{ "metadata": { "name": "", "signature": "sha256:c08510ab3892e0b3b15346a893c76fc1196dec05ec3bec03365502ab7f58a996" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Task:**\n", "\n", " Make matplotlib plots look nicer\n", " \n", "**Solution:**\n", "\n", " Seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Notebook file](http://nbviewer.ipython.org/urls/raw.github.com/koldunovn/earthpy.org/master/content/notebooks/Seaborn.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We all know and love matplotlib, but I guess most of you agree that the default output of matplotlib is ugly. One can spend hours tweaking the plots, and for sure you will get very nice result at the end - customization is one of the great powers of matplotlib after all. However there is another way - just rely on beautiful defaults created by someone else. Below I will show you couple of examples with Seaborn library, that is based on matplotlib, but make figures look much better. It also provide very simple way to draw statistical graphs, that I will also demonstrate.\n", "\n", "[Online documentation](http://stanford.edu/~mwaskom/software/seaborn/)\n", "\n", "[Tutorial](http://stanford.edu/~mwaskom/software/seaborn/tutorial.html)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import numpy as np\n", "import pandas as pd" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We going to work with climate indeces (AO, NAO, PNA indices):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!wget http://www.cpc.ncep.noaa.gov/products/precip/CWlink/daily_ao_index/monthly.ao.index.b50.current.ascii\n", "!wget http://www.cpc.ncep.noaa.gov/products/precip/CWlink/pna/norm.nao.monthly.b5001.current.ascii\n", "!wget http://www.cpc.ncep.noaa.gov/products/precip/CWlink/pna/norm.pna.monthly.b5001.current.ascii" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create pandas data frame (`ind`) out of them:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "AO = pd.read_table('monthly.ao.index.b50.current.ascii', sep='\\s*', \\\n", " parse_dates={'dates':[0, 1]}, header=None, index_col=0, squeeze=True)\n", "NAO = pd.read_table('norm.nao.monthly.b5001.current.ascii', sep='\\s*', \\\n", " parse_dates={'dates':[0, 1]}, header=None, index_col=0, squeeze=True)\n", "PNA = pd.read_table('norm.pna.monthly.b5001.current.ascii', sep='\\s*', \\\n", " parse_dates={'dates':[0, 1]}, header=None, index_col=0, squeeze=True)\n", "\n", "ind = pd.DataFrame({'AO':AO, 'NAO':NAO, 'PNA':PNA})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is how usual plots will look like (done with `pandas`, but uses `matplotlib` under the hood):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ind.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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VhcAvf5m4lSWVGMB+ZGGAEHoBTdrssok8HZSfqd/7vk6zrXE76RVnF19M/jJ9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\ny7+ebdMv3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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "ind.AO.hist()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "They do the job - show some data, but also have certain 1990s flaivor :) \n", "\n", "And now we just import `seaborn` library:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import seaborn as sns" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And magic happend, plots change automatically:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ind.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BuIpAEo73yMOeSy7Gjq99KfC6KzauZWocIhmNxsJByEkSZIw1gAaHy/FqGV426eLPUsdu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rFVSDbPECjvtMYjtOMlAMBTK0imKM6UTaTMrmoIjZ5djCb3TzggahGmXv9GHD25BOBhAGnWI912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\nF7Yysw34EXZcxHexLYnvdZJupHiIyR5sLM51Btftd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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same plots, but look much better. You can tweek some basic styling: " ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set(context='talk',style='ticks')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "ind.AO.hist()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set(context='talk',style='darkgrid')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "ind.AO.hist()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "But at the end you get just a usual matplotlib object, that later can be tweaked in a way you want." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Statistical plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But `seaborn` is mainly not about pretty plots, it's about pretty statistical plots. Regression for example:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.regplot('AO', 'NAO', data=ind)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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eccVNKUUs6YRGv2/1IWs91uDVUwUonshwYWgUSynOvbQPl65jLerJMhdNc/HK\nKL+4NUW20DPnidagh08+18vJZzq4NRzhxoNZnnumo3DahlIK21Z43QbtzT487saMDvW4e3u1GvMT\nFEKIOlQtSC0XslJpkz/7/nUmI0niiSzJjElnq7/idFwiZaIpaM5N65ULMLVMbS4XhPIPTIBE0qQ5\n4OZrXx5YUcg8eaiTv7l4r3CMmGW7OXmos+bX70RZ02I6kuLf/iTMbCyDBtwbj/Fbrx4orO+bmE1w\nYWiUobuVevT5OHuyj5OHOrFtxXffuls4Di88PMdvnXsGj9sg4HXREtzep3Csh+14kkclEv6EEGKd\nVQtN1aoH1YLUciHr4uAIU5EkuqbRFHCTTJvEUlma/G46mr081dXE46kYVq4NR4vfjaUqTzmv19Tm\nejwwh+5OEwy4C+HD73MxdHd6y9ZabWUFKGtazMeypLMmH92ZZjaWKbQ5mY4kGLo7TWebn/ODo9x8\nWLlH37mBPRx9+kmPvg/uTDITTaNrGkopZhZS3Hk8z6+8tHfHnMKxHrbbSR6VSPgTQoh1VMsRZ8uF\nIdtWxFNZFM6OzJXSNI2ONl/JGbiXro9jK4VL0zh7so8XQ11VGzbXOrVZSxBajwemrmk056bK7Qqh\nNZU2uTA4Wjjbd6OqMltRAUoks5wfHCFr2Qwc3l2Yks1TSpFOW5wfHGVqvnyvv0N7Wjk30MfBvgo9\n+pRzfIphaGiajs9jSPDboST8CSHEOqolNFUKQ85O4CnCjyJkTRu3oXPt/ixnTvQuG7JeHdjDpaER\nJiNJALrb/Pzer4Vyawyd69E1zQmAhk5L0LOiAGPnGgAv/t6NCEKLK6e1BMx0xuJPv/8hI5NRFBu/\nCWOzKkCWbTM5m+TbPwkzF3OO27vzeJ4vvXaI557p4NbDWUZmEsST2bJn7mrAsQPtnBvoY2+ZHn35\nVi0vPrub+6MRpqPOz9jO69nE8iT8CSHEBrFtRSyV5fajSE2hyOsxOHGwg+GJGAGvRtDvYib6JDxW\nC1k+r4s3vnCc966NL/m6rRTx3Ho5f9EuzmoBpjhw2UoRT2R5OBlleCpWtpr56sm+dWl/Uqkn4HIB\n8/0bE0zMxJ1pS7Z3Gw5wQl8kmiGVcaZ353LTu+BsEvrozjS6rjE+l2Q+FwqLGbrGQK5H3+4yPfry\nrVoCPhctuVYt/+UXTuyI9WxieRL+hBBiHeVD03gkyex8ChQ8nIzyzTev11SJchm6s74t96BXRVOc\ntZw9u/jasMQPAAAgAElEQVTrizdL2LaqabNEcUXv9qMIDyejhZ5xlTaHrHWN4HI9ATciyNVbv77i\n0FfuRI78koAfXR4u267F7dI5dbSLT57opbXJW/b9Dd1p1RL0uUumdXfKejaxPAl/QgixjvKh6ds/\nDpNMmjQFnAdsrZWo9d5MMHR3mqDfXVg7GPS7a94sURwGljsZY6XtT/KhK2vaaJoTerOmveqegC8f\n6+bGcKQw7VvLfaunfn22rZiLpkllzSUncjz3TAfX78/weDpOImVSbsljwOvi07/0FC8c6sDnWfpo\nNy0bj9ugrclX9uuischvgBBCrDOvx+DZp9oYnorVvGC+uAK1Xs2XwXnoz86nMHPTfLPzKcwyvd6q\nWe9Amg9dxdXRjjYfhqbh8xmr6gno9Rj8we+8wA8v3at5w0c99OuzbUUkliaRNsueyBGJpXnnyhj3\nxqJlN/+0BD188kQvnzjeTdfuZuYjiUKfv3x/Pp/HRWerr2zj552u3iq79ULCnxBCbICThzr56YeP\nWUhkCPhc9LT5K4aYtVag0hmLn7z/kHg8zUuhrpLXKYWz6j9fLtK0wv+s9cFY6ai0i0OjhX/Ojzca\nzxDwu+iuMt586EqmTEzTBk0jmbLw+wzcuk57q7emnoDF13+6v4f2dhdnB/pIJM0Ne+CvV5hYHPoW\nB7PJuSQXhkYZvDNddndzZ6vTo2/gcGcuND75S4ZtKzTNOXqtKeAphNtGU0+V3Xoj4U8IIdZZOmPx\nrR/dwlIKTYFL0/jKZ45UfOjkw5AGxJMm9xNR3r02xmsv7K3pZ33zb28wF01jWjaDd6ZKHnBul057\nq49kKn86hgu3S1/xg7F4Cnjxaz+6Mw0oTOUcW2csM15wNqGkMhaWrTAMJ5xouTY0+SBULVwtuf57\nM3z9q6dWNK6VVjTXI0wsF/oeT8Z4e3CEmw/myh78t6czyLmBPo493b6k6bJlOVPobU0eAj53zde0\nU9VDZbdeSfgTQogVWMmpF4au0xz0YCu17Do7pRQz82lnulMpLgyN8kp/b01Tl1ORJB63gW4vXVtY\nKeCs5cG4+LXDE1GUBi0BDy2B5ceb34SSzjjr1yzLxuc16Gr11TTmctcwFUlycXCEeDxd87hqqWgu\nPqd4tfesWuhTSvHxyAJvD45wb3Sh7OsP9rVwbqCPQ3talywlsCwbj9tFT0eAmEfHKtPyRYhiEv6E\nEKJGGzWNdOpoNz/98DEZ00LDqdaZSq2oSmEriCWzWJZdONkhH17W2odvceBdq6G70zQF3Bi6jlIK\nheLp7mZ+79dCmz4lV62iuR6fb7XQZ9uKGw9mOT80yshUvOzrjz29i3MDfTzV1Vz6vkqBUgS8bprb\nfHjcRsOeuVvJTjqLd73Jb4oQQtRoPU+9KOb1GLz6XB9/+7MHZLI2XrdBrau0Th3tZvDuNOFHETJZ\nC9tWDN6Z4vF0aT++1V5juUD0lc8cKXntvu5mQBXOha3lIavljqEDp/0IOPe31nC65Prb/Lw6sIe5\nuTiDd6ZKxnXyUGfFal6xWs8pruVzrRb6nOn5aS4MjTJd5jQOXdMYONzB2ZN76NpV2qPPtm3ntBO/\nmya/W07gqGInncW73uo2/IVCoVPA34TD4T1bfS1CiO1rK3b71fLQWXxdLx3p4s33HpDOWqSzFraq\nvR/fiYMdPJqMoQHpjImlIJmyVjzlWe4av/3jMPfHooWgdn8synffurtkRzJQ830uDlFKKWKJLA8q\nNJCuNu789WdNG0PXuDg4Qv/+tpJxnTzUWXKM3VqqebUezVcp9KWzFj+/Ock7V8dYiC9tzOw2dF46\n2sWrz/XStqhHn2XZuN0GrUEffm/1R7fscH1CeheWV3fhLxQKacDvA38MLP23QwgharTe03grqfxU\ne+iUu66j+9ud5s65Rfx+n6vmfnxul3Ncm1KKTLa08W/WtCtWvSqdzAHw7rUxLgyNMp/IEEtkSWZM\nQCNrWtwYnuNbP7q15F7W+pBd3ED6wWQUV5UG0tXe59TRbr755nWm5lO4DJ1LQ15e/9yxwusvDo3W\nvE5vLecU5/v0JTNLQ18ileXda+O8d32CZHpp30K/1+ATx3t4pb+HYNFGDaUUluW0aulo8eJ2Lf97\nKztcRS3qLvwB/zPwJeB/B/6nLb4WIcQ2tt67/dY6jZQPWbcfRRiPJEsCj29swZnOC3gAyrb3WPw+\n+WvINzjOmBaJtAkK/D6DjmYv1+7PMhOtHASW7tydAjSGJ6IsJDK4DR2XoZHOnSbh9Rg0+dwVT/mo\n9d6spIF0NYXNNZqGrmtMRZKr/oy9HoOvfOYI333rLgBfeu3Qsp9vtdA3H0vzztUxfn5zkky5Hn0B\nN2ee6+XUkdJ7ZSuFshVBn5uWoGfJrt5q3r8hO1zF8uox/P15OBz+P0Kh0Ke2+kKEEGKx1U4jFYes\neK6S1tnqLzzYD/a1kMqYq1qD98YX+wsNjuPJLA/Goxi6xlNdTVy6Pl41CCwOyA8noqRzLViUgqxl\n0xzwoOkWmoKOVh+6ri0Jp6utOG30ovzF79/R7CtUQxcH1HyLnvz3lqtu5uWPYSsX+qYiT3r05Rsu\nF+to8XF2oI/ncz368mQ9n9gsdRf+wuHw+Gpet5K/Ge0k+XE36vhB7kGjjx8q34PT/T1cuTfDVCQJ\nOJsCTvf3FPrKlZPOWLx/w6levXxsdTtjy73+g/AkU7kKVXPATTJtEk9lafK7nc0KubNr378xgWk6\np1t8EJ5ccg3F7wMwlQt0X3ztWT7R38Of/MerDE9EARiejAEKTdMKZ8LeHYlwur+n8J667hyl5vSB\nVkQTWcwlrUIUoafa0ICZBWed3uJ7We66PghPcnagelAO+F288cX+ivd8uc8j/xlPzyexbUXXrtLr\nKn5/07QZujfDhSvONPiVezO88YXjZT+jSmMoOXtX1/G6n1zP46kYb300wvV7s2V79PV1BvnUQB8n\nDnaU/K6ato3b0Glu9q26P1/+/T7R38Pg3ekV/c7vFI3+38KVjLvuwt9qtbUFt/oStlSjjx/kHjT6\n+KH8Pfj6V09xcXAEgFcH9uCrslg+lTb50+9/yMSM03bjxnCEP/idF0pek0qbFd+v2uuDQS8uQy/8\nB7q7I8gze1o5frCj5H0+uyvIH/+7ytew+H1sWxEIOJsDPrwzQ/hRpHB8WyJt0tMRxLIU47MJAIYn\n4/ybH4YL7/nZMwe5MRxhYibunKtLLgjmxmToGicP7eaffWkAoOLYy11XMOilvb2p4v0u9ps9rav6\nPGDpZ7z4OtvbXfxmTys/ef8hC/EMnlxgm4umufYwwq++vH/ZMViWzexCioRpE2jyEcDZXPPzG+OM\nzyQYnohyezhSdmzP7mvjM594mmMH2kuqeaZl4/O4aGvy4F2n83Z7ulpW9Du/E8l/C5e3Y34jIpE4\ndpny+k6n6xptbcGGHT/IPWj08cPy9+DFwx0AJOIpEuXbqQFwYXCUkcloYQp0ZDLKDy/dK1R+0hmL\nP/v+9UJV5dLQSEnlqNrr+/e3cfEjT6Eqt6+7mX/82jN4PUbJdeXfAwXxVJZILM0Pzt/ll19yTvs4\n3NuMbdvMx7IEfC66dgU4cWAXANfuTpLNWoWAYZo2Xa0+bj+eJ2va6LrG5FwS27b54aV7vHysm/dv\nTPBsXwuH+1q4PzbPtfuzLMQy5G9js9/AsqzC91e6l/3727g05C3cm91tfvr3tzE7u/r1fMt9HsV+\nKdRJW1uQ8ckF/vT/u1b2M4rHnVNQdDsX7pQiHk8XrrHcGI4+1cKd+9Mkc7t381IZk2++eYPxmSTZ\nCmclH3t6F596fg/7u50efdPTMQbvTKHQePlYF7t3+TGwicdSVPm1rMnifwdq/Z3fSRr9v4X58ddi\nx4Q/21YN3dW80ccPcg8affyw9ntg2wrFk6qXWvSe710bZzKSfLKGLpLkvWvjhTV01V5vWQqlFPmY\nkN/Jufh6bVthKcXsfKow/Xt+cITTx3sA+Iu/v0nWdt5H1zS+8mshlK34yfsPsWwbw9CxcmHEMDQm\n5pLMx9KFa0llTGJJnUzW4s++d61krd1XPnOESOwG12NPpi1jKYu7Yws8mIgtOTqumMvQef1zx0o2\nfLiMtZ02sdznsVgqbfJXf3+Te2MLNPmcndPFn9FLoa4lPQBfCnUV3q94DLatCO1rYzqSwjB0NE3D\nshWmZTN0d5ofX35ENJldcg265rSXOXuyj+72AACWrUils/yHtz9mLp5B1zUeji/k7uX6TVGm0iZv\nfziCbauGbvEi/y1cXr2HP/n0hBCbZq2bD6q9/vLNCWaiaVpyu3mnF1J8+8dhDvS2oGlO8Dh1tLtw\n2kfWtNE0DY+hY+VO+wBn04aOs05vIZnlZ9fHuTMyz1w0Tca08Lg0spqOAjyGzuRcolDFU7n/o2sa\nSrFkV+jQ3WkGDnXyeDJW2J2azlqk0xaegLHsztH16qmW3zVsWjYdzd6amkenMxZ/+v0Puf1wjmg8\nQyrtbKjJd8vOv+fR/e0cK7rfiwOSy6Vx7Ol2UhkTNK2wVi6Ttfj5rUneuTLGfJkefeBs2vmtcwfZ\n1ewr/Jll2bhcOncfL7CQMgvtWtZ7F25+/COTURTS4kVUV7fhLxwOvw10bfV1CCEax3KtXJYLh7W2\nglFKMRNJEUtm+cXtSUxL0Rxw89GdKd74Qj9nT/bxt+89RNM0gn5Xyd+C7UVVwZ988Ai/z4XP40JH\nI2MqdA00NDKmjd/rIpmxyG/Odbk0fvWlp3C79CXXBU4oagp60DWNWCJLelHfwNUq1wam0p99883r\nTESSJJImQb+bM/09+L2uqs2y745EGJuK0+R3k0xbZEyLWCrLwZ5mTh7qLNmJ3NXqWxKMSjZyGDqG\n4VRHP7g1ycejCzwYj5bt0adpEPC52NsZ5Hd+5Vk8bsOp8NoKr9ugvdmPx21w21N+PeB6ef/GBBMz\ncSfYIy1eRHV1G/6EEGIrVKte1RLuFr8+H06ypk1Hs4+ZqNPqJbe9lnTGCXHzsQzhTIRLV8c4c6KX\nGw9mnRMwKA2Zi6uCtlIkUiY+j4t4Kotp2bQGvSgUC/EMmga+XKjyel2E9rZyLrcpolKQzf+532dg\nWm5spVhIZNjf1VS1Elqpz1+lI+IWn7yR77F3b2yBVMbCtJyf+971cb7+uy+WDX75900ksyQzFp0t\nPtpbvczOp+lo8hZOIqnU+65c6AOYjiT5yx/eYnYhXXYKqtnv5hPHu/F5XLhdOs8904HL0J0NOF4X\nzUHn7OI8OWdW1BMJf0IIsQIrmdpcHHo6mr186mQf90YXeDAZZS4XLDScs26zps39sQU+/eJeXv/8\ncd69Nsa90QUO9LYUfvbiqqCtFEaulYutVG6nriLgc5FMmyhb4fMYBLwufvWlpzg3sKcQoioF2fyf\nm5bN4N0ZRqZiuTnj6i1yKvX5K9ds+7tv3S35s4lIkm98Z5CFZJb5WAaFU4XMT2+Xq2IVv2+T300y\nYxFNZkhlLFCQMp2+fUf3ty+5XttWzMynnI0crtLQd+HKGB+GJym3Z6C9xcvZk308f3h3oXpq2TaG\nrtPkdxH0le/Pt9HnzOYbfeenfSVcimok/AkhxAZZHHpmomlchs7v/VqIb755nXgySyIFaM5OPZeu\ncbCvpfD6fPVveCrGzYezvP7547zSX1oV7G7z80/+0VFuPIrwt+/cI5m2WIhnSKZMDva1spDIEEtl\n8flc3HkcKVT9YPkge290gblYiuagJ3f9lacS13qaSiJpojRo8rmJJ7JkTBvLsvF6DAK+5R9VmqbR\ntSuA24CZ+TRNASeETc6nOKY5YSh/lnBb0E1PR4D3rjttZZ97poOp+RTnByv36HMZGi8c3s1vfPIA\nRq4VjGXZeNwGbU0+fDW0atnIc2a9HqPQ6LvRN3yI5Un4E0I0lHo49D5fBbp0dYzzQ6PEkhk0NPZ1\nN/NKfy9QPUwtPoKspcnjbCTQNHa3+YmnsiigOeBmIZkpbDKpJZAVV/BiySyplMnuXf41nTZRbsrz\nS68dKpn2bQ64MZVC1zW62v2MzyRwuw3aW7z0tPnLVrGK31cD9uxu4tm+Fn46OFJyvS5D5/d//Rjn\nP3pM1rI59nQH33vnHtMLKTKmzY8uDxNPLV3PB865yU1+N73tfn799H50zQl9Po+LzlZfSfuXrebz\nujg70Cc7XcWyJPwJIbaNtQa3jT70fvH1VVvn5fUYfPrFvZw50buiMZU7guyNL/YXvq7rzvnAzvFr\niljSadwc9LmrzdoWlEyl+tyk0iaxRJZgwF11KnG5sZab8iz+s5OHOgvj0jSN/gMd9B9ox+0qvyt3\n8fvqusZnzxxkbi7OtfszhevY3eLl0J5W5qIpng85ewh/fnOCkZk48aRJtsyZuwBH9u3ilf5uIjFn\nZ2//gXZchp5bz+cphHIhtiMJf0KIbWE9gttapyZXc30r3SCSf6+saaPjrCfTNK0QpsqN4f0bE3z2\nzEEuDY0wmWtQ3NHsJZY0icUzWLazKeTIvraa14Gp/EYSt8GzT7VxdP+uquG0XJhbPO7F41z8Z6tZ\nE5d/D8PQ8Hldhev42fVxEqksR/a3o+kaBhqWbTN0d4b/9IvHRBPle/Q990wnZwf66Cn06Huynq/J\n76nhzglR/yT8CSE2RDpjlWxYOHOid00Vto0Mbuuh2vWVC3eVQk5xiDRtm3Ta4tm9bfz2Lx+uev98\nXhdvfOE4711z1rEl0ybfe+c+aBpabqryyD7nJJCLQ6Nlf3b+zz66M014eI6sZeN26aQyZk1hzOsx\nOHW0m/ODI/zLv/w5tlIE/e6SoF5t7LWuiav2HpZtE0tmObS3tbCJI2NafHBrineujBYqecU0DV4K\ndXFuoI/2FqdHn7nC9XxCbCfyGy2EWHf5Y9DyAeLDO1Ncuz/DG1/o39JF6JvZbkMpxe1HkcLPrdb2\npLiCmQ+RKIgspMmaNrcfRfjWj27x+uePlx3Dy8eeTK/mw9Ofv3mDrGWjaxqGrmErxYPxBe68Gala\nPfV6DPoPtPNwMoofZ7p4JpquGrSLmzIP3p3m5vAcpqnQNEhl7MK4Th3tXnP1tuL98+pMzSUYm06g\naRqGoZNMm7x3fZx3r42TKLOmz2VoHOxr5Qtnnqa9xYdSzgkefo+LjhZvoSHzatTD2lIhKpHwJ4RY\nd5dvTjA8EcW0FbqmYZo2Dydja6rUrUdwW892G9XW9ymliCWyPJiMMjwVW7btSbn7Ek9lMXP9/PK7\nVvPfV8sYDvS28OGdKczcmjanLYm27tXTkg0i8Qzz8SfnAqOckzESSSd4raV6m7/ftx9FmIgkCz30\nJiJJ3vrwEScP76ajowmXoTMXS3Ppyhjv35wgk126pq/J7+bMiR5ePub06bOVwrJsgj43LUEPur62\n9Xwbvba0nkno3R4k/AkhtoX1Cm7r0W5jufV9tx9FeDAZxZULKJPzKS5dHcPt0rn9KIJSyplrLCMf\nIu8ls4Uj2haf8pEfQ/5Bm9/sUOzMiV6GPp7m7ugCAIf6Wji8t5WRmXjVsS3EM84O5LjTay+ZNgk9\nVXmtYHGlMpbMlvTGUzgV0OaAu7BesfA1pYgnstx+FCk5Ai9/DxZPhf/Z96/xcDJGKmOhbJvdbX5s\nG0xlY9rOjt7JuQRvXviYX4SnsMo06dvV7OXVk728+GwXbpfTkBmlaPK5aQ6U78+3GvW+RGGjNHLo\n3W4k/Akh1l25dWP7u5o4eaiz6nqz5Wxkn7SVqGV93/BUrPD9pm3zd+8/RAE+r0EyaRb60FU6Iu7S\n1TEuXhnFUqps097iB60G3BiO8PufDZW0HjF0Hb/bKPzvF0NdhR6BFL1n8bTt24MjjM04U6c64HMb\nnDjYsexnFU9lywaulqCH08d7uHxzgpOHOrny8TQTkSQzkRRo8GAyyp99/zqgCmf4Lg4Nl66OEX4U\nwTRtbFthKYhE0wQDHjqbfexu8/Nvf3Kbq/dmCsfYFetpD3B2oI8TBzswdGfjBxq0NXkI+Nxlx1N8\nMkvx2csbGWS2e9WsUUPvdiThTwix7rwegze+UHpCxUtHupYc57WZVYHNfLAWTwHbShXW7mlAKq3T\n1uJlf1czz+YqauV2AC/XBqb4QasBEzNx3r8xwZkTT/oEzkRTBP1u4qksDyejfHBrckn1FCiEyHgi\ny0LS2RBhFwW5ar3siiuV4BQ09dyJI16PTnPAw6VcM+XiI9ziKZMmnxtd1xieiKI0aAl4sG3Fx2ML\n/NFff8Qnjvdw5kQv98cWyGSt3EkooOMEtwO9rYzOJHLhcan93c2ce76P0FNtaJqGZTk7d3c1+/C6\nKz/+8sF6PJJkNlfV7Gjz1fw7u5olClI1E5tJwp8QYkN4PQavvbCX115w/vni0OiWVQXW+8G63MO9\neIr69qMIiWQW03KOXjNNm1Ta4tmn2pYd+1ornbZSzM6nME3n/OCLV0Y5c6K3MAWbr/YVQqSmoWxF\nbjYUcCp6R/bvqnqNX/nMEf76H24TfjRPMpXFtBU+r0Fnqw+FwtCeTH8P3Z3m2afaGJ6KLemVZ9uK\n6UiSZMZiPprh4USUD+9McbCvObdpxZku1nWNeMriwpWxstcU2tfGuYE+nu5pQSmFnTvirlpT5uK/\nHGRN554kU6azZlLTSKaskul7qPyXiHJLFMD5d6BSJXEnVM3k/OLtQ8KfEGLHW+8Hay3rD4uD28PJ\nKOmMTdZyQliL373mh+Li0y16O5oKu37zX//ph49zYUPDY+hYSvHutbGSqV8dCmsQg34XC3GtpOpn\n2Yo/+ZurfP13XywbdIqbTgf8Lpr8LvZ0NnFoTyuaBm/npvkrXTvAvu5mQPFwMkY6awHOesGspbj1\ncI6ne5o50NvK8GSUdMbCshWzuSniPE2Dl45288qxbrrbA85Zx7Yi6FvalHlxFRgo+cuBDrkm2aVs\npbh4ZZT8FpJqf4nIt725fHOCd6+NcfXeDFMLqVVVEreLjT6/WKwfCX9CiE2xmVWBcg/39Vb8cM+3\nMSn3oMuPG5zza5sDbr725YE1PxTLnW6RiKcKR3t5PQZnT/bx5rsPyJjOGbkK57ze4iBs2jYuzVkH\nl0iaNAU8pNJZMqZTYUMpFpLZwhgXP9jPD45wYziChrOhAl3j6P5dhQ0p5dYYVqqMffvHYd6/MV6y\nacRWcPXjGaLJLMm0teQ+uAyNF57dzacG9nBwfzuzs85ay5agu2xT5nJV4GNPt5fcEyt3T/w+F8m0\nCQr8PgND07CUKuw0rvaXiOKfE09kSWZMfB7Xkkpi/vU7pWpWL+tyRXUS/oQQm2KzqgLlHu5f+cyR\nZR+sK10TuJKp5MN725iLZvA05ab63Osz7sWnWyQWbeR9MdTFD959QDprkc5a2Lbiqa6mks0ouqZx\n+ngP710fR2nOhpRUxkTTnPYnLkPH7zXImvaS8f7mqwf5jxc+JmM6aS2VNunuDJRcX7VTP4pDQiZr\n8dmX9/Hx6Dzjs8mScTyaWrpD2es2ePlYF6+c6KUl4EEphaFrdLT4qvbnK1cF9uV2ROdpmsbZk324\nDL1kmta07LKVzOV+jqZpufdZGl4L45GqmdhEEv6EEJtmM6oC5R7uQ3enqz5YV7MmcPHPmYgk+faP\nwyWbOPLNrm8Nz5LKOBs+RqfjXH8wx8ChjnXZQZrOWHwQniQY9NK/v61kTdvQ3WmaAu5CpcrvM3C7\ndLpafSVB2GXo2DgbLgDamr1M5Y6Jy1cEi9cGAoxHkvzhtz8sBD9wqnSplPO9F4dGS451q3SP0Zz2\nMpmshWHofPm1w/z5394gXqYpM0DQ5+LMid5cjz4Dy1a4DZ1dLR66O4LMzsYK1c9yTMsmnsii5aa5\nwemJmMqYJffklf6lJ9JUqmQuJ+h3kUhl8bh1Z4o9V0kst1ZUqmZiM0j4E0I0hGoP1rWuCVRKMRNJ\nEU+ZJU2d882us6az2UMBadPm1sNZRqZiBAPuFa/7Kq5QnjzUybd+dIup+RQuQ+fSkJfXP3es5L00\nTaMp4LQzya9jO7y3jfnYJJ1tfn77lw8zdHe68P22rZiPZnAbOj6/gZab/nw0GaNYPJl1pkSX0ArV\nsXLNrTUgnjT5ODbPj95/yItHujAMnUg8w8WhUT68PYVZJry1NXl49WQfL4W6MAxnOtrvcRWaMhvG\n8j360hmLq/dmSGZMsqZNIpUltG8XZ070Vt1ZnbeS6tziadzQvl30H2h37tAmtY4RohIJf0KIbak4\nBJ3u7yn8+WatnSr+OfFEFjSc1iVFp3GUo5SziULTtJLvrRY0i/vwXb03U+iH99MPH2MphUvX0XWN\nqUiy5L0W34uOZh+Dd2e4+zhC1rIZmYkTT5kcf3oXOpA2TaYjKWxLFXpQd7b6QVtaHdM1DV2jZH2e\noUPA56oYopVSTM0lnY0vCi7fmqSnM8i718Yr9ujr2uXn3EAfzz3TgYbzMwOrbMrstL9J09nqJ55y\nmmj3H2gvBLBawn6t1TmZxhX1TMKfEGLbWTKFeG+Gr3/1FFC9zUb+nxc/hFcTGBe3c3kwGV1yLFi+\n2bUz7etU/wwdXC6jMOVY61gncj3nMpZN966AExwXUmgKOlt9y14jOC1M/u5nD0uO3bv5cJbH0zF8\nXoOZXPDTdQ1lO+vwYqksB3ual1THkmmT7126TyZjYSnQdRg41Fm4h4v1H+zgR5eHyZg2uga6rjG9\nkOJPv1e+R9++7ibODewhtK/NWc9n6LT43RWbMq+Erms0BzzYShXatmyE/KagS1fH+PaPwxzsayk7\nnSzEZpPwJ4TYdhZP005FklwcHOHFwx1AaXUmv+5ueCIKwEd3pnnjC6XTrNWqNNU2guR/zqmj3SVh\ntHhXa77Z9Z3H84Di6Z4Wbg1HmIk6ZwB3NPvImqVr5BaP1Ql+adJZG8tWjM/GcRsGmVxblKlIku72\nALvb/EtCa/G9uLhos0L+RA4NSKctLOtJRVLpCrfLxbF9u/jSa4eW3IN0xuLW8BwPc9PBezuDHN7b\nxiwGpuQAACAASURBVPT8OJZtF04vOby3lTcv3cdWcPJQB3ODaTJZ25naLTO9++xTrZwb2MPTPc3Y\nufV8LUF31abMtVptVXi1DcLzx9KFH0XImjYf3p7i6r3ZJb9/Qmw2CX9CiB3t3WtjhIfnMHNBJzw8\nx7vXxnjthb0l31duOq/WjSDVwuOTZtdPft65gT0l07jnryxdI1cskTTJWrbT6NhWWBZYlhP8DF0j\na9k83dfKf/7Lh5Y9jaP42D0jt1Yu6HNOAdH1XPDDWZ+4u83Hl147VPFklje+0F84Au3a/VkuXR/H\nVgqXpvHy0W4O7W3l2z8OMxNNk8pYpNIm6ay95Lo0DfoPdHBuoI/ejgCWrfC4DFqbPFXHs1KrmYpd\nS4PwyzcneDgZwzRtp9JqK4YnotuuebPYeST8CSFWrVJFZKOPUltSwWnz8+rAHhLxpVOO90YXyFp2\noUqYtWzujS4UTh6pZiUbQWpZC7b4vuTXoFV7/3yz5oWEc+yaz2uQzVqYuQyVr95ZltPLr9pO18XH\n7j3V1cSt4TmmFlKFKdC2Zi/ptEXQ7+b08R6++9ZdJiLJsr3t8mO+ODTKTNTZzKEpSJsWGcvm+oNZ\nhqfixJPZsuv5DN3p0Xf2ZB/tzV4U4PfmNnGscD1frVa6o3ajT97Y7uf5iu1Jwp8Q20S9PSQqtu6A\nDT+jdHEF53R/T9k+d+BsVPjwzpTTXBdwu3QO9LZUff/8vb79KFI4/WK18u+VTJtcujZGLGUS8LkK\nzYVtpYglMqSzNh6301du8Vi/9uUBvvGdQRaSWQI+F/FElkgsU/J91+/PkM5YNR1f9kp/b6ES+Ynj\nPXzjO4PoaOxq8eLWdc79Uh+3hue4dH2cWDJLKmXS2eYnkTJRSmFapdeolMI0LZIpC6UUbo/B5RsT\nTEaSZXfuelw6Lx/r5syJXoJ+F4au0+R3EfS5yWRtLl0Zw7RssqbNo8nYtl0r51RapwrTvm5DZ193\nc2GqWc7zFVtFwp8Q20A9PiQqVUTy/3ujzygtruBUa/Nx5kQv1+7PFNam7e9q4syJ3rLfm85YXLo6\nxsUro1hKoYB4IktTbmfpSncO5z+38bkkY9NxbOVs+EjlWqQcNm1i8QwLcWfnaSrtbF45c6K3sK4u\nP616+ngPjyZjHOhtIfwows9vTS75Wd/60a3cebZOyM1fa/GYNE0r+f0ZujuNDTQHnR5/tlI8mowV\nKpJNPjfJlMn4TByF06Lk7cERAE4f7yFjWvR0BIgmsrlwCCqRrXhPDF3jyL42PjWwh2DATbPfjd/r\nKrlfE5Ek05EkmazTYHkr18qtZfd4fmr80tUx7o8tLAmxO+E8X7E9SfgTYhuQh8TqFa9Ng8pV03zw\nuDceJRrP4HEZdLb5CPhdeHKtVA7vbVv25xVX2LKmzUQkydRcstASxbLJ9ZgzeTQZQ9c1NC3XOkXX\neDwZKxyl9s03rzOe2+WbPw82lTE5vLeNj+486Yen4ezMvX5/lg9uTYEG7a0+ProzTf7M3OIxreT3\nR9c1fF6DTEbD6zFIprOMTsf5waX7/CI8yX/22iE+ujONZauSti+VWLbiwUSUH1y6xxtfPFHyWeR/\nzxNJZ22gUs45u1u5Vm6tLVu8HoNPv7h3+W8UYhNJ+BNCrEq1ishG99lbPAUeWKZtSi3rvIqbEGs4\nawNjySyJZBYzdyrDyHScW8MR3viCM72dXzt3oLelUE0srtDqOJVDy37S5BmcRsotfjcH+1q4MTyH\noTtHgDkbLRQ3H85xcWiU6WgKDW3JebDHntY5un8XN4fnnJ58OBedztrOxhalSKZMhpNRlEbJmOJJ\ns+R+lfsc85s8xiNJEikTXXOmhOPJbOGkElspJiIp/s3f3eLxZIwach/gVD5bgh5mYpmyYU4pRaxo\njaCtQC9aMLgVyx826uSNnXKer9h+JPwJsQ3U40OiWkVkI5vblpsCf+OL/ev2/kGfm2TaOQEilTYL\nwa94t+b5wREuXRtnbCaOUooP70xx7f4MJw52lFRoLdtGy1X2FE4AA9jV7OVrXx7A6za4em+msCbM\nZehYlmLw7hSZrI2twJWb0i6e2HYZOv/0N09w6eoYd0ci3H40TzSZIZWxnN22i/oNFo9JKVXy+1Pp\nc/zKZ47wje8MoinwenUWYiniKWeHsQJiSRM7YTJT4T7qubTrdmt4XBqpjMLK9RecmU/RXqY3YX5z\ni11md8i+7mZOHuos+ew/ujPFiYPOMXnFjb63C2kELbaKhD8htoF6fUhUqohs5Bml5abA378xwWd3\nBbkwOIptq1Xdn+KA3d7qw6Vp9HYEufVozjnBI0cpxY8/eEQkmsbO7QXJZi0eTsYILmpArGkav/bS\nU7x3fZz53G7d1oCHr315gJbcGrt/8o+O8tf/cJvpSIpdLT7ujPz/7L15cJznfef5ed6jTxxNAARI\nUDxEQWySIglKsqVItCTLmbHk2JNMZmJvnFhje+OaZKdmdteu2dnM/rGTzWzNZKs268xuTdae8q49\nayczsZNxokSJrNiWJZqSSMkSwQNk8wZI3FcDfb39Xs/+8Xa/bDS6gcZFAuT7qXKVDPZ7Pe/beL/4\nHd9fGqco0VQFy3FxHImqCTRFzJsHW04n6prCrckcRcuhaDlI14ssRsIqna0xQDKVKfrX9NQj29A1\nxU8th0NqzfvVd2USR0qiEQ3Xlbh4UTvpeOKvVopXU70IZjymUCg4REIq8VgIXVGwXcnMXBGr1Mih\nCVHbk/BIN6+cHPAipa6kaDkceaiDz7+4f969d11J6maawbHSmLwKo+/NRDDPN+BuEIi/gIBNQvCS\nqI9lu/wf/+l9hsYzSFbWEFNvMkilSa+uKjTFQmTzJkIIhJRICeXe1+oRaJ2tEZ47usP39Svvt9IS\np9JDb3wmP++cNFVBVwVHHmrn4QcSdefBKkKwdUuMoYksAq/bVlcUvvCJ/YR11T/2/t1b+MPvnyWT\nt4hFtbrr5LqSXMHyIoWuJFOwMEynpl1Lee1c18W2JYqQFAqStkSUvV0t7NuZwHZcftI3TEciQq7g\ndQw/W7KKqebY4e1cGJj212Rva4TPv7h/wWdzhnd+sbDnTVht9B0QEFCfQPwFBARsKmqlwAUwMpnz\nu01H3QLfeS3Fvp2JZUUBawnsym7NnZ1N3BidIzVoEtIVDNMLgymq4IGOOELAwT1tHKjotl1sbmx1\nFNN2XD+960pvusW+nVv4/IsH6l7DEwe6OHNtyptgIr2IX0drFBcvevdMbzfP9HZTNB1+749+xtBk\nDiGEd+6lcyifm+O6pDMmBdPm4Z2t/OT0MOPp2uPawEtFa6ogrCvM5Uqm06qC60qMosO+nQn/2P03\nPEEXi2p0tkZ4+lDtjuvFotyV914Cuqo0PCYvICDgNsG3JiDgHuJuFMPf6WPWEgfvnB9lfCaPbbtI\nYCbjkjMsBieyq7bFKadXfduWdAHD8vzsWuMhVEXw/KM7uDI0x09K49M6WyPLPqaUkulZg3BYJR7T\nUUop4+eO7lh0P2Xj5j95/SofXBonHtFRFLGgbu7UhTHmCta85o98wbOcsR2X2ayJYXqTRE5dGOen\nZ0bIFhZatgjhia6QJigUvRpD23b9lG95OkhLVF9QV1hpebLUmtcrJyjf+/JUkfKYvMWMvht9Rjea\nl+ZyMYr2qkofAu4fGhJ/yWQyATwOdABTwPupVGp6PU8sICBgedwNL8C75T9YLQ7KMkdKr6lASk/g\nKEKsmS1OOUqnKQodrVGyhsXBXVv43MeTpUkdjVvxlEWG7bi0N4eZyhTJ5kws1yWCSlM0BMKbdtHI\n+LH3UuPs27WFqdkCU6VpHbWagmIRDcOwKZZmAkfDKj07WhmbzlMwHd46N8o750f9qGA1YV1h3wOt\nTJSilbZrYDuSsK4S0lViUY1CwUZRvNrCasrp3MGJLP03plf0rFTe+2OHty9p9N3oM7oRvTSXQ9F0\n+NrLqyt9CLh/WFT8JZPJTuCrwKerPmsnk8k/Bf7bVCo1uY7nFxAQ0CAn+++8F+BG8R/UNYXORJRM\n3ut4NUwbsU7jwcpIKRmbzvPWuREs27OFEXidtSxy6GqR0d4c4dgj23jtvZtIV5LNe/V11d2wtaJS\n5X1NzBpoqkJrPMRzR7y1F4J5TR3laRNTac9zUBEQC+tMzBZ4p3+Mn12cwHIWzt0F77NSQntLmM/+\nnX382RtXGZ81aE9E0YTg2d5uHk928rPUOG/2DWNLyYnzo1y+lfYFyHo8K40YfVcfdzQ9vySg/JlL\nN9N1x9itB2sdZTzZP8bYVM6fzRx4gQYsRl3xV4r2vQEYwK8BPwVmgB3Ah4H/GfhpMpl8IpVKzd2B\ncw0ICFhjNnuaq8yTB7voH0zjjmeIRjSyecXrUq0TAVsJ5Xqz0XSBqdL0iWze4tZElpCuYdo2puUy\nlzPpaotRKNq8/v6tBU0a1WJkKmNwczzrReWKTs1u2MrJF/mCzY/fv8WXP3OUvite/ZsqBAjB4FiG\nsK5imA5TmYURrAO7ElwbmSOkqbhScmNsjn/3p2dqNnK0t0QI6wqW41C0XFpiOv/8Vx+jJR6qW5Mn\nJX5qOR7RlyVA7sSz6Lpear1QsBmcyPLB5QlAMJUx/DF2W7dE1/0Ph80eZQzY/CwW+fttPLH3fCqV\nKlb8/BpwLZlMfh/4EfAvS/8LCAi4izx5sIvTlyca9gKsJyjKFiSNsFH8B8Mhla989jFePXEN15X0\n9nTQd2XSP8e1eKmW682+81qKmdkiquKNSjMdF9M2UVUFIQS2IxmbyvHnP72GQNCeiDT0chdC1O2G\nPXVhjLF0galZA9NySWeL/P6ffMBHj+4AbkchTdOm79oUuNIXMeOzBj89O0xy5xYuDKSxbbfkB1j7\nPDTVm7Pb2RrmV55/mOsjs+iaOm8da9XkFU2H42eGyeRMBFAo2vOil4s9K+sphiqPmzUskPjj+gbG\nswjpjbZriugYRZts3iIe09f1WV6PKGj5D6By2ncjeIEGbFwWE3+/AvyTKuHnk0qlzGQy+a+A/0Ag\n/gIC7jrL9QIsC4rpWc97bS5v8tXvnua3f/3xZXXHbhT/wUhY49mj3TilkWfrke4Kh1T27UzQPziD\nZd+ui5PSiyqVsV1wLS+FOj5dIFewOHF2hI89/sCiEzXqdcPajutFrIq3jzkynceyXdqbI1y+NYNh\nOoR0lYiuMJczmZo10DVBKKQxmy3y/7zSz/CUt00tOhNRLNclrCmoisKc4UU1P/b4zobW5tSFMRwp\nCWlqzejlYs9KLTH01rkRNFVZ8NnlUnncSzfTDIxnakb2FEXQ1hphT2fzsrvENwLVfwBttvMPuLMs\nJv52ABeW2P5K6XMBAQEbgOV6AeYLXndn+VU4V7CWFYG4V9LGy6FcO1f2/gupCkITWI6L60pEabJF\nWQuatouZMXmjb5hjh7fPEyO2482v7bsyyUsv7K8ZrSyaDmevTVGsaMIoGyDfGM3guBLLlriuJ0Kj\nEY2ZjEnOsBFAOOTyZt8Ic/mFnbvgPTNPHeyiOapz/MwwpoSmmIpcrHCxDotFL8vHauTZklLyZt+w\n75+4Fh3bz/R2+/OSy8J7d2cT5bQvwLZElM99PNnQcVbz7K9XxLz6D6CAgHosJv7GgIeBm4t85iFg\naE3PKCAg4I5QHqU1V5o8oWkKsUjj7k/3a92SZ61yaJ5tyaG97fzh988ylzcpGDa2K7FLL+Dy3N1s\n/vYs23IDRiPr53USF2lpCjGT8e6VBHRNxXElV26lkVIiwav1SxfQVNBVlaLllBpgFnbv6pqgJR6i\nKxHlY4/v4M9+cpWi7WLZNoWiTXLXloYESVkElaOQUxkvetneHAbgeN/wkuKoWgypQmBLibbGzRf1\njLyXK+JW++xvpIh5wP3JYr/pXwb+VTKZfCOVSi34zZFMJnXgfwH+bL1OLiAgYP0Ih1S+/JmjfPW7\np5krWMQiGtsS0YYjEBul03e11OuiXezFXPb+q+S3f/1xP5p3+VaavqtetE4IgaIIEHDpZtrf53LX\nrykaYi5n4ZRCimHdOyfTdjyzZcVLNytCwXIdCk5tuxYBtLeGefrQNuJhnWd6u3n34jjTWZOO1ig5\nw0IChx5sa8hmZn7ncpiP9nYjJZy7Pu37Hi4ljqrFkGW7vHFmeNFjr5Ra0cfK/99IRG8tnv1gYk/A\n3WQx8fe7wCngJ8lk8veAd/AaQLYDT+IJPw34t2t1Mslk8lHg68BB4DLwW6lU6uRa7T8gIGA+LfGQ\nL1rg3ohALCcdVyuC89IL++eNXGs0qlP5Mn/60PZ5Y+FUReC6cGM84xtPH9zT1tD1lKNi10cynsGy\nJmiK6l43s+OgqQLLkr69TKFGlE8IiEc0hACB4Ocfe4AXntzt/3stqxpdU5Y8t4Wdy16J+PWROQbH\nMn5jRSPiqHL9iqYzb8TbejYvVD4vvT0dK7r3AQGbjbriL5VKTSaTyWPA/wX8BVD5m8ABvgf8d6lU\nKr0WJ5JMJiPAXwL/GvgG8I+Al5PJ5N5UKpVbdOOAgIAVs9IIxEbp9K1kuem4WhGc771+ZU2iOpWp\nYceV3JzMzktjHpDemi21fpVdxv2DM8TDGhKvCSTRHCEW1pmxzNtO1xVEQiofObydW2MZ0gULVYFt\nW2J89NHbUcui6XDu+jSG4dV/Foo2yQoPvOVQrtWbK1i+52JHIrL0hnWueb3/KKl+Xn78/q2G0s0b\n8dkPCFgOixb4pFKpEeBXSmbPjwNtwDTw7jqYOz8POKlU6uul///NZDL5ZeAX8IRmQEDABmIj1i3d\nDaPrelSmho/3DTM0Nf9vWF1TGl6/cEjl1/7OPr72F2cZnzWwHRfHlrz+wfCCMW4AHa0Rnu3t5vDe\nNuKREJGQwgeXa1vflKeTbN0S9Rs1Du9tXzJieuLsCFeGZkGCLV0UIVCFwCx1ngjhpaSzeYsHtzcv\nWxzVs5Opt15F0+FvTw6QyxX5ULKzoWexWvzPZYsYtks0pC5q1r0Rn/2AgOXQUHV3KpUaB/6m8mel\nmr9fAr6YSqU+uQbnsh/orz506ecBAQEbkLWsW7obncNL2a6Uf7baqE65Q3hgPAt4Xabla1xq/RzX\nJZ0xKZg2Tx7s4pV3BpmarenAxY6tcZ7t7ebArgTxqE5rPOzVG7K09Y0QgqaYju26XBueQ1NrN2oU\nTYc//POz9A9M4zherWFXe5zneruxHZe/OHHdm7EsvTEi+3Ym+PyL3q/x46UawJXM110sqls0Hb7x\nSj8zmSK243L68sSy07WuKymYDo7jMmc5S0ZAg5q9gM1M4619JUp1eV/Em/rRhifQ1oI4kK/6WR6I\nNbJx+Rfc/Ub5uu/X64dgDe6F6y+/vCfSBQDOXJviN3+x8Zd3+dp/7tA2Tl+Z9PfTmYjy1KFtdUd/\nxaIaX/jEAb77+mUAPvP8w7Q0hfjNXzrEyX5PgDx5cPVCVFWF1/hR+v+eGbTLe2fH6x6jLPryhsX1\nkQw/OT3E1aHaw5R6HmjlF55+kO62CLGIRnMshCIERdPh7bOji17HU4e2cebaFBPpAq6U5PIWg+MZ\nbk5ka96Ht8+P+sIPvCaT8ek8iiIIKypIfB+9kv7Ddly+9erFJe/vYs/Be6lxJsrTTICJWYP3UuM8\nebCLP/5hihsjc7Q2R1AVwXi6wB//MMW+nVsWvX+V154zvJrHbe1xCkUvAtr7UAex6LJfk4tSNJ01\nfbbK3Au/B1bL/b4Gy7nuhp7qZDLZAfw6nug7Uvrx3wBfTaVSP1zuCdYhB0SrfhYDMo1snEjE1+g0\nNif3+/VDsAab7fqNos3x055TlGU7zGSKhEodrDOZIucG0vzdiqaERvZ39voMTzyyHZDomsozR3cQ\nCWvzjlX+WXmbr73cz9iU93fnH//4Cl/57GO0tWn8/W2ta3ad/98PznBzPEtrkxeJm8kU+YM/PeNF\nx4D+wTRf+exjRMIapuWQzhTJFm0u3JrlB+8MMDha+9fgzq4mHtnTziee3kPHlti86Szetb3PWCnd\nXHmMan77809w/PQQ569NceVWmkLRBmBqbuF9GJrKU91IbDmSwYkcB/a0EY/qGKY36g4kl4dm+YM/\nPYPjuEve3789OVD3OYjHw2iq4r/gXFcSCut889UUlwfTzOVNDMulMxFlaq5IoegwNJlf9Lqrr/3q\n0CyaKgiHVFxX0toapa2tqeZ2K2E592SlbLbfA+tBsAZLs9hsXxX4BJ7g+xRew8ebwD8D/h3wL1Kp\n1Pk1PJcLwD+tPg3gjxrZOJ3OzXPYv19QFEEiEb9vrx+CNdiM1180Hb7+8nk/wqMIsN3bhfaulORy\nRaansw3tz7Rd/t+/vsjwRAYpYWsiym/+4iPkcwYzM/OP9eYHt+jd246mKVi2y9B4xq/5GhrP8OqJ\nazx7dOXpvMrIztGeDr716kVujMwxlzPJGRZbW6OlMWMShCiJPYM//3GKR/d1kjMszl6b5icfDDFZ\nSnFWIgQc3ttOrmCRMyxOnh+m//oUH/+5PeA6fqr0zdPDC67tL9+44nfxVkedHn+4ndnZAm+dGfbt\nZDI5k9nZwrz78EB7zLeVqeTSwDSXb86QzhVxbM93MBr2RNToVJaQrtIa97z/6t3fXM5L2yquWPC5\nQ7sTnOgL+/dxayJKLldkaDxDLKyRL1qYls34TA4pIRbWcF3Z0D19/OF2Du1OzHtOtiaiHNqdaPgZ\nbIRa92S1z1uZzfh7YK2539egfP2NsNifG7fwInGvA78F/GW5ySOZTP4BNXvLVsWPgXAymfyneHYv\nLwGdwA8a2dh15X3tan6/Xz8Ea7CW17/e9XdvnxtlPF3wX4K266IKgVOKhHW2RvhQsrPh63nn3Chj\nUzkEnp/eeLrA2+dGeaa3e96xXFeSGpxhcDRDPKajAI6Ut9OUrG4dq+vSfvjeTRwpiUd1CkUH03bI\nGBZNEY2JtEHRdPxfpH/73k0m54q8fX6MuZy5YN9CQDSsEQ+rTKYLSCRzOQvLcZnJZvnWX5+nJarz\nt+/e5J/88mEuDsyQzVu+3YojJW+cHvKnZtSqi3NczzKmHJFECBxXki/Y/vPw6L6tvH95kvPXp/wp\nJpGQyvhMHld6LyBF8dbadiRzeQspJa6EeNRFCFH3/n4o2blgPnX5c5qq8KVPHpz3XJ66MIbEO2ZH\nS5R80WZLc4i86SAUgVzGPa21f01V1vR3iutK/5xYxrkt9xj38+9BCNagERYTfxIoACYQBvT1PJHS\nrOBPAF8D/g2ez98vplKpwnoeNyAgYD53Y3KHEIJnS+bA5akZS51j9ZSGSqSUvqFy5SzbnGFh2S6x\nsEARAsf15s+6FaJzNc0dC7pH8yZCQnM8REciQjZvcWDXFnZ2NvG916/M+wt6PF3kB6cWDlSKhFT2\nbGtmKmMQUlUUBbKGTbFoYznSj3DYtmQ2ZzGXt/idb54i0RKmYHrTOtoTEbSSAFQXsTHRNYW21ggF\nw0v7RkvegNXPw2988gD/+UeX6Ls2TURXAcmsVTK0FgIXiVDAcTyPQ11TSLSE2b3E3Nylumirmywq\nG3aEgId3beHXPtbDt/7mwooadta7iSOwiAnYKCwm/h4APoZX6/d7wL9PJpMnge9TtwF+daRSqbPA\nsfXYd0BAQGM0Or1grWebPp7s9LtsByey9N+Yrik6a4nTL3ziAP2DaYbGM7hSks1bvqFye3OE9uYw\nU5miNxZNVYiXivjLolNTlRVdR/VaXLrpjVqjtHaxiDZPXO7Z1sTff+ZB3j43SiSskjNqT+EAUIRg\nayLMF148wPWROd7qH/WFWzSseuKvKvcqhBf1KJoOxaJDRynFvLuzmb3dLf7EjXrUui9SsuB56Lsy\nyedfPODfh2zBIqSrCAF2SZCGQyohXUFVFN82Zd/OxJLiajkCrFIsKorgxWN7yeeMDWvDEljEBGwU\nFjN5doEfAj9MJpP/DfD38ITgv8ar//tGMpn8GvDdVCq1sDAlICDgnmU9Zps2Kjprfe70lUm+8tnH\nePXENS4OzHBjPOPXD05lDD5aEniW7XLu+jRTGQMpJZ2tEZ4+tH1VL+DKtSh3y5ZTrdsSUV56YT+n\nL09QMG3279rC0ESO66OZusJPVUoTPMIqQhGMzuR5/rEHuDo8y/isd965/O0xb5UIvPSl43qiUCnt\nqxxt67+x+NSMevelFpWfLa/rxGyB8ek8qiJINIcpGDbRiAZi/aJcZbGoqoJIWCOfW/8I3mr+8Aks\nYgI2Ao36/Bl4RsvfSyaTW4BP4wnBbwJ/gGf5EhAQcA/QSGrq1IUxxtIFCiUBMyYLvlBr9MW41i/B\nSFjj2aPduK5kcGJ+kb6mKv6xjh3evqaRl0oxqghBPKb76c0PJTspWg49D7QyNJnjT9+4Rv/16ZoF\n05rqCTVdFVi2y1zOJBxScRw5T2hdupnm/MC01+2qKTiuJKQrxCI6UkoiYZV8wRNdbknglq+zkajT\nYqlVmP88VH722OHtfOe1FPmiTVNER1EEakwsmerdbNyNsoiAgLVmsW7ffYts9xPgDbyGjOfX+JwC\nAgLuIo2IBNtxmUob2KXoU97wfOtW82JstB6q1ueePNjV8H7WSnRWpnpdKf1IpCIED3W3cHBPG5Nz\nBQZGM7zZV5qGUQNdU9BVT6BqumAua2JaXmOAYTqcuTbFscPb5533+YHpUnOGhJKX3i8/9xDScXFd\nSW9PB31XFk70WMm1V0f4hPAEb616vH07EwxOZP21EEI0lOpdKZV/aDx1aNu6HKOaRiPUAQEbmcUi\nfxeX2Lbyj9ffXYNzCQgI2CAsJRKkxMsxVnSFSrm6F2M4pPLSC/v53utXAPj08z0rbgpoJMK1mtRd\npcgtp2HjMR2kZEs8xK5tTZy+Mskbp4e4NVF7NPmB3Vtobw7zbmqMoikp4pI1bBTh1e4pwuuavTWe\nnbeGvT0d/Jc3r3mdtqXldxzpCe1fOIDjyDWvKQuHVPbv3sL/9sfvUzAdEs2hmsL+TjY0VN+D+sGx\njQAAIABJREFU1z+4xSeefpBHH2r3azgDAgJqs5j427vIvx0G/k9gB/D7a3pGAQEBG57qrtBIWOX6\niDd9orLhYTkUTWfeWLVv/+AiX/rUIwALxMxS4nSpf19phLIy2jeWLqAqimfdIV1UCYf2tqPrGl9/\nuZ+JdO1S6Ae2xr1o2OHt9A/MIFLC64x1JdLFt2LR60wl6bsySXNcx3Zc34w5FtGZnClw4swI565P\nrXlKci5n8jvfPEWh6KX5i6XjVorS8toc2N3GQeFFMlcyxq1Ryn9oCGBqtohlO3zvR5c5dX6UL33y\n4LqlYYOO3YB7gcUaPm5U/yyZTEaB3wG+DJwCPrXGRs8BAQGbgMoXoKzorgXmNTws58VYK2p44uwI\nFwam11zMrCRCWSkYswULw7DZ0hJmetagaLkYlsvIe7ew6viLxcIalm0zlzO5ODjDbLbIww8kiIY1\ncoaNi0TTFJCeP57juIR1lV1dzQvWUAhBWFcxTMf35HMlvHV+hMm5ol9zV76uysaNlQit771+haLp\n+DYProR05rYXYbWY7myNLHqf1rJuLlewsZzbDS4T6cK6pmGDjt2Ae4GGZ8okk8lfAP490AL8k1Qq\n9Y11O6uAgIA1Za1Nm6sbEMrdtW7JJDikqnRuidKzY3Uj0q6PzDUs0oyizZunh3FduS4v5MpIU1RX\nyRdMJmfyWK6XfS2a7oJtdFUhFPKsTgzTxjBB11R0TWVkJs+1kTkyhoXreCbIYVWhozVCNm/S3hLh\nqUPbFnQjP3Ggiw8uTzIxk/c7fnOGhZeJl2TyFkbRpqM1CsLzOVxNlBO8qGTZuLmc6Y+GVF+UNiKm\nK/dn2e6q6+bKf4Bcz2eQUqJrCk1RLyK63gQduwGbnSXFXzKZ7MYb5/YP8UatfSWVSk2s94kFBASs\nDcuNsqykW3dwIovrSiZnC1i2Sy5vMTKd4+ZklgsDtf36qo9nO67vxwde9Ghvd8uCzt16+/jay+8z\nNJ5BNnCNK0nduVJ6wkJ65sWKqmLYti+GKmmO6hw7sp0jD7bzytvXmcmbqI5CWFeJR72xYxPTBU9U\nCRAKaAgiugIC9na31D3/cEilZ0cLZ656DR0C/EaM5mgIw3QxbYesYbF3WzO243JteA7TdgmHVEal\nrCu0Ku/F2WtT/r1IxEPEIzo5w8J1JZGQyv/4a481LLCrn0GltJ7KCsoDKtfhS596hLfOjfBm37A/\nHWZrIhqkYQMClmCxbl+BN2v3fwVGgb+bSqV+dKdOLCAgYG1YTopzJem4spC6NpopiRDhGw3nCzbj\novHjtTdHeO5IN7qm+C/wpbzpAE72jzE2lUMR3kivpSJJy0nd2Y7LbNZkV2czsZDK8FTer32rRtcU\nXvjwTh5LbiUa1miJhfin/7DX75TtuzrFrcmsl64FVFUp9c1I4jGdg7vblrRFKZoOr38w5I9W88ax\ngWk5iNjtSSL7Hmhlz7YWfvDuIDNZL0WbN2zyxm1z6Eqh39vT4ddc5vIWBdOLHiqKIJ0z+cSTu7g5\n7gnxTz/fQ0s85J/TUmK6+hlcq8kq4ZDK8489wNOHtvNeapx4PMyh3Ymg4SMgYAkWi/ydAh4HbuCl\nex9KJpMP1fpgKpX6D2t/agEBAXealdTClYXUd15L0T8wTbZg++nITMEkFq3/a6b6eFMZA11T5h1v\nveqrlkrdGaZNJm9hWg6jMwXe+GCIq8OZmp9tjYfYtzPBxz+0k+amEC0xnUjo9nWX/Q/PXZ9GlBxa\nNFUghMB2PFuX1liIz308ueT1nbowhutKREn0ydK+tiZiOK6LBHZ1NWGYLq+9e5PZ7O3aPIknZsu2\nM+euTzM5VyBfsHn5xHXCYRVdVRHC8xrMGRbNMU/kRcMav/Gpg3XXcjn3aa0mq1Qe/9mj3bS1NTE9\nnQ3mugYELMFi4m8rMIiXVfjyEvsJxF9AwAblTnQnhkMqn/t4kt/7o5+RyVteY4AA6Uo0IVZ1vEbq\nq5482OWPd5Os/BqllOQMi2zBxnYcBsayvHl6mMu3anv07dnWzHNHu9nb3UIkpNEaDxHSa4uYUxfG\nmMoYNMdDxKNeijwSUhEImmM6X/7M0Zqj7GoJqlhUZy5v+alOkDz76A5wXBTF81z8Sd8wQngCEyn9\ne+K6ktTNGVK30hQM2x/J5jguSk7Q3REnHtXIl+oIK42iF2Ox+1R+BsfSntBsjuk8nuycFz0MCAi4\ncyzW7bvnDp5HQMA9x1o3WayU5URlViMUwyGVZ45088rJAU9olHTJU49sq3vstRKm4ZDqj3dbScOH\n60rm8iZ5w0ZKSepmmjdOD/tpzmr270rw3NEdPLA1TljXaG3S0bXGj6cogrbWCHtqTL8oPzeVo+jg\ndgr+iQNd/PBnt5AVgk5KeOXEdXZva+ZLnzzor3c8qpEvWhSKXpq5fE+MokM0onmpYiFQFc9TEAHZ\nkmdhctcWDj3Y5qfgVxuZe+mF/Xz1u6eRAmwp+fYPLvLSC/trmlEHBASsLw13+wYEBDTORhsB1Wh3\n4mptLI4d3j7PmqW9OczFwfQCAVM5cWKt0rrl8W7LSflZtsNczqtvA8mZq9O82TfM+ExhwWcVAUce\n6uCZ3u1sTUSJhjQSzSFUZX59WT3RXy10tyWiC9K8texktm6JAnB9JMN3Xkvxix95kGzBpNRYjZSe\nmKy0Oak8VntrhFzBomA6CASWZXuTWaQ3R9gpdfDqmkKiJczerpZ1GcfWd2USF2gppZFH0wW++t3T\nvq/h3f6OBATcTwTiLyBgHdjMI6BWY2NRLebK6cfF1uFu2GYYps1cqZ7PlZL3Lk7w0zPDpCvq48po\nqmBXZzM9D7Tw5IEutjRHaImHvEhZFYuJ/kaEbuVzIwDLcT0RWHQwbYf+gWnevzxRitgxr9NYSkm2\nYGGVunorj2XZLm+cGQaJ35FtmDadbTGQkDdtYhGtpiCtdY1rIdbzho2Q0FxK/W6m70hAwGYnEH8B\nAZuAtXjh3qk0dKWYO943vC7HWAmV9XyO62JaLm+fH+Wtc6PkS5NKKgnrKo/v28qVoTSTcwWyV00u\nDszwbO8Of9ZuNUuJ/uUI3XhEp1C0MYo2pu2iawoCQdH0Oo01RXg1fy5IJOlsEU1ROHd9mg/t75yX\nTgX8iOyWljAzc0VCIRUEbG2NcHhvuz+RA27ft+rnZC1nN7dEdWzXMwgHiEaCiF9AwJ0iEH8BAevA\nWjZZrEUK+W6lode72aQsaBVF8OKx2hMpK+v5BJApWJw4O8LJC2OY1kJD4KaozrHD2+jtaefbr6aY\nnDVQBOTyNgjJKycHFngXVo59s12XYskKJhq5/Su2EfE9b70EJHcmiIQ0UrfSNEV07xqEl+ZFevN/\nm5tD3lQQVxLSFCZma6dTK025hfBMuQGmMkU0VfE7khd7TlY7u7kyGrl/9xb+7Xd+RrbgiT/H1ent\n6VhyPwEBAasnEH8BAevAWtayrUUK+W6loWutA9SPLC2HSqEigP7BNF98Menbh1TW86mKYCZT5M2+\nYd6/NOFb0VSSaAqzZ1szuzrjPPrwVi7dTGOYDqrqTS5xpETBq7OrXL/K83Bcl4np2/WCrivp7elY\nlvg+uKeNyPAcD25v4djh7QD+ttGIiuOGiEY1jKJDS1Tn0Yc7+Ku3B5BSYgjBXM6kKabTEg9D1blW\nmnLXYq2ek3pCtzoqHI/pfvo8GtHouzIZpH0DAu4AgfgLCFgn7kQtW9F01tXcdrmp4lqfr1yHtYxA\nVtfHjU3lONk/xmP7tpIpePV8mqowPlPgjdNDnLs+XXMax7a2GE8f2saFG1OMTucYT+cZmsxxYHcb\n8ZhO0XIpul4kT1EF8Yhe9zyyho3jSBTFSxvHopqffq0nqqq7e8u+e7cmsnxov2eHUimge3s6/H32\n9nTw+39yGrvU5OIiUVT8rt5arCYa28i2y7nHihC+j6Bb6+YEBASsC4H4CwjY4NR74ZZfshOzBpqq\ncKIvzJc+eXDpdCKNvfBXMhZuqc+vVwRSSonjSGazRaYz3v4Hx7K82TfEpZu1Pfp2lzz6Ht7RwgeX\nJpnNW4RLxszjswYHBXQlvE7bbN4iZ1jEIhoukq3NUSzb5XjfsD9L1nW9uboScFwoFB3cWQOrVK+3\n1JplCxYFw0IIxZsqkivyu//xXT75c7t5+tD2eWtUFo3feS3F1KyBpgr/HOJRnZZ4yBdT7c1hbMc7\n17IgrxeVXuo5WW7TSnkta93jO+E/GRAQUJtA/AUEbHDqvXCP9w0zPmugivk2H7WEVOU+ynNgy5Yg\n9cRcrZf4W+dG6k5lOHVhjLF0gYLhRcnGZP3zWQ6LWaf0XZlgZKaAdCVd7XEOP9TOpZuzvHF6iMGx\n2qnN5M4Ezz3azc7OJlRVoSWq09oURq2KmmqqMm92bCyqYRgOCgLHLXXP4omr9uYIA+MZ3Ip0cuU0\njZ4drbQ3R3zLm7LQqY5eejWInpiUEtKZIq+8PUD/jYU1ht/4q/NcH8lg2g7SBUX1rFu2xMN8+TNH\n6bsy6UcTXz89RL5g8+P3b/HlzxylJR5a8jmpXu/Kz6xFRHstSyMCAgKWRyD+AgI2AWvxwg2HVJ44\n0LXitKuUkjf7huv6stmOy1Ta8DzkgLwh/KhYmeVGe+pFE1VVkC1YfPKpBzl3fQohIBYL83//+TlG\npxd69AkBh/e289zRbjq3RNFUhZZYiGhYW/S8wiEVTVVwAV1V0eMqmZxJ1rB8v7qpTJHnjnQTj2h8\ncHmCgun46WXbgYs3ZxiaytHeHOajpZFmtYRONKwxkynOS01rqoIQYkH0rCwam2I6hunZwIR1lY7W\nCP/9pz1x98SBLr7zWoqB0TkKpc+ks0V+/08+4H/63Ifq3vPVPmvLucd3w+YnICAgEH8BAevOelms\nlF+yE7MGrivZmogumTZbTtq1+iWuCoEtpd8lWr2tlNx2HQYQYkGN3XKjPdXnOzqT50c/u0lvTweq\nqqBpCo4rOX5mhJlMccH2mip4bN9Wnu3tprUphKYqtMZCRMLzf/WtNgqlawqf+3iSwfHsgqkgRdNB\nYJHJm8Qj+jwfvco1zhkWCiAVcEuaWeBN6bBdL2176WaaTz/f4+9bCEFHwjNxPrqvk//q+YfQVMUX\nzddGM6Sz5rwSwJHpPCfOjvCxxx9o+PqWw0rXcqNMxAkIuB8IxF9AwDqynhYr5ZfsejV81DUKroOu\nKbS1RiiUPPOiEa1mrdtKoj2O63odt67ElWDaLifPjHDi3Ci5klXIvGPoKk8e7OLY4W1edE9CamAG\nXVOXHYWqFsG7upoByVSmiCu92cXlCOdzvd381Ts3MC0X6boUTJei6VAoOl5H8o1pvvFX5xcYP584\nO8JfnxxAKF76Vyk9HvGIJ/zGS9HMG2MZzt+Y5l9+7vF557Rnewu/9Q+OkM8ZOI7krXMjXB/JgJTz\nhJ8QgITrI3NLrnmlGKtsMmlEmC33Hm+0iTgBAfc6gfgLCFhH1ttiJRxSefZoN21tTUxPZ5ccbbbc\ntGt1p27l6Lbqbde6gF9KyYHdWzjVP8pkpogQgtZYiLGZPK+8PUDRchZs0xTVefrQNp482EVIU9B1\nlbCu8J0fpFYsLOrZ1Zw4O8LxM8M4UvKTvmH6b0zz0gv7/TXK5k2KlomoGMUhlIUp3HBIRdcUohGN\nQtHGtl0k0NUWY+fWJq4NeQ0r5WcoW7B4+afX/XOyHRchBMdPD3FodwLH8dLzs7ki1Y425drC7e2x\nRe12KsWYKyXfP36NppiOEGJdhNlmnogTELAZCcRfQMB9xGrSm0ttu1YF/K6UzOU8U2YEfPpjD/P2\nuVEu3UpzdWSOS7cWdu9uaQ7zwlN7OLSr1ZtTq6u0xnXCuuY3xqxUWNRLRwoBmbyFEIJ4VGN81qDv\nyuQ8M+UbYxnSmSKG6VBjGtw8FCHoaI2SMyyklCgChqZyZIo2tiMJafN3UFnDWdnxfWDXFmwpEYpA\n2tI/VynBcSV6SOVv37tJUzyEUkfMVYqxXMEiW7BQFYWmmB4Is4CAe4BA/AUErCMb0c5itbN7F9t2\nNft2XJd0xvSEkuJNsRiZyvHG6WHOXpuq6dHXtSXKs0e7ebSng5ZEDCNXpCmqE9JXbhxdjqZJ6Ymm\ns9emmCrVE565OslLL+znvYvj/PXJAebyXmSvULRpaw3PW4OyMBMCptLexI5oRKv5DFQ+J/GojgJe\nfaUQtDWHGSna2I6Logiaorpf91cWaZUd3xFd9fzzoiFms17ENKwrGKZDJKwR0VXm8iaqqtAcC20I\nMbcRvycBAfcygfgLCFhHAjuLpTEth7mcSSZvcv7GDACtTSHeOjdKajBdc5u2ljAvfHgXj+xtQ7qS\ncEhje3ucbEhZkPpuVFgUTYevv3yegbE5snkLVVWIhlQMy6GjNYqiCMbS3ui0uYLFXLYIUiAUiWk7\nqELU9cQri0ldq93pu1h9paYqdHXEiOsaXW0xPv18Dy3xEEXT4dLNNNmCRXOF8fTe7hYM08aVEsO0\nQXr7l0B7S6TmHONqKtcsGtFwXUk0ouJKuS7CLPieBATcWQLxFxCwzmwmO4s72XGZNywyBQvbdnFc\nyZ+9cZXh6QK5goVlL5y5C9AU1QjpXo1c35UJDj3YxtYtUSJhrW60r1Fh8da5EVKDM5il87EcB0UI\nLNslZ1g0x0LkCzZSeF24ihBIASFdJRRSeeZI96o88Rarr+zeEpuXmp3LmZ4IzZsUDBujaNO1JcbW\nRJSnD23n6UPb53k6wu0IpjciTvdEXR0xV71my234WAmb6XsSELDZCcRfQEAAcGc6LqX0pmDkDQtX\nShRFASF45e0bXLo1648pq0QIOPRgO1sTEfoHvMigKgSzeZMrQ7Ns74gvedx6wqJS7F6+NYtV6tot\nNcWCAF1VkHi1iM0xHdN1MQwHKfCijrrKg9ua/Tm8y2GxGbj1BGvRdPjqd08zNJlDAJrmRSgfeiDh\nW72Ut6ncviwIoTExV71mgTALCLh3CMRfQEAAsLqOy6Uiho7rkslZ5IsWCIEiBI4jeffiGMf7hpmu\n4dGnCHg82cmzvd20t0Y41T/qiR1VoCjKqmfBVotdpERTFRzHxcUTgCFdYU9XC4cebEPXFPbv3sK/\n/c7PyJbsZUK6ysc/vJPnju6YJ84aiZ7WEtsvvbB/niirtfanLoz5jSYCsG0XwhqP7G0nHFJxHFlX\nyAdiLiAgAALxFxCwqVhNWna9UrqLRQzL9XxFy0FVFRRFwTBtTvaPceLsqC+iKhF4NX1f+MR+2luj\nOI6Lpij8/GMPcHM869uPrLb2rFrs2lKyNREha9ggJU1Rned6d3Ds8HZ/rY73DdMU01FLRtfRiEo0\nrC0Yu9ZI9HShgXWB3/2P74KEWFRbdNtYVMMwHSzHs4Vpjuo8c3QH+ZxRc9+rbeoIDJgDAu4tAvEX\nELBJqCcsYtGlv8aNiJLFGiMWe/nXEhrH+4Y53NOObbuoqoKqKmQLFm+dHeGd/jEMc6FHXyyssWdb\nM3u7W/jQ/k4URaCrCh2tET+VuZ5NAYoQPHek2zemrrd/IQRNMa/Bojr62KjoKjdr5PKWv6/x6TyO\nK1FVxV+fWtuW7xNAvmDTHNP557/6KJGwRj632lVYSGDAHBBw7xGIv4CATUI9YfHRx3aseNtKYVGv\nzqzRl7+UEteV2I5LvmgjJaiqwkzG4HjfCO+lxmvW9CWaQnzkSDcf2r+VkKbiOC6RkOaPY6tksaYA\no2jz5ulhXFcuqJGr1XFbS+xWRvlqsRpLksrzOHttiok5g4JpUyjaREIqUnipbgFYjku+ULsrt9Z9\nqv4DYC2tUwID5oCAe49A/AUEBPjUEldLvfwf37eVdy+OMjHr1e11tEQ4+nAHo9N53jw9zJmrkwsm\nTQB0bonyXG83R3raURUF23bRVYWtiYifVm2UounwtZffZ2g8g+S2QAX4xl+dZyxd8L322loj/r8v\nN5K4VOdwPdFVKaBzeYuCadPRGqWjNUrWsGhvChOJaqTniv6Ej+aYvmjk9Znebv/niiJ48djehs+z\n0TUtm1W7Uvr3PyAgYPMTiL+Ae4J6UZ97idVEc1aa0l0Mw7TJ5C1My+FXPvowZ65OAV4k7z//6AoX\nB2dqbtfWEmbfzgQf//BOwrrqTZ1oQPQtdp4n+8cYm8p59ivcFqiU/rtgONiuxHFcZuY8kVoWsMuN\nYC0WfawnuspTRgRQtByKpkO2YNESD9EU1Xnq0Db6b0yjCEHesGmJ6nz5M0cXjbwC/s8F0D+Y5osv\nJv1o6WqsUyqPKaUkl7eIx3QUIdbk2QkICLi7BOIvYNNTL+pzr72I1mM023JrAaWUtDeH2b2tmak5\nA1VRSo0cng3KG6eHuTGaqXkOPTtasR2HgulwfWSO771+hZc+vp/u9hhKndln1anSykkb1efpupJM\n3kTiTdKoRErpp32Nos30rJznJbiWIqae6JJSMjVbxHJcXAmZgkksqrGtypuv+hzqRV7L/12e1zs2\nleNk/9g8y5mVXte8Y5ZqHHd3NrNvZ2LZ5QABAQEbj0D8BWx66kV97sWapGoj4ON9wwtSfo1sW6aW\nsDhxdmRB08N//cmDvHl6CNN2OLy3wzdUdlzJuWtTvNk3zMhUfsExBXBobxvPHt3ByGSOE+dGUEpW\nL5mCxeVbaba1x2qeb71UqaKIBff4aE8H3z9+nUzOE3+uK+nt6SCsq5y5Osm1vOmPa1MUAaX/rj4O\nrF7E1BJcTxzo4sfv38K0HQQQDatEdJU9nc187uNJ/1hr+cyu5XUJIdi3MzHv/IJawICAzUsg/gIC\nNiGVL/ZaKb+V4krJ8TPDlGNifVcm+JWP9uC4cKSnA1F60Vu2y/uXJjh+ZpjpuYUefaoieHTfVp7t\n3U5HaxQpJUPjWRQh0DUFIcSSPn2V4kJUTdqo5vSVSVriIRQBUnoWLH1XJnniQBcHdrcxm/XEX3lf\n0Yjqr1U9EVNtklyOdi0WSVtMcD1zpJtXTg4ggHhEBwH7diaW3O9iKfszVycZSxcoGDaJ5ghHezpq\nrl/5umoJ+1oEs3YDAu5tAvEXsOl58mAX/YNpP+17P7yo5gkjaqf8GqH6Ja8JgVMSZa4Lw1N53ktN\n8KH9nZiWw89SE1wfmePGaKamR1+o1El77Mh2WuMhpPTq7OIRnb/7oZ3cHM/46ePl3Kd4VCNvWP6k\njVrbKgKaorr/GdtxfSFWFpqxqIaoqlurhWW7NQ2Yv/2Di4tG0haLhh07vH3eyLZazSC19rtYuv+l\nF/bz1e+eRgKO4/KtVy/ypU8e9P9dSkm21DUcDivzhP1ikcBGSgx6ezr48fu3mMubxCJe+vpe/94F\nBNwrBOIvYNMTDql85bOP8eqJa5u+4eNOF9BXvuSllOQNmzfPDiPwImTl3Oj0nME3//oCUzWifOB5\n9D11aBtPPbKNWEQr2b64xCJ6KSLn7Wc5NYvVwjS5a4s/aaN621p/AEh5uyZOEYJ4jbq1WsfpbI0g\nBAtE3Pdev7JomrPs3ZctWDRF9AV1jEs1gyxlw1Mrndp3ZRKn1ImbL9o4M3l/296eDr5//Jov0vWi\nQlvLbc/EpdK0izWMFE2Hb//gIo6UCOn90fDSC/s37fcuIOB+Y8OKv2Qy+e8AM5VK/Q93+1wCNj6R\nsMazR7txavjIbRaWigBVCsPeng5fsAhge3sTTx5cWdRF1xX270rwTv8oti1JxCOkc0WklDRHNG5N\nZPmLn17HqeHX0hoP8ZEj2/nw/k5CulpX9JVZTgfqchpcav0BUN6ujFKjbq3ecaq3XYryvRtLFzAM\nG6No09YaWRANW00HbuWxyudXKNpMpQ3v3ghv5rFdmk/cd2XS69AtiVBXSgqGTXN8Ydq8et/VnojA\ngvUZn/UafprjIVwp6bsyGdT7BQRsEjac+Esmk+3A7wP/CPjf7/LpBATcMRZLGS42B7bc8JHPGcsS\nv7bjMps1yeRM/vSNK0xnTQAS8RAHdiW4OjTHleE55NBcze13dzXxG586iKYqvuiLR3Saa4i+lbIc\nsVT9B8By6taqG2ks20XBm0lcThN/+vmeeWnfztYIvT0dHO8b5tLNNKPpApqisHVLlGzeWtDMUY/l\nnGetecReg4vXQWwLuDiY5ulDXvpfEcKvkbRdFwVBJufd511dzfOOUylgKz0RP7g8Cch5ndYH97Qt\nek0BAQEbmw0n/oDjwE+BP8NrFgwIWDb3mv9YLWFYjrSoqljWaK9Kfz5VVTh3Y5rprIkiBKblcH0k\nw8XBdN3tFQU0RXC0pwNVEesi+taClVjjVIorV0o0IXi2t5unD21fsL/eng5fDFZ3I8djut/M0ch5\nvvTCfr73+hUAPv18T93tqp+DTN4iHFJwHBfXlSDh9OUJvv6ywxc+ccBvCMkXbOJRjdZ4iKxRrtWs\nPZqu7IlIKVI4WMggBbSUROT4rMEB6YnUjdYQcj/4fQYErAV3XPwlk0kVaK7xT24qlZoDPpZKpUaT\nyeQ37/CpBdwjbFb/sbXqsJzLmfOEREspzZctmGQLNo7r+v584DUFFE2HXMHCrPC+q2RvdwuW7TKb\nNRBCsK0tTm9PB7GwtuFEXyXLTbNWiiul1JGsqcq85ovy/ipr9ZpiOoWiTdawaIrqyx77VhlR/PYP\nLjb8vMaiGnnDxnElgtv2NQPjWfquTN5uCBGQKVhMpg22bokihGAqU1y05s9xJYbpENaU2zsuoWvK\nus5ZXgn3i99nQMBacDcif88Dr9X4+Q1gbyqVGl3JTuuZxN7rlK97uddfNB1O9nu/uJ88ePd/ca+G\n6jV4LzXOxKyBWnphTcwavJca59mjG7seKRbV+M1fOlTzvjx1aBtnrk0xkS4A0JmI8tShbaiqmHf9\nc1mT3/nmKXKlIv9z16f4F7/2KIqiIPEsWFTF26frSs5em+Kd/jFmMgsbOQTwyN42Pnp0Bzs7mzAt\nh9OXJwDBY8kOrg7NMTSZ48mDXeih1VnMrJaVfg9q7UfgXbvrSnKGxZWhNE8d2rbgO1KKoI6WAAAg\nAElEQVT5WSEEHYkIe7Y1s2/nlmV9p94+P8r10YxvAbPY81r9HHRtiZHcmeAvfnqNouV6XpfSE4KK\nIjh7bQoJtMZCZPKmN3fZsGmK6v5nVFXM2/eom2cm49X8maaNrobYtbWJ2az3jJSfvXBIbWiu9J3i\nrXOe36eqCKTcPN/7tWKtvgObmft9DZZz3Xdc/KVSqR8Ca/6mSCTia73LTcVyrt8o2nzt5fcZm/Ly\nhP2Dab7y2ceIhDdiFUDjlNcgHg+jqcrtQndXEo+HaWtrupuntyhG0eb46SEAXjy2t+a9+O3PP+F/\n5pmjOxZ8JpGI862/SZEzLERJBGQLFn/51gBf+HuH/M9Ztss750Z47eQAEzOFBcdRFcGTh7bx8Sd3\ns63dW1NXeinFX9q5hbCm8gd/8sGGfH5qfQ8q17bWulXy4rG99A+mGZnIMjnnReJuTuT55qupBddY\n/mx5HbZvbeEf/4MjvNs/xrmB9JLHKp/biXOjZPImSC+N2xzTCYW1us9r9XMAcHUkw9mrk1i2g66r\n9OxM8OKxvRw/PeR/F1qbwhRMxze63t7etOBZ++3PP8HX/ssZjKKDoniiNhbR+UjvDt8fsJHruhvE\nYmEAP6K9Gb7368H9/i6EYA0aYeN9g1dIOp3zal7uMxRFkEjEl3X9b54eZmg846fqhsYzvHri2qb9\nC7l6DQ7tTnCiL+xHR7YmohzanWB6OnuXz7Q2RdPh6y+f98/3RN8Qv/mLtdNVjz/cDkA+Z/g1fpXX\nny8UcR2JEBJR8gC0bIfZdJ6i6fBO/xjHzwyTyS/06NM1hScPdvHMke0kmrwXaXomh0T6NX3Ssnnt\n3cEN9/zU+x4sZ23LfPHFJN/+wUUyeZOmqA5S1r3GL76Y9CO1R3s6+IP/9P6yjvXm6WFMy0ZTFAzL\nQUrJXM7knbMjPPpQe91tK58DgC996gAnL4zzxvs32ZqI8Nmf30c+Zyz4LuzbmaB3bzta6V5XPkdl\n9nQ1cWlwmkLRKfk0OphFi5870O0fs9H60jvJ4Qe38O6FOMMTGaTc+N/7tWYl74J7jft9DcrX3wgb\nWfwtK27runJT23ysluVcv+t6HYLlT5fHYW329Stfg6YqfOmTB+fVI2mqsmGv7+1zo4ynC7ebOdIF\n3j43uqxatUzeZHgix7O9Ozh3fcYzRJbSi9oc7ubVU4O8c36UQtFZsG00rPHUI108fWgbsYgOULL6\nkPMsW6QLDnJDPz/V51G9tqMzef7j31xc4PVXiaYq9OxIcGMsC6WRgfWu0XGk/5I5dWFs2ffRtBxy\nBdsX6ooiaI6HmJwzlvUMSFdy/vo0Rcvl5kSeb/3NBb/erfq7UHnNte7Z4b3t/NkbV31/QNvROby3\nfUPc38UIacoCu5+N/L1fLzbKd/FuEqzB0mxk8Vf5fglYQ+6H0U1r4adWyUbrHvZqNkcpmDYH97Sx\ntcNLbbU2hfln/+AIr54cwLQcImGdP/z+OSxnYSNHSzzERw5v58MHOgnrtydCuK4kHq3t0wfe9X9w\neZLBsQyw0DJko+K6kulZg0LBZnAiyweXJ+uaRjfyHaluLFLw1q+6OaIeRdPh7LUpCqZN0XRwJURD\nqj+lpNF9nLowxpWhNCOT+ZrzrWvNgy5fY63nuNofMBrRNo2H373g9xkQcCfYsOIvlUp98W6fw73K\nSiww7mfWu3t4uWI8X7D42stnmZj1CvDPXZ/mH//ykdv/XrRBQP9Auub83I7WCM/2dnP04Q5/2oOU\nEseVNEV0Wpoa6d6VSHH7vzcqlWubNSyQ0BTzopupwRkGxjM0RfUlR6r19nQs+L5U267YrotWMbN4\nqft46sIYU5kiHa1RsgWTTMEioiv+hJKyh2DlMSupfC5zBQvDdNjaGqkrPudyJl/97mnmChaxiLbo\nc1zpD7jUDOaAgIDNx4YVfwHry1pHxu5lFjNfXgsaFeOGaTOXt3jn3AiTcyaq4gm36bki710YozWi\n8eMPhrhwY6amHNveHuP5R3dwcE/bvK4w23GJhTUSTeGGusXKoqXs+7aUZchKWYtoa+XaXrqZZmA8\ngxCCbN7CclyieEKn3ki1Jw508da5Eb763dPYpTFqZdFUjSIEzxzp9hsjGj1nRRG0xMPEojp7SuPn\nKj0EgXnHLK+JZbu3rWYiOobpkC1YxGpYzRRNh69+9zRDkzkEXqNJeV/V9+1+yAwEBNzvBOIvIGAD\nUE+MS+nZjVT68ymKMu/fi6bD354aZHQqX3PfIV0hHtH5uYNdHNrb7v/ccV0iukZnIrrhrBFWEm2t\nZ/BbXtsnDnT5+5RSomveuix1DtdHMszlTXRNoaM1ymi6wHdeS/Hg9hbamyNMZW6LpGOHtzcsUqtF\n1rZE1J8IUmve74mzI1wYmJ6XZnZLglRRBJ2JKDs74/TsWFjPeOrCGJm85dcW2rZn+VKLIDMQEHDv\nE4i/gIAluBuRENeVzOVN8obt+cgpwo/0HXmonYsD0wxP5ckWbH+WazXhkEpzVCekq7jS6/4FcByX\nSEhjayLi77MW9SJvK1mP5UbxlhttbcTgt1LU2I7L2WtTTGWKuFLWvIZTF8YYSxcoWg5SeoIpW7Ao\nFG1mZg0uDMywY2sTH+3tRlMX1g0udc3LFVnXR+bmrYlTkWYWwI7OZl56Iemn8quJRTUM08FyXCTQ\nEtUbGncXEBBw7xGIv4CAJbiTkRDLdpjLeaPCVEUsiMjZjsuZq1OMzRikS7N4K1GE4OjDHTz1SBc/\n+WDIFzftzWEe2dOGripLij5YPPK23PW4ExNXTvZ7Br+1Gh4qqRQ1Tx/avug12I7LVNrAdiWulDiu\nl3ovj8WzChZXbqU52tO+4DiNXnM9kVUtsNubwziu59vYFPGaMURp9FzZx2+x+c7l/QHkCzbNMZ0v\nf+ZozTrCIOIXEHDvE4i/gIAGWO9ISKFokyl483Y1VVkQvSlaDu9eGOenZ0eYyy0Ufbqm8MT+To5V\nePR9+vkezlydwnVdPry/i8626JKir8xSkbflrMdKaibvRLR1qWuQEs9wSkpURYCAprCGZbu+D5Xl\nuFwbnuP5x+Zvu9o60UqBbdku565Pc2syi2HYGEWbttYI2xJRf+bwUvOdGxHs1YJ1sW7ogICAzU0g\n/gIC7hK16vmqRV/esHjr3Chvnx+jUFxYo6VrCj3dLXzukwfRSh27ZRRF8NQj20g0hxoWfeXIz6Wb\nab+e7G6w3Ojikwe76B9M+2nfxcRiZXSrt6eDviuTC45RNB2uj8wRDqlEQipCCKIRjZ0dcfquTmGX\nZiBrqoLjuhzvG15zgVQWp8f7hpnKGKiKwtYtUbJ5iz2dzX594HL3V49KwSqlXLQbOiAgYHMTiL+A\ngDtMZT0flOarVomzdLbIiTMjnLo4jmUvrOlriurEIxpSQDpn8r0fXeYfPvMgqqo0XNNXTWXkR0pJ\nLm95fm9C0N4cxnZWJnJWGsUrd9ueujDGqQtjix43HFIXGPzWqr+rrvX7/vFrNMV0RFUX7zf+6rxX\n71d0QOBH2n715/dhmBcYGM9CyRPx5mSOm5M5fvz+LZ7t7ebpQ9vp7engx+/fIpMziUU1uhLRNYlc\nCiGIx3T27UysqRArmg6Xbqb9tHLesJfshg4ICNi8BOIvIGCVNFonZdkOs1kLw6pdzwfeVIjjfcN8\ncHmy5nii9pYIzx7txnUlJy+MoZa6NyfTed6/NMHTh7YvW/SVmZeqFIKmmM7uzmYe3N7CuevT/KTk\nObfcKFA5ivfWuRGuDc/x4PaWhrZbbq1gPYPfeX54ea+esqM1SsGwyRYsFOHVz13PZ3jr3AiaqjA+\nWz/S9oVPHOB7r19hbDpPzrJREEzOFrBsl1feHuDstWlAYkvPC1EVgpde2L9isbbeKfDy+oylCxiG\nTcGwEXhNJLFI8IoICLgXCb7ZAQGroBGBUq7ns2ynZmoX4NZEljc+GKb/xnRNj75tbTGef2wHj5Q8\n+t67OO7/myslGgqJpjDtrZE1uzYhBPt2JgCYyqze57D/hmdTMjiR5cLA9JICcq38FSv3I4TAsl1y\nxu3ZxtmC5Y0TkpJX3hlg3wMJf1JHdaStaDq+/15ZSEZCGrbtejYqQjA4lkEKaImFaImFcKVc1YSM\n6i5lKVkyElqPWn+olNdHVRQ6ElFGp3JomoKqwlTaoD0RmRe5DJpCAgI2P4H4CwhYBfUEykeObL9d\nz+e4qKqyIBonpeTq8Bxvnh7mytBszf2XPfqeeqTr/2/vzqPjOu8zz39vLUAVNoIECRKgVorSK1Jc\noMWSJZqi1O6O1enEzkzH7qRtHccdZ5yt0+3O8RxNp53MnKR7kulJfJKcnLb7ZOlJ0j2eJO7FSxK7\n3ZFJWmu0gJS4vBJFccVGgthrr3vnj1sFgkABKBSAqkLd53MOj60qVOG9twDUU+9939+P/XNq9BXL\nvYxNZ4iEHW7b3s7j+3as6lgWm2EqvtGvxloWyl5N+GiNR/y+x/izWsl0bnYDh+fCxHSas5fHZjuB\nOI5zy0zb3ONoa4mSTOdIZfN4QFM4RGs8wnQiu9QQKlK8BL6aXdOLfVCZK5HK4eH3e26NRZlOZblz\nzqxnNXZui8j6U/gTWUOe5zGTzDJwfQYn5BByHMLzZvpcz+PMhTGO9l/lyrXS2zObo2HaWxbW6AO/\nTl9Lc5Sf/ZH9vP7OtWXLfJRrsU0WtahzmM7kyeZcQvj17Ioh7ODurSXDR0t88T9lc8fveR5bO+Ps\n3NrC7p2d5PIu337tMplMnnQ2j4P/msXjEe4sdNtYLGA6jkNXZ4zbtrYyOJog73l4+L2OwWN0ym+/\nVzxfq50xW22AXuzx889Psfh1KOTQFr91feF6d7sRkepQ+BNZheIb59BYAteFzrYm9ty1eUHgA79u\n3Ilz1zl2YoBr46kF9zsOHNjVxaH9PRztv7VG34F7usjlXWLRMF0dcaIR/8348MHeZct8rESpHaFr\nUedwJQFy7hq0mUQWJ+TwA4/czpG+nYuGj6ce2rnkMRXXHB47MUDO87g6miCbc3n2I/fz7pVx3h+c\nIpXJQcih2Mp2V6+/NnHuJdb5x7G9M86nn9kz+3XFYy313/U6Y7bS4tcisvEp/Imsgut5fOxDu3jD\njhAKhzhwTxdN0Vvf0DPZPH97doTvnxxkokSNPscpXmaLkMu7dG+Oz9boA9h712ZamiNsamuaDX3V\nVm5dv8Vmt1YSIIudNW5MpP1uFJ7HS6eGONK3MOB5nsc7l8dnZz+XGn8kHMIFIoXL70PjSf78+XPs\nuXMLd/d08K2XL5LNuUwlMriuR/+564wXXq+5YW2x45h/fub+d6l2bSudMSvuIJ5MZGiJRdixwh3E\nSwXwcotfq++vSGNQ+BNZIc/zmEpkSaSy/maLSIhHH1i43i6RyvHSqSFeenuIRIkafbGmMHdub+fG\ndJpoYaZwdCrNyfdGeeT+bh68dyvN0XBVQt9aLOJfbj3YSgpDJ5J+qZHixe7JZLbkJcrpRJYLI1Nc\nvjbN6UvjfOaZxdubzeW6HjcmUiSTOS5dmyYEbOmIkUrnC/e7XLk+Q0dLE3BrWKtF67PiRpO85+F4\nEKlgB3G5AXyp41PfX5HGoPAnUqa86zIxnfEvDzr+2rBSRZAnZjJ+jb4zw2RK1Ohrj0c5dKCHR/d0\n8/b5G7x4auiW+13XJRIK0dXRXJWZvrVaxL9W68Ee3bN9doYLIBIJzZYcmRs+3rk8zoWRKSKhEA4w\nPDrDK6eHObS/Z9HnLQbH6VT2lk0dk4kMjgftrX7Ym5rJlNx1XWlIXu2M2dwdue2tle8gXovgqr6/\nIhufwp/IMlKZHFOJ7GxP19AiNfSujyc5VqjRly9Ro29LRzNPHuzlwXu3EY34z3Hgni7spTFGp9J4\neGxrb+bDD91Ga2HGqRrqbRF/c1OYz3+ijy/9WT+TyeyCS5zFtXfvXB4nkcrRFov67dfKeN65wfH9\n4Ummk/7O3FhzmKZQCLew4K/Upo3FNpuUEwA1YyYi9UThT6SEUq3XSm3iALh6bZqj/QOcer90jb6e\nrhaO9PXywN1dC0JKUzTM//TkLuzFMVpiUT74wI66CAXFbh5QflBZy/VgHa1NPPfJh0uGpflFiVPp\nHF2bYty+rYPH9i5di64YHJPpHG+8e41MNo/jOLS5Uf75px7m7MWx2cfArZs21qJfb6WButJzq5p8\nIlKKwp/IHK7rMTmTmV2jV6r1Gvjh8PzgJEffXLxG39ZNMe67vZO/98htNDct/FXL5V3iTRHu3NHO\nrt5Na3sgcywXAOYHi6722OyOTyh/hqtas1tzL4EWO3DcvaOdX/ixh0jMpEgkc7e0qfubN65w+EDv\n7OXg3//mKd4fnCKb80N9WzxKSzzC2YtjS27aqKVKzq1q8onIYhT+RIB0NsfUTJZ0Nk9okdZr4O/u\nPXtxjKP9A1wemS75Nffd3kk2myeZzXN+cJK/+N57fPzp3bO7gPN5l+ZohK2bYmVtTliNcgLA/GCR\nzbkcPTlQ0QzXWq0HKze43OzAsXm23E0xHOLByI0kubzLt16+wJmLN9h71xZGJlKz3Tj8Th7cUkdx\nMcvNvq33LNtKz229Xc4Xkfqh8CeBNp3MMJ3Kkc8VunAsEsbyrsuJc6Mc7R/g2nhywf0hBw7cs5Un\n+3q5MjLNi6eGZt90izt4/d271Ql9ReUGgLnBoni5t5aWGnepEFa83FvkeR4jN5KzG26mkzmGx5PE\nBiYBv9NHMp0jk/O7c5RzGXWp2TfNslWXLmeLrI7Cn9S19fgj77oek4kMidScS7uLhLFMLs9rZ6/x\n/ZMDjE8vrNEXCTs8bLo5fKCHLR1+X90r82YEPTzCDnRvjq9q92613vAWm+Gqlzfc5S6BFncL5/J+\n8HMcPwwmkjnu7ukglckxMpFiy6Zmwo7D4w/sIBIOldUvd7HZt9XOsq3HuW3UmnyLBe2luryIyK30\n2yJ1a61nU7K5PBPTWVLZHOElLu0CJNN+jb4X3x6aDYlzNUfDfPCB7Tyxbwft83bmzu7gnfQvL/Zu\njvN3Hr591cGvknNRSQAoFa6guh0qlhv3/BCWzuT5769cZGYmzSOmm8MHevnmyxf83byFndftLVEO\n7e/h0P6bRYwP7t7Kn3z7bMl+t9UKuus1a9ioO4wr6fIiIrdS+JO6tVZrlhKpLNOpHNlCqZalLrlO\nzmR44a1BXjkzTCa7sEZfWzzKof07eGzvdmIlNnGAP5P44x++D3t5jEg4tCZvuq+eGWZoPEmyEESH\nPK+sc1FpAJgfrtaiQ8VKrGTc6Uye3//Wacam0uTyLv3vXuPZj9zPmYs3GBpPkkjl6IhH+fwn+hZ0\n4yh1XC+8NciZizdWFMZWM8u2nmvz1romX73M/orI6ij8SV2Z++aSLVEguVzzu3CECqVaMtn8bNu0\nua3YRidSHDsxwBvvXCtZo29zezOHD/bw8H3dszX65su7Ls2Rm713e7e1Vjz++bI5lxsTKXKFc5JM\n58o+Pxu1KG+54371zDDXxpM0RcOEXIeRiRQnzl2veNbr/cHJFYex5dYDNkJgqmSGUpezReqTwp/U\njflvLl3tMbram28ptLvcH/mlunBksnn+/Plzs89nL43xoQO9vPj2IG+/fwOvRJG+HVtaeLKvl/27\nFtbom/2eeZemaJgt7fEFfX3XiuMAXvH/+P+/jA2qa6aab7hrERhyebes5yh1XLt6O7h0rfRO7qWU\nCqvlBKaNEmZWOkOpy9ki9UvhT+rG/DeX0akUTx3snb1Mu/SlvxzXCpdFF+vCcfI9v3adA2RyLu9e\nneDUhbGSz3fnjnaO9PVibu9ctAxIPu8SjYbZ3B6neZ1CXzEInR+YZPOmZtJpf7YvHgtXbccwrM0b\nbqlQN/82WPnawkf3bOfk+VHGptLkXRdw+F7/VVwg5DhLPsdi6xtPX7ixJmGsnMDUqGFmI13OFgka\nhT+pa5FwaMk/8jOpDMl0ntaMSz7vLbprF/xLwalMjpnk4pdMze2dHHmwl7t2dCz6PLnCTN/m9hjN\n0fX7FZo7c1LcrdraEiXkODWZHVrNG26pWaBnP3L/gs0WxTp8K73k+rmPPsCb793gL184z+RMhqlk\nlmgkxNZN8WWfo9RxrWUYcz2PmUIbuXis9M/LRggzG2WGUkSWp/AndaPcNxfX85gqdOHwPIhGFq/P\nB/6l4JPvjfLCW0OMTy0s1+I4/vq/Jw/20tO1+Dq9vOsSCYfYuim26GaPtXTLzInj0NYS5c7udu67\nvXPDzQ6VmgX68+fPLbitWIcPCi32ElneuTxeVgmWaCSEB4RCIRzHIZdzmUllaY1Hyx7nWq9RO7h7\nK//l+PnZHsKu63Fw99ZVPWetrHSGUmFRpH4p/EndWO7NJZvLMzmTJZXJEwpR6NKw+PNlcy6v2RG+\nf3KQscI6v7nCYadQFuRmjb5SiqGvqz1GrLl2vzKO43Df7Z11P0O0Grd3t3FpZJqR8QTZbJ5IJMyF\nkSl+/5unyl4vVkkBZ7i1Z3AimeNv3rjC5z/RR0dr07KPXcyJc9dpa4nOtgiMx8KcOHd99jXcaJtB\nVjJD2aiXs0UagcKf1Nz8N8D5by7JdI6pZJZMNk8kHCIcXnqnQzKd45XTw7zw1iAzi9Toe2zvdg7t\nX1ijb66863f92NIeI16D0NdIMyeljuXjT+++5bJvV3szpy+OcW08QSrjX5aPeB5hxynr8u/hvp28\ncOIqI+PJ2QLOxZ6+5YSOV88MMzye5MZEmmzeZTKR4Ut/1s9zn3x4VaHFKczagj9rXRSEriAb4XK2\nSBAp/ElNLfYG2BQNMZPKMp3M+SEstHR9PoCpRIZjJwZ45fQI6Wx+wf2t8SiH9vk1+pYKc7UOfUWN\nNHOy2LHMvS2ZzvH1F94nm/MIhxzyrkcm7zKTzJXVvSHWHOEnnrmfr/6PdwH4+NO7Vzxrl0jmyOZd\nih8vJpPZZXe0LvX6FENvcTaxvSU6e9l37qVwz/N4f3CKP/2O5VM/YDbs6ywiG4PCn9TU/LVgw+NJ\nnn/jCgcKb5ChkDN7yWwxo5MpvvnyJV56a4BcfpEafQd6eNgsXqMP6if0zdVIMyeljqV4WzqT59f/\n4+ukMnncuWVsPH/tXzmznql0jv/w12cZKfRe/pNvn13RTFqxLdxkwl8XGomEaFlkgwaUN3PX3BTm\n2Y/cz5f+rB/PgZznzY6ryPM8ro+nyOTynL40tqJL3CIilaiPdzgJPNd1cV3IeS7ZvLtk67WiwdEZ\njvYP8Nb50ZI1+rZvjnOkbyf771m8Rh/UZ+gLmlfPDJPzPJqbwqTSeTzP75vc09XCU307eWLf8pdu\nj/df5dp4suLSIs1NYT7/iT6+9Gf9TCaztMQi7OiMLxo6yy1lcuLcdVygo7DEoPh1xVnB9wenyOTy\nRCMh2mLRde+eIiKidzqpqX27uvjbM0Ncn0yD47C1Pbbsbsj3Byc51j+AvTxe8v47trfxVN9O7ruj\nc/aNuRSFvuopZ2NDyHHYuinOTCpLKp3nwD1b+PQze6o2A5bO5Dlx7jpPHuyd3UW+npfai5e9//Q7\nltOXxmiLRQmFnFvWBYqIrAe940nVuZ7HdCLDTCqH53n86NP3lmy5NpfnedjL4xx9c4CLw1Mln9fc\n3smTfb3ctaN90cLMsLLQt9F2Y9ajlXa5aI1HuaO7nd07O2dnyMo573M3fMDKNsjMH2P3ptia9fNd\n6uuam8J86gfM7Pd2y7zELSKyGo7XGJ8yvRs3psmXWO/V6MJhhy1b2tgIx1+q9dryj/F46/wox/oH\nGLqRWHB/sUbfDx2+h47mcMm+vHO/fzgcoqMlSkvz8rXfKgkEtVDvPwPHTwzw3TeuzL7erufxdx+6\nrWQrtFfPDJPLu7x1fvSWtn7LnffiORgcmuClt4eAlYX1csc4X7kfDpb7utV+yKj3n4FqCPo5CPrx\ng85B4fjLavypmT9Zd+lsjqmZLKlCqZZSrdfmy+ZcXn9nhOMnFqnRF3J46L5tPHmwl+7NcTZ1tjAx\nvjAcws3Qt7m9uazQV7Se7alKCfosY3Hzx/ETA4xOpSs679XeIFPu91vu6xppY4+I1D+FP1k3iVSW\nyWSWfM4PX+X0ok1lijX6hma7IszVFA3x2J7tHNrfs2wZD9d1CVUQ+mqhkWu+bYR6hfU8xqB/KBCR\ntafwJ2uqWLbi5dNDeEDf7q0l1/DNN5XI8OLbQ7x8arhkjb6WWIRD+3r44ANL1+iDQugLhehcZeir\nZiCo9ixjNa20XuHB3VtnS64st+O2GIxCIYdnDu2q2hirpZE/FIhI7dRN+DPG/Cvgp4AOoB/4eWvt\nqdqOSspVXM83MZPma997jxvTfq20dy+P8/Gndy8aAG9Mpjh+cpDX7UjJGn2dbU0cPtDLw/dvoymy\n9BtevrB+tbOtmZbY6mf66jUQbETlXtZMZ/L8ybfPkvc8HA8ijsOzH7m/5HmfG4wc4PSlcT7zjClr\nhnk1Y6ymRv5QICK1UxfhzxjzE8CzwBHgMvAc8C1jzN3W2uCt2txAUpkcUwm/9Vo4HOLU+2PcmM7M\nvlmNTqU5+d4oj9zffcvjhm4kONY/wMn3rlNqj0b35jhHDvZyYHfXskWe856H53lsao0Sb1rby7tL\nBYK1vBxXz5cdq6kYdsKhEO2tTbied0sv3FJfG3IcHGB4dIZXTg9zaH9P9QcuIrKB1EX4A7qAX7PW\nXgAwxvwO8KvATuBKDce1bjbyOh7P8xa0XguXOdtycWiKo/1XOXupdI2+27a18tSDO7n/zs3L7gb2\nXA/HgU1tTdzW3V7VHV5rfTlOs4xSij4UiMh6qFr4M8aEgfYSd7nW2t+cd9tHgevW2oYNfhtxHU/e\ndZmayTKTyuI4TsnWawfu6cJeGpst09HV3sz+XVuwl8Y42j/AhaHSNfruvW0TR/p6ubunY8kafeCH\nPhxob43SFm8iHC5rZ/uaWo/LcfV42bHayg076UyeXN4lBORcl7Dj0NPVxmN7G7oW4AIAABqtSURB\nVCsY6UOBiKyHas78PQ18p8TtF4DZldrGmCPAvwP+l+oMq/o22jqeTDbH5EyWdOHS7lKzfE3RMB9/\nejcn3xvF8zxCIYd//43TDI6WqNEHPLBrC0f6drJza+uy43A9Dzxob4nSFo8uGxJl4ykn7Mz98OR5\nHhHH4UjfTn74yG4SM6mGq++lDwUistaqFv6std8Flrw2aIx5Fvg9/M0eX13J85fTC7ZehEL+GqXi\niJ3CbZXMYBWPez2OfyaVYWomR851iYRCZe3aBWYX3B87McDo5OI1+o709bKtM77s87mFNX0drVE6\nWpoWhL71PAeLeXzfDk6eH+VasZtEZ5zH9+2oySxkLY5/PbXEIzz10M5F73/NjnBtIkXYccDx26E1\nRUPEmiOkko1xDlaq0X4GKhH0cxD04wedg5Ucd72s+cMY80XgF4CPWmu/t9LHd3YuP3NUL545tIvT\nl8YZHp0BoKerjWcO7SK2iv6ya3X8rusxMZNmJpmFcIRNnUvX0psrmc5xvP8q3331EpMzmQX3N0fD\nHH5wJx/+wO1sbo8tPxbPA8+jvaWJTW3Ny870Vftn4LlPP8rx/quA31psNa/fWqjF70Cq8JpD9c5B\na2tzoVh4oRuH69HS0gxsrL8D6yHoxw86B0E/ftA5KEddtHczxnwG+L+Bx62171TwFN74+AzuEq29\n6k06k+eV0/6lrcf2Vr6OJxRy6OxsZbXHn8vfbL0WcpwVXVKdTmZ54a1BXnp7iGRmkRp9+3t44oHt\nZZVgKc70tbWUnumbb63OwUZVq+NPZ/J85eunZmc/t3XG+dxH13/taqnv+9M/so8d3R36GQjo8YPO\nQdCPH3QOCse/odq7PQe0Aa8bY4q3ecAHrLW2nCdwXW9DrfWJhEO3lKRY7dgrPf5UJsdkIku2sJ4P\nHL/0ShkfCsam0hw/OcDrZ6+RzbsL7t/U2sThgz08YrpnLxkv1XvX9Tw816O9JUp7IfS5Lvg/Csvb\naD8Da63ax//S20OMjCdvrl0dT/LS20Prvj4tEg7x2X+w95Z1gU0Rf6mBfgaCffygcxD04wedg3LU\nRfiz1prlv0rWympKtQAM30hw7MQAJ86VrtG3rTPGkwd7Obh764KCu5lsnpPvjQL+zuCmaHg29LXF\no3S0Lj/TJ6JNECIilauL8CfV4boek4kMiVTO33BSolTLUi4NT3G0f4AzF8dK3n/btlaO9O1kz12l\na/Rlsnn+/Plzs2Vgzl68wY8+tZvN7c0KfRuQatCJiGxMCn8BkM3lmZjOksrmCIecFe0I8jyPd69M\ncLR/gPcHJ0t+ze6dfo2+Xb1L1+g7+d4oo1Pp2V3OYzMZLg1PcVdPx0oOR+rESmrQbeSi5iIijUbh\nr4El0lmmEllyOZdwOLSinqeu6/H2+zc41n+VgUVq9O29ewtH+nq5bVtbWc/pFTZyhMMhwiEHDzTb\nt8GVc/l1oxY1FxFpVAp/DcbzPKYSWRKpLK7nEVrher5c3uXNd65x7MQgo5OpBfeHQw59927l8MFe\nusuo0Vcck+d5PLZnOxeHJrk2mcZj9ZcJi7NJoZDDM4d2Lf8AqYmNVtRcRKTRKfw1iLzrMjaVJpnO\ngeMQKvwrVzqT59Wzw7xwcpDJRHbB/dFIiEf3dHNofw+dbc1lPWcx9LXE/I0cIcfhp35435pc/ps7\nm+QApy+N85lnzIpmN0VERIJI4W+DS2dzDI/OMHw9Uei3u7LwM53M8tKpIV4+NUQyvbBGX7w5wuMP\nbOeJfTvKqtEHpUNf0Vrt0pw7m+QAw6MzvHJ6+JbyOVIf1mtjyNx1hI/v27Hq56sXWh8pIutN4W+D\nmk5mmE7l8FyPrq4IkXBoyRp6841Ppzl+cpDXzoyUrNHX0drEh/b38IE93TSX2dZtqdAnwbWSjSHl\nWrCO8Pwoz3360VWPtda0PlJEqkHhbwNxPY+pmQwzqRzgV/Ne6WXOkbEkx05cpf/dUb992jxbN/k1\n+vruXVijbzGe5+G6Hq2xKB1t1Ql9c2eTHPwWeY/tVZmRWihnpmqt6/LNX0d4bTzJ8f6rPHxv15p9\nj1rQ+kgRqQaFvw3gZuu1PKFQZU2rL49Mc7T/KmcujJXsl7FzaytH+nrZe9eWsp+/FqGvaO5sUnHD\nR2ImparuVVbrmSrP85hJ5gCPbG7hDLaIiCyk8FfHiq3XMtk8kXCIcHhl4crzPM5d9Wv0nR8oXaNv\nV28HT/Xt5J6dS9fom/+8rgutsYh/ebeCMLoWirNJ4bBDrDlCYqYmwwi0Ws1UPbpnO2++ex17aYxs\n3iUaCfG6HebBe7Zs6E0/KpwtItWg8FdnSrVeW+mbmet6nL5wg6P9A1y9XjoR7b1rM0f6dnJ7d3k1\n+opjy7serbEIm1qbaxb6RJqbwuy7ewsXR6aIA22xKNfHkht+0896rI8UEZlP4a9OrLb1GviXh/vf\nvc6xEwNcn1hYoy/k+DX6njzYS/fm8mr0wc3Q19IcobNNoU9uquVMVTQSoi0end3x3SjUt1hE1pvC\nX41lsnkmZyprvVaUyuQ4dmKA4ycHmZzJLLg/Gg7xyJ5uDh8ov0ZfUS7vKvTJomo5U6VNPyIilVH4\nq5FEKstUsrLWa3Of46VTw7x0aohEYQfwXPHmMB98YAdP7NtBa5k1+oqKoa+7M67QJ0uq1UyVNv2I\niFRG4a+KVtt6rWh8Os0LJwd59exIyR2OHS1RDh3o4dH7Vz4Lk8u7xJsU+mRj0KYfEZGVU/irgrxb\nLNVSWeu1opHxJMf7B+g/d71kQeeujhhP9vXy4Apq9BXlci7x5gjbOmMrXmsoIiIiG4fC3zpKZ3NM\nzWRJFUq1rLT1WtGVa9McfXOA0xdulKzRd/v2dp480MOeOzeveLYun3eJNTV+6FPLrODQay0isjSF\nv3Uwk8owlcyRX8V6Ps/zeG9gkqP9V3nvaukafXf3dPD0Qzv5wL4eJieSK2rvFpTQB7UvRCzVo9da\nRGR5Cn9rxPU8phN+6zXP87twVLKez/U8Tl8Y41j/Va5cK72Aac+dmznS18sd29sJh5yyizNDsEJf\nkVpmBccrp/Vai4gsR+FvlW62XssRKgSxSrqc5fIuJ85d52j/YjX64ODurTzZ18v2zS0rfv4ghj6R\nSunSsYg0MoW/Ci1svVZZoMpk8/zt2RG+f3KQicVq9N3fzYcO9LC5fWU1+kChD9QyK0ge27ud/nev\nreq11qVjEWl0Cn8rsBat14oSqRwvnRripbeHSKQX1uiLNd2s0dcWX1mNPlDom0sts4JjLV5rLRMQ\nkUan8FeGvOsyNZNlJpXFcfwuHJUGqomZDC+8NcirZ4bJZBfW6GuPF2r07ekm1rTyl6cY+rZuim3o\nBvdrTS2zgkOvtYjI0hT+lpDJ5picyZLO5gmv4tIuwPXxJMdODvLmO9dK7srd0tHMkwd7efDebUQj\nK/8+OdclGgor9ImskpYJiEijU/grYX6pltWEvqvXZzjaf5VT50vX6OvpauFIXy/77u6qqKNGznWJ\nhkNs3xwn5Cj0iayWlgmISKNT+CtwPY+pmQyJ9OpKtYC/NvD84CTH+gd498pEya+5q6edp/p2cu9t\nm1ZUqqUon3dpjkbYsqmJ7i0t3LgxrZ6mImtEl45FpJEFPvytVakW8APk2YtjHO0f4PLIdMmvuf8O\nv0bfnTvaKx5vLBqmq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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot('AO', 'NAO', data=ind)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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GwRDysx2oro8IebocNnjaow/GWt7A1ZQVls7O5/fv9AVkkZCSMlq3P4RCdxYm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\nUqbOwEsCpSWQbnFRtOdSvFlNqSOy8tLUO1RX+NSYiz8JSNd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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.jointplot('AO', 'NAO', data=ind, kind='reg', size=7)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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pkR/+8F+HfM1Uv+fR1nW/Q/4009TUMflfnD5MmZLd72slzeNCCNGPXbt2sGrV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\nuq4/DPw1z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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or correlation heat map:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.corrplot(ind)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BtzswzlourUuSktfZe+QhhEoKy93FckAA7mjS9gJQA2wFzGvaOca4umG8hyhU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\n", "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how box plots look like with `seaborn`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ind['mon'] = ind.index.month" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.boxplot(ind.AO, groupby=ind.mon, alpha=0.8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is also a violin plot:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.violinplot(ind.NAO, groupby=ind.mon, inner=\"points\", kernel='cos')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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W1jfR7i0+Pdn3CwvzephVNVtbW5BMgMV69jmLlreer94yKvnCjFMrBOvLx8OI\nsmw2i53NTdDcbD72dZWj1Iz1rQ3AceLmJk4H9ji4hhnb21pInVXoUpcm/Izu4QaA5dUVKK5WUNl8\n5jnF2wVAa9tidILBXTgLqkRdOfG3x4mnlQk+WdKEnpwXfEndbKqG9fU1qKqKXpe/7Gt6XH6sNtFT\nbAjBNzAw4AXwZwD+WSAQ8AD4dQD/y8DAwLf1sGd+fhYyldDtOvHw9Xu1i2RhwfghRQDY3lhFq7XA\nO5YTfFtbxl9ol5YWkMlk0ekrjid2tGjfz84G9DCrajY2lmF3kCLvJIMQAruDYGPT2MUnzMPn/UiC\n9+OTg3I0T3d3dweZVAqkJedWdWqh3WUOCn8YO1tbIG5X/nvidiIRiXAz3o55U2luLaXulqLHjczq\n2hrMuXDu7E/+cdHBwrws7GtU0ukUQqGDvMgDTgTfLifFM6mUljPMhB4TfsmksQUf21j2OMsLvl6X\nH/FkvGni2xCCD0AfgJ8GAoE/BoBAIDAE4DMA39DDmLnpKfR5WmCiJ3+eDqcLNtmMOYOLDcb2zg78\n9hP72+1aSIjtuI3M7OwMAKCzpfj0VGQCn5siMD2qh1lVs7m5Druz/I7N5lQN38MrGo0ARMvZK4Qq\nBc8bnOVlLeeWCT5CCEiLA7PzM3qaVTWRSATxSLhY8Lm04gdWjGJ0VtfXQK12EEVrfM2En9EFXzqd\nRnB3s2T+HgCYbG5Iig1rBm/Nsre3BxUqPAVeJnduLjAvPU0TCU3wmSVz0Vf2uFFZXlqEWZLhd5xt\nusxg3r/l5aWm2HS2dEQHAoHACIAfsO9zHr+PAfyw2bYkk0ksrizhOzfuFD1OCcGtljbMTE0026Sa\niUYjOIrEsC5L+PHoyY3ZqVBsNrEi6KJMTgzDbaewW896yDp9wOzcPDKZDCRJKvHT+pJOp7G/f4ib\ndzTbf/HnxTmf3/6eBIeTYCFwYNj3AADhyDEk5ayXknn4ePAwzc/PApScePgAkFYn1uZWkM1mQKkx\n//YMFvZnIg9AXvxtbq7j5s1buthVC8trqyAFudBElkEdLiwZ3Mu6s7ONbOZshS6DEALF04HlVWOv\np0zUuQryyBSzDRbF0fQ5rhclHteEnWLSdptmSftq9Dzi5YUF9Lr8+RnAfzjy06Lnf/vur6DH6Qch\nBEtLC/jqV99ruE2GEHyFDAwMuAH8FMCLQCDw0/NeD2gXH62Tr3J5eQHpTAa3W9vPPPdaaztGJ4YQ\njYbhdDoUCfnDAAAgAElEQVRL/LQx2N7WbhRWU/HN2m+n2FhfhiSdFVJGIZvNIBCYQv/ZPGkAQG8b\nxfhCCisri7h167XmGlcF29s7yGZVOF3l/8ZOF5DNqggGd9DZ2dVE66onHDkCNZcISefmMsdiYUOf\nRwAwNRcAbXGCSCeLA2lzIT25hq2tDfT29ulo3flsbmreI+Jx5x8jLidACdY31gz/91dVFVsba6A3\nv1T0OPG2YnnF2OvQxkb5Cl2G2duJjdVRQ7+P3V1N1HlO5ZG5Xe3Y3to2tO2MZDIOQgjk3G6TEgqz\nZEYyGTes/aqqYmV1Ge93vF7xdYpJRqejFSsLC015L4YSfAMDA/0A/g2AWQC/Ue3P+Xz2kvlSF2Fh\nIQAC4Hbr2bj7nVZNhayuzuOjjz6qy7/XCA4Pc33g5FM5cA6K4c1NeL31+3vVm9nZWcTiSfS2lT41\nu9u0m/fi4gzee+/tZppWFdPTWusbRwXBpz2n4ugoiC9/+XaTLKuNaCwMopwNS7OQrqqm0dJSogzZ\nIGQyGawsLgC3iq9j0q6Jp/X1Jdy9W3kx1pvd3S1AkkCcBR5KSkHdLqxurBj67w9olejpRAKKt3jK\ngOT1ITgxCJfLApPJULegPAcHWk4VG6P22m/84zOvUTwdOJx+BJMpC5fLdeZ5I7C/vwdZVmC3uose\n97j82NmZN/w5BADZbApWk7XonmWRrcikU4a1f2NjA9FEDNfc5TcMjD5XB2aWF5vyXgxztQ0MDLwD\n4C8B/MtAIPA/1PKzwWCkbh6+F0+eoc/jg8OsnHnuRosPismEJ188xeuvv1Wff7ABBKZnYaIEllOf\nbodDQnglhsXFdXg8Hn2MO4eHDx8DAHraS3+gdguBz0Xx+NEDfOc732umaVUxPT0LAHBUWP9zk/ow\nPT2LgYE3mmBV7RwcHoCcvQTyId2dnSD2943bHmd+fg7pZAomf/F5TlxWEKsZT1+8xAcffFMn66pj\nIjAD6naBnF7c3G4sLC4Z+u8PACMjWvqL5C1uS0Fb2pDNZDA2No1r167rYNn5TM/Mw+z0gcolLoIc\nzPs3Ph7AnTtfKvs6PVlcXIHb2Y5fPPqDosc9Lj9mFp5ge/sAsiyX+WljcBAMQTFZih6zmCw42A8Z\n9hoYGhoDAFxznx/Bue7uxJP1MSwsrNXlvlxJOBpC8A0MDPgB/AzAPwkEAv+k1p9XVRX1GKsXj8cw\nuzCH7968U/J5E5Uw4PNjdGQImYxxm1YuL86iwynht+4Wf/CBPa28fXl5GU6nu9SP6s7Q4FO0uikc\nJfL3GH1+gtG5eUQiMVgslrKv04OlpQXY7ARyzrv67e+dzROTzQRWG8HS8oJhz6Pj4zCkErnGhBJQ\nheAwdGhY2wFgamoSAEA7is9zQgiI343xyXFD2w8AKyvLQFsLUo+eFj1OWzw4WlpBOByF1Vqi949B\nWFhYAAhBMjAGMnuS+yx/5Z3c84vo6bmml3kVWVldg9ldvroSOJmpu7a2itdeK33P0JuNjQ143WdT\nF7zuDqiqis3NTXR39+pgWfWEjyOwybaix2wmGyLHEcNew/Pz85CoVNSD77fv/krJ1zIv4MLCPO7e\nfaehdhmlSvc/BdAK4HcHBgaOC47fa6YRExPjSGcyeMPfXfY1b3R0Y3tv19AJr6urK+hynP1ou5ya\n+FhZMWYfsng8hrm5efT5K4ebr/kpMpkspqcnm2RZ9aysLMDhOn8RcrpVrCwvNMGiixENR0EtpT8H\nyUJwEDL28PWhsWFQlw3EfnZDQDu9CB8cGrpK8fj4GNGjI9AW75nnSO4xo/cTnJmfg+RuOeOhpC4v\niEnGwpIx+2lms1nsbm/A7CmTSJxDdrSASjI2NoxZcZxKpRAMbqPFc9bLxB7joY9gJHwMu1zsvLDL\nDoTDxvTuAcDi7Cx6ne0lR6qd5pq7EwSkKf1lDeHhCwQCvw/g9/W2Y2T4JSwmuWTBBuNuRzd+NAKM\njAzhu9/9d5poXXUcHx/h8DiC7p6zO3+nQuGyUKwYdDzZ2NgoMlkV1ztObhC/eFk8Pufb78robiOQ\nTQSDg0/x1luN3RHVQjqdwvb2Lm4OnAil4WfZote89Z723lwegsWZXaTTacPlMSWTSaSTaVBL6f0g\nsagIhQ6abFX1pNNpzExPATfKdLjv0lyXExOjaG//TjNNq5qVlSUAmrhTj4onIjARuLKyjNu3jelZ\nUlUVCwtzIB1nvUeEUlBfO6Znjdke5+BgH+lUMu/BKwchFGZPu2Fn6m5vb0FVVXjdHZhdfFb03Dff\n/z4APgRfOBxGu1z8WdjMdmyHjel0yWazWFpexHunCjZKVekCgFVW0OHwYWF2tuG2GcXDpzuqqmJ4\n8AVeb+/Iz+orhd/hQofThcHnT5poXfUs5eb99rlLv4deF8XSQuNPrIswOPgUikzQ1VrZw2eSCPra\nCQZfPjXUPMiNjXVksypcZ50yZ3B5gEwma8h+ZEdHIQCAVCasTq3AoYFHSi0szCGdTIJ2l/4giMcG\nYlMwNDrUZMuqZ2lJ8/6W8vDBbgNRFMwbeOLM/n4QsfAxpLbSoom2dWBjdTk/J9VIsGvS7C6/8WeY\n3X5sGPAaBk6aQvu8PejuGCg6zLIFTocPqwZvKwMAR8dHcCrFXTGcZieOo8YcDbezs41oIobrVRRs\nMK67u7DYhOtZCL4cS0sL2A8d4p3O81s1vN3Ri6nAdH4agZFgN4peV2nB1+c2YWN7F8mksZpWZrMZ\nDA0+x7UOAomeX0Hc30lxGArnm+saAdY80+053372GiPZzzg81Lx31Fb6eclGcHxkzMUWAIaHBwFC\nQLtKNzwlhID0tGB8bBSZeiT/NoDZ+TlQhx3EaoH84ftFByEExOfFrEE3bkCuByIAqa0Dlo++U3Sw\nx7PpdN6TaSRYU2vlnBw+QBOFh/u7hhSua2srIISgpYzw8Hm6sbpibMGXyWQQiYXhNBdXwTkUFxLJ\nuCGbL7NpXP2e8qlhp7nu6cRhOISDg8amygjBl+PFi2cghOCtzp78Y38w+LjoYLzT1YtMNoNRA3oI\n5mcm0WqTYDOX/mj73BKyqpr3BBqF2dkZhCMx3Oyq7pTs76IgBHjx4un5L24Si4tzkEwEjipaNDpc\n2kxdNrfZSBweat67ch4+yQokY0nDjjZ6OvgU1O8GUcpXH9LeViTjcczNGTOsOLcwB/jKd+gnvhZs\nb6zn54wajUBgGkQygbaU9pJJ7VoOmRH//pubG6AmGSb7ScHPxv0fFR0Mxe2Hms0ackb5ysoKPC4/\nTKazs4ABzfO3tb1uSLHKODo6ggoVTqVY8LlyAjBkwEjDwvwcZMmELmdxSsnM/krRUQgTh40e3Wqs\n5CEdef74Ee60+uFUzq/6vOVrg9tixbPHj/DBBx82wbrqmZ+bwS1P+ZD0dY/2kc/Pzxoq/+fZsy8g\nURTl7wFazl4pbApBdyvF08f38Gu/9u83w8RzmZubhtujVbIyWM7eaSglcHkI5uanmmVe1ezva70E\nJXvp5yW79v4ODw/Q3n6+F6SZHBzsY3ttHdLXblZ8He1uASjBy8HnGBgwVkuNSCSMw71dmK7dBYAz\nVbryh++DtvqQyWaxsrKEmzeN14B8bHoStNUPUmaSDHW4QO1OTExP4rvf/VtNtq4ya5ubMLvbQcjJ\ntRvZLO1NZWHf7e0twzVRX1leRmuLFrH6mx/9J2eeb/P1IZNJY3PTuE3IDw60tchjKU5tYN8fHOwb\nbg1amJ1Fn+tsatjtlvJ/4z5XByihmJ+fw7vvNm7ihvDwAVhfX8PGzha+2l1diwBKKN7t6sPw6JCh\nXMr7+0EcHEdw3Vte8LktFC1WCbMB44yIU1UVz54+RG87hVmuviH0zW6Kze09QyQeZzIZrK6uwl3e\nKXMGTwuwurKKbNZYYcVgcBeEarl6pWBCMBjca55RVTI4+BwAQPtaK76OmE2gHR48MWAuLtvlk7by\n74G2+QCchE6NRDwex+bqMqQK3Q4AgPq7MD09bag8XADY2tqC7Do/fw84EXxGm20ci8WwF9xGWwWR\nwZ4zYlidwUKcHktxfzr2faNDoLWSyWSwtLqE/hKV0ZVQTDK6nW1YmGns9SwEH4AnT74AAfBuV/W7\nnK91X0MylcLIyGDjDKuRQEDzFt30al68//nzUNHBuOGlmAlMGWahnZ+fxcHhMW73nj0df/EyVXQU\ncqtbe/3Tp4+aYmcl1tdXkUpl4PVV/zNeH5BMpg3X1mF7bwuSnZadxiI5tMeDwWAzzaqKx88fa+1Y\nPGXckwXQa23Y39kxXOHM3Jy26NPWCrsHuw3UZsX0TKBJVlXP3NwM1GwWUkF6TCmkjh5EjozVHieb\nzeAguAOzq3SF92kkiwOS2YLNLWOdQ0zEtfnKOzG8nk5Ikmy49J5CWLTBYym+FjxW7XujbTrX11eR\nTCVryt9j9Hu6sLi80ND78isf0lVVFU8e3cNAWwe81uIs9f/4na+X/bk7bX64LVY8fngf771X/nXN\nZHpqAoqJoLtMwQbjZosJLzYi2N3dMYQ7/MmTh5AocKPK/D2Gw0rQ1UrxxaPP8Hf+zt9tkHXVMT+v\neWW8LdV7KD0+bcTa/PwMenqM0/x0e2cTklNbdA4eFHsfvR9LMOVaYu3tGStvKRqNYmZqCuRL3VWN\nDqR9rcDjGbx8+Qx/+2//ahMsrI6JwBSoxw1iLp17BWiFJ2j1YXp2uomWVcfU9ARACKT2yjc9Kdey\nZXp6An5/5RYozWJ/fx/ZTBpmd7Hgs3eWDpsTQmB2tWN901gtQlhucHtrf9nXSNSEtpY+zM8ZL4+Y\nsbOzA1mS4TqVw2eTbbDKVuzt7upkWWlYL71SHr5yjZcZ/Z5u3F8Zwvb2Fjo6qq/wrYVXXvCtrCxj\nc2cb3337gzPPFRZqAMUCkBKKr3Vfw73RIUSjUdhsZUoam8j05DD6PdK5Va63WmQAMUxNTegu+LLZ\nLJ48vo8+P4VSQziXcbuH4vPhXaytreoqmmZmJmFWCOxVFGwwHE7AbCYIBKbwrW99u3HG1cje7i5M\nFe7VxERgshNsbusfSi9kZGQQ2UwG8vXqvDPEaQVtdeLh04eGEXzZbBYL87MgvSc3DPnD90u+lvrb\ncPR8CKFQCG63cSbnDI+NQmr1VxSsAEA9LaBWG8Ymxg1z/rPQ7GkPX9c3f6vsz8iuVmxvG8vDNz83\nD4fNC4et8qguf+t1TM0/QjabBa3XfNI6sre9gxarr+QGzmdtxc6WsTadC3OzsJoU+O01hHpyMJG4\nsDDfMMFnvE+4yTx6dB9STrzVyge9/Uil03jx4tn5L24wodAh1rd2MdB6/lzETieFQ6GYGNO/ynhm\nZhqHoTAGSoRzq+FWj1at+8UX9+tsWW1MB8bh9alVeZYYhBB4fCqmA2MNtKw24vEYYuE4JFfl90Ed\nwPqmsVo6fPH0EYhNAfFXL37ItTasLS7lQ0d6s7W1iWQsBtJ+vmil7VqO39ycccK68XgcK4sLkKpo\nb0UIAe3oxdj4mGHSS9gEpWpDutprtdYsRmrxMzs3C3/bjXNf52+7iWQybog86FJsb23DZ9XO8x+P\n/rDo8NnasLNtnHQAQCvY6Pd0gdZwH2B05yZzLDQwL/eV9vBls1k8eXQfb/i7SlbnBvYqn0y3WtrQ\nZnfii/uf4Zvf/KUGWVkdExPjAICB1pOP9Hd/qfSNjxKCAZ+EifERqGptIqXePHp0D7KJlA3nlqvS\nZdgtBD1tFI8efopf//Xv6/Jejo+Psbuzjy+9Wfu/3dJKMD0WRDh8DEc1/VwazOam5uEwuc9pfu0G\ntjeMs9gmEgmMjg6D3Gg/cw6kHhZXQssfnVTl0uvtyLxcwIsXzwwxOYfl4VL/+YKD+HwApZianmpo\nZV8tzMxMQ81mIHWeeNvjDz8peg3rxQcAUlcvIosBbG5uoKur9rynerO9vQUimSA7iqtCC1uxAMUe\nP7O7DWo2g2BwT/eICaA1Tt/b28Kd/m+d+9ou/y0AwOxswFBpJYCWbrW9u4kb3R8DAOb2i1v4vOF/\nCxNLo8hmM6AVhiU0i2QyidXNVfzyjdIpXuUmbTBMVEKfq6OhEzdeaQ/f9PQk9kOH+Hpf6Z1QKB4r\nOk5DCMEHvdcxEZjEwYG+o6ZGR17AJtOyEzZOc6dVRigcxdrayvkvbhDpdApPnzxEf6c2Ku2iDPRR\nBPdDulUszs5qHhZfW+3vgf3MrEHGTLECBvkcwSd7CGLhGCKRSDPMOpfR0WFkkilI/dVVVzKo1w7q\ntePBY309xIyJqQkQqwXEdb74JyYJtM2HsanxJlhWHaNjwwCVIHVUJ95MXVpkZWJitJFmVc365ibM\nztailiznYXax1izGqNRla0mn//x2PR5XB6wWB2YMWPxzcLCPRCoBv6N0fqff3oF0Jo1dg+Txraws\nIZPNXqhgg9Hv6cLy6lLDOje80oLv4f3PYTHJeKer9M7GbbEWHaX4sO8mVFXF48cPGmlqRbLZLEaH\nX+L1NqlqV/KX2zXP2fCwfmHd0dERRGOJC4dzGbe6KSQKPHzweX0Mq5FAYBKUAp7a0zbg0Zw0mJ6e\nrL9hF2BjYxUggMlV+XWm3KSQjQ1jzBF9/PQRiEUG6Tybs5TdOiw6TkOut2Fxbs4QTVwnpydA2tuK\nvJSpR0+LjkKIvx0bK8uIx+PNNrUkg6PDkPxdIKYTz3xma63oKIQ43aBONwZHhpttakk2tjZLjlSL\nbM4WHYWwAg+jtGaZnp6ERE3oKCjY+PnDf1F0MAgh6PLfxtSkMdafQliYuazgyz1ulDWoUsEGULnx\nMqPf3YVEKon19caE2F9ZwZdMJvD8+WN8rfsazNLFI9udTjf6va14eO/TOlpXG0tLCziKxPIirho8\nFooetwnDL75ooGWVefjgF7AoBNc6LncaKjJBfyfFkyf3dekaPz4+CE8LgSSdFdvDz7JFx2lMJgJP\nC8HkpP75lACwsDQH2U1BzvG4yl7teT09xIxUKoWhoZcgfa0gF0g8p9fbAVXFy5fPG2Bd9QSDQRzt\n74N2VO+lpP42qNmsISZWhEKH2Flfg9RVfT40IQRSVx+mpyZ0z4HLZrPY392uaoZuISabG9RkzqdD\n6M3ExAQ62m+WnbBxmu6OO9gLbhsmj5XB1pYup+Yxu9Vyu+jozD1ulHnAC/NzcCl2tFjO2S1XoNET\nN15Zwffy5XPEEgl8WCacWwsf9t3AyvoaVleX62BZ7bx48RSEoCbBBwBvtJsws7CAo6PQ+S+uM9Fo\nFINDg3itu/Ls3Ep9+Aq5c40iHIk3PTQUj8ewsrIOX233iCJa2oDl5VVDNPFeXl2CyXt+Ar3kBKhM\nsGyApq3j46NIJRKgNYZzGaTFAeqy4eET/bz0ADA1pTVDr03wtQOEYHJK/0bq4+PatWfquV70uNTR\nU3ScRuq+jlQirnsT6f39IDLpVM2CjxACs7sdaxv6C75oNIrV1UX0dFQ/RamnU3vtlAHOoUJWlpbh\nVFxwKVou+vff/EHRYZNtaLH6sLqsz333NAuzs+h3d10qj9zv8MFiUrAwLwRfXXnw+adosdkx0Fa+\n/9NAq7/oKMcHvf2QCMUDnUKKL548wK0WExxl5ueW426HDFUFhoZeNMiy8jx//gTpdAZfulafZNvr\nHRQWM8H9e7+oy++rltnZAFRVRWv7xS/y1naCbFbN5wLqRTQaRSgYglzQS9D7sVR0MAghMLUAc4v6\n5/48efaFNjmjq4YxJwUQQkCut2F2ehqRSLi+xtXA+OQYiGIGafGe/+IcxCyD+lowPD7SQMuqY2hk\nGNRiBa1x92Pq6gUIweiovmFdlr+qeGovvDC7/djY1L/SdWpqHKqqoq/7y1X/TFvLNVgUB8bGjJFH\nyVheXEK3s3Lz7i5nD5YX9W8cHY/HsLmzies1Ttg4DSUE192dWGxQ4cYrWaV7eHiAsckxfO/2Vy5U\nPn0ap2LB3Y5ufPHgHn7zN/+DplYMbWysY2NnD7/+5TJzsCrQ65LQYpPw7PH9pvfBenD/E7gdFB3n\nNCqeWSsOg3773dKvkyjBaz0Eg4MvEIvFYLXW/ve4CFNTEyAEaKk8yasiLW0AIdpi/ZWvvFk/42qE\ndeeXqyw+kX0Ea3NruvbwymQyeDH4HKTXByKVmVvcUbkXGQDQ623IjC5jaGgQH330zXqbWRWjE6Mg\n/rNVxuX68DFIZztWJwJIJBJQFKWRJpZFVVWMjA2DdvWdsb+wKrcURLFCau3Ai+Eh/Nqv/WYjzazI\nZk6wKZ6zPdDKNV5mKN4O7C4OIplMwnxO/8FGMjo6AtmkoLO92N5Ss3QZlFL0dX0ZY6P6d21gJJNJ\nrG2u4Nv9v1zxddc81zExM4p4PAZLmTz7ZrC0tAgVasWCjUqzdAvp93Thk6VnSKdTMJlqi9qdxyvp\n4fviiwdQVRUf9lUesF4L37h2E4fHR5iYaG5PtcePH4IAeLuz9kWGEIJ3OkwYn5xEOHxcf+PKEAwG\nEQjM4k4vOXdxSWeKj0rc6ZOQSmfw/PnTyi+sI2NjL+FpITCVaRr91nu06CiFLGt5fGNj+o7pY935\nzb7qFnxzK0E6mdY1WX12NoBEJAp6rfq+aaUgbS4Qm4LHz/QZ07e3t4ujYBC0s3bvEu3sgJrNYmZm\n6vwXN4jV1WXEjo9g6r5+5rn4w0+KjlJIPdewtrygq4d1dW0NkmKDZK29PZLi6QRUVdcxfaqqYmR4\nGD2dX4JUY176tZ6vIHR0gLU1Y+TDra4uI5PN4Jqn/KQQALjm7ocKVffxcCznrtYZuqXo93QhnUlj\ndbX++dGvpIfv4eef4kZLK7pclRu0Vhqtdpq3Onpgk824//mneOONty5rYlWoqoonDz/FrRYTPJaz\nYuLHo8UtM77/5tn5ol/tMuPnCwk8f/4Ef+NvVN6J14vHjx9AhdZO5TxMNThLO30ELjvFg/t/3ZS+\niPF4DMvLq7gxcPnf5WsHFgJataXFcrYnZDMIzE7BZCeQbFUKvpwncGFhTrceas+ePwEoBe25QIl0\nAYQQkGutGB8bRTKZgNncXE8Z2yjSrtpHjFF/G0AJxsfHmrb2nIaFY6ULNLDXfu46MPQEExNjuo2q\nXFxehuItnYNVadIGACgt2o1+bW0F165db4R557K5uYG94DbevFN7P8nrPXcBAMPDL9HbW/1M+UbB\nWstcP0/wea7nX3/nzuuNNqss87Oz8NnccCnlZ3ifN1qNcT0/cWMO/f31c0oBr6CHb2VlCSsba/hG\n7+WLNQqRJQnv91zXikFiZ3v2NYKlpQVs7gbx1e6LhxB63RLa7RIe3vt5HS2rzIN7n6CjhcLrrO/p\nRwjBnT6C6emZplSczcwEkM2qaPNfPgRihDy+mdlpyKfSrw4eZIqOQkwerXBjRqd5rqqq4umLJyBd\nXhBz+b3reW1ZGFJfGzKpFCYnm5+8PjI2ovXf89Q+Io3IMmhbKwbH9MuBezE8BMnbClrLbMECpLZO\nELOCYZ3as6iqis311bxwqxWzux2ESroV7gHA4KCWi93fe7fmn3XYvWj3XcOL583P5y7F9OQkWmw+\neK2V83Kdigt+RwcCOreVWZibQ7/78t49AGi1euAw2zA/V//CjVfOw8dGqb3fW3nncBG+0XcTny3O\n4MWLp/j441+q++8/zYP7n8JECd7tvHicnxCC93tk/DQwj93dHbS1XaLctApWVpawvrmNX3qrulPv\ndk9tovBOH8WzqQweP36E733v372IiVUzOTl2bv7e6VYs5cK6hXl8b7xR+4J9WQ4PD3B0cAT37er/\n3oQSyG3ApE6j4TY21hEK7sP0jTq4WAGQTg+IScKLl8/w1lvv1OV3VoOqqhgbHwHp7CjpXTrde69U\nTh/t6sDm0JguE1sSiQQW5gKQ7lz8vCWUQursxdDokC55ZMHgHhLxKFp8lYsEykElExRvJ+YXl+pr\nWA28eP4cbb4+uBwXSyju73sbz4b/VPfZzKqqYiYwjTveYo/dj0d/WPT999/8AQDglvc2hmZf6pZL\nfHx8jN2DXXzrS5Xzr8+btMEghKDf3dWQiRuvlIcvm83i8cP7+Iq/C64So9RO8weDj4uO83jNp41a\na0ZPvnQ6hS8e3cObfhNsZapz5/bTRUc53st5CJtRZfzo0T1QArxWZbPlb78rFx3n4XVS+FsoHt4v\nnStUT8bGXsLrK5+/BwDBXbXoKAfL4xsd1WeHzTrtm2v0Vpr9BNvrW03zahcyPKzlPNK+S1TMFEBM\nEkh3C14MPW/qbNe1tVXEwuELhXMZ7Gf18E4GAlPIptMwlQnnWj76TtFRDqn7Go4P9nXJCV1cXAAA\nWFovPl7M4uvF0vKiLnOBDw8PMD8fwM1rZaraquC161+FqqoYHNS3H+XGxhqOIiHcarld1etv+W4j\nGo/ki86aDct9vnHOhI1qGi8z+r1dWN9eR7zEhK/L8EoJvkBgCvuhQ3yjDr33SkEIwdd7+zEZmMLh\nYWNHrQ0OvkQ4Gsf7PeVzjW61mIqOcvhsEgZ8Jtz/7K+QzZ5tDlwvstksHj38DH1+CpvSuB38QC/B\n6vom1tcbl4Aci2n99yp066mZ1nZgZWWt7hd5NUwHJkAkrRCjFpQOAlWFLo1/nw89B/U6QByVN2+0\nw1N0VHxtrw/hw1BTh8mPjWktVaQygi+7tVN0lIK0tYLIMoZHm9/Ae2xsJDdOrbR3rJqiDQB5wcj6\n+TWTxcU5gFBYWi6ei2pp60MsfIT9/f06WlYdL18+hwoVr13/Wsnnf/gnf7/oKEVrSx/crnY8ffKk\nkaaeC7sevtRWXWuZO62vF/1cs5mfnwUBwfVzQrqheLjoqMQNTzdUtf7FKK+U4Pvi4X0oJhPe7ryY\n274avt7brxVTPGnsBIvPfv4X8FgkfLm9PlH5b/Qp2DsIYXKycXM5Z2amcRgK404VxRqX4XavBEKA\nLx41rpHuzMxUVf334rHioxKtfi2PT4+5lmOTwzC3E5BT00LK9eFjmNsJQIDpQHNzaOLxOBZmZ0B6\nLvowHD8AACAASURBVNZ7rxy0W/t9IyPNq5h+MfwS1O0GcZRP+D4PQilIpx9DI0NN9zCVGqd2EYjT\nA+p0Y2ik+aJ1amYWVl8PaJXTKUphbb8OALo0kH78xRfwujvg81783kYIwWvXv4bJqbGmdm04zdjw\nCNrtfvhs1Xnu3RYPulw9GB3UJ/9zLhBAp7MVVrl+hV6svUu9z6VXRvCl02k8e/YY73T2QqlyYQrs\nbRcd1dDl8qDP04LHD+9dxtyK7O3tYnxyEl/vlevSRxAA3uqQYZMpfvHJX9Tl95Xi0cPPIZsIbnRV\nf9r973+aKDqqwW4h6G2jePjwFw27+U1OjoFSwHvOmmSxFh+VYHl8k5PNzYmLRiPYWtuEubP2c4ma\nCcytBCPjzW0pMzMzjWwmkxdo9YI4raBuOwab5ClLJhOYm5kG6S4fzqUd7UVH2dd1dzY9JHp8fITt\n9VVIXZev7CSEQOrsw/T0ZMOGx5cim81gaWEOlvbL5XVbfL0gkgkzTS68Ojg4QCAwgds3Prh07uPt\nGx8gm83g+XN9vHzxeByT0+N4ve0rZ547PWmjkC+3vYGZ+WlEo5EzP9dIVFXFwsLcueFcAHBbHEVH\nJVyKHW02L+YC9T2XXpmijcnJcURiUbx3auxPJSpN16jEe93X8ScTgwgG9+Dz1Se/qJBPP/1rAMA3\neivvRku1YSmHLBF80CPj3tBLhEKHcLvPb1ZbC+l0Gk+fPUJ/J4F8zpzWenC7j+LnL0JYWJjHzZu3\n6v77x8YH4fERmOr4XkwmAq+PYGx8EL+J/7Buv/c8AoEpqCqgXEDwAYC5k2BlYrmpjX/HJ0YBSkD8\n9T1PAQBdHszNBJBOp2EyNXaJDASmkU2nIXefbfZbKzT3O8bGhtHZWZ+KwfNg47hMFQRfZqv64fZS\nVy/iM2NYXl6qe0uKcqyuriCVjMPmL5/qs3H/R0Xfl2rTQiUTrG3XMDHV3H6Iz549hgoVAzc+uPTv\navddg9fdgYcPHzatTVch4+OjSKVTeLPj7Zp+7k3/W/hk/i8xMjKEr3/9owZZd5adnW0cR8O4cfN8\nwVdt42XGDW83ZueEh+9CPH38CBaTjK/4G98v7L0eLRfl6dP6h3XT6TQ+//Sv8OV2GT5bfSd6fHxN\nQSar4vPP6z+ebHJyHNFoArerLNa4LDe7KCgFnjyuf1g3Go1idWUDrQ0oaPa1AyvLzc3jG58YA5EA\n5YLj4ZROgmwm29SWMkNjQ6DtbhD5/Gug2rYsDNrVgnQy2bAB5oUMDQ8CknShhsunoS4nqMuJ54PN\nK/wZGx8Fkc2gFTbH583SLXptp1Y0MT7ePC83E632rsrTNKrB1vka1lYWmnr9Prh/H22+Pvi85e9t\nP/i1/7XoKAchBAM3vo6ZwCSCwca3tjrNy+fPYJVteK3Kgg1Gv/cmHIoTL541r+k+cJK7fPMSofRy\n3PT0YP/ooK6fwysh+DKZDF6+eIq3O3tglqoXSRcJ6QKA3+FCn6cFzxuQx/fy5TMchaP4+Fr9x/f4\nHRJu+0z49JM/r3tI5fHj+zDLBNf8zTnlLGbt33r8+F7dC1FmZ6ehqip8l5ifW47WdgJVbW4/vqHR\n51r+3gW9lUoHASgw1qR5rrFYDJurayBVjEwDaivaYK8HNM9no3kx9AK0ox2kgiexmqINBunpwkxg\nCslkst6mlmR0YhzU3wVSp3GS1OaA5G7BWANziU8zOj4OxdUG2XH59AB71+3c1JPmXL+bmxtYWp7D\nl25+WLffeefWN6BCxeMGbJYrkU6n8PLlM7zRfhcSPXs9/Hj0h0VHIZRQ3PW/jeHhQSQS1aX+1IO5\n2RkoJjO6nfXf/TMROT9fv4K4V0LwBQJTCMeiePeCXeAvwrtdfZhbmEModL5HoRY++cs/hc8m4cvt\n5+ch/ng0UnRUwzevKQgeHmF4uH45TOl0Gi9fPMWNTgKTVJuouN1Di45aeK2H4jAUrrunZnKy+vm5\ntRRtANrv1PrxNae9RigUws7GDpTui4tXaiYwtxEMjzXHszQ/PwuoalXi7SIQqxnUbcfYVGNFx+7u\nDvZ3tkF7Kodf1Vis6KgE7e5EJpVqyvlzdBRCcHvzXK9dZmut6DgP2tGD2ZnppuTxpdNpTE9NwNZV\nn16ONv9NEMmE0SZVjD56eA8AwcDN+k0n8bo70NF2E/fv329qAdDY2Aii8Si+2lV5dnQ53u16D4lU\noqkFVzNTk7jh6YbUgP5/fe4OyJIJM4H6NbZ/JQTfyxdPIVMJb/qbk9cCaIJPBera02htbRXTc/P4\nuM9cVbFGtX34CrnbIcNtofjkZ396WXPzTE9PIhpL4FZ3c0+3/k4KSoDnz8/voVgLExODWv+9BuQi\nmvJzdV/W/XeXYionapSu0u+l0qSNQpRugo2V9abMQg3kFkDS3sDmsH435mZnGnrDGx7WPuPzBF8t\nA6Vppx/EJGmh4gbDPKCm88K0NYR02etTiThWVho/tWJ+fhbJRAyO3spjubq++VtFRzmorMDWcQuD\nddwwlyObzeL+/Xu41v0VOOzeuv7u11/7CBsbK1hebt6M2scPH8Im23Gn7WIj0m777sCluPDFw4d1\ntqw08XgMKxureM178d6NlTBRCf3uLszUMSf0ygs+VVUx9PI5Xm/vqLo6lxGKx4qOWuhxedBqc2Do\nRf0E388/+QuYKMHXzynWYITi2aKjGiRK8FGfGWOTU9je3rqMuXmePXsEWSLoa1I4l2ExE/S2Ezx9\n8qBuN+54PI6VlTX42ury60riaweWl1ebEpoYGR3Me+gug6VL68fXjMa/U7NTWv+9CuPULgttdyEZ\ni9XtGijF05fPtbw7t6vyC01S8VEBYjKBdPrxfLDxzaMDM9Na/mE9m1ECkHJ51s1IaxgZGQIIhb37\nTt1+p6PndexsriEY3Kvb7yzF9PQk9g/28Ppr9S9SGLjxASRqwv37n9f9d5ciFovhxeBzvNP5VZhK\nhHOrgRKKdzrfw/DIy6a0lZmbm4WqqrjVUp3g++27v1J0VMOtll4sry3V7V5w5QXf5uYGdoJ7uFvF\nzvI0bou16KgFQgjudnRjfHKsLvk08XgMDx98jnc6ZTiVxn5sH/YqoAT4xS9+dunfpaoqBl8+RZ+/\nOdW5p7nRJWEveFi3RrpzczPIZqvP36ulLQvD16b142t0M2NVVTEyNgRzpzYmrRSJrWzRUQ5zOwGV\nCUbHGuvZUFVV62zfVv34sFqLNgCAtGkirFGFG4lEAjPTkyDnefcAEKu16DgP2tONUHAPm5sb9TC1\nLONTk5Ba/SBSfYU3cThBbQ5MTDc+h/LJi+ewddyEpNjq9jud194AAAwNNdZLf+/eZzCbrbh5/fzp\nGj9/+C+KjvOwWBy4ce1tPHr0AOl0qh7mVuTZs8dIphJ4v6d8LmKltiyMD3o/RDqTbngfXEDzcBNC\ncKtBHj5Aq+zNZLN168d35QXf6KjWjPHNCwi+y/JmRw+SqRRmZi4fg3/06AHiyRS+eb3xbS88Voq7\nfhn3Pvvk0mJ1ZWUJh6Ew+jsvdqrVOlrtNOzfHaxT5eL0dC5/r0oPn6+NFB3V/czJv9VItre3cHRw\nBMsl8vcYRCIwdwDDDR4NFwzuIRGJgrae4xUrJJosPqqAeO0gJgnz840RfJOTY8im06C953cNqLYP\nH0Pq1URkIwVHKpXCxuoyaHv902QIIaD+Ls2D2EB2draxs7EK5/XzZwBv3P9R0VEJs6cDirsdT58/\nq5epZ4jFYnj27Alu978P2fT/s/fmsXJl+XnYd+6tfd+r3sq3kCyS3cPepnt6prtnNBoJtjySglgj\nIBkjlqX849hOAiVAkMSAnMixYv9h2HEiwDYEjQLERhBLMKKJImg0Pc1hk8PuJtkkm3wk6+1bvf3V\nvlfde/LHrfv46g1Zdc/yFnDyAQeNx65776nl3vOd3/J9x7MmXLnwdVSrZan13C/C9Y8+QtybwFRY\nTIpnLDCOYf8Irv/o+O1Nnz56hLFAUqrg8lFciIyDgODJEznC9i894Xv44HMkfQHEvf2FDp+H3Wq5\nZ7DiUjwJVVHw8KG4AviP/vL/wUjAhsmQXCmWF+GDc05U603cuSPW5m4uOhOchE8Ufg9BLKTg7p2b\nUs43M3MPwTCBvY9/7mG8/o7SM6zA7iAIhglmZo5XOX5mxrCwcvaprXSmlJ7RD84RgvxeAXt7u1Ln\neRhmTRGJWY/w8YAoCkjYi7ml43FNuHP3DojdbonA2d/7Ss8YBOLzQQmH8Mnd45OoWFlZgq5pUI+B\n8AGAGjdEpIvF4rGcHwDu3DEIWeDcYMLHAkIIfOeuIvP0EarV4xEC/uyzW2i3m3jl4gfHcn4AmBj9\nEryeIK5dO17ytLW1icz8E3x17IO+wtH9unRNGPamH2BxdQFra/39akXQ6bSxsDTPrK3HCo/dhdFA\nApkZOQ1kLzXh63Q6ePr0CV5NiIua8sBls+NCJI5HgjukxcV5rKxv4P1xO5OSetCl9AwWXIzZEPeq\n+PAH32edbg8e3P8UibACr4svivTh3XbP4MG5JMHi0jLqAzocB6HdbmNpadlydA8A7n+m9wyriMaB\nxcWlY02n3PviLmw+Apuk3gdXlzgepxfq8vIyAICEGTZwHkfvsIqoD+trq9Jr4SiluHPvNshICoRB\nJooFZGwEy3Ozx9ZEY6a61fiLHUJMsHbpAoDSPe9x2pTd/OQWXLExOIKDb+jiwp2eMQiBqTehaxru\n3TueiPe1ax8hHExhKCGuHfgiKIqKS9Pv4Ysv7h0r8b720Q+hEAXvjn5Nyvm+MvpVqIqKaz/6oZTz\nPQ+Liwtoddq4FJ2wfMwfPfh+z7CKS9EJzC/OSVkLXmrCt7y8iGa7hcsWHkrHhUvxFFaza0I7vWs/\n+gHsKsE7IyfjYgAACiF4b8yBzPwidy1QvV7HwuIyxo5Br44F4wkFuk6FpSqWlhbQ6eiWU7MAsL9L\ne4ZVRBMEnY6GpaVFnqkOhK5rePL4ERzDELZjMmELA6qH4P4xdhgvLM9DCXosCS6LQon40ao3kMvJ\nFaBdXl5CtVi0lM7lhTpumK8/eHA8UeLZ+TkoHi8U7/FEWtVoEiDk2Gooc7l9rCzOIjDJ5uhgFe7E\nBOy+MG7ekl9LtrOzjbm5J7h8/n3L9+4vvP9bPcMqrlz8ALquHZsmX6fTwfVr1/Bq4ipCLjmdxj6H\nH68l38THH//42PQoTc/5dNS61NtsbrVnWEU6eg6tThuLiwvM8zyKl5rwmQs8r0WaQ7X1DB5ciqdA\nAczO8hUgt1pN3Lp1A2+k7HBbTCOaOB+x9QxWfGXUAYUA16/zOW9kMk+g6xTjCf6fWXZP7xk8GI4R\n2FTg0SOxxe/pU6OOgqVDl1WHz8SzOr7jKVxfWVlGs946iMq9CLVFvWf0AyEEzmFgZubhsXWIrq6v\nAiHrloEAu/CyCRI2rrO+vsZ0vUEw60nVUWuEr33z055hBSQWBXG58NkxpXXnFuZBotaeq3q50DOs\ngNjtUENRZI6phvKTT4wSj8DU4IYHALB5gj1jEAhREJh8EzOPHkhP63788TUABJcvyBNbfhFi4VEk\nY5O4du3asZz/889vo1Qt4r3xb0g97/vnvoFao4rPPjseT+DHDx9iNJCAz2G92afYqPQMqzBJ5YyE\ntO5LTfgyjx9hyB9EgLHDViamIzGoisK9cN+5cxv1ZsuyFItMBF0KrsTtuPHjD7lEUDOZx1AIMBQ9\n3QifTSVIhgmePhYTQ52ZuQ9/gMDJmZ5mgdNF4A8QzDw+noJp07rqRfp7vHAOK6hX6lhfl18/02q1\nUNjbB4mwET5emIQvm5VL+G7dvgUlEQdxu6Se9zCIokAZG8YXD+6h07GmwWkVjUYD+9tbUCXLsRwF\niSawvCQe1XgefnzjBtyxcThD1t5Dp1bsGVYQPP82dK2DO3fkkQ5KKT6+fh1jw5cR8Fn3aWft0j2M\nKxc+wPr68rHUxH34gx8g4o7ilcSXBr7WSpeuiYvRS4h7E/jRD/5C1lQP0G63MbcwiyvRSennfh58\nDg/Ggyk8eSheKvPSEj5KKRYW5nGepeDqGOBQbTgXjGCB06bp5vUfIuJWcSHKHqHjEV4+indHHciX\nKlyE9cnMfSTCipAcy0hM6Rki51nLbnLX8em6hvn5OUQZHXR4ZFlMROLA3OzssTgO3H90B/awAtXT\n/7uhnd4xCCaBfHwM1ljb25sApSCMET5eEJcDxOUwooqSsL+/j631NaZ0Lou12mEo46NoNRpSVAIO\nY21tBQCFynozMEKNJlGvlFEo5KWed2trE9nVRQTOf9nyMcHpL/cMK3DFz8ERiOPHEoWAFxbmsLe/\njcvn2aJ7s4uf9gwWXJx6B4QouHnzOtNxg7C9vYWZpw/xtbEPoJDBz3YrTRsmFKLg/fFvYHYxI33D\nNjeXQbvTxuUYG+ELunw9gwWXoxOYXZhFqyWmx/fSEr7d3R2Ua1VMW/G/egFaWqdn8GI6EsPiyhI0\njW3hrlTKePR4Bm8O2Sw5axwHXk3a4bQR3Lr5Y6bjNE3D8uraqUf3TAzFFFDKr6u2urqCZrPNLLjM\nI8vy7Fig2WxjbU3uA6vT6WBhbh4OC71MxNY7BsHmJ7D5Cb54JD8yadaSshI+Hh2+A4Q8WJW4YNy/\nb6RzlfHjl4lShocAVcWdu/LE3wGjBhEAlGMmfOb5Zbs93Lz5MQCC4PTblo+pbs71DCsghCB4/m3M\nPX2EfF4Oab1x4zpsqh3nJ6zPHQCarXrPYIHHHcTE6Jdw48bHUn3JP/rRD0EIwdfGjqfT+N3R96Aq\nKn70odzmjcePH4IQgosM9XuAoal3eLDgcmwSHa0j7NH80hI+s8BxMsxP+DRd7xm8mAzH0Gq3mZsf\n7t79DJpO8dYwXzqXx2njKBwqwZcSNtz+7BYTYc1m19DpaEiExQifjBo+AEiEjHnwLh5mhJOVtPHI\nspgwxZ1l6/EtLy+i0+rAOTT4vaie3mEFjiHj85K5OAA4EM8mAUaRXA4dPhMk6MH25ibb9frgk9uf\nQvH7QELWdQRZdfhMELsNylASn975VGpN5dLyEhSnC8Riw4biD/UMq1C7uyuzM1sGKKX48Y3r8A5f\ngN0n147seQheeAeUUty6JR7l03UNn35yC5Pjr8PpYC1TokcGG9LTX0WhsC9NDN5o1vgIX0q8hpDb\n2vcwn5vtGYPgdwbwWvJN3JDcvDHz4AEmQ8Pw2I+vJOMoLkbPQSUKHs88FDrPS0v4lpcXoSoKRgL8\nButuu6Nn8OJcKNKdExvZuPvZTxB2qxgP8nUkisiyHMbrKQcq9QaT1ZH5Xk2iddrwuAh8HgULC3w7\npJmZ+/D6CNzek3s/Hi+Bx0swI1h7eBSmiKcVwscD55CCZr2JbNaaBIdVrG2sQ/G52Dt0Gbxoj4IE\nPWjWalLkTRqNBjJPH4OMjTB1RvOmdAFAGTdcNzY25H0X88uLIJGE5feg16s9wyqIwwnVH8TisrxO\n9cXFBeR2txA8/460c/aDM5SCOz6OH38sng59+vQJypUiLk69y3E0OTLYMDX+JlTVLs3B4t69u91m\nja9LOd+L8P7411GtVw40F0VRq9WwsLx4YvV7Jtw2JyZDI5h5ILYWvLSEb3VxASP+EOwCOlci1mqH\nMeQPwq6oWFmx/uBqt9uYeTyDVxMqt2yGaJeuictxOxQC3GdQ7l9bXYZNBUJ+MVJRbfQOEcSDwBrD\nd2CCUorM7BMm/T1ZiMSBzNPHUiM0Dx/fgz2kQHUP/m5YhJefHWNGJuWow5tY31gHDXDchzrtHQwg\nQSOauLUlHuWbmem6azCmc3kjfMCzTmBZrhu6rmF7Yx0Kw82guL09gwUkEsfiyjLjLF+MGzevg6g2\nBKbelHbOQQicfwfZtSVhe8dPPvkJ7DYHJsfYhaKdDnfP4Dl+YvQqPv3klpTI/fWPPkLQFcSV+OBm\nDRPnIxd7hhVcjF1GxBPF9Y/kiEdnMk+gUx2X41NSzseCK7FJLK4tCXV9v7SEbz27htEgf3RPJlRF\nwVAgiOzqiuVjMpknaLY7eDXBbicmG247wXTEhgefW+82y2ZXEPIpwrWHrXbvEEHYR7Czl2N+YG1s\nZFGrNpjr92QgGgeq1YY0X1Rd17EwPwdH8nhkUwBA9QOql+DxU7H0w1Hs7Wyzp3MBwGHrHQwgXYIp\ng/Ddvdd110ie3A+J+LxQImF8eldOhGNrawtau32Qbj1uKJE48rvbUszjdV3DT27dhG/sVWbvXO/Q\nhZ7BAqPJg+DmT/ijfJRS3L1zG+dGX+OyUrs49ZWewYPzE19GsZQX1gYtFgt48PBzvDPyNajK8epp\nKkTBuyPvYebJQ+zv7wmfb+bRF7ApNlzg8M/l1eEzcTk2CUqpUImPXNfrM4JarYZcsYDhUTEWzqvf\n9zyM+IOYZdDzevr0MQgBzkdOn/ABQDpqw5/NbqNarcBrwaZuc2MdIXY3u5+CInFLEvYTdDod7O/v\nIR63HinJdDuso6cgIG1ckyKTeYLhYXGh3s3NDTTrLXiS1h604Q/YH8iEEDgSQIZTe/J5qFYraNbq\nUHkifCzuGkdA/Cbh2+I+B9BdsD+/c6zuGi8CGR3G8sPHqFar8HrFOpxXu5tWlgifKuBjrkTiAKVY\nX1/D9PR57vMARilDtVzE6LtsDQ+isHtD8I6k8fHNm/jOr/1HXBmb5eVFFEt5vPsGX2SSRWz5RZgc\new2EENy7d1vou/jJT25ApzreHWXrNB4kxfIivDv6Nfy/c3+Kmzev41d/9a9zncPEzBcPcCEyBjuH\nLq+oDdt0eBQO1Y5Hj77AW2/xlSS8lIRva8uIhgz5GQzWjxlD/iBurS2h1WrC4Ri8Q8vM3MdowMYs\ntnwYt9Z6C1W/e5X/YT8dsXUFpDN4443+YqWUUuQKJYxPixMkmXX/gW793d7eLhPhe/z4AVxuAg47\nZnz4Z701Y9/6Ntti7/MbmnyPH3+Bb37zF9gncARmHaYjebzk1ZEgKC6VkM/nEA5HhM+3vW0QLp4I\nH4vY8lEQmwrF58LGllg6bn19FdVSEbarl4XOwwN1dBjaFzOYmfkC77zzVaFzrawuAYoCJWT9O3W9\n/4vc11O7xHJ1dVmY8N38yQ0odif849bTiLIQnP4yNq7/H1heXsLkJHsg4vPP74IQwpXOBfBT2ns8\nBNDt8mM4eRF3bt/Fd77zH3PNAwBuffwxRoPjGPKz+TD/7rW/3/P37/zcP7J0XMybwGR4Grc+viFE\n+MrlEtY21/HX09/kOp4nqncYdtWILD7+gj9z8lKmdHd2tgEASd/ZIXwJn9HRtrMzuOha13UsLi9j\nKiwWCdBo7xDBZNgGhQALC4O7o8rlEjRNh2+AxttJw9cNDrFaZT19OoNIjEqzIGMBIQSROMXTjBxd\nu8zsEyhOef65L4JJKOfn5XihPiN87BE++/uXewYrqN+N9U2xpof7XT9tdfTkfb1JIgbicOCuhDq+\nhaUlqMEICKfzECuIPwhid2BZsI6v0+ngs9ufwH/uNSi2kxex90++AaKouNV1+GDFFw8eIBmbhNt1\nPFZ2VjExehXr2WWUSnzeujs721hcXcCXh/jSyrz48vA7WNtcFdLkM5vdLjHq78nEpdgEsttZ7s//\npSR85uKQ4AnJHMJvvvnVniGCRFfCYHt7cC3Q3t4umu0ORgMnm/rpB4dKEPeqWF0arGNnEirf6Rmc\nPBe+bpMCC+Hb399DoVBGhFGOxQSvtdphRGME+VxJiqfr7MJj2GPy/HNfBEeUAAqwuHj6hE8UJOjG\n3s6u0Dlu378DJRIG8bBHKLWllZ7BCqIoIMMp3HvwuXDzz8rqMghj91Ljxl/2DBYQQqBEYpgXrBt7\n+vQxGrXqiTZrHIbN5YVnOI1bn37C/B3UajUsLc1hbPiVY5qddYx358ArrG5anb01zJ5WLzaKPYMF\nbw693XN9HjyZeQSHasdkiC0yKROXohMA+BviXkrCt7+7C7/TBadNrP7te5/f6hkiiHkM8rm/P3jR\nNpTsgWH/2SF8ADDiV7C+tjzwdZWKIWHhdoiTCkXpHSKw2wBVeTY/K8hkDJcCVv09E5rWO3hgks0M\np1uLiWaziZ2NXTgY3kv+Y61nWAWxETjCBE/m5GgIrm9moXhdILaTvydIwJRm4euOazabWJ6fAxlO\nSZ6ZdSjDKdRKJaHmn3K5jGqxcGINGyaUSBzZ9RWh7tDPbn8KxeaAb/QK1/E8wstHEZh8Hfm9bWbb\nwbm5p9CpjrFhvrkDYk4bh5GITcLp8HD7un5++zZGA2OIetj1cVtaq2ewIOgKYSI8hc8/u8N8XRNP\nZh7hQngMtmNuNOmHidAwnDYHnszwPVdfTsK3t4uIm6Ob7xjhd7pgUxRLnUJmNCPpFft6xJSXfhpJ\nn4rdfGmgAHOtZiyMTgmZE5vaO0RACIHToaBaLVk+Znb2MWw2Al45R6+vd/AgGAZUGxG2yFpbWwGl\nFI6Y9V9Dc0vvGSywx4G1lRUpkjLZzSyo/+SETg/DjCpaic4/D7OzT6FrGpSh4/We7QelSzYfPeL3\n4zRFy1kdNrSt9Z7BCiWaQKfZxO4umwahCUopbt+5De/oFSgCeqqi8E8Y9Xd3GZ1P5uYyIIRgKMFf\nw+j1hHoGLxRFQSo+jdkMu55puVzG3GIGX0q+zn19EVxNvI6ltQXk8znmY6vVKrJbWWZ3DdmwKSqm\nQyPIPPn/I3wHKOT3EXKJE77P1pd7hggUQhB2e5G3QPj29/fgtBGhhg0AcNl6hyhCLgWUUhQK/e2p\narUaAMAhOP/jgNMOVCtly69/+vQhQlEKRTm996IoBOEI8PSpmHm2KYZt54xWssIeJWjWW1LkEHa3\ntw808U4aZqOIuRFjxczMQ0AhzBp6MqEE/FD8Ptx/eJ/7HObvR42c7Pswr8frkpPNrqNczMF/jr9Z\no1Mr9gwe2D1BuOPjuHOPzXZwNjOHWGQMDgFnh2qt0DNEMJQ4j43NNWZf8pmZL0ApxauJq1zXfGGV\nzwAAIABJREFU1anWM1jxatK47sOH7M/R+fkMKKhQp+1uNd8zeHEhMo61zbWDdZYFLyXhK5XKCDjF\nowGyvHRN+B1OlIqDb7bc7hZCLn7BZROynDZMhLvnyOf7p6XbbUMwzybh1+V19Q5RqArQ6VgT9Gs2\nm8hmtxBhiIgdhYiX7mGEY0A2uylknr24NA/VSaCKKXNYhr37ubE6zBxFrVZDo1o9lfo9QFyL74sn\nj6BEoyD2U5ZYSsYxO/uUO+I6vzgPxecHYRShV1OjPYMVSjgGKAq3/tv9+58DAHc6Vya8o69gZWnO\ncnkApRTLy4tIxsQkxtqdVs8QQSoxBUopMwF//OgRXDY3xoMTQtfnxbB/FD6Hj8uebG4uA4UoQvV7\nDtXeM3hxPjwGSimXL/xLJ8tCKUW5VoF/iF0Y8SgckjvR/E4XCha6a2q1KjwS1gZe/9wXwdOtyRu0\ns9C65FiVQPiK/KLizwUL4VtZWQKlFOGogC0do3/uixCOEui6jpWVZVy4kOY6x8LKHGxRtoYNjX0T\neQB7xLjO6uoyvvxlfisrM5XKJboMoPnHvfW3zu+wNWARmwrF68L6Jrs0S6vVwvryEshla84Axwkl\nmUBjfglbW5sYGmJfuOYXF6BETz4tTWw2qOEYMgt8tXNfPHoEZzgl5J1r88hpa/eNXsbevT9HJvME\nb7755YGvLxQKqNUriEXE1rNQQF5UNtYVHc5m13DpknUSPfPwIS5E09xiywoRq+lRiIKL0Ut4/OgR\nKGVTXVjIzGLEH4fzFDq8j2KiSzoXF+fx6qts0dKXjvC1Wi10NA1ex+l/MUfhdTiwUR4c4Ws26nBK\nqAt9a1juZ+BUjRuk0ejvcWbW+JEzGD8mhKLTsRatXeguMAySY8cGcw4LC/NchE/XdWxnN+FKs0UZ\nqUBgW7ER2IMKFlfEOnU3N7uEjzelWxM3TqdBN9Y5/GiXlxehaxrsIu4ajP6/L4Lp8DE7+4SZ8NVq\nVRT2duA4x+YyAYjp8JlQogmsLC8xL9S6rmF+PgPvZH/t0JOCOzEBoqh4+vSxJcJnNnjEwvzi1QCE\n07iH4fNG4HC4sbpqvfmkVCpie38LX7v8gbR58GA6chGfb95BLpdDNBq1dAylFIvLi3grLrZpC7ok\nOBEA8DncSHgjWJxjf66+dISv0dW+cAl26ALAO6MTwuc4DJfNjoYFi6BmswmPKl5nNZ8TT0MfhqNL\nQgelFUmX6cmwf5XdlElBoFhs911YnIXbQ+Cy4Dn7Itz/rDfKyhvxM+exuDgL4NvMx+/sbKPT1mCP\nMH6ggkFiW4RimcO/+DDMztLTSuka1/Zgd4W9hm9xcQEAoMTZuxJlgwQDIHY75hfm8Y1vfIvpWDOd\nqsZOp9NYiaXQnH2E3d0dJBLWo4zr62toNWqIp8REm1nt1F4ExeaAO34Oj55Y67g360bDwdPr8D4K\nQgjCwaGDjZgVLC0Z98G54Olp2AHARMi4/uLivGXCl8vto1qv4lxQTEPz9775d4WOP4xzwSGuUpmX\njvCZnosum/hbE9XeOwqXzYaGhRosQgirx/uJwCRwg3bYJqGSQfhk1O0dBqWwTPiWl+YQCIm9iexq\n7/Gv82c2EQhRLC3xRcvWu7Z+dv6sFhdsYYLCUtGyw8zzsL65BsXnPhVJFhMk6EGrnkW5XIKfwcFn\nbnEOiscN4uEnq8QvJzJACAGJhjHLUftj1gupEu0mWaDGU915LDARPnNRdCfEuit5pVieB1d8AhuZ\nG9B1DcqA9Obe3g4URRXqrD0OBHxR7O1aL3FYXFwAAcFY8HS7XEcCY1CIisXFebz9tjXxZzPKOuoX\n++3/0YPv9/z9t177Fe5zjfoTuL0xg0ajAZfL+iL50hE+M12nyjRhlQRVUaBpg0MmqqqCtsXZ0m5V\nbg2f6dahDvACtXXJtoW3OhB/86/wkYQXQdcB1UJtZrvdxs7OPqYvnZ1O42CIYCGzi06nDRtjBNtU\nmLeFGd+PqPZh93obG1lMTPAVnq9l10CD/IRJmRKvXzLTyZubG0yEb35xAYicMMvuAxKNYDMzD03T\nBt7Hh5GZn4XiDzI3bAD4KbFlnhSv0bihYmFhDu+++zXLxy2vLEOx2eEQrGHj7cx9HlzRUeTaLWxv\nbw9Mre/u7MHvix5kTXgh2qhxFH5vDEtr9y2n2NeWVxDzxuG2n64av0N1IOlLYW3Zejp6bc14do74\nxfQnRa3VDmPUb/yes9k1TE9bjz6/dITPFOdUJRSQHRVbFo34qUSBTvWBN4nd7kBLQrOC7Chhp3vC\nQWTDjORYLJU7UbQ1wGVh0dre3oKuUwSCZ4fw+YOArlNsb29jZIStpmd5dRE2vwKFUSrHJuhOaBK+\n9fV1LsJHKcXezg6Uaf4Fm8dO7SiUA8KXxcWLlywd0+l0kNvZhvKKtde/CM5f448EHAUJh6B1Otjd\n3UEqZT1FNb8wD+WU0rkAQFQVajSOp/ODrR0PY3llBc7wMIhgAEBW0wYAuKIjAIC1tdWBhK9QLMLj\nEr+2XXKzgdcTRKfTRrPZsPQ8za5nkfSKpUQdqpz3kPINMVmsbW1kEXB64XWIkdViw7rg/yCkfEY6\nemtr82eb8MkQeTWR2duWdq7DGET4vD4/dsSly6Sj2o06+nz9U0wul0H42hqFqOTzh3d7O2q/9ZZY\nbWanAzgtaDRubBjpCl9AUAtR4obWmAvFxkaWmfCtri9DDbLfG86U4EIZAECA7Aafh2WhkEen2YIt\nxK/B177RWy/FRQD9LkAh2Niw7lSxu7sDqutQQmILdvNPelNBIgTQnMvGRtYy4SsWC6gU8nBe5NNP\nkwUlnsLa/GNLqVATO7s7sIf4tdOOA46AESna3R28vtSqFbicZyudCwBOh6HtVKlUBhI+XdewvbeJ\ny+fErOEaHU5vyiNI+YZwf+su2u027Bakkna2thE7Yyl1cz6sYuQvHeF7lk4UzyduleWF8QGgo+tQ\nFWVgDZnXH0BNQkpXNmotY05eb38hN/MB0D6DEb5Wh8JtwYVlsyvB4RP0KhfR3jsKXzfatrXFZo+l\n6zr2dvbg5khP/7S7BlsdHVGNTt2VNT4tvoOGjSC/eKC+eOShyEH4iKJACXiwkrWeljE3DSQkGCaV\nCBI05rKxsW6pSxR4Vr+nxPkifO1Mr9Atb9euGkuh8fg+stksxsYGkzhd11DM7yM69gbX9Q6jVeAT\n3X4eVKcHqtOD7Z3Bi3W1WkWyGxEUgeyUrstp3I/VahWxWP9UZy6XQ0frIOEVS6uLyrKYiHsToJRi\nf3/P0qZnb28Hk27x2lVZXbqAoekXdPmws80WlHppCV9bF5cykE25OrpmSYMoFI6i1NSgUwpFQHw5\n6ZNbx1hsGot/MNh/t+PpGsQ3W2eLtGo6RbtD4bXgcba7uw2nk8Am6BayuiSvacNuJ3A4iaXIwGHs\n7+9Ba2uwhdgfmKIRPgBQQxTrDETpMEzifVouGz0IepBlkGYxd9+iTReU0dGgH4jTAeJ0YHvH+m9o\nYWEeIATqKWjwHYZJOJeWFiwRvlKpBKprsHnPTg2lCbs3hL3cYIuvdqcNVUCk9+B6klO65pysaJru\n7e0CACLu0+9UB57Nw2pZQ6FcRCg0LXxdEZeO5yHs9KOYY3PseOkInxldapzBArJGpwO3c3ATQjQa\ng6YD5SZF0HV2asjydR12mzqwaN3jMXZ/DWv6xn2R3ZPXeNLszmdQhBIAdnY24JbgSEHl9s3A7QF2\ndtkcH8xIk/2UshL2EEFhLY9Op3OwIbOKjY0NozvXK9C8I0nHjgQ9KKyvWW542N/fA1QVsHDP90VL\nwo10CMTrxfae9VTQ0/lZqOHTdwpRghEQhxNzC3P4+te/OfD11apRM2VznZC1DAMUpxdlCxaPmtbh\nFio+TphzGuSrDgB7e0Z9UsRjTQblRZBVwxd1G/MwiWg/NJtNtNot+B3iv6HbG73+tyJdugDgc3hQ\ntmDkcBgvHeEzo0u1tngIWzbVqrVbB/Prh2jUCJHn6rqQJdr5iNyvN1fXEQ74B3ZlmTV+TblZBGGY\nEUefhTxtPr8Pl/tsRSgBwO2h2N8f/KA6DDNKZjulBhRbkEDXdOzsbGN4mC09tZJdBQl6xGwGJcm5\nkKAHVNOxt7eLZHJwenNrdxuKzytskQjZigNeD3b3rBUJU0qxvLQIMny6chqAISujRBPIzFuTSKlU\nDMKnOs8e4VOdXlTKg78DqlPhDl0A0mVdzCYYK4SvUDCiUCGX2Bz+6V/934SONxHszsOcVz+UyyUA\nhtjxWYPf4cVWmc39xxIjSKfTIQBvAYgB2AfweSaTGRyPPgWoqgq304lKs78bhKVzSX7QVprNg+hX\nPySTRupkt6phMsxP2mQLL+/WKJIjg0PgXq8PBEC9ebYIU70rgej3DyZ8lUoVYYn1d7JgdxAU99la\nuNezq1CcBAqHpmH4A3GyZOs+5zc3N5gJ3+bWBiAquOyRExk4LM1ihfDliwVQl1xZIRkgbhcqm9Yi\nfLlcDo1qBU4B/T3/f/pfcx97FEo0ga2nDyxFi01PbyJBhF+RvOArNjvaFtKhiqpCl1Ce9Bvf+SfC\n5zgMc05WIvbFQh5OmxMu29kgTTbFBq/Dh0LBguvVga6v+H3c0uRG6l02O1qMga2+31Y6nU4A+GcA\nfv3IazvpdPqPAfwXmUzmzPWThgJBFBry6l5kodCsY2RscHdlIpECAbAjWUdPBJRS7FQ1XB4ZvNNX\nVRVutwP11tlKq5sEdFCEj1KKWq2B5Nlbq+F0ArUa2297NbsMW5DNQ1cm7N3IotmAYRWdTgelXA7K\n6OlHl4BnhG9ry1pKvVqpgIimcwH5djNOJ5q1uiUNteXlrsOGQP2eDB0+E2osiXang42NdYyPT/R9\nrenpTc5gShSKCt1CdMxus0HTz9ZzFHj22VrRAy3kC/A7z07jEgAEnEFL9W+mrq/tDP6GbIrNsk3o\nwTEv+h/dqN6PATQAfBfADQB5ACMA3gbwOwBupNPpdzKZTIl30seBcDiC/N7+aU/jp5Cv1/CKBTsX\nu92OWDiIrYqAc71kFBsUzQ7FkMUIjc/nRb0pt8tZFGaELxDoL5PR6XSgaTrsgg0bgHw/YZsd6HR0\nJuHcrc0t2DglsPIf9y5KPBE/xUmgugnWsytMx+3t7RopLcEIn5KSlM5y2UHsNmxY7JKu1aogCfFC\ndXVSLuElTgc0rYNWqwXnAEK6uroMAFAiZ6PgXokYnZ6rq6sDCZ+uH1gDCV9Xl9zlSohiSUnCbneg\n3RnszjQIP7zxhz1//8L7vyV0vk7383A4BhO+crEEn11Q7kAyfHYfyqXBNZTPjBzECZ9DQvPNYdgU\nFW1NEuED8N/CIHjfzGQyh39xiwAW0+n0vwfwIYD/rjvODGLJFB6ssi0ux41Ks4F6u4V43NpOeWR0\nHJvLjwe/8ISwUTYW/tFRa51GgUAItaI8w24ZqHUjfIOaTtrdMDmDEcELIeMczztfu92Cqg4mQrVa\nDbVyDYFLfMxTVJbFhC0IrG2w3ZOmjygJiHXo6ltyfoeEEJCgG9lNa526rWYTsJ/BMulu80W9XhtI\n+BZXlqEEQiB2uV2evFCCIUBRsLY2+LdkaqxRC5G0kwbV2rBZaILxeLxotsQ3/tmtjPA5DqPRdQbw\neAZ3oJfLZfgcZ4vweR0+7JQHS+0oirFZkKnvKws61ZlVPPo9jb4D4O8cIXsHyGQyrXQ6/Q8A/Guc\nMcKXGhrB9UYd9XYbboHOsrhX3o90u2rsJqyKnY5NTOOLRw/R0SlsyunXkm1WTMI3Zun1wWAYud2z\nRbprTcDptMPh6L94mbU/ZzCKfzCnVqtlSeHe1OyzczZsaJKCzLYgsL3OJifzTNbkjET4AMDnsixp\norU7IBIYv7bUex/Z37PmAfpCdOdkJR20srYCJSTWXSkTRFGhhiJYXFke+FqzvozKqJ2SoOt6GFTr\nwGEhHerz+bC3OzgSNQjVmtzNd7NpED4rigeVShlJn7hLy+9e+/s9f//Oz/0j7nN5HV5U9gc7X5gp\n646EtHpdQqT2MNq6BjtjfWo/wjcC4Emf/w8A893XnSkMDRmkaqtSwmT4bDysNrvdPpYJ39g56BTY\nrugYCZw+88iWNAR9Hss+oqFwFLXG2doV1RoUAd/gB5TM3ZxMpw0emPVmttDpbhpsIYJqpoFqtWJJ\nBxEAtne2AFURbrqQFeEDDPJZWstC1/W+AuqUUuhah8mv9oWQJCtjgqjGvFut/mlKXddQ2NuFeoXN\n1eUoRGr2ngcSiGDTQh2laSqvt8Ub+GR3Suvt5sDoKgD4AwGsrbF1Yj4PsoWXa40SHA7XwM2z8doq\nPGHxTuliQ16JkMfuRa1RtWBzahCqFmPq9CTQ1tllrvq9ehvABQD9PJGmAYj/GiXDTDuuFXNnhvCt\nFXOwqzZL3X0ADupT1ksdbsInU5ZlvaxbEjs1EQpF0GhRaDqFegYilIBB+AaJRgM4WMjPYBT/YE5W\npRo2NrIA4ffEVSXpHdsONW6cP3/R0jGGrIlLvNmkJm+xI34XNE1DqVREKPRiQV/T05vI+O1Lji6Z\n5EUfcN79/X3omgZ7QEy4uPrH3+v52/ud3xQ6nxIMobg6P7CO1WzO0priYWrTDk0WtGYV/uTgzzUS\nCaNaLVhqsDlJVKsFhIKD56/rGurNOjz2MyCcfghuuwcdrYN2u3Xg/f48mBHMalu8CVSVXNBdbdXh\ntaD6cRj9GMGfAvgH6XT6x5lM5qe2mOl02g7gfwTwJ0xXPAEkk0k47HasFdlUqI8Ta8U8RoaGLe/4\nh4aGYVMVZEv8u3tZsiyaTrFV1nB10rpJs0msag3AL3Cvj8Tk3ST1FkEqFBn4OvM7kiGaLLtZ3CR8\ng+z5TKxvrMLuV0BUvsVChtMG8IzwbW1tWiZ8e/u7oCKCy8cBrxE1yuX2+xK+g7X5DG4azB/RIP5g\nptSVgFhKXK+zyQgNAvGHQHUd+/t7SCReXBNtRpK1hvj1vUPWn31WoDWr8PsGl8dEIhFoegeNZgVu\nF3+JkWynjUot3/f3b6JWM8i2+4wRPpOAVqvVAYTPB0IIKhLqKDXJKvzlVg2BCJtPdz/C97sAPgNw\nLZ1O/2MAn8Bo4hgC8BUYZM8G4H/mmu1zkE6n3wDwrwBcATAH4G9nMplPWc+jKCrGR8awnBfr1C1K\nWq0ppVgu5PDlr3zN8jGqqmIklcR6iU1k9zBkRfi2Kjo6OsW5c5OWj3lG+Cj8Hv6dqUynjVqDIhwe\n3G1oplpkZNJGxuXuys3MgpmuGoT1jVUogdNnHTY/APLM9cMKcrkcSOxsaHeZIF0Cur+/j6mp8/1e\n2f2vhM9etvDyAfr/NnNd6y/FYgr+pKB0a6sLhXxfwudyuaDaHejUxUUkhr/+N4TPYYJSik69jEh4\nMJGOdLujS5V9IcInG+XqPs5NXRn4OpPweezi9/Fbw28Ln8OEu6sJWKvVEA6/OAigKAp8bi9KTfFN\nQ8onN9tYblUxFmCTX3ghI8hkMnvpdPo9AP8rgP8bwOGnjgbg3wH4LzOZjJQCmXQ67QLwfQD/EMAf\nAPibAP40nU5PZTIZ5k97+mIaH334l+joOmycD8ygpAKs7UoZ1VYT5y9ai2yYODd5Hp/f3uYO59/d\n6E1lffcqXx3FeslgGWyEz9h51M6I+HJHo2i0KEJ9bm4TNpsdqqqg0z4bcz+MThuw2RRLkWJKKfZ2\n9uC6cPqpIKIS2AMK1jeteepSSlEvV0DGJTRcSBJeBgDiNghfqdT/sWfer1Q/e78hM8I3KEpcKBiE\nj7gFCZ8FgWEWkG4aK5/vr/1PCIE/EEKndrbkofR2A3q7ibCFCFk8bsjQlMq7SMYmuK8p02lD0zoo\nV3IHBgH9UK8bhM9lE4/wfffqbwifw4QpAm3Orx+ikShyEjYNxcbgJhGroJRiv17EGwm2UoO+IaBM\nJrMJ4DtdAea3AEQA5ADcPgbB5W8C0DKZzL/q/v29dDr92wD+GgxyyYTp82n8xQ/+HNlSHudOucts\nIW9E6aan2dIC4xPncf3GxyidsqdutqTBpioYGhq2fIwZ7q8K1kvLSumaGnwmER0Ep9OOjgR7Ptlo\ntwGn0xqBKRYL6LQ6sAWPK0LEBjVAsbHZryT4Ger1GnRNg+oWJ2tSu3RdRhF3qdR/ASCEQLXbAQmS\nIMQvN8JGu6HrQQX3pVIJUFUQC4X5fSHB6eIwiMsgD4O+A8DQZN2uni15qE53Pv0iSyYSCYPwFcvW\nvY+fh5FUWuj4wyhX9gHQvtFVE/W6kSVzS4jwyYQ5HyuEL55IYm12UfiaQZe8+7jUqqKtdRDv/j6s\nwlLOL5PJ7AD488P/1q3h+w8A/GYmk/k201Wfj0sAjgrPZbr/zoyLF40f+OzezqkTvrm9HbidTsuS\nJibGxw3B1WxZ4/LUFfHhPYxsWcNIKsnUcWiKG5+VTt1qdx5BC4XGAOD3+9BsnD3x7maDWrKGAw51\n6Ab4NwuydPjMeezN7VuKWJuLOXGJkwX7+5eFz2GCqAqI046CBY1J1Waz5DU6CEqK7aE+EJo1wler\n16DYz1gNJXCgCdiwUHKTiMWQ3R4kNjEYG9f/Tc/fIineVtmITMZig6MzXq8PHrcPhZIY4ZOJQsmQ\nJbLSgGgSPpfK4et4jHgW4RsckYgnk7h3//Ou7h3/miozwrdbNfoTzAiwVTAXeXXr7H4ThvtGBAYp\nkwEvgKN0uwZgYCyYEPJTZS7JZALRUBiZvW384nl5D3weZPZ3cPFCGnZGEdaJiQkAwEZJw5W43F0y\nCzbKFFe/PA2VofDf7XbC5bSj2jgboqcm8QyHQ5beRyAYwn5OnPDt78olvK0mEIsGLb2H3V3jwSxC\n+GRCDQCdVgeVSgmhUP+oW6PRfRQ4xOtQm398q+dv53e+KnQ+4rChUqsM/A7sDgc0RuujE0F3Tm63\nq+97qNXr4tE9QHpKFzYbQAiazcbA72AolcSnn/4EVNfOjMVau2I8VxKJhKX7OJkaQqFozc7vJJDv\nzmV4eHjg/JtNg/A5beKET6YOn6s7n2azPvA9jI6NoqN3sFcrIOEdHJV9EWR66W5UjKzh2NgY07ps\n6WmaTqdjAP4GDKJ3tfvPfw7gn2UymR8yzfTFqAI4Gvf1ABioOhmNep8bMXjt9ddw+9Ynp9rSXmrU\nsVEq4K+8/R8iEmEL6UYiPoT9XmyU+X4ov/NzbB08z0OlpaPY0HDp8mXm+YdCftQaYumU2fXeCNO3\n3uI7T627kZuYGLH0PlLJJDY2lvgudoxoNhQMpVKW3kOxuA8QQD0jtd4m8azXi5ia6q/ttrLS7SSV\nQPhkyrIAABw2tNqNgd+B2+NBvSX+kBcWWj4C2mqDKApSqUjf56JqI8fYMMIPQghAFDidtoHfwcTE\nGEB1tKt5OPxnwx6uXd6HoqqYmhq1lDWZnBzHZ59+LnRNmU4b+dIWXC4PJidHBq6rqmrcxy4JhE+m\nDp85H0XRB/6GrlwxsoXZ8q4Q4ZNprbZR3oXdZsfFi5NMmbd+XroqgF+CQfJ+GUbTxnUA/zmA/wXA\nf5PJZGaEZt2LJwD+3tFpAPg3z3ltD/b3q899Lp2/eAU/unYN2XIBoxxaUukYv2G4iSd7RpRlauoi\ncjn2kO7wyAg2tvjqB373Wu8NwkMAN7uWapFIknn+gUAIlfzZkMYxU7qU2i29j1AojnpNB6XKmdG/\nopSiXtMRDMYtvYfF5SXYfYqQFlxHoku2Sfjm55cwNNTfH3Znp1uQb5cQlWnJjbJRu4pisTzwO3C7\n3EBDXM6hfbNXqECYALZacLhcyOf798K1WpKi87J1BLuo11sDvwOv14gkt0p7QoSvujnHfexRtEq7\nCEUSKBatqUDE4ylUqnm0WnU4HHy1cDJTwrnCBlLJ4YG/HwDI5YwHiFMVLw1odORpXDm688nnSwN/\nQ36/URKWLe/gDYm1kCJYL+1gODn03N9QPwLbb/u8DiPi9hGAvw3g+2ajRjqd/ueQrzD1IwDOdDr9\n92BIs/wnABIA/mLQgZTS59ZGX7r0CgDgyc4WF+GTgSc7m3A5nBgfn4KmsX9ko+PT+GhuDjqlzL55\nMrBZNh7Ww8OjzPMPhaLY2VyWPykO1JoUHrcDimKz9D7C4Rh0HWg2xNwyonF531mzYayd4XDU0nvY\n3N6A4he8TSWu1bbuc2hnZ3fg/FtmZEw9exEmKAranfbA9+D1eoGyeMOAviW3fou22nC63APnTwg5\nNrImAsMJh4JSDHwPpnd5q7QLjHCVg0tHq7SL4WTC8vM0lTKa5XLFTaTiU8c5NUvIFzfx2mtXLc2/\n0TBSK3b1bHgxm7ArdhAQ1OuNge/D6XQjEYljpTjYe7cf3h4eLGNjBZRSrJS28NZXvsK8JvcjfBRA\nHUALgBPAsRaRdb15fwnAvwTwezB0+H41k8lw0/pEIolYOIInu1tcdXyfrS/3/P2bb7LX/jzZ20L6\n4iVui6XhkTG0NIpCgyLiZiMPxYb4w3qrosHpsCESYW98CUfiB5E1Xngl1fpW60AgYN1uwiyGrVXF\nCN/r78gjLNXuRjRhsTNrf28fKptM009DIt8iNgLVQ7C1vTHwtZ1uJymRkVKUkRY+BKIStC3U5gX8\nAWDl7JUFoNmEz0Ljj9ftBm1LqDuSnRbWOoCuw+0eLPURiUSgqDa0S2KiErKkXSilaJd2MfL6K5aP\nGRkxyh9yhQ1uwidLeLnZqqNSzWNk1JqjaqvVAiEENkX8HjQbLWSAEAK7ah9oL2hiYnIKS09mha75\nt177FaHjTeTqJVRaNUxMTTMf2+9bGAXw8zBq9/4xgN9Pp9OfAvj3GKTYyYlMJvMQwHsyz3nl1au4\n++kt4Q4bHuRqVWyVS/j5q69zn8OUQtmuaIi42ebfkJDJ2qlqSMXjXGnNcDiCdoei1aFw2Ph+MrJk\nWWoNIBS3HuU1JQdqFYpI7GykdGsVgzybUYt+6HTaqJVrCFw4WxEy1Qfs7A3eKet6N2SpPjOQAAAg\nAElEQVR/Rmz5ekAIdAvdt+FACLQh1zBdCppNBMIWOkQ9XtDW2Zs/7S7SHs9gwqcoKsLRBJrFs9Hl\nqjXK0FoNDFn0VAeMZ5GiqMgVBm+UXgRZOny5giGcbpLQQeh0OrApdillMUGXeE36YdgUOzoWm6om\nz5/HZ3c/RaVVg8/Bpyn4Rw++3/M3LwFcKhq/g8lJdvLfT3hZB/BDAD9Mp9P/GYBfgUH+/iGMff8f\npNPpfwng/8pkMhLcqY8Hr7x6Fdc/vobVQh4TJ+yr+2TXWNheeeVV7nMMDRk7qa2KhsuMnbouCYGN\n7SrFhUnrHrqHYbptVOsUDj/fDS/LaaPaBM4xfP/xuLEgVgU76T/8s15i8K1v89ekmXOxIueQ79ZO\nqj6xBy2vB++LoHqB/dzgaMuBKLAE4WJlSrKsCaWWrO0CgQBouw3a6YAwmpwfhnRZlkYTQQvRbr/f\nD6p1QNttEDt/gsd+gf/59zzQrhyLz2etiSyVSmFhfVvomjaPHLLRKhrdlVY91QHAZrMhHksKEb7f\n+M4/4T72MMw5DA9bI3ztdgs2Sd3R5yNsxgWDYFNUdCxGsE0N3cV8FleTcm32WLGYX4eqqBgfn2A+\n1qoOXwOG+PG/S6fTYQC/DoP8fQ/AP4chz3ImceWK8bB5srt1KoTP6/ZgbKx/gXo/hEIhOO027NVO\nvpamo1Pk6hpSw2z6gSZMYdFaAwhzdoqKCjcDRhqlWtcRiVhfOB0OJ4IhHyplMUsdmV66lTIQCvsH\n6qcBhtcrAKiCAvepX5dbyaF6CEobgztBTEJFKRVOJ+hbcoV3KaVQLNQWmhseWm8IiSfL7NKllEKv\n1RG14CltlnHo1RJUAS1TbWud+9jngVYN4QarZSajQ0N48viRkFqDLC/dVjfSmGKI8AFGRG1pyZpo\n+fPwwxt/2PP3L7z/W1znyRU2oaqqJdFlANA1HQqRQ/jmc2Ip1aNQFNWyTubk5DQICBYLZ4DwFbI4\nNzJuaR04in5duv3o9DUAP4bRVPFN5queIMLhCFKxBJ7sbuGXLlqvmwCAd0YnhK79ZG8Lly5dtmx0\n/zwQQpCIRQ6EFlkgKry8X9NBKdtu9DDCYSOFWjll8eVmG9B0o56HBankEHb25oWuLVOCrFoGhlLW\n3E6KRaPmSBHwMQaA/Me9D8TwB2IPb8UDtJsdNJvNA8/i58FmujNoEjY6smVZNB0252AifGAuX68D\nAoRPapduqwXo+sG92Q/RqNHVSitlQIDw6XVxH9Ke83UJXzRqzVYqlRqC3mmhUyvA7j2d5j0TzdIu\niKIcZBCsYmR0BPcf3IWmd6BKqIfjRb64iXhsiLsmXQQyZVlMEIvbSbfbjZHUCBbycjcvrNB0HcvF\nTXz9jZ/nOr7fL+fpgGMPr+K/y3X1E8LlV7+ET29+zFzHl9njTwPs1yrYq1bwS69eHfziAUgkh5Fd\nYBcBFtXhM6OKvITvwF6tfrqEr9K9fsiCd+VhjIycw+LS/KnqOJqglKJaBkbetBYtLpWMh6MqWOdc\nW+wlXKKET+1aBJbLJTidL170XK5ut07n7HWJkrYOj3vwB2uKS9OaWJhXZpeuORcr94J53+ulPIAJ\n7msqbj4P7xdBL+ag2GwIh63VpZnRtFZx59QJX6u4g2A49mxDYxFDQyPQdQ3F0i4iIfZOLFk6fPni\nJiYmraVzn0HO87+lyd24Uco2rwvpND75yU1uxQwZTRvr5W00Oy1cuMjXcd6P8PWrCPwSgH8BYATA\nP+W68gkifekVfHTtQ6wXCxi3kMqQgdk94yGdTou7fMSTI3j48MGJE4/9urHYWqkZex48Hi/sNhVV\ngfVORpeueX0r3pWHMTIyhnaLotkgQp26MtBsAO02xbDF9Hq5bKRNFcHPj0o2ilC6n2OxWOz7uzog\nfG0JE+hIdnvpaIbG3gCEuyUktCquxScL5lyspENDoTDsLhf0vJjjjF7MCR3/U+cr7COWHIJisTbM\nJHzN4g68w6ero9YqbmOCMZ0LAENDxjGF0hYX4ZMBXddRLO1gaPhty8eoNhXaGZT2AQCd6kyRygvp\ny/joxx9is7KLET97Xe1//9Hv9/z9e9/8u8znmM8Zaf0LF/jqGfs1bSwf/bd0Ou0G8D8A+G0AnwH4\nZcniy8eCdNpgw7P7O0yEryhQgDW7v9PV3+Ov3zMRTyTQ0igqLQq/8+QIX66mQVUU5siYCUIIggEf\nKo2BZikvhIwu3cqBrRob4TMbZiplMWkWGejyt4Ou7UGoVCtQ7ERIdPk4oHTLTgaZlns8RlSINiUQ\nPpvc9BNtthHwDW56CAQCUGy2M0n4zHRtPxBCkBwawWZeTNJENmhhH+cYMifRaBSqzX5QP8cDGcLL\nlFK0ijsYfYO9icUkraaPLSuqNfE61nJ1H5reYao/dDic6Ohy6lockrX82lobdqf1c5okaz63xkX4\nZGA+v46gL8AdhLFcDJBOp/8agN8HEADwdzKZzB9wXfEUEIvFEfT5sZDbxS9MWw+FBgVW+YXcHqan\npi3vQvvB/HJzdR1+58nJbOTqOiJBv1ANYjgcQaXAb9cgo0u3ypnSHR7uEr4SRSzBR5wYMzcvRKVE\ne+Y0CNVqGYpDnOwRyeVCpDunWq0/CfL7u4SqISGN45G3UFBKQRtthIKD04mEEPiCQVSqcmvYRGAS\nPqv3wsWp88he/whU1/k1ESXq8On1KvRKGRcYNMhkSLPIaNro1EvQ200MD7FH6Hw+P1wuDwqc4r/t\njvh9ZJJNlhIfu92Ojt6RIosmO6Xb1ltMjQ+p1BB8bi/m8+v4xjlOj09BLOTXcSGd5s70DXycp9Pp\nYRhWar8Gw+bsv8pkMrtcVzslEEIwNX0eS4tsFmW81motrYP1Yh7f/vrXuY4/ikjE2I3n6zrOyZFT\nsoR8nVqKBPRDNJbAztYK9/EyInzlOoXX42LuaopEorDZVFRK/KRTVmSwUgLsdtVylLJar4JIIJui\nXb5HoXTnNCjC5+82OVAJhE9JSbxpmh2A0meEdAAS8SQq+2KSIDJByxX4QiHYLMrEXDh/AT/68C+g\nF3NQw6fvRat3pa6mps4zHTc8NITZlSz3dWVE+FoFs0PXWpT+MAghiMcSKFX4oq0yhJdLZWPZt9qh\nCzzTSmy06/A45NZyiqCltaDpmiXxbhOEEJw/fxELAt3SIig2Ktit5fGLl/nLxPp16RIY3rb/E4At\nAL+YyWQ+5L7SKWPqfBr3HtxDvd2C2368Ni9rxTw0qmNyku2h9CJEo0a9Ta5+srUQ+QbFZQsiv/0Q\njSVRqevc9Yez673v+VscG6tKDQiH2BtYFEVBPBFFpcwfGZBlrVYpU8QTMcvR1na7BUlqCFJhRgw7\nA9qXFUWF2+9Dsyq5w1YQtKsTZKXLFQBGUkNYWObzwj4WlCuWhLtNmPpj2s4GN+GTqcOn7WyCEAUT\nE2yis6PDw3j4xX3uSKUMp41WiU+SxUQ8nsDKMj9pFUWpvGdESxlKY7xeY+NWaVeECZ9O5dXiVluG\nqKlVLUcTFy5dwv2H91Bt1eFl9DXmqdk7DLND+Px5fj3Cftu8zwC8BWAZRip3Op1OPzeOnslk/jX3\nDE4I585NAADWSwVciFrLv/NYqQEG4Tt8TVH4/QHYVAUFCVZpVqFTikJDQ4QzymkiGo1B04F6E/BI\nskljRaUODI/z1TyMDI/jaYa/hkmWtVq1TPDKFev1oK12C1BPtzv6eTCzOm0LzRihcARbosrXkKvD\nR2uG84TVyHcqmQJtNEBbbRAHX8iV1mWKOVYwlLbu6Tk0NAyXz4/OVhZI8ykOuN7/Ra7jngdtax3D\n4+eeNfVYxNDQMKjeQbuSgyPATlxlCC83C9tQVBtiMT7iHE/EuZv3Lk6JazmWKnsIBSNMjQ4+nyHA\nWm1VAK/YWkIldfsCQLVtEj42gdgDAeZCFl9KyAnoWMVCYR2qomBiYpL7HP0IXxzAKgwbtd8ecJ4z\nT/jM5onVQs4y4ePFWjEPl8PJXVh5FIQQhAN+FBonV/xdblLo1Lq46YtgpqPLdQqP63QaCCp1ilic\nT1pmZOQc7t69A11ToKjs87//WS9J5yGAmkZRq1IMD1t3PNE17ZgMEAVhGmjog3fr8Vgc24tiHaIA\ngJJMwmRG+KzdF2Y0h5ZKIDHOe0lSlzFtt6HX6hgdslYHChjPnsvpy3iQeXrq8kS004a2u4XX/uq3\nmY81m51axW0uwicDreI2IrEkd113NBpFu9NEq12Hk9Hei1do+TAqtTzzemBGwosN8U2XKrGg2JyP\n1Ui9iamp8wcCzKyET9RabTGfxdjwOByOF+uXDkK/Lt0J7rOeQUSjMbgcDmyW+RsIrGKjVMRwakio\n2eEowpEICnm24u9/+0Xv67971XpI3YwmsooVH4WZji7XKJKnIIHV7lA0WhSxGB/JT6WGQClQrQIW\ny7ako1YBKLXeoQt0nSrOXoDvYE5W7o2R1DC+eHBPnGhIsGczQUt1KDbV8kJhNtnQYgngJXySQIvG\ns2+IgfABwNVXv4R7dz8DLRdBAidYRHwE2vYGoGsH7kksMO+dZmEbvjE2AX4AaJXEy9ZbhW1MTvK5\nFgFAqKswUanmmQmfDFRreQyNskWXzEh4ri4uzSOzS9ecjxmQsAqPx4OhxBCWOGzubm887vmbhfDp\nlGK5uIn3XvsG83UP4/Qku08YhmNFAtuV4yd829Uy0tPsxsb9EIkmML+1ynTMfI5f0iJ/QPjkRPgq\nNb5F9+KoGGkud6/L23xiRmiq5dMjfJVy71ysgBA5hM+ZktsVbmqdWiFwqWTKcNqoNcUEGSVK09BS\nHcFo1PJmLpFIAYRAL5bAXVIpScfMJHzDw2xNA6+8YqRyO9kVODgIX/WPv9fzt/c7v8l8DgDQsisg\niopLl9iL1gOBIBwuD5oFvgYaRbDpgWoaWqVdjI+8y30Oc5NRrRUQDbORdhmo1AqIMEbEfD4/HDYH\ncnXxSP1bDPp/g5Cr70MhimXx7sOYnJ7GzL37zMe1NH55mp1qDo1OE5MM3enPw88M4QOA1NAwVjKD\nDESe4Xuf3+r520pNX1vTkKtVkGTcRQ9CJJZAgbH5YbvCv1AUu4SPVbvuKAIBo/6wzJlVE5VlMa/L\nS/hMCYJqmeK0cqTVisGSEgk2OQTo4vNtbh39/AU7QbrZSStdoslkNx1arIGIED6ZOnylOlJj1jdz\ndrsdoVgMpbx8WyhW6PkCiKIwO+cMDQ3DFwqjsbECXH7tmGY3GNrGCs5NnYeLo/WdEIJkahi5Ap+s\niSha5T1QXbMsq/Q8BALGjrPeOP6gxVF0Oi202w0Egmy1jIQQJOMp7FTFP/fvXv0N4XOY2KlsIR7l\nS69PTp/HzVsfI98oI+ziNIlnxHLRiChOTooFkn6mCF8smcS9+3ePtRYlV6+CAsxeiYMQicTQ0Smq\nbQqfRX01kQBPoUGhKgSBgFixMiEE4VAA5drJP6SAZxE+3kil3x+A02lHtcIXLZXRtFGtAE6nnamj\nzO32SHHJ6Ej+2vTunKws2mbqkRZqwDD/xkOZklOzS3UKvVjD5FcnmI47Nz6Bh3MC1laSSkNovoBI\nIsls60UIwetXX8fNT34ipscnAL1ehba/g7d+js9DFADGRkex9fk9vusL6tg1C5sArOtoPg+mFFC9\nId7IxIp6VzzfJJ0sGB4dxcJjcVmbf/vF/97ztwgB3KpuYmSK77swmybWiltMhM+h8utkrRa3oCoq\nRkZYbe168TNF+KLRGNqahnKriYBzcMSAx0s3V7duXcQC83z5ug6f4/gfuPm6jpDfJ6UOMRqLo7h7\neoSPgP/7IIQgEg2jVuWTZpHRtFGrUMTiUaZNisflgd4Sz+nKFl6m3ayG08L9F4lEYHPYQYtiwsX2\n98XtDQEY7d66jpERtoVianwSD+7eBu10QCzq3/VAVoQyX8TkK3ydtm++/iZuXP8I2u4mbEm296/X\nxYWntayh5fn6629wn2N8dBQ/uXENWrMG1clWA+cIiG3gm3kjwiVC+MwNX53DueiHN/6w52/WJo56\nk6+rFQCGR0fw2e1baGlNOFT+hoP53Cz3sYfR0TvYqW7jrTG+FPHYmNEAulbextWkdUHut4etd8cf\nxXp5ByPJYebN2lH8TBE+Mz1ZqNcsET4emJ20oqnQozCbJ/INHWMWg24iMcxCQ5f2HuLxFNZXF6Sc\nixXlGkUg4LUsNPs8JJPDWFg8Pa3xWpXg4nk27S6/LwC9SYWj2bK9dPWmQUKtRCsJIYinUtjKi0U0\n2jee9PzNSwD1btPU8DDbLtuUZ6K5AkjidDpEaaMJvVLFNKN+nYlXXrkKQhRo68vMhM8+Ke5f21lf\nhsvrw7lz/JIU5vfWzG/Ck2KrhRLV4WsWtuANhA8sA3mgKCocDhea7ZO36mu1jGvyzP/cuUlQUKyX\n1jAV5pcy2a3KeQZvlrPQdI37t+T1ehEJhLHGaXPHg/XyDq68Ll5O8TNF+MyQeLnVtPR6HqeNctM4\nN0/oux/MCFWhbj1qk/TxR+fyDYopSamwWDyFSl2HphtpYhaIOm2UaxQRQeKaSo4Yoq0c5Gl/VyzK\nRqkhyZJKsZGMQCAIqhsRNSJSby5Z+lHv1lRadaqYOjeFrTufiF1Tkg4f7RK+kRG2TsvJSYNc6Hv7\nUE6J8On7uZ65sMLr9WJschrZ7DLw1nsSZzYYlFLo2RW89sabQhmH0VHje2vkN5gJn2hKt5XbwPgo\nf4euCY/bg1ZLosyQRTQPCB97d7BZd7ZaWBEifLKEl1eLK9158TdAjI6OYzN7MoSv1m4gXy9hdNy6\nLNeLcPLFGKcIk4SVm41ju0a52QAh5EBhXBZCoRBUhRx0z1rB+YitZ1gFpRT5uo5onE8R/ijMhonq\nyT+nUGkQxATdQhKJJDQNsLhPkIpmA9A1Q2WfBWbtpSb6mStHhiC0hkGArW6IJsYnQOtN0PrpO27Q\nfAW+cIh50YtEInB5faD7fNIUxO3uGTyge0aXpEjR99tvvAVtdwv6AFs82dD3d6A3anjz9TeFzhOL\nxWGzO9DMbTIfq9gcPYMFlOpoFjYxMSZO+JwuN5qnQPhaLWPN5GmYiUSiCHgDWCkuyZ4WF1YKy3A7\n3UwWcUcxPDaKrco+dHr82ldbFePeZc0sPA8/UxE+j8cgYbW2tcWDx2mj1m7B43RJ1eADugbgAT9y\n9eMjqyYqLYqOTrkV4Y/isBZfwHtyna6UUpSrOuIJMeIajRr1O7UqwFoJIGqtVuuWP7GKeJvpeK1C\nYQ+eHQVmrQKoNsVyLZBZL0NzFZARuWUSzMhVMT7GHhUghGByahqZtWX5c7IIfXcfwVhMaCN69err\n+JM/+T+hbaxAmbaeFte21rmvCQCddYMovPqqWEpLURQkh0ZRyLNrqImgVdqD3mljXEKExul0otNh\n33mKCi+3tebB9VlhetAuzs8LzUGR5BW5mJ/D+amLQmv00PAIWlobuXoRMc/xalNudv2TWXRYX4Sf\nMcJn7MzrbX49nEGot9twM9r+WEU0FkMuZ12Lj1eHb79mRBF5xYqPwiRMZYZ0tAzUm4aMG68kiwmT\n+NZrgEWDhQOIpnTNYAor4TNfr518Q19faBWKQDhkOTVuOuTouQoUTsKnpMQfyLSjQS9Ucf7rfCmp\nV9KX8eThA9BmC8TJFiFSUmL3IaUUdHcfl97gMKI+hMnJSTjdHnSyK7AzED7Rpg0tu4Lk6DiCjJIg\nz8PkuXP45M4d5uNErNWa+4b/7eiodWvEF8HldKFaZid8ok0bnTY/4QOA9JXL+PzBHRQbRQRdfJ+l\nDOHlWquKjXIWX73ygdB5TE3UnVreMuFjddYwsVPNGTrCCfH1+GeK8DkcDihEQV2wHqMf6p0W3Bxh\nbyuIJ4bwqNutdpzYr5uET06Ez6w/LHOKL/PCJJisaupHYRLGepVdi080wmdck520mlHVTkXsM7dJ\nFpvWKmzkNRAIwu33obnP3ploQkaXLi1UAUoxwemPfeGC0big7+5BHWXbqdvfE/NBpeUKaL2OyxfF\nPgdFUXHllS/hwZOZE7NZo+0WtJ0NvPVLvyzlfBPnJnDj44/QqZVg85yMknojlwUIOaghFIHdboem\nHX+W5yg6XdFgXluvdNr47S3kZvEmp4AyL1E8jIX8XHc+l4TOY6aDd6t5IGat+YPXWm23VkA0EBHu\n0AV+xggfIQQOux0tSd6Uz0Oz04HDfTwRvnhyGMW6hrZGYf//2HuvGEfy/M7zG3RJk5k0SSZd0rt0\nlb6qu6d7Zno0M5Bud6U9HLRYrISV2dc7HO5t7+FOWJwD9uFeDjjcgwBJs5AGOkCD00AaP6Nx3Zrp\nMTVd1aY6u8tkVhp6703E/x4iI5Nk0kSQEWQUqj/AH1VMksGIJJPxi5/5fifwdeWL2Bk+rVYLvU6D\nSl14xvGLh5N/yDl3j2kDV4NhEWq1CrWq8M+NGBk+jUYleDpOpVJj2bKMdnHyQAkQ12mDEIJOEfDu\n+gU9z+fz4+PLk4lfV4wpXZJlU6Ver3+ifQiFwqzjRjIlOOCbFpJipxu5oHMa9nf28JtfvQNSyoMy\n8sy4diavqLB2agzuTFnO5eAyxo3cORb1k8tkCKGRPYfFap84O9aNWqMGPYFjw8dP3+m5LTjDd/Wa\nk6odBAIhaDVaHGcfTRzwhS3RiZ7XzXHmEdQqNcLh6bZlsaxAqVAgXctPvU/jSNfygnu4h/FSBXwA\nsKDRoEnzCzwmcdpo0h1R/rAHsbpqBwGrkbe6KKJ7QB+ZGo1F3cJEE1nDMJtMKNcyom2PD5zLxrSa\niBRFwWRaRr0mvOm+MWV/da1GYDZPdmXrcq3hafzR+AfOCKYOMC0Ct0tYpiMSiOCjDz8A6dCgxHTN\nEACTLUO1oJm40Vur1cHp8SKZEK7n2H6792QtNOPHJFLQaLXwiDA0wPnYduJn0PAM+BRLk5fU6fhz\nUAqlKMEq0BXwZc6xuMY/4DM4+eut9dPMnSMSnXw6tRu1Wn0dfAmhPWVVi6Y7UKnUE2d1lUolYtFN\nHJ/M9/voOPsIkVAMGs105WGlUgnzkhm5uvT6srlGCZt2caxaX7qAT6NWo8Uz4JuENk1jUcKADwDS\nNX4Bn5DJ3G4yNQa2CSRpRmFZsSFxPtuAr1IjUCoVvCVARrGyYkUiJfxqbtrqfqNGweWYTPTV5/bj\n+KNHIAwBJaKf7KS082y2U6j4rN8fABgCUqiCss7J0Dhbhsu9NlWj9+7WHXz7O98ULMBMP+tt4xAa\n8JFEGpHo+kQ2Uv3Y7Q7ol41oXZ4B6/yybkqBkkLd0PFzePxBaEXqi15cXMKi0YJG9kyU7Y2DbtXR\nKmUQ9H9JlO2pVWowjPBKg3pKL2CaaUOlnC5cuLO3gwfv30e2lsGKXnjVZVprtWKjiIvSOT7z25+b\najscZosF+ZK0AR9DGBQaZVhWxDFyeKlkWQD2CqlNS1fSbTMM1FNePQyD81LN1KTbfwBI14joXsBW\nqx2VGQ9tlOsEpmVx3EJsq86ps3WTUK8BtgnlcXy+AEiHTGWP1kwwPWsa2jn2/ecmb/nCCaRyZVWh\nMIlCzxIKIQQkV0EkOHmWBwA2N7YBhgGTFnjh06F7lwBIrQamVMLOhA4b/VAUhY31DTBp6SddSacN\nOpvEzuaWqNv1+/zXgxRS08iyE8r+CQWv+1GpVaAZ6RIWw2DoDpTTBnx39gAAj9Lvi7FLgnmUYV93\nd3dPlO1ZrFbkBPga/8nu7/YsPhSbVTCEEc256yXM8GnQ4hnwTWKt1qI7Eze2jsNkMmFBrUKqKrIa\nbhcdhiBXp+EQWHYbh9VmR71J0KEJVAL6D//Ld3on0v7ot/n/bit1MvWELseqzYFGnYCmCZQC9n+a\noQ2aJmg2CGwT6ghyDg/tLIHaJIMMX5ZAv6QXPG25umqHakEDJlvGRDmq2nTlLFKqg7RpBKc0Ll9f\n32D7+C6TUDodU22LL8wl+x22tbUt2ja31jfx61/8HEylBMWidBlXOp0EGGbqBvt+QoEA3n/vXTCd\nlmBNPaFwAZ9vwmGfflQqFegJKlTR4HSDPzTdgVI5XYbY5XJjxWjFh+kP8Ibvzam2NQkfpt7HssE4\ncR9uPyaLBaUm/4vQSYY2ilc2emazWdjODeGlC/jUGg3aFX4yAZM4bbRpGhqJSroURWHVuoJUNSvJ\n9gG2nEsIYLeLI7rMYb7SM6nUAZMAKbDqFANp1ToFb1gsaRk2cGzUAIMAO8lphjY4SZZJp4zd7jUo\nlBRaGQL95KLyotHOAqEJTnwKhQKuNQ/OMxO2BEw5pEUy7JfuNLZeAGtL5fb5EY8LvJCcom+RiSew\noNeLdpIDboY/6FRc4oCPzSJO22Dfj98fAAiDRu4C+tXp3tNxNDJn0BmWYDKJc8JWq1UTDW1Mq8NH\nM52pp0QpisLu/j7++a2fosN0oFLMLvygGRqPMu9j/+hINI1co9GERqeFZqeFBYkuHIrN6vVricFL\nV9LVLCzwzvD94vykZ/GhJWHABwBOlwepqnSl0VSF/d2IIfLYDecFLFSaZdJqFiEElTqDlRVxehE5\nKZHa9D7wvOFey2abrIdPpVLD4XaiPeWksBgwbYJ2nmAjMll5LhqMgOQqIMzsj4Vky6CUClFkNQ52\n9sCkMyAt/idtZcDXs/hCCAG5TGJjY0tUIXiPxwuFUglmggqIEJhMEsuWFVF6cLvhAvdGhn8fXzX+\nSc/iSyPzHF5fQDQJG7VaDXqCHr5pESPgA4C9g0M0Og08zn0swl7x51nhCaqtKvYPp9Oi7IarVHBB\nmRQUrzKInHPStLx0Ad/Cgpb3lG693epZ4yCEoNlpS1bSBQDnmg/ZGo2ORCe+5FW52ClyDx/Xg1Cd\nUR9fTSTRZY7rgG+GWoKcBt80I/nrkS20M5hLoNRNO0MAAoRCk/XBBQMhkA4NUpq9cTyTLcPmcIhy\nwruzvQsQAiaeEGHPRkOKJTDVKg52p7Mk60elUmPVtQY6K3HAl00hOIXf6TBstnSUNcEAACAASURB\nVFVotHpBAZ/BGelZfGDoNpr5S4SD4mURVSpWloXMwNKrG3ZKd/qM3ObmNlRKNd5Lviv4uV99+JWe\nJYT3kw+hVChx54448j7AjT1kpSXddxK3bb5WlON46Uq6Wp0OTZ4ZPqXAq+IOw4AhBLoJ/S754HS6\nwRAgXWXgXBpd6vmDHWHabQCQrNBYNuhgMAh/7iiuxZcFBnzGCXejci26LE6zq8ViAUUBtRk6V9Sq\nbBmEs0mbhGhkA//0g++hnQc0E/wqaJG+y5pJ9v0IhSaTp7gZ3CgDJoEfiuXJ/x4JIUC2gvCROD1w\n0WgMKo0GzEUcSp+4fbL9MBesZ+z2tjgDG91EAiGkfvEzXgLM2je+LHj7pNUEUyogEhQ/4KMoCh6v\nH5cST+o2c3EQhkFApIENANdyIjTdhkpAGfErf/cfe27/8e//Z0Gv26FbU0uZAKwm6+b6Ft4/eYjf\n3/x3gjKfPzt7u+e2kKnd91IPEA2tC9YzHQWXeeYb8E3itFFp1aBSqrAg1NNzCC9fwKfVocFTCJRm\nhA1HcNsVS0JgEG43m3lLVOixAd8kJCoMnM7pTZr70Wq10Gk1KNeENRy7rZMloW8CPnH8V1UqNYzG\nJdQqwiK+aYY2qhXAZF6aqlmaa3hvJRhoVuajYce+PsGKffLynNvtBqVUsJO6AmOAqazVai2QRgsh\nkTJNKpUa0fUNfHTyVJTtjYK5jMNotU5lEj8Mn9eLn/7kn0AaNVA6cS8OAYApsH3KYpTRBxEOBPDs\n+98FYWhQIsjVDIKTfhFrQhe4Cfg6AgO+ael0WjDoxHm9w3t38Zcf/DkSlUs4l8StJA0iXU0hXr7A\nb/2e8AuPUXB+4HwDvkmGNirtOhZ1BtFaAl66gE+/aECt1eR1ZapTC/uA167KvmJeRfTD9dYlKuOz\nlF992NtbMC7jRwhBosLg1T1pGpnNJiMqdekGTrqpXP0NilXSBdhp0fSE0iCTUKtg6pO11WqDwWhA\nM1nD4gTtc0oRtLcJIWilgHuv3pl4GyqVGqtOJ1ITWKxNIsVy/dysOAMb3RztHeHDhw/AlMpQLAuY\nABIA6dAg8RSO3vyiJNtfW/MCAJh8FooxAV/jre/13OaT8aPz7PeE2y1NwBcIBNmSayEJrWV8v7Lr\nc38o+DUamedQa7SiBtxcu1C704R2gf95plASLvjdTafTwsKCOIMDe3tHAP4cD5LvCgr4aDKZHA1X\nPj44OJro+cPgqmDVNr/Jwo9zzwW/RrVVF7Xa9vIFfPpFdBgGLZrGwpiehHtrfkHbrrakD/i0Wh1W\njEtI8DDQfpwT9gdSahLU2gzcV1/mYrNiXUXifDYBX7lGoBJJdJnD5fLi5PSJaNsbBSEE1TLg2pnu\nvaAoCpvr27j/3i9m5n/aTzsLME2CzY3pSovhQBipX/IrI3YzTYaPXAV8Yk657uywOmDM+SUUm+Md\nJCbx0mWSKZBOB3si9+9xcBeeTDEPuMT/viDFPCilUhTD+EF0D27wCfguf/I3Pbf5BICNzBncHp+o\nAzNcu1CrVQekO83cotWuQ6cTR7lhZWUFAU8Q7yXfxe+E/yXv51ECfcw5HiTfhdu+BrtdXCkk7jxf\nbfMTaC02hCcLau0GDEYBshZjeOmGNpaW2F9epTU+YBIKt83FRfHeoEG41zyIV8TX4otfZQ2luqq2\n2RyCp3QvMkzP4ku5TmAyLon6ZetyedBqEjSb/I8hmyY9iy+tJtBqEVHei53tPdA11sd2HjQv2fdt\nc0oB3aA/CNJoTa2rJwSSq2B5xSKqzaDD4cTyygqYC37ixe233+lZfGAu4lAoldjYEFe0mMNstkCh\nUoEpT549HQVTLsBksYriDjIIl8sNpUotmeMGYVjZl1BA3GqJ9sq6p80zq8ShVml6llBa7YaovemH\nr9zDs/wTFBv8Pz/2RUfP4kOlVcHj3DGOXplOh3AQSqUSWo2Wd8DXots9iw/Vdh0GEeOJly7g48ab\nS80pBN6GwG1TrBHqYax5Q0hUaNAiT17Gy2zAJ1XfjNXmQKNF0OpIP2FWrgIr1snkTIbBWYJVBDhX\nrNionsUX7jXEmJbe2GAHDrjAa9Y04wRmq2nqARouK8NMUNadmGwFQRF7sDgO9w5B4imQKTUCh0HO\nLxGMxCTrJ1YoFDCt2EBK0gR8pFSAQ+SMTDdKpRIOl0fQpK4QWqU0mHYTQZEDPq6815RwMnQQzVYN\nhkXxLnoOD+8BAB5OMK0rhPdTD0AIweHRXUm2b9DpUWvzSx5plOqexYdapylqwPfSlXQ5AcOSBD5Z\n3DbFEkkcxprHhw5DkKkxsPPw1OXLZZnGom5Bsv23Wtl+unKNYGWZX/Az6dBGuQ6EbOKeMLiAr1wk\nvIO35896g9u9e/xeq1Rkn+d2Tz9AY7c7sGxeQuOigkX+fvEApp/SJTRBKw689tnp9a+4sirJlgEv\n/95M9RsbE70eaXXAlGoIB8Qxvu/mYO8AP/zBd8EkU1C6xRU5J5UqmEIR9/7FvxZ1u/2s2mwo8hCR\nnmRKl6mW4bSLP2zSTSgQwD///OeStDpwmUMxez8BwGBgT/51AQ4PAGDQT/6d3um00Om0sCiiyPba\nmgerFjseJO7jszxdN/7szf9d8Os8iN+HedmCgATyPgBg0BtQ45ltNWqFB261dgP6xU97+CaGk7jI\nN8afyYRaq+UbNWg1C5JO6QKAx8Nm4C7L9MiAL2wR9vZelhm43V7J+rw4LbtSlWBFOoF+dGhWdNm2\nKu6J1Gq1QaNRoVSUXvi0XAQWFtSiDJ1QFIXdO4d4++c/BmEIKAX/93faoY1WioBpE+zcmb6XTK/X\nY3nFgkpO2Mmu/dajntt8A0CSYzOJYk5ZcmxsbLPixeeXogd89DlbKt6VqH+Pw2614ePHj8c+TujQ\nBmm3QJoNWFfEzdD3EwwE8ZMf/wDtSh6apdHT/EKHNhqZc1AKpejtMdxkaENgP1i1NnkmlgsuxWxV\noigKR6/cw3e+803U23Xo1OJLmbXoJj7MfIA33/wtyc5peoMBtRy/q+KoRVivK0MIGu3mdZAvBi9d\nwGcymUFRFLI8LBOKArOA2VoVK1fblxK3ew0UgIsSjf0R54pfX/b2Oo2a0iWEIF6m8caB+NkMDm5a\nrSRAmPyLh8LFbrk+QbGbdBUKBZxOB0qFc97PmVRRpVQgcLqcon2W9nYP8NOf/AitNMGCfXaDG41z\nNnuyuSmOjl3QH8LDT2Zjvs5k2BOdWD6o3Wi1WoSi63hyMf6zJHRogzm/xKLJfJ2Rlgqb1QamUQOh\nO6CU4p1KSJX9vYuloTkM7n1tZs/HBnyf/L//qed25N/+p4GP42hkz7DqcEOtnl6su5ulpUVQFIVa\nXVhD7jQZPu61hHpgj+Po7iv45rf+AR+kHuLIPf4z3i+2PE6H78P0B2jTLRze5VlWmQC9wYBUKsfr\nsUJ1+OrtBgiIqFO6L10Pn1KphHnZiIwECrqZWlX0vrFBaDQLWLWacVkWL9OUqzNodAi8IpcgujEa\nTVCrlChKaA0HAMVrSzLxJ/yCwRhKeUpSpXtCCIoFCqHg+AlOvmxv74CigMaZsP2ma71LKM1zwBf0\nifalFQmGwZTqIE3hfqJCIdkytIsG0XxQ+7m7fwSmUAQZo+0oZGiD0DRIPInDvUPJLzy53wupi9tP\nxtTZP2CxDOOH4fF4AYpCXYLBjWb2HEG/X/TtKhRKLC4ap8rYCYV7LbFbfcLhCJYNy3g3cV/U7XI8\nSNyHXqvH+rrAPhYBGBYXeffw/dWDf+hZ4+DkXsRU/XjpAj6AzfwkK+I2fhNCkKyUYHeJ60E7DK83\ngMvy6CZ8o1bRs0ZxcRU8ejzSSLIAbBrfumKWPuCrsNtfXRW/6TsYDKPdJrwdN7S63sWHagXotAmC\nQfGyrQbDIjwBH5r8k5MA2JJu9xICXSNoZRgc7b8q7Ikj4MqrZBZ6iNkyfCL6oPazt8eWXLkSrBgw\nqTRIu42DfWnLucBNAEDGVEvoxHnPGge3PZNJ2l5orVYHs9Uu+uBGp15Cu1ZEwC/NxbPJaEKllhf0\nHLcj1rOEwAV8Yl/4KBRKHBzdxQfp99DmObXKF5qh8V7yAfb3j0SxhBuGYWmR95SuUGpX2/1Uh29K\nHC43fnn6bOzjjHzP0GAndBudNhzO2QR8Hn8Yv7p/H80OwYJq+hPSRYmb0JUu4AMAh9ON06f8UuAA\n8F++03v19Ee/Pd6nuFAh0GhUkpwwuObffI7AsCRNIFDIsgGr2L1jd/dfw9e+dgq6poBSL31Zt3HO\nHoeYvWTc74TJlqFwSZcBIh0aTKGK6OuTef/ywel0YclsRvU8DqxHhz6OSfAXzWXO46AUCmxuTi5y\nzReuxEfG9EMrHcIGj7jtSa12AAABnx/vfzy+D1EIjSwb1ErRCgCwvcTPT4VdJHzpjf8w8euVKhko\nFIqpLB6HcffeK/jRj3+A48wjbNvFswB8nPsYtXYVR/ekK+cCbE9ls9NCh6GhGiMhJFR4udKqX7+G\nWLyUAZ/T5Ual2US52cDSCI+6mJX/lFi8zPY5OByzyvD5QcAObgTMg9/GP3uT/xfmRYmGzWyU1AcY\nAJwuHx4+fACGECgkypwUKgSrVqskmZm1NS9UKiXyWQZrPtE3DwDIZwG1Wil68L2/f4Cvfe1v0Tgn\nMET5/W4WHJMXARrPGRiW9PCLmOkwGo3QLy+hkRGgjTMBJFcBGIKgBF6uHBRF4WD3ED95+8cgNA1q\nCgs9DnIRhz8ckfzvGLjxEh0X8PHJ6nVDGnWAokRtVh9GKBDA/V/9HHSrDqVm+O/M4OQf+Dcy7PGK\nKdbdzeqqDe9/8N7MhNRLlSyMRstUFo/D2Ny8A61GiweJ+2MDPiHeue8m7kOtUuPOnb1pd3Ek3fZq\nJq24rjmVdq3nNcTgpQz4uMmpi1IB6yOkO/704DXe27y40qOSSsOuH6/Xd/W6wwM+IVyUGXhC/qm3\nMw632w2aYQc3TDy+z4sCBjw48mVgfUuaaEylUsHn8yCXOZVk+wCQywA+n0/0L1ifLwDDsgGN0xoM\nUWm7OQhD0LwAXn/1nugnpWAwjA+fHYu6zX5Ihm35kErOgWN/7wA//tH3waQyUDqnkyEhtTqYXB73\nvvwvRNq70XABH1MXt6RFGjUs6A2iiqYPgwvKGtlzQUHdKBrZMywaLVhaksY2z7a6ina7gXqjDL2O\nn9zBV/7uP/bc/uPf/8+8X69UTsNmlcbxRK1WY3d3Hw8e/gb/jvwRFNTw95zv0AYhBA+S93Fna1dy\nxQzuPS7zCPiETul+muETCS5zMi7gE8JFqQDdwoLkk2UcVqsNWo36uhQ7Dc0OQapC4zPB4WUlsXC5\n2PJOrsTAxENDkBGoFdyhCYpVBm6BtnhCWF/fxbe+dYJOh0A1ppz+xX8pLGjrdAiKeYLPvi5eeYOD\noigcHb6Cn771QxCagFJKlx1oxgmYFsHRofgllVgoivff/Q1IqwNKM/4rbBIvXSZTwoJBL6oX8yA2\nN7dBKRRgLuJDAz7CM6BiLuIAbqzbpEar1UKhUoE0R++f8JKuuO4Co+DKrmIGfM3sOcIS9e8BN1Wk\nQinBO+Cbxku3UIwjsi5dafTuK6/inV/+DE9zjxFeGX4Oepz7mNf2nhdPUKjncfSKeL3Dw+DaDsoS\nCGGXm1VQoK7dwcTgpQz4LBYLDFodnhdHN77+5f2f9dwelfE7LebgcXtm5lWqUCjgcbtxPkIi5KsP\ne9Njw2RZLss0CKQrQXRzE/ARBHlUvzUCVQ1yJfEEi4exsbGFb3zj68hnAduYpMy7v+iNWPfujc5a\n5DMAIcD6ujSWWHcPX8WPf/hPaF4SaD3SfVYbpwRKlRLb27uibzsUYk/MJFMC5RK/rwgAkC4jEAhJ\n/ves1+vhDYZwdhEHjgYHahTP8ix9cQnd4iI8Hol6DQagMyyiKbKIPWnUsSSiyO8ozGYLtIal6767\nYVTjn/DaHtNpoVFIIvz5z4ixewNxOFgtrnwxAZdd2ov0RrOKWqMMl4TDiDs7+1ApVXiQvD8y4Cs2\n+EnRvJu4DwWlwMHB9GLv47gO+JrjS1FCZVlKrSoW9QZR7QVfyoCPoij4vD6cpjOibI8hDM6KeXxu\nBh+wbrzBCN7+8enU/XBcllCqJuNuDAYDTMZFZErSWANlrhwqpDzpRaMxUBSQTRHYRNa0y6QIKAqI\nRMSTZOlmc3MbKrUS9VMCLY/ug2aiP8U6/suHEILGc4KNrS0sLIwfshEK11fHpEtQSBDwkVYHTL6C\njTcnc+gQytHuIU6/9rcg9QYo3e0SFJ8MHyEE5DKJnf2jmZRCOQyLS2iMCfgEO200G1h2SOuywUFR\nFLxeH85EmtRt5i4BwsDrlS7DZ7XaoFQqkSuIN909jHyRzRqLYfE4DL1ej631O3j32X38Nxv/duqL\nrAeJ+4hFNkQthQ6DG1wqNMarfvRLsYwLAIuNCoxL4g4uvZSyLADgC4VxXsyjI7RmOIBEuYxmpyNq\nczof/P4gGh2CXG26Yzgv0dAtqK+dMKTG4/Ehy1M3NLqm6FnjyBQJVColHA7pfDj1egPca07wMWLJ\npknPGkcmBax53NDrxfOt7Eaj0WD7zg4azwkvLcEFh6Jn8aGdAzplgleOXp92dweyuLgEk3UFJCVM\nfJYv5GogJByWbkK3m50dNgvKxBMD76d0up41CJLLgzQa2N/dl2w/B7G8tAyMCfgab32vZ42DNOow\nS2xP2U0oEEAjdwlCD2+P6dSKPWsYnKaflOcClUoF+6ob2fwF7+eoVZqexZdMjs18St2bfvTqPWRr\nGVyUhwfeRq2xZw0iWUkgUYnj7qvCxMonxWBYhEqpQqEpvr93vlmG2SLuBe1LG/AFg2G0GRoXpeFl\n3eNMsmcN41k+c73NWcJdRZ5N2cd3XqLhca/NLDPgD0SQKzHo0OMDji8eqnvWONIFBi6nXdQ0+CB2\nd+4hlyHotMXTFGy3CfIZgr1daYy+OV699wboKkGbRwA6CfUTBqCAgwPpjmM9ugmSKkkigM0k2RP6\nrAK+QCAIjVYL5nJwwKdwrPasQXDP3doSv/dzFCajERjTwydEh48QAqZRg8k4m5IuAAT8QRC6g2Zh\n8O9fCI3MGTQLOklE37vxeD3I5PlnJaPBV3oWX7L5c6jVC5InAw4O7oIChYeJd6fazoPEbwAAhxL0\nDg+CoiiYl00oCLS640OhUYZ5RdyZgJc64AOAp7ns0MfErPaeNYxn+Qw0avV1f9qs8Hg8oCg2YJsU\nhhBclGn4grM5uQFAIBAGQ27Kr2JBCEG6CARD0pRDu9ne3gEhQDY9+nErNqpnjSKbYvv3pD5p7+8f\nglJQqJ9IE/A1TgB/0C+6FVM3G7F1kHoLKPMzLhcCSRVhsa/ORBYEYAVo1ze3QS4TEwewzEUcKw6n\n5O4U/ZiXjWDGZPiYerVnjaTVAAi5ngCeBb4rd6HGCMcNld7Ys4bRyJxhzeuXvPfT5/OjXMmiwaN3\nbBrSuedwuzySJwOMRhPCgSgeJIe7boQt0Z41iAfJ+/CvBSUfturGYllBlofV3S8vP+xZo+gwNIrN\nCizWTwM+UVhdtWNRp8fT/JgzNg+e5jMIeP2S6BSNQqNZgNNmHTqp+zjX6VmDyNQYNDsEfonlJ7oJ\nBFjx3FRe3ICjWAWaLYLgDKaNY7F1qFQKpOLiHUMqTqBWKxGLSds7ZjAsIhyNoHEyvqxr/qyyZ42j\nUyJo5xh85pXPi7W7A4lG1wEATFJciylCCEiqhM2YdHZMg9i/swemUgUp384UqF9/pWf1Q2gaJJXG\nvsSaY4MwmUwgrSZIZ/D3i1CYK5s2sW28RuF0OqFSa1BPDxfGNTgjPWsQhKHRzJ0jEhRXMH0QXL91\nRqCYrxAIIUjnThEIzqZV6fCVuzgrPke2NllvfbFRxEn+KQ5fkbZC0o/NbucV8Bm1iz1rFLk6W72w\njZsKFMhLG/BRFIVQOILHuekGN9o0jdNCDuH12TR49+MLhHFWmryH77zIBotSNhn3Y7XaoNctIJmf\nvn+ym9TV9qTWTgPYYDsaiyE1pgq0d0/Rs0aRTrCBpNiG64N4/dXPo10k6IhsyVk/Yd+Du3el7aFx\nuz1Qa7UTSa6MguSrIM02Nte3Rd3uODY32ddj4jwaQ/sg6QxIh8b2lvTuGv1wU4pi+ely25mFywaH\nQqGEa82HRma64KlZSILptK8vaKWE6xFMZfnpgX7pjf/Qs/hQqqTRbNZm1pvOlWHfSz6Y6Pnvpx6A\ngODwcLYBn3V1FflGCR1GPG/7bJ39XhO7NeClnNLlCEc38OC9B6i2WjBobjey8hFePi1k0WEYhMPS\nZ5UG4QtE8LN3fo5qi4FBIzx+Py/RUFCUpDIm/VAUhVAohIvnH4m63XiWHdiQ0g+4m4P9V/HhB49Q\nrRAYFqcr4VTLBJUywf7+bHpPDg/v4a/+6s9Rf8ZAbRYvM11/RuD0OCXvYVIoFAhHojh+/kTU7ZKr\nAHJ9xhdwLpcbuqUlNOMJICasF5gLEjc2ZpuVBG78VUm9Agwpwyp0/L1AyZVJ9axL05FQCOc//iEI\nYUCNEP8dBRcwziLgMxpNWF42I5kebxEKAN9/6y96bvMJ+pKZEwDiWzwOw+l0wWlz4WHyN3gz8MVb\n949z2niQ+A2sJttMZYkAtlpICEGmVoBjcXgJtiigzy9VZe1HPw34RCQSYYO0p7k07jhuj53z0eF7\nfNXEJZWMxji41P55iUbM2vtFFbaMf3vPSh247DZoBgS8UhKJbuO99z9Es02woB4eLAnx0k3kCPxe\nr6Rm2d3s7R3gr//6L5G8JAjytCobRuKSXG1zNtI+ZrMZvpAPlydnWB5hdXvxlV5Tc/cfD88+dioE\nrRTB6/9G2nIux+7WDh699xCk1gSlH/65UDj4lweZeB4G47LkAWs/FEVha3Mb9997V7BlFhNPwb7m\nmVnPYTeWqylCploZKtgjRHj5JuCTSF9xCKFgCD/4/rfRKqSwYJ5swr+ePoVKrYFzRn7qwWAIp8/4\nBXyTkEw/g1KpvHZ1mgUH9+7iW9/8R9TbNejU/JUKWnQTx9kP8YXf+tLMtHA5OF3EZDU3MuC76+J/\nQZas5qBSqrDy6dCGeIRCEVAUhU+yk6uQf5JLw2a2XF/pzhou4Dsr3k4n/8GOoWcN4rxE4PPPdroY\nuAmQE1lxeuA6NEGqwCC6PruylsPhxIrVjOTl9MeQvCSw2Syw26WTk+nn9VfeRDvLoDNieIZ0etco\nuHLuvbv8LQmn4aYMOlpAnS+EEJBEAdtbOzM/aQDAnc1tMLX6rT6+9tvv9KxuCE2DSWewO4dyLnAT\nmJGqOFOKTLUClUYDnU4aWaJhcG0g9SksExuZ53B7/JIrBHCEQmHki3E0JXB5AIBk5incLt9MWkw4\nDg6OwBAaj9IfCHreR5lHaNNtHMy4nAvcBHyJiji6vuy2slhdWRX9s/RSB3w6nQ4epxuPc5MNbhBC\n8Ek2hfBVA/k8WF42wrRkGDip+7/8qNiz+ik3GRQbs53Q5QiHo6Ao4DI7uo+v2uhdw0jmCBgGiM24\n2f7o8DVkUqwl2iDe/QXTswbRbhNkU8Dh4WwCJY5791jrodozcXopG88IbA4bXC7pRFq78fkCUC8s\ngLkUKeArVEHqLezMKXhaX2c/u0yC/wUoyeQAmsaGRM4s41haWoZSrQFTEUcTkZSLMJpXZh5wu1xu\ndnAjNTjgc33uD3tWP4Sh0cg8Ryw8u4vn8NVrJdJPRd82wzBIpp8iHJltMiASicKgW8TDpDB5lveS\n70Kr0c68FQNg/wYWdQbERQz44tUMXBK0Wb3UAR8ARDY28SSXAT2BAHOmVkGxUUd0ffa9M934vH6c\nl4Xv//kMHTb60el0WHM7cZkRJ8PHBY7R6GxL64eH98DQ7MDFpKQTrGfwrLSjOKxWG9Z8a2icTL8t\nukbQTBC88dqb02+MJ0qlErH1DUCkDB9zwW5n1lp2HC7XGhb0epAk/4CPuXpsLDafi06KomCyrIBU\nSqJsj1RKWF2djctGN0qlEm5vAI30yUTPb+YTYDrtmWqxBq8u1JM8Aj6hQxv5YhytdmPmvekKhRK7\nu/v4MP0eGMLvnEYIwfuph9je3oVKNbtsJAdFUVhze3BenrxS2E2LbiNZzcHjF7+U/tIHfLHYBhqd\nNs5HCDAP45Or/r3oHDN8AGuxlih30OYhZNwNF/DNwkN3EBubu0jkyEgBZr5OGxdpBo7VlZnqdwHs\ne7+gVSNxPvgY+DhtJC4ItDrNXD5Hb7z2JlppBp3S4H0zRBU9axhcOfeVV6TzEB3Ewe4BmFIdpDy9\nnyu5zMFoXZmZ40w/nHIASQ3XBu2HSWVgstpmOtXaz+qqHaQ8/bQ0IQRMuQjXDNsauomFw2hkz0Am\nmLasXwWKodDsAj6DwYDVVRfiqceibzuRZoehZiU+3s3ewSEqrQpOC/z6Ey/KZyg2Ctg/nK21aTdr\nPh8uyumRMlcf5573rGHEKxkQQiRxN3mphzaAm2Dtk2waPpOwBslPsiloNQvweKS1nRmHzxcEQ4B4\nhYbXyP8tPS/SMC8vYmlJes/BQWxs3MF3v/ttJPMEbuvgEs5FZvxVHsMQXGaBz35utrZSAGtztLuz\njwcPfwnCEFAKYaUowhCkLoG9vf2Z6zgCwL17r+Fv//avUT9hsLRz+/X5aO8B7HSuZdUy02lvANi6\nKr8yFzko1weXkvlItxCGAYkXsPf6bAZOhrEV28SHDx+ANJugrnyIB2nvAZxmYAbrEjqa8MHrcuOj\nR+8LHjbph9SrIO0W3K7ZDD30Ew6F8d3vfAPNfBzald7P8eVP/qbndn9Zt546gUarn2kPLgBEIhH8\n5v5vpv7d93OZ/AQ6reG6P22W3LmzC4qi8EHqPQTMNxJbX334lZ7HcVO7H6TeAwDs7Mz++5/D6/Oj\n0WkiXStg1TBdP//zIlsukiIR89IHfCsrVpiXlvFJNoUvhYRlWB7n0ggHkIC+uAAAIABJREFUwzNr\n0h0GV5K9KPUGfH/25uir/vMyA5/fL+GejYbrWbpIM3BbB2ePhv28m1SBoN0h2NycT+/V0dFn8Itf\n/AL5HAVLn8D7OHeNXBZoNgnu3p1tZoxjddUOp8eJ7LMEliasZNJ1gmac4Ld/78059F6twWBcRn1E\nwIdaa+x2SKoE0u5gb8ZetP1ww0xMKgOlZ3QvJClXQBoNbMypnMvhcrlBOh2QShnUgAy79o0v89oO\nU2SrLLOacu2HK8fWUs9uBXzV+Ccjn9tIn8LnD87MnpIjGo3i7bd/jFIlDeOSeJPlifQThEKRmR8P\nACwtLSHkC+PD9Hv4V7H/+vrnj3MfD3z8B6n34HX7Zy7l0w2nVfi8GJ864DstxqHVLEhy8fDSl3Qp\nikI4GruWV+FLvd3CWTE/N8Hlbux2OzRq5cBJ3WG0aYJkpQNvYD76gQD7h+12ruI8Pd3QAPf8jY35\nNK7v7u6DoqiBZd1xJd3EBYFCQWFnZ/YuCRxvvPomWimCTmWyfsrGKQEI8Mq92QetFEVhd2cf5DIP\nwgzZf72mdw2AucgCFDW3iwYOTvOMZHNjH0sybOk3OIehq264rC5THFyKbrz1vZ41DKbAPn/WFpUc\ndrsDCzoD6qkTQc9jOi00cudYj85n+A0A4knxyrrNVh2Z3Dki0fmdG+7s7+O0cIJqa/T0d6NTx9P8\nE+zsz+/7EwDW1rxQKhQ4Kcan3tZpMQGP2ytJsP3SB3wAEIltIlOroNCnFv+nB6/1rG6e5tg6+7ya\npbtRKJRYc7pwUeYf8MUrNBgyn4GNbrbuHCCeHd3HN47zFAOH3TpTO6ZuDAYDIpEgkpfCn5u8ACKR\nMPR6/uK0YnPvHvvZ5vrwhFJ7xsC0YpypXlc3+zv7IM02SGbywQFynsOa3w+DYX7vAwDo9XqYV1fB\npMf38TGZHBRK5dxbSrheI2ZK1yIml4Faq4XFIq72GF8oikIgEEZDYMDXyJyBMAzCodkHfGtrXmg0\nC2P7+L7/1l/0rFGwQyAE0TkGfDs7uyAg+Cgz2nP24+wxGELP9YIZADQaDdaca3hWGH4SiFq8PWsQ\nHYbGaSmOYESaz9JLX9IFbiY7H+fSOHLzO2k9zqVBgdXykwPeQBi//NkF714Ozn931qrk/Wxt7eC7\n3/02EjmCtQHlzy8ejp66oq/69z73+fmW4o6O3sBXv/pEkOtGtUxQLhHc/b3XJd670TidLticNpSe\nZbDU5yiW/2nvRUR/Tx/TJGheEnzxv/rcXLTrAGB7e5fdl/MsFKu32xjGCS+TRhtMuoS7b/yOJPsn\nlGg4il++++vr2/3ae1xPH8nk4HCvzWUysZvFxSXol41o5QcHfHTinNd2mHwGbtfa3D5HALAejeCj\nRw9BtxtQqrXXPx/mnwuwJWBgPplWpVIJvz80NuC7SBzz3ia3rXlmjoPBMHQLOhxnHuHQxaoXhC23\nA9CP0h9Co9LMzfigm1A0hp+99RMwhEAx4Wf4vJRCm+4gHJEm2P404AOr56VSKvGkL+Ab5bTxJJeG\ny+6ca2amG68viB/9+IcoNghMOn4Bn1qlhMMxn4k4jvX1LVAUm6VbswlPOCdzbP8ed9KfFwcHR/jq\nV78iyHWDc9fY3z+Sctd48forn8ff//3fga4RKPU3+99M9Gf9egO++ikBmNmJLQ9iaWkJLp8XifMc\ncHDbBkr9xui2C+aCLZ/u7s43S8AR8ofwzj+/BVJvgNJpBz6GEAKSyyPymc/OeO8G4/P68fHFxcD7\nmHp17PMJIWByaYS3vyD2rgkiFIoAhKCRfg6D6+akO0h7j6OeOsGSaWVuPWTRaBTf/OY/oNNpQaUa\n3LJQrfGfoo6nHsNhd881261UKhGLbuDjpzf2m4Os1T7OfYRIKDZTcehhhCNR/NMPv4d4JQP30mST\n/k8L7MWRVImkT0u6ANRqNXxrXt4CzIQQPM5lEInNv3+Pgyun8S3rXpZprDkccx84MRgM8Ky5cDZE\nsmQcZykGFNjAcZ44HE5YbWYkL3qPY8VG9axukpcEttXZumsM4+5dVoS58VzY+1A/ZWAwGmaqPzaI\no70jMOkSSLM9/sF9MBdZaLTaa7eFecP9LTO5EVJR1RpIqwW/bzbG9uOIhsOgC1mQjvDfPwCQYh6k\n3UIoON/3gJMhqaf4W5Y10icIz1COpZ9IJAaGoa+9bwfR7rR61jAIIUikH8+1nMuxtXMHqWoS+frg\nftZys4TL0jk2d+bbd8vB9VM+zp0NvP9Pdn+3Zw3ice4cxkXprB0/DfiuCK9v4CSfQ4eHAHOyUka1\n1URIorTrJHg8bE/AxQDHjUFclBl4/PI4wd3ZOUIix6A9xK1iFOdpArfLPjdpmW6uXTfaN8exd0/R\nszg6V+4aR4fzmc7tx+v1wWhZFtTHx3QImufAK0efmcs0Xze7O/sAIYJdNwghIBd5bG5tz0UWZxBc\nXy3JDc/KcMHgvHtwOYKBEPv7n9Cmks4kAdwMrcyLpaVlmFZWUePZx9epl9EqZbA+xwCJC1LjqeGT\nxGqVpmcNo1hKod6ozHVgg4O7iB82nfskxx7vxsZ8jQ84nE4XlvSL+GSExt44Psk/RzS6Lllbw6cB\n3xXhcBQtuoOL0vjU95N8+uo58ujfAwCDYRHm5UVc8sjwlZsMyk0G3jl/uXJsbt4BwwCXA3x1f/Dr\nds/qpkMTxLMMtnfmXxIFgL29IzAMkOFxzksnWXeNvb35iYV2Q1EUXr37BpoXBEzr5n1YcCh6VjfN\nCwLSIbh79Oqsd/cWoVCEtVm7uD3s0H7rUc/qhhSqINUGDmXyPgBs0KFdXAQpsHZl6tdf6VkAru9z\nu+c7sMHB9XvRAyxnFDpDzxoEnY5DqdZIIjYrlGg4wttxg8sEzrOX22g0wWK2IZ56MvQxBr2pZw2D\n69+TQ2+61+uDVqPF49zgQPZx7hOoVWrZZOYpikIkEsMn+cEZvnHk6yVkagXENqULYD/t4buC+4A/\nzaXhM1lGPvZZLoMFtWbmIrPjWFvzIH4xWi8KwHVQuLY2eFJo1sRi61AoKJynGPjs/K9B4lkCmpmf\nFVY/sdgG1GoVUnEaDvfoK7RUnECjUcliypvj8PAevvOdb6J5QaALsPs/Sni5fspAvaCWxRW2SqVC\nbGMTH3b1/PCB69+7c0ce/XscTqcbp0NkTgCAKZSgW1qa+1Qxh9lsxqLJjEbqtiyF0jH+e5JJx+H1\nB2SRZY1GovjFO2+jXS1AbRg98FNPnYCiqLlnJiORKD784NHQ+90OfkMNifQTaDQLsgi8lUolwsEo\nnlwOPqc9yX+CoC8si/49jvWtbdx/8GvkG2WYtb1Vp7968A89t/vLusc51sdZSj/4TzN8V9hsq1jU\n6fEsP14O4Wk+C7/XN/f+t348vjDiZRrMCHsX4Cbgk0t2QKvVwe/z4FxgH995mgFFsYGWHFCr1djY\n2MCAc14PhBCkEmwpYt4Tlt1Eo+vQaDWoPx9f1iWEoPmclU+QyzEc7FzZrJX426yRi/xc7dSG4fd4\nQQql4VZNxSKcrtHCzLMmGo6CSd+WpdC+8eWe1Q/ptEFnU9ics0Ulx00f38nYx9ZTJ1h1eaDVDh6u\nmRWRaATlag6V6uB+N75euvH0E/h9Idmc2yIb64iXLtDo9P5Nt+k2zkvPEVmff+m5m/UrXd6Ps6eC\nn3ucPYVWo4XPJ51yhmwCvlgs9j/FYrHTWCyWj8ViP4zFYjPtwmc1mIJ4Vhgd8HUYBs+LOQRlMAbe\nz5rHiw5DkK6yJ+yvPqz2LI54mYZBtwCTaT66dYPYvnOIZJ5BS0Af30WawLPmgl6vl3DPhLG3dw/V\nCkF1hIhxrQLUKgR7e/dmuGfjUalU2N3dR/MMIz0hAaCdJqDrBHdl0oMIANvbbKaXuRwvWgxc2akl\n8tiTWXYPANwuN0irBTSaA+8npTK8LnlcsHFsb26BqZTBVHr1EMcJL9NX/Q3rMhCxB1hLK0qhHBvw\nEUJQT58gJoPWHq5ClUg/nXgbHbqNdPYU0dj8j4cjHA6DgOB5oTeAOi89B83QCIXlFfD5fAFoNVoc\nZ08EP/c4e4poJCZpsC2LgC8Wi/0JgH8P4PMArAC+D+AbsVhspoJMgXAU58U8WnRn6GMuSwW0aRqB\nOU+TDYLL2MXH9PHFywzcLtdc9a762djYBiHAZaY30PjiobpncXRogkSOwdb2wax3dSRc0JFODA+Y\n0knS81g5cbj/Cug6QTszOuBrnLH3y0XKBGCbpnVLi2DivYMb6jc2ehYHyZRB2jTubM1X0mcQ3OQ2\nKd92GiDNJkizBZdz9j6no4hE2AwdLVCBnE5dXD1fHhfRGo0GDrcH9a4+vsuf/E3PAoBWKQ26WUMk\nPN8JdYANNBQKJRLp4X1840hnT8EwNEIh+QRR3PT/SaE3kOVuh+Y4HT0IVk5mHY8GZPh+eflhz+qm\n0CgjXslgY1vaiWO59PCtAPjfjo+PTwAgFov9XwD+VwBuAPxUO0UgEAiBIQRnxTxCFtstdw0AOLnK\nAMqlUbQbt5st8cQrNIadhgkhiFcYvLorDzkHjkgkBgVF4TLDwN81HNA/qMEFfYkc27+3sdGnFDxn\nnE4XlpcNyCRr8A/5LkongGXjfIzJx7GzwwY/jTMCzYgqZ+OcYM23hqUB3qnzgqIobG1u49fv8TOT\n5wLDeVnyjcJuZz8bpFQGVnsNmkmpcvWY+cv5dOP1+qDSLIBOnkMtwJecTlxgxe7E4uL8J+05YuEI\nfvr2WyCEAUUNzos00uxJfd6SRMCV04Pbh8SIwY1xcNlBORwPx9LSMlZMVpyXeidfz4rPsWwwzs2V\nZRQb23fw4P13b/XxGbWLQ5/z0VVGcHNT2vPZzAK+WCymBDDoL5o5Pj7+P/t+9nsAMsfHxzML9gAg\nEGAbb08LOYQsg892p4UctBqN7L5sAbYXbsW4hESZLQM9zt3OVJaaBLU2A/ecHTb60Wq18HhcuMjw\n8yK8zLBla84lRS5QFIWNzTt48OCdgUEHIQTZNHCwvyOrDCvH8rIRLq8L2fM4MCR5yjQJWmmCo389\n/+ncfu5s7uBX7/wcKNUB4+hSP4kXYLGvwmi87c4xb7ieQlIZkOG7+pnVKo1W16QolUoEw1E8iQ8W\nYB4EYRgwyQvceePzEu6ZcMKhMH70w++hVUxjwWQf+Jh66gRKlVo2vdDhcAhvjQlSR5FIP8Xykgkr\nK/IKony+AM6e9E6+npfP4JOJBmU/W1ts0PZR5gSvrfHL2H2UOYFWo4XfL+0xzbKk+wUAuQHr3e4H\nxWKxzwP4fwD89zPcNwDAyooVBq0Op4XhPUCnhRw8a9IYG4uBy+1B/KqHL2xR9SwASFTYcu+8DMpH\nsbG5h2SO4eWre5lh4HTYZJUV4Nja3EWjTlAt376vUgaaDYLNTfmVETn2d+6imSZg2oPfh+YlAYg8\nS9LcAA+TLI58HCEEJF3C1pwFu4eh0WigNSyCVGq37uN+JrdBEwDY3doGnc+ANG6a7EcNbTC5NEi7\nhU0ZTHp3w1VwGhk2s1SNf9KzAKCePoXL44NKJY9CWSgcQatVR754WxqHD8n0UwRlViIFAF8wgFQl\ngRbNJjJopoN4+QK+gLySFhw+nx/6BZ2gPr6PsqeIRdcln1Kf2Sf1+Pj4+xgTYMZisX8P4P8G8N8d\nHx//Ld9tUxQFceIvCl6PF2fZwYMbDCE4K+XxuYMDKJXyy84AwJovgI+OHw2d1E1W2GDQ6/XI7hg2\nNjbx7W9/A+kCgXNl+L4RQhDPAW989o7sjgEANq90lLJpgsXl3v3LXU0ib25uynLfAWB3Zxff+Mev\noxkn0Hlv72PjkkClViIWi8ruGDyeNWi0WnSSBSijw0vmJF8FabaxtbElu2PgMK9YkKzetiUj1SpU\nCwtYWjLILku8uckG0J3kBdS+8cED57O7tSWv98Hr9UCpUqOePoUxfPeWly4hDBrZM8Te/IJs9jsS\nuRncsJhcgp7bbNWQL8bx5eibsjkeDp/PCwKCZCUBj9GHVDUFmqHh9flkt68AoFSqsB7bwKMnJz0/\n/z++8N8OfHy+XkKymsWXdv+V5Mcjj0sTALFY7H8Gm9X7vePj4x8Jee7KinhffLHNdXzzG98AQxgo\n+tLi6WoZjXYbm1vrsFiG1+PnSTQaxre+RZCvD5bWSFRoaDVqhEJe2Z0s7t7dBwDEswycK+zvvntQ\ngyNbImi1CQ4ODmT5PphMUeh0C8hnW/D1tXrmMoBev4Ctrajsfv8cr756BIVScRXw3b6/FQfWN9ex\nujof79BxRNdj+PB0dC8TSbOTpHfv7svyMwQALocDyU9uuwyQag1mixkrK/LLbh8d7UKpUoOOn/MO\n+My2VYTD8svWrHn9SGcGuya0iikw7SZ27mzK5vNjNMag0SwgmX6KzcgbPfd9/62/6LndL82SzLAC\n0nt7d2RzPBybm+wQSbx8CY/Rh0Tl8vrncttXjruv3cX9h/eRq5dg0Y3uc+b691577a7kxyOLgC8W\ni/0pgP8BwGvHx8eDfVRGkM1WRcrwAat2N1qdDlKVChx9DennRdaFY2XFgVzudm+NHDAa2f6LRIXB\nH+zcFmVNVmk4VleRz483NJ81FLUAi2kJidzofUvk2CyZy+WT7fsQCoVwenZbCDWfZSfL5Pj778bj\nW0M8cVsxnm4QtPMMNr+8I9vffSQQwfsPHoB0aFCqwSUSJl2CWrsArXZZtsdhXDKB1AZoCtbrMJqt\nst1vXzCE08T49mtCCJjkBTbv3pPlsQR8fpz/89sDJYoaGfZvw2ZzyWrfvd7AdfAmhGSafY7VKq/j\nAQCdbhlKhRKJCtvfzf1rMJhlt68cfj+bbT3OnuC1tdGtLx9lT6DX6mA2r4pyPKOCRlkEfAD+RwCL\nAH4di1034RMAd4+Pj4/HPZkQApqfhexY3G42pXFeyt8O+Ep5UACczjXQPPrM5oHdzqbyU1UaW7id\nHUtWCNaDXtnufzAcxcePfjPyMckcA51WA5vNIdvjiES28f77H6LTJlCp2Uxeu01QLhJEIluy3W+O\n7c19nH7zOZgOgUJ1k4lsXUnKRKMbsj0Gvz8EEFZ2hXIM0ZrMlOD1BUAIJdvjsJgtrAQLTYPq7u2p\nNbASWpHtfu9sbuPp178G0mqC0iwMfRxTyIJp1LG1sS3LYwn4/fjRD7+HdiUH1+f+sOe+5Dv/HxRK\nJZxOt6z2PRwK4fvf/y4Yhhak55bMPMWKZRV6/aKsjgcAKEqFFZMV6RrrWZmupmBeskCtXpDdvnK4\n3R7otTp8xCvgO0UsugFCFJIfjywCvuPjY9mMWq6teUABOCvm8V6fnlSt3YLNsjJ3VfVRLC8boVvQ\nXPfqddOiCXJ1Gs41+ZVPOMLhTfzqV79GrUmgXxhc8kzmAb/fL9uSKHAz8V0sACtXvfXFPHef/CR9\n+olG1vEN5utoZwgWHF0BX4qAUlAIylCHkoOzuSK5MjAg4CMMAyZXRfSufARmB2E0Xu17vQEsstl6\nQgiYeh0rY+wf58n6+ibw938HOnUJ1drwqUOuf299XV4DGxxerx8A0MieQbPUO7nayJ7D5nDLxmWG\nIxgKo/OdbyCbv4Bthb91Zipzgui6/AY2OFZX7UgnrgK+Wgqrq4Mnp+WCQqFELLqBj/r6+PrJ10tI\nVXP40vbvjnycWMgi4JMTCwsLsJotiJeL0Kk1PfddlotwS2h7IgYURcGxakOqmrx1X6rKpkGdTmEN\nvbOECyRSeQK/43ZA16EJskUGr35WnicJDi7gK+QIVmzscRSvStHcfXKG0+JqpQkWuhSIWmkCu8sO\nzYjMzbyxWCxQa7Wgc1UMynGQYg1gGPh8/lnvmiCWl9kKQ/udX4G6usgkDAPQtCylZDjC4SgoSgE6\ncTE64EteQL9shM0mL3kZDs5rvJm7BPy9yqbN3AW2d+U3pc5dTCYzT3sCvlF2avVGGcVyGqHQ70i+\nf5Nidznw9Anbl5uppbGzIR/B92Gsb23hNw/vo9ioDNXg+zjH9ojOymVGntoic8bl9uCi3CvrwBCC\nRLkIt1feAR8AOFwepGq3U8Oc5Ron6ipHOG2ldGHw0EmuRMAQzN2sfBwmkxl6/QK6P0alImAwaGEy\nyXPYoRuz2YxF0yJaXf7GhBC0M0AsLA8LrGFQFAXXmhsY0g9DrnpEPR7+GZB5cC1q3d2v0qF775Mh\nWq0WTo8XdHK0Hh+TvMR6dF22mXqdTgejxYZGtvc4Oo0q2tUC/DI8F9jtDmgXdEhmTng/J3X1WDlf\niK5Ybai1q6i2qig1irCuyk+SqB8uc/1xbriv7se5U2g1CzPTFPw04BuA2+tFstxrXN7otNFhGFnq\n1/XjcHmQr9H46weVHi/d1FXAJ0eHBw6DwQCLeQmZwuBehvTVz+UquslBURRcbjdKhZuflYuAe03+\nnx8Ovy+ATpdCEV1hRZeDAXmXQgHA7/GDlG5r2AEAKbIBn5wz3cBNUEc6XRc/tPwDPgC4s7EFJp0A\nGdJczVRKYColbMlMf68fj8eLVr5XDL6ZZ1t91tbkIbjcjUKhgNcbQErA4AY35CHni2hODPqseAoC\ngpUV65hnzB+fLwCNWnOdxRvEJ7kzhIMRyfX3OD4N+AbgdLrRZmj87vod/OnBa/jTg9fwujd4dZ+8\nTxIAm8EjABp9RhuZKo1lgw46nW4u+8UXrzeATGnwfZkigVqtlH0PBwD4vGGUS1civ4SgXGR/9qIQ\nDkTRLhKQDhtkt3NcsO2f417xw+1cA2m0QRrtW/eRYh2LZpOsy9IAsLh4VQZiuoKmq/9f3ydTYrF1\nELoDJpceeD+dYoOoaJS/Bds88HvW0CwmQbreg2aeFTaWY8AHAKFwCOncGWhmuCd8N8nMM1hX7DAY\nbqs6yAXOQu2yfNZzW86oVCqE/CE8zg+eWK+3mzgvpRCZ4UXPpz18A+CCuni5BJth6fr/3ffJGYeD\nbbqqtwn06ptySarGYNUm3+weh9cXwsOHD0EzBEpFb7knW2LgdDhl63TSjdu9hk6boNlgj6HTIXC5\n3HPeK/54vX6AAO0CoLEC7Swb8Mn1RNeN08l50dZAafv63Uo1OOzyfx/0evYErHQ7odpn+8XoJydg\nzuMwGOQd8IVCrHYanbpE+/i9nvu0b3wZdCoOpVoNj8wsHvtxuz0gDI1WKY0FE/u92szHoVJrZBt0\nBAIh0HQbufwFbCvs73eUDl8qc4LYhryz9twAU6aW7bktdyLr6/jHx19Hs9PCgqp3JuBp4QIEZKb2\noPI/a84Brsct1eWNlayUYNDpZGnl1Q+X/Wp0esui6RqB3Sn/E93amhcMAfLl22XdXImCxyvf0kM3\n3OeoWmYt1QDA4ZD/BQMH177QuSqjd4oES6ZFaLXyzhADgM3G/g2Q8m0dO1JuwP0CvA9KpRLqhQWQ\nZuv6Z6TF/l/O2RiALcEZjCbQ6cHe2Ez6Em6vXza2ZMPgLvCbhZshuFYxCZvdJduLTq4Xr7uP7yJx\n3LM46o0ySpUMQiH5Tt0DNwFevs4FfPIdWuomHImBIQxOi7f/Dp5cZf5CM7Szk+cnds6YTCZo1Gok\nKzd1xVS1DLtMp8n6WVpaxoJGBZ9JhT/YMeAPdgz4N1t6FOs0Vh3yD/jcbjbQ6A/4mi2CaoOBx+Of\nw14Jx25nMwLVCkH16li4n70I2O0OUBTQ5gK+AuB4ATLcAGC1sj0+pNLo+Tlp0yCNFlZfkL9ljVYH\n0uoqS18FfHq9fk57xJ9QMAySua0WQBgGTDaNzYhs1LiGwvU7t4o3x9EupuB2yffvwG53YGFB19PH\nV60VehYHN7Ah5/49gP28q5QqlFtlUKBk38PKwalOPCtc3rrvWeESTqvjOpM/Cz4N+AZAURTsK7ae\nDF+qWsGqjIcduqEoCqsWCzK1m2bvXJ0BAV6I3jcuM9Yf8OUr7O0XoawO4LqxuFYF6jWAol6M3hMO\ntVqNZfMyOkW2B7FTArxu/7x3ixdarQ4anfZ2wFdlb6+syH/KDwB0ev11kAcApNWGQqmEuk8ySo7E\nwhHQxfytwQ0mnwGhO9fSP3JmcXEJWv0iWkW2F5HQNJrlLNxO+Z4LFAoFfN4AUtnh06Ec3GPkPKEL\nsOc0g24R9XYNOq1+ZkMO02IymWFZNuNZ8XbAd1K8RDA8278BeefT54ht1Y7U6QkAgCEMcrUqXpWx\nnEk/NrsT8ae569vZq+BPrppX3Wi1WhiXDcj3leMKVwHgi1IWVavVWFrSo16tgxBgackg+xJWP7ZV\nO57nyiBNgGkR2FdfnL+BJZMJ+Vqz94dXty0W+QoXd6PX65Gr3Vx4ot2GemFBtlIm3XCacOroFlTO\nm77P9sfvAwD8fnlP2nNYbXbkS2zA167kAMLIPlMfCAbwgx9879pxw6Af3POWypxgxbIq+55QAFg0\nLKJWrGFRL/997SYQCOG0T4C52Kig0CgjMOOA79MM3xCsDgcy1QoIIcjXa6AJA6v1xcgKAIDV7kSu\nTl9Ly+TqbMD3ohyDw+FAsc9utlAloPBiZCk5zGYz6nWCep3A/IIEGd047W7QZaBzJWn3IlwwcFhM\nZqDW6vkZubr9ImghAoBepwPaN9OWpNXGwgvQQwkA3iudOibbO6lL59JQqjXXw2Vyx2m3o13OAABa\nZfZY5P4dFAgE0em0kLvqHXM7Yj2LI5U9gc/vn9NeCsNgMKBJN2daAhUDbzCAZCWLZufmu+h5iZ30\n5txcZsWLlW6YIVarDY1OG7V2C9la9fpnLwpWqx3NDkG1TbCooZCtM1BQFMzmFyPosNvXcP68V0uq\nWCEwGhehVsvLzmgUFosVT59dggDwuOWvHdWP3eYAXSfoFF+sCwYAsJhX8OTspOdnpM5+6b4oU346\nnR5od/XwdTpYkLG1Yzcmkxm6xSW0c6menzPZFBzuNUFer/PEYbfjV7/6OQjDoFVmhwbk/ndwLWCf\nOYXVvDbQaaPZqqNQSiIQ+MKsd28idHoDaKbzQvSvduPzBUBAcF6AaCA5AAAfpklEQVROIWRm+9O5\ngG/WElefZviGYLGwJ+dsvYpsnQ34XgSxRw7uCyl/ldnL1xmYlxdfmN4Hu8OFaoNBu2vSuFglsNnk\n/UXbj8ViQ6MBNOrAiuXF2ncA1xcInSvHkBelFAoAZqMJpNGb4UOjBUqheGFOGgadvifDh3Zb9jqa\n3bjXvCCFbM/PSCGL4IwzG9NgtVpBGAadehHtSh6UQiH7C2eXi/X5HdXHl76670Uprev0OnQIzfa1\nvkBwjj4X5ZtM92U5DfOSaeal9E8DviFwyt75Wg35GqvY/yKd7K73v3ET8HE/exHgAtZK/Sbgq9Qp\nrL4A+mndGI1mtJoE7RaB0fhilBG7uQn4CCjFizMdBwDLS8sgHRqkczM0QBptaA36F6IHDmADPtLp\nyvC1O2yZ9wUh4PWCyWevW0uYeg1Mow6fV962dt1wAz7tch7tSg6Ly2bZXzgrlUqsuX1IZ0+GPuZF\nC/i0Oi0YQkOrezEy3Bw2mw1qlRqXfQEfp0YxSz4t6Q6BO9EVGnUUGnUsqDVseeUFgZsGvc7wNQnC\n1hen/4rLpv7kQQeLOur/b+/OoyS9yvuOf99au7q7eptFM5JmJFnga0WITUIgRwRzvAQlKAjZgHPI\nMYuxQ4gT4hxC7CQg402xsYkdchSOc6zEGLzFjgNYNoHkmATFwQGDiTHmCo6NZSEQo5npZbq7qmt5\n88d9b1XNqDXTi6beet7+fc6Z0901M91PVdd73+c+dwsnVWykg/3VrBhNkCzs4XihuN9VbwMaM1MT\nu/fYdgavd7sDlewG3eowPeF72I2ampoi3eqw9eAnSJKEdHWNqWvs3PCuvuoEabdDur5GMjtHP6v2\nWTiiMlpcDB217sYy3fVllhZtdNyuufYa/vATf0iaptt2cE6deZjZ2Tkz81nrU1OkaUp9arJPyLlQ\nqVTm+JFjPHouJHz9NOWr66d50Ylnjz+Wsf9EI+Icn+XWBsutDRbm5sxUBSDcqEtJwnIrbKmxvNln\n6bCdZCkmfFvZaFand/7jVowmec2mvYQvJqy9Vsps09bquLg5cdo+f9GDhRWJUb2eJXdZhSzt901s\nfB3FLZT6K2fP+2hlayWAhYXQ+e9srNDbWOHQhA/nRtdeex2t9jnOrZ/Z9u9PnXmYkyevNXNfq9dD\noler20r4AI5fdRWPZb+HldYa7e4Wx3M4dUkJ35OoVqvMNBqstDZZabfMTPKOSqUy87PTrLT6bHRS\nuv104uedjBr0qrN7dfy4uGhnWBpgZmZ65HM7laUoJnxpG+aaNna3j2Ji1/3Ul+g8+Gd0Hvwz0jPr\nzJpK+LL99rKEjzRl2siiDRjuqdlfPTv4WCqXTU0vaTabJKUy3fVlOhsrHFqyURGLCwK2m8fX7/c4\nffYrXGtkhS4wWKxXrdobmLziyuOc3lim1+/z9Y1wLeSxSl0J30XMzTZZbbdYbbeYN1L2HrWwsMBK\nu89KK82+tvMcKpUqM9NTdHoh9ljhs5S0AudtIWBtOwEIjWylVibtQtNYwjdYmNEb2cC73zeW8GXJ\nXb8/+DhVt5PwLS4uUqpU6K+G0x3StRXmDx0xs0IXwkbG0zNNOpur9NobLBjp/F99dZgneTo7wmvU\n2ZWv0et1xr4tyH7EPUwtvXeiK644Ri/tc3pzZVDpO3pUCd9EmZtbYLXdYq3domnkIh+1sLDEWhtW\nt/rZ13YSPoCF+TkWZkt8681Vrr8yXOTWnsPovE9LQ3GjalN10i7Mztgakh689v3hiTP0U5qGEr5a\nLQxfVZ59E5VvvhXSdDC0ZUGpVGJ+6TBpdkxlurbKFUftzCWOZufm6J4LSevcnI2Oz/T0NEuLRzh1\n5uEn/N3j2WNxBakFMdGzNI84OpzNnz+9uczpzWUSklymJ9l75cao2Wyy1m5xbqtNc87O6sRofukw\nq+0+q9lKXWvD0gsLS2xkJ2Ott1JKSWJuHtzUyPCb1YSv0WiQ9mF22tZrP9i+pJ/Nf0tT6PWZNrT4\najCk2+tBttrYUsIHcOTwkWHCt77KMWMLryCs+O5uhudgqQ06ceLkthW+x888QikpcWUO88j2Ks41\ntJjwxeTu9OYKZzZXWWjO53Lqkr1Xboxm5+ZZ22qTpqmpizyaX1hibavPajsmfDZ6ptHC4qF4EhYb\n7ZRZY6tE4cKEz9aNOpqamoIUM3vXRbHCVzp5mOrtN1C9zZ33uAW1WpbwdXvQ657/mBHHjhwlXV8j\n7XbotzY5amwvTYDm7Cz9dtiey9Jq+xMnT4Th2373vMdPLz/CkSPHTG1iHxM+K4tMRsVdM85srnB6\ncyW3M9Vt3T3HbKbZZGMrZByWVvZFzeYcaQrLWXXM2hyy+YUlNlp90jRls2WrZx2N3pzj8Jw1tWp4\nDtYqS7VaDZIEtrIJoNlE0Iahfbyq2WufdruDCl98zIrDhw6F/feyKp+1ebgA880mvU4429vS4qur\nrz5Jv99jeeWx8x4/ffYrXH3ixJP8r8lkOeGr1WrMNmZYbp1jpX2OpZwWLSnhu4iZmRl62eo4a8kS\nDBOk5Vaf2ekpcxfK3Nw8vX64T2+2Yc7YkDScf3POo4T/VIiJqrWEL0kSqvXa8KSK7KOlofVBh6HX\nI+31zn/MiJjg9c88ft7XlszMzNDvhFNbLN0L4ua+Z5YfHTzW7XVYWfs6J07Y2QsRoFSym/ABzM/N\ns9IOCd98Tns5KuG7iNGhH2vDWTAceljbSpmdsRd/3BJksw2bW2ERjTVJkpAkobGy2lBVyyFRtVih\nrNbrpFllL360lfBlr3mvF/5gL+FbWAjXbVypa23hFWTtf9offm7E8eNhW5yzK18dPLa8+hhpmpra\n/Dqw2X5GCwuLLLfWWN/aZH4hn3uZzZLDmIxe2JbOr4zi0MP6VsrMYXvDoTFhbW2ltLZSZpv2Ej6w\nOcl4VKUS5vlYSzQg7M6/8bWzYQ++bEKopWt5MMeq2zM7pBtXtabnVrKv7S2AG33PWHr/TE01WJg/\ndF6F7+xySP4sbX5dBM25OR77q/B7yGult+070WU2WgmwNNE7ivMOW92UmVmLcxBDwrfZCgmfpXNc\nRyWJ3WEIgEpW4bOWaABhz7pslW78OGVo4+KY8KUjFT5rUwPiddvfWAcSZg22RfV6uBeUK1Vz+8Bd\ncew4y6vDOXxnV78WHs82xbbGals6OzfH+lZY+JPXfHQlfBcx2pOzdJOI4lyTdg+mje2hBsOEdW0z\n3Kgt3igCu8O5AKVBwmcr0QDCFiyDTYvD+8hShWaQZPf7pNnzsFZpjZX6tL1JrdEwlzDBsP2vGOz0\nHD9+7LyEb2XlMWZn50wNTRdBc26OzW4YZchrpbcSvosYbVitTViH4Y2t00tpmEz4QsIa9+KbnraZ\n8IUKX95R7F0pCc1EuWwx4WuMVPhCwmRpDt9gSHekwmet0tpoNEiSEmy1aRha4Toq7odYNlZdBTh2\n7DibrTXaWXVpefWxXE55eKqkaXrpfzSBRhPsvJJtJXwXMZrkWZywXqvVqJRLdHqpqZVlUYx5ox0u\n8BmDC0+ALNsznPFlymV7lZmZ6RlK1SrV22+gdE3Y7d5swte1OaSbJAm1RoO00zHZDsEwya4Y7PQc\nzU42WV07FT6ee5wrjtrb/Dp2mq2OlkzCMZtK+C4iXuTlUsnsxPtapUKKzSHpWq1GuVxiM9t82erN\nIsF2hW+4w73NhC+9YFsWS/vwxXYn7fUHFUpLm+VG9UaDtNtlxug1HEd7LHZ6jhwJCd/K2il6/S5r\n66c5eoW94+2MFvYGJmERqM0sZkwGF7nBG11Ur4Wbg8WED2CqXqPdiXshGq3wFaC6BzaT1unGNGmn\nG4aBtnqUq7Ym3SdJQqlSgX6PtG+zwgfZDa7XNXsNDzr/BhO+w4fDySar505zbv0saZoOHpPxqdfz\nP2ZTCd9FxIvcanUPhtUAi0PSAI2pOlud7HODK6WLYDiEYi/jazSmwxy+Xp+006Vm8Hi7cqUCvX74\ng80KX2Mq7GM3Y2jBzKj4mlu8F8zONqlUqpxbP8O59TPA8GxXSyyftAHDokspKeXWabP37h2juCrR\n4kUexT3ULC46gXCRbGUjcpZWV45KrI/pZiw+hUFFaasLW13qBivdpXI5DOdmQ7rxmrZkaqoO/T4N\ng68/DKuq8bQHS5IkYWHhEGvrpwcJX15nue5HXKxhddFGvAdXyuXckla7mcwYDC5yi3e6TKVqdw81\ngKlGg24v7p9mM+ErDnvXQewkpJ0eaafHlMFOQ7lczip8dod0p+pTkKbho0FxhXpcsW7N4sIi6xvL\nnNsIp51YPN7uyJEwDG2xOgmTsfDHXssxRvEiTwz26qLy4Fgsownf1DS9XuhZW7zRFcFwdVy+cezF\nYBrAVpdkq8vMor1FA5VKlVa/RzKo8Nm7DupZ+2N1pKFSCXP3rN4LFhcXefzUn7O+sUylUjU5l/I5\nz7mFd7zjX3P99U/LO5Q9iffgUo7zQG12V8ZkOGfA7ssUJ6hbnPcDYaJrtw+1asXs3A3Jz3lDup3e\nYG9HS8qVMKSbZnP4LE4xqVXtHs8Hw8UaVlugxcUF1jeW2dhcoTk7b7YttZrswcg80BzzCXstx5gl\nifVTEkJDZbEqAGFIt9+DWs1mwloM4f1vce7MYEg3m8NncVuQcjlbtNHvU6rY7PhUyrHjaTPhix1n\nq53/ufl5tjot1jdXcjvH9aAbzgPN7z1kMwsYI3tN6/nim8tqwlevN+ilthO+kyevNXmTHgqJnsXn\nMBjS7XRJt7o0Z+yd1lKpVKDfDQmfweoeDCtkFo/ng2E7avASAIbnGW9srnDsSptz4KybhCliNq++\nsbJd4UtKtit89XqDtA81o5UBgHvuuTfvEPbJ7vs/Jnz9dpe00w1n6xpTrVagtTWo8FkUK2MWVxiD\nzWH0Uc1mOFqz1Vqj2bw232AOqHgPzjOfsP0uHgPDuR4wfHNZ3DAUwpyfFKganftTBPHczfn5xZwj\n2b3BHL522MzR4tY+5XKFtB/24bN6HcftTKwOiQ4qfEY7PzNZZbu9tUmzaa/KXQSDeaA5JhU2u4vj\nZvMaB0YTPpu/6jjJ2+rcnyJ4+cu/i+/4jpcMhoUsKZfLlKsV0tYWYPO0lmqlStILJ23kucJvP4bH\n89lsTAdx2wx/8L7vdNuD5E/GaxI2jrbZ3Rozq706YFCitDokMdi7yOhQUBGUSiWTyV5UrddJBxU+\ne4s2why+cFqI1akZsbJndcRkEH/OcezV6DnkFjs9haIKn1w+1hO+8Ba1eqOT/NWnpmi3w3EtjYa9\njX8fe/QrpOfOkbbbtLKtWayxvsWV5XnccP5UBm1gn58k5/KRzatPdiwxXuGLlT2rQ9KSv6mpBnS6\nw8+NKZVKocKXpmav4yHbiZNVo+97i/NY5alhvfW47EwP5wKxgbXas46bVSrhk72abkyTdsKxZFYT\nvjS1nfANK2T29nIsgmq1Onjv1I0eb1cIOacTNlsP2bEkCQ2s1RvFJGxWKbY1Gg2STn/wuTXhvR8S\nPqsdt8j60Kjl8Mvl0Hm2erxdUWjRhlxGtod0h5tV2oxf8jfdaEAvVvjsVTduvPEmknKF0uwsx668\nKu9wDjSDh80MxM6zEr78JORb49Zd9ICw2jONh5bHo41Edmt6ajocTYbN4axatRoS1n7f7JnYkeWE\nybrhaSe230Oyd0r4DgirQ0GDCp/R+CV/jakGaa8PyXBfR0sqlSppvxgJn9WOJ4RO5/z8Qt5h7Fns\nNNdqqvDlKc9LQDPhL8VwAzXKakM73J0850DErHq9Dv2Ucq1qcg5ZtVrN9uHrhWqfafZe/+jnfu4+\n05sWl8u2z1WX/dNvXiba8NByVfhkb+KcpYrRZGmw6XivZ/ZM6Zhop4bHdJeWDuUdwr7ENtR6ldiy\nZzzjWXzD9U/L7ecr4bsUu+3TBWz2rIcJn834JX9xGLdStdncxc3H016futGELyZ6uo7zE4+Hs3oe\ncxG89Z//q1x/vsoml1CtVpmesXcc04Xi9iwiB83gPGajx/MNzpHu9ajWbD4H7cOXv1jh056mB5d+\n85fwE/f+bEEmuVrtWceNo3MOQ8yqVsP1WzY6dykOwaWGh3QjVfjyE196VfgOLpst4BgdPXpF3iEc\naMMbhG4Usje1rCpWMVrZGMy5MrxKN07dMzyFz7x4alTc6koOHg3pFtzS0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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Kernel density estimate:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.kdeplot(ind.AO, shade=True)\n", "sns.kdeplot(ind.NAO, shade=True)\n", "sns.kdeplot(ind.PNA, shade=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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cyIvn13Dc6AfgtfZmaoz8bkeSCW8Ag1OwxbsagAOxbhJ2crZ02mGSnNBh9SJy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\ncpnJwVMfQH7BFlrbfI3zrUP+68xB9I89igoEcLJZxn/wVBWiFqK6JHk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siky+RKHoALBF4e26ql2nZ7XHqYisQeFNRDbFlbkCABHT0Gb0NVTvvE3M5MgV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\nlFNsBQO97Q35P5DFk7c0MPvd6AAmZpXVS9Q6gEM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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Linear regression for all data together:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.lmplot('AO', 'NAO', ind)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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pqTyRYIBE+/XteJuP1463vhGjGZQIK25ZGgnQjtu6aYsF/fbZaMTw63mrUyxs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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For individual months (all together):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.lmplot('AO', 'NAO', ind, hue='mon')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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iWyKLR3yL3cstd4mIsdI/sCNSPDOyj57Jf7KymFgx9Z4JZnrH8MvTVBoR3dMB\nd57rpBT1AD1LXtd+yd9UrYld190EfAH4Xc/zfvdq3tsIi8FwCzCbW2FKzJpdUXrSxncjlkoHaK0Z\nD30i5JI5lSxJXyNpOwbX45hPD53j5JLGkZMgshxL2crzvp772ZTbgi1tYhld3HZ8enee4lDAFyqS\nF3oL6AXLbhK4q5LZr5SwyEeZ5YpQ2SMJCUVrvsNwloz3mUk0J+IOTkR9+KmNG1j8aMuiN11uuWuU\ngjrD/ul+njn1OHa6dOthgNRKqHVPUOsdI8lPU2kEbB5XbHi3F0t3LHvdOuB/BPqA33Rd9zfnHP9D\nz/P+zZXceN0Iy7Uq5DEYbgVmcytIsj8ahC2ypP2CtIXSmpGgSaou1ahEKuCN6ssA7Ot8kFoaI9p2\n8W/OTPH3Q+fx0/k3mmscCXBHaRsPdh6laDuLYoNGnPJWrc6f7wrbO8cunSGAO8oOh4sVOnEoBCLz\n8GLW0kVQseZ3aFQ6Ik5CTsc5jse9nEsKdCSSQ77FPt8iv8Ryl9BgJWfY0YSdU9twkk3Lfp6plVDv\nnmCmZxQpZ6jUA3YNOXT6XUBl2esAJirnGOs6wf08seJ5NxrP834H+J1rce91ISzXspDHYFiPLKw/\ncSiu6bpZy3v0pT4qkQr423P/mWo4jtKC71WP8ZGtP06sJZ8dPs+bM9V591hoHJkTNg9338ee4o5F\nfVeCNOX4dB2vHrBEbSO7ig73lsv0aofCrIeXmK0/EeStrH99hiJNQ6aSlBNRhRNxL01lsSOSfF/L\nYmckF7sRa+gMInr8SXZO95JP9iz/2ciEevckza5RbGboqAW45yrk0goriUlkBYx0vc1E13H80lt0\nx3WKydJLYrcL60JYuIaFPAbD1SJINN8YyX4ff2rbtenHESSaF4YCvj72WRzrq1gy4tj0S/zMgV/H\nOVnMohZAbIDCAzZ+M7x47TzL+znv3zeqL2eigk2CRT2e5Gtjr/PaTJ76IuNIv72NOItStuY38mjP\n/XTY83PSsVK8NTbNscn6kvYrW4s2R8oV+tMchVbbw0totLW4oFETEyUhp6Icb0bdXEjzOErgBhaH\nWhbdC5e7NHT7sKHZZEvdppDkgS1Lfp6pTGl0jRNWxnDUNJ21hB3nuhCUgfKyP4eZ4ijD3SeY6jyO\ntE/TE9r0RzuojD9ApdWDky6xv/s2Yl0Iy7Us5DEYrgZBovmjNxJG/ewl+r0Jxb9/eu19z5PEZ2Ak\ni0C2b35uG7+MAAAgAElEQVQa214cgcyOcbrWpB7fR97ZwZ6uP2MiGObVyRd4fO9D6Dwk27qxHrQR\neQFZz6xVLe8jbaGxUFiMhXvxWhK4JCpZlFIF6pkHl5Ac7TjI/o69qDSlOn0SgHJ5D6eaESdmmgRL\nCEp/PrNf2Z4WyDezHV6KrKlWQVpz5qdRKmQiVrwZFXkr7sHXFt2J4H0tCzewyM1d7tLQFcCmOmxs\nxBQTh+WEQcmURucYyjqPo+tsbBYozJRYKSpJRcJo57uMdh+nVjlORU3RG2xkX3UXna2PYKeVJXu3\n3K6sC2GZy9Uu5DEYrgbfGFGM+pcsUEZbmq+cDXmsd5ULyUTlO2/+Dk0/q4AfnniJBw/+OonI8fWx\nbBnqif4evjECo75uFyhqwqSPKf8om3Pf5uCXu2F6HAEUwhrpg5d2W61kea/QbCrtp+IcYzRIGInu\nJtbzRW2hceQGp5v39TxAT66TNEkYHHuBMKozpvsZrBaIWNyWtzdncaRcYk9SIN+wETpb7hJSULbk\nnA6NijAJ8CKHN6NOhtICQsPOSHKoZbEjsuZOjM62mPQ3FMWLdSmLE/FKpPidY+CMk4+rbKkXsbQD\nLP8DauVmGOw+wUTXCaKCR1/osLWxjYPn78VJNszL+Rjms66E5b0W8ixc971ezI5rxr/+41/J2Eni\nc374qwDs3PKBJaOHJIbhM9nft+zJxpm3+VXMn8dKnBt6nrA+zq6RewAY3PwOp0ee5xMzLiN+tpT1\nytQMR7t2IYCSXWEmDkhUSorgfcMPUx7vIW6776YDIfbr07C5i5k4pJZG5OzFS3NJmjAeNRDCxraf\n4kI4ziI/rTnGkQI41LGPI533XKzWrzVOMxzmuMARgiXyPF2O5Ei5iBuXcFp29rlIcKQkJ62L25BT\nFTMWpbwRFnkr3kSoJTkF9/oWB32LztnlLg2dYVtM6lC8aFiyhGiKlLg8jLAnKIU1uuuzEcnSO7k0\nionKeYZ6siUuW4yyvd7HveO7KIU/gFhCsOZfD81Snlq5QK3gcN+KZ9/arBthuZJCnu7u5ddKrwdm\n/Bs3/uWOHSc+X/3mx6g3s6Llyenv8IHH/wPOHHFJYs03PxfSrGX5lOlRyfd/qMSx6SZDjexNt6Pi\n8MzuPEV7dWEZGy1w/xsfpNTKXnibx3fzQn8HE3FMzskEYSKOKXQEbO0q8b2xOqkuIe0GhdJm7ms+\nhFYTF6vmlQK/ZhP7TSjabCgtfiG20oi6HzIdp/zFaY9R32dhkeFc48gup4NnNz/CpmJf9n2tudAI\n+Id6hRruovtXHMmDXRUOpx3YiY1yNDIHeWmRs+TF7EkzijjhS15rdTKcZHmJ3ljwsG9xt2/hkHmB\ndcyKSQNKizsPX0KEpKURbDFGJUixW7O5jqWXuSLLZ6j7bUa6j1OvvEVvBDuntnPwzH3YeuXdX0oI\nmpUC9UqBRkeBZqWMsm2EtFCLHWluK9aFsFxpIc/0dBO1VIu5a4yUgu7ushn/Boz/Xsc+feGzVGcu\nINq/kVdnLvD68U9zx46PXjznwkmYmbrklzUzpTj9esIv3ANfH86ue2qboGgLRiYafG0wS3Q/sUVS\nWCA0QZowfmwL21sOKT4SKPu93D2wjS93hrSiTBhLuQZxELC/t8qJ6RpFISgXJonSIi93ah7J5yiG\nIWjQQlCrNSm0SjQbTYSX2UWld+0Ex6Ee+0xHAS+OD/Pi2DALSx01tSyf0p7qbu3weN8T5HQRvxUx\n6kd8r1pjIkxY6HCZI+ZopcJ9aRflsECQxChi8trCkQKdpvhhzFCYcCwqcDLqIkIiNNwRSg62LLbF\nFmioRJmYbKqvJCYaIZro/AiOHqcQ5xC+aM9r6Q0U08URBntOMNZ1nDR/nh0zPRyedCkNfXTFPEki\nBfVKgVqpQL1SpFkqoC0LLAuBBQq00iAE0Rp+obiVWRfCwhUW8iilSZfa63idMOPfuPEvd2ytLvU/\nh+zvWjHvHtlvo/NfHEppHAEf2JoJiyXBTzS/92rESCu79jujgv/tkH1RXII04fe8V7lrOqaPIpHI\ns8GBvF1hT6VCo9VLI8rup5IO7u+p8O2pJuXi+MVcjtKQbm3x7uGddJ+tsm1sEoGi/3wV8ZctgtwJ\n4tqJ7Nxzd/LiIcF4LDhWLzOyqAnXfOPIvIbDCfSnCfHMeWrlPbw6VWckWPyWd0jYl1S5T1XIT/lY\nHZ0IG8ravviybsYxJwKLN6MS4yrLwxQUHPEtDrRsOlJBeY6YlJcVkxSLGYQzQk7XsZUDEbBEbgey\nxPtI1zsMtpe4ymnAnqld7Dt3CFsvb6IW2Rb1coFaOU+tUqRVzINoC4m2AIWyBFpKlG2hcw6iveQo\nlmpteRuxLoTlWhbyGAxz2b75aYYnXrqYSC8Xt7B989Pzztm8GyYGNX4je2EWK5rNuy99f9a2/rWG\nz5TWYEMjhlqkeX4o5ft2Zv/tXhwfZDRoMrNDcHjUYWNLEpEj11Pkm/09dA5p7Pa23pJl8d0xwZNb\ntvGdqTFGg2y716ZCmSe3bMXuVfgjM1gyxCrbCCmQQ3XKScDxrq280zPKW8XPc25oH5PciWahqMxG\nKdkLcXOaiUoOQZ0ibzSLDM1MLfq8bAGH/AmOVGukIiAWY0S5AjIaYmPH47QixYUo5ViY5524g6Sd\nC+mLBYdaFncGFl2huLjMVYmW/rkIQmymkfYojoqyZH8KSyXqAVq5aQZ6TjDUfYJm6RSbmx3cPb6f\n7pFnl41KgpxNrVyg3haSIJ8D4bSFRIBQKCnQlkQ7Nji5zH9Gg1ASpEYJhbYUSWGZB7nJcF33nwD/\nDthO5oT8rz3P+7srve+6EBaD4Xph20UePPjrK279tR04+DiMnG2/hHeDrVPs702jY4jf6UbP2GxK\nNT8mbP6Tm9Aki36eG1A8vVVfjFqU1kzomD+6N+KpkRL39XSw7/GdpGMgRUqnk/0XtWPN5rcEuRGL\nf3HgCC/ODBIrjdRFnh8YRR//Jpv8AvtVH3ErJZfL0V23EHIXO6tQV3v46017SRYsD2XGkRMgMqHJ\n4fAoD9Cl36aufd4WOxiyNkKy2H7lQK7I0doM5ek6gYzRRJR0jEwVIfC10WmOq81MqizPITXcGUoO\ntmz2NuXFyGRpMdFYNLDFNJacwJ51UFazoy88WzHRcZ6BnuOMdB9Hykl2VXfw2MAB8urAkj/rVsHJ\nEu2lPPVKiSifA2EhUoHVbCHSmKQzh85JdM5G2PlsaJVZ9itLo6RCOwplJWjZ9r8RFsq6NnVMVxPX\nde8G/gR41vO8b7mu+wzwWdd1t3qet/i3iMvACIvBsADbLrJ7+/evfI4D2+9qfxGl5P/reWQ1hBbY\nQY2gZxcdhRwbpiX3D1u8uDUlJyHV2dbkZ7dbPNS7iT8/51GPQ4TWfG5jyP6tk5wde5dHNj7NsWHJ\nzjNV7BTumdzA3rYo5E7aPPnD2/mDd88y7E8w0qiROvvI7RzjV/wWW/0cVjMlRFLLwfObfP7L7hqJ\nXCgq840jt/n9fHD8/Yh8J9/t6OVtp4pe8Nu9APY5BR6wO+hQNog6FgllHREQMWRvxsvv47yzmzTJ\nxiumsN+3eGjGZvdMFp10LCEmghibWiYmYuaSfCyzqhRZLQZ73mag5wRTnW/RHTrsnbyL+955DLlA\nQBXZjq16KVvaqncUSey2kAgLBGipSNHI8VHSJEEKCyuMSe/YBbbIohFbkVoJ2lZZuCasLGqxCtn6\np5jdljDf/ua5P77+HSSf/dmV3Y09zzvpum6/53kt13VtYDNQo72weCUYYTEYLoMgTefVlhQsC/vN\n6UxUZLYnV6Yhtl9FO5vodKBoQ1cOKo5g7lvy21OjdFo2TivIEjlimhdOn2B/aZzRkW/zqyd/gmAi\nwQkgF7cIuneBtGBKcOqlFqMdIfU4Io73oHUOn018/O4p3j91jEPTFTYGnfy/e1u82RPOe4aFxpFo\nyaGZAzw8fR+vdVZ5ozJEKjQL80i9KuXZ0kb6dB6hIGdJnJ4d1JvjHBd7eCN/BzWr6+L5/bHgsarN\nw5OSzXVB5/xpABpJC5sajpjBEq2FJyxiujTMQM8JBnqOE+QH2Frv59D4PnoGfmDeeamAetGiXilT\nq5RplAsoywHLRui27b6lSS2NsgXCshDSwZqoYydWVrQpEnQ6Q+QPoLb3zRGRPNiXRERphdIKCdhY\n2MImZ13K9zz3xzemg+Rzf3z/s8/+7PIdJAHaorKHrIRDAD/ned7iHgaXiREWg2GNBGnK7594lwv1\nbJXgOxO9/PL+vfM3spaAYDbpryn1a07ubJCLBY+O+HTlBO+771JRnhVEdCWKQAYEIkEojQwjegYr\nMDFFZ74LnYDyA1r1YeLSBjqszNo+0Yow6gSdz6zygYBOvrCpg69sHUSoFH/B//DMOHLiYpRiqx46\nG4+gdMpfbjlLJBfvk62ohE1pTGfkEIqQfLmEIwRnIjjmFzhd/iCqLUJSwwMzkg+O2uydkXQtEpO0\nHZXUsJlBihXfe6QiZqTrFAO9xxnqPkFeh+yq7uDps4copA9ePC+Rsr1bK8eoGGc6lwm9lDGVrq0o\nKVGWQklN6kikzCIVSQ4hNZqYtHaSJK2S5KxMwGeFtWRDJdudp7Ui1QqhFZZwcLCxrRw5K4cUc6Ok\necHCzd5B8jzZzocngU+7rnvK87znr2RwIywGwxr52vAoZ6rn0TrbrnR+0udrr/RzsNLNnu4aYjqk\nkST4W2yK+7soVVI+Vvs8UQw/d2IbWwLYUsohPlUndUM+YGm+LSxOWxBj0aNbuPE5cBw0miT1URFU\nBXSIAmEaUw0bDHZWKR4u0DNoUw9sfMBWir1BjkTAye6UQG6al4rILFkmgWb2vtRQSA6QU3tpFKp4\nYrGg7G0UEdYMnUogRA4tFEpYfLdp8WZUpDYncb6jBT844nBkUtIbLMzHBG0xmcGigRAr75hq5qYZ\n6D3OYM8JxjtO0edX2Dt5Bw++9QGs9hJXZNtMdBaplXLUuwq0CkWwbcLWGFErRguBlopATBOLQUod\ne5Eih0QipEaJlNRWxIUAJVP06S+hwxoAqSPJKReEJCnmSLb0YwE2NrbMkbcLC0Rk9kNWaLJthdKa\n5xV2U3eQ9Dxvdt3uedd1/yvwQ4ARFoPhWjHXw2ty2kapFCEElrJ4cGI/qbY4T8J4vpexLUPMKM13\ntqb0lE9zZOLLXFAdPDHczZZWi8SymIgSNp2tY41PkXbWEdvy4EhsbSN15pQrcnnObPgum8f2IP0e\nAhzObmjwUt8EEfDa9iE+3NrPf7vrTj5xJuRkqHi0WqZmT/Lt3jezJPIcFhpHFpVgS7yZYdlNS04u\neuY9jSI/MrSZA9UKL28a5uWNQzR1mRnRz7Gg82Ifld4APjRm88S4xebWXDFR7cR7FpVYYlHYsmB+\nivGOcwz0Hmeg5zihM862+mYOjt9J/9kDCAS+k2Oiq0i9XKTWmSPM58C2ARuhNQhNailiJ6VRaIKU\nWFhoLRC2g7Yt4kKMyoksN2LbYDkgBHr4GDqqoUXbtyyfYhUS8l13kd+xCydXuFS0NDtnnaK1RgqJ\nwkYKG9vOUXQK5CyLSv6Sqj/7s68kz/3x9e8guVqOxXXd7wf+d8/zPjjncB6oLnPJmjHCYjAsw6yH\n13RrDE9vRWmLinBp6A52NDfTGecop02sNGVMSo515RjanhXIjc5M8XZUBDtLHEcIlFI0VcyI1GwQ\nmhc6JONC0enkiZIaLV3hQm4f+6LTxIUKf3H4FTYP38UkOZ7bMkNoC5woxzND+9gwofiz7hrDupvt\nrYTjHSc4U1n4C6pCzTGORMPGpA+V7OG8vdh9d2Pq8OOnt3L/dBcSwYST8m5nJ+9Yffgii066I3h8\n3OIDYxa7G5denpcS7zPY1BBLREBzCa0WQz1vMdB7gsHutyimsHN6Ox84c5RKVKGVz1Mrlji5rUSt\nUiAu2gjbQiiJRqOlvrgrSzk20rKQIkeuXEJODhGpKmEuROTLlHbvInFyS4iDIlVp1qdFCxxtkdcS\nC43o34bYsQ+0RmsFWmc5FuEghE3ByVF08jiWRcGCvCUu1hYBWNb8sdov+ZuqgyTwCvCA67o/Afwl\n8BHg+4B/e6U3NsJiMCzDwMjzVJsjfD49TJ0KQkgqssoBfZ4NSUxX2k2kykRCATL7zTkIUcU8NaVJ\nkfSmIZ/eknDXVMIW3wEE58s1vrT9dTakdwAWqW6hhAIhKdDBifQQ3042E1qTsH2EhByxyuFEZX7p\njWfY0ipjaYdKvsgfHhjgRNe7xNbCupSgHaUkoCGX9lLEpYpc9L++U0oeyJVxwzz76pJXywFf67N5\ns1OiRZmuCJ6csHhi3GJfTbTrQDSSJk5bSNaaeL/Qc5yB3uNMVs7R1+rkjqk9PDT0YbToZrKzwIVN\nFerlEqkjISeQWgAKLE0iNSoP2DZCOEhtga0RtiZ1IC6laMehtPVJxMxJcnkbJ78HOZLlxJLNG1G2\nwMLGETaOlSdn5ZHbe9GTA6StyWw5q7wBNh8F8tiWTT5XJG9Z5CxByRbZZrAFIrUe8Txv1HXdHwT+\nAPg/AQ/4x57nnbzSexthMRhmiWLst04BkNxzJ6mKeCOsULMKCBK0FoS5fraqIg8Ex/mufT+odo94\nMUNiDZPqEqN+Cy0Ex/JFQm0RioiPHRzh6dEyGviHTae5L3mXLc1TbOIfccGWiMBmf3MbNb2fV0sz\nVLVApFuQ1usIHXGo624eOLeHrX4HqUhpSZsXt3o0i2fnP4PWKDnHOFJ1kUt2korOWQf9i/RE8FQj\nYVNJE/udvN5s8Rf7emhaeTojeHbE4rFxycGZ2X7xKTYza068JzLKEu89xxnoPUHkzLC11s/+8TvZ\ndPopZNpDKjqo50q8e2eKymmEyP7odjQSOxbYOaR2su28lkbbkOY1qqjAtkDOr2uRWFT6DlHMSYJ/\neA27GeFogTPcgIceQjh2FoWgEUKirTLivp+iMPwGBSnJ7XmcQj5PwRbYN8jA9Xrhed43gAdXPfEy\nMcJiuOXRsY9+N8uTiL1PI5wlui1GMYXPfAU5UwfAPnUOjs7mNNu1CdomiLYxEeR4Jy3zuQ0JO/zs\nnAvFiB9Lmti9fYxPQqhb+Dg8OdIFGl7clPL5LQpEg24dcBdTNAoOfc5r5NVBnjr5DCotcaYLCoHP\nl/pOEFNCpduR1gSdjs/mQraV92w54i/uOsZ4cX6UoInQcjyzt1cVrHQXQneTLng3VhLNDw9LnrmQ\n8PKGEl/duJFT5V4qOXhkPBOTQ9MSC9FOvGdisrbEezXLlfSeYLjrJIVUsn1mB0dG34cld1EvdTC0\ntcyIcNhQFaAVU/1hJhQWWWGhleUstGOhbdA5SEqgHdHerbXEz1hrUp0iENjSwZE2HQMzdNQttC4h\nBOiGJrkwgbhrLzmrQMFxcCxBwYKcJbA2Ld0MzHD5GGEx3NLo2Ec9/x/RtSEAxPlvIZ/+VwinOK8m\n5enRMfTMFKO5LGLpm7kTa6SGaw0zwC5q9NJKHsdKy5yOBMe6NuEjOVUKSBFoKpzYdpjhepkwinGS\nhF87mWdz2ABsHh2Hj+3rILRSHtNfIJ/Y/H1xN3Ga45+/8hibWll/j40Nzbe2Se5s9vNWZQSNwKHJ\nnoLDuTumeGFmjG/2DzG/x5UGZtBiGighk71IvWHRZ2GrhI8MxzwyVuJbvRv5pcMbUNg8NGnx42cy\nMbG1vqzEu0Ix0XGWC73HGew9QbU4RHfYyabmXdx/4b8hSfrwLYcJO4/a2IeUCqyY1AkY6QRlWwiZ\nR1gOypHoHKiiJs6LLEJZ7ufaFhJLWNjCwZYOOVlACFBa4FgORStBJDkK2qGgBY5OEPkS9HZf1r8h\nw+VjhMVwS6NOPZ+JStutWNeG0O8+T3jXh/mDt84y2u538t3Q50fLL7R7ucOkfZqhoIxQNZ5QX+Rl\n/jvGlcOGKMIXRbZEZTbGmneKIanM/KK8sZSSBIHiqXGfzT5oWQCRssXP8/RIiS9uqvAl8Vvckfs4\nTd3FR899hA1Bd7Y7CUUllOyYsXitS2FTpUO+yiYxjhUe5rnGJIOb5i9oXTSORCDTuxG6b5EXlq3g\n0HSezqjEax39fK27gwcnJb940uLeqiSnE2yqWeJd1FdPvNvNdsX7cYZ63iKyfXr9TfRGh9ik/inK\n3pA1OW50YqOIShdIkhlIE8KeXqSdRzu5TERyAlUCvcqbSGmFQmFhYwsbSzhYMocjJY60cGyHgp2n\nlCtScBzytqD3jl003xlEVLMoVHV1EOy/c63/dAxXgBEWw23J18eqjPrhxZ08g0R8q7SDR/wsghkt\nTlKjSbm0FScMOVDbwmiS552cw8ONTirtxlM7ohzPdzVAaFop1HSIEAlZEUm79Zd2LnX+EgKlKwyq\nj/JU9Q62BluwldPetpqt+0fSp1X6LnvkJIIt2HonfzouSVkoKjU0TWS6HaE3LRIUqcGd2YiTbOB8\n3uZQ0+InT1kcqQry2scRE1niXa6eeJ8qjTDY+wYDPScY7zyLpSTd0V76kx8grw4gnRLazpyfhYJN\nA7vJNXNoJPmgn+HNL5F0lki3dRLn9FJ2X/NIdQoaLGkjtY0tHHLSoWhZ5GyHgu3QmS+RdwpLJtKF\nEIh8jugfPYt48x0gy5uRW7lZl+HqYITFcMswN5ci7/4AUEHe+TTi7Evo2hAKxUzRQjoRKl1ghyQE\nupRHyyz/ohyy2oggwpr4RbbFm6nobnb4TvZOFBqBojPR3BnYvFNIgCIfGPOBhJd6yjxcbbE5TEFb\njBRtvrbxUtMx1++nI+7kXLfP1kaBcmiTiIjxco3n930dbfUxmm6mIWOSRWZZCYpppO5DKndxi1wl\n2NbsJ5dW6K9XeGzC4uiUpqjrF7cDS7lK4l1oRjuHubDhmwz0/v/svXmUZNdd5/m5923xYst9z8ra\nK2qXXCotZS24ZNmy5aVtMBgw2NgNjDFMc+gG2jAs3c05mIFpGsPgYxiW0z3YzMC4AYMlS16ErbJK\na0mlWqOqVGtW7pkRGetb750/XmbWlpklWZJVsvJ7js5RRsV798Z7L+437u/7+31/R6inStiRS6Y5\nRP/UfaTtnQi3B6E0SmsUCmVrtCtpG+/FlG1oOwAVY8dp0noVtQ0OWNdqNPNhLSkkEhOBScYwSUsH\nxzJxLYusmcKxXaR8mUuWbRHdtOXlHbOCV4wVYlnBDQ9dizEeLgMQ39+KyF4r4F6tpYTnn0D98O8i\nLBe599eITz7MxYsPEogYzv4Lq9MH6c7+GBNessD259u5VTZRJPUdnal+Gt4JvOpOjKADKQLyqkqD\ntuT8Mkx2H3PjOyrkP5yYoccLAcVt5Qp/uLnJnmkDtObb7S34UoI2EIS0p18k1ejCEyme6/cZKGvO\npV/kX9f8Pwy03slM1aEia1doKQBaNxA6haG3J82lFv4B0Gk6G2m2l3q4fdLm1nJIWpUuVbxfZ5dQ\nN01G8iUudH2DkfZ9xEaIE3aQCTfTMdWL7WWQ2kCZFirfhbIE2rUgKxGugbJA2Yo4kDAsEU4K5YWg\nNfFgP1jJPZz31jKEAVpiYtFiZUhbDq5pkLFtXDuNlCu7izcqVohlBTc0dC0m9bnzyDktRBUnaD5w\nHrHtniuyu/SLV2kp1VGaRx6B1W9HWC6TKThglUAICnEeq3GBn+o5xZHO24DEUNLSv0r5zLexT/eh\nKhGx/HMmyODPFdB5IiDWAWpOUzF1iCEnGbcl75jwGPA8ImEgRECvJ9gzLfhGr2ZDo53VUZMXLYdY\ngIFPUa/jjmqDtO8ynE0z2qKYTjkEjsvhaoUK7pUekEqhhUSqNVf2XtcGTtDGHZPt3DGZ5vZSA1dP\nY1FBCn/ZkJMGplMZRrNwvvMxptq+BLJOi7+e1dX3ILw0MjRBgLIMopYOtGUgegYQKZuWkRza15RW\nl1HWJTff0oYyrefyuLUUWBZezmN04zQiBktYpK00OStD2rDJOCkyduqanYgOm6gTXwOWyeRbwQ2L\nFWJZwQ0N4+FyQipCoFWI8BTmN33Cic8sZHcthzhqMnrmq/ztxBeZMcsg4LSs8+6gB0fCO/o6F96r\nA5e2p++HGUFcbbJK/Bqy8PuMiZuYZDMxBg1zlqPp07y16bM+PEaOfTyjfgaLTgTgEBCLGIHEFjH3\nTW8gF2UQ2mStIflmS5OMTvGpYo6BekwqnmFducbB1kEOZxUT8Y4r04M1oE2EbkNqe+E1K8qya6qH\nt4+53Faq4eopTOaE92VKL3xpMJ7OM5ZpYaT1BLX836KN52mt7aRz6uNkgm3I3BmEDNFqAs+MEcJH\nizpSxvR4G2BGkx7uxa4n1771fJ4z951HWQqtFQ0RcGLvaVZf7EdHEG+J2J5dT8ZxsQzrusWFy2Xy\nreCNgRViWcEbAzpObDXm/5zL7hKbk74pYv1exPknLi1G+X7sTXdz7NHf4ZnmsYRUtEJgMCsCimlB\nyQmQ4w+yu3MvjuGiXwBmBJRBRi5WPEjr8V/nmY1/Q660Co3gWwNFGlbMWeMc95Ufoylq/Ij/hxzN\nvw01vZO2Zh5fpJjOGthuJ5mGgxYBIMhFNpuaKW6bbtBf12gkmUhQMRp8re8pnuq8rLeSBnQKobOI\nuZa7Zmyya6KX94y4vGW2jqvHMUQzef8ya3XZdhnP5BlNtzDjQpB+iNj5GmYUk5vdTa728yhpEaNp\nCIMwHEW5p3Ezs4hgEimayEiy9cR23MjEUAqhp5nN9xMjsCoWbSdbaO5okLFdOlJttKQzdN3WysxM\n7WW3pb5m93nVvV7BjY8VYlnBDY34/lbUixVko5FUlRsRQf83r3nfvJaiX3yUODaYsO5l+PFTNKvT\nYAk04AuFEIKUleeoDUcn/gWAF2b28VPchjO2Dho70ZEg1HOhp6iDPad+lhgTELQ3buaz20/wRGo1\nZ/o/zP/mPUu2foBN8QGm9Y+RUoJM7NFSdemqtKCESc2oLGR8bW6aDPgmqViQjgT7O6p8dus4s/Zc\nKP9JeLcAACAASURBVEkDpBAqh8DGjAW3T3Ty/mGXbdUGKT15qeJ9CTKJEUykc4xlWhhLt9C0bGLj\nLLHzd1hxjWxtJ8bUb2IYZ6jYDaq2QywUoUx2OzpTJkq/iGiGZMIAM0px04V3k/Hb8a0QtMKMA9yg\nSpzuxMAg1zqE7Lk0B+P7vGL9+w2FQqEHOAR8vFgsfuWVnm+FWFbw6uEqSxTca40OX+55wvUbaN45\nhHl4BrwXCLr/CcwGIt+PWH9lL3phucTrH+DId6BZE6hoFSr4t6xt+zP2pcbxJIAiCMu0mllsM0Wk\nJEcnBX/VeIGP1b+JG38apfvRGmKp0EKQCVOUrcQja33F5qePrecvtpzljGjlP+aH+M2+t3Lg4N3c\nG6TIqvM4OiAV+Oy9UOdbg6to14qaDGmKGENJzubybCyX+LMtF/l6f2LVnhCKg1B5zNjhvtEc77no\nsrHuYeuZS/6JS6zXnmEzkskzmmlh0s2hpEys8p3ncVKnoNlCunQ/oZA0LYhTmsAOCNLP4Tb6MOJW\nEAopJ4nST6LRxNkNyIrHnjP3YMcpBAIrtMAMUDLCiENAItpB7PzubvViWGz3efW9XsGrjr8E2lmy\nX+fLwwqxrODVwSKWKOEH7ntF59HKIH6kndjtIaIbOvYid0RgxksKumOnYpoTEVKAmclR9/q5UN9K\n2j6OocHARKPw/BkQGzhR+mFCnaJuTnCyLeS9a77IXac/jI4sph0XZRio0EFqQbdnYirYWWrlFw9v\n4vNbTnPriObReBNKmbRGZSwVgEh6oqeikFXVCse765w1A2a1zdaGJB0/xr+7vcK0M6+Z2KT8PB8Y\nbuO+MYc1TQ+TOszXrSxCJhqYtbIM5xIyqV5m7a5FHcs9QVurgpRB6GzhrH+ReLSCE7aiBXhyEpzn\n2FjNMGX+T7S9C6gRmo8ho5CWfCebN7+P1S+MYsapuRETco2UotZ2iqnWGoabp+O99yPtV0//uHz3\nCd8f4v3nv7Dre96a+JMfOfCSSKJQKHwSqAEXXq0JrBDLCl4VmMdOJaQyt7jJ2SrGkVPQ+/L87S4/\nT1QfQjUchPTRbgrKBnj3I3cvcXAQYh08jvRXITToRpOUkcYni4FBizYRQIQA0caJmZ/Bi7oRQFn0\n4XGGnom3MmtMktYmUip+Zyt8/MQW1lctTAWRhJoFfQ2LzzxvYxAgVJ1J5wJVM09XBGhQEkI517fD\nu8A7gsfpD4/zd33r+JuOmwCb7obDD57r4+5Jhz7fR+IDS1uohEIymcownOtgPJMnNK78+sZUGTZ8\ntP0U3amj5NfdT6gMlIbuuI+n5MNYs30oGdNoO8V98XYcu0ahZNAeTeBqaIRdyO4hcnf8OIbpwioJ\ns7OXyC1WeJkS57Z+HWVEaK0wJmw61ry6+oew3O8bTeXzX9j1urQm/vwXdt33yY8cWLZgqVAobAL+\nPXA7cODVGnyFWFbw2iHShI+PYdQ84m2tYC9uILgYYkJmjREsuQpDO9c/gISUVjVOMiHbacQp0JqM\nV2FX6SQvpkym3MRVq1u0sKrrjzjdAENKUIpYp7hnvIVOTxEJg6oNpoZdMzZ/UmjyiVMxO8oONUuj\nhaY1rGDHULFthIjp9n0e7gnJTAg649PgHMJyTrLFvMDmpsdxt49fX/0u2ps9fPpQJ7dPpWiLIpJu\nLc0lP1PVsBnOGIxl+yi5Ldf0FEFrOhsVBqolnstbPL0K1lDCZJzGmX9hYNX9KDPiQnSUnjYH03yB\nvDbY2/wh8pMp6Mtg1w4ha0lIrrVlD97tbwczSWn23zWIcbqOaCbrU+wqTm9/CGUsX2BJEBI9+QJG\nzSfevP7NXvF+Q7YmLhQKJvA/gF8oFoulQqHwqg3+hiGWQqHwFuDPSLaTJ4FPFovFJ1/fWa1gHtGW\nDZinzi2EwlQ2jzzuENVGMKMYcbyC/0NDC+QSN+qE+54CwLrrNox0ZuE84tRJTocP4bs+3c0erHgI\nW6UQ7eK6sXyTmFvq32Yk6gWtaDW/iJQzfOx8hme7QKy5hVu3/Dz7pvK0OzGxH+DrKGnohIPQPvk5\nu5aGFOyYNZC6yRfWGvzsqZBuTyB0QMUUuEJiqhCXCdLmC3yk9iKyZZjIqFy6LjrL0+aP0TGzi786\nbZNS89GJxRdmjWTCylBs9bnYksJhcW8roQNWVWfpq5Ww4xiFYtrOkNEzdImnkHISLc+hRSvPe0VK\n3iSiMclAw+ajBz+G02giiNHFJvHq9QQ3BWCKa21PshaNTxVwHhlB6ZiT2w4zM+GTDZJKeTvTT+vg\nVfpHEGJ/5RtElTqmUsiTZ/He9/Y3M7ncqK2JfxN4vlgsPnLZa69K1oXQ+lXRal5TFAqFFHAK+B3g\nL4CPAr8HrCsWi1e3mbga+rtJeXw1YBiC9vbsd5Vy+YYc/zLRHa8D+9kZDNskjmK00oR3dBHt6iBu\n1OGvH8WsJRpDlA3g43sXyGW6+CWmjv5N4vfk9pKZuI1c9y6ye3cilssHmNdnxiaR1Tq+/SJ+6hRC\nC7QhUZkU8tYfR25+AC/SfPZQxGhDUwtDZoMybjTJ557Jko+SeJYQMSMpgRKCUdfms+vauHfmSYY8\ngw59kR3eIYR5gcichnk7eQ0y6sVqbiP2bycddF/PFosYm4tOjv0dAac7x1ntbyUVty/6Xk1ALOrY\nlsHu4TGyXoipImZT8LdbDpKyv4AjA2xpk8300mjdyGH/NMKvQrPErpFbeO+p+3HDDBgGGoPIMYju\n7UPd1nFFK+bB3r2YZqJtzHfTrDdHQSssDLb0voeOofuTkNllMA8ewz5wGNM0iGIFShPcsv17aq1y\ng3z3FhbpG1FjKRQKx4A+Lgn2+bljf6dYLP7+K5nAG2XHsheIi8Xin839/deFQuGXgAeAv3/9prWC\nK3CZL5N54Npe6vMI9z2FW7MXfhuZNZvmvqcw3rk3KY479VW0qgMC3TxPtc/H2dCNsK+zXbEtvPe9\nHfNQEfv5o1A7i9YaLXy0NMHJXXqvUOzonsWdEWxonifIjDBycpBxcxWeqJCNG6RVnbxqoowSPd5Z\n/vupkwhzmNCcABkSz6+n2sL0NmA2t2J5N2Go/LLT1BoispxJ53iky+FQz1E2B1VW1W+l0Nh47fvR\nRARoWUZKjSlaUVpydFUft54+j1SCVkPwqdld/OvQPhpqBuw0UymbwNCJfcoi81Aqobw4hOFT0LGz\nyYHjc+QBjE7t59btv45pugyPPUq9OYoQEoQk1IqGbdNtvrFF9e8V5hb5G6o1cbFYvILpC4XCGeDn\ni8Xig6/03G8UYtkMHL3qteLc6yu4ARFtb8U8WUHORqA0qs0h2n79Phj6xUdpacZUhU1AAHGAo41r\nwy0AQYx5uLwwHraRkNst29E3byZ7bD3N/b8NKsCTgu8YaxDuNm4LAj5XPMvI7DTaL1MNK/wvlUd5\nOP4YjhzFlNO4RhHTPkLGHiE0x1FGg8vN5EXcguVtw/S2YnoFJMuHeZQ2CclxIpPjq70Z9nVPskqd\n4eZaN/eX7lr0GE/EnHAnOO1OsKvWT0cosKSD5SSc3FdqYGiITBNLAtMVtvd8iNF1FZ44VyH0NWP+\nN6hSImd1IA2Tix1HkWduIo42JAkOaGquy4VMG5MvHKYez5EHUG+OMjz2KGsGExFdKxtduz2ZXHbp\nKHS0ZQPW6XPoSj2pPWrJJSG2Fbxp8EYhlgzJFu1yNPjebCtX8N3ANgg/tJrU6SaNmkdwmXhv3XUb\n0clLobAgG3BgcxM9/iC7dICFZJBeZqmC1rQNPHBFuEWHTXTxX3G/04JRSx4B43gZ/0NrAJVklglB\n4JYJ1Y9QZBV/25Oi4VSwzoxx8LiEMMKyZlhdr1OoRaTKm/h48BXi1CSRNU5olgkv/zxaYARrEiLx\nt2KFA9e9BLF28clzNJfj4R6HJzt9tHmW7Z7iwzPrSamhRY9r8RoMViqMiFa+vLkJUoHXJI4sTuen\nUIOCe0urkRcDUAqJIvTHiA3F5MwxTlXvoS3qBBWRszZyvOt/p0N53Lzm49x2bBrazhJNbUJGEAuJ\n0sv3XwHo69zLi8+sIfaSXZ/RvJW+W9Yu/mbbInj/faTOXcCv+QQr4v0bAsVicYkb+vLxRiGWOnD1\nnjsNVF/KwfJ1qgKeH/dNO75lYr21F12uY6hL4V4jlyX+6Xvxvv0UkY742/4nGS0n4ZdDdjc/lm1j\nqnYcgAH3ZszGe+A5gdwJiCbho5/BOptHTGxDU0WKPObZEH0gjTF6EFGugjKoTe2kFO+hFYsPNDRf\nXD/C+0bqDDbO0eeN0h6fRJtjhNYYkT1Fw7lygRUqjeltniOTLRgqw3LQWhKRIyDPwXyOf+02eLIj\nombN0qtOcme9hfWN7chFVBeNortWZkO5TIvvgQbXlNw+kWVLpZWepg1oVjcd/r57lNnMMYbcJrIm\nMeIqkY5oOlVGch3IShuRCEFoUmEf3fW30Z9+ku0qS65nB+bRs0BIw8qghMQNIoYaJdp3DlE+IPCC\nMoaVJZsZYPXAvRiGYPpiGtfYQugkXznLGGT6omTVpqXuvY15+85r7v33Cq/7s/8mdx54oxDLMeAX\nrnqtAHzhpRzc2rr8gvBaY2X8RcZvz8KPv4+vn/snJs+MY5vJozgTjvNPzhh9qgmxQ/bEu3HOGkhD\nYpyWmLueQDXHkVE20ctFjNYeMk4jn55GxR1YuTphdZBG0IZrDtPOOOu9Me49do7YGiM0x4nccRry\nqp4s88K7tw3D34rlr7nSmn4RKG0T0kKg8zzfkuY73fBkR0zVCjHECOuDEjeVhugKbln0+IYMOJGe\npLc2zV3TmtbQJun0orEV3D7pkI4NlEwyjbsaKe491Ycx0GTIfBKzTzPmlRmxhxlffRYd3YOlIRRJ\nnxQBuJhspYVMxiG//Sb8ZyfRVU1G1AlkCpFOsXGH5MSxz9IXQFkJLMvinjt/i5SbJBGUsiGWFWLb\nyd9aa7JZi/b25XciN+Szt4LXHG8UYvkm4BQKhV8gSTn+SaAbePilHFwu11Gv06+m1tbMyvjlOsqL\nMF5IujPGO9sWwmL1Sp24WkcLiU6l8BrjeKpJJDQDk+8gU91ARdTQuTS5UQtxtAMVKcL0aQJzF1bk\nYKuYSGXwym2YOkA0HExxmB5rP5E5QWiNEVrj+Ebt2klqC9PfMKeVbMNcIhtr4e0aYrJEugWfPIfy\nFo93a57siJm1I5BVMmqG25uabbW1pNS6Rc9Td2Y5mCohtAJt8HS2mx/SVQQhUoPQDpoWujxNJjaY\nTNVpi+u4yqJUaaGZb+Upcw+3BN+h1XE40n0ez1HU43/ElOtIxX1EQGSOcat5lHSqD7v9rZTqAfzo\n7dj/4ziirrBSNqrDZth9ktrEMEJI2kQr2lOcP/p1Otcm+kquC2wXGnMxgnQOcl0+MzOLF3TeUM/e\n6zj+mxVvCGIpFotBoVB4N/B54HdJ6ljeXywWl64suwxK6dcl5XBl/LnxvQjz784hS8kitFDTguLO\nxzWHMzaTVgXt+bTYLv1BHRE7DIy/DzPswBCCuKwZT3t0pFcjVC+H9fuwOlIM1aZoDyqk1FmyskZk\nThNZ4zStMWKjdCkN+DKIqDUR3v2tmP7GS3b0S81fm0TkiXQLATmOtkge74x5ojMhE02AliUGIp+d\nlQxrm4Vr2gRD8it/ygyJzGHe4gR0jw4ynNGEwuSuqsm42YZPiUwkQLdRt2LqVkS2IdjUHEcSowRs\n8qocYTW1XA/nsntY1VFm16b38vypz9Hw9xG0/QFm8wcQaOzMExhduxnc9osgUslz4No0P77tisSH\neOQYSemBXpjr5c+NkLDtrTB2NvksvWuS1+L4mo955bV7vZ+913n8NyteErEUCoVW4BagE5gGDhSL\nxZnlj3p1USwWDwF3fi/HXEGCOGpSHk5qG1oH915Tt3A9GC+UElKZj3uX/GRRMyawyz6frLyTJ/In\nQMPO1ffyBL9Hy9Q9BDqLLTWmEpixJuNPUj1zjs5oN3tKh7CUjzJmCZ1x6tY4kTUBYpGVTkuMYA2W\ntzUJcYX91//M2iWihVC3oEhzNK95vCtmf2dE2U40EWQVQ5QpNGx21jtpD3OLnsuMNC11Ra4JtS7J\n7gtDZMJkER+saPYPhqRiE0sbTNtt+ELSHkpSRKAj8nKGmJCmmYTEjKZPbnyCmd5e4lV9RBv7MIHO\ntp1MzBxAqTJxJtnM21YL2Y6d194z2yDa1bHwZ+vgXipjTxDUE+PHxQofTQsGr82GXsEKrsGyxFIo\nFLqB/wb88FXvjQqFwv8H/LtisTj1Gs5vBa8z4qjJ+Wc+s7DgVMaeYGj3r127UF2W+hsWUugL3wIp\nULe+79J7NIk1iNYQKjAArUlFkrdNF0Brwp4Ue7b+H4yMPUqaKWTqNFk1RUpMIkWImmgmoS13nIY1\njpbeovO+JLxvmxPel08gnBfeI91CRB6NzfG84vHOmP2dPjNzrjJJTcwMLarB9moHW+vrsfXiX6Ns\nU9FZ1chQk1KCVCzZMalIJ12NEQjSPqwux5xtjch6BulQ0DBiXKHI5h3yviZSIRGKui2xQzDQNMKY\nC3qUm4c6YS7VebB3LyMT+5gsPY9SIaZh09qykcHe6zsDG6bL0O5fe0U/IFawgnksSSxzu5RvAR7w\n48A+oETiP3Mr8FvAvkKhcFuxWKwsdZ4VvLFRHn6UoD6yUNsQ1EcoDz96pelgEON86fxcqEthPHaa\net+/oIyY2dGnULf/CuKYjXGmiog0WsQYzxTx370KM5VC1urEOmTWGYHTw+QO5dhRkQixD01I5Ezi\nzYnuylziUdMgo75EePe2YgVrENepeVfaIZwLccVkAcmJ3DyZeEyl5k+t0LKCljOs9k121rpZ7S2R\nmakVvRVB/yyYAQQGVOx5b+CES8VcyaPGSv7SFrO2zx/sOMrd022kHZ+jfZP8RL3ArlM16p5PqhLj\nRDETjqBiOzzcP8mFtm/TOn037+p/CwCm6XLbzt/k3MjDlCrHWTVwM92tb0OI1Eu614bpvupmkit4\nc2K5HcunSYhkb7FYvFyhOw2cLhQK/wB8A/i1uf9W8H0MGZu0TqwHrRFDV+oH5uHypVCXV0M0bOzy\nRsKOIuH0MKL4VeK+3chh0KqGlnVEOcZ6+CFUzxByqoHV8OmiBY0iNifx7HEia5zInFpUJwFAWZjB\nRixvG9LfihW1LfsZEuE9R6TzRLSgcADByaxif1fM450hk6nLulQKDy1nsESFLfV2dtTW0Rotvkg3\nZI2haYMNMw5WDAgYcRUTqZgu38RRAoSm7oAba8wY6kZI3YbHekNaa5q3qS5ObDxDYCqU1hj+DFJr\nMinJpLIxmyEnsgZ/vjHESX2LZriWg8NN3tatSZnJPTFNl/VDH3jdLU1W8ObGcsTyIeBTV5HKAuYE\n9d8G/pwVYvm+RevgXqrDTzNwYBt2M4+QFtbTq/BXx5fciudF31iD0snfSifKrgQihQibwEWkMY3A\nR4gQqwy6fBYla/jO2ByRTKBluOR8RNQ2p5Vsx/I3IPX1K94jWubIJA9z6cMvZhWPd0bs71SMu5eR\nCTFazqKNEm2RYmelh0J9NbZePO34XOocuUaTe8+uxo1sTAUITdnUfKPXY19XzL8ZSXP3RGJfP1AR\n+KbmaO85Tru9PNUR8bHjWbqaEiFNdk07fPHWY7Rl0xRUGzCDFNCVlswSc751HCt1lEp4H8RZLtTT\nfPZQxC/uMBfIZQUreL2xHLEMkNSPLIdTc+9bwfcpDNNlnfOzGOoCpMCwc4hyiPnsBNHWLCKOifvA\nzEhEJQIzjXbHidxzWOUO7LgL4+IssjHXTliAEh6hNUFoJmSijKtNFS7DnPBuetsx/Z1YYed15xzr\nNBH5BeF93pTsTEaxvzPk8S7FqHvlr3gt6mijDKLMGi/PzplBVvkti57fFz5H80c5mj3Ojqm1bKgO\nUrd8qnaFTNhCPrCRwN7xFNtmFWPppJ4EmZjkpyJYG0/y5XVdbD9l09WUIDWGEdHnZflYbRsbb2lB\nxAJ1so4s+UigpS/H7lVf5lSwkdNxmqzUOE6e8aZm35jivsGX3pZgBSsAKBQKv0ySaXv5BuJdxWLx\nO6/kvMsRyziwkeW7iq3n+tbMK3gjI46REZhmdu5vDVpBGCGiuQwsSxLukpgHxzCmxrCiGvbI1oVT\naBqE5hShNU5kjRGb5WWHFHEa09+C9G7C9jdiqOVF5ER4zy+EuPRlvl0X0iH7umB/p+Ji+uqQkI+W\nJZRRxdEhW+td7KhuJx8v3v9lxprhYMtBjmWPY0UdZCLBbMpkIl1ndV0hpQ8k4TiVFKPQ7cU0DI0S\nJpJEX5H45PUR7nVmGbd2YshOhBGhtAYBm3KtOIYBBvg/NHRFWvB6+avsPHycqVIOy8khhOSN4FC+\nghsWNwOfLhaLf/hqnnQ5Yvky8NuFQuFbxWLxmhzOQqFgAf8Z+NKrOaEVvIp4uc2WlIIgnCONCKI4\niXCtsTFPGMmOBNA5ic5WMZ8+hTE6jjE5i4wv2aFoNJFRSjy3FnSSZQoeNMioH7OxG4LNuEHvdYX3\nWDsLIa554X0eY26Db3XZ7O+MuZC5dtGV8gKx9FAyoCN02FnqpdDowNSLWa1ozqTPcLDlIOfccxgq\nR2tzD8qY4LbZreQiF5VSYAhU7IKGSCoaZpzUsgjFybazZNUAg3UXmzqWc5x027Pc6/bzf265yMyk\npKWR7KxG0zX+Mn6aT5zW9Azdi2G7V6QFG7i8a/vNFA9FjDc1Wmt6XMFdvdcz51/B64kPfvl7b5v/\nD+9/Sa2J3wL89as9gSX7sRQKhU7gKZIdye8BT5CI+X0kbSz/Mwkx7SkWi8v/BH198ebsxxKEuF/5\nBmalTqwUKp+7stmS1hBFc0QSI+IoIRYEyKsWKT9ADo9hHr2ArJQwGjXEVc9NLOtE83Yp1gRaLt1i\nFwBlY/hbseu3YYRrMK+bDiwWKt4j8iiuFNEn3Qr7OiXf6rK4kNbXtCsSVDDNQ4TCQos0a5ut7Kz2\nMOAvXnviy4DDucO80HKQWWsWgO7GGpq6n4Zzkc21VeysrAehkGgMFSO9JtMyy80lly7PQiOYchs8\nsu48Wsf0VDVZcYKB/P/kDmcdzt2/zMnnP8uX6j10TuzCEXCg9yxlo8EWVeQHHYMNt/7Gomm/XpSE\nvwDu6pXX6Cuvt3i/Mv6lfiwf/PLr05oYuO8f3r90a+JCoZAGKsCDJJm+JeAPisXiKyaaJXcsxWJx\nqlAo3An8CfBPcMVPyJikD8ov3uCk8qaFeewUolxFmAYokKVZzOePEBXWI+L4Usm0nI/LC5BGElap\n1+DiMPLiKNbELNZs85o6ciUCInMiIRNrHLWYXcrViDqJg92Y/hZyzQHkEvUfC2MsIbzPo5Sa4Yku\nn691tnMuM9/f5cpFxDQOYpov4NGHiAe4udrFjlo32Xjxavtpq8LzLc9zLPcCkUy+k+nI5S3lnTzT\ncpzQ8Ln8qyAQibeXhIsDo2Qm0hxvzdKs9JCNDc63S9bXhhBCU3dmGcmMMS3voNg3yR3FPyWYPcUP\nTL2FkzLmma5TTBk+kYDzRoN/ik7xk+cfpm/dB66ZZ8oUK5rKGwc3ZGtiElusx4DPkRDfHcA/FwqF\n0WKx+NVXMviy3+xisTgKfGiuUPIWoB2YAZ5eKYx8Bbis0+I1rWBfKbSGMALfhyhCa4UOA0JOEY1P\nwepeMFOJN5eOCIMaVCtwcRxzbIbUZBWnHlx7WuIFu5TQGic2ZpZOA144SIJ/E6a3GysYwlmiMv1y\nRNol0q1zu5JLwvs8qqkJDnTO8HBnP8VsGkSaq8lEiBIp8xGkdYym2k3Geyt7aj1srLdjLBJiU2hO\np0c5nDvK2fTRxKZ+Duura7mzvIOv9nyFyAgR2GhMzrsXed/FFtzI5sXWDE2rwntPB7RWNZ0NiaHH\nmDFWMxA4PN8XU7Wm6PPa6Q4+TGTW8eqjHGj9U9517OdwvT6GyLF1sp8/3vFNDKNMmzxFRYS80DxO\n33Wv2rXwIs2/nPKo12Pe2i1WMsZeX9yQrYmLxeJZkiaK89hXKBT+b+ADwGtHLJdNYAJ46PLX5jSW\nfwN8vFgsvueVTOJNhfn2uXO94c1T5777fuBaQxhCkOghCzsRAfHQIPrMBXR1lgbfIJA1wvqLqKdO\nIgY/hJyo4EzMkpuqY3vXpvdqNMqoLGRuhdYkiCV31QuIox5UsBPL30zWW4WpruPDhU4KFHXbXMX7\ntdeh7oxztOsCj7b18GRLF4jFOjQqLOMArv0gyIs0o3czVPkZdlZ76A2yi47dlD5Hcuc4mj3DjHMO\nxKXsNDu2uXNmD4NeLykVsbM+xL7Wk4RM4UQZfuVoB/2NMVLKoTOE5wam6Gi0kIptbG0gdUBalxFB\nJwMVybnWLIa2iIRGCE0q7Gb9hX+L6/WiRUxazzLQdHnnqENx8GEMYjBs0u0vv5edF2n++HDEVBAR\nR4qnx8VKOvLriH94/4Hog1/etZcbTGMpFAq3AO8sFoufuexlF3gJ4Yfl8bJNKAuFwluAj5NU47eT\ndHJcwUuEeexUQipizjdrtop57NT1+4FfJqwTz5HIIpqIlhKlIyKaNO7cRHj4YRojWdxwiMxElmwz\njXX40OJDiOZc5layK9Hy+h6fOnYxvLswmrswo3bs2F7UgPFyBDJGxd3Eup2YDCyyi2jY45xpP8lj\nPe08mhsiEtsXPZcU06Ssr5Kyv4pCEPs/yKbKz7Ot1kVmCVKbtMsczJ+mmBlG0CQwrvQY62328q7x\n+8mqLDERsTHBlug0baLO0Uwv64smfU0TJWMaskE6iPlgqZPQNCE0Fj69mCu3lwiENlAixBcCVBaL\nOq5KCBxACI2rPLpViTPKRFtpelq3cFv3/de9B1dj35hivKGxLIkWYiUd+QbA3CJ/Q7UmJtFXfrNQ\nKJwA/oFk9/Jh4J5XeuKXakLZCXyEhFDmG48/BPy3YrH49Vc6iRVchThOCCSc34lESQGE4DISH/by\nEwAAIABJREFUEWghiWIfL2xSDyN8pYgCH2eyRHZyltxUhY4ZC0NtW3QYTUhkTRJa44Tm2NJ2KVcc\nIwnlIDS3YDc3k2sOYqrrFCkS0zQVRIMo1YFWi1evN+0pJvIHOZrL8tWODQy7u5e6QNjmU6Ssh7DN\nJ4lVB279o2yu3M36Rtui4a4YxYuZEQ7mTzPqzAAaJaeB2kK0zYoF7x9eS1rdgatToDUGBikdMlhv\ncntmD2HbNAoPsXBDQOiQ0/ExIrbQLsHGQgqHpmijYWtGcorJ7NOoaAvpMA9CEJgOj/Z+jXfNDtDl\nmUg0DXeULvcYDzTvISxsYXfPO3CMFb+uFbw2KBaLJwuFwoeAzwD/HTgPfKxYLD7/Ss+9nFeYAbyb\nhEzeS/Kz8tvA/wp8FvjVYrF4ozHwDY9oywbMU+cWQmEqnyVaswoqtUuhLKUTApnb1SAkESGNoEkj\nDvGVIlSKKFboICA/VSY/MUPvdJV0uYFcItNPo4iNUtIx0RonMqdBXL8tbWh1EZk3YwY3kap00DJr\nI5eoRJ9HYDRpmBLDX49WHYlp1iLwrBlG25/gSPsM38lu5Yy9h/DqrLQ5SDFOyn6IlPVVDDmNjrvo\nLv8Gm2f30BMuHe46lD/LodwZ6ua8YaWPElfuUtZUs3zi1HrW1fKczdWJhI2hbMoZjztHZkjF92BM\nWvzwcAf/Yc03uW2yi95mEtWYTtX53Jo+ZgzN3eMOA40Wuv0upBCMtGh8s8SwU+V4ZpL1XoDA4LyT\nZa33Y/zzqjrbS5oeDjPa/3+xrX0va2/56Veku93VKzkwpZgKkmZfK+nIK1gKxWLxQZKssFcVy+1Y\nhknibY8CnwT+eV6wLxQKf8TViukKlofWECeFhd4P3I554jRCKaK1Q4gwXCCRGImnI+peHS8OCOMI\nX2m0VgghcRpNcpNTdE3Okp2u4Fa8JQNPGo2StbnQ1hihNQFiabuUecTaJYgHEcFOzHADWT+PG16n\nLS+KmlPCkyms5jZk2IYMxaIPiW+Vmeg+wmh/g8eE4Ih5M7PGUg22ImzzcVz7ISzjAEIonHA1ayZ/\ngw21m3CX2C3N2NM8kz/LyexF4nny1BolSiAqC7sUoeFHzqzhgxfWIQXUZYM1ZYdYZRAadk7USAkX\nQ6SgBu00+GB1O/915wvcPdqFrSLOt83SMN6KLyUP97RixjnePgttCqQQGGmDidx5lL+BE5kQEVns\nnXVpiwWZKEvsaIYNk3T4W5xfdYaR0tfY3bn3u96tpEzBL91kcaBiUa/7K+L9Cr7nWI5YNNAEAsCB\nRVTVFSyO+RoRL0IJBdMVRDgnfItkJxIX1hMqqEcxzWYTPw7wVIRSMaAwhAANdrVG98Q02alZstNV\nUotkbF0OJfwFjSSwx0HUrztdJSwCZw1hcwijsQnX76TLz11XeA9lk3J6Cl+3kK7fjNlsZfGadQjM\nCrOZMwRpeHJHjmeDLZyMUsRi8V/ShrxIynqQlPUIUpZBQ0fjdjZN/wJ9/mrkInSq0JTMOt/uOMiF\n9OTVM0DJiSsSEHoaaX758DZuKmcQxFQsE0makrSxpE86NDF1opEoATJS6HrE1vgCP7ruBzjffZJN\np8cZqm7jH/NQ0oOgU0RC8s2WgNuFQ4sFP3iHw4WzU4yPauLYoeClyUUCG4Wc8zsWuDTDdk6deIap\njn28UN7PJzb8+isil/duSDEzE62YUK7ge47liGUQuJdEW/k94E8LhcKTJCLPys+fecyn9wbhpcws\npQCNsExwTAQQaKiFAY04JFQxQRQR6RghNIYQCCERKiZTKpObKM0RSQ3bXz4TK0kDniKwxwmccbSY\nue7N0QhCe4Cmu56IbTi1flrGJdmae13hveaMM5OeJlK95Cu34VTyS5OJUWWi/TlKPQ2wdvKEuZr9\nrslsc+6xu2aoAMfcR8p+EMs4iBBgKIc1pR9mXfknaVnCvbgpQ3wRcTR3hmdaT1x5Xq1BlFFi9orX\n33N+gE+dWIcduygBgYyYSqV4qhVumo7xhI8Vg0crQpQxdRPQBE7A+c5n2EE/79v8EVgXUj1ynL+c\nkejIRguFFAE50yU3aPATq2HqnEuh/jMccZ+jGXWRifqgYaPVPKlqhPAIVYAQAikkU94oz0w9yp09\nKzb2K3jjYbkCSUVSNPP1QqHwc8D7SEjmd0j0lr8oFAqfB/6uWCwu3m3p+xFRDH4AUZSQSBQnYaw5\nXUBrhRcHVMOA0I+xoyozlTpRrDAEyLmCRCHBjGIykzNkJ8tkpytkZ+qY4fK9XjWa2CgT2BP4qQm0\nGEdw6ZilaCEy22m666k76zH9TeTKKXqHDZxwKVpIoETEdO4UM6kqOhqis/xWWqcXN2cECI06E22H\nGG85yUxLhYupAkedWzkdpVGIRQOohjw7tzv5OlIm2lM66GXbzEfpr70TSy8+xym7TixCQhXwaPcL\nlOyrsiS1QskxEJd2eS2Bzc8d38bbR9sxCVFEJJtxg3M5k4dW72eo/hbavG7qZoilDWbsTjrDSSKn\nyrO7/5HYvIzsbYv9/RK7MUvQ6EkeBREjpWRne4bi/phGFYywnTvFbg6tOkY58yJ+U+L4LkKlkSIm\nEDU8a5xS69PL3o/l4MdNnplKGnXd3nMvsLjutIIVvNZ4qXUsHkml/d8XCoU2ko6SHyHxmPkjkrTj\n7y9onZBGECbpvdGc5Yki6TsiBJGKaUQe9SggUHNZWbFCIzClxDQEUpuYUiZ+WIGXEMlcWCs7U0eq\n64cplKzTTE0SpCbQjCG4lAa8FJEo6dJMrcPLb6Cp1pGpdNI2BgOzLnIRT6zL4VllxluPMeN4mN4m\nemceoK/cuuT7I9lkpvU4s92zZGLNjLT5eudtHJG91HBg0U2Xh2N9C9d6ENM4mkhMGvprd7Fl9idp\nbWxZdPcUobiQLmH1VehubfLt87Mcy4yjr9ilgBZVtJy+4gL11nr5j4c30u+liIXA0BGK5MdA2Rb8\n49AJ0rLBF7Y/yIbxO1DC4UT/LO8or2KTOsJo5yMoMyDj9tHbtYezw4nmGcs+Mu4wYdhLGGXQGvJO\nxAbf4GQ1RgjIWhYtzTQ9pS6G28cY23ieNZMjREEVEKQthxNt36QRTWOJLF3uALs7r9/5cR5+3OSv\nTv0uU94oAIdm9/MrbZ+5zlErWMFrg+WywjYtc9y/klR2dnNl5eYbE5eHs+L4SssTIYkReHFMI/Tx\n4oBAhQSxIkYhAfMyWxTTSP5fK4Wo13BHLpK/OE1mqkZmtnHdYnUALQIa7jR+agotRpD6kmvOkkSC\nxBNt1GUndXsQM3Un7aUUA8OSVHP5DoIaxWzmPCOtRyk5ikxtJwPTP05buHTjrEh6zGZfpJqeodbm\nEwz2UT/exrdbe3iupQUtFp+pKU+Ssh/Esb6JnCtINOM0t018lIHqA2ix+JhVw+dkbpJ+M2YPDkdy\nVb5YPk3l6h/lGpQcBXHJq8yJJVL51PTN1E1N3YhIC0kg0lRkhtlUyH+5+QKx6fOZ8gH+3+wanuk/\nTd7JYaZaeMwdYW1lD9u9dTQ3jNLTfxvPHftD6s1kEU+n+uhL3Qo8Q9MbpMVK8Z/esgM9fekaSCHo\nTqXJtHZxc7/LPV0DmHoHw2OPEquA8amn2Ob7nEfjIPnQln+/oK9czxcM4JmpR5nyRpFzmtWkN8q+\ni4+wK/f2Je/hClbwWmG5Hcvx6xx7+RL5X16FuXxvoFRSrR5GV2kiAiUkoYJGHNOMAoI4wFchsYrR\nxJhCIERCHIYUGJd5V+k4wqpVyU6VyE5VyE7XSVdfWoRQoWhmKnipSZQcxYjH5hyolndN8a0eyiJP\nSebwog66mv30NHpY2+i8rvAeyQaTLccZbjvOrA0d5T0MjP0cg2HHksfE0me29SKltVDtDhCVGlM6\nxzPuJo7XXSprFh9T0MCxHiVlfwXLOLnwenejwJ7Rn8aJd6OEeeWuYw7DToVibozOjoCfOLiadM3k\nKz2n+VLmDNFVGy9NBS1LV1y0QrmVT5zczGMdDl9Z/TC/t+VtvG3CxNIegnbyocHxrgpGroobnOQF\nJ8XWoM4ZRyKdHHYk+dGnt9Dl5bCNTtomdjLy1oepN0cX2jWH3ig/0iE515HUC93TuYmMbZMvmJw5\n7tNIontkcnD7TR2Y1vw1Nlkz+ABnhx+k4U9gCZP1tKEjxeTkfjKDD+BFms/OORkDPDupVqroV3DD\nYzliWbfMv+0A/pjE5Oy/vqozepWhmh5U6xDM9Q/RCYmESLwYPKXwIh8/Dol0hFJh0jNjXlAHTCm4\n/FJprSAOcGarZKfKZKeq5GbqOI3lM7bmEQtNM+PjpabmiGQYqQOkBrmMxBIaeeqptdTd1dRTazEn\nPPIVky31dlq8pQlhHvXUGOMtRzjXVqRuOAxM72Xo/Kdxg6WbZ8UioJIZppKZpNJeI1o3SGQaHPZy\nHLR6uRCnkrzBRcpUTOMYKeshUtajCDFHslqwrvYAhfpHyVT7AVBXrZGhiClmpjmeHWeow+DunM3q\nU13Uw4A/3PwsJ3JX+p5KrYnkOIhLRG4pyQ+dW8/ekUEMDUI7GGoVhnuAx1ZvJytt7hhrIQgsNtRd\nhuIszw1WEC193Gm2cnZqI5WZkIGypLWWJpCgQ41/IYbjAxzKbWIGn355nLXCwZGSd/ZcWYhqWoKd\nd8PFFxNS6F0D5svMrdw3phhvJs8jsGQV/e7OvbxQ3r8QCuty+7hr4J00KstrditYwWuB5cT7s1e/\nVigUXOA/Ab9EYqn/3u9FkWShUPgN4GeAPPA88Asvddx4uoLXDGmEGl8pvNAniEMiHYKOEEIjSEhE\nAnKR4jytYog83NIckUzXyM3Usa6TsbUwBymoZxSeO4OWYxjROQxVxVBgLFOfqIRN3VlN3V1DPb2O\n2OimZdama0yyccrAjpcPcSkRUsqdZKT1GGc7TqDjdgYn387WUx/DDbqXmW9EtaNEaaBJpdeDagkh\nYDS7hmf9PEeqabwlCiQFVRzrG7j2VzCNswuvu3EP2yofY2D2bVhLmFHOGh6HchOcyIyxRkzz7t7V\n5BybKA553BzhkW3D+MaVC6WpAgJj7IpCzz6nhU8e2cbgWBJKGk2ZfKuzlYzM8uF1QxwrtWCMpEgF\nNlpoFArLy1JobObu27dycr/FjirUo5DW2RhLCFKhhdRJU63zF9bz7IYd+DLkRbGKSech7u7as+hn\nMi0Y3LjkpQZgsHcvo1P7F0JrGbePwd6XF2F2DJdPbPj1K8T7lOnSeOW2Tyv4PkahUBgEPg/cTWLx\n8vvFYvFPXul5X7JXWKFQeAD4U5LF/VPFYvEvXungL3HcnwJ+ksQZ9ALwaeArhUJhbbFYvK5icWSm\nTNNvoOIQzSUSMQRJatZV0FqDChGhR3qmMie015OMrej6VeoAkSGpZS18twzmOCI8ixWOY12Hh/T/\nz96bBslxnneev7yvqurq+8QNMHmTAAkeMm9R92FKlMb2yOuxZ8fWjNfjmLE9sw57/cER0ji8a82s\nJyZmbO+Ow6MQPbMrW2vLOiyKlChSFkXxBgGCCR64gb6vuisz33c/ZHWjq7v6AhpAA8hfBAJRWVXv\nm1ndnf963+d5/g8qFXOgsSLZSdXdil0zyE8Y9J1UyM3aqwbea8Y0Y22HONURcKz9XZzqEENjj7D/\n4L/ErfWtMHcM+gyhN0Nwd0jkqo00aZUDcguv1zzOlJbPIDO015PYif5DlAVZWFvF+7lu+nO0Te1C\nEa3P/YQ9w4HMCKedGXbpdT5ulujp2A5oTNRDnpk9zUmn+QZpxAqhNkpdX1CnI2Gvk+Fj2x8myMQc\neFkljBV+0OVRM0KGPJ0P993Ch/tUnpgcSa6Z5GcqpcIWu4+pEwaVooKmQs40mc1FdE4J3Ma5l0zJ\nGU+yvTLE29kTRLKbEeUuvnz0VXa33cr9Pe3Y2vo8uXTdYf/Nv8Op4UQUhvoeRm/0YLmvT+XlMTG/\nFbZSFb2lOfPpyZqWbpWlrIzv+wrwN8DTJIbCPvCc7/svBkHw4wsZe1Vh8X1/gMTC5XHgCeA3giBY\nXH12MekEvjC3gvJ9/z+SpDwPkrgDrEgYl1CRSKVVSV0SZEfUUKtVvMmZZFtrooQ3U0ZdY2FZ3dAp\neRZVp0SsjaDHxzFrJzDrcbJNtAI1vZOSvY2yvZOytwOpOmRndHqGddonVZzq6oH3gnuc4fwhTna9\nxxnvBNnyDobGH+bBY7+DVx1Y9r1Cial7BexoGsWeTarapaRzTOPHbQVeFwO8LXuotdrnAhRlGtt4\nEtv4Nrp27kfhhTmui36RLTMfxCy0Tk2uKzFveeMcyI4ya1TZY9v8TC5Pu6kgkUgBh6tFnps9RU02\nr1IsUaaijzetUtprHnuKnXy0vwNPdzhdg8PbKqhSQZUz5PVpPtp3A7aW7EUVuk9SH91CNvIAhYJR\nYjx7kr30Ns3l2Bov7Smz44wCCpzKx/PBRVXREMB47QZemXIJCqO8NDHDv75hO562Pn9XXXfYPrS0\nZsXWE2fi1YL3KZub/X/zxUveQfLFx353tRvY3SSNG3+78SX9Td/37wUuuCXKSllhCvBrwBeAYeAD\nQRA8faETLjOXBrTaHxFBECyO4XwSGA+CYFVRaYWMI4hraNXKfBFidrKEO1NZU8YWQM0yKFqSilUl\ndosY0Ums6nvYtdWD9ZHqUbK2UXa2U7J3EtntGKFKftKg/5RC27SFHq98U4q0MpPZw5zNv8Xx9qNM\nOxOJmIy9nxveephMdWj561cEhY4CkwMFZrbU6DlbY+BoDRSFiqrww2yOvzM8TsXLJwUa2suN1cnz\nKAssYraUb+LWmX+GVb8Vtd46kD+tVzmQHeGwN06kCnbZNh/M5OmxlSQ7D4VyDN+fPcW71eZYiiZj\nhDJBRSs3pcc9emaAX3h3F5Y2y8luj//yRoZiCKFwkGqdLm+EfreNh/vOxZL25F2+0vci22a3AHA8\nd5Kfz++krwvGT0sqxWQCLwsf2e/y4+diKGt06xanZZGT2fGkRz2gKSaekUVFYaRS47nRKT481L3s\n57de0qZeVzb7/+aLl6WD5P6/+eKjLz72uyvtk+wjcVz+P3zf/xzJVtgXgyD48oVOvtId7Cckzb2O\nkWyB7fJ9f1erFwZB8GcXeB4PA0+2OH6MBUkEvu8/CPwX4FfWOrCMa4h6DX22RGZ8huxkicxkGWeN\nGVsSqDoWJc+l7KrE6jB66SfY8TBeXIHCyu8Xik7Z2kLZ2kHJ2UHN7gNVwytq9I4YtE9AprT6l5iS\nfZbx3CGG245ysuM0JX2KXHkng2Of5I6xR8hWtq5wDYJiR4HJgSLTWyvIBff8kQGDiWmNHzo5nsvn\nqC6zjbPQnl5Th+ePG8JiR+F+ds88hlO/GaVF7EUiOW7PcCA7wgk78enaZpnsy7gM2ApKshhAU22C\n8jTfmz1ORTT/PViUqagTTcaRWWnyq4d2c8dkO46sYUiHbx0fYLhDRUXB0DQcRWO318+vXJ9t2qJ6\nf8/1vDR9nPfMpOHa9VmX9/dcj67BzT8Fw8cWBtw1Hnm/xvCx5L37tjq0jfscK7xFJODtUg9qC0fl\nlJQGm7WDZAfJvfdpYAtJe+K/933/vSAIfnghk68kLN0kNsoKSbB+JS5IWBrW+yv+Zfq+/z+RCNyv\nBUHwP9Y69tAP38AbX3vGllAUKp5D2XUpuxaROYERvodVeZdM8SytbRXPIYGq2U/Z2kHZ2U6Y3U6E\njhJD25TB4CmN/KSOGa6cDhwrdWaybzOae4vh3GnGMqOUzQLZ0na2nP4UQ2MPk61sX+E8JKWOAoWt\nJSYHKkTWuW0jBSjGCq9XXV6veYwPLXcuMab+4rw9vbLgpt6h+OwZe5S+2Qcw4tbbbTUl4nBmnDcy\no8wYSV3JoGlyR8Zli6NiaBBLgY5FWcAPpo/xZmWiaQxNKijaFBU53bRKuSE7wC/P3ohfj1DMCF2x\nKKomdaE0MvogFODoGje35/DMZsHzNJPfueHD/GD0CAAP9lw3v02mabBtUX+t5mM6H986CAxSjWO+\ndOgow5Xk+vpci4f6O1DVRr8d9fJsW6Xzb475G2zKDpJADZgMguAPG4+f933/r0niLRdHWIIg2H4h\nA28kvu//HvDrwCeDIHhmPe/tODG14vNCValkPSoZj4rnEVmzGLV3McrvkC0cQ5GruwHXtRxVdxcV\nZycVbyfCdFFUDbus0n5WIzcmycysJfA+xWTuEMMd73G6c5gZfZKICpnyVracfZyhsYfJlZfPApdI\nKh0lZgZnmW57l9gO0Tu3oWk6GhpCSt4pG7xcdnmrahMtU26Z2NP/PbbxHTT1XDjNVDy2Gx9kV+Gz\nuCP9KLXWvz4TRoU3MiME3gRho81vv2VyV1uOnVkDW5cIKTBUAxSToDDJt8ffYTZqFn9HKJS0k0B0\nzo0YlSF3C790/b0YsUp8cgJv2kACoWtzeFsHZk0hbDgadDgan7wph7NMXOLnuu9e9vNcK1+47xae\nOjkKwKNbenD0cyKWz6/sCn2xSee/vPMDvPjY70b7/+aLl7yD5BpiLG8Buu/7asPCC86j+WMrFLlM\n747Ngu/7vwT8EXBvEARH1vv+6m/8700XGGka5YxL2fMoZjxCq4ZVfQ+r+g5W5T00sbobcIxBSe2k\npHZT0vuJeu4AXUdBITuj0z6hkZ/Q1hZ4944xkXuT012nGclOUlInkIR4lSEGxx5maOwR2kq7VxhD\nUmorMtM/y9S2CpETIY//BFlPsqg0O8tM/928VstxoO4xtWxTrghTfx7H/Na8Pf0cHdoedsWP0zd5\nH+ZkDqVFJaNActSZ5kB2hNNWYV4IukyDva7LDkfD0ZNiUEM10VWLmXqNH82e5vXyaNNYilQwKFJV\nx5pWKabi0qEPoGJwd1c37+vqo1Mx8d4s0mY41G7q4I8PCRhVqUVQ7IL/bb9Gzrw431qrccyzI5MA\nPNDb0bTVpqoK+bzH9HQJsQbbno0mnX9TzL+psyx837eBt4E/Jylyv5uk1/2jQRD85ELG3hB1usj8\nNomb3su+788dk8D+IAhWbYtct0wqrkPRdSlnXEITzNoxrOob5KbfxYhWT4AQaFSsIUrWdsrODqpm\nL1QnQVEwjB66xx3aJ6Bt2kITK3+koVZiOneYsbZ3ONU1xrRdoMIoIHEr/ewZ+0cMjj9CvriSow6U\nrQlm3LNM7qoSDp3z8ZKTJ5H1AhE67xqDHND38M7MUMN8ZimqchrH/HbDnv7c6s7AYYt+PzsrnyVz\nZjt6qbVI1tSIg94YB7OjFPQFZo+axl7P46Z2D03UEEIAKq6aoyQijpaneHrmGNNxrWk8V1MoxqeI\n1XMrRRUFT+0mq3WiKApCCHRUsrpJrCi4dw0hFBUlhIenNSZKQKSQ11SsWFwU2/hqHPMfDh9jpLEF\n9pOxJBtscaqxEPKy2tan81/e+TczQRBUfd9/CPhPwCgwA/zLCxUVuAKEJQgCf/VXLc871+3AiM9g\nlV8nN/MuRv1Uo63sylSNnkRI7B2U7S1IwwJVAwmZgkZ+oo385FoD72eYzB1ipP0Mwx3TFLUZaiSx\nBLfax56xn2Vw7GHaiyv3vS9ni8xYJ5lxTxGZdaRlEvefC9pLYFyaHLDv4JC1ixmtdSFisz39AZQF\n6XAd2i628REGZ9+POZZHDVv/ikyaZV7NjPC2O0mknvs8M6rKbZ7Lbscia0o8K6ZeAVv3CIXCVFjh\npdJZXi6ONEWrFMDRKxTjkaZoW1fYyUfDh3i18yjjUQUpBN22w33d/diqQbeVQWlUpQ8fg1pJQQ9B\nxDA7KXnpSbjzQ+uveF+N50anGKnUFlTEJ9lgH+hf3sUgJWWzEQTBuySdgjeUTS8sF0rvmT9ElbVV\nXxdq2YaQbKfk7CDWMqBroChokULbhE5+QiU/Zaw58D6ZCxjumWLCLVFkjIikp7xT7WH3+M8wOPYI\nHYUbVxyrnCkx0zvN1LYS9ZwKsYo6lQNAtOdB06gJeLtucaDmcZRBhNt6Ba6pxxfY05/rb6/jsNW8\nl23hY+RG96BPeS23uySSk940L3rDnLWKTdtUjqpyq+twnWOTMSWaItAV8MwshBHFeo2xsMxTs0cZ\nD5sz8lxNoSzOUBS1c2NK2F/Zy/vKd6FJjY92ObzVcQJX07mns4cu06PdWirqYS0RlTlq1URwVqt+\nT0lJ2TiuemFZTlRixaRsbaVsJ2nAdb0TDC2pxpdgV1Tyw0k6cLawFqv5SabaDjHRdpKznUUKZpUS\npxEkN1G71sW28c8wOPYInbO3rDhWJVNiuneG6aEitbzSaFvcmF/TEF2dCGAs1Hi94vJm3aMgl/tR\nVrGMZxv29IdYaDrcoe5km/EwA8UPYZ7uQCu3rqyP9Yi3s+M87wxT0puTGUxF4RbX5XrHxjMkpiZQ\nAFtzMVWTUhhTqFd5pTrMj6fPIhZl1WWMOrPR2SbjyDbF40PTH2BLlGSbSZJOBY/2DWEoCh2mR8ZY\nujXXtx1OBpJ6NblI3QDdkrw5M8Gbw0Ue6B7EXmfh4nLc39POSxMz81thvY7F/T3Lu0GnpFxLXPXC\nModEoWIOJisSawcVux9UHTQdlKSIOzdlkJ9UaZ/QsGurBd5jZr1jTOUOM9YxxVhbjZJWpCJPNKxC\nwK51MjD+MQbHHqZr9rYVx6t4ZWZ6p5kZKlJpXyQm83NCLYa36jZv1D2OR3bDA3kpmvoujvktLONp\n1AXtiXVh0FPfwlD4Pvr4LPp4G2rUunal7lY5mB3lBXOUeFH1qK7ATa7LDbaDZ4CjCVAEjuZiqS6l\nqEY5qlLTIr4+fYTharnp/Y6mUpMjzMalppXPvvx2Ptx5G9GBHqKGhqluxOAOgaEqdFu5+bTgxegG\n7Hs/vPJ0Ii6WC8ejaX7MIeIzghcnR/lNf2+TuFTjkGfHk5yQB7quW3bsxdiaxr++YTvPjSZxqfOx\ncklJuVq56oVl0ttP2dlG2dqK0GzQ1XmPMKOm0D5mkp+QtE3bawq8T+UOM5l7j7GuKjPXoYP0AAAg\nAElEQVSOoKSMUZUNEwAJVr2dgfEHGRx7hK6Z21BWKM+puomYTA+WqHTSUkwAItlYndQ83gw9Sssa\nQM7Z038LXT3StDrJiwF6yv30V34Kr7IPp7aj5blJRVLNF3ktM8LLTC1pAKMC17sONzkOGV3F1WMU\nBIZq4eoZQhkzVS8hFMnBcIQfjZ4lFM0xrZwRMx0db1qleJrFTw/s44ZsY5Wyd5LKaRsNlf4dMYah\n0e+0obXwd1uI5cD+D8HoCXinOsMLlQNITSZV8dUSz46d5oN925LPPw75o7efZLiSbAv+ZOoYv7Xn\ng+sSlzSmkpKylKteWMY6PoA0G5c5H3jXG4H31XPcS/ZpJnNvMtk+xniHpKSHFDlBKCfmxzTreQbG\nH2Bo7BG6Zm5HWcZbC6DqVJKVyUCRcjcNMWmVvgvlCIK6wxt1j5Ox1fJ1ALp6GNv8NpbxDKpyrruk\njs0O8x6G9AexhvsxJ3oxo9Y3QmFElLtmedkd4WBYXFIGqgB7HJtbXYeMpmEbAl0JMRQDR28DVGbq\nVWJiykaVp8ZPcLLSbBxpqypCGWc6nm26FD/Tz2MD+8jo51aJUpPkttVoN01MTafHys0HyldDN2DL\ndXBitkIciJadKAGeHT/CcGV2ftzhyizPjh9ZYn+fkpKyPq56YdHQyY2Z5CegfdLEiNYSeD/CVNsR\nJjqqTGd1SmqJknibmNJ8ezMzzNE/JybTe1FX+ChrTpWZ3ilm+ksUuwWKqtJKJCRQFzAa6hyoexwO\nXSrLrk6KWMZTOOa30LWjTc+1s43t5v0MaQ9iTQ4iz7oocetxYq9KqWeGV8xxDlfKxC3qQXdYFrd7\nLllNw9YFphqiqzqOlkdXdIpRnYqooFkxR6qT/OD0aeqLVil5AyajY7AgI89UdT7aeyv78tvnM7sA\nYiFxNJ02w8DTLTqt8+vd/ujQNr5/4jhnK8lWYK/t8UD34PzzoYgpRBUURSGrr7z1mZKSsnauemHZ\n90J+9cC7OcFU7k0m86eZ6tAoWhpFZZSyeAdJOH8vNMIM/ROJmHRP3bGimNTtKjO901S2V5nKhciG\njXmr7adQQjmGt+oOh+oZTsfL29Pr2hs4xrewjOdQFrTf1bHZqt7FNvt+ctVbUU63oU270OL7ulRi\noo4S5e5Z3lBmOFSuEFaW5vpvsUz2eh55TcfQBI4Woyrg6DlMxaQmYwphCWnE1LU63xs9xXul2aYx\nLFVFVaeZjCabtHSb08mnB++kw2wWjVhKMoaBp+u0GS5thrPsZ7Eajq7zWzfs4/vDyVblwuB9NQ55\nafo4pbhOKGKKYY1b2wZ5oGvl+qGUlJTVueqFpZWoJIH3o0zl3mKys8BsLkNJjynJYSryWOKy27jP\nGlGG/vH7GBx/hJ6pO1Hl8vvvdbvGTPcUM/1Fit0xiqlhOQZUFBbvLcUkgfjhUOdg6PFW6FFbRgAV\nZQbb+G7Dnv5E03PtbGW79gCD9k+hT/WjHM+iVVuvyoQREfYUqHbNcjgs8UapTK2F80K/abDX8+gy\ndDQFbC1CU8HRHGzVIUIyG1UItTqqB++VZvje6VNU4mbjyLypMBUeTxqlNURFQ+GRnpu4r/O6JVtb\nsZTkdRNL1+k2M7j6yqvLtWBr+nxMZSHPjh9hrFqkz2qjGFURUnJH+7Y1x1dSUlKW56oXljlCrchU\n7jBTbUeZ6lIo222UtDpFcZS6HFm4Q4MeufRP3Mfg2MP0TN2FJpe/wdWtGrNzYtITI425LadWLr+J\nmJSFkqxOQo/hFVYnhvZKw57+R0329Lq02KLsZ5v1AB3qjciRdtTxDErcWpjibJV6zyz1fIm3q1UO\nzJQpi6VFol26zr6MR59poiCxdYGhCmzVxtY8kFCO61S0CqqbbCX9YOQ0bxWa/dh0RcHRi0yGzZYs\nPVaOzwzup9/OsxghJB2WhaVq9Fo5zA1KC14NVVHIGQ5CSgw1zepKSdkIrnphOd73TWbai8zmM1QN\nlyIRJXE4KVZcUEinRw59k+9jcOwReifvRpPL3/DrVp1C9xQzfUUK3RHSVBtB+NY3plBCNYazocHB\nuseR0KW+rMXKJJbxHRzz22jq2abn8nILO9UHGMzcg1kZQJzMoMw4tGphJlVB1FlC3VKhrJZ4r1rj\ntckShXipoOQ1jX0ZjyEzEVBbizHUGEu1cfSkWDIUMSW1jLAFqgonSgWeGj1JMWoOyuQNjen4JDNx\nfYFxJLyvYw/v77mp5c1bSEnetHA1nV579cyvjeCBruv4ydSx+YywPieXboOlXFM0erD8yaLDHvBn\nQRD88wsZ+6oXliN+GwWGKcYvIUWze64W2/RN3svg2CP0Td6LJpYXk9CsM9s9xWxfkUJPhFhFTARQ\nEzBbhdfLHodqHqNiuZWPwNRfwja+han/uMmeXsNkm7yLHfoD5Jw9KJMdcDyLUjNazizMkLCnQNhd\nBC3mrBS8MDHDdBwveW1WU7nd89hhWyAVDE1gaxGmauDoOTQ0YiEpqiXqZoimKsQi5tnRsxyYWWRv\nryhkjSqT4dmmVUq76fHpgTvY7rZufCWkpNO0yOh2kz3LxcbWDH5rzwfPq4YlJeVqIAiCJ0i6AgPg\n+/6jwF+QGFJeEFe9sJyJv9r0WIsteifvYXD8Yfom3oculg8Oh2bIbNc0s/0Fij0h8SpiIkl6gFRj\nOBOZHAo93g4dwmVXJ2PYxrcbzbOauz3n5RC7lAfYYt2DrnYTD7ehjnvL9o2PchXCnlnifAWJ5Gw9\n5JWZEuPR0gZybsPPa49jN84DHD3E0FRcrQ1DMZACykqVillFURU0ReFspcSTIyeYCZsFus3QKInT\nTEbVJlHZm9/Gz+65h6gcz3dbnP+sGt0iuyybDtOlzbgUbuLN2JqRphanXBLu/toTl7w18Quf/tya\n3Td938+QiMqvBkFw5kJP4KoXFgBVmPRO3s3g2MP0T9y3ophExpyYFCl2h0S2sqKYQFLAWBcwG6m8\nFbq8GXpMLGtPH2PqzzdWJy832dMnq5P97FDvJ+/sRqm1I05kYdZpObtUBWFXkbCngHSSLanResgr\nxRLD4dK8YUtRuNVz8V0HDQWQWLrA1CSO6mGrNlJCXUaU9DJCl6iKQiQEL0wM88rU2BLjyA4rZqx+\nrElQXM3kk/37uKVtCEc3KVBpOg8hQVdU8qZFr5XdkCD9RlKNI54dS3okbaQNTMq1yd1fe+KytCa+\n+2tPPPrCpz+3Umvihfxb4PUgCL6+EZNf9X8xd7z1e/RP3IcRL/9FIRGTGQq9RQo9NSJbTb7Gr1A1\nPxeIrwk4FVkcCj3eCR3i5SxWlLPY5jeX2NMDtDHIbvkgW/V70ew25GQ78riHUjNanoGwQsKeWcKu\nIujJrX4yjHilWOJUfWmnTENRuMl1uNF1MFUVKSSWHmOqMabq4OpJoWgsJUWtRKiFaGrSbHesVuHJ\n4RNM1JuNI3O6Tk0OMxY2m1Fel+njsYE7lq0LiWVSKNluWpc0SL9WqnHEl4JXGakmtS+tbGBSUtbJ\nZm1NDMyvVn4N+PBGTX7V/7VsHf1gy+ORHlHonk7EpLtO5ChIdeWVCSSB+JqAQqRyOHQ5FHpMr9A8\ny9Kfwza/jaG91mRPr2Gwlf3slPfTae5BaBnkSBty3EURrcLxELWVCXsKxG2V+Zv5bBTxarHM0dpS\ns00NuDmX4UbLwlJVhABNEdhmPB9HUaUGKJTVMlWthqoqaKgIKXl5apQXJkaWGEf22DBce7fJksVQ\nND7Sdyt35ncsGycRQuLoGh2mTd8lCtKvl2fHTjNSLZ2zw19kA5OSch5s1tbEczwGHNuIPixzXPXC\nspBYj5jtnKbYV2S2p0ZkKUhdZaWVCSSB+GoM9RhOxBaH6h7vRQ5iWQPIkw17+u+iqjNNz+UYYLd8\ngO3ci2bnkLU2opNZ1ILdcjSpzW13zSLtc6vaUhzzWqnMO5VqS/uV6xyb2z2XjoxDpVIHJJ4RNeIo\nOXQMkFDX6pS1ClJh/mY6Va/y5MhJRhYZR2Z0HamMM1xv7j+/xeng8cH9dJrLV8jHUpLVDToth24r\ne8mC9Ckpl5sXPv256O6vPXHJWxOvI8byCeD/3cgTuOqFJdJDip2zFHsKzPYmYiIMldVWJnNbXaGE\n2VjlcOhxqO4xu4w9vUId0/gBtvEtDO1gkwGkis5W7mS3eJAu9Tpi20LO5hEnPJS63nq7y65T7y0Q\ndRZBO/f7URGCN0pl3ipXWrYr22Vb3O55ZPWkKZkUYOkxhprEUSwl2aKSRsysWiaWMaqaVOdLKXl9\nZpx/GD9LvCjY3mdrnK29i1ywSlFReKT7Ru7rum7F1YeQkrxu0Gl5523Pcql4oHuQFydH57fCFtvA\npKScD42b/KHLfR7LcA/wnzdywKteWN596CiRBaGugLJ6AdzcVlcYw7HI5lDocWwFe3pdfS8pYjSe\nRlWaTRdz9HG98Qhbw7sxtCyR4RGN5ZDjSW3IEqsVJHG+kd2Va86wqgnBoXKFN8tlohbfQ7ZZJrdn\nPNr15EcqBNiGIGeHyLqJpXjJ0ksXlLUqZVlHV5T5VcpsWOepkZOcWmQc6Woapj7Dmfp40/l0m1k+\nM7ifAWflHiRCCjoMk04rQ+4C7FkuFbam85v+3jR4n3JN4Pu+RhKLObvaa9fDVf8XU8toybfsFRaF\nc1tdoYBZofFmY3WyvD19Fcv4XsOePliyOtnCHeyWD9Kn+BiWTanuUT+dQSlYjfc3I7WYsLuR3WU1\nJ3GEUnK4XOFgqUy9hf3KgGmwL+PRZSRxHikkmgauGWLpBh12J+UoRCiS0K5RFMnWma4mZyGl5PDs\nFD8YP73E3r7P1hmpH6MYNp/TvR27+UDPzStWqkspQVHosR0c1cBSrpwakeVsYFJSrjaCIIi5CDpw\n1QvLcsw5Cc/9OxY7HKx7nIhWsqc/gm1+Y4k9PUCWXnbzINu4F5c8sW5SL7ZRO56ButZyxNipE/bO\nEnWUmra7IIlJHKlUeb1UoiqWCkqPcc5+BZIbuQLYeoylK0k9imqiqArSDpkRFaI4RlPPrZRKUcj3\nRk9xdJFxpK1qZM0SZ+rDTcdzusOnB+5kV6ZnuY8VSLa+dEWly7LYlu2kOFMljtecUp+SknKFc80J\ny1zNSShgKtZ5M/R4cwV7epUy5rw9/buLntMY4g528yA98jo0TScSHvWpHHLCXbZvfNxept4zi8jW\nlmiYkJJ3qzVeK5YotfDz6tB19mVcBk1zPgAuRNIS2NElju5iYoMCqhNTtapMVksogKaem+ztwjTf\nHz1FVTRX5PfaJpPhcUbqzVlmt7Zt4eN9t+Noq7QdkGAoKt2WzZDXvunSiVNSUi4+18RfvZRQaWx1\nhRLejRwO1T1Oxcv34DC0Q9jGN7GMZ5vs6QEy9LCbh9jBvTgih9QM4rCN8KyHUlpmu0uPCbsLhN0F\npLXUXkVKyfFanVeLJWZa2K/kNI29GZftlrVAUEBXBZ4Z4epJS2AkqJagrodMx1W8yEZFQTb2Aqtx\nxDOjpzlSnG4a31RVOqw6Z6rHmk7eUQ0+0Sh2XI1YSGxVo8/x6LaymzKdOCUl5eJz1QtLKYI6MBHp\nHAo93gpdqsutTpQilvH3Le3pFTS2sI/dPESP3IOGgVBswkoOMeqhRK23u2SmTr17hrCjDOrS7SAp\nJafrdV4tlploYb/iqSq3Z1x22fZ8oF1KiaKAo0d4uoWttaEqKqohiI2QqbhKHAo0VW2K/xwrzfL0\nyElKi+zteyyTgjjNmVpz//ndXi+fGrhjTUH3WEg8TWfAydFuXXp7lpSUlM3DFSUsvu//U+APgyBo\n7WjYgtdrLgdDl7Mr2NOb2utY5jew9H9osqcHyNDNLh5kBz+FTRYVnVhmqE1nkZNO6+wuRRK1l4h6\nC5hdkqi6tBoeYKRe5+ViidFwqaDYasN+xXHQ5gUlERVTi8gaOraWR0NDMSRYEcWoSiWsJ1XzC7a9\n6iLmubHTHJydbJpDUxT6HThROdIkKIai8eHeW9jfvnNN9SZJjYrOFjdPxkg7MaakXOtcMcLi+/5O\n4N+TLEDWzHerrdNhNWUG0/h2w56+2XNNQWOIvezmQXq5HlWqKFhE9Sz18QyUzcbrmhF6TNTT2O4y\nG+YuytKYxHgY8mqxxOn6Uj8vU1G42XO5wXUwFtzUhQBNFWRMiavnMKSBoktUW1AVNQr1OooCmtq8\n/XSiOMvfnXh3iXFkl2VSlyOcqM40XciQ3c7jg/vpsrItP7fFCCHJGwbbvE6sNJ6SkpLCFSIsjVzr\nL5P0Dvifz38kiaW/jGV8Y4k9PYBHF7t5kJ3cl6xOpIbEISzmEOMuSrR83/iwt0DUXlqxiH86ini1\nWOJ4bak26sANrsPNnou1QBxkI8XYM2MyupsUOGqg2YJYiZiIqsRSoi2aNxKCH08M88p0s2uyCmzx\ndI6X30YsKnZ8qPsGHujy1xwbEULQaTpsy3Sk8ZSUlJR5NoWwNISj1VdkEQTBLPDbwBvAtzkPYdGV\nSUzjmw17+tGm5xRUBrmd3TxEHzeiSFCljoizyXbXtI3Ssm+8JOooEfbMIjIrL6IKccyrxaTZ1uIo\niwr4jsOtnoujLRQUAImlRWR0G0fLoWgKqiVAk8yGFaoyQlMUtEUnN1ot8+TICSYXZXZ1mCaqOsHR\nykTTKqXLzPCZwbsYXKXYcSGxkAy6WQbsttSeJSUlpYlNISzAw8CTLY4f833/s8DngDuBu9Y7cN79\nV+ja4SZ7egCXTnYrD7CL+3GUtiRWohhEpTy1CQ8qSUHfku0uI5rf7sIQLV8zR0XEvDgxzZuF0hL7\nFQXYbdvcnnHJaM0rISkVDDUia2p4WjuqrqFaAlWXlKIapbCOQmI9v5BYSl6aHOEnk8NN8ynADs/i\nWOUdIppXafd07OJDvbdgqmv7VZhbQe3O5em2V94um4vzLIz3XCou59zp/On8l2ve9eL7/ieAPwC2\nAmeA3w+C4L9f6LiKbFHNvVnwfd8GXgJ+JQiCH/m+/xDw1fUE7z/19X3zF6igsEXdi68/zKB6KyDR\n0CF2qE5nqY1aELXe0pG5GmKwBJ3V1TwrqcaCV2cKHCyUiFp8vrtch/35LO1mczV64j4ckzUha+Yw\ndB3NBU2HahwyU6sggVYLhLFKmW+ceI+z5VLT8XbLxDOKnCg3x5HaDId/vPt93JAfWPliFjBXhHlD\nezf5NPMrJWU1NrW6+L7vApPAPw6C4Gu+798HfA/YHQTBiZXfvTKbZcWyHPuBHcA3fd+H5Hxd3/cn\ngVuDIDi1lkFcOhqrkwdwaUdGgihSEFEb4bSHnGldbS9VQdSRZHcJt7HdtdSdfp6w4ed1sFwhbCEo\nQ6bJ3oyb2K/EkmolGVPKpHDSNQQZw8WSNhERQomISzGzUZVQxC025JKb/avTY/xoYqlx5K6Mw6nq\ne0yEi4odc1v4RP9eXNWkMNvsILAckqSa/oa2bkRJMFkqrvoeVVXI5z2mp0uIFu4BF5PLOXc6fzr/\n3Pxz3PvVZy55B8nnP/vQahcugQJg+L6vNB7XgKWFdOtkUwtLEATPAfM/Hd/3HwT+aj0rlkfl79Ct\n7mp4hSkokUFcaaM+5UG1tX+VMKOkkVZ3EfRWHsLNRFISlCu8USpTbSEovUbi59XbWKEsfIUQYGgx\nbbqJo7tolkQ1YySS6WqVigjnK+blogjNTFjjuyMnOVNpXqVkdJ1Oq8bb5cNNx23V4BP9e7m1bUsy\n9xpXq7EQeLrBdZkuDPR127MIIS+bpcvlnDudP50f4N6vPnNZOkje+9VnHn3+sw8t20EyCIKK7/v/\nBPgr4CskezH/NAiCtfZxWZZNLSwtmFPVNdPDnqTyPHKICm2Ekw4s1zc+WyHsLRDny2taxAopeadS\n5bVSmXIL+5VOXeeezja6pbJk/0oKiaJK8qZG1mxDMxVUM7m0clyjGM2lD7depRyaneS5sTOEsnne\nHZ7LaP0YRyvNvVR2eT18auCOdfeWj4Sgw7DZle2aL9BMSUlZF5uyg6Tv+9uB/w78M5J+LB8E/tL3\n/VeDIDhwIZNfUcISBMEzwMoOiItQwk7qUw5itnXhnlQFUWeRsLeAcJbWlbR8j5QcrdZ4tVSm0MJ+\nJa9p7M14bLNMHMeiWqnPq6GUEikha0DOyKBbGqopURRJXUbMRhWEBHWZOE4pCnl65CTHyoWm446m\nMehKjpTebDpuKBofahQ7rlcYolgw6GYYcteeLZaSkrKEzdpB8jHg1SAI/rLx+Fu+738D+AXgty5k\n8itKWM6H2vHWN8Wkb3yh0Td+9e0uSEThVL3OK8USU9FSQcloKrd7HjttC1VZGhGJhMRVBXnbxbJM\nVCsRlBhBIaxQkzGaorBcQsmRwhTfHz1NbZFx5FbXZTY+xZFFLsUDdju/6N+PF5lr3vaaIxQxuzPt\ndK2S+ZWSkrIyz3/2oejerz5zyTtIriHGUgEWf+OOgbV9w16Bq15YFhPlKoS9s01949fC2YagjLWw\nX3FUlds8lz2OPW+/shAhQFEFPbaFZ9modiIoEkkxqlESIZpCy/cCVOKIZ0ZP8Xaxuc2xpapsz+gE\nhcNLih0f6PJ5pOdG8q635gA9JOIppMJNuR6yqT1LSsqG0LjJb7YOkt8E/tD3/V8E/hvwAMkq5uEL\nHfiaEBapLugb7ywby2rJWBjySrHE2Rb2K5aicIvncr3roLcQBQnEIqbd1PDsDLoNSsOIsipCClHS\ndGtxgeNCjjaMI8uLjCOHHIc6oxwuNhc7dpoZHh/Yzxa3Y91bX7EEA4Vb2nqw9CunMVdKSsr6CYLg\nlO/7Hwe+BPyfwAngF4IgeOVCx77qhaW8awzZVkZq69sKmgojXi2VONHKfkVRuNF1uNl1MFsEQ6SE\nWMbkdJ2t7Xmqos5czkEkI2aiGpFobrq1mFoc89z4Gd5cZBypKwrXZW3eKh5ZUux4V/vOdRU7LiQS\ngqxu4Od6UnuWlJRrhCAIfgjcvdHjXvXCEnWW0dYRX5iNYl4rJfYri1FJ/Lxu8VzsZaLrkZBYCvS5\nGZysjpVTqRcgjiWF8Fz6cKtsrzlOlYs8NXKS2ahZ1PptB12b4mDxaNPxjG7zqf47uC7bt+brXEgo\nBD2my45MR2rPkpKScsFc9cKyVkpxzOulMm9XqkvymRVgj2Nzm+fiacsYUQqJpkCPbZFxTVQT5lrC\nl+Mas7XasunDc0RC8KOJs7w2Pd50XFMUbsh5HCkdoVpvFpubsoN8sn8vrr58W4CVCGPBVjfHgNt2\nXu9PSUlJWcw1LyxVIXijVOZwubLEzwtgp21xu+eR01sLihQgpKDNtOjI2CimnC9ZqcchY5WQYlhb\nNn14jpFqmSeHTzC1qEq+27JpM8scKBxsOm6pOh/v28ttbVvOe5URC4Gf6aDd9lZ/cUpKSsoauWaF\npd6wXzlUrrT089pimezzPNqN5T+iWAg81aQra6PZoDQyswSSQlgmRJCxEnfkxVXz82NIwYuTo7w4\nOdL0CgW4qS3LsfI7jJSas7p2uN18evBO8ussdpxDSIki4Za2Ppw0SJ+SkrLBXHPCEknJWw37lVoL\nQek3E/uVbmP5G24sBBYGfRkPy1VYGOsuxVVKcR0FZdWsrIlalSdHTjBWaxaOdsNkwI05UHij6biu\nqHyg52bu6dh93lXwsZBYqsZN+R50tfUqLCUlJeVCuGaEJZaStytVXi+VqbSwX+kydPZ5HgPW0o6P\ncwghUVHpdjwyGY2F9+VQRszMVc2vctMXUvLa9BjPTwwvMY68KZdjuH6MNwrNxY79dp7HB/bTa+fW\ncLWtiWJBm2njZ7vSIH1KSspF46oXFiElRytVXi2VKMZLBaVd19iX8RgyzWVvtlICUiFn27R7OtqC\nxUyy7XWu6dZqbRim6zWeGjnJmWqzcWRON9iZ0Xh99g3iBZtiCvBA1/U81H3Dkv4r6yGKBb22x/ZM\nx3mPkZKSkrIWrnph+buJSWZa2K9kNY29nssO21pRUISQuIZNd85AX7SYKcU1ynENUJatmj83luTg\nzAQ/HD+7xDjyhlyOmeg0r8xONB3vMDweH9zPVrdz9QtdgVDEbPPa6HPOf7WTkpKSslauemFZLCqu\nqnK757LbsZffspJzsQiTjryJ6zS/bj3bXgDFqM53R05yYpFxpKvp3Nhm89rMIeqy+TzvzG/nw323\nYZ1HseNCojjmulwXed25oHFSUlJS1spVLyxzWIrCrZ6Lv4z9yhwiFqiYdGUtcp7S5HY/t+1VkRH6\nGra9pJQcnBznOyePLTGO3JPJEjHGT6bfaTqe0SweG7gDP9u/7mtcTCQF+7r6qRWjy96TIiUlZfPh\n+/77gT8CdgEHgX8VBMFPLnTcq15YbFXlBsfmRtfBWKGYREqJIjRynkt7RkVb9NKF2V4rCdMc5Sji\nmbFTvLPIONJWNW5rz/DazGEqornY8YbsAD/dvw/vPIsdz11L4hJwR+cAnmlTY/VujykpKdcWjX4s\nfwv8OvAXwKeAv/d9/4YgCEYuZOyrXlj+UU8XmlyuiiRpuIVUcW2X9qyKuegTqYqQYsMscq0pvu8V\nZ3h69BSVRcaR270Mjl7g+anXm45bqs7H+m7n9ratF5ytFQuJoxnc1NazopCmpKRcOu77ysQlb038\nw5/vXG2b4iPAgSAI/rzx+K993/914LPAf7qQE7jqhWU5pAQEmIZDPqPjLXKIjxHMhBUiEaOuYBa5\nkFoc8+zYaQ4XppqOG4rKHR1tHCoEzCzq7Ljd7eLTA3fSbl549XskBO2Gw55sZ5pOnJKySbjvKxOX\npTXxfV+ZePSHP9+5kp27StKTZSES2HOhk197wiKT3vG6YpFrM8k5zV2DJZJiWKMk6uiqgrpaIKXB\nyXKB746cpBg12+tvy2bpMKo8P/Vq06pJU1Qe7b6J93Xu2ZCWv2EsGHCybPXyFzxWSkrKhrIpWxMD\n3yHpx/I4yZbYx4F7gLcudPJrSlhkLFAwyHo2HdmlwfeFPVL0NQpKKAT/MH6GA6guPr0AABY3SURB\nVDPNqcKaorC/o4Oj1Xd5eXq66bleq43PDO6nz94Y48cojtnhdtLrpp5fKSmbkE3ZmjgIgnd83/8Z\n4N8Bf0LS+OtvgemV3rcWrglhkUgQOp7tkm8RR5nrkRKvY9sL4GylxHdHTjAdNgfh+2yHbR68MP1K\nU2W9AtzXeR2PdN+4IXYqQoKC5LpcD+1m2u0xJWUz8sOf74zu+8rEJW9NvFqMxff9DHAiCILbFhw7\nAHztQk/gqhcWFQ3bsMl5Gu6iAkeBpBhWGj1S1DVve8VS8MLECC9PjS4xjtzf0cmZ6jGen2peweQN\nl8cH9rPd67qwC5o7dwkaKn62E89Y3oYmJSXl8tO4yW+21sRdwI98378feBP4VaAD+PqFDnzVC0tP\nTxZPiZLsrwWU4xrFqN7okbL27KnxWoUnh08wXq82He80LW5ss3h+6nXqojledkd+Ox/pvRVL2xgn\nYSEktmqwJ9eJrV31P8KUlJSLQBAEx3zf/+ckK5RO4GXgA0EQLA7or5sr4q7k+/6ngD8ABkhU//NB\nEBxYy3vbPQgrzK8smqrm15GNK6TklalRfjwxgliUvLyvvYPZ6Cw/mDjbdNzTLH5u973s0LsQ6+hi\nueJ5CElOd9iZyWMs03QsJSUlZS0EQfAE8MRGj7vphcX3/b3AfwU+HgTBj3zf/7fAVwF/PePECIph\nhaqM12QWuZDpeo0nR04wXG1OFW4zTPZ1ZPjx5CFKcXODrusz/Xxq8A76O9opzF7wFwAA4ljQZWfZ\n5rWt6k2WkpKScrnY9MICfB74syAIftR4/O+B7/q+rwRBsKZlQCmqMhvW0JTVzSIXIqXkwMwE/zB+\nZkkzsFvb2pHqFE+PvdJ03FR1Ptp7K/vy29e1xbbyeST/Br08A3YmrVFJSUnZ1GwKYfF9XwOyLZ4S\nwF7gG77vPw3cCrwK/C9rFZXhSgERhev+hl8I6zw1cpKTlWY7lIyuc09nOy9OH2IqbF7BbHU6eXzw\nTjrMzLrmWgnZMLoccvP02JcioSQlJSXlwtgUwgI8DDzZ4vhxIAL+BUnxzkHg94Gv+75/cxAES/3w\nFyGlIMnXWluMQ0rJW4UpfjB2mvqihmA3ZNvImmW+O/Zic7EjCo/03MR9nddtSLHjHEJILNVgq9dG\nPk0nTklJuULYFMISBMFTJPYCS/B9/yDw10EQvNJ4/HvAb5DEWN5cy/iqqtCiaeQSylHI06Mnea/U\n3L3RVjXu7+7itdm3OFRqNpXstXJ8dugu+u2lFe9z6cuqqiRrr3UgpCRj2GzPtJE5z3TipvkvA5dz\n/mv52tP5N8/81yqbQlhWIQAWfl1XSZYga/7JOYsLWFrw1vQk3z5xdIlx5PX5PENZeOrMi8QLGnQp\nwMP9N/KxrbdjrFLs6GXWt9oQQpK3HXZmO3D0C/8R5fOXtyL/cs5/LV97Ov/ln/9a5UoQlr8Avuz7\n/hPAa8AXgCAIgjUXG1XKdYRovRVWiyO+P3aaYJFxpKmqPNDdw5HiOzx5erzpubzh8vjgnez0eqgW\n6zRXtJxDVRW8jE2pWF12/sUIJF2mR5duUZmtLnGIWw+qqpDPe0xPl9Y8/0ZyOee/lq89nX/zzH+t\nsumFJQiCv/N9/9eA/wYMkRTxPLaeMYSQtDLOP14q8NTISUpxs3HkVtfDz5k8M/4StUXFjnvbtvHR\nvtuwNWP12hRxbv7VXptU0kt67Tb6nQwqyoY15xJCXtZGX5dz/mv52tP5L//81yqbXlhg44t4QhHz\n3NhZDs4uNY68v6uXs7UTfGf0TNNzrmby0/37uDE3uFGnMY+QYCoavXaWXttN04lTUlKuaK4IYdlI\nzjSMI2cWGUf22y772j2+P/4qxUXFjtdl+nhs4A6y+sZnZsVS4mkmvXaWLivtS5+SknJp8X3/LuD/\nC4JgsPG4HfhzkmzdGeD3FzQDWxPXjLBEQvDjiWFenR5r2hRTgfd19VKKR/i7keYkM1PR+EjfbdyR\n335RVhGxkOQMhz7bS9OJU1JSLim+7yvAL5EUnS/8pv1/AbNAD3Ab8G3f9w8FQfDCWse+JoRltFrm\nOyMnmFxkHNlt2dzb1c6z4weYDEtNz21xOvjM4P4NLXZciBCSDtOjz/bOO504JSXlyuCJL5UueWvi\nz/2mt1pw6XdI2hB/AfhfYd5K/6eBPUEQ1IEXfd//S+AXgFRY5nhh9CwvjJ5tKiNRgLs7u1HUGf72\n7POLVjAKj3TfyH1d16EpG98zPqmkh24rS4/t4W5AOnFKSsrm5YkvlS5La+InvlR69HO/6a3Umvi/\nBkHwRd/3H1pwbA8QBkFwbMGxI8Cn1jP5VX9Xe3602XE4b5g81NPN81OHOFttbpTWbWX5zMB+Bpz2\ni3IuQoKpauR1lz7HxUot71NSrgU2ZWviIAiGWxz2YEmVQ5l1rrSuqTvb3nwnHVadrw8/TySbS+Hf\n17GbR3tuXrXY8XwRQuJqJjnToc9yU8v7lJRrh03ZmngZyjQXpEMiKsUWr12Wa0JYMrrBo729vDYT\n8PLsWNNzbbrDpxvFjhcLgSSn22QMiz4nk1rep6RcQ3zuN73oiS+VLnlr4jXEWFrxNmD6vr8lCIKT\njWM+6+x+edULyweHhjBFhW+NvEBVNBdC3ta2lY/13YajXbzguZCSdsPFUQ36bC+tUUlJuQZp3OQ3\nW2viJQRBUPB9/2+BP/B9/5eBm4GfAz6ynnGuemE5UznOgamTTccczeST/Xu5OTd00eaVElAkvXaO\nUIR06nYqKikpKZuVhaubXwb+BDhFsgX2W0EQvLiewa56YVksKru9Xj41cAc54+IVI0oJmqrSZXnk\nLAtdGKmtREpKyqYkCIJnSGpW5h5PAT9zIWNe9cIyh6FofLj3Fva377yoK4e5IH3WcGgzTHocl8nK\nuuJeKSkpKVc014SwDDntPD6wny6rVZPKjSOWkpxh4WoWedOi3bIu6nwpKSkpm5GrXlh+Yfd97DZ7\nUNbevuW8EFLSYXiYqk6XZePqxkWdLyUlJWWzsvGl5ZuMm9uHLkoF/UKkhG4zg6npdNtOKiopKSnX\nNFf9iuViIiToCnTZOYSU9FkuZlr4mJKSco2TCst5IiTYqk6H6SGRDLmZi74ySklJSbkSSIXlPIil\nJKtZjf4skgEng5rWqKSkpKQAqbCsm1hI2k0XWzPQFYXetJo+JSUlpYl072YdCAHdVgZL07FUjT4n\nk4pKSkrKFY3v+3f5vn960bFO3/ff833/xvMZM12xrIG5Hiq9ThYkeJpBZ9pGOCUl5QpmuQ6Svu/f\nR9JFctv5jp0KyyrM9VDpND2ElOQMM20jnJKSsi5GPn/pO0j2/ul5dZC8D/gq8G+AL5/vCaTCsgJz\n9ix50yWSgnbTJpe2EU5JSVkHI5+/PB0kRz5ferT3T9fdQfIgsD0Igprv+6mwbDRCSNoMG0+3iaWg\n20oLH1NSUs6LK6aDZBAE061eu142vbD4vq8BfwT8LElnsxeAfxEEwdGLNaeUkk4rg6XqxEh6bBc7\nbSOckpJyflxJHSQ3hCvhbvlPgI8BtwPjwB8D/zfw/o2eSEpQgB47h4ZKLCX9dtpGOCUl5fzp/VMv\nGvn8pe8guYYYy0XjShCWWZK0aB3QAEHywW0o8z1UzAwqChLJoOul1fQpKSkXTOMmv+k7SG4Um0JY\nGttdrTztRRAEf+X7/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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "For individual months one by one:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.lmplot('AO', 'NAO', ind, hue='mon' , col='mon', col_wrap=3, size=4)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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bVCSJp3eSn3kFP3cN0CTSO9d1LptBkizR+hqZnSr5pP7kEewJcwOhiyUsWF9D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KJBI3AH8JXAW8BXwymUw+f36vynA+eWpimNFClvFinoI8Mw0JtBBqcV3itstlLe1c3d7dMKpU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ArBkooaP5kn/shUe+Nh1S/16/O17jnpEpVPzheh5tvGH8dzRG+ehMo2w+nGgaCnyCqVSiHw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\nznUU5hs2PhGSWCCHugSmK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