{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inversion with a configuration file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook we show how to use a configuration file to run Hazel in different situations for inverting Stokes profiles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## On-disk inversions\n", "Let's first a set of observations obtained from the GREGOR telescope as example. The observations consisted of a scan of an active region in which filaments are seen when observed in the core of the He I 10830 A line. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2018.9.22\n" ] } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as pl\n", "import hazel\n", "import h5py\n", "import scipy.io as io\n", "print(hazel.__version__)\n", "label = ['I', 'Q', 'U', 'V']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First read the observations and do some plots. The wavelength axis in the save file is given in displacement with respect to some reference wavelength, in this case 10830.0911 A." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['heperf', 'lambda'])\n", "210\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/scratch/miniconda3/envs/py36/lib/python3.6/site-packages/matplotlib/figure.py:2362: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not compatible \"\n" ] }, { "data": { "image/png": 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\n", 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n3rIk6+fvWTMbt/x4C+584SD+5u3Li71UIoDhlIbf7TqJt66YhqpY/r+2i5prcN05M3DvpiOIRRQcOD2If7txtWOb6ngElyzxt1WEZeWsOuxpH9sCmXOOe146jHNm12HtfNNzfPasOixsqsYTb5zEBzfMx6M72lATj+BtK2eUebUEQYwGPccUuGRaR1IzrOhTdzQqUZ4Ui0FHBdn5VV5LsZdEHmTCl0uWNOGKZc34+att0CbjGJ0xxD9v3Ivu4RQ+cvGCUe/j765bgajK8N2nD2D13Aa8Z83swi1QYsXMOhzsGHT4yMYam1u7ceD0ID580QKr8Y4xhrefPQObDnbhVH8CG3edxLXnzEBljLzHBDEeER9bfkLKXUEeIIGchUixKFcF2atabFksqEmPKCd/csE8nOpP4rn9HeVeyqQiqen4zAPbcem3n8Ul//os/nfzUXzi0oW44AwyhudOqcJ//+laLG6uxjfffXbRurVXzqxDWuc4cHog98Zl4pHtZnX4HatmOW5/+9nToRkcf/XwaxhManjv+cU5iSAIovhoRrA9IKkZSOm2QKYKcjZ2Bbl0xxQCWVWYVEEuvcWCBDIRyFUrpqGpJoaHth4r91ImDZxz/O3PX8dvXz+Bc2fX48KFU/DFa8/CX73tzL2wFy2eimf+6kqsmtNQgJV6Iyw9Y9VmMZLSsXHXCVznUR1ePacBc6dU4sWWTixsqsaGhVPLtMrwMMauZYy9yRhrYYx9KZ9tgu7LGLubMXaaMbbbdfthxtguxthOxti24jwqgjhzjBxxYElNh25wDKfIYuFHOSwW4nWoiqmWB5lSLIgxR1RV8Mfnz8GPXjyE0wMJ6uYvAfdtPoJf7mzHX79tGW5769JyLydvFjZVoyKqjNlGvSf3nMRQSsd7z5+T9TNFYfjVZy5F73AKsxoqx3wmKmNMBfADANcAaAOwlTH2GOd8T65tALyZ4773APg+gHs9Dv0WznlncR7V5EY3OBQGytwOSUozEFWZ5/OVK4EhmXY25w0kiiuQRaNZOf+u5FqD+/2XKkeTXsIWyF4nOYZH414xoAoykZMb182FbnA8sv14uZcy4TlwagD/9Nu9eOvyaZ6Nk+MBVWFYObMOu4/3lXspnjyy/ThmN1TiwoXedpUp1TEsaq4ZL7nH6wG0cM5bOecpAA8CeHfIbQLvyzl/HkD3aBfGGLuVMbaNMbato4MsWmEYTGpY/Y9P4vkDdO4RBs45ln31d/jSL3Z5/lyIOsOnHSIpvMcJc3TxUKq4AvnK7/wB6771dFGPkYuv/mo3Pp2Jd3UzlNRw3jeexDN7T1u3aWX0IFfFItZr5xDIlge5uOsggUzkZMm0GlywoBEPbT0G3eDoGEji/i1H8HIL/REvNN//fQtiqoLb37dqXFeQVs9twK7jfWOuufN0fwIvHOjAe9bMHvPV4ZDMBiD7n9oyt4XZJsx9veAAnmSMvcoYu9V3I87v5Jyv45yva27OzucmsukdTmEwqaGtZ7jcSxkX7D5uXqV6aJu3BVD3yNCVEekV/ZmK5VBSL/QSHRztHramnpaLY93DOO6T99w1mMJAQnMMeiqPxcJ8HSqjquQ3tn+uUwWZGEt85OKFONQ5hH978k285Tt/wFce3Y1PP7CdciNHyeO7T+CG772AC771tBVmf7Ivgd++fgLvXzcXU2viZV7hmXHe3AYk0gbePFX+Rj15OuSvdrbD4MB7Jk7znZfKd39q+G0T5r5eXMI5Px/AdQA+wxi7PMR9iBBY1bJSdkSNY57ccxIAcNEi714BUfX0mxCb1EprsRgL6Ab3FbvDafPxC082UK4mPbOiryh2AolBKRbEWOW6c2bg7Fl1+O8/HERFVMF//Mlq9A6ncd+mI+Ve2rhjS2sXbntgB1Kage6hlDUC+p6XD8PgHB+9ZEF5F1gAzptrNgG+dqx8NotdbX14/x2bsPjLG7Hun57GLT/egv/3xD6cP68Bi5tryrauAtMGYK70/zkA2kNuE+a+WXDO2zNfTwN4FKZVgygAVmWM9HEonnzDHA1d5RPFaHuQs3/GObfj3YTFYhIUfDSD+76/ROV2WLKapLRyWCzMdRiGd6Ol+JZSLIgxgaIwfOWGFWiqieM/b1qD96yZgyuWNeOuF1qtM0wiN4NJDZ95YAfmTa3CLz59MW5cOwf3bz6KHUd78L+bj+C6c2da0+3GM/OmVKGxKoqdx3rKcvxEWseHf/IKWjuH8InLFuHyZU1o7x3B+9bOwR0fXFuWNRWJrQCWMsYWMsZiAG4C8FjIbcLc1wFjrJoxViu+B/A2ALuD7kOER88RS0bYtPeOWFeokj6Z60FxYPJ9RFPYSFofc7awQqMb3LeiPpISAtmuIGs5hq0UA3GiYnBbzHuNmvZ7HIWCUiyI0Fy8uAlbv3KV5Y29cd0cPLe/A3va+7F6bvFiwyYS928+gs7BJO780FrUVUTxuauX4ne7T+LGOzZBM7g19ni8wxjD6rkN2HG0tyzHf2xnO7qHUnjgkxfi4sVnPh1wrMI51xhjtwF4AoAK4G7O+RsAwBjbCOATnPP2gG08b8/87GcArgTQxBhrA/APAH4P4NHM34AIgAc454+X5MFOAkoVXzUR6BhIWt8LL7EbMWra6/mUBbJsrRhK6aivLHztMJEurr85LFqAxUI0KcrNiuUcNW1w7uk31j18ycWABDKRF3LjmBhasfVwNwnkEIykdNz1QisuW9qE8+eZ441n1lfi7o9cgA/+aAvefs40LJ/hPRZ8PHLpkib802/34sCpASydXluy43LO8ZOXD+Os6bW+3sSJBOd8I4CNHrdfH2Ibz9szP7vZ55CrfW4nzhA9QNARTkSVsTKq+laQg55PWVQ7BHJSQ31ltJBLzTpGOdENw9diISrII1IFWVgsyjEoxODwzEE2yINMjHWm11Vg3pQqbD086iSoScV3n9mPzsEUPnuVM9t47fxGPP/Ft+Df3z+xdMd71sxGVGUlHzJzsGMIe0/044Mb5o3rJBBi8mGQBzk0Yiz01JqYlWfsJijmTb6PPGK6WI3n/Rmfc7nR9DAVZA+LRQnflA6LhZH9O2FN1yMPMjGWWbegEdsO9xTdCzTe2X60B3c934qbLpjrOS66uTaOeGRc5O6GZmpNHNesnI5Hdhy3mmFKwY6jpu95wySoHhMTC2EJGI8e5P5EGlfe/nu8eqQ0fQdCRE2tjuW0WHhVGp0WC1u8Fk0gj4wNgWx6kJ233fV8K/78f1+VKsgaHtp6FDffudm2WJTwM168BpxLYphnWyyKfaWFBDJxRqxfMAVdQym0SrmJRDbfe+YAptbE8ZUbVpR7KSXl5vXz0D2U8s0pLQY7j/WiNh6ZSEkVxCTBrniOP4F88PQgDncNY3+Joh2FQJ5SHfNv0gto5vKzWAwWyQrRP2YsFtkV5N3tfXjlULfVnDec0rHzWC+2HOqyihtlqyCTxYIYr6wTPuRDZLPw41j3MJ7b34Gb189DbUXhvW1jmUuXNGH9win4z6f3lywze+exXqyaWz9RBoEQk4jxbLE41Z8AACRL1IxmWyzivgJZ87g8L3CkWCSdHuRiMFYqyF5NeprB0Z9IWxaL4ZSO/hENBrdPHkrpi5eb9KxIN48UC7JYEGOaxc3VmFIdw9bD5YnzGg/cv+UoFMZw8/q5uTeeYDDG8HfXLUfnYAoPvnK06McbSenYd3LAymEmiPFEqQYgFINT/WaqhJ9YLTRDSQ2qwlBXEfUV5UGxebIHWTc4Yqoph4rtQS53W4Ru8CxPtq5zpHWOrkFzyt9wSrPW2zNs3laq96SmG0ikRdVaOmmUK8glSrEggUycEYwxrJvfSI16PiQ1HQ9vO4arlk/DzPrKci+nLKyZ14izptfi2X2ni36s3e190A2O8+Y2Fv1YBFFoSpXvWgxOigpyiQTyYEJDdUxFRVQJSLEwv+ayWACmVQMopgfZ3G9NrLzhYZphZD0fotJ+ss98DYeTulXx7hk2v3o1OhYDedw3l3KQnU165EEmxgnrF07B0e5h6xIbYfP47pPoHkrhgxvml3spZeXK5c3Yeri76DaL19vMyX2r59YX9TgEUQz0cdykd6pPCOTSWCwGkzpqK6KIR1RoBvcc8BFYQXaJ6saMQC6axSJTkY1Gyiu7dI9JeuJ5Eic5w2kdfRmBLDzIpXpPyu8fg3sPeylVXjgJZOKMkfOQCZNEWscj29tw1wutmD+1CpcumbjDKsJw5bJpSOscL7V0FvU4e9r70Vwbx7TaiqIehyCKwXgeNW1VkH0i1wrNUFJDdVxFPGrKmJSHQA7rQQaA2ngEMVWxxhwXGlGRLXfGtZ8HGbAryLrB0ZmxWwhKte50Zi2MCQ9ydrU4aEJiISGBTJwxK2fVoTqm4sUDxRU/44n/23YMX3j4New+3o8PXbRg0jeMrVvQiJp4BH94s6Oox9l7oh8rZk6cYSvE5ELXx++gkFOltlgkNVTHI4hnKrJewjzoUrzbtxyLKKipiGAwWZxmOpFiUe6rA7ruVUE2bxgMyIMu1XtSXAmIqUqmguxco/w9VZCJMU9UVfD2c2bgt6+fcEzgmcw8uecUFjZV47m/uRIfvXhBuZdTdqKqgrXzG/HaseKNnk5pBg6cHsBKEsjEOEUvUWWsGNhNeqWyWGioiUes/HgvYa4FnHC4t49FFFTHVYcHtpBYFeQyv7aawX09yEGU6j2ZzrxmsYiS8SB7DQqhCjIxjnjf2jkYSGp44o2T5V5K2RlIpLG5tQvXrJyO+VOrJ331WLB0Wg0OdgwW7Y/awY5BpHWOFTNLN9aaIAqJUaLKWKEZTGpWxbGUKRY1cgXZQ5jreVgs4hEFMVUp2lAj4UEud0KJVw6y/DfZ7+OqVAJZTO6LR5RMDrJ5u8NiEfC6FhISyERB2LBwKuY0VuKBV46Oyw7sQvLCgU6kdY6rlk8r91LGFEun1yCpGTjeM1KU/e9p7wcAnD2LKsjE+MTyII+zCrLwrgKl8yBbFouoEMgeTXoBlUYhqKtiZgU6FlGgKqxoQtD2IBdl96HRDCNrDXIFeUp13PN+pVq3qPoLiwX3atIr0e8JCWSiICgKw8cvXYhXDnXj8d2Tt4rMOccDW46isSqKtfMpakxmyTSzsnvgdHEmbe090Y+KqIKFTTRBjxifBFU8xzKnpQSjslksPIS5EH6eMW+Z7WsrzNi1mKpAYaxoFV7hQS7nyY+RSbDIriDbz11TTcz7vqVq0hMeZKuC7J9iQZP0iHHDLRvmY/mMWnzjN3swnBobYzVLzaM7juPFlk785dXLEFHp10tmyTRTuB44PVjwfXPO8fTeU1gztxEqWVqIccp4HRQiEiymBox9dvPzV9vw3af3Z91+vHcEH79na2DcGuc8lMXCGknssaSkZiAWUSyBLSrIxRKwooJcztdWHNu9BFG1BYDmWu8KcuksFrIH2T5ZlE9yvKrKxYA+wYmCEVEVfPOPzsGJvgTufvFQuZdTUpKajs8/tBN//X+v4fx5DZM+99iL+sooptXGceBU4QXy1sM9ONw1jPetnVPwfRNEqRivg0LEOOJpdRWhBfLju0/i0R3Hs25/7Vgvntl3Goc6h3zvO5LWYXA4Uyy8mvQCPN1JTTd9x5n7xyOqabEownPPObfWx3n5Xl+/9AdZaDbV+FksylxB9hg1XewlkUAmCsoFC6bgmpXTccdzregaTJZ7OSXjsZ3teHTHcXz44gX40YcvoCqmD0un16Clo7ACuWswiZ+8dAg18QiuO3dGQfdNEKWkVN35hUZUb+sqIqEtFklNx7BH6pF47EH7EQ2BNRURxKOq7/ZBcWBJzUA8oloCOxbJWCyK8NyLXYpx1uV6ef1OGJwC2bZYNFRFAZjPTckqyA4PMrdEsHwVoFRpLySQiYLzxbefhcGkhoe3tZV7KSWBc457Nx3B0mk1+No7VlojS4lslk6rRcupgYJVUH636wQu/Odn8LvdJ3HjujmoKvMYV4I4E7QAS8BYRvh56yqjoZv0Emkdwx42CksgB+xHRLHVxNXAHORAgZw2HBVky2JRhLKkWEdUZY7/lxo7Z9t5u+ZTQZ5ZXwlAJEoUf33mWuQKspRYIS3Ass6QB5kYbyydXovVc+rx+O4T5V5KSdh5rBfLgFH2AAAgAElEQVS7jvfhQxcvAGNUOQ5i/tQqDKV0dA2lcm+cgx1He/C5B3di1Zx6PHjrBnz1hpUFWCExGRhOafjcgzvQMTC2rnIZ49RikdQMKAyojqmhLRaJtIHhtO6byRu0n8GMpaM6FmyxCI5501ERVayqbjwjkGU/bqEQoluMmS6kCE9pBr7w8E4c6x7Oua0Qn+7n3MtiEY8omFIdzXxvVulL0WAocpDjERWGwaXpkpJAFtFvE7WCzBi7ljH2JmOshTH2JZ9tPscY280Ye4Mx9pelXiMxeq49ZyZea+tDW0/uX9rxzuO7TyKmKnjPmtnlXsqYZ25jFQCgrQBRb/dvOYqKqIK7P3IBNiyaSrYWIjT7Tw3iVzvbseNoT7mX4mC8NumZfl4VFVE1tMUikdbBuSmUZYToSaTDWSwqAiwWQhB6CSnLYpG5fzyiQGXFriArjv8XgraeYTyy/Ti2HOoOvY7sCrL9GtRXRqEqDHWVUdTEzStyFZkovVK8LzVpUIjDYiF7kD18ycWgLAKZMaYC+AGA6wCsBHAzY2yla5tzAHwSwHoAqwG8gzG2tNRrJUbHdeeYXtDJEPn2Yksnzp/fYP0xIfyZM8W8ZBem2hGEYXA8t78Dly9rRkMVWVqI/CjVqNp80QIqnmOZpGYgHlUQjyjhK8gZQetOPApTQRYJFzU5mvSE7vP1IEsV5GLmIAshF82cxBfyfad5WBBybhtQQa6Kq6iKqairiKDaEshq1nbFIsti4ZF5PNEHhawH0MI5b+WcpwA8CODdrm1WANjMOR/mnGsAngPwHq+dMcZuZYxtY4xt6+joKOrCiXAsaKrGsuk1eG7/xH49uodS2HOiH5csbir3UsYFcwpUQd5zoh8dA0lceRYNYyHyx2t87VjASwyMB4SfNx5V8/Agm9u5G/VEJm+YJj1zUEhQDrKR2afXms0Ui3jEtlgoCkMRHBbW62lZLAroMQ8ap+1GTn+QbRayB7kqFjEFslRBFs9RKc4nLYuFq9ouvy56HicFZ0K5BPJsAMek/7dlbpPZDeByxthUxlgVgOsBzPXaGef8Ts75Os75uubm5qIsmMiftfOnYOex3nH3xz4fNh3sAufAJUtJIIehJh5BY1UUx87QeiNOvK5YRr/vRP7Y+bhj62+THlDxzIeOgST+/pe7izY22Y2wWJgV5Gxfsed90qKC7BbIITzIGYFcG3rUdLgUC5U5feDffnwf9p8688FGWRaLAirNfGw5shCWN9d1jsrMiUZ1TEV1LIK6imyBXBqLhV1BBrzF8ERPsfAyCzoeKed8L4BvA3gKwOMAXgMwOadPjFPOn9eAgYRW8FivscRLBztRG49g1ez6ci9l3DB3StUZWyw2HezCipl1vqH2BBGEV+PPWKBQMW+bW7tw3+YjaO0szd9eU2wqVtqBFmL9iYwAHvKzWARUooV4jkdURBQGhQWPmvacpKe5UixU1WGxGErp+J8/HMRTe07lfCy5KKYHOR3gs85eh/0cGa4K8hXLmvFH583CvKlV+MCF8/De82eXxWKRlgaFiLW51+vlSy4G5RLIbXBWg+cAaHdvxDn/Mef8fM755QC6ARwo0fqIAnB+ZtTy9iNjqxGmkLzU0okLF02hqXl5MKexEsfP0GLR2jGI5TNqC7QiYrIhdMJYqyDnc7k8CPG4ipHI4IXtQVat/wdhGNyqbo/4VpD9LRZC6EVUBsYY4hHv9Azx+L2EVFLTEY+qjpg3RWrSExXuQlwBtTzImZi3QqaU6HlcDZFPXOTNdYNjYXM1vnvTGsQjKj5x2SK8+7zZUpNe6VIsrAqy22LhGDXtf+JTSMr1qb4VwFLG2ELGWAzATQAec2/EGJuW+ToPwHsB/KykqyTOiEVN1WioimL7GOsULxTHuodxpGsYlywhe0U+zG2sQlvPyKj/2CbSOtr7ElgwtbrAKyMmC6W6RJsveoG80UIIpUsUqGxZLKIikzg4yUIWs1kWCyFQA0S2eHwiuSYeVTyPGRjzljayPMhyBVkcvxBVymJaLMRrHOZcSD5hclaQDUQ8UoDcFotSXHGRUyzMtWWfNE5oi0Wm6e42AE8A2AvgYc75GwDAGNvIGJuV2fQXjLE9AH4N4DOc84mptCYojDGsmduA7Ud7y72UovDywU4AIIGcJ3MaK5HSDXSMctLi0Yw9Y0FTVSGXRUwiDI8P3bFAobzRosIaxupQCNxiM1cFWY5wc6dYiGEWQfsQ2whR55eeYZ1w+Ma8OQeFKNKoabG/QlRNxRULd1XUi1/tPI6XWzo9f5bUdPzL7/ZaHmx5X+EsFtk2BcPgMDg8YzKry+BBThtuD7JotMxOsSj2BZKyXRfmnG/knC/jnC/mnH9Luv16znl75vvLOOcrOeerOefPlGutxOg5f14jWk4Pom84Xe6lFJyXWrrQXBvH0mk15V7KuEIkWYzWh3yocwgAqIJMjBr7sm2ZF+KiUN7o0leQhUAOZ7FIaLJAdlZ+bQ+yfxU6q4LsY7EIatJL6waiqoKYaq45JnKQXRaPQpxkWBaLECkW//VsC+7bfMTzZ2+09+OHz7Viq5R5HGQjceO0WDjv51VBXjOvAVcsa8bymXU5110oNGlQiPx/+WUoVdoLGSeJoiJ8yDuOTaziv25wvNTSiUsWT6XpeXkyp9HMQj7eOzof8pEuEsjEmVGqQQP5Uqh85tJ7kHVHIkSuYSHycJAh17hpI5TFwoCqMOtvr0jPcBN0IqQbHBGFWbYQy2KROb5YY0EtFiFykA3OfUW5lx9Xy+Oqg+4lkK2TjWw5OL2uAj/92Ho0VpkT9UqZYuEey+2wWBQo7SUXJJCJorJ6bgMYw4SzWWxp7ULXUApXr5xe7qWMO2Y2mAK5vTcxqvsf6hxGY1UU9Zk/2gSRL0Yel6VLiX25/Mz2I4SxVoqSH6QmPcuDHN5i4W7SCzMoRDO4wxJgepD9K8hezVyaYUBVmWPUtMKY9dwXsknPGjUdwoPMub/Y9Yp0E4Iy3KAQOcVC3OZfQRYomRORkoyaNjiiKrOO6XUCUKi0l1yQQCaKSk08grOm1465ka5nyq9fb0d1TMVVy0kg50tNPIK6ighO9I2+gjyfqsfEGVDqJr1EWsf3nz2QM5e4UKOmxX7SRa4g/+LVNrx5ckDyIIe0WEgCecglkN0WBy90nTsEXTyior0vge8/e8Ah4vwmxwF2BdkZ82aLSPEYCmKxyBoUEiSQc1eQvYZ8hHnPOD3ImfvpTruKF5ZADvm+HEpq+MHvW0b1+6XpBiKKArGcoBQLqiAT45418xon1MCQlGZg466TuGbldFTG1HIvZ1wyq6ES7aO0WBzuHMLCJhLIxOgp9ajpbYd78J0n9+O1tuAraYWaECZEU7EtFl9/7A3cv+VI3hYLWUCPjCIHOauCHFGw90Q/vvPkfhw4bWc/BzVzmftQsGZeAy5ePBXT6uJQFcW6fF/IJj07xSJjGwi0WPgf08syouWRg+wV86ZJkXl+iOc6rOB94UAnbn/iTew90R9qe5m0zhFRGRRFVJDN9clPGVWQiQmDGBhycIIMDHnhQAf6RtJ413mzcm9MeDK7oRLHR2GxSGo6TvQnMH8qJVgQo6dUH7CCtEcnvhcFa9LTRfWzuBaLpG5gMKFlN+nlYbFwV5DDTNIT1V+BEOYA0J+wG8L9KsiGwcG5aSs4e1Y9HvjkBlREzQqy7YE211UI361lsVByp1iYHmTvx+7lnc+nSU/3iHmzPcgBFeQQ3mkZsf7RNIlqhtk8KfzlXldVSjUqngQyUXTOyUyZ2zOKs8mxyGOvtaO+MopLl9CY49Eyq6FyVBaL9t4EODezlAlitIjP7VI16fGQwrdQ8VVCGBZ71LSmGxhIatke5JwWC7mCnP+gEFH9FZwesCMj+0dsgexXkXenYAhUJuUgp8Od1ITBtliIQSH+2wZ5kL288/kksnilWITxIKuWWM19DHlNo7GnaBn7jFiOlweZLBbEhGFxcw1iqoI97eNfII+kdDy15xSuP3eG5V0j8mdWQyV6h9NZHey5aOsxo+FEEgYBMMauZYy9yRhrYYx9KZ9tgu7LGLubMXaaMbY73+ONBV5q6cSutj7Pn5W6Sc/qus8hMGSPaWvHIJ544+Qojzd6gRIWkZ/bN5KGbvA8LRbmz2viEf9R04EVZOdgizekzxa5guwnpHQfUagocsxb4QRyVpPeGXqQ5ceTzkMseuUgB6VYCMTTFFaQWh74UZygpXWOqKpYvmevx1yqSZj0CU8UnVhEwZJpNROigvzMvlMYTul452qyV5wJsxoqACDvKnJbZkT1nClUQQYAxpgK4AcArgOwEsDNjLGVYbYJcd97AFyb7/HGCt/8zR5879kDnj+zm/RKs5awFS+5Iem+zUfwt794fVTHsz3IxXuAwjbSPZQCgFE16TVWR7Mn6YkmuTw8yF97x0osyvQl9I9kD9FwPw3CAuBZQXZbLArwFFrT4UKkWBhBFWQPa5CuhxfyzhSL8BVkJU8PspXDPZoKsmGYHmRRQfYYv045yMSEYsXMOuw9MVDuZZwxD2w5iln1Fbhw4dRyL2VcM6tBZCHn50Nu6xlGRGGYXhsvxrLGI+sBtHDOWznnKQAPAnh3yG0C78s5fx5Ad8h9ZcEYu5Uxto0xtq2jo+PMH2meJNJ61pQ2QaHSIsLiHsrghzxqOqUZDs9oPuiWB7R4j08Il67MREzHJL0co6aFxWJKdTx7kp7VJBeQYmFwR1PZxy5diMf/8nIATouF3eAVroLsOWq6AD5u3VVBDhJ2Bue+zZVe+b+jz0EWt3mfLMioeaZYGGdQQRYWC8acTXryiUqpcsxJIBMlYcXMWnQOJtExMLrxwmOBN08O4OWDXbjlogWBf0yI3AiBfCLPJIu2nhHMbKhARKU/XRlmAzgm/b8tc1uYbcLcdzTHAwBwzu/knK/jnK9rbi69Xz+t8yx/q6BUFSj38bzyeGVkz6zB+ag9llYFuYhNekLE9WYEaTyq5uFBNl+XKVUBFeQ8cpAB80plZVS1LBacc0sEup9Hy4Ps+juiKMxu0rMGhQQ+lFCIl8ESyEEeZI/1CryufARF2blxeJBdNpxAD/IoK8ijef+JCYdClFsVZI+1U5MeMSFYmRlVOZrYl7HCvZsOIx5RcNMFc8u9lHHP9No4VIXlPU2vrWcEcxrIXiHh9anm/tjw2ybMfUdzvDFBUjMw4nOZvtQV5LCNVHKlWdP5qAVAIXOQE2kddz3fiu8/ewAn++wrPmlX/FY8olgWgrBNeo3VsVENCnHnIAvqKiOWxcJhQ3A9Db4VZLlJTyvcoBB71LQtNB/Z3uZZJQ/yIBseYljLw2Lh5UHWwuQgWykWOQ/hOM5o3n+aIWLe7P8Dzt9VnSwWxERixQQQyL/fdxpXrZiGxupYuZcy7omoCmY1VOBI13Be92vrGaYGPSdtAOQztjkA2kNuE+a+oznemCCl6Y44MZlC5Q2HxY6lCj6e7LfUjQJUkAsgkLcc6sa3Nu7Fd57cj19sb8taqyAeURFRFUQUFqpJL6oy1FVE/UdNB9g03CkWgrqKqFVBlgWVu3Lvl2JhVpDN7e1BIWdehRfvM3ECse9kP77w8Gt4du/p7G0DPMheXvZRV5BdfuagHORRN+mNwsCdtgaFhGjSI4sFMRForI5hZn3FuG3UO92fQHtfAufPayz3UiYMC6ZW43DXUOjtk5qOU/1JzKGIN5mtAJYyxhYyxmIAbgLwWMhtwtx3NMcbE4SxWJQqB1nohFwWC9n6oWWyekd1vAKOmpaj4uTv3eJH+I/jEe+xzzKJtIGKiIrKmIoRlxAWwjufFAtBXaUkkD1iwaz/6/4VZMAUqYVs0rMHhZjPkbCV9Ep+aUGoHGTp8Vg5yGEqyNKDcTfpBaVYqCw/i4V+Bidomm6OmnZ7kI0AcV8sSCATJcNs1BufAnnHMXMC1pp5DWVeycRhYVM1DnUO5RQNgvZMQx9VkG045xqA2wA8AWAvgIc5528AAGNsI2Nslt82QffN3P9nADYBOIsx1sYY+3iu+4wlUrqRJb4Epc5Btj/Qg7ezq2UoSAW5EBYL3SP5QD6GQPiP41E1t8VC0xGPKqiOqUjr3CG85Yg6vxQOLw8yANRV2BYLr2qpfX+fFAvFXoMQ+YXI2hXvM1GlFc9Pv4dA5hy+zZlWTraR/Trkn4MMx77CpFiEveIiHm96FCdomuEzalq2WGRuK/avb6S4uycImxUza/Hc/g4k0joqouNrRPPOY73W1CWiMCyYWo2BhIauoRSaanKnUhzrpgxkLzjnGwFs9Lj9+hDbeN6e+dnN+RxvLKEbpkXBTyCXvEkv5GVwOZFAMwzH9gdODYAxYMm02pzHE6K2EDFvmocY89q3iHiLR5ScFotE2hxNXRkzJchISrdy5WUhlNINz4Zc9yQ9QV1lFK2d5lUpZ1OX92OKKNlNeoD5OtkWizN/j4i1iAqyOCGQM5utbTn3PXETt8s/Fq9D/jnIzqsMgSkWo/UgjzIHuSLKLIuFZSHxSrGgCjIxUVgxsw66wdFyevyNnN55tBcrZtaNO2E/llmYyS093BnOZiHsGAsy9yMIP8Tl/5RmeH6IlrxJL+wkPSntwqwg2z/72q/ewDd+szfU8ewUgUJUkGWhaX/vrk4Li0VUVXJO8EumDVREFdRXRgEAXUN2upF8PD+rhn8FOWpVZQMryD6NaUJ0awYvSpNezC2QR7JjCIMm6Xm9b/OJeRt1BVlUc8OOmtZH//4To6atY3pYSIwS/f6SQCZKhkiyGG8+ZN3g2HW8D+fNJXtFIRFC91BIgXyocwiVURXTKAOZyIF8id+rUS+f8byFIGwFWRZA8lQ9ABhOaTnzhd37GU2TlBvZR+q8tO+qIGcsFqrCckajiauICz3+BjgEso/QducgC+oqI+hPaNYJhiD0JD3Ja1vISXpuD7IQ314V5DCT9Lz81WHEotdz4tewKCOel7wtFqP0IDtzkLN/d8QyKMWCmDDMn1qNyqg67kZOH+4awmBSw7lzyF5RSOY0VkJVWOhGvSNdw5g/tcr6w0kQfsgVTC+bRelzkM2vOWPeDHs7WxiYt6X08E17hUyx8KpWAl4VZPPqmsJynwgkNFMgL242BfLBDvuqouYQyN4nBEEpFrrBMZzSA2PeLFuB6vYg20LQykEuhMXC5UFOBXiQjQAPslf6ilcTmx+eKRZWw2JAk16eOcj2oJrR5yAHpViU6goQCWSiZKgKw4qZtXitrbfcS8kLIejPnlVX5pVMLKKqgrmNlTjcGS7q7XDnkFVxIogg5A9mrySLcuUg5/Yg25Pf3PdJ60bO++8/NYDT/Qm7guzRJLX7eB/6PIRZrrW715/tQTblhMJYTrGWyFgsGqpiaKqJ4eBp7wqyyEvmnOPlg51WNT0oxQIwK7Neflv3Mbwm6QHm+8JKsSjAe8Q9ajqlCw9ytsXCCMpB9pggl1eKhfR+sHKQ86kgh7VYWCdoo2nS485R00b2iYptRcqdDHMmkEAmSsolS5rw2rFe9A2H/wNdbvac6EdUZVgaojmGyI9FzTWhPOmabuBo9zD5j4lQpHJZLMbqJD1RaZZEkiyQc4m1P7vvVfzH0wd8K8icc9x4xybc+/Lh0GuXxZpXeoJACGR5XLMfSU1HRabivKi5xlFBdloszNfu9bY+fOCuLdh+tMc8tu7vQQZMb6/fuuW1Z+UgS1aCQlosxGuY1aTnl2Lha7EQ+7NvK00O8ihHTY/Gg6xzRw6y2yvt/r6Yv8IkkImScvmyZhgceOlgZ7mXEpo97f1YMq3W6rImCseqOfXYf3oAAx5ePJnjvSPQDI6FU0kgE7lJ6TksFmWqIOe2WNjC3R1lldKMnGKgeziFwaRmp1i4KsiaYSZ7eHlffdeeWXRMVRzCJCsHOSosFiznOs0Ksrn9kmnZAtk9kU8MExlM6tY2fpP0gOwKsns9dgXZ+TfdWUEupAfZ/Bp1x7x5eZDhn2LhZQ3Kp0lPtm6IzfNJsQhbELZiBkeVYmFkcpCdt8tPifxQi5lkQZ/4REk5b24DauMRPL+/o9xLCc2eE/1krygS6+ZPAedmjF4QoomHKshEGBweZE+LhfhaWg9y2CY9g2dXBtO6kbMCPZzUkdYMq3Ls9gkLYZZP85RYRyziFMjZk/QyFgslhAc5rVtNfYuba9AznEb3UMo6XmXMFM/CB2yLQFu0BleQXQI5ZAVZdTTp2WL8TLFHTedOsTAyFWSv19ozxUKMmg6xzMAKcqBAdj6OXMhZ1vliWyyc65GPbfh8X2hIIBMlJaoquGRJE57f31FU71ChOD2QQMdA0krgIArL6rn1UBiw7XBP4HZiJPWCJpqiR+QmZwU5ZOxaoQh7PNl3LMSg1aSnBXuQNd1ASjdMK4aPB1QIs1yDPLzWFIsoroY9ex8KswWWylgIgWxYTX3uRj3D4KgWAtklUuX4sLAeZFXJXo94brNSLKwmPeQcFJLUdLx5ciDwcQrco6bF6zCS1rMi8YKmxHk36YW3C3nnIHufLMgEpVikdSNrAFghR017rT0ooaSQkEAmSs7bzp6O9r4ENrd2l3spOdl7wvwDuJIqyEWhtiKKs2bUWd5CP/ae6EdtRQTNIQaKEEROD3Iel6ULgZew8dxOEke239SuBgcNJhvOPM60YfuX3RU88bzkyin2WlO2xcL+Ph5RrXQZxnJ7kEdSGiozFov5GdvU0cxJsGYYqIqbVgm3zUEWj14pFrUV5v36hm2BHFWzBbJfDrJcKc01KOTXr53ADd97IZRdJSvmTRKObnuZu3lOxutEy6og551i4VxbUIpFkAd5464TeMd/vWhdAZD3ORqBLEZNu/W6o2oc4C8vJCSQiZJz/bkzUVcRwQOvHC33UnIiEixWUAW5aKyd34AdR3t9/9BxzvH8/g5csriJIt6IUKRzVJDtwR2lWY99aTx4OzkvWVQ5eeah5EqxGM74c9PScBS3QElZFos8BLJIYHBbLAzbmyzsEoB3xVYmqekYSumYUm1We6sy1eKEVC2uclWQ3YJf80mxqMkI66GUbq0vqir+HmTVu0lPtlj4ndT0j6ShGRwJDwuPG7tJL+NBlt6TcpKFfFU1cMCN9PLl06TnGBvuek7DeZCzj9Gf0KAb3PKJy/scTcygZpjTE91/6+VDG5xbAnoU06xDQwKZKDkVURXvPX8OHt99Al2Dydx3KCN7TvRjTmOlNfGJKDwXLWrCYFLD1sPeVxRaTg+ivS+BK85qLvHKiPGK04Oc/QkqN8OVAiF8ctnK5OxjWfgYmapwoEBOmQIlrRu+AkWIvnwqyLIHWT6+qCA3VEUt/zGQyUEO2H1vJsGosToGwPYuizXpXBLIrixi+as7w1jsK6IwDCY1a60xVcmuIPv4bu2RylKTnt/Y5zwaPd0VZNkCJCdZOJrPvDzIHhXksBGCgE8FWfe2m8jII7jdWIkVerb4zjfFgnOOtM4RVbIryM5ca26NIC9moy0JZKIs3LhuDtI6x7P7Tpd7KYHsae8j/3GRecvyZlRGVfz6tXbPnz+Xaei8fBkJ5MnGse7hLDHX3jviaZuQyTUopFyjpnNdDpYFoCx8hKAKuvtwyrZYWIMaXHcQoi+VTwU50xAXUZhDcGsOgaxatyuMBT6v4lL8lCpTIMfcAlnnqIo5LRaiGpzLg8wYQ01FBENJzc4edlW+xWMCkGXTEE16ibRuWx38hnaEfE3lbd0xb4CZ0HO6PwHAJXw9jmsY2cfMLwfZ3ibLgxwQ82Y3L2b/zD2RT/4+3xQLu7KvWKLccSzrxNb2c5MHmZhwrJxZh6aaGF5sGbtxb8MpDa2dQ+Q/LjJVsQiuWjENv9t9MqupiHOOx3efxJJpNZjdUFmmFRLlIJHWcc1/PIdf7jhu3cY5x8X/+iw+c//2wPvKAjAoB7l0HmTza67DOb2ldjU5bQnkoAqybbHwG9Qgnpd8LBaawaEylolvy7ZYzJ9a7Rj/riossFLekxHIooLsjnTTJIuFeO2yKsg+OcgAUB2LYDBz2R8wRal7ObkqyENJ+z3j95zn42M3rLU4J+kBwKfv3471//wMAGeUmZcH2ctOYQ3SCPFWDvYgBzXpifv42z7kx6Rbojk/gWy9Lh4eZHm/OufWc1nMq0AkkImywBjDJUua8FJL55hNs9h3cgCcgyrIJeCdq2eheyiF37x+wnH7nc+3YtuRHnzoovllWhlRLpKagUTaQO+I3fwzkPE5PpcjJjJXzJv4kzNWUywAW8yKy87m9/73lS0W7tQHa5+jSLEwuClG3QNAxJq+8e6z8eMPX2DdruRo0usezlSQMwI5oipQFWatzeDc8hK7m/R0qVrpJ+hq4hEzC1ry/WZXkL2zf8X/R9KatK33Y/Gq5vph5SBHnCcDWfvM4UE2PAUyd/wscB2OHGRXBXm0FguPCrLuEzOYC3HiFvVIsZCPZZTIYhEp2p4JIgeXLmnCr3a2Y9/JgTHZBCca9KiCXHzectY0nDe3AV965HX0DKewsKkax3pG8O3H9+GGc2filg0kkCcb3PowtG8T1cdcPQG5Yt5KnWIR1vPsNYgj7wqyLuUguyp4yVGkWJiTzUyB7LiMnllTXUUU1XFbSihK8KAQq4KcsVgAZhVZvGaawRHLeIndFWR5KIZXigUA02KRsifpmU16zrxhvwqyEILiuXQnd8iMxmIhjuf3/DsryNnbeB0zH4tFcA6yf71UzofOWpMh1mGv17JY5JliIR6LVw4yYForOOfgHIgGNA4WChLIRNm4dGkTALMaNCYF8ol+1FVE6NJ+CYhFFNz1oXV4/w834R9/vce6/cqzmnH7jasovWIS4r4EDNj+1fqqHAJZsxuPAlMsitgB73m8HJ/lcjVMrqjqlt0ijEDmWRXklGZgKKmNLsXCMKCqLCudQr4cLqOw4HV2D5lNaQ3SaxiLKFayg/A8V0RVJNyDQiwR7Z1iAQDV8VmERuwAACAASURBVAj6hlOO9A2/FAu/QSHiuayKq6Gb9BJpHUnN8Dx50w0DqmKLvpRu/p/BKVo5JAHr8RLZA27s2zQj98mTvA7rWNzM+RfCNqCAbJ04yL+LvcMpVMZU67jySalVVc63gizyqVXvCrLO7fe2qMYX83eYBDJRNmbWV+L8eQ148JWj+ORliwIv8ZSDPe39WDmrjsRZiWiujeOpz1+OzsEUDnYM4vRAAu9YNctqbCEmF17JDz3D4SrIQgDWVUY9Y7hKPWo67PEcFgtJIFsV5KAcZMliIXYjxM9PXz6MO19oxdffebZj32EQdgaVuS0W9uVwGfd2brqHkqiriDh+r+MRu4IsxkhXRBVH9JtYi2FwGNzfElATV3G8R3M0xvnlIPuNmha2nKqoatl63LhPQr779AE8t78Dv/vcZR7bwvJxi/vGIwqaauI43jsCwPm6mY/VP32Fe5yohK0gRzJXAtr7RvCJe7dh1Zx6RBQW+Dknnhf5aTzvG0/himXNWDe/0fE8yGtyX8HIub7MPqJK9qhpINO86mp4pCY9YsLy8UsX4XDXMJ7Ze6rcS3GgGxz7TvZj5cz6ci9lUhFRFcyor8AlS5rwnjVzSBxPYuwKsn2bVX3MZbHQxOX/yJiwWOgeYt8LrwlpnENKsQhnsXCnWJzsNyeCChE9mhQLtwdZ080sWnfaQC6LRfdw2vIfC2IRxdGkpygM8YhqWSxkEei2K7ipiUcwlNQDB4VYFWSfHGTxXFbG1JwWC7HvjoEkOga8Y0sNzqEoTlEfURgevHUDPnfVUgBmBTqXB1luUhNYFouQcXPib2rXYAq6wXGkazhncUr8WBxDnBw9t7/DsyHPev+N2mLh40E27GE54vWnmDdiwvL2s6djdkMlfrrpcLmX4uBQ5xASaYP8xwRRJsTlZlk0hPYga3YFeSyMmrYvjQcfTzO4leogMDhHWgthschUOjVdmqSni6Y88znoy2Tu5ltBVplHk15moIMbMwfZf509QykrwUIQiyh2xTxT5YxHFSkH2RbPfuJWUJ1p0pM9yO7nPVeKxUjmRKI6HsnZpCcnS/ilNphVccVhY4ioCuZOqUJTJgFkRIqWk/frdUyvscthmvQ0w05/EO+NvpF0YIIF4BygAthZ1vJxU1r2mkZrsYiqDF6WaIPbWeBWBZlSLIiJSkRVcMOqmdh6qCdntmkp2ZOZLU8JFgRRHoRYkKuuIgGhMhbsDkzpZqNXZVT1TLEodQXZq+HQC0OKr7JvQ145yCmPFAshNMVQinwqe4ZhDuVQFOaIEtMyAx3c5Jqk1z2UwlS3QFbNCjLnprhXFQUVUgXZiskzbPHvtnYIauJmk54Q1TGPmDf/FAvzq1VBjqrWoBb3+0heE5AR736ZyYZZbWfMji8TorQqM3I7kTJyT9LzOLETr2XYCrKVOy019+WqIFsDVDJrElan2oqITwXZWWkOwjGBT7K++HqQpXQScVuxIIFMlJ0Ni6YgpRvYfrSn3Eux2NPej6jKsGRaTbmXQhCTEsPjcrKoIOeyKqQ0AzFVQWVM9clBznwtlcXCwzvqt1004lFBliLf/BhOSykWLg+osC+ICnI+MW9apvoZUZijyUvTvSvILMegkJ7hlCPBAgDiURUpzfbgqsztQZYqyJkXz9+DHAHnwEBmhHNQBVll3hYLcdWhMqZCMzh+tvUoLr/99y4B62wglMW7GxGVJx9DNDdWZjKfR9K6y4PsIZADK8ieh3agSRYLOXXC63WUEc+TOGy3dCXH9rt7eJBzVJBPDySw5htPYXNrV2Z70aTnzEG2M4/lTOniN+mRQCbKzroFU6AwYHOr96jhcrDnRD+WTqu1zrYJgigtdlaxfZv4YM5ljUjpul1B9rJYSJfFS0GYSDDOzeYzt++ey016QRXkTCXO4LbQsCrIGaHZOwqLhagwmvnG9u1pI7vaDZhiyu+yN+cc3UOpLA9yXDUtFvYkNTPFIulOsTBsG4M7PUMgIuf6MjaAaCS7SU9UdN3+aTsHOdOkF1PBOXC8ZwQdA8mscceA0/YQZLGwBHLmq2gQrIzKAjm4gmxbg+zb8mnS0w3DFsjS9rkqyOI8Qjxm2epkWSw8Rk27B9W46RhIIqUbaM80Ktq2GGfToHiu5BQL8dlMTXrEhKauIopzZtdbZ5HlxjA4drX14pzZZK8giHLh5RMWl3ZzXblNa6aX108gly0HOeBwVlOZkm2xSEsJD34MSxYA8ZRpBgfn3KoYC+9ofpP0jEwOsquJUDc8s3PVgCa9kUwUmpcHOanZjXVWzJtHioVfRJugtiIjkDMnA1GVeU7S81q7qO4KYV4RERP9nELdXBMct2k5Kshi36IaK9ZfIQRyyulB9s4czvYba3lYLDTdPqmRBW0uD7KwhojjdktpMl5+Y/sKRu4rPfJ9xWNxWywiksVD7NJq0iMPMjHR2bBoKnYe7R0TPuTWzkH0DKexbv6Uci+FICYtVgVZ+gDsDmux0A1EIwwVMRUjKf+BCyXSx9ZxgqpdlrfSw2IhR7557t/gDoEM2COcNYNbgk+IRoPnru5Z6zJMcRdRFEeFVNO5ZxWXMX/RIl6/KW6LRSbmTezfslhkVZBt+4hvDnLMKZBjqpIlHv18t+4Kclz4g11CHciO7jMyAyz8hK3Yt/jqtlgk0rorvs3jfSuaPUc7Sc/HYhEmYlVVmGcFOawH2et31srltlIv7CsIzoZGe5Kf+B0oxSQ9EsjEmOC8uQ1I6QYOnBos91Kw7bDphV67oLHMKyGIyYuXxaInUwHN9aEoPMhyo5dMPmOCC4FXc1X2msyvWSkWht1Q5XX3n71yFIu+vBFHu4cdt8ejQghxy2IhmvSA8FFvumEKYXd8W1oSWzIqY74nMKKC7R70IlIsxHOgKszx2tmvlzzkw1u+WBYLq4LsnYPsJbDFbSNSkx6ArLg5+Xtdd76X/IStqIiKwqg4ltNiId/HS2hnX0nQXEI9CLlJT6745qogA+b6xfMo4hYVxa7Oy7Ydd1X5oa1Hcem3f5/1vki6K8hWioWrgizEsHQFIUYpFsRkYfmMWgDAvpP9ZV4JsPVwD6ZUx7CoqbrcSyGISYvbYqEbHL3DwoMcfN+UbiAWURFVmaedIJ8xwYUgjCC3vbVeMW/+FeTHd58EgCyBLC7dpw3DtlhIAjmthXvsWqb6qboqw6bFIltYKQFNemIdcVeVXAhkTUqXiHtN0gtRQXZbLGIRM8XC3WDnFRMn/MGiYlwZM9cpKvCyGHM3kQZFm8lNelYF2e1BTumOSXqeTXqZm+SEl3zsQnKTXirPCrIiecuF1cmQBKvTfuKsIB/rHsHx3pGsx+Se7GinWDgHhQjbkSE9Xqtxr4i/wiSQiTHB/KnVqIgq2HdyoNxLwatHurF2fiNN0COIMiI+98SHcv9I2rYqhPA2xjzGIwtK3qQXwoNsV5Cdf3c4h9Skl72DBVOrPPdX4aggO2PeACCph7Ozicl2quJMg0jr3DsHWXE288lYl8dd1V8R8ybEppqZpCePnwaEB9k7ok3griBHPISUmCjnRviDE1ke5OwKsluYeglF+XiWQHalWFRkRLi7guz1HnefaMnHCm+xEDnIcgU5txRUpddVWGXkwS2yZcM9UEQexy0jRLrmEtR+FWSD2ycHclW5WJRNIDPGrmWMvckYa2GMfclnm88zxt5gjO1mjP2MMVZR6nUSpUFVGJZNry17BblzMInDXcPW+EyCIMqDu2NfNAbJP/MjpRmIRRSombG6bkpeQZYqfn64R+ja9w1OsZheb38sVmf8rIAt7jTdsCwW8nMRNsnCqiAr7kv7hmeKhcL8H6cQZW49Fo+6UixcTXqaZC3I6UGOm4+7X/Igi/sKcnmQk1LMG+DtQXa/h7yEosAwuOWptVMsnBaLRFr3nKQo4z6W13qC0BwpFvlWkO3fux7pSo6dYiFfXeCOn4v7ueMF7SY9p1A2PciyQLYb8tw5yBMuxYIxpgL4AYDrAKwEcDNjbKVrm9kAPgtgHef8HAAqgJtKvVaidCyfUYs3y1xBfqPdFOir5jSUdR0EMdkRn3vuxiAgt7BN67ZA5jy7umYNeShRBdkIIcjtS8ceTXpCcHjcX34I8oRB22JhN+nJ5MqolddljZrmThHkWYVV/C0W/hVkMwfZFtAM8YiCtM4dvlPN4NY2vikWcfM56HMJZPm19k2xEBYLd5OeZfXIjjLzqyTLOGLeLA+yefy8Uixc0XJWbrDCQuUB64Y9qVEWtH6ReTLyJEU5btHwODFwT1wU63ULZHHiJt6LaUeKhb2dGAojvxeiE7iCvB5AC+e8lXOeAvAggHd7bBcBUMkYiwCoAtBewjUSJWb5jDp0DqZ859mXgj3tNEGPIMYCogopvsopDWE8yFFVsS5nuwVbyZv0QlgsrA/+rBQLBKZYyJfK6xwC2U4r8BoMkl8FWckeNe0zKEQJyEG2BnS47mbGvBmSgGaWcEykdYf4lLOSvaiImuJqKPN+EWt0i0/PCrKwWGimv9rdtOfZHBfCYqF7xLyJ9UdVBVGVmaOmc3iQ3dYgccx4JDupwwu/QSGhPciuk1Xz9cher7wW8yTH/D7ptlhozhMP2aPOPCrInqOmJ1oFGcBsAMek/7dlbrPgnB8H8B0ARwGcANDHOX/Sa2eMsVsZY9sYY9s6OjqKtGSi2IyFRr09J/oxu6Eyq8uaIIjSYvuNza+iqidf6vVDpFio0qVZmdJbLJzCxguxpmwPcrDFQp5u51lBllIsZMIKZEN4kBnLEojeFgv/HGQh8NxjhEXMW1qqDldkThQSad01KERs4y1fGGOWD1lhUl5uVgXZq0kP1jGjqmJbLoJi3lyi1bNJz7Aj8USVWhalFZm8bvl5073SMKzGQPP/4vmKRbKnBXqh6fakxrxTLDJ+/kRat04+ZMHqlWJhHsfwtVi4UyyEgK6Iqs6YN6tJT7oKMVEtFgC8Xg3Ho2SMNcKsKi8EMAtANWPsg14745zfyTlfxzlf19zcXPDFEqVhyXRzrHNrx1DZ1rCnvQ8rZ1H1mCDKjaimWQ0+mQ/TqlgkxCS9jMWCeQvkMIM7CkkYgeweoWvfNzhPVh7GIAvkuPAgGz4V5JBNesKDrLgqyP6DQvwfp+0fzk6xAOyTIFWqICclb7Kjghwg6mozAjmiKFYagnNKnRFYQR5J64iqLKtpz9OD7BLGnjFvnGcNCJHXXxk1I+0cNhAfoS1/tSvIquN2P2TfeL4pFuIEqWfYaXXyireTE07Sur8HOWmlWGR+x0VzZFRxrCko5i2PmTd5Uy6B3AZgrvT/Oci2T1wN4BDnvINzngbwCICLS7Q+ogw018RRHVNxuKs8Ank4paG1c4jsFQQxBhCft+LDNSE1TuWqllkVZI/qofz/UlssgmPeRGXMy4MseV9du5D3KY9wFhaLYZe3VYjRVMiYN92w7QbuFAu/CrLf4xS3ZzXpRey1AtkWC00SYVqOFAsAqK0wTxSimSQTwD19LrhJj3MgFlGt/welWFiDOjjP2kbe1qocWxYL+0mojKlZHmSvk4ysSLnMcyFe01w2C9mDLAvafFIsul29AGKdcmygweUrGPYJTi6LRUKqIDtHTUsWC8O55onoQd4KYCljbCFjLAaz+e4x1zZHAWxgjFUx85m6CsDeEq+TKCGMMcyfWo3DneURyG+eHADnoAoyMa4ImQjkuU3QfQPuc5gxtosxtpMxtq1Yj0tUkMVnvvhwrYqpngMzZOQUC8Ae5iBwpwEUG/GhHnQ4d76rdV/OXeLDuRNN56iJR3D7+1bh+nNnWrcLgTKU1Bzb12VygsMOCnFUkB02Be8KsrgU74Vd/fWuIA+nzLWqimIJ/ETacAzjCFNB/uo7VuC2tyzBv/zxKsvO4bQveE8BVKR9xiRxnUh7WCxcDXM5c5B9BoUAsEaiOyfpeQlt57E1yWLhXl/WGgyOtM6t94W8zlAeZMW8enE60yNUEVUcFou0XEE2DEfMoG+Khe6qIGu6ZYtxNOnJFWThQY6Ik5kJJpA55xqA2wA8AVP0Psw5fwMAGGMbGWOzOOdbAPwcwHYAuzJrvbMc6yVKx4KmKhzpGs69YREQCRorZpBAJsYHIROBPLcJum+I/b6Fc34e53xdsR6blWJhOC+/VsUieaVYAP5NesWcwiUTapKe5UF2fizLOciAh5/aMBBRGW5cNxeNVdkVZLdAFv7csB5k0dDmriD7jZpWAzzIds6x8/Z4lsXCOebZriDLHmR/UXfZ0mb89dvPwrtWz7KElts/7eVhVqWqZTQie5CdMWSAbKnwruo6HrdcQVayK8imB9nIOUnP3aQnji2ev6D3lxCjQiDLJ0hhJ+npnONUXwIAMKu+0mmxkAS3bnDHccRTkmWxEOkguqggG1b12CvmzdGkp4Srmp8JZctB5pxv5Jwv45wv5px/S7r9es55e+b7f+CcL+ecn8M5v4VzXr54A6IkzJ9ajWM9w55ZksXmeO8IFAbMaqC4bWLcECYRyG+boPuGTRry5Uybp92+3YRUQQ7TpCc3Wfk26Y2XmDdJWLiXLDecyYJV5CAPJp2XtWsyAtlrwqDfulSPJr20lKkrozD/x2kP+fCrIOvWz+UhHfLzJ6rJYWwBgF0Vdk7S84+oE8jDKtwiGPCoIAdYLAzDFt9in1ke5FRuD3JOi0XA+0uI0cpRVpDF63+y3xTIM+oroHO7qu0+ibMq1YY9AMbdLCp88OI5S6R1636Kl8XCkL363r/bhYQm6RFjigVTq5DWOdp7EyU/9vGeEcyoq/CMLiKIMUrORKCAbYLuG/QzDuBJxtirjLFb/RZ2ps3TQiuIrwlNh6owxFTljJv0dMnyUMxLtIIwTYH+AtkpPrwsFkLgRF1VSSC7gixGMedTQY5kLBbyY/HLQfYSpPa+zK+qK8UipmbWKgQyY1YFPJk24J1ikVvUAfC0WGh+TXougex+fO5hI+a+nKI1kdLx/h9uwiuHuu1tudeoaUkgx4TFwvtY7tvEj4TItSrIAS9p0jU+Wy5ChclBFtaZU/0JNNXEEI8ojiEgwibBOYfB7TVpOrdzkF153O5R04m0YaWXyG+RiFQttmP+Jm7MG0F4smBqNQCUpVGvrXcEsxsrS35cgjgDciYCBWwTdN+gn13COT8fpv3iM4yxy8MsNF/cVVfx4WmOj/a/nxmLxp1Neu4UC54tdIpJGIuFnYOc7UFOBQlkwx56EXM1fgHAoEsg1+RpsRB2BCHo7LHAPqOmfU5KzNsyFWSXILMsFqnsFAszB9m2OOTKQXbjlYXtW0GWVJnsQRbI9glRgHW/TzuHUnjlUDdeb+t1HE+cOFgVZGn9lVbMm7RGzxMMb4tFLFNtD7oiIuwNlZb1Qa4gh2jSY+YwklP9SUyvq7Byse21OJM+HBYLPw+yO+ZN86kgq/bJmR2HOHFTLAjCkwVNpkA+UgaB3N47gtkNJJCJcUWYRCC/bYLu6/szyQJ3GsCjMO0YBUd8fBvc+eHJAi7hA7a30uFBzqogBwuRQhNmcp/7g18g5yCb+3Dv27CHTkjiWohOUUGuyghmSyDnYbFwVJAlQeSVYuHn+zb3ldnGXUF2p1iozBbNmm4JKLOCnDvFQsaKecvyIOdo0osojv+L4wvkSrr8s5FMo6G72iyeKnvUtMuDHGaSnqtaLU4c4mEsFpqdEAG4UyxyP5eMma/pyb4EptdVWINDdOuEyenTlpv0hBZ3WyySWSkWhuU992vSs1IsJnAOMkF4Mq02jsqoikOdpW3U0w3zF38WCWRifBEmEchvm6D7ev6MMVbNGKsFAMZYNYC3AdhdjAfGXVVX0cBjjo8OEMiZD125guz2hRoOoVPQZXvCXVVGL3xzkA3nWGj3Y5fFnlt0AbZAbshkJNfkabHQdMPyIMuPwbRYZEsIIUi9XiLdR9xaAjltrlVhcgXZjglzVJBDCmRVyRZSfhVkeXsvi4XmEtlAti9YTN1zR8JZFgvmPA5g2h4S7kl6PmkYgDxqWlSQc9sNRJOruLKQtwdZMScknupPeFaQ064TBeEh13T/UdMpVw6yeRJsPha5giy/hlmT9Ip4BShStD0TxCgwo96qSl5BPtWfgGZwslgQ4wrOucYYE4lAKoC75UQgAJ/gnLcHbON5u99+GWOLADyaySiNAHiAc/54MR6b+NwTXxNpHfGoYnXT+yGLBi9xBDirm8WsQFnHM4Q/M/tnX350Fy5Z3ISpNWYChds6YLgqyF7VcCHkYh4eZNGkV18VQ3tfAjX/n713D5Ylq847v5WZ9Tqv+370+0VD003z6gYEWMIYaDWNx4xG0gzoYckjAs2MsJAV4TAKpAjJMVaENJ6ZkEMYD7aRPJYFQSjMiNH08JBtDZIlGRqBpG7ohu6mm7596b7ve151qioz9/yRufbeuTOzTlZVnlOV565fxI1zT1VW5q46dU59+eW31uokQnkSB9n3KHeyMYpKHOSxEYvi/DA7oP2SPsiRJQxrySBHxV0seP0RVKZIT6/fEpWmvVsaLUjX2C8YKhIra9R0yaCQSpP0SkR5lS4WAz1oJ9vFYrUbVDrZ8D3CThjh4tYQp9e6WN8ZZTLBnGnmtRVGLNLX5t/86TO4uDnQa7D7ILOwtl/6luUWR45A3ssrQCKQhYXj1mPL+Oa5jX095tkrfQCQiIXQOJRSDwN4uOD2hypsU3h72X1KqacBvGrGJVdCaYFsZ5D95NLuGG3HrpTtALpuHIs+u6/qXjIug/wHf3kWBOBdaQ9jN2IRq6zz5urOkSX27IiF2+aNHWQu0htVLdJT6ahpt0gvLmnzVnJSwo+xt2HyXSysIr2wzEGudgGchZYbeSgThZ4HIEKmC4p+XEFGmM8z3IhFmYNMOoNs5cVTgey2onOJnWPyidMkEYteK/n5s6D95f/qHtyZTrEdh0eEF9IWb6fWOnjq/GZapMdrSdfGhYN2xEI7yMka/uPj53Dm8jaOLXf0NkDyO358JVkfEYEo+TtghoLku1jspYMsEQth4bjl+BKeu7S9L8UzzPMikAVhoXCLn/jyq0e79HvliEXgWe6hE7FQal8+YPXxnOyoDY/idZ0xxs0guxGLyMoCZ7pYBNwZIhXIS4lA7qU57mkd5EgpqNQ5LI5YmJZcLvxz2M1B9j3KtHkzOd94YgfZTMezxWecKxTU26frbwf5Ir2iDHLkFKexyLe7RESqYJKete9uOvzGnjQ3rkjPjeyYUdOFTwmAOcniE49YJScPP3jfjXjljYfLH5jiEfBdFsiH0oiFUlbcw80gm6yzW6Q3DGNsDSIMnMfYbd6SY2YLGou7WOy69KkRgSwsHLcdW05bvfX37ZhnLqcCWSIWgrAQ5Nq8jSJ00vG/VQYitAPPfLAWxBLswp+9Jnaeiw2P4q3e5i37+GwG2XaQs10sWCB3Wh5avjdRFwvbQY5ipd3C4ogFr7PcQXbdW27zxpP0uCiw7Xv5DHL6WlTNIJdO0it1kM3JRr6LRUEG2XGQt4um7lnHM4NCshELwIhrALnpj/Y+3Z7LVUZNc7yhE/i6AM4tlhyH75Fe32ku0ovza+GfO5/gDCPjMrODPIpibA1Cq4tFGrEII32yBJhCvcA6yeF9SR9k4Zrkljm0ejt7pY8jSy0stSV1JAiLQHGRXppBdj4Uf/2zj+Ozj74AwC7So9ygB95vrKw2URUjFn/8rfP4+U99barnUjbaWimVxgbsPsgFGeQxo6ZtsUdE+vFuxOJQL8k4t30PHd+r5CDHsYJSiWhkMfWlb1/Cz/zuXwBAcZu3MV0s2G10s718Od6OWPDtO6Mo00JMO8gV27wVtZ0r62JhH7vtezkBaeeC3ZZr+n1aVKSnzKhpr+BkhgUyu/3u4xm+yZ1eN0nEgnP89nOtgv0zO73Whe9xV4kyB9n0W9ZXgVKRPoxibA1D7ZiPIvt33DjIbhzFLgpsawdZMsjCNcStx5cAAM9c3Mb33rk/x3z+Sl86WAjCAuGKAb786nmUc2I/9chzuLA5wIOvOJ11kL38h6hxoHYfrmDz4//6SwCAf/pDr8q1/9r9uRRnkFkY2O2y2oHrILtt3rL7sAeFAMnzGkURDi+1QJT0rQWAQz12kH20g2oOsu348nP++5/4qr6/cFCIjlhM4iCnEYtRViB3Wz4GoSles/Os1R3k5GvlLhbp+u1R03r9dpGe0/+XnxuL/KyDDKsPcnKbfXLB70U7az52UEicPXYVscj77ujoUflJQhE/8oabcajXwi3HlnB4qWUiFtbPBjDOd9ea2FcUsYgVcLU/yjyPfMQi+Wpf7XGvtOylgywCWVg4Tq120Qk8PHth/xzk5y/3cVvag1kQhPnDLa90xCLtg2zndZlRZJxF4yD74IhskbDhgrZJi/QipeAVzlEZ8xhH2Jh1G2fUbV/FKJXNC7uCPoxjLAXmo5yFXyfwcWy5gwubiUDmiEXbrx6xMJlhU/B4YrWD8xuDwrUm2+YjDWbtqYNcoUgPSFzInVGsBVSsZuli4TrIxRfQPdtBdo5RNGAmipMrAXxXf2RiBPa2LLyLMsi8lN2K9EyxZ7qN0+ZtvINsIhZsBk8SsXj3q2/Au19thnQmEYt8H2TTxSJZU3ZQSKRvA4DL28PM8xiMYn01gY8BAK2CNm+mD3LlpzAxErEQFg7PI9x6bHnfIhZKJXlnyR8LwuLAH3xuxMKnfAZ5ZF3GHe3iILsO1KRFetM4Vua5ZG+3RUWZu8oOclkrryjOdpNgsRT4hFNrHX27dpADL3GQK0Qs7DWxWLQLmYu6WPDyC4vMVLFzm2/zlnzfDfykzVtkZZD1mqrJlyLBXslB9gmu/rdFqykijTPviX6Bg2wX6RVFLIqiQEVt3nRhoFOkV0kgjwoiFhVjKkUYB9kRyDEXA5o+yKbQ1jjIgPmZjOKkV/IwinV2GUBunbFC7kRSBoUI1xy3HFvCt/fJQb7aH2FrGEkHC0FYLALhbQAAIABJREFUIHSlvu6hGqXuV77NW1jgINsCp0jYtKe8RDudQN4lYmFfOs5FLJLnVCaQQ0fssXDwPcLptW56G2E5naDXTgXyqIJAZmHqeybPzX10AaBVIFJ3i1gUxVMCP+lOwkV6vFuTQTaCkP9fNR1Q1OaNh58UYQ8KcV3mIoc3irPvLx52EsYKX37mEn7ts48jjpV+L2on2c87pZnOFwU/Hl0IxyeDsTkZBPLvjd/582fx+197HoAbsciuZRq4FsDNQ+sMcip0R5GZfqczyM7VizBSVpcNO4OcfG155neVX5f9iFiIQBYWkjtPreCZi9u50ZR7gbR4E4TFw/RBTr7uhDxJLysElFIYxbEWcwOrzRsLHFus5TKMEzpQRZe+d8MdEcwURSzyfZCTrhE8gtc9vN1jFzDPK/A8nDqUCORO4OM1Nx/GD993I15546HKEQuONgQ+aRHet1qRFTvI+UiDfi5jnNt24JlR05aDnOmDHMWI4hiBR7qAazeK2rxVnaTnCkg7qmOPe7afq+0gf/6xF/Av/r+nMIpiq0gP6XM0+y4aie46yJn3MA8lSY/F48Pd99e/+y/fwe995QwA6/fCGoAyaZbehifraQfZaXen+yDHdgY5G7FgRpHCzohHYZv3v9vxI7baygUFr1ndiEAWFpK7Tq8hihWePLe558d6Pm3xJkV6grA42GN141hhGBZ3sYjiJP9pT3gDEqfML7h0HWsHqtzpHLuuaRzkOJunZnitSZEeryvfB3kYxVo4uH2QR1GciRuwmLAd5E7gYa3bwv/yw6/CareFduDlxv4Wwa+zR6ZIj0cWJ8cqzyAXCZfQyuK6tH2zJt6m00pucx3kabov2MsJY1XeB5kzyIEH1yAv7IOssrezaB1FMUZR8t7sjyKrSK8oYmHWZa8xc2yrh7RSyftgfScEEbCWxmfck5L+MDT53rSFGg/gcNcwKW6Rnjtq2i4c1FeBeLS06yDHMXZCFshFfZAtB9nKIBNJxEK4Bnn5dasAgMe/u/cT9bSDLBlkQVgYjIOcvfzqeZQTO4Bx3OxJeoXOnJNhrOIg227rNA6yzquWRCySS8cmGmITxUgzyOUOciaDrB1kk0HuOLGNjl8tYpHJIKdipW+1ItsZ5q/wsfgqK9IrE6YdSxjxNp0g7WJhZW+jqNz9LaKozdvYPsjpzW3fy+WciyfpORlkqw8yO/CjyCrSK+iDXLbGzLH1lQ8j+Nf7I6x0AiuCkH0uW8NI/5wHIxPTccX6NOg+yNbJCw+QAYyDbLeC0xnkKB+x4BOvbqZIL/lqivSswlFKYj8ikIVrjluPLaMdeHj8hfU9P9bZK310Ag/Hltt7fixBEKphcrswl1+D/CQ9t/+q3eat+NJ19cIm5kpabW+vaxLKRk2bIj2UOshhHEMpIxzc9bqOqp1BPsUOsiU+gaSDxyCMsT0M8Uv/16M4t5FMSDt7pY9f/sxj+vXmY/keadFqRyzOFAxz2m3U9DgHmTGdODwMRrM6yMlXdt6593RZFwsTsaBdHGRzm337ttUH2Y5k8H5NF4uiDHLWQVZK4dc++zgef2HdFKdZedz1nRHWuq3CLhhA4mZrgRzG+n0wTR9kF99DZrIdkJwIuBGmMLYd5ORkZ2Q9T87Dm9/xfB9ke8w5i22i5KSt4kDIqRCBLCwkge/hZadW8fgL++Mg33C4VznTJgjC3sMfoXGsMpdf3S4W7qVd3cXCdpAzfZCzH+BV+iBfsgTyVA5ybJ6LjY5YWCLC7YNsO+LA+EEhgHEmA49w+pCJWNjcdGQJT764iT/4q+/i3/75s/iTb10AAPz2nz6D3/7TZ/CJL31H75v3ycJuZxTjpqM9PHjPafzY99yce64+lQvkWJWL26OWQcECrpNGQTKT9GJVGO0owx1cwj+CVqmDnArkYHwG2R5eYr+/2CWNHCE4rouFOZGz2/kpfPW5K/joHz2Ff/x/fz1XxBkrhfV+iLVeq/A1V0phaxhi6EQskueI3BomxU+jTu7Jqt2GzyMWtelrM4p1VplZbvsIY5NB7hQ5yNbVHvukzfMkYiFco9x1ehXf2I+IxWVp8SYIi4Y9SY8vv3ZaSYbS7UgAWA4yC8qMg5wfwKBH1Vb4gL20ZTnI0xTpOeKMyRTpOcVHDDviLBLyOeasG1rUxcIVyO+4+xQ2BiH+t89/E4B5fjemfwf/4+PnAMASO+a17A8jnFjp4F/8+H04udrNPVcqiAsw7lATmztOmD70di/nQWgm6SmVvGazZJD5Nd8tg9wqiljodZjsresgM6EVsQDMiUPRoBDW4SPrPRDGCv/hGy8CAO44saJFpp3tTRzkoPBKySBMrjyEtoOcvg/4ZzRLkZ5XcMwwst/Hyetnt4IbhHGuOHSpHSCKlb4yUdTmzR4Zz+ccvnaQRSAL1yB3XbeGC5sD3ZR+r3j+Sh/XHxKBLAiLBH/uJQLZfHhykRLDosLttZpkSPmD1Ww/zSSuy1sj/f9ZMshlbd7sPsi5iEXkZk9dBznOiGp2zokIh3pJQV4nyEYs3vyS41hq+3hhPYlW8MAG3vUff+tCpn+tT6YP8jCKcy63jekakb8vGuMg33FiRf+fxVcnHRQSK/P8B2E8YQY5+Ro775Pduli0/XyRnm6z5mTgi08G4sx7RUcsxjrI5j0QxQpf+HoikJc7gcnOB2bb9f4Ia71W4XhvHjGezSBzxCI97gxXTYsKYEex7SAnHTvsFoaDMMoJ5OVOOmZ7wA5ygUC2utGYYTNI6xH2TiDLJD1hYXnpqeQP5tPnN3FitbPL1tOxNQhxYXOIm48t7cn+BUGYDrvNm2kB5cOjrKjlini3i0UicAouXTvt1Kp8wNoRCz72F795Hpe3h5npYgDw3at9/NPPfVOv479+zfXmuYyJWPB9rvhkB7Bo6Ak/b7vgK+n/nHxPlLjI9mVrIHkd3/LSE/h/H30heX7pCYBduPelZy7p4SK+NSgkOUa5QNaDQgpEo9uSzuaOkyu52zqBp7tCtNMR2oMwmshBdjPRtitevH7TxcI9TlG7vqT1WH4/SQbZcpCdwjh7324GOfAJT53fxHev7qS3m5OVlhaLwMZOiLWuFbEoyEKP7IhFiyMWs2eQ+XdrFMZo+YRRpDIDe3wviahk27zFuQI97s+9OUjeg3aRntttwy7S87hIbw8dZBHIwsLCo5+fvrCFN9x+bE+O8ezFbQBJUaAgCIuD7brqIQctL+camSyo6WIReElbsvoc5HyR3t/9+JcAAA++4nTGof3El57Dv//qGdx6bBnPX+njSn9kPTa7X3uSnttdQ2/jrNfdRz6D7GW+/6H7btRjpm1+4k23YhDGePr8pn5+dmb2my9s4L5bjib7tAaFAPnIhk2Rm2mvtYqDbI7ja0HVafnYGkb651sVN2JR1UG2u6DY60/2lY0VhAUKOSor0hvbxcLEaVgcA8n7xM3OR4od5OKIBQvkYUHEop4iPXNFoRP4GEVJSzn79fU9ziknj1HKOMXMcjsVyDuJ413U5s1PT/oGYWS6jAQebj2+jCN7WFwvAllYWK4/1EM78PZ0ot6z6TjrW8RBFoSFQhfp2RGLlp9r7cSijsXIMDQRAFd48P4Ac6m6igNlZ5Bt0QMAf/bURfzNl53U33/+sRfwuluP4lM//Ub8N//8P2daoZW1ectM0vPZ/UUmQ9rm9RY4yLYb2naE3c++7c7C5/Q9tx/D99x+DP/d//Fn2iG3HeSdMNbCz7cGhSRrGROxII5YlAjkksv6RX+DbSHO/x+E02WQTaFf+pzKBLI9atot0rOKBZlYqcKrEGGs9MmNvQ43NpDclnwdOe8BAOlYcHvSYurcRjE2BomDXDSchacS2hnkw+kVAX5aMw0KIbOOlU6AzUG2SM9LYzmx0+liY2eU2Q9PZtwYFAlkc6yVToCtQYgoVugEHlq+h9//mTdPvf4qSAZZWFg8j3DbsWU8fX4PBfKlxEGWiIUgLBa6SC82wym6AXexMNvZhW78PQu4omlbuVG1FSIWlwvavL0kjQR8Ps2JAskJ9+MvbOCBu08BSMTNjjUNtGjIB6/Bdbb5UjqL6KBgKiCQCKDsqGmayGE9uty2HGQjkPvDKOcGmmOMi1jkXXtmnIPcdVrRAdmOBlogj+Jc8dw4eFM9unwXB5m3d0807Me6I6cLx0JHsROxSPfvFJ4l96WvmfOz7raS9qN2dIFf+/X0ysRar2U5yOb4fTdiMYpyDvIsXSzsfte8X7vNW5C6vnbEAgA2B2FmPxyx4Mx0N7BPHMxJRSLCI2wOQj05cK8RgSwsNLefWMa3L+zdNL1nL27h2HIba938JUhBEOZHNmJhxtDmMshOm7dhFGsRwQ5ZmBHI2QyyG7H43GMv4KvfuZy5LeMg82X29OsXvv5i5v8A8P33nE6OEfja/S46lhH3+egHu4i8TWANiNCvUXr52hZbge+V5muLOLLc1icAo0ilRX0edkaR07IrWwhYBh+6yFUdJ5CLsEUzx1gmzSDzuv/zUxfwJ9+6oK8AlDrIHLFIp87Zm7k/e/5/lYiFiTUk39vilLtK8P75BO/0WhftwENoRyzSF/jydiqQu4HeZ6ZIz4lYDDN9kNPnOkuRnrV+3u8oijMT//Q46oyDHGaeIxfpFUUstNNNyXZbgxBbg1CL6r1GBLKw0Nx2fBnfubSdOROvk2cubIt7LAgLCH/WR7ETsdBdEjhakS3SG4RxZpockBVruT7IjpD71Ye/gd/4D9/K3MYf6rwewGQ8z28McDEV0I8+fxU3HO7hpqPJ35S272UGa+QyyKHSzyVWCh5ZvV9TAaG7WHj5UdN67K4lVt54+zG87S4T+diNo0ttXN4epQMckteu1/bRHxkH2SfKTusbl0EuKBiz1zvOtfzFd70cb3+5WbsdseBj9keRfm2qwOv5nT//Dv73P/xmxuEsgk8u7HZ5yfekozq2EA3j8iI9u+evLtLTXSy83H3uNMVTa120fA+jyOpykkYs+KRmrdcqfM05YjEak0Ge4DwqR0Yg83s1NhMh7TZskVK6+I4jFkeXkuwwZ5CLIxam2DRxkENxkAWBue34MkaRwpnL+YlNdfCdS9tSoCcIC4hp82ZFLNIMMmBHKlTue/7A9sc4yKZIL3vc7WGEp85nr1qNojg3yW5raD6oWcCv74Q4smyuRrUDQn+YHICooM2bNWyCJ8Sxa8nr422KHGS7YwDzg/fdiF/7oVeiKkeW24hihY2dEKMoRuATei0f/aFxkAM/6yCPi1gUDWex1zsu9/q+770d/+onXqe/t4sfWSBv7IRYKohjlGEfLjvIomSSHheB+Vkx2W35+r0SO++nsudaVKRXFLHgNZrR3smxT611EXiEYRTrY/Jrz7GYta4dscgX6SmV3G4PCjHdIaaXgEVFm6Mozjj0nlWk10t/ZnyyycV1S1aRnt2BxT5G4iCLQBaEDLenzeP3olBvZxTh7NW+FOgJwgJijwY2DnJ+Oh4LyFB3sYhy7l9G0BT0k7XZGUY4c7mfiUaEkdIf8FGcjADuDyM9/Y0jIOv9USau1fY9DNL9tDwv3+YtNI5kbMUPPCIt0EZRVhjFjnsJzJYlPZoK+kvbQ4zSeEqvlTjIsSUmixzDInTf4YJo97givSKKivTW+yN9Wb4K9rpHTpeFcdtzUSRvlwjk7NUKgAeF5C3kURRnMt06YlGQ/3VP+lg8nz7U1aOY3S4nV3QGOTCPV3mBzGvJ9kHOutnTkH0/mIgFvz+DNAvP720WwiyQj6W/OzpiMQhz/brtYsLVrhHIk/z8Z0EEsrDQsLu7FwL5zOVtKCUdLARhEdERC3uSXuDrD02+P3QzyFYXi6JhBrrfcEnEoj+KoFT2b07iIBuBPEydSHbBeH3JZDPbQTZFeoFvigvPbezg97/2fK6LhW8JFxZJpotFvqiQ75ulXdeR9FL3pa1hkkH2PXRbfiaDHHjVu1iMi1iE8WQZ5KIiva1hhF67uoNoO52Jgzz+NdOjpp0ce7flIYwVPvfYC3jmonlvJAWW+f3wVQFmXMTCc96nLG45YmG3T+P3rY5YWA5yJmJhFcMNoziJWLh9kKd/22ROdHi/oRUF8ck4yJFS6LWzDjK3HlzRfZDDTA9ke50eJVGMJIMcYWWfaoZEIAsLzdHlNrotD9+9Wn/EgmMbNx0RgSwIi4Yu0osVhlGki378XMTCHRSiTJu3Igc5F7GwC/7MJXg7ZjG0BXLqHgPA0fRDXkcs+iHWeka8cX4UgHbTAOD3vnIGH/zk13ClP9T7jJSJH3hkHEb78UA2g2ym783iICcC+fIWO8hkZZCNmLTdxioRi6IivXhSgRzki/QAYLld3UG0DWt3OmARdh9k+/tO4COKFT74ya/i//zTZ/X2Y0dN210sHAfZL+hiwdtzUeiptQ5aPkcskK4r2fbKVkEXC9tBtq6ADEZx2q84G7GYpJjTxStzkK3CTs4gx7HSP7P1NIP8+tuO4pU3HsKxlWQI2NX+SItocwyk6yUnYiEOsiCAiHD9oR7OXtnZfeMJ4X1ef1jGTAvCosEf9Uql0+KcDCcLMN0JwuqDbAvGIG01xbiXqm0hZxfUPXXOuIShlWuO4lh3CKjiIDMt39Pi9mrageBqepk8jrMdHnwiBF7SsSPUGWQzQU0/l13ytFXQDnIasQg4YjHMdrGwBWUVB7lMNE4mkPNFegByQmocbsRi5DjyLp4jkAOPdOu8UZRczdhKC+B4EEZRbCOKVWbwin3yAwCtTMQi+cqvNwvk07pILx+xuLw9BBGw2gmKi/QsB5kL9tyIxZjznF2xH2u3ecu8Z6wM8lrag5mz02956Ql85gN/Q/dBvrQ5zHWTsmMpq93EQd7YGenCvr1GBLKw8Fx/uIeze+Agn73Sh+8RTu7RGGtBEKaHhStnGLVA1q5wsh1HLHQXiyhG23IbPcu5tR/HItoWcvZQD9tBzkYsgH4qOLgSf2cUYRTF2B5GWggAeYHMx2IXbb0f6jVEznPk1mqmi0Xema0ng2w7yAqtNGLRH9ljg7PFU2PbvDmT62xiNb2DbL+WSxMIZDdiMQx36WLBo6atIr2W7yHwSV8p2LbGX9tFeragD604B4Dc+zdTjFZQZAcURyy4g8eV/igRx9bPpqhIDzCxBt3FIl3mTKOmC4r0wjj/nuFBIavdRNTyUBq3VzkPPbEhHbFIHGQu2F3pikAWBADAdYe6OHtlbwTy6bWudmYEQVgcWAfGSmWcR1ME5jjIHLGw2rwBabTBcvJYzPAH9LfObeIrzyZ9jzMOci5iYTnI6bjcoyupQA4jLULWrA/vzDqsDDILY255Fek2b0YQcOcI7mPLwsjWUHVkkJfaPtqBpx3kdhqx2BmNGRQydtQ00nUWOMjR+DZvLkUZ5GTN02WQw9j0LC4T+aZIz0QsWmlvaXaOOWLTDjwdIUjWa4R76HSxcIWx/bnjZpCZk2nEIjNqOn38le2hPhnTsSPr4bZA5uEcuQzyDFceSvsgW5047EEhLH7ZQdYOvfU62PGk5HklX4mQ6X0sXSwEIeX6wz2c2xhgGNbbC/n5K31cf7hb6z4FQagHe5JeFCv9QZrvYsEOctrFIop1BwIgEQ9ZBznbSuujf/QUfuHf/xUAI5BPrnbwXDplE0g++HuWg7ytM8hpF4tRnJlsxtgijAWBUso4yKmojlMx5VsiyiMCkRHB9uMZuw3btBARDvVaWO+PrIiFl49Y2IJoXAZ5TMTCPgmoQraLhRGfkznI5v+j0HSWKMtRmyI987PgiMV2emLETjILZD3gw9pnGJs4B2BelztPruDOkyuZ5+C+Zv/t/TfC9widwEfgexgWTNK72h9poahPSjIOsolYmCl1yTFJRxcKX4JK+AUO8ig0r4XnwYpYKP17wfERPgGx41CHesURC48Iq5YolkEhgpByw+EelAJeXK83h3z2al/yx4KwoMSOg2wPDeDbAdMqLVZpQZ/jIPs+OaOm86KShTE7g9cd6mJjEGrBEUZKRyzCOEZ/lEYslo2DzKK3LINsj71mMc1fuUjPdskDjlg4hXi22I8csT8t3ZaHwSjGKFRJkV4rOygkcNq8jc0gjynSC2M1kZjPFOlZbvIkGdRMBjk2EYsygex7iWNpn6y0fA8+kXGQR1bEwhoTbq8x38Ui+fq2l5/CF37+LZnjs9bk7f/h99+Fp371IX0Mu/iN3futQaSz2IVFemMd5OT2Wdq82Y9lsT8InfcMmYhF208mNPJJoRnmYznIJRlkzxMHWRAKuS51eeuMWUSxwgtXd3CDCGRBWEi0g6wUIuvSPDtXOoNs5TwjlU6DswQcV9Lb2wBZt48n2mkHea0LpYDNYZiOEjYCOVbKRCysIj2OTdgOcisTsTARCRYJLKr5Mr3dBzlxke0uFkURC+PwzkIn8DEIY4zipA9yN+1ikXEDKw4KcYsobeJ4Fgd5uiI9siMWVpFeWecPFsTGZeWIBWnRyV9bfhLf4edqr7Fs1HTZMZP1xem25r6Wn+TQ3SK9rWGor2oUvebbw0jvx2SQs9vPkl233w+8jkFonG6PEhEdRkmRnkfQOWTA/P7ZP4e1nptBhl7vighkQcjDLu93r9bnIF/YHGAUKXGQBWFBMQ4ydskgZx3VpIuFJZDTQiG93zjvILLI5kvnp9aSwt31/kgPIulavV51m7dlU6SnHWQrR2kL9bZvRAw7xxtWxCJSVgswz2SQWTSx86oKHeRZBbKHQRiZUdMtH8Mw1rG2SRxk9wTGxu5GUmldliNrH3OSQRH24ezYw7iIRdt5/wR+8o+jCpkMsrIiFs7rMoxiffxxJzFu5w9yTkbsbC9nkJUywpT3ffZKH1977gqAJGLBglM7yEHWQZ7lxMp+bK+dFcg8ETLwzMmp55F2gQOrbWAmg+wU39l9kFckYiEIea4/lIjY52t0kHlf4iALwmJi+49hHGuB6Fb82znPkCMWQVbghAVFerZzxUKQx0KfWk2uWq33Q/3YjIM85GEHbRABg1FkMshlEQur7zKLaXYik8v0sdUKjOB7HojM8ysabMLi3Z8lTAoWyEnEgkdNAya7mutiMUYgs7abZtS0iy1U7f/3WtNFLADL/S15DrcdX8Yd6QRXfnw7dZAHocm5A8nrENpFekFeuLNIHfe8OWUQWu4r0/I9DC1n1l53t511hH/nz7+Dn/ytL0Ephe1hhMMskDnWoPsgU+Zx02A/H/7dGKRXHex4Cr9/fSIdjSmKHgF5BznbB9m8tvvlIO/PUQRhBnptH0eWWrUOC+G4hjjIgrCY2E7pKIozPYKT+5P7MuI3UmmRXlYgF+V2baHBLnR/ZCaYAUkEgj/gTQZZaZG11PbRCTzshLHlIBcX6bEQ2BqGGdcbsAoRdSuwpIDKS3vvAsZBLuqD3Joxg9wJ/CSDnEYs2BFkgRykcQ9m3GCSoqlu9noncZAD39N9rO0OEZM5yNnjsfvbKlnH+773drzve2/X33PBZNG6276npyACxqFtp4V1QFJ4dmV7NHbE9ngHmTIjsluZEwUWyGZfV7ZHOL85wPYw0i1M+b251M5uX1fEIvBIn2Qpa78emZMKzyPdns1tf8iUZpDnJJDFQRYawelDPXy3xmEhLJCvky4WQsMhogeJ6AkiepKIPjTJNuMeO81j6sR2SodhnBGPgN3FwijGUZxMDHMvkdsZ5Lggg8wRC5NBNhELFjrcASCOFbaHITxKBBGPZV7vh+lI3OLevSwErqRDQmx4XLEtCHzPS4v0spGATB/kujLIrWzEgk8GNiwHmci4yJ1xEQtdpJe/zy5ErLy29FjZNm/TC2STH64mf7iLRZHb2vITB9kVyPbIZBZ94543i81RYQbZQxjH1vs2XxxHlD2BeercViZiwVc33MzybEV61v/JCOQwMiPTA8tBtnPE2Wz+uAxyWcRCJukJgub4ShsX0/YwdfDi+gDLbT93xioITYKIfAAfAfBOAHcDeC8R3V1lm3GPneYxdWNfoR9G2R7BgN3Fwmw4CGMohbECmRMZ9of0KFJQSukBIMZBNm6vziCnDvJyOwClwoAzyGu9Vsb9y7Z5S26/XPB3jFthZSfpJaJHDwrxs8+bHwfM1uYNKI9Y8KV5t0Cy7ZcLlN0iFhML5HQt2SK9SfogZ7/fTjuQjOvlnH08JU52wWvMJ0ChE7Gw+zRz67JxcYZxDnKQjisPxzjIQFaAP/7COkaRwuG0DSEXhXYdgTzO1d4N+7GeR+i0/LSLRawjP55HVqtAkx3O/F7YXSx6bgaZvybvSf5eBoUIgsXxlQ4ubg1q29+L6zv6Q1AQGszrATyplHpaKTUE8EkA7664zbjHTvOYDET0fiJ6hIgeOX/+/MRPzHYgR6GVQXbG6tpdLFjgjutiYYr0suJgFCmdQdaXpvsjXSTHsYMoVti2WmwlDnLSB9k94W4VZJCv9PMOcnJ8k0G+/nAP1x/ugaxBIUVdLHQGua4uFlEasWCBbDnIgHENW0H58UwEpkQgTyjKihzk5SlGTbPI71sdKKpww+EebjzSKxyqwUJvGJqiPSDbZeOOE8sIPMLpQ+WfN+MyyOwYc07eFshdSyDbsZ0vfjP5fTuxkryPeSBNTzvOyXazZNft95zvpSdZoxijONtxhtdtO8idoMRBLolYEHEOOUDLp8Ks914gAlloBEeX27i4WZ+DfG59oC+jCkKDuQHAc9b3Z9Lbqmwz7rHTPCaDUupjSqn7lVL3nzhxotKTyTzeKtNLMsjZQSEsFG1hwALX7WJR1ObNvcQ+imL0RxHagaddv0wGObAE8ijSblg3SCMWO2HOAStykK8WRCz4+CwsfuvvvQ4fftfLHQc5H7GIdAu4GhzkdFx2y/f0pfvNnSQ2QvqSucnYluG6oTZJK7vJZIfO9c7Q5u2J//lB/OoP3AvAilhUXMdvvOfV+PUffGVxBjldE5/EmIiFWd/Lr1vDo7/y/bjt+HJbpQaKAAAgAElEQVTu8Yz7mtluM//cd0bZiYpA+evwn55IBPLbXn4SgJnc6EYsZnGQ7XiGHbHYGUX6+fu+G7HwM88JGB+xsB1kIIlZ7FcHC2COAnm3HBsRvYyIvmb9Wyein5vHWoX5c2ylje1hpM/+Z+XFDXGQhQNB0Secq0zKthn32GkeUyu2AWmLR/7QLOpisV3kIOciFsUCOYwUdkYReq1ketlKJ8B6P9SDJbjlWJRGMVhsdFtpkV5/lJsElq3WT/5/ebv4RH8YxlqwcN/dbAY5n+3Vk/RmLdJrpRGLSKEdeLo7wuYgzOybX/tqg0Ly9yUdDiZcW+BnvgYejRXoZfvgNfeHUfLaVjypSOIVXqFLrwVy6pLye8TOSAdWprsM3rf9XmaMQObhJGYdvYL9nkivftx1ehV3nFgBYIr0uk5R30xt3ixx7XuEbhqx4N8h3mZk5eR1xMLO5num9Zx7ZcDttrHSCfatQA+Yk0CukmNTSj2hlHq1UurVAO4DsA3g0/u+WGEhOL6c/NLXEbNQSuHF9R19GVUQGswZADdZ398I4GzFbcY9dprH1IrdBWEQmi4WbgY5tAXyKHupG0gElZ2H5Uv/rjgYRjH6Q/PhvtYNsL4z0gJVt3mLk0EhXCjUaflJm7edfMSiXeCUccTC/aAfRQquzvXI7mLhZdYP1JlBNhGLwKNMxCJ7KT3NII8TyOnmhV0s1BQOcisbsei1/UxGtyosNLeHYeV4hU1ZFwvAEsg6g2yEXpVjkXPSl3WQk//vpDEO+4SlSCC/+Y5jAIAH7jmtH7veH6EdeLnfobr6INsOcn+YnfBnIhbmPW+/f7w0a+/m9/kx9tfla0EgY4IcW8rbADyllHq26M5Zs27C4nNsJSk2qCNmsb4TYmcUi4MsHAS+DOBOIrqNiNoA3gPgMxW3GffYaR5TK7a8GkXGXc0V6VlCbGdoRgAzXomD7IoDjljwh/tar5UMCilq8zaKdKFYt+VjJ4xxtSCDnB0Uwl0skr9h7gl6Ik6zH8m2XmCBZgvPsLYMsqcn59kZ5Etbw8ywDr9CxKJo7DETTeUgs0BO1jTJmGkbPonYHkZTtcUrcpw57jAYE7Go4u7ze7usDzIADAoiFt2CiMUD95yG7xEeuve0Pqnask78AOPMzhSxIFcgJ60C+3bEwu5i4dldLLLHDXyvsGDeHS9/09El3Hhkaeo1T8q8+iAX5djeMGb79wD4RNmdSqmPAfgYANx///17crlPmC88saoOB/ncetIu7qQIZKHhKKVCIvoAgM8B8AF8XCn1GAAQ0cMA3qeUOjtmm8Lbd9lv4e11kxmIESktcHIZ5NCOWJQ4yJkMcvLVFQcskPnDfa3XwvrOSEcs2n4yuCOOFbYHIa5Pi666gYdzowiXt0Y4kv6dYtoFxUhXtkfotrxc3nJoFekxtgjhfdktlMPaMsi+fo3agemDvDkI8aqbDuvtWNyOd5Dz3TaAxPmOpsog+5ljTtLizYZFWX8UVe5gYTPOQeZOKrpIzxbIFRzk3SbpAcZBbu0SsXjnK07jz3/hbTix2slEEu1ttTNbk4Pse4ROy0s6tBDpASU+WV0syI5YZNfd8iiX30/WmY1V/foPvjJTm7DXzEsgV86xpS7F3wHwC3u6ImGhOZ5W416owUF+cT0R2ackYiEcAJRSDwN4uOD2hypsU3j7tI+pEzeDzB/I7uXo0BK/OmJhO8jWhzRgHFhXp410Bjm5Y63bwtkrfTPJLiA9tGJ7mO1icXFriGEU4+iy08XCEjN2Bnmt28qJmySDnF1TkZNYFLGoow+yvWbbAc1MldNt3ioIZCdiEZecmOy6NqdIb2nKHrgmYhFNFbEoeo15bcMoSr9P1mb/bKscy50Omfm5B1kHOTtRMP9aEJHOIWfEdNsWyFx0OYtAzv5fDwpRwFJ68ugW8ulBIc77p8xB5rcKr3eS4sw6mFfEYpIc2zsB/IVS6sU9X5WwsHDE4lINvZBfTB1kiVgIwuLiTtLTraPSr3y/Xdi0UzBGOPApI9aikgzyKMrmJ9d62Qxyy08Gd0QqGRSyrCMWHi5sJifdR5bKHeSW5SCv9Vq5D3v7JICxHWQdsbAHhZQUHE5Kpu2W52WEFxd6AUlXAqJdhl6UFOlNm5d2M8hLE4yZtuETlP4wmur1GtvFIowz39s/26oFlPbuMw5yegcX6QW2QG6P33cy4CX5v33Sw0ua5cTKfm8SRyzCNKbUMgWV5phkZZCzx235NDZiMctI7FmYl0CeJMf2XoyJVwjXBkvtAL2Wj4ubs0csXtzgiIU4yIKwqNgCa1hQpFfcxWJ3B/nK9gge5YWLziDrIr0kg8wRi1Y69jiKVCar3G352u0+6kQsOr59qT053np/hNVukBsTPIryQzRsXWDavJnbohr7IOvjBB5avpmalxHIRGnUpPx4bpcRs9Z8Adoka+sUiM9JaOkMcjiVQC6KhrSsIj0i02EiI5ArnhCY93fxMVgg266w2x3jhsO9zPdEpPPWPesqgdsdYhoyEQsu0htFSUzJKtIz21tFes7rf3ylgxuOZNeerC/9OielOpeIxQS5uSUA7wDw0/NYp7BY1NUL+dz6AKvdIDPtSBCExcLOGg6tAjaTcU3uC1NhmfQnzrd5CzzKuK5/9MQ5vO7Wo2gHHr784bfjL75zGT/9b79SmEHeGIQYWNlPL+2IMQzNOGvbfXUzyPZADXYCuWCKj9Nt+dgeRhiFuzjIBZP0TJu32Yv0mLafjJXutXxsDkK85KSJWHgejc0fA4n4IspnkNm5n3Stukgvfb2mHTPcsgrWTqxO/nrt1gfZTyfuAcBSJmJRTd0lolXlTj74asjOLhGLr/zi2wvbybV8wjAqiVjM0P3Efm9yBnkQxhiGca7fMv+/qIsFAPzO+95QmC33vNmF/CzMTSFUzM1tAzi2n+sSFpfjK21cqCliIfEKQVhsMhPjImV9WPL9potFN/CwNYwKu1j4HulitmcvbuHxFzbwS3876Sp6YrWD1TQXOYoUdpw2b0oBV9O2bNybeBjGiJX5kLdFyVE3YpFp82bajHVbvr48zgJ5EMU5IZBp9+VxBtncH0bFcZFJsTPIfCKSTAiMcMuxZeu+aj2IfaK8QI44+z1lBtlnJ3S2LhbDMJ7KQS5at93mzfeM656NWFR0kJ2CNEZHLMJ8Aap9nGMrxVdEW4EHOF0s3AEc05Bv8+brQSE6YuFnt1nWXSzyDnIR845YiIUmNIZjKx2cS+MRs3B+Y4DjK+3dNxQEYW6oTJRA5TLIWiCHMbotH1vDqLCLhW85yF/4elLK8sDdp/T9uhNBQZs3wBQGc8RCTzTz8wLZdZAD34NHidhv6eModAKT82UBWJRBzkQsgmy05Gp/hL6+7D5rBjkbsQCSfOtabymzb492d5B5O3fmxdQOspVn9Wh2B9n9f1XGO8jJVQyOP3SncJB592UOMhfpBSUOcvm68+/T+vsgJ+/jrWEIpYxwd11m/tlVeQ/xfoHs78F+IgJZaAxHl9v4xnfXZ97P5e0hXnZ6tYYVCYKwVyjHgTRdLLJCMYxj/eG/XZDT9D2TQf6TJy/gzpMruOmo6aXacgWy5SAD0HUPgZ9MtnOzoCxwfY/0Y2xafnLp2c2O9qyIRfJ884KlaOQwi/13/bM/xvmNQea1mRY3YgEAx5bzuVC/QsQCSDKj7s+Pix0ndZCPLrex2gngeYTDS22cKHEbdyMrkOvpYmEc5Ag+EQ732iBCxoCpGmPg18Xdmtfdr5BBLkLnojN9kJOvs7xvbNHqe4mDzD9y0wfZbJOIaB+Hl1q5YtYyxEEWhIocW27jYg0Ri8vbo8q/oIIgzAf3En2+i0Vyexgp7VhtDZIMsi0cfM/TXSy2h1GukM6+9L4zMmKbLwfz5Lt26iD3nWl9vP2RpXZh8Vo7bX9lO5DdlhnnbItTtwWaXZxkulgk379wdSfTY3YW7DWwIPvoj7024yzzGqo4oomD7LR5i80+JuEn3ngrHrznNADg0//Tm0ovx++GfdxZHGS+IgBku1j4PuEtLz2Bz37w+/TJQPK4qm5psRhkQXx5e4hey9einCj7cyvDXBEocJBniVjY+eI0g8zoUdOZMeXJ9r//M2+u/DM0xYRTL3Mm5tXFQhAm5tBSK/0Qi3bfuIQ4VriyPRSBLAgLjjuIza3yZwE2jGJ00w/n7UHytyEjkMkUs8VxvlMEC46NnURcs5DgoqF1K4PseaSHL7gRC7cHMsMixr403gnyDrL9HBkzSSwRCx4lzmwYxZmpa7MMfABMjMFe53WHermTCW+iDHL2Nj31b0JR1mv7uPV4koO+5diyPnGZlFkjFvyzWbXakekuFmmRnucRXnZ6NSOKq7rVu3WxuLg5xFov0D/rXqvayG1+fFEGua6IBXexYDhf7zsRC2Cyn2EdWelZEIEsNIZDaSaQi2amYX1nhFjls4KCICwWrsBy27yxwxxGSn/4b2oH2c4ge1pMRyovkFlArLNAbvGwh+RD3C7SCzyyJpqxQE6+lp1083blEYtsXtqGBVBgPfdYKQyjyR3KcWQd5HIx4lfMIBd1sWBTddY4yLTYz2uaiEWgBbIRd7aDbJ+k2M8xmDWDnD5+cxBirdvSorNK/thed90ZZHcIiH21oVcYsZj8WPYJ4jwQgSw0BhbIV7anF8iX08ceWSp2ewRBWAzckbKlAtnKIG8NU4Ec2K6scZujWOU+qDliwU5xT0cskq/894bbvPWdQkA+luu2Mryd7Vp2W2accycY5yDzV1sgm4KtosdMQzaDXC4LVrpBbkR2Edx2zyasqWfztAR74CDbAtmOcGTiHBWfb5kYtMX8Wq+lt6uSP7bXaEcsqAaBnI1YZN9D3aKIxRTH8shcPZkHkkEWGkMdDvLl7STDLA6yICw2bsQi38UiuX0Yxlpkbg1CtNMoBON7nu6gYHfDYNraQU7+rnA2mAXF1f4IgZf0Bg48woCnpjkdC8r+pvD+Az8rILoFDnJZmzd7zHYcK70GwBRvzYIdsRgnHv/JD9ybK74rwu4cwvD3i+EgTyOQk8fYDjLvcxRlT7zswrzqDnJxBtk+YVnrBjqXXnVgyriIRW2DQkozyNb2UxwriRXNyT6GCGShQdQikNMiP8kgC8Ji4wosXw8KSb43XSyUFpmbgzDzQZ08znGQSyIWG07EgkdJr++MtEvsEaGfutRuxMLtgezu33YSu1abt/EZ5PR2SyjHSunhJXWRGTU9Jn7gTmorgwr6IOuCwrkJ5HravPFIZCKzn0EYZ9rP2bGXWSfp2QJ7rTd9xKJXELGYZcBMpoWbG7EoaPM2zaG8NHc/LyRiITSGehxkiVgIQhMoc5A97SDnM8h2FwrGtzoqxErlnCyu8ncjFvxVKSNyAp9yvYdZGJQ6yAVFesmgkFQgB7awKs4g2xPFYoWMg1wHVSMWVfGJELt9kKccNV0X2S4Wk6/B1wI5OXHyLXeT27y52wJmwMtu8MPzGWQrYtFtmWEkE0Ysuu28g1xXkR65RXpW72p9zKkjFuIgC8Ku1OogS8RCEBaavIOczyCrtGDNFsXdnIPsZRxkVxTwhzhHLLgC3/OSccv9UaRFo095gbzWSz5GT64Wt64yAjlbpMdOJD+ej2nD3/IaufjNziDXQWZQSA0C2SMzGAQAfuZ3/wLPXNgCMPtY7GnhiEwYq+kcZD9bpGdPzhtG2SK9TB65pi4WQPJeYcHYnSFi4Z54TYP90KQPclEGufikoSq9to9uxaEie4EIZKExcHHErBnkwCOsTtkqSBCE/cFNuvIHLDt1cWxcSVsUu717q0Ys1vv5HspL7UQg8zY8ahoA2ulku1uOLeO3/t7r8OY7jhc+DxbX7YyD7OGlp1bwWz/5OrQDD//yj7+deW6MV+AgK4XaIxYtn0CUdctnwfNI954GgCde2MC3U4E8r4gFkPyswziqpUjP90gLYbdIz/eLxfI4TJFe8fsTMPEO3yP0WtWeQ6tgUEgdEQtuOxirNGLRKohYZDpdTH6Mn3zTrfhbd52ceo2zIhELoTH4HmG1G+hLodNweXuIwyUN/QVBWBzKJ+kl30dK6Vxrr6qDrPJFeuwEbgyyEQsAWEpzpTzm2RZ3bd9s99aXnSxtf6YdZOuxnSDpYfvWu05mRzmX9EFm4eyxg1xzxMK+RF5LxMIp0lvvj/TPYJ4CmcX/VBGL9Gew1PGT94wVsYiVM/XQMz/zqp81us2be1zP5HC5g4hPVD2DzA5y2y4G5a+z/Sy06+10sSiMWExxrGMrHbzm5iMzrXEWRCALjeJQrzVjxGIk+WNBaABuhjU/Sc/0A7bdq26Rg6x4UEjxB3XgkXaQ7e4AS2kvZBY8mWxpUO0Dv6iLRSfT+zj/HBl3JDBPqKvbQQaM815PxIIQWec3HF8B5u8g218ngdfdCXzdKcV224viBJO48ePGKus4T+oge171Lhb8/sv0QXZ+l6bF7rJSFLHIFPLNs9puSkQgC41iZoG8PZT8sSA0gN36IEdxUqAHwMkguwI5cZCVUmkGOX+stu9hY2eMg+wXCOSKIqul+yBnM8jMOBFhIhbp916+D3JdsMBp1ZD5ZKcbSOIgOzX3bZ6WlnaQp88gdwIP7cDLZJABZzhI+v+qBXr244tenraTd+8EPlYqxgSLIhbuide02L+TfJLKr427/3m2a5sWCWIKjaIOgXxbOrZUEITFxZ2kZ7pY8P0KI3aQM+6VE7GwLoMXTdIDElEYD/jx2Qxycj9/4E/e7aFdIK67JcNB8n2Qk6+B1eJOWRGLf/l378eJkuLASekWXBafFo9MBpnb5zFzjVh4fBIwRcTC464lHjqBB4Vsa7/Mz9FLMt2TOMgcxSiKZPB+2EH+6I++FredqPY5ZiIW9U7SA+zoD6ET5IV40wWyOMhCozi8NKtAHpVOvBIEYXFw27wVdbFggdxOx0AD2bgFYMRFFKvCSXpAtktENkuZRix0FwvzmKouZDvw4JEjkEuGg7ji1Fx2N9/bfZDvuX4Nr77pcKV17IZ2kGvKIHPm2K0ZWQgHeYrx3Pb7qx148IlweKmlM+a59oGeV3lICGCiNkU60nRMSQTym15yHNcdqtaTmk/QigaFTDO8w8aOavD7p0wgS8RCEPaYWRxkpRSupEV6giAsNvkivawQiWOlIxaBby53uxlkE8lQhZP0gGwrLNvB4+EPJoNsD5uo9oHf4cvxZAvk4oiFW6TnjgR2+yB3amyB1WnlYwPTQuk6AWDddZDn6CSaDPLka+Cfkx2xICKcWkscfPd18z2qPGba3v/4DPLkF/35uRa95+qKWNiDQmynOjOOunn6WASy0CzWZhDI/VGEUaR0P2VBEBYXtw9y4DjIkYJ2kAPLQXYjFnx7pBTigjZvgOk04XYGyEcs8o/ZjU7LQ+B5GeFdNj3P1W1utwG3D7Lrls9CJ/Br61Hse+bnt0gOMju60+Ss7fdIUqSX3H56rQsg/7wCjyZykN2rBTYt3YN58s+ubiv5udonU+6J17To96VnWgWWvbdn6bk8LySDLDSKQ70WhmGMnVGUK8bZDa5SX5vij4wgCPtLWR9kFiZKKd0dYa0bGAfZ+bvAH8xRpJIMcqFDV/zYpXY2YhFkHORq4ufH3nAL7rv5SGnEwt5NWZFexkGOFXbSYSW1OsiBV0uLNyCdpMcCeWdxBPIsRXqvvukw/skPvAJvvOMYOi1f/wxOpQLZFYC+TxN2sUi+FmWQW34ymrzqSZnNe15/M+65/lBmvzpiMeOPmx/vE+lWgb3Me9s++ROBLAh7ij1Nb2KBzB+mPXnbC8KikyvS8x0HOVa4tJX8Th9dbmu3bpyDXDRJL9kmX8gEGAdZF8lN0cXipqNLuOnoEp69uKVvs2Mg2S4W2X3yt3aLO45YeFTvVLpO4NXSwQJIRJ7JIGcjFvOapAfMFrHwPcKPvuEWAEDHN50aWCC7uww8mqqLRVkGedrPrRsO93DD4Wxe2Zx4zfbz9p0TOHuEOuAOCmmeQJaIhdAoWCBf2Z48ZrGh3SZxkAVh0XEzyK6bGitrdPxSO9OnNvO49PYwjksFcqs0YpGIEp6aZwvVSZ1QXj/30GWyhUzZx7gjgXXEIoz0sJG66AT+VMKxCN8jXWTpOsjzvNSu26/NaJ3arcw4YrE9zPamDjxvqi4WhRnkwKv1c6vuIj07n23/DmUGhTRQbTZwycK1DAtk949uFdjJWJ2i0EEQhP3F7WIROA5brBQubScC+ehye9cMchyXt3lrF/SKBawMss9t1lhgTVHk5RkRkbk9c+m7JGJhiSeVOsidiqOGq9JteVNdwi/CI+Bb5zbw7t/8Ezx7cSuTq10MB3m259lNc+UAcOpQIpDPbw4y2/gTZpD5Z1z06nR8T3ewqANz4jXbftzezYmDbD5f/czVkeY5yKIUhEbBRQqbTmV0FUzEQhxkQVh04lTMuiOK7S4W6/0R2oGHpbZfmkHm7UdRDKWKHToWO92SiIXJIE/vQLI+cAvrMgMmfFcgp18tIcJFenXmjwHgp/7G7Xjn1X4t+/KI8OL6AC+uD3B+Y4DDS230hxH6o2iul9pbM4yatvkf/+ZL9BXJU2kf6gsbWYEc+BN2seBhMAWvz8+9/c5i5TwlfIyg5ojFL77rbt3VA2h+xEIEstAoeHrQdA6yRCwEoSkole2nm8sgK4VLW0McW26DiIyDnBs1bQSy/b2NiVhkBYMp0stGHaYRpywmcoNMxg4KyTvIdsSiTu698RDuvfFQLfuyn9PZqzu49dgSWj6hP4omih3UTVCTg3zfLUf0/0+nDnKunZ03aZFeeQb5TS85PsUqxx0r/TrjORYPRGFH+h13n8rcHzRcIEvEQmgUHI/YHEzjIEvEQhCaQqyyPYt9p1AuVuno+LSvuc4glwjQ4RiBXDViMYuDTFogF/dpLlob38VCKyl+SyMWNTvIdeKKobVeS8fj5tsHuZ4Msg0X6bkEHk10HCOQ9/71cU+8psUnGruPsqx9UxClIDQKLZCnjFi0A2/i7heCIOw/Ck78IONGJRGLS1tDPRlTxyRKIgzDcIyDXDCOF8gLZH8GgWwiIOUOsis23OERvsejplXtGeQ6cQvx1rqtwpHb+01dGWSbss+TwPMmylu7ed69RJ94zWghex6NdYabPihEBLLQKHotHx5N6SD3Q4lXCEJDUE5Bneu0xkrh8vYINxxZ0rcB5QJZRyyKMsh+sbh2+yAbgTxFkR4XMrkRkDEOsulXm41YDKO49ohFnbhiaK0XaMd7roNCvOnbvI3jf/3hV+HW48uZ2372bS+ZaLCHOxRmL3nwFacRxmrmlqe+Nz6mIYNCBGEfISKsdAJsTOEgb+yMpAeyIDSEWGVdYzvPSUQ6g3x0qZW5vxsUO7Q8nrnog7pVFrHgUdN+thhpqiK90kEm+bXq+xwHmUc470WRXp24JyFr3RYGQbmDv1/sRcQCAH7wvhtztz34iusm2se4SXp1c+ORJfwPb7lj5v3sFrFo+qCQxf0NE4QSVrutqQTy+k441ahOQRD2H6VU5hKw+2E7ChWu9kc4spzNIJd3sUi7YRR8TvPl/90yyHyMadqhsQAaW6SXyyCbaEWyD+6DvNgCmde9mhZVH7IzyAcsYlEX2jlukJD0PBrrDEuRniDsM6vdAJuD6bpYrEmBnnDAIKIHiegJInqSiD406TZl9+3ymGeI6K+J6GtE9MhePK9Yjc8gX9pK2mqZDHKJQE4V8SAdDVw4SY8d5FwGOcjcz2J7mpHMZW3eMtGRXAY5XR8XKOo+yPV3sagTfnnuuzXp9rDaDfTf3nkKpaCmNm97wX5mkOvCp/EZ5EybtwaqTVELQuOYJWJxw5He7hsKQkMgIh/ARwC8A8AZAF8mos8opb5eZZuy+wA8sdt+AbxVKXVhr56bQjZW4TqtF60pevb9ZYNCTBeL/Cd1qySDvNYN8LN/6yV44O7T+rj29pOgHeSSNnT2Wt3H2H2Qo1jtyaCQveCVNxzCPdev4cFXnEaskucxzyLpRXaQWWc2yWn1dpko6Y85+WsCIpCFxrHaDfSH4ySs74TiIAsHjdcDeFIp9TQAENEnAbwbwNcrblN23x9V2O9YiOj9AN4PADfffPPET0wpVVrA5hHh/IbrICeix3VW810s8scqi1gQEX7+gZfp73WbtzojFpQV/tnH8DZmH3s1KKRO2MA4utzGT775Nn37S0+tzmtJAPYug1wH/D5tkozczUEe1+O7CSzeu0QQdmGl25quzVt/JF0shIPGDQCes74/k95WdZuy+3bbrwLweSL6SiqEcyilPqaUul8pdf+JEycqPh1D7HSxyPZEru4gsxjSRXoFH9S8zVJ7vLupM8hTXKLXfZoDt0ivvIsF5RzkZkQsrqZDmTgfvijwSdQ0EZm9xi3IbAKeV3zCyUgXC0HYZ1Y6QW5q0W4MwgiDMJYx00LjIKI/BHC64K4Po9hwUu4uxmxTdt9u+32zUuosEZ0E8AUielwp9cWCx0yNUqb9GpCNRngEXNismEGu0AdZd8CoKJBnGTXtCnjebxSr3Npyk/S8pNhw0Yv0rmwnAvnogglkdpDnOc2vjHGT9BYVr2IXiyYOCQFEIAsNZG2KIj2+5CcRC6FpKKXeXnYfEb0RwE3WTTcCOOtsdmbMNmX3jXsMlFJn06/niOjTSKIatQrkxEE237sV8SqV64eXst0RXOHIjxuE5UV6rZKIhQuLgWkn6f30W27HA/fkz3V8IkRQ5UV61pht3cVigTPI6+wgLy2WQH7rXSdxaWu065WCecA/6yYJZN+jsZP/mlh4aCNqQWgcK50AO6MYoyiu/EHFf7ClzZtwwPgygDuJ6DYAzwN4D4AfmWCbsvueKHsMES0D8JRSG+n/HwDwj+t+YkplXeOiPKM9GTPwCZ3Ay31g82X1wWjcqOmKAnmGNm8A8AvvfHnh7Z4HICrog2xFK4BEZI8ihcXh1CYAACAASURBVChWCx2x2BiYDPIicc/1h3DP9YfmvYxCfOdn3QR8qlak16TnZCMCWWgcK9a46aoZN45kyKAQ4SChlAqJ6AMAPgfAB/BxpdRjAEBEDwN4XxqFKNxml8cX3g7gFIBPp0I0APC7SqnP1v/cnEEhBVldu6bA94rHyLP7yhnk4kl6xW3eXGaJWIzdb4mQ4G9tJ257mPwtW+SIBbNoDvIiQw0Uk7t1sfAkYiEI+wu7wJuD6gJ5Y0ccZOFgopR6GMDDBbc/tNs2uzy+7PanAbxqhiVXwi3Ss4t8WEPYJ7yBR4X5XrfNW/EkvQkd5JozrCyK3GysW7jlE2EndcKbIJB3O+EQDHzO1SB9nHaxKL8/aKArbiMCWWgcK+l0pkl6IXPXC36sIAiLjcJkDvI77j6Fm44u5fbDEYvhGAf5e24/ir/9yutw+lB37Jr2ykF2oxT6dsdBJiL004En7sCRReJjP34f/vSpi/NeRqOwYzRN4Z33nsa9l8sjK5JBFoR9ZrXLArl6oR5n4kQgC0IzcB3kogyy3ZXmoXuvw0P3Xpfbj4lYlBfpveTkKn7zR16765q0QK7ZvS2r9tfOsiU0+sNUIC+wg/zAPacLixGFcszVgjkvZALe/Wq3o2QWfeWjSU/KYnF/wwShBBbIm4PqDvKWCGRBaBSxStw0d9wyYEREla40uovFmCK9qszSxWIcbjs3pqgPsnaQF7hIT5icJvZB3o2mRyxEIAuNg0XuJAKZIxbLIpAFoRkoBUKxC1XkIJcROINCZhHI7EbX7d6y3vZzGeT0dqsPMrPIDrIwOTqDPN9l1Io+sRMHeTKI6EEieoKIniSiD5Vsc5iIfo+IHieib6Q9P4VrHO5iMcmwkM1hiHbgTd2eSRCE/SVWiUAsqoQvyiCXwduOm6RXFU87yPV+4PslDrLnOMh2PlUK4A4WTcwgV8H3xg8TWWTmohaIyAfwEQDvBHA3gPcS0d0Fm/4GgM8qpe5CUjX9jf1bpbCo8IfiJOOmN3dCrIp7LAiNQUHBsyIWtgnFHSmqtG1sVcggV4UvGe9ZkZ6zWxMvyQvoQzIV9EDhWTnzg4S/Syu4RWZedtrrATyplHpaKTUE8EkA77Y3IKI1AN8H4F8DgFJqqJS6UrQzIno/ET1CRI+cP39+j5cuzJtO4CHwaKJpeluDUDvPgiAsPnGctLzyiBA4E7u4pmAaB3mWD2tvjwQyrylwFDI58RJ76VWeu9AcmjhJrwo+UWOf07wE8g0AnrO+P5PeZnM7gPMAfouIvkpE/yqd2pRDKfUxpdT9Sqn7T5w4sTcrFhYGIsJKN5iszdsgxHJbBLIgNIVYKRBR4bSuTT34p0IG2asxg6z7IO/NoJDSiEVBAZcMPTpYNH3qXBniIE9O0aulnO8DAK8F8FGl1GsAbAEozCoL1x6r3WCyiIU4yILQOAiJoxY4H7BbaauzKl0sfC9xsMb1Qa6KdpCDmgeF7BKxMEMkzHGlI8/BoomT9KogGeTJOQPgJuv7GwGcLdjmjFLqv6Tf/x4SwSwIWOm0dG/jKmwOQvlAEYQGEas0gzzGgariIAOJwOYMsitCJ2GvMsi+E6Vg8g5ycvtKJ9DdOYSDgRkGM+eF1AyfoDaRef2GfRnAnUR0GxG1AbwHwGfsDZRSLwB4johelt70NgBf399lCovKaieYaFDI1iASgSwIDUKpRMwWRSyYqjncwPOMg1xDH+S6IxZFnToAI5bcfrJVnHOhWZgMckPVZAnemN/fRWcuAlkpFQL4AIDPIelM8Sml1GMAQEQPE9H16aZ/H8C/I6K/AvBqAL86j/UKi8dqN5ioD/LGTig9kAWhQcRKgZAU5/kltm/VHG7iIMf6/9Oyd5P00q8lGWTfiWBUdc6F5nBQu1gEHjU2NjI3xaCUehjAwwW3P2T9/2sA7t/PdQnNYKUb4Knzk03SWxXXRRAag1LcxaI8l1nZQfYJg3QC3Swf1rceX8atx5bwkhMrU++jiPKIRfrVdZBFIB84DuIkPSB5Tzf1OYliEBrJSqd6F4switEfRdLFQhAahAJS97j8A7bbqjYsw/c89Eej9P/Tf1ifWuvij/7hW6d+fBlemtN0L6/zWt0OB9Li7eDBP+NmSslyPG+237l5Iil/oZGsdqsX6XHFu3SxEITmkBTppX2QZ5xc1/Kplkl6e4Wf9np20Z0NnMvv0uLt4FE0LfEgEHiejJoWhP1ktRtgGMa6Mn0cnFVe6choVkFoCkolYpZottZsQOJgKWX+v2h4JS453xY44kkc5INH0cTIg4BHzX1OIpCFRsIdKar0Qt7SAlk+VAShKSRFesWDBt7y0hO4/UTh3KhC7LZssxTp7RVlnTpMH+TsfZJBPnj4Ts78oNDkPshynUZoJFxwtzkIcWylM3Zbziovi4MsCI0hKdKjwjZR/+a/f/1E+7Ifv4iXe8umjbmFW9tDHrEtH90HDb460FAtWYovEQtB2F/YQa5SqMcOsnSxEITmoNIMMhFmziDbrvEiulllw1DIcZC3BukEQXGQDxy6SG8B35+z4HsSsRCEfYUL7qoIZM4gSx9kQWgOcdrmzR/TB7kqtsBeRDfLL8lZuw4yFyZLBvngcVAzyOMG/Sw6ohiERsIfEFWGhXBOWSbpCUJzUEhHTRNhRgM5I7AX8cOaR2rnbk+XzQ74Zjo9VLpYHDxMF4s5L6Rmbjm23Nh4o/yWCY1EF+kNdh83bbpYyNtdEJoCO8ieRwhmdJBblvhcxCK95DmWO8gs6jfFQT6wHNRBIf/sva+Z9xKmRiIWQiORiIUgHGyUUmmR3uyub6ZIbwEFiE/Fbd7cPsh8NeyQZJAPHNxoZRHfn9cqIpCFRrI6gUDeGoToBF6m1ZMgCItN0ge5rkEhix2xKO9ikd7vZJCl4PjgIcJ48RDFIDSSTuCj7XuVMsgbg1A+UAShYSR9kAnXHeriukPdmfaVdZBnXVn9XH+4+Dnqy+7pJ/UP3XcjAImLHUQOasSiychvmdBYVroBNnZ2zyBvDUL5QBGEhqGQiNnf/JHXzly41PLNqOZFbKP1jx68CxGP+rNgMc8Z7F961934Rw/ehUCuhh04jECe80IEjagGobGsdoNKk/Q2d0LJHwtCw4jjJIPcDmYXg+wgz1rst1cEvlf4YUy6SC/53vMIXa+ZHQGE8dg/Y2ExWMy/FoJQgZVOUK3NmzjIgtA4lKqv5RUL4wXVx6XIZfdrBz1Jb87rEAwN+3MhCIaVToD1il0sRCALQrNIIhb1yAUu8lvEKXrjOL7ShkfAseXOvJci7DEHdZJekxGBLDSW1W6gx0iPY2sQ6rZwgiA0g6RIrx44YtG0y9evufkIvvTht+PmY0vzXoqwx3i6zdt81yEYRCALjWV5goiFZJAFoVkoVZ+gbaXqYxGHhOzG8RVxj68FPO0gz3khgkYEstBYljvVHOTNQYhVEciC0ChqdZA5YtFAgSxcG0jefPEQgSw0ltUKDnIYxdgZxeIgC0LDSIr06nKQRXwIiw2fvEkGeXEQgSw0luVOgJ1RjDCKS7fZGkQApLG+cHAhogeJ6AkiepKIPjTpNmX3EdHHiegcET06zTFnRUHVlsf004iFOMjCosK6WN6hi4MIZKGxsCvMIriIjUEySEQEsnAQISIfwEcAvBPA3QDeS0R3V91ml8f/NoAHpzlmHcQ1tnkzg0JEfgiLiS8Ri4VDBLLQWDhXvDksj1loB1m6WAgHk9cDeFIp9bRSagjgkwDePcE2pfcppb4I4NKUxwQRvZ+IHiGiR86fPz/xE1NK1SYW9KAQX8SHsJh4OgY054UIGhHIQmNhB3ncNL3N1EGWDLJwQLkBwHPW92fS26puU+Xx0xwTSqmPKaXuV0rdf+LEiV12mSdW9V1u5tHMTeuDLFw76CI9UcgLg6gGobEsd5KRq+MK9TYlgyw0HCL6QwCnC+76MIo1pHJ3MWabKo/PLWmKx0yEUsnu6ipYChraB1m4dpC35uIhqkFoLKtdziCPEcipuywCWWgqSqm3l91HRG8EcJN1040AzjqbnRmzzbj7ypjmMROR6uPaIxbiIAuLii+dVhYOiVgIjUVHLMYIZBbPkkEWDihfBnAnEd1GRG0A7wHwmQm2qfL4aY45E7F2kOvZny7SE5tOWFBMH+Q5L0TQiEAWGstye3eBvMECuS0CWTh4KKVCAB8A8DkA3wDwKaXUYwBARA8T0fXjttnl8Z8A8GcAXkZEZ4jop3Z7TG3PK/1ad5u3Jk7SE64NZJLe4iGqQWgsk0QsOK8sCAcNpdTDAB4uuP2h3bbZ5fHvnfSYdRHXnEEWB1lYdNJzOIlYLBDiIAuNpUoXi61hiG7L01XsgiAsPpxBrksrmAxyPfsThLrxtYMsb9JFQVSD0Fhavod24I3tg7yxE2Kl09rHVQmCMCt1F+m1ZJKesOCwMJZ36OIgAlloNCudYGzEYmsQ6iiGIAjNQEcsatqfdAgQFh1fBoUsHCKQhUaz0gl2GRQSSv5YEBqGKdKrqQ+yL5P0hMWGhbHk5BcHEchCo1nuBHoYSBGbg1B6IAtCw6i7zVuQRizEQRYWFU8yyAuHCGSh0ax0/F27WIhAFoRmoeLka11iQRfpiTsnLCjsHMs7dHEQgSw0mpVOsEsf5BFWu1KkJwhNQqUhi7r0LLd5k0l6wqLSTjsttaXj0sIgPwmh0SzvUqS3sSNFeoLQNGJu81bT/nQBlDjIwoJyYrWDf/6jr8U77z0976UIKaIchEYzzkFWSolAFoQGotIMcl2CtuXLJD1h8Xno3uvmvQTBQhxkodGME8j9UYQoVhKxEISGIQ6yIAjzRgSy0GiWOwG2hxFi/kS12Ejbv4mDLAjNQu3RqGnJIAuCUBURyEKjYfG7UeAir/dH6TbiIAtCk6i7D7Ivk/QEQZgQEchCo1nrJeKXxbDNujjIgtBI6u+DLG3eBEGYjLkJZCJ6kIieIKIniehDJds8Q0R/TURfI6JH9nuNwuKzlrrD6zt5gbyR3rYmDrIgNIpUH9fW5i2QiIUgCBMyF2uNiHwAHwHwDgBnAHyZiD6jlPp6weZvVUpd2NcFCo1hrZe8hdf7+YgFZ5DXxEEWhEahHeSayvT0JD1xkAVBqMi8HOTXA3hSKfW0UmoI4JMA3j3tzojo/UT0CBE9cv78+doWKSw+h9KIxdWCiIUp0hMHWRCaBDvI9Ucs6tmfIAgHn3n9ubgBwHPW92fS21wUgM8T0VeI6P1lO1NKfUwpdb9S6v4TJ07UvFRhkakSsZAMsiA0CxOxqHnUtEQsBEGoyLyUQ9FfqXyfLuDNSqmzRHQSwBeI6HGl1Bf3eG1CgxhXpLexE8L3CEttf7+XJQjCDNRdpMeDQribhSAIwm7M66/FGQA3Wd/fCOCsu5FS6mz69RyATyOJZgiCZrUTgKhMII+w0glq66UqCML+UH+bN4lYCIIwGfP6c/FlAHcS0W1E1AbwHgCfsTcgomUiWuX/A3gAwKP7vlJhofE8wmon0C3dbNZlzLQgNJL6HWSZpCcIwmTMRT0opUIi+gCAzwHwAXxcKfUYABDRwwDeB6AL4NOp+xcA+F2l1GfnsV5hsVnrtUodZCnQE4TmUfckPckgC4IwKXOz15RSDwN4uOD2h6xvX7V/KxKayqFeq7CLhTjIgtBM6u6DbDLIIpAFQaiGJLKExrPWbZV0sQhlSIggNJCY27zV1AeZhXFdmWZBEA4+IpCFxrPWC0oGhYxkSIggNBCVlunV6SB/8G134vvvOV3PDgVBOPCIehAaT1nEYkMiFoLQSOI4+VpnB5p/8I6X1rYvQRAOPuIgC42nKGKhlMLmIJQiPUFoIHV3sRAEQZgUEchC41nrtbA9jDCKYn3b9jBCFCtxkAWhwUhmWBCEeSECWWg8hwqm6V1J/8/3CYLQHLSDPOd1CIJw7SICWWg8a73EJbaHhVzcHAAAjq105rImQRCmR7d5k08oQRDmhPz5ERoPt3KzC/Uubg0BAEeX23NZkyAI0xPXPChEEARhUkQgC42HYxS2QL60mQjkYyKQBaFxmD7IgiAI80EEstB4jqQi+HLqGgPAxS2OWIhAFoTmwX2QRSILgjAfRCALjefkapIzfnF9R992cWuItu9hpSNdLAShaWgHWfSxIAhzQgSy0HhWOgGW2j7ObQz0bRc3hzi63JYMo3DgIaIHiegJInqSiD406TZl9xHRx4noHBE9WrC/Z4jor4noa0T0SN3PSRfpye+vIAhzQgSy0HiICCdXOxkH+dLWUOIVwoGHiHwAHwHwTgB3A3gvEd1ddZtdHv/bAB4cc/i3KqVerZS6v75nlCCDQgRBmDcikIUDwcm1btZB3hpKBwvhWuD1AJ5USj2tlBoC+CSAd0+wTel9SqkvArg07cKI6P1E9AgRPXL+/PmJHmv6IItCFgRhPohAFg4Ep9a6OGdnkDcH0sFCuBa4AcBz1vdn0tuqblPl8UUoAJ8noq8Q0fsLN1DqY0qp+5VS9584caLCLp29A/BEHwuCMCekgkk4ECQRiwGUUiCiNGIhQ0KE5kNEfwjgdMFdH0ZxJzTl7mLMNlUeX8SblVJniegkgC8Q0eOp41wLpkhPFLIgCPNBBLJwIDi11kF/FGFzECLwPGwPI4lYCAcCpdTby+4jojcCuMm66UYAZ53NzozZZtx949Z0Nv16jog+jSSqUZtAVrrNW117FARBmAyJWAgHgpOrXQDAi+sD0wNZBLJw8PkygDuJ6DYiagN4D4DPTLBNlcdnIKJlIlrl/wN4AECu08UsiIMsCMK8EYEsHAhOriVxinMbO7iUDgyRiIVw0FFKhQA+AOBzAL4B4FNKqccAgIgeJqLrx22zy+M/AeDPALyMiM4Q0U+lhz0F4E+I6C8BfAnA/6OU+mydz0u6WAiCMG8kYiEcCNhBPrc+wKAXA4BELIRrAqXUwwAeLrj9od222eXx7y3Z/mkAr5p2vZWQPsiCIMwZEcjCgeDUmpmmd2U7cZBPH+rOc0mCIEyJafMmCIIwH0QgCwcCnqZ35nIfL67v4MYjPdxwuDfvZQmCMAUySU8QhHkjAlk4EBAR3nj7MXzh6y9iaxjiXfdeN+8lCYIwJZJBFgRh3kiRnnBgePdrbsAL6zvY2Anxppccn/dyBEGYEtPFYr7rEATh2kUEsnBgeMfLT2G57QMA3nTHsTmvRhCE6eE+yKKQBUGYDxKxEA4MvbaPH77/JnzzxQ0clxZvgtBYxEEWBGHeiEAWDhS//HfumfcSBEGYkQfuPoVHf+X70Wv5816KIAjXKCKQBUEQhIUi8D2s+JIAFARhfshfIEEQBEEQBEGwEIEsCIIgCIIgCBYikAVBEARBEATBQgSyIAiCIAiCIFiIQBYEQRAEQRAECxHIgiAIgiAIgmAhAlkQBEEQBEEQLEQgC4IgCIIgCIKFCGRBEARBEARBsBCBLAiCIAiCIAgWIpAFQRAEQRAEwUIEsiAIgiAIgiBYkFJq3muoFSI6D+DZfTzkcQAX9vF445C1lLNI65G1FHMQ13KLUupEDftpNPJ3WdZSwiKtR9ZSzEFcS6W/ywdOIO83RPSIUur+ea8DkLWMY5HWI2spRtYi1MUi/fxkLeUs0npkLcVcy2uRiIUgCIIgCIIgWIhAFgRBEARBEAQLEciz87F5L8BC1lLOIq1H1lKMrEWoi0X6+claylmk9chairlm1yIZZEEQBEEQBEGwEAdZEARBEARBECxEIAuCIAiCIAiChQhkQRAEQRAEQbAQgSwIgiAIgiAIFiKQBUEQBEEQBMFCBLIgCIIgCIIgWIhAFgRBEARBEAQLEciCIAiCIAiCYCECOYWIPk5E54joUef2B4noCSJ6kog+ZN3+D4joMSJ6lIg+QUTd9PabiOg/EdE30vs/6OzPJ6KvEtEfzHMtRPQMEf01EX2NiB6Z81oOE9HvEdHj6f1vnMdaiOhl6evB/9aJ6Ofm+LoUPmZOa/lguv1jZa/JHqynS0RfIqK/TO//ld32Nae1FB5DmI39eF+n9+/6N3m/1kPyd1n+Lu/B3+Ua1zLz3+R9XM/sf5eVUvIvmSb4fQBeC+BR6zYfwFMAbgfQBvCXAO4GcAOAbwPopdt9CsBPpv+/DsBr0/+vAvgmgLutff48gN8F8Af/P3tvHiXHddd9f29V9TI9i2YkjRZrteUlUULiRTheshCy4JjF5w0EbEgeeCHHLMk55LzwQHjD4YHnfSDwBEJ4EodgsCGQxWSxwQmOt8T7LtmyLVmSJY21jGak2Zdea7vvH1X39q3u6m26etP8PufoaKamqvt2d/Wtb/3u9/f7dXIsAE4AWN8N7wuArwL4uP9zHMBwJz8j5XHPAtjRibFUO6YDY3krgAMAUgAMAA8DuKQN5wwDMOD/HAPwHIBrKj1WJ8ZS6Tno3/k1J7drPKB5mebl+sdS97wc4VianpPbMZ5Kz9HoP4og+3DOHwcwV7L5agDHOOdjnHMTwF0AbvL/ZgDoY4wZ8E7QCf9xJjnnL/o/LwM4BO8DBmNsK4CfBvBPnR5LvbR6LIyxIXgn8h3+30zO+UIXvC/vA3Ccc36yg2MJPaYDY3kzgGc551nOuQ3gMQD/V9hYIh4P55yn/X1i/j9e47HaPZZKz0E0STfNye0aT73QvEzzMhqYl7tpTm7TeCKZl0kgV2cLgNPK7+MAtnDOzwD4awCnAEwCWOScP1h6MGNsJ4Ar4N3VAMAXAPwBALcLxsIBPMgY28cYu7WDY7kIwDSAf2beMuc/Mcb6OzQWlZsBfLOBcUQ6lnqPacdY4EUp3s0YW8cYSwG4EcC2Bsay4vEwb/l7P4ApAA9xzp+r9FgdGgvRXrppTm7FeGheLh+LCs3L0c3L3TQnRz2eSCCBXB0Wso0zxkbg3dlcCOACAP2MsY8GDmRsAMB3AXyKc77EGPsZAFOc832dHou/+XrO+ZUAPgTgE4yxd3doLAa8ZZC/55xfASADoKp/qYVjEdvjAH4OwLcbGEekY6nnmHaNhXN+CMBfAXgIwP3wlr7sBsay4vFwzh3O+eUAtgK4mjH21kqP1aGxEO2lm+bkSMfjb6Z5meblds3L3TQnRz2eSCCBXJ1xBO/ItsIL7b8fwBuc82nOuQXgbgDXiZ0YYzF4J/LXOed3+5uvB/BzjLET8JYOfpIx9rUOjQWcc7FEMQXgHnjLG50YyziAceWu7zvwJuZOjEXwIQAvcs7PNTCOqMdS9Zg2jwWc8zs451dyzt8Nb9nqaANjWfF4lOdfAPAogBuqPFYnxkK0l26ak6MeD83LNC+3c17upjk56vFEAgnk6rwA4BLG2IX+3evNAO6FF+q/hjGWYowxeL6oQwDg/34HgEOc88+LB+Kc/xHnfCvnfKf/OD/inDdy5xnZWBhj/YyxQfEzgA/CW67pxPtyFsBpxthl/qb3AXitE2NRuAWNL+NFPZaKx3RgLGCMbfD/3w7gw2j8/VnJeEYZY8P+z33wJsrDVR6rE2Mh2ks3zcmRjofmZZqX2zwvd9OcHPV4ooG3MAu5l/7BO7EmAVjw7mR+w99+I7ys0eMAPqPs/2f+B3EAwL8BSPjb3wlvaeEVAPv9fzeWPNdPoHoVi5aOBZ6/7GX/30H1sTrxvgC4HMBe/2//AWCkg2NJAZgFsKbT50ulYzo0lifgXSBfBvC+Nr03bwPwkj+eAwD+RDkm9LE6NJbQ56B/58+c3I7xgOZlmpdbNC9HOJam5+Q2jqfpeZn5D0QQBEEQBEEQBMhiQRAEQRAEQRABSCATBEEQBEEQhAIJZIIgCIIgCIJQIIFMEARBEARBEAokkAmCIAiCIAhCgQQyQRAEQRAEQSiQQCYIgiAIgiAIBRLIBEEQBEEQBKFAApkgCIIgCIIgFEggEwRBEARBEIQCCWSCIAiCIAiCUCCBTBAEQRAEQRAKJJAJgiAIgiAIQoEEMkEQBEEQBEEokEAmCIIgCIIgCAWj0wOImvXr1/OdO3d2ehgEQRDYt2/fDOd8tNPj6DQ0LxME0S3UOy+fdwJ5586d2Lt3b6eHQRAEAcbYyU6PoRugeZkgiG6h3nmZLBYEQRAEQRAEoUACmSAIgiAIgiAUSCATBEH0MIyxGxhjRxhjxxhjn25kH8bYnYyxKcbYgQaOqfl8BEEQvQ4JZIIgiB6FMaYDuA3AhwDsBnALY2x3A/v8C4Ab6n3cep6PIAjifIAEMkEQRO9yNYBjnPMxzrkJ4C4AN9W7D+f8cQBzDTxuPc8HAGCM3coY28sY2zs9Pd38KyUIgmgjJJAJgiB6ly0ATiu/j/vbGt2n3set+7E457dzzvdwzveMjq76SncEQfQYJJAJgiB6Fxayja9gn3ofdyWPRRAE0XOQQCYIguhdxgFsU37fCmBiBfvU+7greSyCIIiegwQyQRBE7/ICgEsYYxcyxuIAbgZw7wr2qfdxV/JYBEEQPQcJZIIgiB6Fc24D+CSABwAcAvAtzvlBAGCM3ccYu6DGPt8E8AyAyxhj44yx36j2uNUeiyAI4nzivGs1TRAEsZrgnN8H4L6Q7TfWsc8tK3jc0O0EQRDnExRBJgiiI3z6u6/g0SNTnR4GQRBt5jP3vIoHD57t9DAIoiokkAmC6AjffXEcTx+f7fQwCIJoM/e8dAY/PEQ3x0R3QwKZIIiOYLscjksVwghitWE5LuazZqeHQRBVIYFMEETbcV0OzkECmSBWGZxzWA7HQtbq9FAIoiokkAmCaDu2L4xdTgKZIFYTluN95ymCTHQ7JJAJgmg7InJsUwSZIFYVluMCAOYpgkx0OSSQCYJoO7brXSRdEsgEsaoQAnkha4LTChLRxUQmkBljNzDGjjDGjjHGPt3IPlW2JxljzzPGXmaMHWSM/VlU4yUIonOICDJ5kAlidWH6Atl2OTKm0+HREERlIhHIjDEdwG0APgRgN4BbGGO769mnxrEFAD/JOX87gMsB3MAYuyaKMRME0TmEtcKhFXd25AAAIABJREFUCBJBrCqEBxkA5jPkQya6l6giyFcDOMY5H+OcmwDuAnBTnftUPJZ7pP3jY/6/sisqY+xWxthextje6enpiF4SQRCtQkSOyWJBEKsLy3blz1TJguhmohLIWwCcVn4f97fVs0/VYxljOmNsP4ApAA9xzp8rfXLO+e2c8z2c8z2jo6NNvRCCIFqPTUl6BLEqER5kgCpZEN1NVAKZhWwrvfJV2qfqsZxzh3N+OYCtAK5mjL11xaMkCKIrcBwq80YQqxGTBDLRI0QlkMcBbFN+3wpgos596jkWnPMFAI8CuKH54RIE0UlEFQtK0iOI1YWteJDJYkF0M1EJ5BcAXMIYu5AxFgdwM4B769yn4rGMsVHG2LD/cx+A9wM4HNGYCYLoEMUqFh0eCEEQbYUsFkSvYETxIJxzmzH2SQAPANAB3Mk5PwgAjLH7AHyccz5RZZ/Q7QA2A/iqX+lCA/Atzvn3oxgzQRCdgzrpEcTqRLVYUASZ6GYiEcgAwDm/D8B9IdtvrGOfSttfAXBFVGMkCKI7oE56BLE6sQIWC4ogE90LddIjCKLtUJk3glidiDJvusao3TTR1ZBAJgii7djUSY8gViXCg7x+IE4RZKKrIYFMEETbcaiTHkGsSoQHecNgkiLIRFdDApkgiLYjyryRxYIgVhfCg7xhMEFVLIiuhgQyQRBth5L0CGJ1IiwWo4MJLOdt2FTrkehSSCATBNF2qMwbQaxOLGmxSAAAFnNksyC6ExLIBEG0HdFqmpL0CGJ1YfpVLEaHkgBAPmSiayGBTBBE26EqFgSxOlE9yADVQia6FxLIBEG0HYcsFgSxKim1WFAEmehWSCATBNF2RBULStIjiNWF5bhgDFg/IAQyRZCJ7oQEMkEQbYc66RHE6sR0XMR0DcOpGACyWBDdCwlkgiDajk2NQiKDMXYDY+wIY+wYY+zTjexTZftljLH9yr8lxtin/L+dYIy96m/f2/pXSJxP2A5HXNcwkDBgULtpoosxOj0AgiBWH8UIcocH0uMwxnQAtwH4AIBxAC8wxu7lnL9Wax8ARyodyzk/AuBy5fgzAO5Rnvq9nPOZlr9A4rzDclzEdAbGGIZTcSyQQCa6FIogEwTRdqiKRWRcDeAY53yMc24CuAvATXXuU8+xAPA+AMc55ycbGRhj7FbG2F7G2N7p6ekGXxZxvmL5FgsAGE7FyGJBdC0kkAmCaDuOQ0l6EbEFwGnl93F/Wz371HMsANwM4JvK7xzAg4yxfYyxWysNjHN+O+d8D+d8z+joaM0XQqwOTJtLgTySilGSHtG1kMWCIIi2Q530IoOFbCt9UyvtU/NYxlgcwM8B+CNl8/Wc8wnG2AYADzHGDnPOH29gzMQqxnJcxA0RQY7j9Fy2wyMiiHAogkwQRNtxyGIRFeMAtim/bwUwUec+9Rz7IQAvcs7PiQ2c8wn//yl4vuSrmxg/scoQHmSAIshEd0MCmSCItmNTmbeoeAHAJYyxC/1o780A7q1zn3qOvQWKvYIx1s8YGxQ/A/gggAMteF3EeYrqQR5JxTGftcBpJYnoQshiQRBE23GozFskcM5txtgnATwAQAdwJ+f8IAAwxu4D8HHfDlFpn9Dt/t9S8Cpc/KbylBsB3MMYA7zrxzc45/e3+GUS5xGmw5UkvThM20XectEX1zs8MoIIQgKZIIi2IyLIlKTXPJzz+wDcF7L9xjr2Cd3u/y0LYF3JtjEAb29yyMQqxrJdxH2BfMFwEgDw0ul5XLdrfSeHRRBlkMWC6Fksx4XlUCHdXsTxCyA3arHImU4rhkMQRJuwHBcxw/Mg/9RbNmFdfxz/+PhYh0dFEOWQQCZ6lj/8ziv41F37Oz0MYgWspJPewYlFvPVPH8CJmUyrhkUQRItRPcjJmI5fu24nHjkyjUOTSx0eGUEEIYFM9CxnFnKYWMx1ehjECnAcTxhzjroTdI6eS8NxOc4u5Vs5NIIgWojqQQaAj127A0NJA3/2vYOUrEd0FSSQiZ7FcTmVCetRVO9xvZ/hTLrgHevQZ04QvYpa5g3wEvX+8ENvwrNjc7j35dIqgwTROUggEz2LTQK5Z1E/t3oT9aaFQHbJd04QvYpqsRDc8uPbccGaJB567RxOzmbwi195Bkt5q0MjJAgPEshEz0IR5N5FFcX1dtObWfYaClAEmSB6F8suF8iaxjDSH0fOdLD/9AKePzGHkzPUYY/oLCSQiZ7FdjmVCetRHCUK3LDFgj5zguhZLJeXCWQASMV1ZE0HWb9SjelQxRqis5BAJnoWx3UpgtyjBCLIdTomZshiQRA9j+W4iCseZEFf3EDWKgrkgkXfc6KzkEAmehbyIPcu6udWb6k3StIjiN4nzGIBAKmYjpxpI2faAICCTQKZ6CwkkInIePLoDO55abxtz0ce5N5FjSAfn07jf99/GHaVpi+uyzGbNsuOJQiit7AcjphR22JBApnoNCSQicj42rMn8aUfHWvb89kOp+X2HsVRosD/8NgYvvzocXxnX+Wbq8WcVWxPTd0TCaIn4ZzDDKliAQB9cR25gEAmDzLRWUggE5HhcI52Bve8CHL7no+IDjUKvGlNAgBw51NvVGwUIOwVpccSBNE7iO9umAe5GEH2LBYmRZCJDkMCmYgM121vRNfzINMk2ouopd0s2/v59XNp7D+9ELr/tCqQ6a6IIHoSy//uhkeQDeQsBxmyWBBdAglkIjIczuuuSBDJ87kuRRN7FPVzyytLqSdnw2ufzvj+49JjCYLoHcTNcKUybwAw53/XSSATnYYEMhEZTkciyCSWehE18p8ziwLZrBAdnlkmiwVB9Dri+10pSQ8AZjPed50sFkSnIYFMRIbL2ytYqYpF76KWassrF0KrkkBOF6AxcSxdOAmiFxHf79A6yDFfIMsIMiXpEZ2FBDIRGa7b3ugeRZB7F/VzK1jFC6FVIWo0ky5g/YCXzEcRZILoTap5kFNxAwAwlyWLBdEdkEAmIsPpQATZdnnFygdE9xL0ILsyemRVaAIykzaxfiABXWPUKIQgepTqAtmbA8R0ThYLotOQQCYiw21jRJcrYpwCir1HaQS5P+FdHCt6kNMFrB9MwNAYLKpcQhA9iSmT9MJaTeuB38liQXQaEshEZDict235O9CqmBRyz2G7HHE/ipSzHHlxrBQ1mlkuYP1AHIbGAk1GCILoHeqJIAsogkx0GhLIRGS4LofbJrFqk0DuaRzXRdzPZC9YLuK65kWHQyLInHPMpE2MDiZg6Bp5kAmiR2lEIJMHmeg0JJCJyBAR5HZ4glVRTO2mew/b5VIg520HMV1D3NBCBfJS3obpuBgdSCCmM/q8CaJHETkGlRqFqBQs+p4TnYUEMhEZQtu0I8CnRhFJL/UejmKxyFsO4oaGmK6FJumJNtOUpEcQvY0s82aEtJqOlVgsqJwj0WFIIBORIewV7YjwuRRB7mlsR4kgWy5iuieQwy6KoknI+oEEDC1cRBME0f1UbzVNSXpEd0ECmYgM17dWtEOvkge5t3EUiwUAGBpDXGehdZBFm+n1g3EYOgt04SMIoneoJpAThiabAQFksSA6DwlkIjIc3r4IctCDTAK517BdjoQikOOGhlgFD7JqsfDKvNHnTRC9iFnFg8wYk81CDI2RxYLoOCSQicgQtod2RHRVEU4R5N5DrWIBQFosKnmQNQaMpOKI6RqVeSuBMXYDY+wIY+wYY+zTjexT7VjG2AnG2KuMsf2Msb2NPB9BhCFWiOIhAhko2iyGUzGKIBMdhwQyERkigtwOwUp1kHsbtQ4y4DUOqOhBThewtt9L0NM1qmKhwhjTAdwG4EMAdgO4hTG2u5596jkWwHs555dzzvfU+3wEUQlpsQhJ0gOKpd6GU3GKIBMdhwQyERlCt7QngkwWi16mzIOsa54HOeSiOL1sYv1AXO5HSXoBrgZwjHM+xjk3AdwF4KY696nn2JU8H0GEUs2DDEC2nB9JxVCwKEmP6CyRCeRWLPMxxrYxxh5hjB1ijB1kjP1uVOMloseRVSzaG0F221B3mYiWMg+ytFiER5BHBxMAPG8irRgE2ALgtPL7uL+tnn1qHcsBPMgY28cYu7WB5wMAMMZuZYztZYztnZ6ervPlEOcz1TzIgGqxiFOjEKLjRCKQW7jMZwP4Pc75mwFcA+ATtJzXvbTTYqHWwqW6uL2H43IkjGJZJ2GxsOzyzzJr2hhIFJN3wkT0KiZsrbr0Tay0T61jr+ecXwlvbv4EY+zddT6ft5Hz2znnezjne0ZHR8N2IVYZsg5yBYEsLBYjqRi1miY6TlQR5JYs83HOJznnL/o/LwM4hJBoBUUquoN2JumRB7l34ZyXWSxiulfFIsx3aNrFhL4YtZouZRzANuX3rQAm6tyn6rGc8wn//ykA98Cbq+t5PoIIRSTpxfRwD3JfzLsRpggy0Q1EJZBbucwHAGCM7QRwBYDnSv9GkYruwOXts1ioiVqUtNVbiBuaYJJeZQ+yabtyXy9JjwSywgsALmGMXcgYiwO4GcC9de5T8VjGWD9jbFD8DOCDAA7U+XwEEYrluGDM+x6HkYrriBsa+mI6TMcFJ/sc0UGM2rvURSuX+cAYGwDwXQCf4pwvrWiERMtxOhRBJg9ybyEEbjCCzCp6kAuBCDKDTRYLCefcZox9EsADAHQAd3LODwIAY+w+AB/nnE9U2Sd0O4CNAO5hjAHedeIbnPP7axxDEFUxHY6YpsE/r8oYSBoYSBhIxLzve8F2kSxpQU0Q7SIqgdyyZT7GWAyeOP465/zuiMZLNMHEQg7rBuIBDykACM3a9ioW5EHuKZxQgVy5DrJqsTA0jSw1JXDO7wNwX8j2G+vYp9L2MQBvb+T5CKIWluNWtFcAwK9ffyHee9kGnJrLAiCBTHSWqCwWrVrmYwDuAHCIc/75iMZKNIHjcvzU3z6Ou54/Hfo39f9WjyPsZ6L7ETc3iRCBHJaYU3BceTOmV7BhEATR/ViOi5hRWXZcvGEAH9i9Ud4Qm7YLy3GxkDXbNUSCkEQikDnnNgCx7HYIwLfUZT7G2AWV9ql2LIDrAXwMwE/63Zz2M8ZuBNExLMfFcsHGrN/+V6WdrabVCLJDFoueIjyCzBA3ytvLcs6DSXrkQSaInsVyeMUSbyri5rlgO/jq0yfwvr95jPzIRNuJymLRqmW+JxHuUSY6hBA3hZAoXnurWKhJejRx9hLiBircYhE8r4TlQlwwdU1r2FJjOy5+dHgKH9i9saL3kSCI1mM5bsUSbypFgezi0OQyZjMm2S2ItkOd9IiGENHasHq1naqD7JAHuaeoVMXCq4McFMgF2wnsG9MbbzX95LEZ3Ppv+3Dk3HIzwyYIoklqeZAFCcViMbGQAwDkqbMe0WZIIBMNIcRoaaSPcw7exiQ99Tkogtxb2E6IB9nQEDfKk/SEJ1km6emNd9ITF9acSRdYgugknkCuJ4LsRYoLtovJRU8gZ+n7S7QZEshEQ4gocWkylapZ2lMHmcq89SqOTNJTOulpXpm30tqnwpOsVrEIq3RR/fmCz0sQRGcw7fo8yOL7XrAcTCzmAQA5iiATbYYEMtEQQmSURpCdNifNUQS5dwmvg+w1ClH/DhRvxBJSIDdeB9lpYwMbgiAqU6uKhUB83ycX83IOoBUgot2QQCYaolKSnhrFbYcnOFDFgjrp9RTiHFIjSTFDk7+rN1+FEouFrjdexUKcHxRBJojO4iXp1fYgi+/7GzMZuY0iyES7IYFMNISMINuVI8jtiNQFqlhQkl5PIZLsdI1BdJyN+530gGACqPQgiyQ9TVuBQBbPS+cJQXSSRj3IJ2aLApk8yES7IYFMNERFi4UaQSYPMlEFcX4YGoPuK2RD0+TSq1klgiyS9BqpiSrKD7okkAmio5gN1kE+oUaQSSATbYYEMtEQQpiWNnRwyYNM1In47HS9KJBjRtGDrN58lVWx0Mp9yrUQ+9J5QhCdxbLriyCHWyzslo2LIMIggUw0hFuhDrLTZk9woA5yDwif7708gY/d8Vynh9EV2GoE2W/cEVMtFqpAdkSSnrfkavj7NGKrKdbnJq86QXQSy3ERN+qvg7yUt9Ef9777OZO+v0R7IYFMNIQQJqVJemrUuB2e4KAg736B/OqZRTxzfLbTw+gKhAA2NA2aHxGO6xWS9PzEnERZBLn+i6VLEWSC6Aosx4Wh1ZYdqbghV5cu2zQIAMiaFEEm2ktkraaJ1UExglzaKKR8n1Zi95hAthyXBJqPuIGKKRYLQxHIppqkV1YHmQUeox7E+dEL5wlBnM9YdXqQ++I6vv1b1+LsYh5vuWAI7/nco9RJj2g7JJCJhrArJel1sopFDwgfR0kUE1HT1YqI/hq6FrBYiKXXUA+yrsljvMdoXCBTtROC6CxmnRYLALhy+4j82dAYVbEg2g5ZLIiGcCok6bXb8tB7EWQ/ikkVN+R7oVaxqGSxqJykV7/FQnqQ6b0niI5Sb5m3UvpiOtVBJtoOCWSiISrVQXbbXOat1zzIovtbL4y11ViKbUJWsVAtFqFJeiURZLJYEETPYddpsSilL65TmTei7ZBAJhqimyLIKyn51SlIpBWxlQiyxoQHmSkeZDVJr/kyb9JiQe89QXQUc6UR5DhFkIn2Qx5koiGkQK4SQW6PB5nD0Bk4eqN8l0UiTSIiyDFdC1gs4tJiUSVJTxdJeg1YLMTNSQPHEAQRLZzzultNl9IX08mDTLQdiiATDSF8nFbJEreqPdoSQXY4DM0TWL2ge4SIp25uSh1ktVGIriEWkqRXKE3S0xpP0hM3b83cnHzjuVP4z/1nVnw8Qax2vA6YWHEEmapYdJanj8/gqWMznR5GW6EIMtEQQuh12mLhuC50jcHgrDciyJSkJwmLIMeMykl6cV0DE1aMDpV5+7dnT2LLcBI3Xb5lxY9BEKsZMQeKlvKNkIpTBLnT/N3DR+G4HNdfvL7TQ2kbFEEmGkJoF8flAcHRdosF57IKQi/YFihJr4i8UGrFMm+GxmSUWLXvmLYrE/SAosXCaqSKhdv8zUmmYKM/QfEEglgppnJj3Ch9MUrS6zSm4646HzgJZKIh1GitGukLVrFofUTXcTl0XyCHiU7OOf7mwSM4PZdt+VjqwaYkPYm4WTB0JmtCx3RN+oxV+07BduR2oGixaOR9LHqQSSATRKeQ1WtW4kGOG6tOnHUbluOuOpsLCWSiIVRnhWqzCFosWj8Oz4PMYFQQyNPpAr74o2O49+WJ1g+mDoQlgARyqQcZ8kanosUiLILcSJJeBB7kjGljgAQyQawYq6kIskYR5A5j2i7yVvfbGaOEBDLREGqDBrUWckciyHrlCLKIQp5dzLd8LPVAZd6KCAtFTNOgaxpierGbHlAikJ2gQBb7rCiCvML33na8C0N/nARyN/DZ+w7hhRNznR4G0SCWLVrMr8SDTBHkTmM5HAV7dX0GJJCJhlCFcDCCXNynHZ5grw6y52ENez6xjD+5mGv5WOpBeGYpSc+7ydI1z16hM08oA8UL510vnMaf3nsQQDFJT6CLKhYrSNJb6XmZ8SNX/Ql9RccT0cE5x+1PjOHBg2c7PRSiQaQHeQVJeknyIHcciiATRA1UYSIiAkAnqlj4HmSdhZZOE1HIiYXuiCCTxaKIsMcAnr1CXDCFQD42lca/v3AanHMUbBeJmOpBbtxiIW7qVrqykSnYAEAe5C7A9kuFUUWD3qMpD3JMh+m4DdU/J6LFJA8yQVQnGEF2Qre3p5Oe63uQtdDIoLBYdEsEmZL0ilhKu1mNMWmbECXfACBnOVjK2WURZKMpi0X43z0h7lR8zKzZ3QKZMXYDY+wIY+wYY+zTjexTZfs2xtgjjLFDjLGDjLHfVf52gjH2KmNsP2Nsb2tfXRBRF5uiib2HEMgi0bYRUnFv9YZsFp3DclzYLl9VNykkkImGUMWo2QURZI15PuOr//xhHDm7LP8uJuP5rNUVd71U5q2I5bgBUVzJkzixmCtP0vMvrlYD72Px5iR8Yv/sDw7jsj++H+/4i4dDz5V0wds20IUWC8aYDuA2AB8CsBvALYyx3fXsU+NYG8Dvcc7fDOAaAJ8oedz3cs4v55zvaeHLK0P41ymC3HtYzVgsSCB3HJFzVLBJIBNEKKqdoVKZt/Z5kL0I8vHpNKaWCzg2lVbGVhzDZBck6lGSXhHbdWH4olhX6h+XMrmYQ8FxETeKwrSYpNeAxaKGB/noOe/GaiZtYjFnlf1dWiy6M0nvagDHOOdjnHMTwF0Abqpzn4rHcs4nOecv+j8vAzgEoKEuKYyxWxljexlje6enp5t4iUWkQCah1HOYMkmvcYtFKuYLZLox6hjimtoNAad2QQKZaIhABLmCQG5HO2W1DvJS3hM1anRBXQaaXOi8zWI1JukVbCdUcFoOR0zxIBsVLpgTC/mQJD0mH6NexK6Vbk7UxzJDoiPp7vYgbwFwWvl9HOVCttI+9RwLxthOAFcAeM7fxAE8yBjbxxi7tdLAOOe3c873cM73jI6O1vViaiGy6HO+7YXoHYoe5JW1mgYogtwpOOfyep+nCDJBhKOKDLXMW9urWDheFQtDZ1LgqJOnKnomuiCCvBqT9G770TH8/N8/XbbddooR5OG+GEZS8cDf1/TFoGvMiyDbTiBJT9gxGqti4Z2clc5LVRSHJf91eZJe2N1F6QuttE/NYxljAwC+C+BTnPMlf/P1nPMr4VkzPsEYe3djQ145ZLHoXUSJ0BXVQfYFMn3unUG9nq6mCHJXzvhE96JGigsVG4W004NcvMYXVIHsdlcEeTUm6Z1ZyGN6uVC23XK4jBr/j599S0CUPvmH78VQXww3/O3jmFz0IsiJkAhyIxaLWvYWs6TucildXuZtHMA25fetAEq741Tap+qxjLEYPHH8dc753WI753zC/3+KMXYPPKvG402/kjqgJL3exWyiDrJo0jOfMSMd0/lI3nLwX69M4sNXbgFjjdtZwlDn6NUkkCmCTDSEXSGCHPQgt34JxvOxMln2CwheNNWxTS61N4I8tZzH4bNLgW3C8tEO+0m3kLPsCk1ciraJkf44Ngwl5d+2jqQwlIxh83AfJoXFQm0UIpL0Googi/8rWSzU5jfl+4gIcpd20nsBwCWMsQsZY3EANwO4t859Kh7LvCvrHQAOcc4/Lx6IMdbPGBsUPwP4IIADLX2FCgWKILeEv/zB4ZbXlpYWC6Nx0bZ78xBiOsPz1CCmJo8emcLvffvlQE5Os6irbKupFjIJZKIhgkl65VHjuK61pdW06kEW5JUuP0LIawyhUcxWcu1nf4QbvvBEYJuwBLTDftIt5Mzw0mm2yyv6jgWb1iQxuZgr66S3sjJv1SuImLaLfn8JNzSCXLDBmFeLtdvgnNsAPgngAXiJdN/inB8EAMbYfYyxCyrtU+1YANcD+BiAn/TLue1njN0IYCOAJxljLwN4HsB/cc7vb9frLVosyIMcJV9/7iR+dHiqpc/RTKvp/oSBK7aN4Oljs1EP67xDVN2JUsiqQYTCKoogd2VIhOhegkl65XWQ44bWllbToopFoHauWe4lTcWNttdtrCQKgdWVpJezwgWy5bg1a6FesCaJh187B42x8CS9RiwW/hAqrWxYjov+hIGM6YR6kNMFG/1xI7LlyqjhnN8H4L6Q7TfWsU+l7U8i3KMMAG9f8WCbRCbpraKLdKvhnCNTsENvDqOkGYEMANddvA5/98OjWMiaGC7JWyCKCAtElJ+n+lj5VdRumiLIREMEIsghdZBjenjrZ8Ezx2ex7+R80+MIiyCHJeklY3pbo7a8ggAW4sxpwBrQ6+RMR94QfHvvaZzzrS5qHeRKbF7Th4LtImc1lqS3mLXw9edOBj4Ht5YH2XZlAl6YQM4WnG71H686RATZcnhD3RSJyuQsBy5vzLa0Ekxn5R5kAHjnxevBOfDs2PkfRb7jyTdw05eeXNGxQiBH+f0IJumFP+6+k3Pn3XeSBDLREKrYVJP0xOa4oQX8yKX81f2H8YWHX49kHIamBTzIgSQ9f2x9ca2tiXEz6fAkktUcQV7OW/jv33kFt9z+LABP3Na6SL5p06D8Oa4XxanGvH9h5dgA4MHXzuIz9xwIVC4Rn3/FKhYOlwI4NIJs2t1awWLVoUayWulD3ndyDl99+kTLHr+bEGUMrRaX7xKPv5IybwDw9m3DGEgYeOz1aGpqdzN7T8zhkNL4qhEK8iYywghywINc/r2bWsrj5//+Gdz36qTcxjnHFx5+HWPT0Xmh2w0JZKIhVIEXSNITHmRDq1qCK285FcVNQ+OoEUEWtoqkoTdUEqxZ3pjJlG1zXA7xtq2mJD0hYET0Ycx/byyXyzJvlbh21zpsW9sHAAEPMmMM/XGjojgSzxUsQVg9gmw5LlJ+ExCzQpJelyborToKSvSqlZUsvvbsKfzNg0da9vhR8Mv/+Cy+vfd07R1rkM77ArldFosVJOkBXuT5PZeO4uFDU10xj1qOi2NTKxOxtRif97qIruR1tiaCXD1JT/QiUPN95jImvvDwUfzgQGuTP1sJCWSiIRyHQ1gx1S+NEM4xvXrE1vT7uTeL7brlHmRFIIvlvL643paqGoI3ZsrvltX3aTUl6UkvXMkNke24slFIJRhj+G/X7AQAjM9nA39LJfSKSVphNY/FuVlPkl6lOshd2kVv1RGMILcuUW9iIddyT24zuC7HM2OzePXMYtOPlSlE71kNQ3y3auUfVOP9uzdgermAVyJ43c1yz0tn8KG/ewKL2fJmSM1yxi9NuhK/b3Heje5ao54bhZAxiaj1Ur74nZz335deTqglgUw0hMM5kn7rXzMkShfXtaoi0HLcSJLmHMeLIKuTbT4sghzT22qxGJsOjyALqtlPzjdElLdUIFuOW7OKBQB87Nod+MhVW/HRa3YEtqeqRJDD6k3XsliIJD3xcymZgkMWiy5BPZdaabGYWPQieJVyCjpN2rTBeTRR9OWCJ2RaHUEu2C4YW1l2rfUZAAAgAElEQVSracF7L9sAXWN46LXORyXPLuZhORyzmWirJGVNG3N+veeVfL4iwts6i0X54wqBvJwv3iwsZL3X0MslGUkgEw3huFwmTVkBD7J3IUnU8CCbthtJMogoFRaMIJdXseiL6S1PPlEZUywWYnnMDimHd77DOZcRfbXaCVCfBxnwbm4+95G3482bhwLbU/FqEWQhhuuzWLguh+1yGSEOFcimTUl6XYIavWpVJQvX5Ti7mIfLu3fFZ9mP1EXR9ldGkFvsQRZt45upBjOciuPHd47gkcOd9yEv5TwxuJxvPEJqOy7+9ZkTofPYmfliY6uVfL6tt1iERJAtIZBDIsgFEsjEKsHxy6vFDS20k15Mr+5BNm03EstDmAe5EFrFoj1Jest5Cx/4/GN4RKklaoeItW694EZNwXal77qgTPJLeQuW6644kx0QAjl80g0Tw9UiyGLpUESIzZBzN1OgJL1uoR0R5Jl0Qc4frRaNK0WIsygiyGkZQW7t3FQoafqzUq65aB0On12SvlcA+O6+cXzmnlebfuxGEGJwJQL5iWMz+JP/PIhHj5QL/XGl8+uKIsgtSNILCORQi4W3TY0gz4sIcg+XZCSBTDSEEKZxXatQ5q2GB9l2I0maE1UsKpd58zzKMV1riwd5cjGPo1NpXLtrHX7qLRv9MZb7YbshuaQdqBO7KjLOLuZhOzxQfaRRUnFDtn8uRfiNA++59CCXnweWFMi+BzlEEKUpSa9rUM+lViXpqRVQCl0qkGUEOQLxIRpLtMNikTCaX4nZs2MtXA68dGpBbnv40Dl8/blTON7GiglCoKuisF6eOjoDoJggqTKuRpBrfL7LeQv3H5gMbCvWQY7Qg6xc6wtVLBZLueLrWZQRZPIgE6sEx+XQGUNMZ6EWi7ihVS1lZjpuQ00eqo5Dq9xqWlgwDK16XeZmUL3U4r346DU78OM718oxqH9Tt53vqFEDVWRMLOR8D3JzEeRcJYuFUyWCHHLBEIIrVcFi4bgceculJL0uQT2XclZrLrwTSgSvWyPIQpRFIpB9kdbqJD3TdpGIIIJ8+fZhaAzYp7SdnvU9u/e8eKbpx6+XokBu/Dx86rhXyzkdIh7P1CGQhT/+npfO4Le+9iImF3NwXQ7OedFiEeG5a9ayWAgPciEkgkweZGK14Lgcuu5ZLNSLh1oHuVIEmXMOy+EVI8iz6QLe8if319VIxHZd6BqDpraaLokgx3QNulbd8rFScqaDiz/zA3z50WP+8xUbpQjRHibWVkuSXqUI8qSf2NJMok4qbkjfZCl2iBgW73/Yey8+t4EKdZAzvhAnD3J3UGiDxUIVyGEZ+92AEGVR+LAzhfaUeSttG79SBhIG3rx5CHuV64RIarvnpTNtW6UTn8FSgxHkmXQBhyaXAIRXeFCr9oR9vgtZE+/53CP4h8fHZPOlqaUCfun2Z/C5B47ICG+kFgv/e8dYJQ+ysFhQFQtiFeNwEUHWgmXeAlUswr+Y4i60ktdtcjGPjOnUtUxWGkEeSBiB7FohkGM6a4kH+TsvjgMA7t0/IZ8P8Cwmuh8dFZFyaxUm6VUUyAs5r8xb0x7k8EnXDSnpFma7KB1bMuZXZik5N8XrSFEEuSso2C6SfpJwyywWC0WLxaqIIMtGIS32IFtOJBFkANizYwR7T87j41/di/H5LOYzJtb0xXBmIYfXfPHZaoQPfKnBCLLaCTAdcqN/ZiGHoaQ33+RMB3/5g8M4OFEsa/dX9x/G5GIehyeXMOs3pppaLuDVM4s4Pp2WHuFWeJAH4kaNKhbF9yKqKhaLOQt/dPcr8kaunZBAbpKzi/lIJqlewRYe5JIkPbVRSKV2yuJiU0lAi7vlei58tp8sKDzI6wbiMB03sJwe86tcRO1Bdl2OO598AwCw+wKvwoK4w47pxe5+1RLGzneCNalLIsi+/WWleHWQg+fI1FIeWdMO7VhYrYqFGFvc0DxffclFRZyLfXGaKrsB03Yx3BcH0K4IcncK5CXpQW5+fOkeiyADwIev3Iq3XDCEhw+dw2OvT2M+a+L6i9cBgIzOtpolmaTXWAT55KwXIe6P62Wiz3ZcHDm7jLduWQPA68z6lceO41sveA1hTsxk8M3nvZ+nlguyc+vYdBp5y0Wm4LTGg+yfG0N9sQpJesUyb6I0YlQWixfemMM3nz+N/acXau8cMTTrN8nPfelJ3OGLpdWAG0jSK28UEtcre5ClQK7wxRVf7EyNJRnb8SokGJoG3S8ZtK4/HngM03FlK+qofb8HJhZlxzwhoCwlSVEIZPE6wyLt5ztqhDeQpLeU9xuFNBFBjhko2G7gvfz5rzyN2x45Jm/UnJAyb2HnnfhsEoaGuKGV+fbE5N4XowhyN2A6LlJxHXFda5lAnlzMyRvv7hXIfhWLVehBBry209/6zWvBGHDk7DJcDly5fQTJmIZDk63pbpczHXz2B4eQLtjgnEth3KgHOWvaMDSGkf54mUA+fHYZWdPBOy9ZD8CzYwCQUfGJRe/mbTgV8wWy9/eDE97flwt2S1tNDyYNLOYs/MV9h6StBShakSyHy5u2hRKLRaZg4//7/ms4qyTB1oPwNa8kGbJZSCA3yXzWlMscqwEvgqyVWSyEMDGqWBqsEMGoIsRmrQiymJAGkwZ0XUSQE96x/gXDdjjihgajRtm5laBemGU7ZRlBZjI6GlZebLUk6amrKqpAXsrbcDmaiiALP7CYeDnnmFzIYy5jVfUgh0aQlch/TGdlIkGcT31x8iB3AwXLQdzQ0FclUbNZZtImNg0lvefrcg9ypdVLznndFR1EQKIdVSyiiiAD3nd2dCCB13xxODqYwGWbhvDaZLRd9mbSBcxlTDxxdBr/8NgYnj42g7xVrOevCrfXJpbwgc8/VrW7XqbgoC+uYyBhlAWD9vqJh++6eFQ+NwAcnlwG51zWFN65rh9TS3nZpOSAb8HIFOyWJOmJ1zqYNPDSqQXc/vgY/vWZE/Lv6hwv3g8RQRYVh/afXsAdT76Baz77Q8xnwjXTgTOL+ODfPobFXPH9E5UxGrWyRAEJ5CZxXN7WVsbNcGhyCWNNlsHxIsjekrQqJhxe9ARXEoFFi0WFCLL/90oJWAIRPVnTF5PR2vW+QFaLpBtyPNF+PkJoGRqTIi3gQfajo+J51WjmqinzFqhi4f08mDCw6E+azXiQhVgVNycF22tf7rhuqBh2q3iQLcViUXrTB6geZBLI3YDpeFHIarWwm2Upb2H9gLci1b0e5GKSXli3v8den8b7P/8YTs9ly/5W6bFaXQdZNAqJks1rktJSMZKKY/fmQRzyxWRUfPIbL+J373oJR6e8a+dcxgwk5qmlzQ5MLOLoVBon58o7qgpypoP+uIH+RHmy8d6T89i8JomLRvsBANPLngBeLtgYn89JQb1zXQpLeRvnFr2/ixXNdN5uSSc98ViDyZjcdveLZ+T7XCgJgnDOZZKeV9rVDVTs+Mpjx0OfZ//pBbx+Li1fD9BcQ5ZmIYHcBJzzru62VMpn7nkVn/3B4aYew/bLvCUMLeB/c1xAZ15ViUoRZNFRzfHL0ZSSFxHkGuWbxN3lUF9MitHRgaDFwvK7telVxrNSLMWPJdspKwJZWixkmbfyhLHzHVW8iMlzqC8mP7tmqliIkmviOcTFyhPJ5WK4KJrLLxjq5xbTtUC9T0CJIMdIIHcDph+F7IvrDTUg4Jzj4199AY8emaq5X7pgyxWpbrVYiCgd5+FjnF4ugHPIKgfVEMv8jvL9aQVmRHWQVTYOJWWEcm1/HG/ePITFnIXJBpfxK8E5x8GJJbx4ch6Hz3rWjdmMKUUbECxtJt5LVTSXkjFtpOI6UnFdikbX5XhtYgl7T8zjqh0jMmlYCGTAs1mIG/ad6z0BLeYvcVlRI8jR1kF2obFgoODUXFZWElFrIy/nLeQtF6btyhvNrOVIK8/6gXighrWKiCzPpouvW8zv6nveLkggN4GYS+wWL01FxXLebjqh0PUjxQMJI+CfcjkHY15UtdIkq07kYdEKIUZqRpD9yWdNX6zoQRYWC7N49+zZHTRYTrggXyni9Q0lDSnSxJJ+PMSDvCqT9NQqFk65QDaa8CCLCLI4/8TE6/hto8XPgrBtcmyKxSJulEeQxQpBkgRyVyCaTaTiOo5PpfHvL5yq67jFnIWHD03hqWMzVffLmA44L+Y0rCSCnDVt3PX8qUjnnFJUsRDWuEHM8/WUIFMje620WRRsJ1KLBeBFkAXrBuKyLX1Yot6+k/N4QamdXA8zaRPLeRsZ08GjfpfU2bQpl/vX9MUCkU0xJ1Xzy+ZMB6mEHriGfu+VCdz4f57A2aU83nHROpnnM6MIxUOTS/JmYOe6frld7bmUNlvjQbb8BEsxD16+bRipuI5vPu99/1Qr0nLelvaKC4b75GsW0e9rd63HgYnF0PlYRJ1nFQtGMx0LmyWys5UxdgNj7Ahj7Bhj7NON7FPtWMbYnYyxKcbYgajGGhXVkn+6kUKdXexePDWP778yEfo32/EFctIInLAieU/XtJoWCyC8koWY1GstnYpJf6jPkF7WdSKC7H9Rbb+dsRCrUepS8foGk7Eyi4WheJDDGoWsSoEsIshJQ34OUUSQcyW1N22XSwtLWPfCsPde3KglDK2s+Q1QPCfJYtEdiAhypuDg8Nll/OF3X8X4fBZ/dPer+MDnH8Mf/4fXblgkUglEtn+tfBEhbJqJIP/n/gl8+u5XW1puTJ17wxL1xLZqkUxBuwSyGbEHGQA2remTP3sWiyEkYxp+cOBsYD/OOX7/2y/jj+5urB21aklc9t+n2UxBXoO2jvQFPgtRtq2amMuYNlIxz2IhrnUvnVpAX0zHv/761filPdsAAMmYJs/bvpiOQ5NLsiudiCADQbGs3pNFmqTnl+YUJRYv3zaMX9yzDd97eQKTi7kSi4UlBfIWXyBnCrZ8T67btQ7ZCuVcxXHq97SZjoXNEsnZyhjTAdwG4EMAdgO4hTG2u5596jj2XwDcEMU4o0Z4G60eET0F26nLj/vhLz+NT37jpdC/Ca/xUDIWOGFFfWRdqywC1ahxtQhyrcLiIgq5pi+Gq3aM4P1v3ogNg14kQVaVsL1SYrq0O0Q3WcgIcp8hkybCPMhiSd9ehRaLoAfZex/W9BX9a1F4kGUEWSwRO2oEubzCSrU6yMJiUR5BJotFN1GwHcR1DcOp4rl04Mwi/v2FUxifz+Ebz53Csak0rv7zh3Hvy8WbfBGJm62QHCRQl4GByhHkx16frpiNf9z3qqod0aJmOW9LP2/YqqCwv9WKIHPOkSnYsu5uK33IhQirWAhEBLk/riMZ09GfMPBLe7bhP/efCXw+x6c9X+vx6XTghmBsOo19JytHlY9Pe15YNUo7p1gstgz3YSlXLG0mrl1h7/tTx2Ywky4EIshiLIcml3DZpkG8+9JReRORjBUtGJdsHMC5pQIypnf+XzBcjJy/afNg6NijrmIR1zVpkblk4wB+450XwuXAnU++EahPvpy3ZQULEUHOmg4yBRsxnWHPjhEAwMshZduEQJ7LKBaLXO9HkK8GcIxzPsY5NwHcBeCmOvepeizn/HEAVddFGGO3Msb2Msb2Tk9PR/SSalOMIPeGxUIkMzWDaNAhvtxiYnBdDs2PIFfyGAciyCHvmZjUa0aQhQc5GcM1F63DP/3qHhnhkx5kt9goxHu+6CZ+6UFOxpD1k2TMKhaLgB+2R1YbmiUbEkFWBXIzraZFFQtxM6RGkOVNSagHuXaSXlmjEKpi0VWYtotETMMXb7kC3/3tawEA339lEi4Hbr56G1wO/K//eg1Z08HTx4oNGUREaq6GQF6SAjnhP1/5XLTv5Bx+9c7n8Y9PjIU+hoiMReWDDWM5b2F0MFi5R6V0daUSOcuByz3/LtB7EeSNfrWREX/8APDxd10Ex+X4l6dPyG0PvebZIzj3bqgEn/3BYfy3O56vWHVibDqNhKHhKl/UjQ4mMOvbLgBPANpusbSZELSlFRdM28Wv3vk8/vXpE8iYjvQgZ/xr6KHJJWkPEahzzuY1SSzlLeRMG6mEjnX9CSna37zJO670vS3Np2iGosXCe45LNw5i29oUfuLSUfzw8BQKliO/M8t5S3YDFJFuIZD7EwYuGh1Af1zHq2fKq40UPcjlEeRGOxZGQVRn6xYAp5Xfx/1t9exTz7FV4ZzfzjnfwznfMzo62sihTVEtMtUN/PDQOXz+odfl73nLaVooOn6ZtwF/uXx6uYDf+fo+nF3KBzrbhb0lIkkPCH/P8g1EkHWNBZa9hTcqp1SxCFaUqP26x6bT+NRdL9X0HRY9yDE4LvetK34k0mBljULskGjm+U5YmbehQAS5iUYhfk3ip4/P4g++87K8YXJcF+L0DvN92yE3bsUkvfLa3oAnwhlD5JEvojqn57L4+nMnA9E+oBjJ2jqSwlU71mJ0MIGHD50DAPzy1dvRF9Px6BEvSPLyeDFCJSPIiqczjKLFwhNcpRYL23HxmXs8t5/aUERlzM/Ar/T3ZrEdFxnTkQJ5IWuVeWvFzWOtxCYRMR9Otb5qRyHCRiECEUFepwjkbWtT2LNzLZ57o3iD9NBrZ7F9bQoA8Op4UZgdm0ojYzr42nMn5baZdEGK6LGZDC5c348rto9A1xiuvnBtmcUCKJ43lTzIM+kCbJdjLmt6EWS/ioXtcrwxk8FS3pZNpwRi1SoZ0zCSiksvdCqmQ9eYFKSXbfIiyBcqVgug8Zsdy3HxzPHZCn/zkt6HkjFoDLhkwwAAYMNQEst5z/e8tj8OjXk3ZftOzmM4FcNuP7qdMW0sF2z0xw3oGsNbtqyRtZtV5oTFooYHmXOOJ4/OtNyyGNXZGna1Kx15pX3qObYrcbs8gnz/gbP4hv/F55zXFUGuVffTcTl05tVDBIBnxmZx36tnse/kPDRW3dKgTr5hX14xqdfjQV7TFwNjxVOnrySCLDrplYrVajw7Nof/2D+BMzUubEUPcrEdqPQga5r0IFshkcvV4kGuGUFuplGIH0H+zr5xfGvvOE7MeoIkEEH2lbKoNCNOldK3X4wtrmuIGeUe5Jx/QVLPNaL1HJxYwmfuOYATM8FyWQU/giy4dOMA8pbXPGTX6ADecdFaAF407ehUWs4ps4rFolrynLgIr+sXEeTg+fDy+AIOn12GobHQCHHBdmRptYkWRZDFTcMGXyB/4/lT+MV/eCYQHa83SU88loggt6pZCOe8JVUsNq0pjyADwMUbBjA2nQHnHHnLwUunF3DT5Rdgy3CfvHEybRen/M/qn586IT/rv7jvEH7tn18A4AVNdo0O4Lffswtf+413YPvaFOYyJhZzFmI6kzcpImKcqeBBnvKrUSzlbFnFYiDhXT/2nvAqQewusUokfIE8kIhhMGlgOW8ha9pI+ceNDiYwlDSkjWHXhuYE8vdfmcAt//isjP6qmH7S+80/vh1f//g18oZqIKEjnbdRsB0kDR2DyRiWchb2npzHVdtH0J8oXiMzBVteMzcOJUNXcxYyIklPtViUe5BfPLWAj97xHB44GPSaR01UAnkcwDbl960ASrO8Ku1Tz7FdSVhJqW7CVrL6vUoOtcW8qKtYCRlB9k/8U37bzOW8DV2DFMhhll91+Toski0S7GoJ5MVc0TMnEHfbYqnLdFwYelGs1nMTI0R9rWSAogfZE3wZ05avzWtvHfQgB8q8dem5EjVhrabVz6ypVtPx4GqBFMgOL7NTiLdb+DVL3/9adZCzlkP2ig4gInPiYp0p2Dg2lfYjyMXP45INnqh406ZBaBrDOy/2OpB99B074LhcNo2Y8S/GBduVlQDCEIJxpN+LlJVGkEX+w4Xr+0M9yKdms/Kcm1zI4cxCLlCqKwqE+Now5Imzsek0OA9Gi8OS9DjneHV8MXCDcG7JG5uwKrTKYiHmgKhXYpIxHev64zKaKrhofT8WcxbmMiamlrySd9vXpvC2rWvk0v6puSwcl+Ndl6zHTLqA8fksOOd44ugM5rOmFNAXjfZjpD+Oa3etw7r+OCyHY2Ihj6FkTAq+93/+MXz50WOyUkPpNWTKL7e3mLOQVSLIALDX90Bftqk0guy9VwMJT3jmLReLOQv9/ny0eU0So4MJXLxhAD/9Y5tx449tDhzf6Gd5ei4nx1iKaXsrsmtSMVy7a53cPpCIIWc5yFnejeuavhgOTCxhbDqDq3aOyITqTMFG2rdYAJCCfz5j4rrP/hAvnpqHabsyEXLOt1hwzpUkveK5/NIp76ai1W3FozpbXwBwCWPsQsZYHMDNAO6tc596ju1KxHJ5qzsQhfHgwbP4xa88UzUaYjrFqhUiMlxLoIlWlpVw/EYhQ37B8NP+Baxgu9AZU2oAV48gh/29GEGubrFYylmBaCQA6Y0KdNILqUlcDSFk0zV8e3aJ4BMR5JjOwNT3QHiQ1Y6Dq8RikTMd+T6EWSyaaRiQNHSoAd0xP5FGreMqO+q5RQEs9rn/wFl85CtPy6gWoNRB9j+zf3vmBH7n6/uQN0kgd4KiQPbmo9sfH8PPfvFJ5KxgqbBLN3oCWfg3b756O/76I2/Hre++CADwir+cPqOI1LkqlSyEsBlMxpAw9LKIqrhIX7xhANPpQtmNt/AfX7pxABMLOfzanc/jf9wbbQEmIRhEYrJY8VIDC2ER5H0n5/GzX3oSLynJUSf9m8tLN3pL5laEvlUVdaUmar74y1fgk++9OLBtl28BGJvJYNK/pm1ak8QV24dxcjaL49Np+Vnt2eGtOizkLBydSmN6uQDH5Ti3lIfLERDfwnpzYiaDob6YvA4C3jlatFiER5CF8E7FdSl0956cx/a1KRl0Eoigz0DSkNeac0sFpHzR+Qc3vAl/9fNvQzKm47ZfuRJvvWCNPNbrCtrYZylWRMI62VpOeILlgD+uuUwBCUPDz739AuzzayPv2bFWzp05y0G64MjXOJSMYSln4+RcFhOLeTxyeAoLvr1iIGFgxl/pER0LdY1hKV9MhhQ3Oa+fa01bcUEkZyvn3AbwSQAPADgE4Fuc84MAwBi7jzF2QaV9qh3rH/9NAM8AuIwxNs4Y+40oxhwFQuN1oszbq2cW8fyJuapliGzHleJdRFZrCcVafdIdzmH4HmQAcokKgJ+kV9nSELRYhEWQi2OtJuSX8lZAbAGeaPKOFQLZ66RXjObW/ozExW65UEMgl0WQHdi+5xlAxVbThsZ6piRgs+QsR0ZXxM1ZMElv5RFkTWOBqhIn/VUM23XLqliI76iY3G3Xxd4Tc3jhxDxM5fsR0zXPg+z//uzYHB49Mo2s6VAFiw6wpi+GgYQhBfKxqTRylgPb5YELtRB2QiAPJAz8wlVbsWlNEhsGE/JCOpsx5U3VTKZyRHc5b4MxIBXTETc0FEoS4MQS+q7RATgul2W4BKLqwXW71mNyKY+jU2lMLATn1M8/9Dr+5/deq/ke/NMTY/i///n5su0ioUy0wxYVA9QGSzlZxaK47YT/PZlUxnNiNouYzrBjnefPLb0hyFtOJF5qcZ1S7TFRcd2u9YGyZwCwa713XhyfSuOsH73dvCaJD1+5FXFDwz89MSZvrK/cMQzAe1/VOtnidQ/1FYXrWt96c2hyCVtH+gLXoUs3DMrzo9TaIgSyuL6m4rqMpo5NZ3CxL+hVktJiYcgOdmcX8zJJ+dKNg9izc63cf0BZoRtMxupqNX1yNiNF59nF8hstgaVc31QG/dcwmzYRNzR84r0XY+tIH2I6w9u2rlEiyA7SeUsK5MGkAdNx5erKy+OLsgbyrg0DMP2VHnHDumkoCcvh8jwSN75HzzXXGbgWkZ2tnPP7OOeXcs53cc7/XNl+I+d8osY+odv9v93COd/MOY9xzrdyzu+IaszNUq2F7UrIW07dS/BCbFYTyJZS9kqIlFpWAzWCHBaddvxqFeJEF8syAEo8yGECWUnSCxPIyhczLDNbsJgrF8iaxhA3NHmc6XDEjGIVi3qi/GKf0rv/0jtq8RmJSStr2jKJAYCMnAoPsq0sL3YiSS9foR1tlI9fet5mTUdO2GFl3prxIAOQURSgeK6ERZDF+61aLNQWqKo1Rq2DPJ81kTUdLOYs9MWDkR2i9TDGsGW4T0ZH1RtxNYJ8xfYR/MnP7MZNl19Q9hhbRvow5VsIZtIFWS+2egTZxkDCgKZ53UJNx8U3njslxZKIEApBM1my4nZqNov1AwlcunFQ1qQVkTHBU8dmcPdL41W/k8en0/ir+w/j0deny+YukcC0ZaQvsD0QQRYVXpTlctFVb14Zz8nZDLatTUkxVvpcN3zhcVz3lz+qOM56aWUEOYwtI32IG5ofQfZe96Y1fVg/kMBHrtqK7+47g6ePz2DDYAJbR7ybg4WciaeUyifiWjiYKM5bIhnQdjne96YNuHh0AH/802/G1ReuxVzWlBad0muIEILTvhdetVgAwK7RoMAHlAhyomjlSBfsivORGoEeTBo1r3nHp9N4z+cexZd+dAxAMYKcNR089vo09isrDcJiUfacyWJX04Shoy+u4ysfvQp//ZG3IxnTkYxpYAzImTYygQiy0A/e9/rV8QXpO7541PtuzaaLyZDiXF/KW1jMWXhjJoP+uI4Ts5mmm59Vg1KzmyCsSkEz/OwXn5Qnay3EnX61pDrLcWXJNSFSaol5NboQJtYdl8PQmPzCqhcIvVYEWfnCWmEWC+VEr2azWMrZgaUtQX9cl54723URqzGeUooWi+Cy5I/96QOBxD0ZQRaTQ8GRSQwAyusg+/snYnrbPcgF28E7/uKH+N4rky17jp/54pP4ymPHA9uypo0B/8ISdRULILxxh9pqWv7vFN97sY8QLJbDZVUExpjnQbaFQPbOgcnFnPQCEu1l60ifjCCfVhKH1AiyrjH8+jsvlDerKkPJmLzAzqZNGW2eDYkgc84xky5gOV+cW+KGhullE//vPa/itke8eVkIoF3+Rbx0xW0pb2EkFcNmpU5taTLSUs7CQtYKBEVdWLcAACAASURBVBdK+fP/OiTzRmZKKm+IhEPRhEGQDQkwqBFk4YOdV8bzxkwGO9f1S+Gqiqrx+ayMOjeLFMhtqgajawwXruvH2HQaZxfzGEwYUpz95rt3QdcYnjg64/mL/Zra8xkLhyaX5O8i8j+oRGaFxQIA3r97IzSN4ePvuggXbxjAQtaU161ygew9lrgn6k/oMhIMABeNlkeQxZw1mDQC53d/BctXwihaCgeTRui1filvyYCNmAe//Kg3d4sbqLzl4H99/zV86UdH5XGmw0M/O1WUi+/lW7eswU2Xe4XIGGNIxXRkTKfEg+y9HvH9ns9asnKIuPn8/W+/jM89cAQAsHVYVAux5X43/thmuLxosWsFNPM3gYwgR7BsXrAdHJ1KS09YLcSEU60sj5jsbJfLdqQ1BfJiuRBUcVwOjTF5V63uojHILOWwcVm1kvRUgVyh3TTnHEs5K7DsJbhs06D88lh2sJNePVH+YpJecXJ7bWIRtssDF0LpQfYFX9Zy5PMBqFgHOWFobRfIOT8KenoumgtdGOPz2bJJai5tygzvYpJeNI1CgKJAVi9e9UeQvQuDabuyvicAxIyiB1lcPCYW84FodTfSwi6mDR8TJVtG+nBmPoulvCVtBED9iV5DfV5Gfd7yLs7CrxzWLOTvHzuOaz/7Q7wxk5bnVMLQMOULm4cPnZNNNVJxXUa0xPK9QIgAVbwu5e3Ayp0Q7WoZOhXLcfHksRlc6NsGRCKdYC5jQmPFCg6CXKhAViPI3uOIUlqcc5yczWLHupT8PqoC+c4nT8ifm63UJC0WEVexqMZFo/0Ym87g7GIeG5X3avu6FP7+o1fC0Bgu2ziIwWQMjHnf+enlghSrYtVAFaei2sfuzUMy8gwAa1NxzGZMWA73S51ZgRWCqZJEzb6YLu0HgJdUWEpfwGJR3LfSfMQYKwrQRKzsGsw5x/v+5jH881MnAAA50/t7znKwmLVkUCBrOljO24FkPatGBBmo/L3si3sttTOmLfcXr0etmPHY6155RlFC7oUT83jgoFfCcctIuUD+8JVbAQBHp1rnQyaB3ATiYhxFkp4QYKUFxitRj8WimCTGiy2Ya1kslAhy2OsSEeSBZPmXVPeXJb1xlQtcdaxh48hZjrw7rlTJomC7MB23LEkPAK7aMYLXJpc8y4PLvSoWog5yiSDPWw6Olhj8xT5q7VVRqsm0XZxdzGNqKV9W5i1bsGG7vMyDLBPFFItFu5P0xDnaqvqmItFNnUzzloPlgo1Nfpa9uDnri+vy5qEZDzLgCeS1/fHAhSU0guz/rybpBSwWdjHyr3qQVRHdzR7kVnUxbaLzaWRsHenDUt7GayX1UuuNQq7pM7CUt2UEdutIH1Jxvazd9KnZLP7u4aOwHI5XxhdlVCxh6HJp/NxSAa+eWUTG9ATwSCqGuKGVRZDTfimr7WtTuHB9P959qVeXf0H5fohVrrBGCQBw5OwyTNvFB3Zv9J87+BwzGRMjqTgShiZXyIDgCpwQy6btysDDOV/si5uN6eUCcpaDnev65dylNpd4/Gix6dZKWm6rtDuCDHgBkxOzGbw+tSzrJQt+4rIN+MHvvgv/zwcuk51hT81lYTquvDERlgM1GJMwdFy5fRi3XL0t8HjDqZiMDo8OJmA5xeYhADC1VAgkFvcrEW2gmFSo0hfX5L7q9U6NPJeienxLr99LORvTywWMzXi+3YyySnv3S+Py56xpB1pDA6JRSPmcPahGkCvMk/0JHTNpE5x7FTmAYnBpfD6HuJ//Iewt4r1QVxnFDedSzsKJ2QzW9cdx5Y5h6BpraaIeCeQmiNKDLIRpulBftxhpsbBqR5At1607gjytLOeFRTtt2TGPlS1za6wokPMh4wok6YU2CnGx1l/CqmSxULvolXLl9hE4rneRE1UldClWg+P59t7T+JkvPhlsaOGUJ7ZM+lGEgu3gv3/nZXzmPw74UfTiZJQ1Sy0WJQJZEWntTtITEdRmL3CVsF2vzrAaqRKCRJSOEu+roRUjHM1GkLeOpPD2rWsCGeaOUtZQvM/iHI4piZNS/DpOIPlEeJBzphM4f5NdLJDRui6mK+p8qtJsh9Mtw16ETjQvEP7PeqOQQ8kYFnOWTKRbP5DAuoE4Dp9dwhOK+LvtkWNSvNgulze+nsWiOB8+9No5mYnPGMOmoWRZLeSM3wwhGdPxyO//BH7hKi/KJWwNluNKIftKhQiyEM5CIE+VCOS5tIm1/XEwFkxWVYMKBduRr0l8N4UfW1g+3vBrTO9c3y/FjyqqMkqgoFmfp2gS1U6BfO1F6+QSvEhoVLlk4yDW+HaK4VQMx/yqFkIgh0WQAeDu37keH7t2Z2DbWqUO86Y1weYhruvZd7YqnvE+JUlvKGkEGp0IROK5Z7GoHUEGVIEcKxPI4touvg/q5/tvzxQbpeRMx2vsoVwHzQpJev0hFotS+mK6tJgI250aQR5OxfDzVxV7w+1Ym8LH33khvnjLlXLbBYrF4o2ZDHasSyFh6PjZt23G5jVBq1GUkEBuAnH+RSF6hLWhtHNUJaTFokpE2FIiyDJJr4ZANm23mGQW8rpczuXfS8vS6BqTd5FhEeTaraYdmSVcKYIsIpVhEeQrtnvtQPeemAPnCFgsSsX+Ys5CwXYDzxMWQRYXwILtegXisxZs16vkISaqrGmXWCz8aKWwuPhlagyt/RFkcV9QqwHMShHCW63BKiZgKZD9fUSLcqBoQ1kp//sX3oYv/8pVAYFsu658f4X/W9wgCFFVUKLdYjVCWiz8CPJ8SVJVmN+5i2hVF9OmO5822+FUCIpnxjyBfJ1f47hekTXU53W6FAl+6wYSWNufwFPHZvGxO56XtqPj02lcvm0Y6/2bcyGIEoYm58uBhIG9J+b9drne+bBpTRIHJhYDEd503g6srq31GyoIUSpER9zQcODMkmw2pfLK+AKGkgau2OZFyMIsFsILm1T88TklqJAz1da/Nly/bBlQXB0R9cN3VrBYqBVc8k3eYIsATTs7Ul6xfUSOvzSCXMpwXwzHp7z346ISgVx6nQtDbVSy2Z/3RKBlPmvCdrlMPgOA/rjh115n2LVhILQRkSiRNlASba42H6kWhtLrt/Cui3NR1AN/1yXrZfdHwLPglAY9LD9Xo9LzAZU/2+FUDCf975r47ojv2FLexlBfDP/zprfiiu3DuGL7MDSN4Y9/Zjd+6i0bcYH/uakdC0/OZmXC7RduvgIfvWZHxfejWUggN0GUSXpCiJWa+ythyQhy9SQ9wBOjQsjU8sBajiu/mKERZMeVEdLBZIhAFhaLkAiyOvmGie+c5cg76YoRZP9LW1rFAoBccn/uDa/wuqEzKVZLn0/8rj6P+BzVJL1JxWJRsF1YrtdW2tC9qhmGxpA1g5HIUouF5YqSc6zm+58p2PjP/Weq7tMIQiC2ymJhhgnk5ZIIsq1GkL1zq9kIcjLmZUyvHyxemGyHl/m+XSV6D3gXK3GPoibpiTFZDi9LquryOsit6mLa8c6n2/zWwPtPLWBNXwxv8Vvx1lsJQdxEj/mRwfUDcfzKO7bjI35UV7SonlzM44LhPtl0RI0gCy4a7cdcxkQ6b0vv6Eeu2orTc1l88G8fl+dMumAHxMxIvzeG59+Yw9v+9AHpn3zLBUNIF+xAAp5pu3jq2AxeOrWAt20dhqFrGB1IhFgsCrLTXzIkgsw5R85ysNG3OC3lLMz5Ig0oCqTnxuYwnIphy3BfBYFsy8hosxHkgtKQp13EDQ1XX+iVQdtYQyCvScVlZH+HL76W/Iomeh038yMpNYLsPZeIIAv/8SUbi53yhMhd0xcPCGcVtcyboWvymGoCud8fbzJWXsNbBC6EUM76gaCPKQIzrmtyv3TBlvOnqApV9nzxoP0kjMs2Dkpbz2CJBxnwvqcxXcPdv30dvvNb18ntjDG885L1SMY0mc8yvVzA5GK+rKxfqyCB3ARRJunJCHKdAlkI3qoeZGWJP6+UwqpWXshyip7LMA+yy4sWgoGSpSeNMfmlDhtXtUYhouLGWimQwydk8UULiyADXgatWKKMK530SoWp+F2d+IVoFjcprpKcV7BdFGxPCNsul+9BKq4jazq+B9n315ZYLByHS4FcK4L/wMGz+N279tdsd10vYoJrlcVCRKYXc+UWC7GsKfbxbDnRWCwEwQgyVyLI4R5ktWFEaZKe+L+081k3e5DRui6m/z97bx4tyXWXCX43ltzzbfXeq3pVqipVlaQqlXapJFsSsiUhy7KxLcMBNzZ4TE9juQ2eAdzMtBs40HTDoU833TMH2jM0YMM0m3GDDXYj8IIBYwO2JVu2rM2SZa21L2/LNZY7f9z43bhxMyIz8r18S5bud46OXkVGRkZERkZ897vf7/tteefTmWoB/8ut+9ENQuybqWBfRJjzZumSDYusBLO1It52bC/+0w9ch0NzVXz2iVPwgxAnl9vYPVmWKRc1WaQXf+8HZqsyxosI8A8c24uPvudWLLU8fPLrx8E5j4r04vcRcfr046ew3PbxlefE4J0KkVR1+L//43P4od/+Ep48uYJrLhFNH3ZOlnoKAZMKci9B7gYhQg7srMdKJpHs3ZMlLDZFksHnnjqNuw/Pw4ma5Ij3xgNqL4jvx/2sfHmw2TFvhNsvE13f8ijIhIXJkvzN6x1bszCjEOQFSZDFc4TOvUqEieT+vz98I37qdVekblMSZI1UVvso2vWig5JjoRDZxdRnPaW3nNMU5LuPzGNhsoR6ycFUxU0kbpBPuesHqd+dbTFZN5T1u6SMciAm1LWCIy1A9CxnSkws4afvPYwPv+vmyLZk4QtRTjXldm80DEFeB0ZZpEfxankV5KFSLJSAbSDbZhGGHF7A5Y83bT0/VBTkNItFnyI9dUSrDypo9E4KclY7WCqwoigeHTsnipJEO1Z2Zz86NpWI0/kii8W5RjcRp9fxQtnO2JEEWVToqjmRerScHxUM2hYbaLHo5Pheh0Gw0QQ5enBSsxRA9SBHKRZ+CIuJG6C0WKyzSI9ABNmJ1Hnd9+3rBFlT7NTvjR4AlFxA2OYK8kZ1Md0WnU9/4c1X4V237sdbb9iDWw7M4K7Dczi6MDH4jYiLq54900Ct6CTI5OuO7sKXnj2PZ86sIgg5dk+VcVmk8E0oFgtAXFt7psq40OgmoqoAMY1/dGECH/vqS2h7gpjWlNxcIsiPRy1xKe2F1GpVHf7046ewZ6qMOy6fxZuvFbnOO+tFvHC+idf/X5/Hj/3Bw3j+XAOLTU8SVyJyRceShXntKJ1gXlGQyX98ZEEo1//47DksNj3pc5Yxb9F9gmbWyDrQXqdFi+4/pU2OTHzTtbtx5+E5XL93uu96U9HzxLGYaFIjSWn6c0YHzRQAsYJMs50kdhzdHV+3JBTcfOmM9NfqoO+2Lr3KbvTe7PvRRNlBpejAtS1wnhSGSBleaYvnVTNKZHFsC+9/3RV4xy37UCnYieY3xEe8jJg3ICbwWYMf9bhpXbWXQpbYBQDzEyXcdtmsbCNPs8MHNklB3t75RdscwSiL9GgqPxBK5aBClJi45SzS85PkNE0Uo2xiepAEKdaRMESPxWKiJKrFRcxbXKT30YdexN7pCq5cqOP/+dtvY7Xjo+BYUrlTQUouKSOtDIsFxW9NVXqLGgDIqRhAxHZlpVjQsbVSPMh0U1Aj7zpeKD2rQkEW260UbRHzFoTypqd/pk8WCza4k57eCW69oO11N8iDrA56lttiSvbsahf1oiOJZTcI5TmRFot1NgohEEGeqohYI105pgFJMbp5n1Fu/qJIL1b+6f+k6s3Xizi90tnWHmTOuc8Yo06kNoAPq11MAfwo5/x4n3VSlw/YburyjYBtMfzi/VfLf//OP78l93uJUDx7ZhWzyn0BAO65ch6/8Xffxp88JKr3F6ZKqCi5s0B8L5ssu5ipFkTc43K7R8H7vhv34Jf+4gl87UXRYremKMjlgo2ya0sBgNobXxap1ZQscb7RxUPPncf77roM77/3sHz/zokSPv24sII8e3YVT54QFfs7ouu+7NqwLYZdkyU0vQD/8xvH5YBvrh4rmVSQdWRXHZ978jQ++tBLKNgW7ohSNoj80H2ZBIodI7JYxAry5v6Wdk+V8bs5rhlSkGdrRVhRzv+ZlU6PjTALtaIjOqWGXBaN0XPkpQstuDaT+b6M5RsoLEyVwBiwEBHoPAryA685hDdcvSAHZF7AQVRCFQfON7podAP5zPqBY2JS6PNPn00895bbHnajLIves479FDqZCvIVO+uwGKLBY7zvEyUXK22/L0FW8bqjO/HZJ04DAPbPGIK87RGGoyPIJ5Za0qO60vZRrPW/kXiKspkFNeZN9SoLNbV3+2QxIEKQ5hP2wxA2Sxbp7Z4qY/nkikixUIr0fu2vn8FN+6cxUy3gd//hOQAxkdHPGakeRHwbGTnIF5rdKJYn/dJVp9xdy+pJlNCPten1KsjkHVMr1GngInyu8c2iUrDR7PgJomVbDIzFqrUfcDg2WSz6E19Z2DeivORwg1Ms1KnX5ZZQts6sdjBbLyb839RsozpiBfnqPRO4+8g8yq6Nv33qdG8Ocl8FmSeL9JykgnzpbBWnVzrbPcUCnPMHATyYsvyNOdZJXb7W92wnTCqt4I/UkgT5mksm4doMf/XYSQAiRmrPVBmvPjiDG6Ni34JGkAFB9HTSdM+VO/FLf/EEvvC0mP7VIzCnKy5aS+I+Q3aPQ7M1MAacWmrjxFILf/LQSwi5ULZV0CzMnqky3nrDbnzwb0RTB5no4VqYrhRQLThodX384icfx1x0rGRxWmp5kqBSFvSnHzuJVx2ckfdwveMoCRSkgI9jzNswoOcO1TSQapuXIDPGMF0t4MxKB/tmKig4Fr59WgyGXr7QwsJkGSXXls080orydNy4bxpf/pl7pOhDanY/y9eB2SoOzFbxdPTZ3SBEOXrWn1PufecaHTS7fk9kXNm1EpnjpDarMaY6anLGJX2/Sq6Ng3M1PHN6tafbH5BeT5SGu4/sBGOPYqrsyvSRjcb2vFrHBPJhvE6LRasbYLHpyWmDPD7kPBaLriRbvQpyGmh6jUaVum+Xc57wINMPljxXtsVQkhYLEWcUcJ6obiUPkn7OSGGpFpyE4qLjfEN0qsq6wSQVZCZv/DoxlR5kVUEO4xQLzrmMeAOEgtL2whQPstNTpAdAqglANIqPyPqgIj2d2K0X0mKxTg9hFtQBGvmQz650MFsrQBWJpW99RDFvhHrJxYd/5GZcMlPWcpCTRanFNA9ykLRY0P9PL3dQKzqYj66l7awgG2RDffDqMVpFx8aRXROyk9fCZAnVooOPPHArrt4zGa1jye2oMV5VLWaLilGfj7rO6a+rCQd0H56uupitFXFyuY23fvCL+M+f+Rb2TJVx9Z6kfYS2/X037sF3XRYngdD+zNWL2Dcj8p0bnQAXGl3ZbGq64qJgW1hqeTjf6GCi5EjbRccPccfls3J7NKin5wkJFDSj168YPA/oPrGZKRbDgCwWNLioDUnegNiHPFVxcWz/NL4YxRO+dKEpUxgmyy4qOVIxCOrzLI+CTChoAx5AWCzo/J9b7aLRCXoi4/R/r7Q9/O1TQrW9NvLF66DBRL/vlnzI1RSCnFdBnqsXcfOlMziyK5/FahTYnlfrmIAsFiFHalxPXtCUBhVu5Il6G7ZRSFJBTu7rP3z7LH70/3tI+sxKGUV6RDbiIr1YQablUkH2QjS7ooOUOtrLUqdpCq/kWqgWbfzRl1/Az/3Zoz3HtNjsZtorgOQNxVEUZJ1w0jlopSjIIRfe5BNLbRQi7/Cq4sVKepDtmCBrLXBVskYK8lYR5H5xgOuBOkAjz93Z1Q5ma7GCDMTXjFSQ1xnzpoM8yPGgNY+CLAY8dGOPPcgdTFVcqZ5t8yI9gwyo6p9usQAgC+H0Vr6ENAUZ6G3UUC7YqBZsGZumK8gzGjlnTJDonRNFfOOlJZxa7uB/vf0APvLAq3sG/jfsm8LBuSredmwvbtw/JafmKZLuF950Ff7bO4+hXLBxakU0MSJ7RLlgY7LiYqnVxWLLw1SlkNiX2w7FBJlarVORHhVnxSkWF7uCHBHk6DqpDakg0zacqA7n9stm8cSJZZxd7eClCy3Z6GKi7K55wE3XaFaraRVqKkkQiuLRc6sdXB5Ze843RFvsWsq1rGKl7eNjX30Zs7UCXnN5elQj/R762UJff9VO3HJgJkGi6XjyEmQA+I0fvgm//o4bcq+/XmzPq3VMoIqS3jo8o2SKJwVZzR/MQkyQc8S8aQqyTr7e8VtfwmefOIWzK2I/sor0aEBAZOet1+/Gv3nDEcxHXje1UUgrUlyDkGOqHN+UafSsK7pEVMuujf/t7ssxUy3g01GbSRUXmt3MAj1As1j06aRHCmNakR4gBilLLQ9TFRdFx1KKFUKZawyIB12jG1ksFNLnWHFTEC+MUyyCAUV6ukVgvYgtFhubgwwoCvJqV3j5lGc9EeLvu2EPfuHNR2GNmCDblsis9TXlWLaapoSK1bijlV6kR/8/s9LBdKUgr7NtXqRnkAFXicaaTWnEcF1EkHdnNBqgB76uIKfl4u6oFaWCrL9OA/qDc+L+Xi86sCzRaOTJk8JT/MZrdslYOxWXzdfxuX91J/bOiMYIN18qYssoL36y4mKuXkSlYOPlC8nkm5JrY7IsmqUsNsXMGw36pituT7Gj2kmyGSnItP7IPMjblCBPRs8oen4QectbpAeIwUQ1aiJze5TZ/XdPncHplY5sSz1Rctbcup6KTvMo0JIg+xy/88Xv4DX/8W9warkjLTZnVztR2/TktnQx4MXzTfz1k6dw//V74GRZLKKi1H7pMm+6djc++p5bEwPAiSEVZECc49la72B3o7A9r9YxgUp21hP1RsHtFGOUy2IR9LdYcM4TU/wqkclK3SDlmn4k+jERpyVyeHCuhve89pBsiWlHqREWi8mSH3WdI9CIVVeQiSAXXRvvuu1S3HnFXKo6fqHh9VWQpysFuX+uzZRMYi3FIuiNeVOPd6XtoeUFKBeEb4wGLX4Qwg9jUlUt2mh0/F6LhR37jYPIYmHlKdILNkZB3gyLxXLLl22nZ2vFRGwP/f/ynXX889sPjHw/iIDT76EnB9kmH15XTrd3/d5OeoBIFpiuFuR1ZhTk8QU9fFMV5D1TAIDdU+kRYLGC7GgKchpBLsj7p06QZ6KB1quiTF6atp9XursdyZnMcf/1e3DZfC0RSwaIqXH9flmOCPJi08Niy8NkpSCV0tsOzfYMUqmTJNCrIK/Xg9yJkmxGPXM0KoxCQb5+7xSu2yuuqWv2TKJecvDHXxE9dfZEFovr907j2j3pVoVBuHr3JA7vrMti0n6g2cxuEOL5c02cb3TR8gIcnK3CsZgs0tNnQ3R1+9OPn4IXcHzPtQuZn6UXteYFDT7yRultBbbvnm0yrvjZv8Q7XrUP//YtV+V+j2qrWI/it6gR5DxRb4MsFioB9QOeIIIq+VLVaqp0LksFWY9GizqiadOA5WgUajFRfFB0bEn61egtIPY46USxoyjIgFA/VPL1Ex/5GnZNlHCh2cV1e7NvMLbFsKNawOmVTqKTnv79pMa8hRyMifzHlbaPVtRJquOF8jx50TS+ahlodgIUXSthsVA9yH5ksXD6xLy980Nfwt1H5nsU0PWCPm+jLBYdzWLx0gWhotGDxmYMAeLztVGg7esNcfSYt2Y3wKU7qji72oUX8ER8EX1/fsgxXXElqRpGRTLYXpgouTix1JaNNVRcvrOGSsFOVW6BZIpFJcphbXthqoKsqlr66/ffsAfT1YK0rtH1RDnF+2Yqubq1AcD333SJbF+tIm2Wo1ywMVV2cXK5jUbHx/5Ihf7f774Mdx6Z71nfVRRkSvcZVaMQKobNU5y2Fdg/U8GP3HYp7rlSxN7FCU35f/vvee0hvOe1hwCI+9Hrju7Ex74qmj6RB/nn33x0zfv45ut2483X7c61rupBVjPqZ2tFzFQLOLfajWLeNAU5uo4KjgVw4PHjIg3jyK46slCTHuThhATpQd6kgru1wCjIEbpBKJMW8kIlMesp1KNsX7pR5/IgD4h5U8ltT5Ge8tojLyzKv0k1yLJY6AoygUgtCaglpRKWcoMJJddOJDwQWooHGRAPp44fB51/8+UlfP7ps9FUYbaCDCjZuDbL9CDTv1sJBTmUitNK248VZNfCckuxWITJdtuNrp/oyEbnKCCLRRDnIGcR30dfXsJTJ1c2wIMs/r9xCnLSYvFHX34BtsXwmivEFCPZkDeaIDsaQabrS++kBwB7Z8TDqht1mNRzkAHg8K467j26E7/+9htwaG5zIoUMRg+alibPrgrXtvBH73413nf3ZanvVT3IQFyElaYgq9vXPcg37pvGT95zhSwAI8WMEiry5jr3Q5qqqCvIpJK+/97DMqlDhWtb6PrkQdYJ8vo9yMMSqM2EY1v4t2+5Sj6D0zq+DYsHXnNQ/r0nI+t4o6B6kFMJMinIhXQFuVZ0UC85UWxdqa8tpLZOBXkYi8VmwyjI60DCYrEOQnOh0UXBtmSF8coQHuQsi4XnJxVkVY1V9/Xh5y/IvwdZLKSCrJEd+lHR8qJjS1VcV5Bdm8G1rJQiPbFtGsEWXRucCxJTdGx0/BAvnG/CC3iiKjwNc/UicII66WW1mu7NQfaCENOVAhabHlY7QkGuFGystmOLBeeCbKopFiEX506dPnQiTyydg0GtpoNIzRy1BzluFDJYAVpueyg61lAPMiKkjAHHF1v43BOn8cZrFqTnTnjAww2fWtWvySwPMhDP1HSok57MQY7XuXHfNEqunVuxMdieIAVwR4ZvkabE00C/A0mQawUcX2r3TEsD8aDcYtmWHJqRIIsFJVRcOQqCnKIgl1xRpLfY7KLpBT22DB0FR/Ugi2dBvSTyfdffKCTYtv7jNJCvdhgFWceRXRO48/AcvvD0Wdk8ZLOgE+QjNrIxdgAAIABJREFUu+o4MFvFjfunMVsr4uyqiHnT/cx07VaLNmzGcK7Rld75LNB1NWzx4Z2H5/Cds6uyhmk7whDkdUC1WKynm96FZjcqBrNRcCysDFCQ/aiVKJBNfDxdQVYUAJX4PnZ8Sf7dY7HQUyy0Ij0C/aho+qyoKshhmNhO0RHtn/VtU4FJVYuM6UTKg4hYE5/fr0gPiKf3HcVioTfekAqy1ihkuuLiOxCDlGY3EN+LayXSD1pefLMnT3XIkbRYKB5kLwgHFul5YYggjBuorCcVJe0483Tme9tv/CPuPjKP//O+I7m331E6ID746Al4Ace774g9xnSpjLooT4ceG6d30lPVjd1TZbg2k0V60mKhZDNfd0k2cTIYHxC5nVtDYY+uINPMVb3Ye/8hX3u14GRHUEoFWbz/svkaHIvhlsibvB6Qza1gW3J2seRamCy7Ug2eHDDzlvQgi9bCrm0Ju9s6FeSONsO23aG3d14rfuX7rsETJ5ZHFmuZF7J1uM+x3PZw5cIEPviOGwEIz/1nIm+xriDTdVQtOHIbh5QW2Wl483W7MVVxE576PLhyYQL/8fuvG+o9mw1DkNcBleysZ0r8gmIbqBedgUV6qhqadeNSCbsX8IQCoKqTF5qe9N2uRpXL0iecYUvoIcikIBNBdiycifJmdQW5EJFWdVnbC/CRr7yAOw/P9bR57XghUEoOBPoV6QGxmuMqFotMD7Ia8xaG8ntY7QRoewHKBQdFx074wtteIEfL6nSrq1ksVAW55NqwGENW2EkQculvTtvftSIYolHIyeU2Ti63B66ngh7GQpXo4pYDM7hWIZek4G+VghymEOSFyTIKtoWOH0Q2mt5sZpNccXFgMsoCJqvFMFBzkAGFBKcpyPVkfm4a4oYPYp29MxV89edfty6VkkCNeObqRTS7Pi40PZRcO6EaDxIWXFvY2r59ZhWtro9KkepBrHUryF0/7JtysN1w474p3HH5LK7o473Ng4XJsuyst5koOLEHebnlJWwMe6cr0tap24XU5xpd/wcHtHWuFh3cd3V2Ed84wxDkdSBIKMjrK9KjXu71kjOwSE9VAzsZyrWqEusKsqqmrrZ97KgWZewLAJlKkdVcI9uDLJaXXDuRYqGep4JjJYpBAOATjxzH2dUu3n1H7NlSO/KJ/8frD/Ig04PIjRQQ/Xyox6IryHQjaXYiD7JroWBbPYRez/UF4sIIIMrlVWLeqlHCR1YnPT/kUUJGnJ08CqjdHtXiwjR4kaI6DOi6mqsX8eTJlcR3CIjCTQCyNfdGQSfgPTnItkqQSyg4sa+cHgq0r3MpiQcG44kfue1SvOrAzJqKw+brRTAW+0enq9keZCoC7NfEYaZawGTZlQVbwPqm8FWQqDFddVEvOVjt+HBtK1EANZWDIH/uydP426dO49UHd8iGJ2IGb70Wi/FSkC+ZruD3/sWrtno31oxYQRYWC/U627cjLkrVm9qoBJkGXQcHKMgXMwxBXgdCniSha8WFpiebhNSim1s/dIL4ZpWlIKupBX4U80ZV2CqZX2l7mK0VcHa1I5XrspueNCEJck+KRZJgFB1LWkD8QFOQpcUiXvbpx0/i0h0V3HZoh1xGo9e2Jwr1ugmC3P9Gf+VCHUXHSmTx9raajjzInp9YVirYKNgWVrs+mlGKha58tLxA3oDU6nM1J1J4kMVntLsBivUiLIshbTwThhycRwWNwYgVZGU7XT/sq4xSZ7lh0IksCgdnqzi32sV3a9XxRFw3W0EOZRMf8X9VHV6YEgR5qSV88jTNSF3DfuqeKzZ0Xw02D/t3VLF/x9qKLG85MIMv/uu7ZSOk2w/N4rmzjdRipLmoRXG/NArbYvjs+1+7IUVJ9LueqRbBALwcdQFVM+gny/2FBSKwIRdF0eSRLrrWui0WokhvfAjyuIPud8ttD54i/ABIpLZUtNkQSlqpFW1Jng/NG4JssAaoZGc9Ochqd7h60R1YpJdQkDOmvpIKsijSqxUdtL1ugjStdHxcSi2uu3rMWzpBduwsBVn8Wy3y8iNvLYGad6ge6dWOj/l6KaHy0DY6ftBjDxhUpHfboVk8+m9fLz2EosvaYA8yNfugbOOWtFhoBLkbKEV68bH25iCLzzix1MKrDs6A83RlmM6FF3L598hSLJRBXMcPMgky56JIcNg4uK4fomhb+IU3XwUvDHu8xnSeNtqDrF+TPR5kZZAzWy3CtS05zUgWi50TJTz1S/dt62p7g80DY0ySYwC45+hO3HN0Z+q6pCAPimvbqNkJug/NVFxMVQp44byIW1RbJQ9UkJ34N7Tc9nFgThxLybFzFfn2w3ZPsbjYQM8iqp3RLRaELAW5UnCwa7KEqYqLhSG9xRcTzJAOkFFiwHDERFWQ11qkxzmPPMjiAq4NabFQ/z7f6OIPv/RCz/74QYi2F8rpP7UQbLXjyygfUpArWUV60bmxMhTkOMXCSrxHV5BdTUFue0K5VUGEpuOHPerFoGps+hyCqlj/+SMv4+XFVmoOsh81jagWHdn0ouzaKGg39rYfJmLe5GcqJI0SKxodH8ttHwuT5cwUC7Uldfz3iHKQQ5UgiyLAD3/hOz3XK80qDKsUdXyRAW1ZLPUBaG+agpy8lennUZ3etSyGgmPJpBW1UMU8xA3WgsmyaDOcN8941FAV5PffewV+/0eFPUAlxYPum3r9MP0uaOZxPRi3FItxBxUcn4u69KoEebZWkKKWnjyhxry957WH8Mn3fdeGixvbGeaKRZKM5OliR1DJx1oJzXLbRxBy6autFOxENm8aEkV6CkH+04dfws98/FGcXmn3FOl1/ED61Ghfm14AzuOitoYe85bRalonO7qHU1Xr/FDYBoqOhZsvnca1e6bg2FbCktKOvL4qSqQge6FUL26+dBp3HZ7LbHmZBYpcC0KOn/zjR/A/HnpRnoO2l2wU4tgWakUH5xodeWy6gtz1w1QPckJBtgQpP7Ekpjp3T5VEkV7KZaJ2PNSVz/VCVZC7foiHn7+Af/c/H8dXnjufPCbqzDjkQK8zQBnSO+ltFHo8yJSDnBLzBgjCTD55U5BnsF5YFsPCVAkzKXnLmwG6t89UXUyUXOmbVonRIGvHt8+satuMmzat14PsBTyREmOwsaBn0ZkUBZkxJqMudc98SYl5qxWdzCY6rxQYiwWQIC0rHS93Z5cgoSCvjdCQikUjfdsa3I6YVGPGkgSZfGftbpggWNQoRG/zTIMBqs4m73OsIGvJD9G/9RElkVlZpKcQJlKQS66N//EvbwMgyIx6vlpeIH+YhFhBji0W/+zmfaldpAaBlNsg8vp2/ThOranlILs2Q7Xo4OyK+F5KKQQZiG9A2QRZDAJOLIlUiF0TJTxmL6d61aXvOAjl36OOeQOS51JXir0BudpZUGPS0iAJ8gZ30OpJsZDnlFIstOvLiaMI+xVWGRjkxe/8yM0DE3Y2ChVFQVZBxKhecgYKC6eWBZnaM1XGy4stSbqLjtUzq8k5H6rwUW3pbrDxiC0WvQoyIJolPXVqJUVBjmLezD0RgFGQASStEnm62Mn3aSR0GPynTz2Jr7+4KH2QZHNw+jSTIHSjIr1a0UFX8YaRWtnxA0l4xL5xdBSLBW2fvM4Uoh930kuPeQszFGTLYii5VqaC7IfJRhGubSXsG0JB7iUw4rVYQV5rkQfle9L+e0FsZSC1nsizY1moFGw58q64dioBlAqycoNRfbDkQT6xKAjy7qlyZswb+Y7pXNHfo4B6bbe9OJNa9xRKBXnoIr2g7/dCxFj3CI8aujpF5y9WkCMvdLRawYmTSbIaOxgYDIPL5uuJltObiUt3VPH2W/bitYfnEstd20K1YA/0HwNx/BzlMleL6Qryx7/2Em77D58bypdsCPLmgp5ZpyKBppcgpyvI1OVxakBB5ysFZpiAJIkY5P9VkWw1nZ/QdPwAH/ybb6Pthfiuy0VLXlIebMvKbCYRv1+QmHrRSSjIpFZ2/BCetm9tP5A/BiJh1JBE9yDHnfSSZIkIRZon6YE7DuLVB0UKRVFTkPV4MbWADRBFbz0KslKkR/63tRJkUpBVK4NusSBF2bGFj/BCpOyXC3aqhUCmM9iWbIvd02o65Di+1AJjogAsK+YtUPZr1K2m1euyG8QJJnrho+zMuCaLRQ4FeRM9yKrXmw6nVnTxrlv34/tv2gsgqfYbtcRg3FFwLPzK912b+tpUpZCL8PzlT9yB840uPvP4KQCxUFJy7UQO8pMnV3BiqY0nT6z07USowg+NxWIzMVFyMFsr4FunV8S/tRzw6/dOYbLs9hDnHbUifu9f3IKb9ve2In8lwjwZkLRYDONBVjnxMEV69BlnVzu40BBEjIr08ijIRHLqJRfnIyIHqAQ5qSA3u8JrXNWsE9JiEfnmGlGjkFKUg+zpCnKYriADwPvvPSz/VgmTH4TwA55UkK1kDnLbD1MIslKkRwryGpU+1YMMRERRdrnj8JT84UJUpEdjlHKGxUIlfLWig47f7fEge4FQkGdrRRQcUcgW8t7pyTizN1a2N0JB7nixtURXiml5Z0ivYV6LxUYX6anbLyrqsNr98Rfvv1quo+7zsC1SDQzGCdNVd2DyDyCyfy+ZruCJE8sAsov0KD/8Gy8v5SbInh8OXTtisHYwxnDtJVP43JOnAQiuoOIt1+3GG69ZSFX177h8rmfZKxXmikVSrRvU5lnFWov0yMZxdrUjLRbTUkHubcNM8IMQP/zbX8JfPyFG+LWSEyt/figjXTpemFAqG52kdSK2WIjlEyVRgU3qIXW70yPJiHQM8pOqRFYqyLr9QGnk0I0ymlWUZKOQOMWitEYFmVpby6YZitcXEDYLX1OQCeUMi0WaAploNW1ZCMIQx5daWJgUMTl03t75oS/jE18/LteVpDjg8ryMzoMc/90N4utCV4o3ukhPTz4ZNdQBS8GxYgU5Oh5dwVbVfkOQDS5m/Lv7r8YHhmgfv2dKTL+XlUYh6sB5ObLmPfrSYu5tekZB3nRcs2cSgLDO6Pc/xpixvOSAUZCRjHkblEGsIlGkNwShIWJ6dqWL08ttFGxLTnX0U5CfPLmCLzxzVhbj1UuOVFdPLbel6tn2A3QVAkiEnDxmpJ6udjy5vOhY8LsBXJuBMZZaLEikbdB0uaq4epG1wVGmwB3bQiMqjiOLQ48HmYr0vLiwbK0KMrV9TkuLAITFg/ibY1sJwlR2ByvIkiAry2zyIC+1cWiuGm1bvP6FZ87i+fMNfM81C9G+UQ5yOHIPciIH2Qvk7EOPguynWy8GoeMHfeOjpIK8wQ9HXUFue+LapktYH9QlFWRzGzS4eHHjvuGmy6nTHxV1F10LbT/EiaUWdlSLWI7SX77x0lLubRoP8ubjur2CIG9EY5pXCswVi3VYLBI+3/zEYkWxWJxYamPXZEn6eonMpeHh5y8AEGQYoKl90WnueESagUhBVvaHPq/WU6QXLS85kjDQTUy0g9ZSLNZAkNM8yK6ikkuCrOcgKxYLWmetHmQadJDdoBsV6dWj89HqBnIwIBqFxISpUrBTibmTsFiI15MKsvjMk0ttLEyKB46qor54voVPPXYSgNLUIuFBHm2raUCcSz/Lg7zGIr3cKRYb3GraThBkW17jdPz6x5OCXHSsDfdHGxiME/bvqOCX3no13njNAgCRStT1Q9z9q3+H3/+n57EcPTe+dWol0WipH4TNztCNzcTVewxBXi/MFQvNYrHGHOS//OZJ3PjvP5MrL5IU3fPNLl660JRT8ECywEjHV18QBJmiyeol4ZX1Q46TEWkG4oYQ8eeRUix+KER8JUEu9BJku0/3uYEEWbNYeEEyxUK1WFCKREmbpi/YloixUxXkNRNkK1GY50XnpxYp6k2VIEc5yISSa6OYonyo54AUSFcr0rvQ6GK148vvV/fh/tGXRVMX+mx1H9fYd6YHeqtp1YP8c3/2KN77+w/LfwOCKPMBRaIqBhbpMYp5G3rXh4L68FUTKuj/+sOZrndToGdgkARjDD/86v0y3Yhm81pegBfON7Hc8lAvOgg58PiJfCqyF4SJTn0GG4/5egkLkyVDkNcBQ5CRtFgME/OmTl8/fnwZ5xtdOf3UD2Tj4Bx44sRKop2pY7HMFAtSkAlEeDt+iOOLKkGOp9IZSyrFQKxOrnZ81IqO7CwGqAoy67GNUGMF3fCvQydMHT/UItDiVtNU/KF30mOMyXSIdRfp2SxRAEcxb2Q5aXmB3B/HTlOQxfGoxFktOKHlqsfOtSyptNCDRk3/mKq4OLMiPONqJz21YG8USBTpaQT526cbsiCHltOAKy86Xn8PMn3vm6sgW+BcDGDp+HsU5OgaNRFvBgb9oYoX56Jn3OU7awAg72GD4AUhXKMgbzp+4c1H8d47D231bowtzBWLJNFdq4JM5DGPF1kl4S0vwK6Eghw/3FWcXm7jpQutxDKyCHS8ACeiODFAkE4iPGXXjj3IxWS+8Urbk+SOppypXbJjWYlCNgAy+mxmQEW0nkjR8YMEQXIVf3NbKsi9l2LREfmbpCCvtUiPbCtqQoQfckn0W91Ani+hICseZCXFoqosdxIeZFu+V36mQpYpoURVURcmy/LYpe84GH0Ost4ohLbbDcTAg4pEVWtFlg/5Wa3TFm2n6GZ/L2Qr2fAUC+XkEvlVv/MeD7Ld+50aGBj0Qr2fn1vtYLntSdtYM4fFQtjbNr4OwaAX9129YFIp1gFDkKF10ltjkR6RUC+Hh1Mn4bsVgkw3EZ0gPRYpfQejgi8gVoS7QYgXzjexd1pUH3f82DJQdm35eTIHmWLeOr5UUUkFJB+tbTGpqhIuND0wNtjTlKogW0kFmTzIrQwPMm1HTbFYq4LsWhb8gMvvq+v3Ksh0ThyLJYq2Sk6cYqEqyKlFelrMG0FmXCuv75kqyYeLtFiEIUaeg6xZLHxFQW57IZbbHvwgaclJ8yF//ltncPd//jupOBM6XpBIhNBB58He5CI9IO7iCKSkWJCCbAr0DAz6Qk0YenmxBS/g2Dkhnll5CLIqPhgYjBPMFYukWjuUxSKtK1oO86hOkGk0DsQPcp0gUfHggR0KQVaKzB55cRE3Xyo6IHW8UBZdlVxbvle2kFaK9Ihkp1ks9BSLxWYXEyU3d5EeiXYdL0wW6Sn2Dakgp5DfomuNpEiPfN2hop76IZfnQ/XmulEOstgnkV1Mg4eaYi1JKMiFXouFeryxghwv2zVZSnTxAwRRDkZMkPUiva4s0gvQ9kU+9lLLS8S7pRHkf3z2HADghfPNxPKOP0BB3qRW06rHmL4vPxTRfhZDT1tc2SrcRLwZGPSFej94Mfr975oUtrE8RXr0vDExbwbjBkOQMXwnvfONLv7p2XMIOYfOFfPkyK52vETl/8KUYrFgpCAnt0Mkkda1WFwc9tTJFSw2PbzqwAxsiyXSCsoFW+5TpWBHxDeUx0o2g/QiPd1i4Umy1w+SUEb71/GDpIJsKQpyNz3mjbbT8YXFwmJrn6Z3bKGGk4JMvueyG+9ffBOPi/QqMgdUnJN6hge5qtlUaDsEtY04oV5y5bGrBWX0vanKrx+E+NRjJ4cqniPQMVuMZhao1XSszF9oeomHYBpBJv87ZW0DsULb14O8WZ30UiwWQShmDdI+m9a5GDKQGWP3McaeYow9wxj7wLDrpL3GGNvLGPsbxtgTjLHHGGM/ob3nOcbYo4yxRxhjD23c0RlsNehWNFMtyL+HUZB9oyAbjCnMFQst5i2HgvwH//Q83vmhL8EPeE/EVZ6W0yttH7smSvK9u3MoyJIgR+sWHEsSN1L3btw/FdkShKfWtliCtJVcO0F8Vzu+JH20LfIgi5i3JFFabHalXaAfaEqOLAwdP6kgqykWbT9WutO20/GEV7bo2D0qYF5Q5JqMOIvOJflPu34orTGiSE8sJ9JeGOBBPrKrjp0TRUwo1pO4QYZoxALEaipjQMW14YfUxU/1/yZVZUDkJr/n9x7GY8eT9oY8IAW55IqoJulBVpT5xWY3EenXDZIPPS8I8Y2oKcDZlbhzIxHpfjFvdMyb2UlP9SALBbn3s4uSII+3xYIxZgP4IIA3ADgK4O2MsaN51+nzmg/gX3HOrwTwagA/rm8XwF2c8+s558c27AANthxvO3YJPviOG/Hjd10ml01XCig4Fpre4OclCTSmk57BuMFcsYjJSKVgo9kd/INvdEVKRMcP4FpWQkXOY7FYbQvv71ytiJJrYUpRZcmDrBNkmo7fHSnIBduSU9v/8O1zmCy7ODhbQ8m1RZFeKHy/6rRW2bWjNs/ZRXo0yhfJD8l9ON/oDizQA2IFmdTptpf0ILtqikWXLBYZRXqRgpz2el7YkQeZZgpI9SByJFpPx9OANcVioR5PrdhLgAHgriPz+NLP3JMg+XS8k2VXybgWr9WLjvRcqxFzQKxuq/52SsNYypGQooMUVPJzewkPsjgPF5pesvW3l7yGnzixLJepCrJMF+lDkDdNQVY9yHbSg5xGzi8iBfkWAM9wzp/lnHcBfATA/UOsk/oa5/wE5/yrAMA5XwHwBIA9m3A8BtsMjm3he65dwGwtvvdPll1UCnY+i0V0fysYi4XBmMEQZMQxb7Wik2vKiJSzjh/CslhiZJzHYrESxavN1gpYmCwnlNFsBVlsd9dErCATqX3m9Cpu2DcV+WUtWaTn2lZi30quDduO842JqNP2ANViYfUkciw2vQSZz4KMRSvFKRtqioVj9eYgp1sshILc9oK+0/iD4ETd6uic0meqHmTZatqyJHHWLRZZCnL6Z4r3TCuKO52DibIrCXLbCxLfNZHWRCvsaNCW59rUEYTCtiPaxSoEOQhlWsWFZjdpsdCuYbJXTJbdBEGm9/RtNc02hyAnivTcZIqFlfLZdJ2Pu4IMQVpfVP79EnqJbL91Br6fMXYpgBsAfElZzAF8mjH2MGPsgbQdY4w9wBh7iDH20JkzZ3IdjMH2xY5qUf49UXZRce2hivRMoxCDccPYPx1GAeIntZKDc40uOOd9p/PpB9/2AtgWg2MxdOVr+SwWe6bKuPPwvCRrBHrQ6ykWLU+0gZ6rC8JVsC0cnKvh8vkaGh0f33uDeKaRUlgKQrg268mHdSzRRIFzjqYXSJJIJJBSLNRud4QLzW6C8GVhz1QZtx3agWsvmcLDz19Axw8TSvbemQr8kOPh58/3L9JzLKy0/YGFYIPg2MmYN50gC2WVy3Vp8KFbLEqujYJtoRuEA6cLaSZAHVAQWZwouXLbzW6Q9BtrDS6A2KedZ3ZDR8g5LEscQzcIwZjY72Yn/twei4XmQX7ubAP1koMrF+qagjzYYmFvksVCvc5p4BgEHEtRUwMdBXt8FGTG2GcB7Ep56WcBpJ1Y/SbUb52+72eM1QD8KYCf5JyrHp/bOefHGWPzAD7DGHuSc/75xEY4/00AvwkAx44dG03VqcGWQZ09nCg5KOVUkNV7q4HBOMEQZMRqbb3oIAi5yHbto4olFGTGEg//PC2nVzse6qV6aoA3qYxpHuSSa0sPcMGxMFcv4jPvf21iPakUFjgc25LEtOiIRAZSb72Ag/M4Oq2geZD1ltcdP0CzG+Qq0iu5Nv7w3a/GJ79+HIBQJFUCc//1u/Ef/vJJ/Nbnv4MjC3X5nrTtdPwgakaxDoIceZADxX8LxNFyqvVAzccta4OHomPBsRm6wWDCR8erPlRo2UTZkcSs1Q16CjKBZKOQpkcEeS0KMo8UZDGzQH7cZSXO8HzDS5xfnSCvdgLUiw5ma8WEDzqPxWKzWk0nUizcOMXi2bMNHFCiEQnSYjEGOcic83uyXmOM3Qpgr7LoEgDHtdVe6rNO5muMMReCHP8B5/xj2j4dj/5/mjH2cQirRoIgG1xc2KFYLOolN7clUb+3GhiMC8wVizjFQrYe7vQnIkkFOVmdmzfmrZbR4pY2ReT0g3/zDP78kZdjglxOpk7oKLoW2lGRXsG2JHEgskfEVyc3vTFvVoLsL0YNJfIU6RGSyRXJ1sw/9Kp9+NTjJ/HM6VUUbCt1Cr7oWGhHRXppBDovbC0HmeBallBW/bhQzpEE2ZEqLxGuomMlUj76gY5XPV9k5ZkoufJ41AxmFQEHfuPvvi2++4gYN/oUkH7r1Ap+8iNf67n+gjDyIEcFj3ScalqLUJCzUywaHR/ViCCfVTpntbr5FeSNfjaq6hRd037I8eyZVRycrfWsLwny+HfS+wqAyxljBxhjBQA/COATQ6yT+hoTU2gfAvAE5/y/qBtjjFUZY3X6G8C9AL65QcdnsE1As4dlV2TDV9x8lkSZMW8IssGYwVyxUAhyRFqbXv8fPXk0O34Im7HEw7k7wGLBOU94f3XECrL4jN/54nP45NdPoNUNUHZtOLaFesnJJCWlSEH2A9HemRRkInuuLfy4HekfJeU42Q1OL9I73xAmkjwWC4J6Q9QVxDdeswDOgYeeu5BZgKfGvK1HQaZj1oVa22Io2laUgxw3CgGA9955CP/sFiGsVQs23nfXZbj3ql3yfA72IIvXVcWdSOlEObZYtLpBauZxEIb46FdexCe/flw+hPpNZz746An82SPHcXKpnVhOBJmsIUSE1ZboF3SCrJHsRlcQ5Ll6ESsdX9pi/uqxE2AMuHLXROZ+bZaCrOYsk1J1ermDlbaPA7P9FOTxnkTjnPsA3gfgUxCFdB/lnD8GAIyxBxlju/ut0+e12wG8E8DdUZTbI4yxN0YfuxPAFxhjXwfwZQB/wTn/q006ZIMtQsGxMFFyZKOocsHusQimgQqyTQ6ywbhhvJ8OI4L0IEcpBc0BUW96kR7j8Q9/UCe9ThS1VcsgyESsglBMYZ9d7aDR8eFYTBLJ6UohM1Oy6FpodHx4VKRnxf5ZIFaQ9QIrXUF2LJbwpVKb6enqYIuFfiz634DwKQPAyeU2dk4UkQa1Uch6iqko2k63MpDfuBvEKi4d/w+9ar9cjzGGn3794cTrg9QQ6pqnKshka6iXHHnhZBJ7AAAgAElEQVQ8LS/o8ZsDQnXp+CFWO758CDX6EOTvnG0AEEkX6nx5nGIhBk4lN0owUa7xC00PuyZ6o+YIDaWoFBBJFjPVAn7/n17A64/uwr4dlezzsEkeZMtisJj4LZNf/enTKwCS3ScJ4+RBHgTO+YMAHkxZ/sZB62S9xjn/AtL9yeCcPwvgunXsssGYYrZWlIJQpWDj5cUcBNk3OcgG4wlzxUJVkMXD8sxqB/f935/H1164gD/+ygt44L8nc/BJbetQkZ4yMk7zk6qISVI60SRC4YchTi+L6exGV5AkUh131AqpqQ9AXKTnBSJajRoolNxYIfaVBIOC4q8V/yZCYyWOhSwWwyjIqg1BbzU8VXEl4c+yT1CKxXoVZCL7oWaxcCKLhWo9GKRyOEMryPH5ogfEnqkyyoWoWK7rp/rWQy4ykhudQCrHrT5+v2fPCIK8rEXBUQ6wGGwEPZ/lWAyLzW5i5qPXYiGKOWdrYiBzdrWLTzxyHEstD+9+zYE+ZyFWdtOSJEYNGgwS+f3WqVUASLVY0DWXZXUyMDDoxc6JkkyzKOeNeQuT4oOBwbjAPB0QN1MgVffpU6t48uQKnjixgkdfXpSNOAi6xUINvBhksaC2z2mV9YCqIHMcX2wBEApe2bWlF/bnvufK1OYHANkSBEEuOBZciwhyskPeIA+ybSeL9KSCPAIPMiBU2YXJMr5ztpFJ9qlIr+0F60yxsKIiveRy22Iy3YFI4SBl2LXyeZDjIr14IPSOV+2DZTG8/ea9OBV5edtZCnJIBHmwgsw5TyjIKlSLBc1eqNg5UcL5huikR4Or3iI9UpAjgrzSwaMvL2Gq4uKm/TP9z0POAcUoYFsMCGLP+DOnV1CwLeyZLvese/3eKfz7t16N2w7Nbvh+GRhcLPjl771a/p23SC9uFGIsFgbjBUOQ0WuxOBH5OClBQS+i8vy4I1ul6CQe/oMsFuRDzS7Si2PeaD8anQC1YiCn6/uRElHYFsgGCUT4iIQ6tpW0WLiagkxFekpWMaAW6eW3WCQU5BSCtDBZwnfONiShSTuWkIvjL40kB7lXPS3KIr24UUg/qBaU/uv1Fum5toV3vlpYN9SYt3QPsviOaPYAyPYgn1ntyA6QajoFICwWQkEWnfR08rswWcIjLy6iG4SoFR10/K6cXSA0Iw/ybJ0U5A6+c7aR6u3VsVk5yED8ndC1/PTpVezfUUn9bNti8rswMDDIh4Nz8WxMpTBckZ5rcpANxgzmikUcqUYK8sklodx2/DBS3ZKEodOnSG9QioXqQ02D2ijk+FKsIKsWi34ourZUAV0l5k0S5Ij4SouFrXmQndhjqxK3c6tdVAr2UGkS6nlJI5TUNrvcp0gPEOdsPQqyHR1zj4JMHmStUUg/SIvFAKWZBlu7Jkqpr8uYtz4eZC/gaHQC+RBqZKg1ZK8AehXkMEx20utRkCdL8EOOxWZXXv89RXqdIEqxKIAxMYDMS5Dpe98UBTn6buhaXmx6ufbRwMBgeJSjZ03aAF8FPRNdxyjIBuOFkRBkxth9jLGnGGPPMMY+MMw6/d6bZ7ujAMVvke1BKsiR/1VkBsc3AVKJ214Ay2KJCv00sqPiVOQr3plBnKSCHHCcWIwU5EhFzNNuWfh2BelKK9IjNbXjJRXknlbTFkuQ/efPNbBvJrsYK/1YlO55KYSS2mZn+qld8umus5NepJqnxrzZFtRGIXkV5EGK6F2H5/Cn770Nl2YQtKJjgbEoBzkt5i3K4250faVRSLpaQ/YKAFhuJUl0wGMrSUcZCBB21sV3cGalg2qBOh8mI9+6QYhqwUbRsXHZXA3/9Ow5nFhq49Bcr7dXB3mPN8eDTApyfK2kZSAbGBisH+ogvx9MJz2DccW6r1jGmA3ggwDeAOAogLczxo7mWaffe/Nsd1SILRaRgrwsiGk3CKRXVyW+nqogW5A+X6C3wAkAnjy5LLdzIvIV75pMJ8h0Ewl5bLEIObDY8GSWcT9Q8oOnddKTBNkWamo3SHqQY6LM4vWUY372bCM1DaAf+nmQgVhBzlKlVVvFeov0gF77i/QgK0WN/TooAsgf82ZbuGn/dObrjDGUXTuKeeu9ZtrR9cJ5HLGX5fd79syqjGDSLRaiSI+KN4OeTo/zE3HhXdEVMw6qgkzZy9Xot3HT/ml86TvnAWD7KchWUkEGgEMpBXoGBgbrBxHkQT5kEgBMoxCDccMorthbADzDOX+Wc94F8BEA9+dcp99782wXAMAYe4Ax9hBj7KEzZ84MfQAB1y0WSQUZQELlIwLhR13KHJtFTSRYj8XiQqOLN/3aF/BnX3sZAHB8qY0d1UImKUx6kFty+UrHz6WiUpFe1w8TnfTiIj2hppJKGHfQ03KQrbhRiBeEeOF8c+jp6jweZCBbQZ4ox37nLJ/yMPuhe2tFzJuNTiCsB3mKSNSc6PWi7NpoZlgsVL/xmai9c5aC/Ny5Ji7dUcF0tZBapOdYVqJ4U8V85Cs+3+igYAtFXR3kka2DBo837otJf57rgZTjzfEgJ/30gFGQDQw2CmWKqhzgQ/ZMkZ7BmGIUBHkPgBeVf78ULcuzTr/35tkuAIBz/puc82Oc82Nzc3NDHwDFfxHJJSKlVvR7isqnKpGWxeDaFuolF45l9RCQFy804YccZ1eFCnhiqZWpHgNqikWIE0vtRE5rLgXZiW0JBdvqKdJzLb1RSHYOMhG3F883EYQ8NS6rHwYqyJHFIov83nl4Ttpe1tsoBOjN95UNNEhxzzEF6CgDiPWiXLDR7mYQZGXakq7BrA6PJ5Za2D1VxkTJ7Yl580MOS1PKVZDVJ+TiGqD1CI3oM0lBvnH/cATZ2UyCbPcqyMaDbGCwMchtsQipk54hyAbjhVEQ5LSrXn/iZ63T7715tjsSkL/Yiqa9CV2/v4IMiCp922Kol5xIQU7u4vHIR0zTUCcW29JakAYiEqudAOcbXVw2H5PSPEV6pEyvdnzRSS/aXqLVdNAn5k0p0iPiRkVgw6pxSQW591KLi/SyY97edrNoe/HyYit1nXz7IT5bt7+4loWia6HrCx9wnhs4WVBGQfjKro1mhge5nfLQyZrKpGtqsuz2FulxDttKDpxUkIIMiMGRTpBXpcVCfEcHZ6uYLLvYM1XOVbBJcYSbabGgY50oOdhRzR9LaGBgkB9labEYQJBlQbixWBiMF0Zxxb4EJJp3XQLgeM51+r03z3ZHAuK7FmNSKQOimDfyIAfJwiWCZTFcu2cSN+2fRsHpVZApEYNuIkLty1aQ6SF/NsrJ3b8jJqV5i/QAkWZQLTpS8VQbhVCEGKBaLDQPssXkMVMR2MEh1Tg1GD6NIE2UHNy4bwpX7c5uVfye1xxEwbFw31W7hvpsFU6GxYJaTcee7RwKspUv5i0PKlGr1jQPctq0ZdqDqO0FONfoYvdkCRNlB8ttrUgvsgHRddHo+AlyP6cQ5IJNVoz4c3QPsmUxvOnaBdx5ON9MTawgb/zDUY95OzBXG+gpNzAwWBsq0TNlkMWCUqAGJf8YGGw3jCIH+SsALmeMHQDwMoAfBPCOnOs81ee9ebY7EpDFwrKSNgbVYqGqxqpKbDOG998r2hDf+it/3UOQqdCu2QnQ6PhYbvt9FWR6yNO01YySO5wr5i0iB0HIcWBHVe633mo6tlgki/RUj23IRZHXs2cbmKkWEpm+eTDIg8wYw8d+7Pa+25ifKOFbv/SGoT5Xh5NhsXBs1XrAcxHkWGFfP/EquXZqzFvBsXqmLetFBysdH10/TFgIyC+/MFXG8aVWqoJsWQpB7gZRMZ8fFfa5YEwUA7pksVCuYVKtq0qr71/+3mtyH6MtCXLut6wZtiWSQeh7PGTsFQYGG4ZKdE8YqCDnTAgyMNhuWPdji3PuA3gfgE8BeALARznnjwEAY+xBxtjurHX6vbffa6MGddKzGEsQgU4Oi4UqjDlpFgsiyF4gi+4W+niQiVDQFLtKSvMUqqnrHJit9hTpiXSKFA9ySswbIDysz55ZXZOXM+FB3sKbI+2HbrFQO+n5YZivSE+mMqyf8VWiVq26xYIapKjYURPXgW6zoAHYwmQp1YMcK8jxdUFqcMmxYFlMFuC5Nusp0luNPMhrbclsbbKC7FhxcovxHxsYbBzKOVMsZA6yiXkzGDOMpJMe5/xBAA+mLH9jjnVSlw96bZQgMmJbLKEgd/0QHY9i3sSPXLQsjtmL2vLZtXstFhTr1uz40o/cjyAT8aJpq+k1KsgAcHCuihfONxPv1RuFEIE+OFfFPVfuxA37psR6EVH2wxBnVzs4spBtg8jCIAV5s0DkTLdYUA5y1w9FO+schYB5c5DzoFyIFWSLxddhybVlx0XCjloRz51rotkNMKXEUauDromyi050LDRjEERFemqjFUmQo3Umyy5W2j6KkYLcSRTpJT3Iw2KzY94sxjBfL+H1V+3Eveuw5RgYGPSHLNIbZLEIRLOizchCNzAYJUyraSgWCwZUExaLQKrFpAzrBFglSoU0gkwKcjeQ0+G7p/oU6UWEtZmiIOcpilKtFHtnKj2d9GTMmx9EzSrE65WCg99+1zG5HVVBbnvhmlo9qyrrVqoHMsXC0747m8nc6JW2j3ppcBttxx4d4Su7jsxBLrs2Gt1k4aQKKjbLVpDLMhZvue3J6yDkIuZNLZDRCfJEyQXQgmtbsvU2YVXzIA8La5NbTTvRrMB/e+exwW8wMDBYMyp5i/SijHkDg3GDIciICTJjTPqqAKCt5CAT8dXb8No9CnKsLgchx6nlOMWCWkdnddEDYuLV7hJBXpuCvG+mIjrp9RTpieK7jhf2VUwlQY7U5rW0erbt7aIgRxYL7btzLIaCbSMIOZZaXqJgLQsjzUEuWFJBLikEuZBGkGti3/SH0fHFFqYrLsoFG5NEkFs+5uvi9SDkKDqaghw92Mh2Q+8rRCkWqx0fHT/Ae3//q/CCULaqXgucEaZ+DIKt2CsMDAw2FuXcnfTy1XcYGGw3GIKMmCDbjCVyhxtdH9SdWCrI2jS9Om3kaI1Czq52ZAFWoyti2ybLbioBkttjySK9smtHXdBClAv5UywocULvpEdFet0gRKGPKiwtFkEo1eZhsd08yD1FepHaCIhudXk8q3EnvVF4kB00uz78gCfOb1pDmNnIg9zQspBPLsWxgRNRoxu1UC8IeURw423SIJCWTZQjD7IjFORzqyGePrWKzz15Wm53rWkQm6kgu7ZlCLKBwSahEP3e8niQTYGewTjCDOuQjHlTCbLqA/VzKsjq9DRNf09XXLS6AZZbnlTrsiAV5Iggu44lC6TydtID4gIlvUiPYt5yK8hR4kWez9axXTzITkYOsmNZkiCfa3RzWixG50EuuTbanoiYU+0zaXF+ZLFoecmH0fGltvS0TyoWC0LAuSxGJNSK6QqyzEEOQhntJ9Zf+zh6lLF4gyAUZHNLMzDYDDDGUImy3PtBFECb36XB+MFctUjGvFUiMjBVSSYCkBLs+cl4Ad2DrEZ2UQbywbkaGl0fSy1PqnVZIFsCKcgF25L+zzyd9IjMHIoajJAtox6pi7YlVO6OH/S1TdANzQtE1N1aFGR18LCVHjRbxrz1epCJOHb9UJ6jfqi4tvS6rhc0GFvt+AmCnBaoTxaLXgU57swoPcgJBVkM/NTvr5LqQRazDyVHJGtQcxhg7f5j8RnU/nntrcLzQiRYbPjHGBgYRKAajn7wAm6ahBiMJcxVi2QnPQo/n6sVEz/82IOcJCiqxcLVLBY01b17qoxmN8By25dkJAtxDjKlTFiSSOUp0tu3o4L/+o4b8L03iK7cdx2Zx399xw04NCcIc63owAs4Vtp+35sWEZvllp/7s3VYFgOdnq1U9qTFwuv1IKvEsZ6DCL79VfvwoR+5eSQV2fS9rrT9xGClmKImU8ybXjHe7AaolZLtuNXrNgypk168TX1GYkIqyAyH5mt4ebGFr714Id7PdRDkOy6fw6+9/QZcsXO4NuVrgW2xkVhfDAwM8qHo2D33VR1ekC9C08Bgu8E8TaBZLCIyoBdskQe5qyvIyu/e0SwWpPbN1Yro+qH0IPeDzEGOiJBrxzm1eYr0AOBN1+6WhLbo2HjTtbulh5TI0JmVTt9cZUqtWGx1o+2stUhr86bYM/eBYt5SivTU46rlUJBna0W89op8XeQGgb7P5bYH17LkOSop+zRVLsjPBYQvXoUXhD0Z1mqucprFopJRpOfaFm7cNw0A+Punz+JoFO1XW2PEGyAKDt9y3e5N6Wjn2AyGHxsYbB6KroW2PzjmzRTpGYwjzFWLpMVirl6EbTHs0aLY/CCZZkGwNIuF+jplyBLZPrnUzqEgRznI5EFWLRZrUHF1UCHXmdVOX9JLdg5SwdeSYgGorYa3kCDLmLfkjdy2WEJFX4/Xdi2g73W55SUSGNSBy3TkPZ6RMW/xMfhBiJDHlozYN55UkHWLBTXDkRaLyPZTcCxct3cStsUQhBzHLp3G4Z11zNUGp3tsB0yWC3JAYWBgsPHIoyB3TcybwZjCpFhAzUFmeOPVu3B04Q588usnEut4kbe4f5EeS3iQV7uinS8pdC0vwGSlP0Gm+4j0ICeK9NY/nqF9ObfawZFd9cz1SF1cbEYEeY0eUiJ9W+pBVjrpFWxRhGZbDIwlldU8RXqjBA1CVjo+HJvBtYWfTyXt1CiG/NFqkxrZwlW2v7YSy4FYQU4QZO16UhXkSsHBlQt1fPPlZRyYreLH7rxsJNfdZuAD9x1B0+tfUW9gYDA6iISlQQpyaBRkg7GEuWoRt5q2GYNjW7hsvt6jmEoFOaVdMcG1rcTrjY6PasFOJGNMDJjGZ0woie2Egiyi3kbheyWLRcj7E25SF6WCvFaLBRHkLbxBukonPfpe6XtLEuRNVpAjJZfzqMmFTQqySpALIp9YdjZUWp5H11pssaDs6vgapFbT6RaL3iI9ALgpslkcnKth12RJqtjbHZMVV0beGRgYbDxKOYv0TMybwTjCEGTELX7VttF6ARtZJ3QfazIH2UJXUe8anQDVopMgyIM8yAA0gsxwYLaG/TsqA96VD+rn91OFiTwtNruJfw8LKs7bDo1CSJ21LQaX7AzKOdhsgqxeF7ZlSXuN2rXw8K469u+oyIFTqBLk6FqUCrLVS6JDajWtbLPgWLhkuiyvqX0zFbkMAO48PI+Sa+HKhewZBgMDAwNhscjRSc8oyAZjCGOxgNJJT/kN6wVsWY1C7ASpZj0e5FrRSXTnm8hBkB2LodmNUyze85qDePcdB3IeTX+oHuh+DUvKkiCPSEHeDh5kP0DJteHaLFVB3mwPskqQHYtJlUXdpx+/6zL82J2HAIhrzU9YLEhBFu+j96vXoB8pyK7NwFisVv/tT98pz8H8RAmP/eLr5TToXUfm8cjP37vmQZGBgcErA9TEqh/8kI+kfsbAYLNhhnVIdtIj6IRQbxRScnuVUde2EtPbja6PatFJ5BfnIcj6Ni2LjWwEruYw9y3SG5HFgo5laxuFxB5kmzGRGBGdz0SR3qYryPHn2QppL0pFWCxTm5MESgGetFhE65PKrKZYhJzDtiO/NVkxHHH8TGtyo8KQYwMDg0EouXYOi4WJeTMYTxiCjGTMG6GHIFOjkGhlIjfqe1zHShRIrUYWi2pR9SDnU5ABJJINRoWiYyvNGwZ7kBdlisXaCBPdGLe21XTUDCQqznMdK1VBzvPdjBIV5bpwLSZJKnmQdYXfsRhUhw9diyq5dSwGL+z1IAPx9+2aLDQDA4MRoOhY0g6YBS/gJp/cYCxhrlooFguFw+nkMbZYiP/T9LgqvLkWQzcIZeMRWaTnxkphPg9ysuhq1CAi2M9iQce/tE6LxbZIsYjOI+dif1xb9SDHau1mpzVUXN2DnPRF66qupSnIHa1Ij96TyEEOeU98nFFzLi4wxu5jjD3FGHuGMfaBYdfJeo0x9hxj7FHG2COMsYeG/UyDix/5OumFKDjmnmMwfjAEGXEnPVWt1QvYvCDEL//F4/jGy4sA4gQCy+qdpia1udkRFgtVKRzUalrsR3J7owaR9H5FelZEGKlRyFqn3GM1fCtTLOLvyI6UWiLNRIrrJWdTmlmocGxLDlIcxUpB+5SqIPNeD7KrrOfYLGHzCXk8y6GnXRiMPxhjNoAPAngDgKMA3s4YO5p3nRzvv4tzfj3n/Ngwn2nwykCeIj0/CI2CbDCWMFct0i0WOjk53+jit/7+O/jzR44DiKfHbc1iAcSdzFZlkd6wFovBFoj1YKKcjPXKQrlgj6BIb+s76akDH4uJgQftF33Pm+0/JsiZCDsupCuk+KMBUpB7c5ALCYuFJTO7AVKQxd9k3TCZpBcVbgHwDOf8Wc55F8BHANw/xDp53r+WzwRj7AHG2EOMsYfOnDmz5gM02L7IH/Nm7jkG4wdz1UJtFBIv0wnhSttP/J8UZL2gDoC0WTS6AapFGyXHBmNim3mUWNrmhivIA7rjlZUCjLW3mt4ORXpJAunaTBJ2Isj14ub6jwl0HblUkKf4znWl19EK8PQiPXpPIgeZcznLQTMGRs25qLAHwIvKv1+KluVdp99rHMCnGWMPM8YeGPIzwTn/Tc75Mc75sbm50bRnN9heKDo2/JAn7jk6vCA0s1YGYwkT8wZhsWAMiSl21X5Qci2sdrzEe0j5s7ROeoC4IXT8EEHIUS06sCyGsmvLDmaD4GwwQaZmJbpCqUMl82st0pMe5K0s0lM+27IYLBYrsXQOtkpBLksvuyXSNaz0AkKxTobFQlWQbS3FIq1IzzysxgqMsc8C2JXy0s8CSPsyufbvfuv0e+12zvlxxtg8gM8wxp7knH8+52cavAJA95SOn5117IdGQTYYTxiCjEhl0/ynapKAa1tSOSbExKZXQfaCEKudpNJcKTi5CvTUbW4UkYkV5P6kN0GQ152DvHU3SDvhQRb7wpggl45twWJAfZMzkAnVQlw459i6gpxCkBX7RGqRnm6x4LyHcJvQ/vEC5/yerNcYY7cC2KssugTAcW21l/qsk/ka55z+f5ox9nEIa8XnB2zP4BUElSBXi+nreL6JeTMYT5gnJUQhk60R5IJSMFWwLSy3YwWZSDOQtGXIIr2Ao9kRhQukGlcK9sA204SNtljk9SCrWc9r3ZftlIMs9sOKuunFx1N07E3vokdQB1pOVDyYNYOgE2TZKESpEFeL9MKQgytFempih8FFg68AuJwxdoAxVgDwgwA+McQ6qa8xxqqMsToAMMaqAO4F8M0hPtPgFQASUfpFvXlhaBRkg7GEUZAhiIQeYFCUWcE2bAtYVRTkgm1JdTeZYhE1pAhCdDxBUmpRMd9UxcVsLWOIrSFrin1UyBPzBsTNQtZTLLjdivRsBlSLNhw/XlYrOZiuFrZi1xIeZNdicCxLXlM9FguWTpBdvUgvsliQHUOPj9uo68pg88E59xlj7wPwKQA2gA9zzh8DAMbYgwB+NLJJpK6T9X7G2EEAH49sZw6AP+Sc/9WgzzR4ZYGek/0K9USRnhmUG4wfDEFG1G1MI3BEJogcqhYLVUG2U7qReUGIRjeyWEQK8q/+wHUo9YlVU7HRHuQ8MW/AaAjydlCQGROqrB9lAv/8m69KEM0PvesYdk2WtmTfVA8yFenJAsIBCnJmkV6UlUzrxkV6Wz9YMRg9OOcPAngwZfkbB62T9Rrn/FkA1w37mQavLNAzpOOnK8hhyBGEplGIwXjCEGQks2IJRDqKjoWQc5xZiQmySEGI7Qfx8ogg+1x6kKnj3hU767n3Z6M9yJTFPNhiQQR57W2HYw/y1pIyxxYE2WIMB2arideuvWRqi/YqVpAdO8pnVjzIPTnIdg4FOWoU0uj4OLvaARBfT0XjQTYwMBghyIZHM6Y6qKunmbUyGEcYggyhtPVYLJRmDUHI0VVibFzbghv5PlNTLMIQjYgg19ZQ/OXITnobc1O5ZLoCAJir97d8SII8IA6uH7aDggzQOd1+xSIyT9timK0VMFsrKN9/cl9txmQTGkAp0lMbhVgMXhDi1z73ND721Zfl+wA1B3l7nQMDA4PxBIknWR5kStTZaoHEwGAtMAQZIuZNJ3COxWAxkfTQ1fxVBUdEcgFJ4leQCnKoFOkNr77aGVPso8LVeybxxQ/cjT1T5b7rkTqQ1xqSBscWiuhmd6nTQedUnynYalBcoGMx/Os3HEHHC/HEyWUA6UV6Ie/fKMS1LbS8AGdXujizIhRkS7ueTMGMgYHBKKCmWKRhvTn6BgZbCUOQkR7zxhhDwbFQtC3ZipogivSiFAuFIDvSgxxbLNakINsb60EGMJAcA4oHeR0Ksprru5Vwt0HDkjSQBcexGCoFB5VCPIOQloOsZhxn5iC3w4QnkARjivUzao6BgcEoEHuQ0wlyK1KWy4W1iywGBlsFM6xDugcZED/+omv1EArXtuIOcRmNQhqaB3kY0L64Wzzqppva+lIsRDrDVsPeJl5oHXGr6fgcZ80g6I1Cun6Y8CwDcYqFOutBr182X8MVO2tbruYbGBhcHJAe5IwiPbJe5Okga2Cw3WAUZAiLRRpvKjoWio6Fri9uAowBU2UXhSgbGRCNJwiJRiFdHwXbWlNxQpxisbVEZhRFejqB2yqQKrvdLBZVRUEmZBbpWZZUZID0Fq6UYqF65mmW423H9uJtx/bCwMDAYBSIPcgZCnLXEGSD8YVRkCGK9NKIU8GxEpFuJcfGbK0oUiwoB1l5HxEaL0oRWIv/GNh4D3JelEaRg2yzbZGa4GxTi0W50Gt7yIr5s6zeIj39GqEUi4SCvM0GBQYGBhcHigMUZFpuCLLBOMIoyIg66aUQp/uu2oVD8zV86rGTAASZ+Z5rF1By7TgHWXkfZR4vtz1caHqYqqyt+cRmeJDzQBbprePmduuhWQBbT9C2S5qGDhpEqekaWZ0UHYsh1GLedJXZtRi8MEy1WBgYGBiMErJIL1NBFsvLhiAbjCEMQUZ6Jz0A+Lk3HQUA/A2/lHsAABfUSURBVPUTpwGIH/lP3nMFAOCPv/ICgCT5mK8XwRhwYqmNE4stLKyx+YS9wTFveTGKRiFvuW433nLd7lHt0prhbFOCXHbFT1BtfZ1lsbC0mDdhsejNSvYDniia2W7HbGBgcHFAtpoe6EHe+llEA4NhYa5apHfSU1FwkjmyQExeLa2T3ny9iBOLLZxYaq+5O5ucYne2iQf5Iri5ycYu28xuIBXkNA+y5i/WFeSu36sgO3Z2kZ6BgYHBKEEWr0wFmVIsjIJsMIYYf+YzAmSlWBCIXKk/cifFYgEAC5NlvHShhVPLbeyeHByllgbal632IJdHUKS3XSA949uMLB7eVce7bt2PVx/cIZc5GQqyrbSRBoTXXVeQ3ahRSKJIb5sNCgwMDC4OWBZDwbYyY95MioXBOMNYLCBykPtxCCJX6o+8kFKkBwALkyX8/dNnEXJgYWqdCvKWe5AvHgV5u8a8FR0bv3j/1YllWR5kmyVbTWcX6RkPsoGBweag6Fom5s3gosT4M58RgHPed+rdTVOQUzrpAUJBpiYha1WQ7W1WpHcxKMj0HW43BTkNRHr1h4qj5SB7QdiTle3YDF7IEw8soyAbGBhsFIqOnRnzRsuNB9lgHGEUZGTHvBHIC6wSFiImOofdrajG61eQt5bYjKJRyHaBTLEYA7I4P1HCr/7AdXjdlTsTyy2LIQg0D7Keg2wJBdkU6RkYGGwGik62gtwyCrLBGMMQZEQe5D4kgtRidRRM3eF6LRbl1L+HQVaKwWaj5Fw8BHm75iBn4ftvuqRnWZqCrNtfHJsh5MmimW0QQ21gYHCRQlgssj3IjsW2fDbUwGAtMFctsjvpEUjJVS0WE2UXAFArJscYlFxRKdiYKK1t/LFdPMgTZRcWw5rznLcTtmvM2zCwraQHOS3mjf5tivQMDAw2AyXH7ptiYRIsDMYVRkHGYIuFk+IJvWr3BP7kX96Km/ZPJ9Yli8XCZAlsjcTEkjFfW0uQZ6oFfPzHbseRhfqW7scoYGd4xscJOkHu+Ck5yCnHN87HbGBgsL3Rv0gvRKlgCLLBeMIQZAy2WBAJKSs/dMYYjl0607PufL0E22LYPbU2ewWg5iBvvcB/3d6prd6FkeBiUZD9kKPZ9XF8sZXaSS+trfc4H7OBgcH2RtGxMhXktheYAj2DsYW5ciEahfS1WEQvlnIQVttiuHy+hiO71q66ktqpF2AZrB3SgzzGdgOKefvDL72AN/36F7Da8XtmGdIKO8f5mA0MDLY3Sq7dN+bNWCwMxhVGQQYR5BwWi5xTRX/y3tvWZY/YLh7kiwl0Tsch5i0Lti0I8lLLQ9sL0fU7vTnISstqJ1KcjYJsYGCwUSg6VmbMW8sLTIKFwdjCMDAAYdhfZUsr0uuHWtFZVwJFVqMIg7XD3qatpoeBE3mQqQAv5L3tyB1FQZ6piuLKcR4UGBgYbG9UCw4aXT/1tbYhyAZjDMPAMLiTnpvRuGGjYBTk0YMGOc4Y21ZsJmLefCULuTfFIj6+HbWifJ+BgYHBRqBWcmRzLB0tLzQE2WBsYRgYok56/XKQh1SQ14s4B9kQm1GBzuk4R57ZlgXOkfD79RTpKRaLHZGCbCwWBgYGG4Va0cFq2wdXMtoJ7W6AsinSMxhTmCsXUYpFjlbTm1WNaywWo0ecYrHFO7IO0L63urHfr1+R3o5aZLEY40GBgYHB9kat5MAPeWqzkLZvLBYG4wtTpAeRg9yPQ5CCbCwW4wsqtLSt8T2ntO9tVUHuU6T3XZfNotHxcelsZXN20MDA4BUHapa10vZ7npGtrkmxMBhfjC9bGCEGWSxkDvKmWSysxOcarB9SQR5jMZWOoePFBFnPylY91gfnqvjtd92MSsGMgw0MDDYGRJAbKT5kU6RnMM4wDAyiSK+vxWKLivS2upPexQT7ImgUQmkUaqRSVqtpACjY5sFkYGCwsSCCnFao1zZFegZjjJEwMMbYfYyxpxhjzzDGPjDsOlmvMcY+zBg7zRj75ij2Mwth2N+nedtlO/Djdx3C0d0TG7kbEncdmcdPfPfluGR67d34DJK4GCwWNHBqef2K9FjmawYXJzbi/ssYO8wYe0T5b5kx9pPKe55jjD0avfbQxh6hwXZGrRRbLFRQJKXppGcwrlj3lcsYswF8EMAbABwF8HbG2NG86wx4/+8CuG+9+zgIgzrpTZRc/B+vP7Jploe5ehE/9borTH7tCHExFOnR9dDqqh5kPQdZUZANQb7osVH3X875U5zz6znn1wO4CUATwMe1j78rWufYxh2hwXZHvegC6FWQ29FA3niQDcYVo3iC3gLgGc75s5zzLoCPALh/iHUyX+Ocfx7A+UE7wBh7gDH2EGPsoTNnzgx9AIM66RmMPy6GmDci+e0+MW9qioUhyK8IbNj9V8F3A/g25/z5YXZsvfdlg/EAKcirHS+xnAiysVgYjCtG8QTdA+BF5d8vRcvyrpPn/X3BOf9Nzvkxzvmxubm5Yd4KQMS8jbM31WAwiDiO8/dsyyK9bA+ymmJRNAT5lYDNuP/+IIA/0pZxAJ9mjD3MGHsgbcfWe182GA9ID7JmsWgZBdlgzJGrvJ0x9lkAu1Je+lkAaYxDTwzvt06e928owgExbwbjD9lqepwJMqMiPSXFok8OslGQLw5s5f2XMVYA8BYA/0Zb53bO+XHG2DyAzzDGnoxm/AxeYaiTB7nHYiEG8kXjQTYYU+QiyJzze7JeY4zdCmCvsugSAMe11V7qs06/1zYF4YCYN4Pxh3MRpFhQhFvLC7BnqoyXF1uYibrlxeuoKRbmwXQxYIvvv28A8FXO+Sltn45H/z/NGPs4hFXDEORXIIqOBdtiPQqy8SAbjDtG8QT9CoDLGWMHIrXhBwF8Yoh18rx/QzGok57B+IPIpT3G37OlKMjX/P/t3X+MZeVZwPHvM3NndmaZnYUCArtLKa2EslYFsiEglZgWm2U1RU1M2EQTEwz+URJQE8WQmPQvY2KaxqQxIaVqtEKwRUPqpr9itTZBytKC7rqtAqWywsq2pCzCLDs7+/jHuXf2zOz9NTt37rln7veT3PTu+flw5/Q9z33vc95353a+eP/Psueqi1Zss2IUCxPkcbDR7e9+VpVXRMQFEbGt9R74CLChIw1pdEUEc1sa54yDbA2y6m7dd9DMPA3cC3wJOAI8lpmHASLiQETs6LZNj/0fAZ4Ero2IoxFx93rjbafXTHqqv03Rg9yM/UwWE4S8//J5YtWF2yq5mJoMR0EZAxvc/m4Ffh54fNVpLwO+ERHPAd8E/iEzv7ix/6UaZXNbGueUWCzXIE+bIKueBjLFVmYeAA60Wb6v1zY99t8/iPh6ycxa9yyqt01Rg1yKfarDlICtnvItDW9K42ID29+3gYvbLH8R+Ol1hKxNZttMo02JRVGDbImF6srfYOk9k57qr5VQ1rlXdUWC3GHCk9ZyH9CTNCxzWxrnjIO8sFxiYVukevLKpVmDXOPESb21kstGjf/OKxLkRvceZOuPJQ3L3My5CbI1yKo776IUJRY1zpvUh+Ua5Br/UrCyxKL9/3WXE2R7kCUNydyWdiUWJsiqN++iFA/pWWKxubUm0KjzLwWTfYxQYYmFpGFr95Cew7yp7ryL4kx642ByE8ykV54lr9HhIb2JiWAinEVP0vC060FeOFU8pGcPsurKuyjOpDcOrt91Ib90/Q6uu2K+6lDOW7nTuFOJBRSThdiDLGlY5mYaLCwusXTm7CSOC4tLTE9O1LpTQuPNuyjFTHqWWGxuF10wzSfvuoG5LQMZ2bASk6Ue5G4J8tRE+JCepKFptavlB/VOLi45zbRqzasXSyxUD+UHDLslwPYgSxqm+ZkpAE4sLC4vO7m4ZP2xas27KMU4yHYga9SVv8R1qkGGYsxna5AlDcv8bNGD/ObJlT3I1h+rzryL4kx6qod+hnmD4mE+Z9KTNCytHuQ3Sj3IC/Ygq+ZMkGlOFGKCrBHXzzBvABdsmax1rbWkepmfbZZYnCyXWJxxFj3VmndRWuMgVx2F1F2jj5n0AP50/w1ctHV6GCFJEttnz61BXrDEQjU39glyZjEsTZ0nkNB4WFGDPNG5Z+YndmwfRjiSBLQvsXhncYkL/aKuGhv73z9a4zZaYqFR128NsiQN09xM0dd2ovSQnjXIqruxv8u2xjV3mDeNuhU1yF1KLCRpmCYngm0zjVXDvFmDrHob+6v3TLPEwg5kjTp7kCWNqvmZqRUP6S0sLjE7bQ+y6mvs77KtBNkSC426Rp81yJI0bPOzU+dMFOJDeqqzsb/LLpdYmCBrxE1YYiFpRM3PNDix4EQh2jzGPkFuPaRnfqxR17DEQtKI2j57tsTi9NIZFpfSh/RUa2N/l20N8+ZDehp15TIgE2RJo2R+dmp5mLeTp88A+JCeam3sr95WiYU1yBp1K3uQvV4ljY75mbM1yCcXlwDsQVatjX2CfHYc5IoDkXpwFAtJo2r77BRvnVri9NIZFk4VCfIWE2TV2NjfZZ1JT3UREctf5EyQJY2S+dlispA3T562B1mbwtjfZZcc5k010hrezQRZ0igpTzd9crFVg2yCrPoa+7usw7ypTlrDH1uDLGmUbJ8tEuQTJxdZsAdZm0Cj6gCqdsZh3lQjRQ/yGXuQJY2U+VaCvHB6eQIuR7FQnY391etMeqqT1oN6JshqiYi9EfHdiHg+Ih5Y6zYR8ZmIeC0iDq1hn57n1Hhp1SC/sXC2B9kSC9XZ2N9ll0ssfEhPNXA2QfZ6FUTEJPAp4A5gN7A/InavcZu/APb2u08/59T4uWjrNACvv/XO8kN6Jsiqs7FPkJ1JT3UyORE0JoLwglXhJuD5zHwxM08BjwJ3rmWbzPw68Poa9unnnBozl8xtYXIiOHbi5NlRLKZNkFVfY58gO5Oe6mQywvIKle0EXi79+2hz2Vq3Wctx+zpeRNwTEQcj4uDx48d7nE51NzkRXLZtC8feeOfsKBYN2yrVlw/pOZOeamRyIiyvGDMR8VXg8jarHgTaXQy5+hB9bHPOabvs09fxMvMh4CGAPXv29DqfNoHLts9w7MQC1yzOAfYgq97GPkF2Jj3VSWMymLZXZqxk5u2d1kXELcCVpUW7gFdWbXa0j21W67bP+RxPY+CK7TN859ibZ2uQGybIqq+xv9M6ioXqZDJiebIQCXgauCYiro6IaeAu4Inz2GYtxz2f42kMXD4/y7E3TrKwuMR0Y8IZalVrY3+nTUssVCOTE8FUw2tVhcw8DdwLfAk4AjyWmYcBIuJAROzotk1zu0eAJ4FrI+JoRNzdbZ9ex9P4umL7DG+fWuL4m+9Yf6zaG/sSi5/ctZ3v/dG+qsOQ+lLUIHvj0VmZeQA40Gb5vl7bNNftX8txe63T+Lps+wwAT77wQ3ZcOFtxNNL6eKcFIhw2S/UwORFMmyBLGkFXNBPkV984yS3vu7jiaKT1GfseZKlOijGQq45Cks51+fzM8vsP/vglFUYirZ8JslQjExPBRNtRtiSpWpc1E+TJieCmq99VcTTS+pggSzXiLHqSRtV0Y4JL5qZ597u2sm1mqupwpHUxQZZq5Lduex+O8iZpVP3+3vez0wf0tAmYIEs1cvvuy6oOQZI6+tU9V/beSKoB+6IkSZKkEhNkSZIkqcQEWZIkSSoxQZYkSZJKTJAlSZKkEhNkSZIkqcQEWZIkSSoxQZYkSZJKBpIgR8TeiPhuRDwfEQ+sdZt26yLiyoj4WkQciYjDEXHfIGKVJEmSull3ghwRk8CngDuA3cD+iNjd7zZd1p0GfjczrwNuBj62+riSJEnSoA2iB/km4PnMfDEzTwGPAneuYZu26zLz1cz8FkBmvgkcAXa2CyAi7omIgxFx8Pjx4wP4T5IkSdK4GkSCvBN4ufTvo5ybyHbbpuf+EfEe4AbgqXYBZOZDmbknM/dceumlawxfkiRJOqvRz0YR8VXg8jarHgSizfJcfYgu23TdPyLmgM8D92fmiV6xPvPMMz+IiO/32m6ALgF+MMTzdWMsnY1SPMbS3maM5aoBHKP2bJeNpYNRisdY2tuMsfTVLveVIGfm7Z3WRcQtwJWlRbuAV1ZtdrTLNh3XRcQURXL82cx8vM9Yh9qFHBEHM3PPMM/ZibF0NkrxGEt7xrJ52S4bSzujFI+xtDfOsQyixOJp4JqIuDoipoG7gCfWsE3bdRERwMPAkcz8xADilCRJknpad4KcmaeBe4EvUTxI91hmHgaIiAMRsaPbNl3W3Qr8OvChiHi2+dq33nglSZKkbvoqseglMw8AB9os39drm07rMvMbtK9PHjUPVR1AibF0NkrxGEt7xqJBGaW/n7F0NkrxGEt7YxtLZK5+nk6SJEkaX041LUmSJJWYIEuSJEklJsiSJElSiQmyJEmSVGKCLEmSJJWYIEuSJEklJsiSJElSiQmyJEmSVGKCLEmSJJWYIDdFxGci4rWIOLRq+d6I+G5EPB8RD5SW/3ZEHI6IQxHxSETMNJdfGRFfi4gjzfX3rTreZER8OyK+UGUsEfFSRPx7RDwbEQcrjuXCiPhcRHynuf6WKmKJiGubn0frdSIi7q/wc2m7T0Wx3Nfc/nCnz2QD4pmJiG9GxHPN9R/vdayKYml7Dq3PMK7r5vqebfKw4gnbZdvlDWiXBxjLutvkIcaz/nY5M30V023fBtwIHCotmwReAN4LTAPPAbuBncD3gNnmdo8Bv9F8fwVwY/P9NuA/gd2lY/4O8DfAF6qMBXgJuGQUPhfgL4HfbL6fBi6s8m9UOu4x4KoqYum2TwWxfAA4BGwFGsBXgWuGcM0EMNd8PwU8Bdzc6VhVxNLpHL42V5s8rHiwXbZd7j+WvtvlAcay7jZ5GPF0OsdaX/YgN2Xm14HXVy2+CXg+M1/MzFPAo8CdzXUNYDYiGhQX6CvN47yamd9qvn8TOELxByYidgG/AHy66lj6tdGxRMQ8xYX8cHPdqcz80Qh8Lh8GXsjM71cYS9t9KojlOuBfM/PtzDwN/DPwy+1iGXA8mZn/19xmqvnKHscadiydzqF1GqU2eVjx9Mt22XaZNbTLo9QmDymegbTLJsjd7QReLv37KLAzM/8H+BPgv4FXgTcy88urd46I9wA3UHyrAfgk8HvAmRGIJYEvR8QzEXFPhbG8FzgO/HkUP3N+OiIuqCiWsruAR9YQx0Bj6XefYcRC0UtxW0RcHBFbgX3AlWuI5bzjieLn72eB14CvZOZTnY5VUSwarlFqkzciHtvlc2Mps10eXLs8Sm3yoOMZCBPk7qLNsoyIiyi+2VwN7AAuiIhfW7FjxBzweeD+zDwREb8IvJaZz1QdS3PxrZl5I3AH8LGIuK2iWBoUP4P8WWbeALwFdK1f2sBYWsungY8Cf7uGOAYaSz/7DCuWzDwC/DHwFeCLFD99nV5DLOcdT2YuZeb1wC7gpoj4QKdjVRSLhmuU2uSBxtNcbLtsuzysdnmU2uRBxzMQJsjdHWXlN7JdFF37twPfy8zjmbkIPA78TGujiJiiuJA/m5mPNxffCnw0Il6i+OngQxHx1xXFQma2fqJ4Dfg7ip83qojlKHC09K3vcxQNcxWxtNwBfCsz/3cNcQw6lq77DDkWMvPhzLwxM2+j+Nnqv9YQy3nHUzr/j4B/AvZ2OVYVsWi4RqlNHnQ8tsu2y8Nsl0epTR50PANhgtzd08A1EXF189vrXcATFF39N0fE1ogIirqoIwDNfz8MHMnMT7QOlJl/kJm7MvM9zeP8Y2au5ZvnwGKJiAsiYlvrPfARip9rqvhcjgEvR8S1zUUfBv6jilhK9rP2n/EGHUvHfSqIhYj4seb/vhv4Fdb++ZxPPJdGxIXN97MUDeV3uhyrilg0XKPUJg80Httl2+Uht8uj1CYPOp7ByA18CrlOL4oL61VgkeKbzN3N5fsonhp9AXiwtP3Hm3+IQ8BfAVuayz9I8dPCvwHPNl/7Vp3r5+g+isWGxkJRX/Zc83W4fKwqPhfgeuBgc93fAxdVGMtW4IfA9qqvl077VBTLv1DcIJ8DPjykz+angG834zkE/GFpn7bHqiiWtufwtXna5GHEg+2y7fIGtcsDjGXdbfIQ41l3uxzNA0mSJEnCEgtJkiRpBRNkSZIkqcQEWZIkSSoxQZYkSZJKTJAlSZKkEhNkSZIkqcQEWZIkSSr5fxeSMfyxw1MyAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tmp = io.readsav('/scratch/Dropbox/test/test_hazel2/orozco/gregor_spot.sav')\n", "print(tmp.keys())\n", "f, ax = pl.subplots(nrows=1, ncols=2, figsize=(10,6))\n", "ax[0].imshow(tmp['heperf'][:,0,:,0])\n", "ax[1].imshow(tmp['heperf'][:,0,:,181])\n", "\n", "f, ax = pl.subplots(nrows=2, ncols=2, figsize=(10,10))\n", "stokes = np.zeros((4,210))\n", "stokes[0,:] = tmp['heperf'][160,0,130,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "stokes[1,:] = tmp['heperf'][160,1,130,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "stokes[2,:] = tmp['heperf'][160,2,130,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "stokes[3,:] = tmp['heperf'][160,3,130,0:-40] / np.max(tmp['heperf'][160,0,130,:])\n", "ax[0,0].plot(tmp['lambda'][0:-40] + 10830.0911, stokes[0,:])\n", "ax[0,1].plot(tmp['lambda'][0:-40] + 10830.0911, stokes[1,:])\n", "ax[1,0].plot(tmp['lambda'][0:-40] + 10830.0911, stokes[2,:])\n", "ax[1,1].plot(tmp['lambda'][0:-40] + 10830.0911, stokes[3,:])\n", "\n", "wvl = tmp['lambda'][0:-40]\n", "stokes = stokes[:,:]\n", "n_lambda = len(wvl)\n", "print(n_lambda)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compute a very rough estimation of the noise standard deviation:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "noise = np.std(stokes[1,0:20])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we save 1D files for the inversion. You can use the tools provided by the code, which makes things really easy:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 210, 4)\n", "Saving wavelength file : 10830_spot.wavelength\n", "Saving weights file : 10830_spot.weights\n", "Saving 1D Stokes file : 10830_spot.1d\n" ] } ], "source": [ "tmp = hazel.tools.File_observation(mode='single')\n", "tmp.set_size(n_lambda=n_lambda, n_pixel=1)\n", "print(tmp.obs['stokes'].shape)\n", "tmp.obs['wavelength'] = wvl+10830.0911 # The wavelength in the file is given wrt the blue component but this is wrong \n", "tmp.obs['stokes'][0,:,:] = stokes.T\n", "tmp.obs['sigma'] = noise*np.ones((n_lambda,4))\n", "tmp.obs['los'][0,:] = np.array([0.0,0.0,90.0])\n", "tmp.obs['boundary'][:] = 0.0\n", "tmp.obs['boundary'][0,:,0] = 1.0\n", "tmp.obs['weights'][:] = 1.0\n", "tmp.save('10830_spot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also do it by hand, which is not so easy to understand:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "np.savetxt('10830_spot.wavelength', wvl+10830.0911, header='lambda')\n", "\n", "f = open('10830_spot.weights', 'w')\n", "f.write('# WeightI WeightQ WeightU WeightV\\n')\n", "for i in range(n_lambda):\n", " f.write('1.0 1.0 1.0 1.0\\n')\n", "f.close()\n", "\n", "f = open('10830_spot.1d', 'wb')\n", "f.write(b'# LOS theta_LOS, phi_LOS, gamma_LOS\\n')\n", "f.write(b'0.0 0.0 90.0\\n')\n", "f.write(b'\\n')\n", "f.write(b'# Boundary condition I/Ic(mu=1), Q/Ic(mu=1), U/Ic(mu=1), V/Ic(mu=1)\\n')\n", "f.write(b'1.0 0.0 0.0 0.0\\n')\n", "f.write(b'\\n')\n", "f.write(b'# SI SQ SU SV sigmaI sigmaQ sigmaU sigmaV\\n')\n", "tmp = np.vstack([stokes, noise*np.ones((4,n_lambda))])\n", "np.savetxt(f, tmp.T)\n", "f.close()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# LOS theta_LOS, phi_LOS, gamma_LOS\r\n", "0.0 0.0 90.0\r\n", "\r\n", "# Boundary condition I/Ic(mu=1), Q/Ic(mu=1), U/Ic(mu=1), V/Ic(mu=1)\r\n", "1.0 0.0 0.0 0.0\r\n", "\r\n", "# SI SQ SU SV sigmaI sigmaQ sigmaU sigmaV\r\n", "9.844778180122375488e-01 -1.641324721276760101e-03 -1.689598895609378815e-03 5.310168489813804626e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.873363971710205078e-01 7.723881280981004238e-04 6.275653140619397163e-04 -1.930970320245251060e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.892690181732177734e-01 -8.689365931786596775e-04 2.413712936686351895e-04 -2.896455407608300447e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.933860301971435547e-01 1.448227703804150224e-04 -2.413712936686351895e-04 3.861940640490502119e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.975462555885314941e-01 5.792910815216600895e-04 9.654849418438971043e-05 -2.896455407608300447e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "1.000000000000000000e+00 7.723881280981004238e-04 -6.275653140619397163e-04 2.799906767904758453e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.961368441581726074e-01 -7.723881280981004238e-04 9.654850873630493879e-05 7.241138373501598835e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.948430061340332031e-01 -5.310168489813804626e-04 -9.654851746745407581e-04 8.206623606383800507e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.940773248672485352e-01 -3.379197733011096716e-04 -3.861940640490502119e-04 2.896455407608300447e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.898141622543334961e-01 3.861940640490502119e-04 -6.275653140619397163e-04 7.723881280981004238e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.895681738853454590e-01 -5.792910815216600895e-04 2.413712936686351895e-04 7.723880698904395103e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.867938160896301270e-01 -1.448227703804150224e-04 -7.723881280981004238e-04 4.344683256931602955e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.842048287391662598e-01 4.344682965893298388e-04 1.110307872295379639e-03 7.241138373501598835e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.844613075256347656e-01 1.013759407214820385e-03 -4.827425800613127649e-05 2.896455407608300447e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.865425229072570801e-01 6.275653140619397163e-04 3.379198315087705851e-04 -1.110307872295379639e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.840631484985351562e-01 -4.827425873372703791e-04 -6.275653140619397163e-04 -9.654851601226255298e-05 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.825372099876403809e-01 -1.351679093204438686e-03 -8.206623606383800507e-04 9.172108839266002178e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.832659959793090820e-01 -1.448227703804150224e-04 -6.275653140619397163e-04 -1.448227703804150224e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.843139052391052246e-01 -9.654852328822016716e-05 -1.930970320245251060e-04 -9.654849418438971043e-05 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.864993095397949219e-01 1.206856337375938892e-03 0.000000000000000000e+00 -3.861940640490502119e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.839375019073486328e-01 -9.654851601226255298e-05 -4.827425873372703791e-04 -8.206623606383800507e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.821277856826782227e-01 9.654851601226255298e-05 -1.448227703804150224e-04 -4.827424709219485521e-05 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.795750975608825684e-01 -5.792910815216600895e-04 4.827425436815246940e-05 9.654851601226255298e-05 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.815246462821960449e-01 -1.930970320245251060e-04 4.344682965893298388e-04 -4.344682965893298388e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.866189360618591309e-01 1.930970320245251060e-04 1.930970320245251060e-04 1.110307872295379639e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.899973273277282715e-01 9.654850873630493879e-05 3.861940349452197552e-04 1.882695942185819149e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.903193116188049316e-01 -1.448227703804150224e-04 6.758395466022193432e-04 -1.158582163043320179e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.866821169853210449e-01 -4.827425873372703791e-04 8.689365931786596775e-04 1.930970320245251060e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.851867556571960449e-01 1.930970320245251060e-04 4.827425873372703791e-04 -9.654851601226255298e-05 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.847785830497741699e-01 3.861940349452197552e-04 -9.654851746745407581e-04 -1.206856337375938892e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.852656126022338867e-01 -7.241138373501598835e-04 -4.827424709219485521e-05 5.310168489813804626e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.872715473175048828e-01 -9.654852328822016716e-05 1.448227703804150224e-04 6.758395466022193432e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.860650300979614258e-01 2.413712936686351895e-04 -2.896455407608300447e-04 -1.448227558284997940e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.862878918647766113e-01 1.930970320245251060e-04 2.896455407608300447e-04 -1.930970465764403343e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.861755967140197754e-01 -2.413712936686351895e-04 3.861940349452197552e-04 -4.344682965893298388e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.841112494468688965e-01 -4.827426164411008358e-05 9.654851601226255298e-05 -1.448227674700319767e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.802458882331848145e-01 1.930970320245251060e-04 9.172108839266002178e-04 2.413712936686351895e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.753956198692321777e-01 2.413712936686351895e-04 1.930970320245251060e-04 8.206623606383800507e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.781717061996459961e-01 2.413712936686351895e-04 1.930970320245251060e-04 4.827425800613127649e-05 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.817661643028259277e-01 2.413712936686351895e-04 2.896455407608300447e-04 3.861940640490502119e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.805787205696105957e-01 -3.379197733011096716e-04 4.827425873372703791e-04 -7.723881280981004238e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.781336784362792969e-01 1.062033697962760925e-03 -1.930970320245251060e-04 -1.930970174726098776e-04 7.616745996946300539e-04 7.616745996946300539e-04 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7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.537564516067504883e-01 1.448227703804150224e-04 9.172108839266002178e-04 -9.654851601226255298e-05 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.603940248489379883e-01 5.792910815216600895e-04 9.654850873630493879e-05 1.062033697962760925e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.661600589752197266e-01 1.351679093204438686e-03 5.792910815216600895e-04 0.000000000000000000e+00 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.706571698188781738e-01 1.641324721276760101e-03 1.448227674700319767e-03 1.448227703804150224e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.706010818481445312e-01 -2.413712936686351895e-04 1.448227674700319767e-03 -1.930970174726098776e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.645067453384399414e-01 1.641324721276760101e-03 5.310168489813804626e-04 1.255130628123879433e-03 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.567105770111083984e-01 2.413712936686351895e-04 6.275653140619397163e-04 -2.413712936686351895e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.568951725959777832e-01 -4.827427619602531195e-05 9.172108839266002178e-04 -5.310168489813804626e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.636424183845520020e-01 2.413712936686351895e-04 6.275653140619397163e-04 9.654852328822016716e-05 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.704832434654235840e-01 1.641324721276760101e-03 1.158582163043320179e-03 5.310168489813804626e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n", "9.726838469505310059e-01 2.413712936686351895e-04 1.593050314113497734e-03 0.000000000000000000e+00 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04 7.616745996946300539e-04\r\n" ] } ], "source": [ "%cat 10830_spot.1d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we are now ready for the inversion. Let's print first the configuration file and then do a simple inversion for a 1D input file. You can see that we are including two atmospheres, a photosphere to explain the Si I line and a chromosphere to explain the He I multiplet. We also give some rough intervals for the parameters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also generate a couple of standard atmospheres which will be used as input in the configuration file:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting HSRA photosphere\n", "Saving photospheric 1D model : photospheres/init_spot.1d\n", "Setting standard chromosphere\n", "Saving chromospheric 1D model : chromospheres/init_spot.1d\n" ] } ], "source": [ "tmp = hazel.tools.File_photosphere(mode='single')\n", "tmp.set_default(n_pixel=1, default='hsra')\n", "tmp.save('photospheres/init_spot')\n", "\n", "tmp = hazel.tools.File_chromosphere(mode='single')\n", "tmp.set_default(n_pixel=1, default='disk')\n", "tmp.save('chromospheres/init_spot')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Hazel configuration File\r\n", "\r\n", "[Working mode]\r\n", "Output file = output.h5\r\n", "Number of cycles = 2\r\n", "\r\n", "# Topology\r\n", "# Always photosphere and then chromosphere\r\n", "# Photospheres are only allowed to be added with a filling factor\r\n", "# Atmospheres share a filling factor if they are in parenthesis\r\n", "# Atmospheres are one after the other with the -> operator\r\n", "# Atmosphere 1 = ph2 -> ch1 -> ch2\r\n", "\r\n", "[Spectral regions]\r\n", " [[Region 1]]\r\n", " Name = spec1\r\n", " Topology = ph1 -> ch1\r\n", " Stokes weights = 1.0, 1.0, 1.0, 1.0\r\n", " LOS = 0.0, 0.0, 90.0\r\n", " Boundary condition = 1.0, 0.0, 0.0, 0.0 # I/Ic(mu=1), Q/Ic(mu=1), U/Ic(mu=1), V/Ic(mu=1)\r\n", " Wavelength file = '10830_spot.wavelength'\r\n", " Wavelength weight file = '10830_spot.weights'\r\n", " Observations file = '10830_spot.1d' \r\n", " Weights Stokes I = 1.0, 0.0, 0.0, 0.0\r\n", " Weights Stokes Q = 0.0, 10.0, 0.0, 0.0\r\n", " Weights Stokes U = 0.0, 10.0, 0.0, 0.0\r\n", " Weights Stokes V = 0.0, 10.0, 0.0, 0.0\r\n", " Mask file = None\r\n", "\r\n", "[Atmospheres]\r\n", "\r\n", " [[Chromosphere 1]]\r\n", " Name = ch1 # Name of the atmosphere component\r\n", " Spectral region = spec1 # Spectral region to be used for synthesis\r\n", " Height = 3.0 # Height of the slab\r\n", " Line = 10830 # 10830, 5876\r\n", " Reference atmospheric model = 'chromospheres/init_spot.1d' # File with model parameters\r\n", "\r\n", " [[[Ranges]]]\r\n", " Bx = -500, 500\r\n", " By = -500, 500\r\n", " Bz = -500, 500\r\n", " tau = 0.01, 5.0\r\n", " v = -10.0, 10.0\r\n", " deltav = 6.0, 12.0\r\n", " beta = 0.9, 2.0\r\n", " a = 0.0, 0.1\r\n", " ff = 0.0, 1.001\r\n", " \r\n", "\r\n", " [[[Nodes]]]\r\n", " Bx = 0, 1\r\n", " By = 0, 1\r\n", " Bz = 0, 1\r\n", " tau = 1, 0\r\n", " v = 1, 0\r\n", " deltav = 1, 0\r\n", " beta = 0, 0\r\n", " a = 1, 0\r\n", " ff = 0, 0\r\n", "\r\n", "[[Photosphere 1]]\r\n", " Name = ph1\r\n", " Reference atmospheric model = 'photospheres/init_spot.1d'\r\n", " Spectral region = spec1\r\n", " Spectral lines = 300,\r\n", "\r\n", " [[[Ranges]]]\r\n", " T = 0.0, 10000.0\r\n", " vmic = 0.0, 3.0\r\n", " v = -10.0, 10.0\r\n", " Bx = -1000.0, 1000.0\r\n", " By = -1000.0, 1000.0\r\n", " Bz = -1000.0, 1000.0\r\n", " ff = 0, 1.00\r\n", "\r\n", " [[[Nodes]]]\r\n", " T = 3, 0\r\n", " vmic = 1, 0\r\n", " v = 1, 0\r\n", " Bx = 0, 0\r\n", " By = 0, 0\r\n", " Bz = 0, 1\r\n", " ff = 0, 0\r\n" ] } ], "source": [ "%cat conf_spot.ini" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:53:51,511 - Using configuration from file : conf_spot.ini\n", "2018-10-24 09:53:51,515 - Adding spectral region spec1\n", "2018-10-24 09:53:51,516 - - Reading wavelength axis from 10830_spot.wavelength\n", "2018-10-24 09:53:51,521 - - Reading wavelength weights from 10830_spot.weights\n", "2018-10-24 09:53:51,526 - - Using observations from 10830_spot.1d\n", "2018-10-24 09:53:51,527 - - No mask for pixels\n", "2018-10-24 09:53:51,528 - - No instrumental profile\n", "2018-10-24 09:53:51,529 - - Using LOS ['0.0', '0.0', '90.0']\n", "2018-10-24 09:53:51,530 - - Using boundary condition ['1.0', '0.0', '0.0', '0.0']\n", "2018-10-24 09:53:51,531 - Using 2 cycles\n", "2018-10-24 09:53:51,532 - Not using randomizations\n", "2018-10-24 09:53:51,533 - Adding atmospheres\n", "2018-10-24 09:53:51,533 - - New available chromosphere : ch1\n", "2018-10-24 09:53:51,534 - * Adding line : 10830\n", "2018-10-24 09:53:51,535 - * Magnetic field reference frame : vertical\n", "2018-10-24 09:53:51,536 - * Reading 1D model chromospheres/init_spot.1d as reference\n", "2018-10-24 09:53:51,540 - - New available photosphere : ph1\n", "2018-10-24 09:53:51,542 - * Adding line : [300]\n", "2018-10-24 09:53:51,542 - * Magnetic field reference frame : vertical\n", "2018-10-24 09:53:51,544 - * Reading 1D model photospheres/init_spot.1d as reference\n", "2018-10-24 09:53:51,547 - Adding topologies\n", "2018-10-24 09:53:51,547 - - ph1 -> ch1\n", "2018-10-24 09:53:51,548 - Removing unused atmospheres\n", "2018-10-24 09:53:51,550 - Number of pixels to invert : 1\n", "2018-10-24 09:53:51,554 - Total number of free parameters in all cycles : 13\n", "2018-10-24 09:53:51,600 - -------------\n", "2018-10-24 09:53:51,601 - Cycle 0 \n", "2018-10-24 09:53:51,601 - Weights for region spec1 : SI=1.0 - SQ=0.0 - SU=0.0 - SV=0.0\n", "2018-10-24 09:53:51,602 - -------------\n", "2018-10-24 09:53:51,603 - Free parameters for ch1\n", "2018-10-24 09:53:51,604 - - tau with 1 node\n", "2018-10-24 09:53:51,605 - - v with 1 node\n", "2018-10-24 09:53:51,606 - - deltav with 1 node\n", "2018-10-24 09:53:51,607 - - a with 1 node\n", "2018-10-24 09:53:51,607 - Free parameters for ph1\n", "2018-10-24 09:53:51,608 - - T with 3 nodes\n", "2018-10-24 09:53:51,609 - - vmic with 1 node\n", "2018-10-24 09:53:51,610 - - v with 1 node\n", "/scratch/Dropbox/GIT/hazel2/hazel/transforms.py:21: RuntimeWarning: divide by zero encountered in double_scalars\n", " return np.log(x / (1.0 - x))\n", "2018-10-24 09:53:53,707 - * Optimal lambda: 0.009999999999999997\n", "2018-10-24 09:53:54,311 - It: 0 - chi2: 730.047874343801 - lambda: 0.009999999999999997 - rel: -1.9999997079808716\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.275 -1.514 10.214 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:53:55,248 - * Optimal lambda: 0.0031329840216438656\n", "2018-10-24 09:53:55,856 - It: 1 - chi2: 219.67708243514014 - lambda: 0.0031329840216438656 - rel: -1.0747759933352057\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.241 -4.468 11.571 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:53:56,653 - * Optimal lambda: 0.005397943999573633\n", "2018-10-24 09:53:57,300 - It: 2 - chi2: 88.44700424554424 - lambda: 0.005397943999573633 - rel: -0.8518001925996291\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.290 -4.669 9.299 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:53:58,804 - * Optimal lambda: 0.000539794399957363\n", "2018-10-24 09:53:59,463 - It: 3 - chi2: 62.940986344325864 - lambda: 0.000539794399957363 - rel: -0.33696223593214225\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.292 -4.969 9.963 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:54:00,704 - * Optimal lambda: 0.0005397943999573629\n", "2018-10-24 09:54:01,353 - It: 4 - chi2: 62.366510912066666 - lambda: 0.0005397943999573629 - rel: -0.009169051251319154\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.291 -4.884 10.037 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:54:02,065 - * Optimal lambda: 0.0020434336502263206\n", "2018-10-24 09:54:02,718 - It: 5 - chi2: 62.34719752764511 - lambda: 0.0020434336502263206 - rel: -0.00030972352058465804\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.291 -4.873 10.077 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:54:04,091 - * Optimal lambda: 6.461904582147022\n", "2018-10-24 09:54:04,627 - It: 6 - chi2: 62.34706661811411 - lambda: 6.461904582147022 - rel: -2.0996880953866914e-06\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.291 -4.872 10.078 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:54:05,174 - -------------\n", "2018-10-24 09:54:05,175 - Cycle 1 \n", "2018-10-24 09:54:05,176 - Weights for region spec1 : SI=0.0 - SQ=10.0 - SU=10.0 - SV=10.0\n", "2018-10-24 09:54:05,176 - -------------\n", "2018-10-24 09:54:05,177 - Free parameters for ch1\n", "2018-10-24 09:54:05,178 - - Bx with 1 node\n", "2018-10-24 09:54:05,179 - - By with 1 node\n", "2018-10-24 09:54:05,180 - - Bz with 1 node\n", "2018-10-24 09:54:05,181 - Free parameters for ph1\n", "2018-10-24 09:54:05,182 - - Bz with 1 node\n", "2018-10-24 09:54:07,470 - * Optimal lambda: 0.6461904582147021\n", "2018-10-24 09:54:08,172 - It: 0 - chi2: 16.730145131714785 - lambda: 0.6461904582147021 - rel: -1.153731156599563\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " -0.014 0.014 -22.413 0.291 -4.872 10.078 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:54:09,330 - * Optimal lambda: 0.26610281324782875\n", "2018-10-24 09:54:10,033 - It: 1 - chi2: 13.42091457596078 - lambda: 0.26610281324782875 - rel: -0.21951006616935417\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 216.671 -499.982 -32.376 0.291 -4.872 10.078 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:54:10,886 - * Optimal lambda: 0.7340985960149292\n", "2018-10-24 09:54:11,585 - It: 2 - chi2: 15.868097531285427 - lambda: 0.7340985960149292 - rel: 0.16710587208362726\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 255.481 500.000 -33.334 0.291 -4.872 10.078 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:54:12,249 - * Optimal lambda: 9.907551591772469\n", "2018-10-24 09:54:12,954 - It: 3 - chi2: 15.208039400657768 - lambda: 9.907551591772469 - rel: -0.042480063212051604\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 256.706 500.000 -37.089 0.291 -4.872 10.078 1.000 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:54:13,451 - * Optimal lambda: 320.00667607585524\n", "2018-10-24 09:54:14,157 - It: 4 - chi2: 15.206620836057217 - lambda: 320.00667607585524 - rel: -9.328163389035902e-05\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 256.686 500.000 -37.035 0.291 -4.872 10.078 1.000 0.000\n" ] } ], "source": [ "mod = hazel.Model('conf_spot.ini', working_mode='inversion', verbose=3)\n", "mod.read_observation()\n", "mod.open_output()\n", "mod.invert()\n", "mod.write_output()\n", "mod.close_output()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NWe see that we found a solution with a relatively good $\\chi^2$ and now let's analyze the results. For your specific case, you probably need some trial and error on the Stokes weights and range of parameters to find a reliable solution." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(npix,nrand,ncycle,nstokes,nlambda) -> (1, 1, 2, 4, 210)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = h5py.File('output.h5', 'r')\n", "\n", "print('(npix,nrand,ncycle,nstokes,nlambda) -> {0}'.format(f['spec1']['stokes'].shape))\n", "\n", "fig, ax = pl.subplots(nrows=2, ncols=2, figsize=(10,10))\n", "ax = ax.flatten()\n", "for i in range(4):\n", " ax[i].plot(f['spec1']['wavelength'][:] - 10830, stokes[i,:])\n", " for j in range(2):\n", " ax[i].plot(f['spec1']['wavelength'][:] - 10830, f['spec1']['stokes'][0,0,j,i,:])\n", "\n", "for i in range(4):\n", " ax[i].set_xlabel('Wavelength - 10830[$\\AA$]')\n", " ax[i].set_ylabel('{0}/Ic'.format(label[i]))\n", " ax[i].set_xlim([-7,3])\n", " \n", "#pl.tight_layout()\n", "\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the photospheric model:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(npix,nrand,ncycle,nz) -> (1, 1, 2, 73)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = h5py.File('output.h5', 'r')\n", "\n", "print('(npix,nrand,ncycle,nz) -> {0}'.format(f['ph1']['T'].shape))\n", "\n", "fig, ax = pl.subplots(nrows=1, ncols=3, figsize=(10,5))\n", "ax = ax.flatten()\n", "for i in range(2):\n", " ax[0].plot(f['ph1']['log_tau'][:], f['ph1']['T'][0,0,i,:]) \n", " \n", "for i in range(2):\n", " ax[1].plot(f['ph1']['log_tau'][:], f['ph1']['v'][0,0,i,:])\n", " \n", "for i in range(2):\n", " ax[2].plot(f['ph1']['log_tau'][:], f['ph1']['Bz'][0,0,i,:])\n", "\n", "ax[0].set_xlabel(r'$\\tau_{500}$')\n", "ax[0].set_ylabel('T [K]')\n", "\n", "ax[1].set_xlabel(r'$\\tau_{500}$')\n", "ax[1].set_ylabel('v [km/s]')\n", "\n", "ax[2].set_xlabel(r'$\\tau_{500}$')\n", "ax[2].set_ylabel('Bz [G]')\n", " \n", "#pl.tight_layout()\n", "\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spicules\n", "Let's try to invert observations from spicules. First, we read the observations from the datafile (already on the correct reference system and with the wavelength calibration)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['lambda', 'heperf', 'mask_heights'])\n", "(25, 4, 224, 101)\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tmp = io.readsav('/scratch/Dropbox/test/test_hazel2/orozco/Spiculas_map.sav')\n", "print(tmp.keys())\n", "print(tmp['heperf'].shape)\n", "f, ax = pl.subplots(nrows=1, ncols=2, figsize=(10,6))\n", "ax[0].imshow(tmp['heperf'][:,0,:,0])\n", "ax[1].imshow(tmp['heperf'][:,0,:,100])\n", "\n", "f, ax = pl.subplots(nrows=2, ncols=2, figsize=(10,10))\n", "stokes = np.zeros((4,101))\n", "stokes[0,:] = tmp['heperf'][10,0,175,:] / np.max(tmp['heperf'][10,0,175,:])\n", "stokes[1,:] = tmp['heperf'][10,1,175,:] / np.max(tmp['heperf'][10,0,175,:])\n", "stokes[2,:] = tmp['heperf'][10,2,175,:] / np.max(tmp['heperf'][10,0,175,:])\n", "stokes[3,:] = tmp['heperf'][10,3,175,:] / np.max(tmp['heperf'][10,0,175,:])\n", "ax[0,0].plot(tmp['lambda'], stokes[0,:])\n", "ax[0,1].plot(tmp['lambda'], stokes[1,:])\n", "ax[1,0].plot(tmp['lambda'], stokes[2,:])\n", "ax[1,1].plot(tmp['lambda'], stokes[3,:])\n", "\n", "n_lambda = len(tmp['lambda'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first thing we do is estimate the noise standard deviation. You should do it more carefully so that the final values of the $\\chi^2$ are close to one in case the observed profile can be correctly represented with the simple Hazel atmosphere. For the moment and as a quick estimation we just estimate it via the standard deviation in a small region close to the continuum." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00026189987900385165\n" ] } ], "source": [ "noise=np.std(stokes[1,0:15])\n", "print(noise)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we save several files with the observations. The first one the file with the wavelength axis. Remember that this axis is common to all observed pixels in case HDF5 files are used. We add 10829.0911 Angstrom because the osberved files are referred to this wavelength (it is the center of the multiplet)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 101, 4)\n", "Saving wavelength file : 10830_spicule.wavelength\n", "Saving weights file : 10830_spicule.weights\n", "Saving 1D Stokes file : 10830_spicule.1d\n" ] } ], "source": [ "f = hazel.tools.File_observation(mode='single')\n", "f.set_size(n_lambda=n_lambda, n_pixel=1)\n", "print(f.obs['stokes'].shape)\n", "f.obs['wavelength'] = tmp['lambda']+10829.0911\n", "f.obs['stokes'][0,:,:] = stokes.T\n", "f.obs['sigma'] = noise*np.ones((n_lambda,4))\n", "f.obs['los'][0,:] = np.array([90.0,0.0,90.0])\n", "f.obs['boundary'][:] = 0.0\n", "f.obs['weights'][:] = 1.0\n", "f.save('10830_spicule')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# LOS theta_LOS, phi_LOS, gamma_LOS\r\n", "90.0 0.0 90.0\r\n", "\r\n", "# Boundary condition I/Ic(mu=1), Q/Ic(mu=1), U/Ic(mu=1), V/Ic(mu=1)\r\n", "0.0 0.0 0.0 0.0\r\n", "\r\n", "# SI SQ SU SV sigmaI sigmaQ sigmaU sigmaV\r\n", "1.065849605947732925e-02 -3.797253011725842953e-04 -1.178457823698408902e-04 5.237590085016563535e-05 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.414149347692728043e-02 1.309397521254140884e-05 3.142554196529090405e-04 -2.749734849203377962e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.621034182608127594e-02 -2.225975767942145467e-04 1.309397484874352813e-04 -3.273493784945458174e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.961477473378181458e-02 5.630409577861428261e-04 3.404433664400130510e-04 -1.047518017003312707e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.199787832796573639e-02 -4.451951535884290934e-04 -1.309397521254140884e-05 -2.487855381332337856e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.710452862083911896e-02 -5.237590085016563535e-05 -1.309397484874352813e-04 -9.165782830677926540e-05 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.792944945394992828e-02 -1.309397521254140884e-05 -3.273493784945458174e-04 3.928192745661363006e-05 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "3.307538107037544250e-02 -2.225975767942145467e-04 3.928192745661363006e-05 -1.964096300071105361e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "3.772374242544174194e-02 -4.451951535884290934e-04 0.000000000000000000e+00 -1.178457823698408902e-04 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1.715310732834041119e-03 3.168742172420024872e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "6.749944090843200684e-01 2.631888957694172859e-03 1.558183110319077969e-03 3.090178128331899643e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "6.160322427749633789e-01 2.527137286961078644e-03 2.396197523921728134e-03 2.514043357223272324e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "5.570963025093078613e-01 1.414149301126599312e-03 1.387961441650986671e-03 2.029566094279289246e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "4.961830973625183105e-01 1.662934897467494011e-03 1.257021678611636162e-03 2.658077050000429153e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "4.457843899726867676e-01 1.741498708724975586e-03 1.204645726829767227e-03 2.199787879362702370e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "3.909730017185211182e-01 1.754592754878103733e-03 1.492713228799402714e-03 2.671170979738235474e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "3.468201160430908203e-01 1.977190375328063965e-03 7.332626264542341232e-04 2.173600019887089729e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "3.021172881126403809e-01 1.951002399437129498e-03 5.630409577861428261e-04 1.859344542026519775e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.650220692157745361e-01 1.361773465760052204e-03 3.928192745661363006e-05 2.068848116323351860e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.301004379987716675e-01 1.335585489869117737e-03 2.225975767942145467e-04 1.780780614353716373e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.006520777940750122e-01 1.427243347279727459e-03 1.047517987899482250e-03 1.309397513978183270e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.729190349578857422e-01 6.416047690436244011e-04 3.011614317074418068e-04 1.754592754878103733e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.491927504539489746e-01 6.546987569890916348e-04 2.618795042508281767e-05 1.309397513978183270e-03 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.292637288570404053e-01 1.322491560131311417e-03 -3.273493784945458174e-04 9.034842951223254204e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.133676394820213318e-01 4.582891415338963270e-04 3.273493784945458174e-04 8.380144136026501656e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "9.888570010662078857e-02 5.237589939497411251e-04 6.546987424371764064e-05 7.594506023451685905e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "8.974611014127731323e-02 9.820481063798069954e-04 2.618794969748705626e-04 9.951421525329351425e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "7.356195151805877686e-02 1.047518017003312707e-04 9.034842951223254204e-04 9.034842951223254204e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "6.342721730470657349e-02 5.630409577861428261e-04 2.225975767942145467e-04 2.356915647396817803e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "5.286037921905517578e-02 6.546987424371764064e-05 7.594506023451685905e-04 4.582891415338963270e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "4.578963294625282288e-02 5.237589939497411251e-04 -4.321011947467923164e-04 6.285108393058180809e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "3.929502144455909729e-02 5.892288754694163799e-04 5.892288754694163799e-04 1.440337364329025149e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "3.281350433826446533e-02 1.440337364329025149e-04 1.964096300071105361e-04 3.666313132271170616e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.724856324493885040e-02 -6.546987424371764064e-05 -1.047518017003312707e-04 5.892288754694163799e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.462976798415184021e-02 -2.095036034006625414e-04 7.594506023451685905e-04 1.571277098264545202e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "2.008615806698799133e-02 -1.571277098264545202e-04 5.499469698406755924e-04 3.797253011725842953e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.538542099297046661e-02 2.880674728658050299e-04 1.309397484874352813e-04 6.546987424371764064e-05 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "1.008236128836870193e-02 2.356915647396817803e-04 2.749734849203377962e-04 1.964096300071105361e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "3.666313132271170616e-03 -2.618795042508281767e-05 7.725445320829749107e-04 6.546987424371764064e-05 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n", "-1.427243347279727459e-03 3.928192600142210722e-04 1.309397484874352813e-04 1.178457823698408902e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04 2.618998790038516472e-04\r\n" ] } ], "source": [ "%cat 10830_spicule.1d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We print now the configuration file used in this case. Note that we do three cycles. The first one is used to estimate thermodynamical parameters from Stokes $I$. The second one is used to get information from the LOS component of the magnetic field using only Stokes $V$ (in this case the LOS lines along the X axis because $\\theta=90\\deg$ and $\\chi=0\\deg$). Finally, the third cycle gets information from Stokes $Q$ and $U$ to fix the other two components of the magnetic field. Some trial-and-error is necessary for setting up the weights. Also note that we fix the height to 3''. One should measure this number better in the observations and set it appropriately." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Hazel configuration File\r\n", "\r\n", "[Working mode]\r\n", "Output file = output.h5\r\n", "Number of cycles = 3\r\n", "\r\n", "# Topology\r\n", "# Always photosphere and then chromosphere\r\n", "# Photospheres are only allowed to be added with a filling factor\r\n", "# Atmospheres share a filling factor if they are in parenthesis\r\n", "# Atmospheres are one after the other with the -> operator\r\n", "# Atmosphere 1 = ph2 -> ch1 -> ch2\r\n", "\r\n", "[Spectral regions]\r\n", " [[Region 1]]\r\n", " Name = spec1\r\n", " #Wavelength = 10826, 10833, 150\r\n", " Topology = ch1\r\n", " Stokes weights = 1.0, 1.0, 1.0, 1.0\r\n", " LOS = 90.0, 0.0, 90.0\r\n", " Boundary condition = 0.0, 0.0, 0.0, 0.0 # I/Ic(mu=1), Q/Ic(mu=1), U/Ic(mu=1), V/Ic(mu=1)\r\n", " Wavelength file = '10830_spicule.wavelength'\r\n", " Wavelength weight file = '10830_spicule.weights'\r\n", " Observations file = '10830_spicule.1d' \r\n", " Weights Stokes I = 1.0, 0.1, 0.1, 0.0\r\n", " Weights Stokes Q = 0.0, 0.0, 1.0, 0.0\r\n", " Weights Stokes U = 0.0, 0.0, 1.0, 0.0\r\n", " Weights Stokes V = 0.0, 1.0, 1.0, 0.0\r\n", " Mask file = None\r\n", "\r\n", "[Atmospheres]\r\n", "\r\n", " [[Chromosphere 1]]\r\n", " Name = ch1 # Name of the atmosphere component\r\n", " Spectral region = spec1 # Spectral region to be used for synthesis\r\n", " Height = 3.0 # Height of the slab\r\n", " Line = 10830 # 10830, 5876\r\n", " Wavelength = 10826, 10833 # Wavelength range used for synthesis\r\n", " Reference atmospheric model = 'chromospheres/init_spicule.1d' # File with model parameters\r\n", "\r\n", " [[[Ranges]]]\r\n", " Bx = -500, 500\r\n", " By = -500, 500\r\n", " Bz = -1000, 1000\r\n", " tau = 0.01, 5.0\r\n", " v = -10.0, 10.0\r\n", " deltav = 6.0, 20.0\r\n", " beta = 0.9, 2.0\r\n", " a = 0.0, 0.1\r\n", " ff = 0.0, 1.001\r\n", " \r\n", "\r\n", " [[[Nodes]]]\r\n", " Bx = 0, 1, 0\r\n", " By = 0, 0, 1\r\n", " Bz = 0, 0, 1\r\n", " tau = 1, 0, 0\r\n", " v = 1, 0, 0 \r\n", " deltav = 1, 0, 0\r\n", " beta = 0, 0, 0\r\n", " a = 1, 0, 0\r\n", " ff = 0, 0, 0\r\n" ] } ], "source": [ "%cat conf_spicules.ini" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's generate an initial model more appropriate for off-limb observations:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting standard chromosphere\n", "Saving chromospheric 1D model : chromospheres/init_spicule.1d\n" ] } ], "source": [ "tmp = hazel.tools.File_chromosphere(mode='single')\n", "tmp.set_default(n_pixel=1, default='offlimb')\n", "tmp.save('chromospheres/init_spicule')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's carry out the inversion. We activate some verbosity to analyze the inversion." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-10-24 09:57:09,923 - Using configuration from file : conf_spicules.ini\n", "2018-10-24 09:57:09,925 - Adding spectral region spec1\n", "2018-10-24 09:57:09,926 - - Reading wavelength axis from 10830_spicule.wavelength\n", "2018-10-24 09:57:09,928 - - Reading wavelength weights from 10830_spicule.weights\n", "2018-10-24 09:57:09,930 - - Using observations from 10830_spicule.1d\n", "2018-10-24 09:57:09,931 - - No mask for pixels\n", "2018-10-24 09:57:09,932 - - No instrumental profile\n", "2018-10-24 09:57:09,933 - - Using LOS ['90.0', '0.0', '90.0']\n", "2018-10-24 09:57:09,934 - - Using off-limb normalization (peak intensity)\n", "2018-10-24 09:57:09,935 - - Using boundary condition ['0.0', '0.0', '0.0', '0.0']\n", "2018-10-24 09:57:09,936 - Using 3 cycles\n", "2018-10-24 09:57:09,937 - Not using randomizations\n", "2018-10-24 09:57:09,937 - Adding atmospheres\n", "2018-10-24 09:57:09,938 - - New available chromosphere : ch1\n", "2018-10-24 09:57:09,938 - * Adding line : 10830\n", "2018-10-24 09:57:09,939 - * Magnetic field reference frame : vertical\n", "2018-10-24 09:57:09,941 - * Reading 1D model chromospheres/init_spicule.1d as reference\n", "2018-10-24 09:57:09,943 - Adding topologies\n", "2018-10-24 09:57:09,944 - - ch1\n", "2018-10-24 09:57:09,945 - Removing unused atmospheres\n", "2018-10-24 09:57:09,946 - Number of pixels to invert : 1\n", "2018-10-24 09:57:09,947 - Total number of free parameters in all cycles : 7\n", "2018-10-24 09:57:09,972 - -------------\n", "2018-10-24 09:57:09,973 - Cycle 0 \n", "2018-10-24 09:57:09,974 - Weights for region spec1 : SI=1.0 - SQ=0.0 - SU=0.0 - SV=0.0\n", "2018-10-24 09:57:09,975 - -------------\n", "2018-10-24 09:57:11,231 - It: 0 - chi2: 9864.266121175833 - lambda: 0.36942931526143663 - rel: -1.9999960542974438\n", "2018-10-24 09:57:12,541 - It: 1 - chi2: 1126.513253861626 - lambda: 0.03694293152614364 - rel: -1.5900151516387668\n", "2018-10-24 09:57:13,789 - It: 2 - chi2: 948.7208431711406 - lambda: 0.003694293152614363 - rel: -0.17134684799628\n", "2018-10-24 09:57:15,027 - It: 3 - chi2: 941.9987580792599 - lambda: 0.0003694293152614362 - rel: -0.0071106102538262324\n", "2018-10-24 09:57:16,088 - It: 4 - chi2: 941.8592759931872 - lambda: 0.0003694293152614361 - rel: -0.00014808131350658402\n", "2018-10-24 09:57:16,658 - It: 5 - chi2: 941.8554540472019 - lambda: 0.01646928095216359 - rel: -4.057881933395348e-06\n", "2018-10-24 09:57:16,910 - -------------\n", "2018-10-24 09:57:16,911 - Cycle 1 \n", "2018-10-24 09:57:16,912 - Weights for region spec1 : SI=0.1 - SQ=0.0 - SU=0.0 - SV=1.0\n", "2018-10-24 09:57:16,913 - -------------\n", "2018-10-24 09:57:18,050 - It: 0 - chi2: 102.20501762215777 - lambda: 1.646928095216359 - rel: -1.6084325749494526\n", "2018-10-24 09:57:19,106 - It: 1 - chi2: 96.02910658777319 - lambda: 0.1646928095216358 - rel: -0.06230926243399206\n", "2018-10-24 09:57:20,166 - It: 2 - chi2: 95.96053131771023 - lambda: 0.01646928095216358 - rel: -0.0007143642835214925\n", "2018-10-24 09:57:20,572 - It: 3 - chi2: 95.96042406896731 - lambda: 0.30396343630250444 - rel: -1.1176345251632026e-06\n", "2018-10-24 09:57:20,740 - -------------\n", "2018-10-24 09:57:20,741 - Cycle 2 \n", "2018-10-24 09:57:20,742 - Weights for region spec1 : SI=0.1 - SQ=5.0 - SU=1.0 - SV=1.0\n", "2018-10-24 09:57:20,743 - -------------\n", "2018-10-24 09:57:22,052 - It: 0 - chi2: 137.29018367293264 - lambda: 961.2167841274243 - rel: 0.3543807238410128\n", "2018-10-24 09:57:23,201 - It: 1 - chi2: 136.16971823193478 - lambda: 96.12167841274238 - rel: -0.008194732998826677\n", "2018-10-24 09:57:24,342 - It: 2 - chi2: 127.45373835648553 - lambda: 9.612167841274236 - rel: -0.06612446394750823\n", "2018-10-24 09:57:25,490 - It: 3 - chi2: 112.40224465317975 - lambda: 0.9612167841274232 - rel: -0.12550442573449805\n", "2018-10-24 09:57:26,629 - It: 4 - chi2: 103.85952326796692 - lambda: 0.09612167841274227 - rel: -0.07900352861563284\n", "2018-10-24 09:57:27,368 - It: 5 - chi2: 103.75220994768458 - lambda: 0.057553378091725414 - rel: -0.0010337885881514719\n", "2018-10-24 09:57:28,183 - It: 6 - chi2: 103.74870807189373 - lambda: 0.012620778868004143 - rel: -3.375287034166886e-05\n" ] } ], "source": [ "mod = hazel.Model('conf_spicules.ini', working_mode='inversion', verbose=2)\n", "mod.read_observation()\n", "mod.open_output()\n", "mod.invert()\n", "mod.write_output()\n", "mod.close_output()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After some seconds, we end up with the following fit for all cycles:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(npix,nrand,ncycle,nstokes,nlambda) -> (1, 1, 3, 4, 101)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = h5py.File('output.h5', 'r')\n", "\n", "print('(npix,nrand,ncycle,nstokes,nlambda) -> {0}'.format(f['spec1']['stokes'].shape))\n", "\n", "ncycle = f['spec1']['stokes'].shape[2]\n", "\n", "fig, ax = pl.subplots(nrows=2, ncols=2, figsize=(10,10))\n", "ax = ax.flatten()\n", "for i in range(4):\n", " ax[i].plot(f['spec1']['wavelength'][:] - 10830, stokes[i,:])\n", " for j in range(ncycle):\n", " ax[i].plot(f['spec1']['wavelength'][:] - 10830, f['spec1']['stokes'][0,0,j,i,:], label='Cycle {0}'.format(j))\n", "\n", "for i in range(4):\n", " ax[i].set_xlabel('Wavelength - 10830[$\\AA$]')\n", " ax[i].set_ylabel('{0}/Ic'.format(label[i]))\n", " ax[i].set_xlim([-3,3])\n", " \n", "pl.legend()\n", "#pl.tight_layout()\n", "\n", "f.close()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Flare\n", "Finally, let us show how one can invert a profile from a flaring region. This profile has been kindly provided by Tetsu Anan and you can find the analysis on http://adsabs.harvard.edu/doi/10.1093/pasj/psy105. There are many things that make Hazel not be physically correct in this scenario, but let's try to check if we can fit them. Let's read the profiles and generate the appropriate files." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 81, 4)\n", "Saving wavelength file : 10830_flare.wavelength\n", "Saving weights file : 10830_flare.weights\n", "Saving 1D Stokes file : 10830_flare.1d\n" ] } ], "source": [ "import scipy.io as io\n", "dat = io.readsav('observations/flare.sav')\n", "n_lambda = len(dat['wl'])\n", "noise = np.std(dat['iquv'][1,0:5])\n", "\n", "tmp = hazel.tools.File_observation(mode='single')\n", "tmp.set_size(n_lambda=n_lambda, n_pixel=1)\n", "print(tmp.obs['stokes'].shape)\n", "tmp.obs['wavelength'] = dat['wl']\n", "tmp.obs['stokes'][0,:,:] = dat['iquv'].T\n", "tmp.obs['sigma'] = noise*np.ones((n_lambda,4))\n", "tmp.obs['los'][0,:] = np.array([0.0,0.0,90.0])\n", "tmp.obs['boundary'][:] = 0.0\n", "tmp.obs['boundary'][0,:,0] = 1.0\n", "tmp.obs['weights'][:] = 1.0\n", "tmp.save('10830_flare')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we generate an initial file for the atmosphere:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting standard chromosphere\n", "Saving chromospheric 1D model : chromospheres/init_flare.1d\n" ] } ], "source": [ "tmp = hazel.tools.File_chromosphere(mode='single')\n", "tmp.set_default(n_pixel=1, default='disk')\n", "tmp.save('chromospheres/init_flare')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Hazel configuration File\r\n", "\r\n", "[Working mode]\r\n", "Output file = output.h5\r\n", "Number of cycles = 3\r\n", "\r\n", "# Topology\r\n", "# Always photosphere and then chromosphere\r\n", "# Photospheres are only allowed to be added with a filling factor\r\n", "# Atmospheres share a filling factor if they are in parenthesis\r\n", "# Atmospheres are one after the other with the -> operator\r\n", "# Atmosphere 1 = ph2 -> ch1 -> ch2\r\n", "\r\n", "[Spectral regions]\r\n", " [[Region 1]]\r\n", " Name = spec1\r\n", " #Wavelength = 10826, 10833, 150\r\n", " Topology = ch1\r\n", " Stokes weights = 1.0, 1.0, 1.0, 1.0\r\n", " LOS = 90.0, 0.0, 90.0\r\n", " Boundary condition = 0.0, 0.0, 0.0, 0.0 # I/Ic(mu=1), Q/Ic(mu=1), U/Ic(mu=1), V/Ic(mu=1)\r\n", " Wavelength file = '10830_flare.wavelength'\r\n", " Wavelength weight file = '10830_flare.weights'\r\n", " Observations file = '10830_flare.1d' \r\n", " Weights Stokes I = 1.0, 0.1, 0.1, 0.0\r\n", " Weights Stokes Q = 0.0, 0.0, 1.0, 0.0\r\n", " Weights Stokes U = 0.0, 0.0, 1.0, 0.0\r\n", " Weights Stokes V = 0.0, 1.0, 0.1, 0.0\r\n", " Mask file = None\r\n", "\r\n", "[Atmospheres]\r\n", "\r\n", " [[Chromosphere 1]]\r\n", " Name = ch1 # Name of the atmosphere component\r\n", " Spectral region = spec1 # Spectral region to be used for synthesis\r\n", " Height = 3.0 # Height of the slab\r\n", " Line = 10830 # 10830, 5876\r\n", " Reference atmospheric model = 'chromospheres/init_flare.1d' # File with model parameters\r\n", "\r\n", " [[[Ranges]]]\r\n", " Bx = -2000, 2000\r\n", " By = -2000, 2000\r\n", " Bz = -5000, 5000\r\n", " tau = 0.01, 5.0\r\n", " v = -10.0, 10.0\r\n", " deltav = 6.0, 20.0\r\n", " beta = 0.9, 5.0\r\n", " a = 0.0, 0.1\r\n", " ff = 0.0, 1.001\r\n", " \r\n", "\r\n", " [[[Nodes]]]\r\n", " Bx = 0, 0, 1\r\n", " By = 0, 0, 1\r\n", " Bz = 0, 1, 0\r\n", " tau = 1, 0, 0\r\n", " v = 1, 0, 0\r\n", " deltav = 1, 0, 0\r\n", " beta = 1, 0, 0\r\n", " a = 1, 0, 0\r\n", " ff = 0, 0, 0" ] } ], "source": [ "%cat conf_flare.ini" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And carry out the inversion in two cycles:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:10,915 - Using configuration from file : conf_flare.ini\n", "2018-11-05 09:59:10,918 - Backtracking mode : brent\n", "2018-11-05 09:59:10,919 - Adding spectral region spec1\n", "2018-11-05 09:59:10,920 - - Reading wavelength axis from 10830_flare.wavelength\n", "2018-11-05 09:59:10,922 - - Reading wavelength weights from 10830_flare.weights\n", "2018-11-05 09:59:10,924 - - Using observations from 10830_flare.1d\n", "2018-11-05 09:59:10,925 - - No mask for pixels\n", "2018-11-05 09:59:10,926 - - No instrumental profile\n", "2018-11-05 09:59:10,927 - - Using LOS ['90.0', '0.0', '90.0']\n", "2018-11-05 09:59:10,928 - - Using off-limb normalization (peak intensity)\n", "2018-11-05 09:59:10,928 - - Using boundary condition ['0.0', '0.0', '0.0', '0.0']\n", "2018-11-05 09:59:10,929 - Using 3 cycles\n", "2018-11-05 09:59:10,930 - Not using randomizations\n", "2018-11-05 09:59:10,930 - Adding atmospheres\n", "2018-11-05 09:59:10,931 - - New available chromosphere : ch1\n", "2018-11-05 09:59:10,932 - * Adding line : 10830\n", "2018-11-05 09:59:10,932 - * Magnetic field reference frame : vertical\n", "2018-11-05 09:59:10,934 - * Reading 1D model chromospheres/init_flare.1d as reference\n", "2018-11-05 09:59:10,937 - Adding topologies\n", "2018-11-05 09:59:10,938 - - ch1\n", "2018-11-05 09:59:10,940 - Removing unused atmospheres\n", "2018-11-05 09:59:10,941 - Number of pixels to invert : 1\n", "2018-11-05 09:59:10,943 - Total number of free parameters in all cycles : 8\n", "2018-11-05 09:59:10,979 - -------------\n", "2018-11-05 09:59:10,980 - Cycle 0 \n", "2018-11-05 09:59:10,980 - Weights for region spec1 : SI=1.0 - SQ=0.0 - SU=0.0 - SV=0.0\n", "2018-11-05 09:59:10,981 - -------------\n", "2018-11-05 09:59:10,982 - Free parameters for ch1\n", "2018-11-05 09:59:10,983 - - tau with 1 node\n", "2018-11-05 09:59:10,984 - - v with 1 node\n", "2018-11-05 09:59:10,985 - - deltav with 1 node\n", "2018-11-05 09:59:10,985 - - beta with 1 node\n", "2018-11-05 09:59:10,986 - - a with 1 node\n", "/scratch/miniconda3/envs/py36/lib/python3.6/site-packages/scipy/optimize/_minimize.py:763: RuntimeWarning: Method 'bounded' does not support relative tolerance in x; defaulting to absolute tolerance.\n", " \"defaulting to absolute tolerance.\", RuntimeWarning)\n", "2018-11-05 09:59:12,045 - * Optimal lambda: 0.09613901712208338\n", "2018-11-05 09:59:12,415 - It: 0 - chi2: 55555.56433525851 - lambda: 0.09613901712208338 - rel: -1.9999777778977221\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.430 -0.425 7.307 1.161 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:13,001 - * Optimal lambda: 0.08247935252073106\n", "2018-11-05 09:59:13,365 - It: 1 - chi2: 20556.398483588408 - lambda: 0.08247935252073106 - rel: -0.9196758185036208\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.203 -1.226 6.511 1.539 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:14,090 - * Optimal lambda: 0.0661751348188397\n", "2018-11-05 09:59:14,456 - It: 2 - chi2: 10943.3347365054 - lambda: 0.0661751348188397 - rel: -0.6103584230326621\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.083 -2.718 6.192 2.271 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:14,689 - * Optimal lambda: 0.0015838233632373328\n", "2018-11-05 09:59:14,986 - It: 3 - chi2: 7071.840045349796 - lambda: 0.0015838233632373328 - rel: -0.4298037335785336\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.203 -6.520 6.071 3.266 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:15,211 - * Optimal lambda: 0.024342561318410814\n", "2018-11-05 09:59:15,500 - It: 4 - chi2: 5298.779563758542 - lambda: 0.024342561318410814 - rel: -0.2866566975005473\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.259 -2.718 6.192 3.474 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:16,199 - * Optimal lambda: 2.676100841671796\n", "2018-11-05 09:59:16,547 - It: 5 - chi2: 4997.289225073743 - lambda: 2.676100841671796 - rel: -0.05856416557974302\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.259 -2.311 6.511 3.468 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:17,197 - * Optimal lambda: 1.494491984209709\n", "2018-11-05 09:59:17,571 - It: 6 - chi2: 4344.583429256352 - lambda: 1.494491984209709 - rel: -0.1397376778658725\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.256 -1.661 7.307 3.456 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:18,326 - * Optimal lambda: 1.1240217523954015\n", "2018-11-05 09:59:18,693 - It: 7 - chi2: 3103.2729058139976 - lambda: 1.1240217523954015 - rel: -0.33333363792136833\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.255 -0.671 9.061 3.445 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:19,407 - * Optimal lambda: 0.47134769774538293\n", "2018-11-05 09:59:19,765 - It: 8 - chi2: 1687.1669851286654 - lambda: 0.47134769774538293 - rel: -0.5912216635314762\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.257 1.212 12.048 3.441 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:20,472 - * Optimal lambda: 0.6162592434715304\n", "2018-11-05 09:59:20,757 - It: 9 - chi2: 1360.4395587871902 - lambda: 0.6162592434715304 - rel: -0.21441575323674467\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.272 2.476 13.277 3.480 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:21,479 - * Optimal lambda: 1.8197967977297405\n", "2018-11-05 09:59:21,757 - It: 10 - chi2: 1349.1810119214601 - lambda: 1.8197967977297405 - rel: -0.008310054173219986\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.274 2.695 13.250 3.488 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:22,457 - * Optimal lambda: 2.720041425720803\n", "2018-11-05 09:59:22,841 - It: 11 - chi2: 1344.0065367793868 - lambda: 2.720041425720803 - rel: -0.0038426400304497343\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 0.000 0.275 2.797 13.184 3.490 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:23,201 - -------------\n", "2018-11-05 09:59:23,202 - Cycle 1 \n", "2018-11-05 09:59:23,202 - Weights for region spec1 : SI=0.1 - SQ=0.0 - SU=0.0 - SV=1.0\n", "2018-11-05 09:59:23,203 - -------------\n", "2018-11-05 09:59:23,204 - Free parameters for ch1\n", "2018-11-05 09:59:23,205 - - Bz with 1 node\n", "2018-11-05 09:59:24,113 - * Optimal lambda: 0.00030736492625848606\n", "2018-11-05 09:59:24,184 - It: 0 - chi2: 260.4803659733832 - lambda: 0.00030736492625848606 - rel: -1.3506201502137916\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 1729.585 0.275 2.797 13.184 3.490 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:24,905 - * Optimal lambda: 0.023925353436515272\n", "2018-11-05 09:59:24,975 - It: 1 - chi2: 252.34132580274837 - lambda: 0.023925353436515272 - rel: -0.031742183691355445\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 1966.275 0.275 2.797 13.184 3.490 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:25,703 - * Optimal lambda: 249.3304218316581\n", "2018-11-05 09:59:25,846 - It: 2 - chi2: 252.34131886461535 - lambda: 249.3304218316581 - rel: -2.749503316444333e-08\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 0.000 0.000 1966.274 0.275 2.797 13.184 3.490 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:25,987 - -------------\n", "2018-11-05 09:59:25,988 - Cycle 2 \n", "2018-11-05 09:59:25,989 - Weights for region spec1 : SI=0.1 - SQ=1.0 - SU=1.0 - SV=0.1\n", "2018-11-05 09:59:25,990 - -------------\n", "2018-11-05 09:59:25,991 - Free parameters for ch1\n", "2018-11-05 09:59:25,992 - - Bx with 1 node\n", "2018-11-05 09:59:25,993 - - By with 1 node\n", "2018-11-05 09:59:26,347 - * Optimal lambda: 9.479695446674016\n", "2018-11-05 09:59:26,484 - It: 0 - chi2: 167.14874325448315 - lambda: 9.479695446674016 - rel: -0.4061720803576269\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 924.234 932.081 1948.851 0.275 2.797 13.184 3.490 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:27,182 - * Optimal lambda: 0.27653309758863565\n", "2018-11-05 09:59:27,327 - It: 1 - chi2: 159.19817147732678 - lambda: 0.27653309758863565 - rel: -0.048724663345998565\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 136.564 506.619 1948.851 0.275 2.797 13.184 3.490 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:28,030 - * Optimal lambda: 0.2458829348400783\n", "2018-11-05 09:59:28,264 - It: 2 - chi2: 158.94549989550788 - lambda: 0.2458829348400783 - rel: -0.0015884118060786087\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 48.422 630.237 1948.851 0.275 2.797 13.184 3.490 0.000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2018-11-05 09:59:28,963 - * Optimal lambda: 0.08871830958767633\n", "2018-11-05 09:59:29,190 - It: 3 - chi2: 158.94439473845108 - lambda: 0.08871830958767633 - rel: -6.953080770756462e-06\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Bx By Bz tau v deltav beta a\n", " 56.350 636.338 1948.851 0.275 2.797 13.184 3.490 0.000\n" ] } ], "source": [ "mod = hazel.Model('conf_flare.ini', working_mode='inversion', verbose=3)\n", "mod.read_observation()\n", "mod.open_output()\n", "mod.invert()\n", "mod.write_output()\n", "mod.close_output()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(npix,nrand,ncycle,nstokes,nlambda) -> (1, 1, 3, 4, 81)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/scratch/miniconda3/envs/py36/lib/python3.6/site-packages/matplotlib/figure.py:2362: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not compatible \"\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = h5py.File('output.h5', 'r')\n", "\n", "print('(npix,nrand,ncycle,nstokes,nlambda) -> {0}'.format(f['spec1']['stokes'].shape))\n", "\n", "ncycle = f['spec1']['stokes'].shape[2]\n", "\n", "fig, ax = pl.subplots(nrows=2, ncols=2, figsize=(10,10))\n", "ax = ax.flatten()\n", "for i in range(4):\n", " ax[i].plot(f['spec1']['wavelength'][:] - 10830, dat['iquv'][i,:])\n", " for j in range(ncycle):\n", " ax[i].plot(f['spec1']['wavelength'][:] - 10830, f['spec1']['stokes'][0,0,j,i,:], label='Cycle {0}'.format(j))\n", "\n", "for i in range(4):\n", " ax[i].set_xlabel('Wavelength - 10830[$\\AA$]')\n", " ax[i].set_ylabel('{0}/Ic'.format(label[i]))\n", " ax[i].set_xlim([-3,3])\n", " \n", "pl.legend()\n", "#pl.tight_layout()\n", "\n", "f.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }