparse)\n", "clusterer.fit(pres.filter(like='dem_').values)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pres.assign(cluster = clusterer.labels_).plot('cluster', categorical='True')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find 10 geographical clusters in the *change* in US presidential two-party vote since 2008" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AgglomerativeClustering(affinity='euclidean', compute_full_tree='auto',\n", " connectivity=<3082x3082 sparse matrix of type ''\n", "\twith 17166 stored elements in Compressed Sparse Row format>,\n", " linkage='ward', memory=None, n_clusters=10,\n", " pooling_func='deprecated')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clusterer = cluster.AgglomerativeClustering(n_clusters=10, connectivity=w.sparse)\n", "clusterer.fit(pres.filter(like='swing_').values)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pres.assign(cluster = clusterer.labels_).plot('cluster', categorical='True')" ] } ], "metadata": { "kernelspec": { "display_name": "Analysis", "language": "python", "name": "ana" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }