{ "cells": [ { "cell_type": "markdown", "metadata": { "cell_style": "center" }, "source": [ "本节课介绍一下Python的基本语法,详细教程参考[教程](http://www.runoob.com/python/python-tutorial.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Python 基础\n", "数字信号处理中将要用到的Python库可以简单列举如下:\n", "\n", "1. Numpy - 快速处理数据库\n", "2. SciPy - 数值计算库,包含很多信号处理函数\n", "3. Sympy - 符号运算库\n", "4. Matplotlib - 绘制图表库\n", "5. Mayavi - 三维可视化库\n", "\n", "“工欲善其事,必先利器”,所以这里首先给大家介绍两款Python的集成开发环境(IDE):\n", "\n", "> 1. [Canopy](https://store.enthought.com/downloads/):牛逼的不行,几乎可以跟Matlab媲美,操作相当的简便;\n", "> 2. [PyCharm](https://www.jetbrains.com/pycharm/):JetBrains出品,必然精品。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hello World\n", "\n", "使用Python,我们首先需要在PC上安装基本的编译环境,具体方法参考[教程](http://www.runoob.com/python/python-install.html)。\n", "\n", "> 这里,我们推荐安装Anaconda环境,因为Anaconda环境可以允许多个版本的Python的共存,具体配置和安装方法参考[官网](https://www.anaconda.com/download/)。\n", "\n", "### 如何启动Python\n", "\n", "最简单的方式,在命令行窗口输入`ipython`(或者`python`),启动之后在窗口中输入:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "hello world!\n" ] } ], "source": [ "str = 'hello world!'\n", "print(str)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "稍微复杂一点的命令也可以尝试一下:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "int" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = 3\n", "b = 2*a\n", "type(b)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6\n" ] } ], "source": [ "print( b)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'hellohello'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b = 'hello'\n", "b + b" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "更复杂的命令,可以参考[教程](http://www.scipy-lectures.org/intro/language/python_language.html)。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Numpy库\n", "Numpy可以通过命令`conda install numpy`来安装。安装完成后,在窗口输入:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, 3])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np # 加载numpy库\n", "a = np.array([0,1,2,3])\n", "a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这个数组可以表示很多物理量,例如离散时间的时刻点、语音序列、图像像素的灰度值、等等。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 创建数组" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "cell_style": "center" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 (4,) 4\n" ] } ], "source": [ "# 1维\n", "a = np.array([0,1,2,3])\n", "print(a.ndim,a.shape,len(a))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "cell_style": "center" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2x3矩阵: [[0 1 2 3]\n", " [3 4 5 6]]\n", "矩阵维度: 2 (2, 4) 2\n", "高维矩阵: [[[1]\n", " [2]]\n", "\n", " [[3]\n", " [4]]]\n", "矩阵维度: (2, 2, 1)\n" ] } ], "source": [ "# 2维或者更高维\n", "b = np.array([[0,1,2,3],[3,4,5,6]])\n", "print (u'2x3矩阵:',b)\n", "print (u'矩阵维度:',b.ndim,b.shape,len(b))\n", "c = np.array([[[1],[2]],[[3],[4]]])\n", "print (u'高维矩阵:',c)\n", "print (u'矩阵维度:',c.shape)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "cell_style": "center" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1.+2.j 3.+4.j 5.+6.j]\n", "complex128\n" ] } ], "source": [ "# 创建复数数组\n", "d = np.array([1+2j,3+4j,5+6j])\n", "print (d)\n", "print (d.dtype)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "更复杂的操作,请参考[教程](http://www.scipy-lectures.org/intro/numpy/index.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 基本运算" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a=\t [1 2 3 4]\n", "a+1=\t [2 3 4 5]\n", "2**a=\t [ 2 4 8 16]\n", "b=\t [2. 2. 2. 2.]\n", "a*b=\t [2. 4. 6. 8.]\n" ] } ], "source": [ "# 逐元素运算\n", "a = np.array([1,2,3,4])\n", "print ('a=\\t',a)\n", "print ('a+1=\\t',a+1)\n", "print ('2**a=\\t',2**a)\n", "b = np.ones(4)+1\n", "print ('b=\\t',b)\n", "print ('a*b=\\t',a*b)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "逐元素乘积:\t [[1. 1. 1.]\n", " [1. 1. 1.]\n", " [1. 1. 1.]]\n", "非逐元素乘积:\t [[3. 3. 3.]\n", " [3. 3. 3.]\n", " [3. 3. 3.]]\n" ] } ], "source": [ "# 矩阵相乘(逐元素)\n", "c = np.ones((3,3))\n", "print (u'逐元素乘积:\\t',c*c)\n", "# 矩阵相乘(非逐元素)\n", "print (u'非逐元素乘积:\\t',c.dot(c))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matplotlib库" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以通过命令`conda install matplotlib`来安装。安装完成后,在窗口输入:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline \n", "#上一句命令是为了让图像显示在当前网页中\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 1维\n", "x = np.linspace(0,3,20)\n", "y = np.linspace(0,9,20)\n", "plt.plot(x,y)\n", "plt.plot(x,y,'o')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 2维\n", "image = np.random.rand(30,30)\n", "plt.imshow(image,cmap=plt.cm.hot)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 更高级的图表\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Create a figure of size 8x6 inches, 80 dots per inch\n", "plt.figure(figsize=(4, 3), dpi=80)\n", "\n", "# Create a new subplot from a grid of 1x1\n", "plt.subplot(1, 1, 1)\n", "\n", "X = np.linspace(-np.pi, np.pi, 256, endpoint=True)\n", "C, S = np.cos(X), np.sin(X)\n", "\n", "# Plot cosine with a blue continuous line of width 1 (pixels)\n", "plt.plot(X, C, color=\"blue\", linewidth=1.0, linestyle=\"-\")\n", "\n", "# Plot sine with a green continuous line of width 1 (pixels)\n", "plt.plot(X, S, color=\"green\", linewidth=1.0, linestyle=\"-\")\n", "\n", "# Set x limits\n", "plt.xlim(-4.0, 4.0)\n", "\n", "# Set x ticks\n", "plt.xticks(np.linspace(-4, 4, 9, endpoint=True))\n", "\n", "# Set y limits\n", "plt.ylim(-1.0, 1.0)\n", "\n", "# Set y ticks\n", "plt.yticks(np.linspace(-1, 1, 5, endpoint=True))\n", "\n", "# Save figure using 72 dots per inch\n", "# plt.savefig(\"exercise_2.png\", dpi=72)\n", "\n", "# Show result on screen\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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RMF0KxfOjT8bGxhISEkJ0tGzfZmdnh6OjIxkzZlQ7itEMGAB37iijXHP7V7KXl9f7rd/mYOxYWHxtIoWq7WBfu31ksEqH6+lSYcm5JUw7Po2TnU5ia22rdhxDS/K3JdVFV0o/Dh5UGnmfP2/6o9L1YW5F91TIGSrOrseAbIGMG/yZ2nHMnhCCJmubUCpvKcbVtLhdNkkWXfkgTUrU8+fQrp2yEcIcC665iYmP4Yf/tWNijanMn/wZly6pncj86XQ65jWcx+Jzizl2/5jacUxGFl0pUT/9BHXrQv36aifRhjGHxlAkRxF+qtGKMWOUVQ2mPGNNqxwyO/DH13/QdlNbXsYksu7OAsmiK31k1y7lgMYpU9ROog1nw88yJ3AOcxrMQafT0aULZM0ql9fpq0nJJlQoXIGh/umjEZAsutIHXrxQGpLPnas8lZeSFxMfQ4ctHZhcZzIFsypHZuh0ysGcEyfC1asqB9SI3+r9xobLG9LFNIMsutIHhg+HatXgX43bpCSMPzyeQtkK0ca9zQcfL1JEWdv8ww8QL48LS1Eu+1xMrzedTls78TburdpxjEoWXem9gABlgf/UqWon0YbgyGBmnprJ3AZzE9111rOn0oXtH43tpGQ0LdWU4rmLM/7IeLWjGJUsuhIAb99Cx47K7qpcudROY/4SRALdtnXjl6q/4JjNMdHXWFkpJySPHg0hISYOqEE6nY5ZX89i1qlZXHpoucs/ZNGVAOX8L2dnpXmLlLIl55YQHRdNN69uyb6uRAllxPvjjyYKpnGO2RwZXX00nf7XyWKPcZdFV+LmTfj9d+XN3HadmaPIV5EM3TuUeQ3n6bXrbOhQ5Vy1bdtMEM4CdCnTBSudFQvPLlQ7ilHIopvOCaF0yBo4EAoXVjuNNgzYM4DWbq3xzO+p1+vt7JQubb17w6tXRg5nAax0Vsz6ehYj948k6nWU2nEMThbddG7rVrh1SznzTErZ/tv7OXDnAL7VfVP1dbVqQYUK4OdnpGAWxjO/Jy1cWjBs7zC1oxicLLrp2OvXylzjzJn6H7CYnsXGx9JrZy9+q/vbJx2wOHUqLFoE/ziQWkqGX3U/tl7bysnQk2pHMShZdNOxcePAxwdq1lQ7iTb8ceoPCmUtxDdffvNJX58vH4wYofxFl847o+olh10OJtaaSM8dPS3qoZosuunUtWswZ47c6quvh68eMubwGKbXm56mkyB69ICwMOVgTyllbdzbYJvB1qIeqsmimw4JoTzUGToUChVSO402DN87nDbubSiZt2SarpMxo7IWun9/pUG8lLx3a3dH7h/Jo9eP1I5jELLopkObN0No6MfnekmJCwwLZNv1bYyqOsog16tVC9zd5c4/fXnk96ClS0uLeagmi2468/atsjxs2jRl1CUlTwhBn519GFtjLNntshvsulOmKEVX7lTTj291X7Ze3cq5B+fUjpJmsuimMzNnwpdfKkepm8quXbsoUaIExYoVY8KECR99fsmSJeTNmxdPT088PT1ZsGCB6cKlYOXFlcQmxNLes71Br+vkpHRzGzzYoJe1WDnscjCq6ij6/9Vf++czCiGSe5MsyMOHQuTJI8Tly6a7Z1xcnHBychI3b94Ub9++Fe7u7uLSpUsfvGbx4sWiZ8+eqb52mTJlDBUzUc+jn4uCUwqKgPsBRrn+y5dCODoKceSIUS5vcWLjY0WpWaXElitb1I6ijyTrqhzppiO//ALff6+MdE3l5MmTFCtWDCcnJ2xsbGjZsiVbNPLofuLRidQsUhMfRx+jXD9zZqXnbp8+kJBglFtYFGsra6bUmcKAvwYQEx+jdpxPJotuOhEcrJzoO8owz4L0FhoaSuF/7C92dHQkNDT0o9dt2LABd3d3mjZtyv3795O83rx58/Dy8sLLy4vIyEijZAYIeR7C7MDZjK0x1mj3AOUvwYwZYdUqo97GYtQrVg+nnE7MPjVb7SifTBbddKJ/fxg2DHLnNu19RSLzb/9e59qwYUPu3LnDhQsXqFWrFu3atUvyel26dCEwMJDAwEDy5s1r8LzvjNw/kq5lulI4u3EbUuh0MHmy0jxeLiHTz5Q6Uxh7eCyP3zxWO8onkUU3Hdi1S+kk1qOH6e/t6Oj4wcg1JCSEggULfvCa3LlzY2trC0Dnzp05ffq0STP+2/kH59l5fSeDK5rmKVelSlC6NMyYYZLbaZ6LgwvflfwOv4PabGQhi66Fi4tTRrmTJqnTX8Hb25vr169z+/ZtYmJiWLNmDY0aNfrgNeHh4e//e+vWrZQsmbYNCGkhhGDAngGMrDLSoEvEUjJhAvz6KzyyjPX/Rudb3ZcVF1ZwLeqa2lFSTRZdC7d0KeTNC/+qcyZjbW3NzJkzqVu3LiVLlqR58+a4uLjw888/s3XrVgBmzJiBi4sLHh4ezJgxgyVLlqgTFth9czf3nt2jS5kuJr1viRLQooVyyoSUMofMDgysMJDB/tpbc6dLbM7tHzS+IC59e/NGOQ1i/XqlsY2l8fLyIjAw0GDXi0+Ix3OuJ37V/GhSsonBrquvhw+hVCk4fhyKFTP57TXnTewbnGc6s67pOsoXLq92nH9LskGHHOlasJkzwdvbMguuMSw5t4Qcdjk+uYtYWjk4QL9+Sk8MKWX2Ge3xrebLYP/BmtowIYuuhXr6VJnHHWvcFU8W43Xsa34+8DOTa09OUxextPrpJ2WkGxCgWgRNaevRlkevH7Hj+g61o+hNFl0LNXGiMo+r4jMpTfn9xO+UdyxPOcdyqubIlEk5XWLQINlzVx/WVtaMqzmOoXuHaqbnriy6FigsDObNU3agSSl7Gv2UyQGTGV3dPJ5itW0LUVHKUj8pZY1LNCaLTRZWXlypdhS9yKJrgXx9oWNHcHRUO4k2TD42mYbODdPcK9dQMmRQVjEMHy63B+tDp9MxsdZEft7/M2/j3qodJ0Wy6FqYq1dh40YYMkTtJNoQ8TKC2YGzDdYr11C+/RasrGDDBrWTaEPlzyvj6uDK7EDz3x4si66FGTECBgyAXLnUTqINYw+PpbVbaz7P8bnaUT6g0yln2I0cqWxwkVI2vuZ4xh8Zz7PoZ2pHSZYsuhbk1CnlqXfv3mon0Ya7T++y8uJKhlcZrnaURNWuDfnzw7JlaifRBrd8btQrVo8pAeZ98J8suhZkyBCli1imTGon0YZfDv5CD68eOGR2UDtKot6Ndn19lRM/pJSNqjqKWadmEfU6Su0oSZJF10IcOAD37kGHDmon0YbLkZfZfm07/Sv0VztKsipUUM5TmzNH7STa4JTTiWalmjHp2CS1oyRJFl0L4eurzP9ZW6udRBtG7h/JgAoDyGGXQ+0oKRozBsaPh5cv1U6iDcMrD2fe6Xk8ePlA7SiJkkXXAhw8qBxw+N//qp1EGwLDAgkICaBX2V5qR9GLhwdUr64c3S6lrHD2wrRxb8OEIx+fx2cOZNG1AL6+yppOOcrVz/B9wxlReQSZMmpn8tvPTznB+bE2+3ab3NDKQ1l2fhkhz83vuGVZdDXu0CFlLrd1a7WTaMPRe0e5FnWNjqU7qh0lVYoXV9bu/vqr2km0IX+W/HQu3Zmxh8yv+YgsuhonR7mp43vQl+GVh2OTQYWO7mk0YgTMnw9GPBrOogyqOIh1weu4/eS22lE+IIuuhh0+DHfuyFGuvgLuB3At6hptPdqqHeWTfPaZ0uh8kvk+mDcruTPlpqd3T/wOmdexPrLoati7UW7GjGon0Qbfg74MqzxMk6Pcd4YNgwULlIbnUsr6le/HtmvbuProqtpR3pNFV6OOHIFbt6BNG7WTaMOJkBNcfnSZ9p7t1Y6SJo6OyioVObernxx2Oejr0xffg75qR3lPFl2NkqPc1PE96MvQSkM1Pcp9Z+hQWLQIHpjnMlSz06dcH/bd3sfFiItqRwFk0dWko0fhxg2l76qUspOhJwl6GEQHT8vYrleokDKPL+d29ZPFJgsDKgwwm7ldWXQ1SI5yU8fvoB9DKg3B1tpW7SgGM2QILFkiR7v66u7VncN3DxP0MEjtKLLoas2xY3Dtmhzl6iswLJDzEefp+B9trctNScGCynz+xIlqJ9GGzDaZ6Ve+H6MPqX86iCy6GuPrqzzBttH+1KRJ+B30Y3DFwRY1yn1n8GCl7WN4uNpJtKGHdw8O3DnApYeXVM0hi66GHD8OV65A+/ZqJ9GGM+FnOB1+mk6lO6kdxSgKFIB27WCCebYYMDtZbLLQz0f90a4suhoiR7mp43fQj0EVBmFnbad2FKMZPBhWrIDQULWTaEPPsj3Zd3sfwZHBqmWQRVcjTpyA4GDZL1df5x6c42ToSbqU6aJ2FKPKl0/5MyFHu/rJYpOFfuX7MebQGNUyyKKrEb6+yvpMOcrVj99BPwZWGIh9Rnu1oxjdwIGwcqXS3lNKWU/vnvjf8ufKoyuq3F8WXQ04eRKCguQoV18XIi4QEBJAV6+uakcxiXz5oGNHpdG5lLKstln5yecn1eZ2ZdHVgHejXFvLewBvFH4H/RhQfoCm+uWm1aBBsGaNHO3qq1fZXvx18y9VejLIomvmTp6ECxfghx/UTqINFyMucuTeEbp5dVM7iknlzav8GZFzu/rJZpuNn8r9xJjDpp/blUXXzPn5yVFuaow+NJr+5fuT2Saz2lFMbsAAWLVKrmTQV+9yvdl1YxfXoq6Z9L6y6JqxwEA4f16Zr5NSdunhJQ7ePUgP7x5qR1FFvnzKaFfuUtNPNtts9Cnbx+QrGWTRNWO+vsoeeznK1c/oQ6Pp59MvXY5y3xk4UFm3GxamdhJt6FOuDztv7OR61HWT3VMWXTN1+jScPStHufoKjgxm3+199CzbU+0oqsqXT9mxKEe7+slul53eZXsz9rDpzlKTRddM+foqu43sLHczlUGNOTSGvj59yWKTRe0oqhs0CJYvlz0Z9NWnXB+2X9/Ozcc3TXI/WXTN0Jkzyki3c2e1k2jDlUdX8L/lT6+yvdSOYhby51d6MsjTJfSTwy4Hvbx7mWwlgyy6ZkiOclNnzKEx/FjuR7LaZlU7itkYNAiWLpWjXX396PMj/7v6P5OcHCyLrpk5e1ZZtSBHufq5FnWN3Td307tcb7WjmJUCBZR+u/J0Cf3ksMtBd6/uTDhi/IXOOiFEcp9P9pOS4X3zDVSvDj/+qHYS8+fl5UWp4aUonqs4I6uOVDuO2QkLA1dXuHxZecAmJS/qdRTOM5052/Usn2X/LK2X0yX5CVl0zce5c/D113DzJthbfp+WNHPzdONBqwfc6H2D7HbZ1Y5jlvr0UZokTZ6sdhJtGOI/hBdvXzCr/qy0XirJoiunF8yIn58yF2dpBXfXrl2UKFGCYsWKMSGRfapv376lRYsWFCtWjHLlynHnzh29rhv+Mpxe3r1kwU3G4MHKycEREWon0YZ+5fuxOmg1oc+Nt61PFl0zcf48BARAVwtrjBUfH0/Pnj3ZuXMnwcHBrF69muDgDxtIL1y4kJw5c3Ljxg369u3L4MGDU7zuzcc3eRr9lB995DxMcgoVgv/+V4509eWQ2YEOnh2YdMx4k+FGKbov3r5g2fllxri0xbLUUe7JkycpVqwYTk5O2NjY0LJlS7Zs2fLBa7Zs2UK7du0AaNq0KXv37iWFaS/GHh6LQ2YHctjlMFp2SzFkCCxcCA8fqp1EGwZUGMCy88t48NI4Ry0nO6dbr1498ejRo1RfNEEkEPQwiGK5iiXaXi8yMpK8efOm+rrmxJDfw5s3ygm/bm5gZaJ/e5jq/8GTJ094/vw5n3/+OQBRUVG8evWKzz77/wcVly5donjx4tj83aH94sWLlCxZEmtr60RzP3z8kOgs0WSIzICnp6fRvwdjMeXvwb17yp8tR0fDXdOSf48fvnpIVtus2Ft/2ijo9OnTu4UQ9RL9pBAiubdPNi1gmmiypkminytTpkxaLm0WDPk9fPedEFOmGOxyejHV/4N169aJjh07vn9/2bJlolevXh+8plSpUuL+/fvv33dychKPHj1K8podt3QUI/aOEJkyZTJ8YBMy5e/BvXtC5MwpxMOHhrum/D1OVpJ11Wjjqi5luhAQEsCFiAvGuoVFuHABjh6Fbhba/tXR0ZH79++/fz8kJISCBQsm+Zq4uDiePXtGrly5Er3enad32O6gVIwAAB2kSURBVHRlE33L9zVeaAtUuDC0aAFTpqidRDJa0c2UMRMDyg9Q/bhjczd6NPTvD5ks9JADb29vrl+/zu3bt4mJiWHNmjU0atTog9c0atSIpUuXAvDnn39So0YNdLrEV9yMOzyObmW6kcs+8aIsJW3oUJg/Hz5hxlAypOSGwWkdX798+1Lkm5RPXIy4+MHH586dm9ZLq84Q38PFi0LkyyfEy5cGCJRKpvx/sH37dlG8eHHh5OQkxowZI4QQYuTIkWLLli1CCCHevHkjmjZtKooWLSq8vb3FzZs3E73OnSd3RM4JOcWjV8rUw2effWaab8BI1Pg96NpViCFDDHMt+XucrCTrqtE3R0w6OonA8EDWNl2b1ktZnObNwdtb6YEqpazbtm7ksMvBhFrKWl8vLy8CAwNVTqUtd+9C6dLKg9vcudVOY9HU2xzR3bs7B+4cIDgyOOUXpyNBQXDoEPRIn4ccpNq9Z/dYd2kd/cv3VzuKpn3+OTRtClOnqp0k/TJ60c1ik4W+Pn1NfiSGuRs9Gvr1g8zp95CDVJlwZAKdSncib2ZtL1EyB0OHwpw5EBWldpL0ySSrQnt698T/lj9XHl15/7GRI0fi7u6Op6cnderUIUxj54sMHDiQL7/8End3d5o0acLTp0/1/tpLl+DAAfVHuevXr8fFxQUrKyuz/md6yPMQ1gStYUCFAcD/bysOCgpKdFuxufvhhx9wcHDA1dVVlft/8QV8+y1Mm/ZpX3///n2qV69OyZIlcXFxYfr06QbNZwrR0dGULVsWDw8PXFxcGDVqlOluntyEryFnlcceGitabWj1/v1nz569/+/p06eLrl27GvJ2Rrd7924RGxsrhBBi0KBBYtCgQXp/bYsWQkyYYKxk+gsODhZXrlwRVatWFadOnVI7TpJ6bu8p+u/uL4QQIi4uTjg5OYmbN2+K0qVLC3d3d3Hp0iWVE6bOwYMHxenTp4WLi4tqGW7dEiJXLiGiolL/tWFhYeL06dNCCCGeP38uihcvrrn/BwkJCeLFixdCCCFiYmJE2bJlRUBAgCFvYfp1uv/Wq2wvdt/c/f6442zZsr3/3KtXr5JcImSu6tSp837HlI+PDyEhIXp9XXAw7NsHPc3gKK+SJUtSokQJtWMkK/R5KKsurmJgBeVp4z+3Fet0ukS3FZu7KlWqJLkO2VSKFIEmTeC331L/tQUKFKB06dIAZM2alZIlSxKqsXPfdTodWbIoRzvFxsYSGxtrshpksqL77rjjfx4AN3z4cAoXLszKlSvx8/MzVRSDW7RoEV999ZVerx0zRpnLzSKP8tLLxKMTae/ZnnxZlIawoaGhFC5c+P3nHR0dNfcLby6GDYNZs+DJk0+/xp07dzh79izlypUzXDATiY+Px9PTEwcHB2rXrm2y78GoRbdWrVq4urq+f1v14ypWnlzJnHVzABg7diz379+nVatWzJw505hRPsm/8797++fIauzYsVhbW9OqVasUr3f5Mvj7m3aUq8/3YK7CXoSx4sIKBlUc9P5jIpEljlr7V5K5cHKCxo0/bbQL8PLlS7777jt+++23D/7lqhUZMmTg3LlzhISEcPLkSYKCgkxy3487ihiQv7//Rx/75cAvnHh2gm78/77X//73v9SvXx9fX19jxkm1xPL/09KlS9m2bRt79+7V6xd/zBjo2xeymvAor5S+B3P269FfaevRlvxZ8r//mD7biiX9DR8O5copfy5zpKJhW2xsLN999x2tWrXi22+/NV5AE8iRIwfVqlVj165dJnm4afJ+uj+WUw6A23tm7/uPbd26lS+//NLUUdJk165dTJw4ka1bt5JJjz28V67Anj3QSx5Yq5fwF+EsO7+MwRU/7K37z23FQohEtxVL+itaFBo2hNQsQBBC0LFjR0qWLEm/fv2MF86IIiMj3684evPmDf7+/qarQck9ZTPko7x/GrlvpPi8z+fCxcVFuLm5iQYNGoiQkBBj3c4oihYtKhwdHYWHh4fw8PBIcfVFq1ZC/L0D1mxs3LhRFCpUSNjY2AgHBwdRp04dtSO99+POH8VPO39K9HPvthXb2Ni831asJS1bthT58+cX1tbWolChQmLBggWq5rl+XYjcuYV48kS/1x8+fFgAws3N7f2f/+3btxs3pIGdP39eeHp6Cjc3N+Hi4iJ8fX0NfQv1tgEn5vGbxxT/vTinu5zmixxfGOMWZuXqVahUSTn7TINTXyYX9iIM1z9cudTjEgWyFkjydXIbsOG0a6eMen/+We0kFsO8zkjLZZ+LbmW6Me7wODVub3J+fsqcmSy4+pl4RFmxkFzBlQxrxAj4/Xd49kztJJZPtTPS+pXvx4bLG7j79K5aEUwiOFiZy+3dW+0k2hD6PJTlF5Z/sGJBMr7ixeGrr2DGDLWTWD7Vim7uTLnpUroLE45obxtnavj5KetyTbliQcsmHp1IB88OH6xYkExjxAil6D5/rnYSy6bqacD9yvdj7aW13H92P+UXa1BQEOzfL1cs6Cv0eSgrLqxgYEXZ61INzs5Qt64yzSAZj6pFN2/mvHQq3cliR7u+vjBggNx9pq8JRybIUa7KRoxQlo/J0a7xqFp0QTnueHXQakKe69e7QCsuXIDDh9XvJKYVoc9DWXlxpZzLVdmXX0Lt2mCGG0QthupF1yGzAx08OzDxyES1oxiUry8MGiT75eprwpEJ/PCfH973WJDUM2KEsjX4xQu1k1gm1YsuwMCKA1l5caXFjHbPnYOAAMs94dfQQp6HsPLiyvedxCR1lSwJNWsqzXAkwzOLops/S346l+7M2ENjU36xBvzyizLKtdQTfg1twpEJdPxPRznKNSMjRypH+rx8qXYSy2MWRReU0e664HXcfnJb7ShpcuYMnDoFXbuqnUQbQp6HKP1y5YoFs1KqFNSoIUe7xmA2RTdPpjz09O6J3yHt9tUFZZQ7ZAjY26udRBvGHx5Px/90xCGzg9pRpH+Ro13jMJuiC8q63W3XtnH10VW1o3ySwEBlpNu5s9pJtOH2k9usubRGrlgwUy4uUK0azJ6tdhLLYlZFN4ddDvr69MX3oHn11dXXqFHKSat2dmon0Qbfg7709O4pT/g1YyNHwpQp8OqV2kksh1kVXYA+5fqw9/ZeLkZcVDtKqpw4ARcvQqdOaifRhsuRl9lxfQf9y/dXO4qUDFdXqFxZjnYNyeyKbhabLAyqMIhRB0x4JHIaCaGMcH/+GWxt1U6jDT8f+Jn+5fuT3S672lGkFPz8M0yeLEe7hmJ2RRegu3d3ToSe4HTYabWj6MXfH0JCoH17tZNow9nwsxy9d5ReZWVTCi1wc1P6Qc+Zo3YSy2CWRTdTxkwMqzSMnw+Yf0dlIZRTVUePBmujnjhnOUbsH8GwysPIbCO362nFL7/Ar7/KngyGYJZFF6BT6U4EPQzi2P1jakdJ1saNEBcHzZqpnUQbjt47yqWHl+hcWi7x0BJXV6hXT3moJqWN2RZdW2tbRlYZyYh9IxI9dtscxMUp+9THjQMrs/1Jmg8hBMP2DWNU1VHYWsvJb63x9VUa4Tx8qHYSbTPrUtHesz2hL0LZc2uP2lEStXw55M2rjACklO25tYeIlxG08WijdhTpE3zxBbRuDWPGqJ1E28y66FpbWTO2xlgG+w8mQSSoHecDb98q81zjx4MuySPopHeEEAzfNxy/6n5YW8nJb60aPhxWroTb2t6tryqzLroA35X8joxWGVkbtFbtKB+YM0d5qluxotpJtGHL1S3ExsfStFRTtaNIaeDgoJz3N0o7KzrNjtkXXZ1Ox8RaExmxfwQx8TFqxwGUPqPjx8NYy2iKZnRxCXEM2zuMcTXHYaUz+z9yUgr69YO//lIa9Uupp4nfgOpFqlM8V3HmnZ6ndhRAafBcowZ4eKidRBsWn11Mviz5+KrYV2pHkQwgWzZlM9Dw4Won0SZdCisDzGbZwLkH5/hq5Vdc63WNrLbqHa0bFQUlSsDx41CsmGoxNONVzCucZzqzucVmvAt5G/TaXl5eBAYGGvSakn7evlV+D1asUDZOSB9J8kmPJka6AJ75PalRpAZTA6aqmmP0aGjeXBZcfU0NmEqVz6sYvOBK6rK1BT8/pY2pma7oNFuaKboAo6uPZsbJGTx8pc5CwevXlb/Zf/lFldtrzsNXD5l+Yjpja8jJb0vUqhU8fQrbtqmdRFs0VXSdcjrRyq0Vow+OVuX+Q4dC//7KE1wpZX4H/Wjj3gannE5qR5GMIEMGmDABBg9WNgpJ+tFU0QUYWWUkay6t4cqjKya979GjcPIk/PSTSW+rWdeirrH20lpGVBmhdhTJiOrXhwIFYP58tZNoh+aKbt7MeRlccTCD9pjutAEhlBHu2LHyGB59Dds7jO4e3WnZuCXFixendu3aPHnyJNHXZsiQAU9PTzw9PWnUqJGJk0ppodMp/Rh8feHZM7XTaIPmii5A77K9uRR5ib239prkfuvXQ0yMMoclpSzgfgAnQk/wwv8FNWvW5Pr169SsWZMJEyYk+np7e3vOnTvHuXPn2Lp1q4nTSmnl6amMeMeNUzuJRgghknszW39e+lO4z3YXcfFxRr1PdLQQRYoIsXevUW9jMeIT4kXZ+WXF0nNLhbOzswgLCxNCCBEWFiacnZ0T/ZrMmTN/0r3KlCnzyTklwwoNFSJXLiFu3VI7idlIsq5qcqQL8G3Jb8lmm40l55YY9T6zZv3/cdRSylZcWAFAa/fWREREUKBAAQAKFCjAwyTaU0VHR+Pl5YWPjw+bN29O9vrz5s3Dy8sLLy8vIiMjDRte+mQFCyrPO4YMUTuJ+dPM5ojEnAo9ReM1jbna66pRNkw8egQlS8LBg0rhlT5Wq1YtHjx4AEB8hnhufHWDwscKM63/NNq1a8fTp0/fvzZnzpyJzuuGhYVRsGBBbt26RY0aNdi7dy9FixZN8d5yc4R5ef1a2TCxdi1UqKB2GtVpf3NEYrwLeVPLqRYTj040yvVHjIDvv5cFNzn+/v4EBQURFBTEt1O/pWW5ltw6dIvGjRuTL18+wsPDAQgPD8chibV2BQsWBMDJyYlq1apx9uxZk+WXDCdTJmVet29fSDCvpoBmRdNFF2BczXHMDpzNvWf3DHrdM2dg82blqayUsltPbjHn9Bwm1Pz/h2WNGjVi6dKlACxdupTGjRt/9HVPnjzh7du3ADx69IijR49SSv4tp1mtWkF8PKxerXYSM5bchK8as8+fYtT+UaLZumYGu15CghAVKggxb57BLmnxvl37rRh9cPQHH3v06JGoUaOGKFasmKhRo4aIiooSQghx6tQp0bFjRyGEEEePHhWurq7C3d1duLq6igULFuh9T/kgzTwdOyZEwYJCPHumdhJVJVlXNT2n+86b2De4/OHC3AZzqV20dpqvt2KF0knsxAll142UvP2399NhSwcu97yMfUbTLWSWc7rmq0MHyJ1bObo9nbLMOd137DPaM73edHrt7MXbuLdputaLF8q2xt9/lwVXH3EJcfy0+ycm1Z5k0oIrmbeJE2HpUggOVjuJ+bGIogvQsERDnHM7M+34tDRdZ8wYqFULypc3UDALN/vUbHLa5ZQnQkgfcHBQTpfo1Ut2Ifs3iym6ANPrTWfyscmf/FDt2jVYuFBp4iGlLPxFOH6H/Pij/h/o5EFx0r906waPH8O6dWonMS8WVXSdcjrRu2xv+u3ul+qvFQL69FEWd/+9nl9KQf+/+tPpP50olVeuNpA+Zm2tbC4aMABevlQ7jfmwqKILMKjiIM4+OMvuG7tT9XXr1kFoKPz4o5GCWZi9t/Zy7P4x2UVMSlbFispuztHqdGM1SxZXdN89VOu9s7feD9WePlUWdM+bBxkzGjmgBXgb95YeO3ow46sZZLbJrHYcycz9+issWgSXLqmdxDxYXNEFaODcgFJ5SzHusH5tj4YMgcaN5cMzfU06Nokv83xJoxKyDaOUsnz5lJFu585ypxpYaNEFmPX1LP4I/IOgh0HJvu7YMfjf/5Qj1aWUXX10ld+O/8aMejPUjiJpSJcuyhLM2bPVTqI+iy26hbIVYkz1MXTa2on4hPhEXxMbC127wrRpkCOHiQNqUIJIoOPWjoyqOorPc3yudhxJQ6yslOm7X36B+/fVTqMuiy26AJ3LdMYmgw2zTs1K9PMTJkDhwtCsmYmDadTsU8owpWfZnionkbSoZEno3Rt69Ejfa3ctuuha6ayY33A+fgf9uPv07gefu3ABZsxQ/vaVS0xTdvfpXUYdGMWCRguw0ln0HxvJiIYMgdu30/faXYv/7SmRpwT9yvej67auvOszERsL7dsrWxUdHdXNpwVCCLpt70a/8v34Ms+XaseRNMzGBhYsUBqeJ9HT3uJZfNEFGFhhIFFvoph3eh6gTCvkz6805ZBStvT8UsJfhDOwwkC1o0gWwMcH2rVTnqekx2kGa7UDmELGDBlZ9s0yKi+uTKGYmvz+ezHOnJHTCvq4/eQ2A/cMZG/bvWTMIBcxS4bh6wve3rB8ObRtq3Ya00oXI12AknlLMqTCCFquacf4CfFyWkEP8QnxtNvcjsEVB+Oez13tOJIFsbWFZcuULcLpbTVDuim6ABFb+2BvY0Okc/pt8pkaUwKmYKWzoq9PX7WjSBbI01Ppd9KxY/qaZkg3RdffH1avsuKvHkuYEjCZcw/OqR3JrJ1/cJ5Jxyax9JulZLCSjYUl4xgyBJ49U1YSpRfpouhGRiqrFZYuhf84fc5vdX+jxZ8teBkjWx8l5nXsa1ptbMWUOlPkJgjJqKytYdUqpY/16dNqpzENiy+6Qij/fGnVCmrWVD7Wyr0VlQpXovv27qRwXFG61GdnHzzye9DGvY3aUaR0oGhRmDkTWrZUTm6xdBZfdGfOhLCwj1vLzfhqBmfCz7D0/FJ1gpmp5eeXc+TeEeY2mCsbk0sm06IFVK+uND639HGQRRfdY8eUYrtmjbIo+58y22RmXdN1DNwzkOBIeZATQHBkMP3+6sf6ZuvJYpNF7ThSOvPbb3D+PCxerHYS47LYohsRofztuWgRFCuW+GtcHFyYWGsizdc3T/fzu69iXtFsfTMm1pqIWz43teNI6VCmTMr24MGD4cwZtdMYj0UW3bg4peB26AANGiT/2g6eHSjvWJ62m9qSINJns08hBJ3/1xmvgl508JTb9CT1lCqltH9s0sRytwlbZNEdOhTs7ZXTSFOi0+mY+fVMIl5FMPpg+jxTZPyR8dx4fIM59efIeVxJdU2bQuvWSve/2Fi10xiexRXdpUth40ZYsUJpmqwPW2tbNjTfwMKzC9l0eZNxA5qZzVc288epP9jccjP2Ge3VjiNJgPIsJmtW5RgtS2NRRXffPhg0CLZtg9y5U/e1+bPkZ2OLjXTd1pULEReME9DMXIi4QOf/dWZTi00UzFpQ7TiS9J6VFaxcqWxqmjdP7TSGZTFFNzgYvv8e1q5VmiV/Cq+CXsz4agb1V9Xn3rN7hg1oZsJfhNN4TWNm1JuBdyFvteNI0keyZ1eO0ho1CrZuVTuN4VhE0Y2IgPr1YdIkqFYtbddq6dqSfj79qLuiLlGvowySz9w8efOEuivq0vE/Hfne7Xu140hSkooXhy1blA1OAQFqpzEMzRfdp0/h66+Vbb6GahHXt3xfGjo3pMHqBryKeWWYi5qJ17GvabC6ATWL1GR45eFqx5GkFJUtq3Qka9IErlxRO03aabroPn8O9epBlSrw88+GvfaEWhNwzu1M8z+bExMfY9iLqyQ2Ppam65pSNGdRptSdIlcqSJrx1VfK4QP16sHduym/3pxptui+fKlMKZQuDVOnGr4huZXOigUNF2BtZU2z9c14G/fWsDcwsdj4WNpsaoO1lTULGy2U55xJmtO+vbKaoVo15Zw1rdLkb97r19CokTLfM3Om8U6AyJghI+ubrSejVUaarG1CdFy0cW5kZDHxMXy/4Xuev33O2qZr5QkQkmb9+CP076/0abh1S+00n0ZzRffpU6hTRzlQcv58ZWmJMdlksGFN0zVkt8tOo9WNeB372rg3NLDouGiarW9GTHwMm1pskmtxJc3r1UvZKlytGly/rnaa1NNU0Q0Ph6pVwcsLlizRf/NDWllbWbOiyQoKZC2gqVUNj988pvby2thb2/Nn8z+xtbZVO5IkGUT37jBypFIPTp1SO03qaKbonj8P5ctD8+YwbZrxR7j/lsEqA4sbL6aCYwUqLKrAjcc3TBsgle48vUOlRZUoV6gcq75bhU0Gm5S/SJI0pHNnpU/D118r63m1QhNFd/NmqFULJk6E4cPVO8XXSmfFxNoT6efTj0qLKuF/y1+dICnwv+WPzwIfunt1Z3KdyfKhmWSxGjeG7duV49zHjYMEDfSs0qVwcoKq7YRjYpQiu3at0k/By0vNNB/af3s/rTa2oqd3T4ZWHmoWhS1BJDD52GSmHZ/Gqm9XUb1IdbUjGZWXlxeBgYFqx5DMQEiI0iAnXz5l6jFHDrUTkeTQUP1KkYQbN6ByZWUx9Nmz5lVwAaoXqc6pzqfYeWMntZfX5u5TdRcPhjwPofby2my5uoUTnU5YfMGVpH9ydISDB6FwYfDwUPqwmCuzK7pxccp2Xh8f5VyzrVtT37zGVAplK8SB9geo7VQbr/lezD893+Q9eRNEAgvOLKDMvDLULFKTQ+0P8Vn2z0yaQZLMgY0N/P47zJ2r7E7t00c5adjcmFXR3bNHGdH+9RecPKn80Mx905S1lTVDKg1hX9t9LDq3CJ8FPhwPOW6SeweGBVJxUUUWnV3E7ta7GVZ5mDwuXUr36tVTHry/fq00v1q2zMzmeoUQyb0ZXUKCEIcPC1G3rhDFigmxbp3yMS2KT4gXy84tE4WmFBKNVjcSJ0NOGuU+Z8PPisarG4uCUwqKBacXiPiEeKPcx9yVKVNG7QiSmTtxQohy5YRwdVVqS7zpflWSrKuqFd1nz4RYulQIb2+l2M6eLURMjDHvaDqvY16L30/8LhynOopqS6qJFedXiNcxr9N0zTexb8Sai2tElcVVRIHJBcS0gGlpvqaxrVu3TpQqVUrodDpx6tSpJF+3c+dO4ezsLIoWLSrGjx+v9/Vl0ZX0kZAgxI4dQpQtq9SaiROFiIgw+m2TrKsmW72QkABXryqT3Xv2KM2Jq1aFH36Ahg1Nt9HBlGLiY9hyZQsLzy7kROgJajnV4utiX1Pps0oUzVU02RUPCSKB61HXOR5ynO3Xt/PXzb8oU7AM3cp045svv9HEVt7Lly9jZWVF165dmTx5Ml6JPA2Nj4/H2dmZPXv24OjoiLe3N6tXr6ZUqVIpXl+uXpBSQwg4cUJpir5hA3h6KrWnalVwcwM7O4PeLsmJUWuD3uZvz58rJzi8eKG83bmjrEbIl0/5Bhs1Urbw5spljLubD5sMNjRzaUYzl2Y8ePmA3Td2s+PGDvwO+fHo9SO+zPMl+TLnI0+mPFjprIgX8TyNfsr9Z/e59eQWOexyUM6xHHWL1mXm1zNxyOyg9reUKiX16CZ/8uRJihUrhpOTEwAtW7Zky5YtehVdSUoNnU55QO/jA7NmKSsctm1Tjva6dg2KFIFChSB/fuVk4j59lIMyDc0oRdfGBtzdlTOOsmaFzz4DZ2fIksUYd9OG/Fny086zHe082wFKI/FrUdeIeBXBo9ePEEKQwSoD2W2zUzh7Yb7I8QV5MuVRObXxhYaGUrhw4ffvOzo6cuLEiSRfP2/ePOb9fX5LZGSk0fNJlsneXulSWL++8v6bN0ofh/Bw5e3NG+PVK6MUXTs76NHDGFe2HDntc1LOsZzaMdKsVq1aPHjw4KOPjx07lsaNG6f49YlNbyXX57dLly506dIFINHpCkn6FPb2ykDR3d349zJK0ZXSD3//tG2FdnR05P79++/fDwkJoWBBeUimZLnMap2ulP54e3tz/fp1bt++TUxMDGvWrKFRo0Zqx5Iko5FFVzKaTZs24ejoSEBAAPXr16du3boAhIWF8fXXXwNgbW3NzJkzqVu3LiVLlqR58+a4uLioGVuSjMqsG95IUnLkkjHJjGmv4Y0kSZIlkkVXkiTJhGTRlSRJMiFZdCVJkkwopQdpkmS2dDrdLiFEPbVzSFJqyKIrSZJkQnJ6QZIkyYRk0ZUkSTIhWXQlSZJMSBZdSZIkE5JFV5IkyYT+DwSfVmsOXPcdAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 移动坐标轴\n", "# Plot cosine with a blue continuous line of width 1 (pixels)\n", "plt.plot(X, C, color=\"blue\", linewidth=1.0, linestyle=\"-\",label='cosine')\n", "# Plot sine with a green continuous line of width 1 (pixels)\n", "plt.plot(X, S, color=\"green\", linewidth=1.0, linestyle=\"-\",label='sine')\n", "plt.yticks(np.linspace(-1, 1, 5, endpoint=True))\n", "ax = plt.gca()\n", "ax.spines['right'].set_color('none')\n", "ax.spines['top'].set_color('none')\n", "ax.xaxis.set_ticks_position('bottom')\n", "ax.spines['bottom'].set_position(('data',0))\n", "ax.yaxis.set_ticks_position('left')\n", "ax.spines['left'].set_position(('data',0))\n", "\n", "# 添加legend\n", "plt.legend(loc='upper left')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 3D绘图\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "X = np.arange(-4, 4, 0.25)\n", "Y = np.arange(-4, 4, 0.25)\n", "X, Y = np.meshgrid(X, Y)\n", "R = np.sqrt(X ** 2 + Y ** 2)\n", "Z = np.sin(R)\n", "\n", "ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=plt.cm.hot)\n", "ax.contourf(X, Y, Z, zdir='z', offset=-2, cmap=plt.cm.hot)\n", "ax.set_zlim(-2, 2)\n", "plt.xticks(())\n", "plt.yticks(())\n", "ax.set_zticks(())\n", "\n", "ax.text2D(0.05, .93, \" 3D plots \\n\",\n", " horizontalalignment='left',\n", " verticalalignment='top',\n", " size='xx-large',\n", " bbox=dict(facecolor='white', alpha=1.0),\n", " transform=plt.gca().transAxes)\n", "\n", "ax.text2D(0.05, .87, \" Plot 2D or 3D data\",\n", " horizontalalignment='left',\n", " verticalalignment='top',\n", " size='large',\n", " transform=plt.gca().transAxes)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scipy库" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# FFT变换\n", "from scipy import fftpack as fp\n", "t= np.arange(0,1,0.001)\n", "sig = np.sin(10*np.pi*t)\n", "sig = sig + np.random.randn(sig.size)*0.2\n", "sig_fft = fp.fft(sig)\n", "freqs = fp.fftfreq(sig.size,d=0.001)\n", "\n", "plt.figure(figsize=(16,4))\n", "plt.subplot(1,2,1)\n", "plt.plot(t,sig)\n", "plt.subplot(1,2,2)\n", "plt.plot(freqs,np.abs(sig_fft))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Signal Processing\n", "t = np.linspace(0,5,100)\n", "x = t + np.random.normal(size=100)\n", "\n", "from scipy import signal\n", "x_detrend = signal.detrend(x)\n", "plt.plot(t,x)\n", "plt.plot(t,x_detrend)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t = np.linspace(0,5,100)\n", "x = t + np.random.normal(size=100)\n", "from scipy import signal\n", "x_detrend = signal.wiener(x)\n", "plt.plot(t,x)\n", "plt.plot(t,x_detrend)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 图像处理\n", "Scipy中已经集成了一种图像处理的函数,`misc`" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 1023.5, 767.5, -0.5)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8+BAAnU7H1tYWo6OjfOELX+D69euSL3j77bf56le/Ktuxvb09crkciUSCSCRCIBBgbW1N3rx/9Vd/xblz53jrrbdYWFjgK1/5Cul0mkuXLnHr1i16enq4ePEi9XqdfD7PSy+9xE9+8hNmZmbk5ozFYlitVm7fvk13dzcWiwW73Y7dbmd2dpbvfe97nDx5ks7OTtxuN3q9nlQqRSqVkvyGx+Nha2uLwcFBtra2OHnyJIeHh/I0rlQqknez2WzodDpKpZLkocS/L5fLpNNpHA6H3MiCFlCr1USjUVZWVhgaGiIajaJQKNDpdB+rqjc3N+XrCOpCbJZgMCgBKJvNolKpKJfLlMtlEokE6XQap9P5eMP8Y2VXqVQAUKvVciMK7spkMslqt9FoyOq5VCphMBiIxWLA44pFo9FweHgoq6V2u00ulwMeV/0CHEQrL1rYer0ugbfRaKBSqSSXpNFo5OFSLpdleylay3a7LUFEoVBQLpflexHtsWg9W60WhUKBN954Qx7u0WhUgh+A1+vlN3/zN/nxj3/M1taWBNpcLie7HgFgAhDz+TzpdJpisShfx263Y7VaMZlM9PT0SMB78cUXP1kA+/Vf/3UuXrzIj370I3p6erBarXR0dNDT08OpU6dki1itVrl27RoPHjxgZGREVk6Tk5M8++yzqNVqbt68ycTEBD/96U8xmUxotVrS6TSxWIxYLEY4HJYthsViIRAI4Ha7GR0dJZVKsbm5yYULF3C5XLRaLX7xi1/gcDiwWq2yNQgEAmxvb2MwGDCbzWg0Grxe7//DpXz00Uf09vbKk9ntdlOr1Zifn+fVV1/lypUrLC4u8tprr0mw7e3tlUTr9evX+fDDD+UG/cIXvoDb7Uan0/H+++8zNDSEXq/n8PCQmZkZFAoFS0tLlMtldnZ2GB4eplKp4PP5JGAIonN5eZlHjx7J8j8cDhMKhSgWi/zgBz/AYrEQDod58cUX2dnZ4Sc/+QnFYpHd3V3q9Tp9fX309PSgUCiIxWKMj4/Lis3tdkvxZHt7G7VazejoKPv7+xSLRVwuF+FwGKvVSq1WIxQKYTQaZRWxu7srK95WqyXFAL/fT39/P5lMhps3b3L27FlSqRR2u51UKkU4HKbdbmO1WmV7cXh4SDablfzV8PAw+XyeXC5HT0+PrHAKhQKNRgONRoNOp6PVasm2yWazcXBwQKPRoFwu09vbSy6X4969e3R2dkqwACQJ73A4ODw8RKvVUq1WqdVqGAwGWcE0Gg1KpRJ6vR54XL2LltNoNLK7uysrC8HbWa1WCbaiChGVnWgNtVotpVIJlUolKy2lUonRaKTValEqleT/l8tlKbiIqku0gILnElWY4K1ardbHqiMhSIjfC2Bubk6KAJlMRnJvBoMBq9XKN7/5TZaXl+XvKABJVKLFYlGKP3a7ndOnT3PmzBmee+45nnvuOZ5//nkuXrzI6dOnOXHiBLOzs3g8Hvr6+ggGg0xOTv5SAFP8c0/m/pfOxP+jP/ojyuUyDoeDer3O7du3yefznD17ltHRUXZ3d8lkMthsNvr6+lheXqZer9PT08P169fJZDKylD9z5ozkAPL5vOzNh4aGyGQy6HQ6bDYbS0tLFItF4vE4Dx8+ZHZ2FgCXy8XNmzeZmppiaWmJZrNJPB4nFAqRSqWYmZmhVCrR398vbxy/349CocBgMOB0OonFYoRCIa5fv87u7i52ux2Xy8Xk5CQGg4Gf/exndHd3Mzk5yc7ODh988AGnTp0ikUjgdDqpVqu88cYbnDlzRnIyDx48QK1WMzg4yPDwMIODg2xubrK+vk6xWGRgYIBbt25J9c9qtUrSv91uS67wyVPTarXSbrfp7Ozk7t27mM1mFhYWuH//vmznNBoNp06d4qOPPqJerzM8PMzNmzd56qmnJOEcDAaJRqOo1WoGBgbI5XL87//9v6X4otFoSCaTKBQKWZE2m026u7vZ3t7G7/fL6qZWq9HR0YFCocDn87G3t8fOzg4dHR10dnaSTqfR6/UUi0XC4TBarZbz58/LPwNsbW3hcDjw+/2oVCpSqRR7e3s0m01sNht+v5+VlRWmpqbY2tqSfNni4iJjY2Ps7u7S29sLgM1mY3d3l729Pfx+P+12m8nJSe7fv09HRwdms5lsNgvA6uoqmUxGtrXwuELa2dnBaDTidrvl+9NqtTQaDcnfxONxfD4fyWQSk8kkRRWTyUSj0fh/2jiv10u5XJaHpgAR8fNFiyWEnXq9Tr1ep1KpYLFYPka9CBAtlUoAstpSq9UYDAYODw+lOqlUKrHb7SgUCrRaLR6PB4VCIQFtdXWVarVKuVyWQN1ut6lWq6jVan7v936PP/uzP5OCl+CuBgcHOXHiBG63G7PZTK1Wk1zXgwcPWFpaIhKJkM1msdlseL1eAoEAVqsVQLa1tVqN73znO790Jv6/CoDdunWLdDrN0tKSJDr1ej0qlQqLxUIymaRUKnF4eMi7776LXq9namoKjUaD1WolmUxisVjweDwSUA4ODohEIsRiMcl7nTp1ih//+MfEYjEqlQpms5loNMq/+3f/Do1Gw//6X/+L4eFhWUEFAgHS6TT379/n5MmTzM/P09XVxYULF7h16xbFYpGxsTHy+Tw9PT3y51utVtLpNNVqlbm5Oc6fP8+7777L888/z+LiIufPn5fWhVqtxurqKjs7O+j1et59913+23/7b6jVan74wx8yODhIMpmUokBHRwfz8/N4PB40Gg2lUkkS9I1Gg/fff590Oo1Op0OpVMq2YmxsjM3NTbRaLaFQiFwuR61WY3t7m1OnTnHixAkJ2AqFgsPDQ9luer1e8vk8jx49Qq/X093djclkwmQyMTIyQr1e5+DggGg0yuHhIU6nk2KxCDxumQqFApOTk/KapFIpEokEk5OTHDt2jMuXLzMxMSFFjkAggFqtZmJigmg0SiqVQqFQ4PF4qFQq3Lp1ixdeeIErV65gtVrp7+8HwGQyUSgUqFQqPHr0CLVaTXd3N4FAgLm5OXw+H++99x5TU1Mf49Lcbje5XI7NzU2Gh4dlGxcKhYjH4+zv70u+U6ja+/v7chNqtVrK5TLJZJJGo0EikWBwcJBSqUSlUkGn08k20Wq1srq6Kis2vV6P2+0mGo3KltXlcqHT6cjn81gsFgqFggQKsVEDgQCxWIxSqUS1WsVoNEruSbR5ogVTq9USVARpLxRCIWyJNlHcT61WS4JDLpdDr9fTarVk1yO6G61Wi06nQ6VSkUwmKRQKwGM19UnFsFqt8q1vfYsrV66wsLBAV1cX586do6OjQ1aAGo2GfD7Pzs4ON2/eJBaLSa5OfE6hUAiPx0Oz2SSfz8v3K6rRf9w3vxTA/lV8YEKx6e7ulhK/QqHAarXy85//nKmpKcl5CAUnGo2yvb1NV1cX8Xgcr9fL0tKS5JJarRYPHz5kcHCQoaEh3n//fcmXeL1etFqt5BN+8IMfYLfbcbvdVCoVKpUK9+/fBx4j+xe/+EXMZrP0bv30pz/la1/7GktLS4TDYXky7+zsMDQ0RLPZlB/KhQsX+Pa3v81nP/tZCoUCmUyGDz74gK6uLiKRCG63G4PBQCKR4Itf/CLDw8P82Z/9Ga+88oqs6KrVKqVSid3dXa5evYpSqWR3d5f+/n40Gg2XL18G4Hd/93eJx+Osr6+TzWaZnp6mUqlgMpkIh8P09/ezuLhIuVwmEAgQjUbp6Ohgc3OTfD7P5uYmFy9eZGtri83NTTo7O+nu7mZ1dZV0Oi03vlCMr127RjQalRsslUrR399PMpnE4/FIG4cgYB8+fMjFixfxeDxYLBa0Wi0PHjzg6aefJpfLYbFYpCqXSCSoVCrk83mq1Sq7u7s0Gg1GR0e5cOECDx8+xO/3EwwGicfjbG9vMzY2hsPh4ODggJmZGZaWllhZWSGVStHX18fBwQFTU1Nsb29TKBSk/0pUPHq9Xm6KaDTKyMgI169fx+Fw0Gg0OHbsGAsLC7hcLiqVCjabTdoQIpEI9Xqdrq4u2u02g4ODrK+vy/bN6/XidDrJZDL4/X5pn1hbW5P/pl6v4/V60ev1pNNpKbYIkl1wqkINFlyt0+mUiqNKpZKWmVqt9jEeyWKxUK1W0Wg00icmugjRQoslKjexFyuVivw7o9EogRQet3yVSkUq1oVCQbaharWaRqPBb/zGb7C2tsbrr7/OF77wBXm4rqysMDc3JwGqWCxSLpdRKpX4/X78fj8ej4darUYkEiGXy0n1VKlUSkAVbagQRn7Z+lfhwDweD2+99RbxeJzTp09z48YNjh07RqVS4amnnqLVarG4uMj+/j4WiwWHw0EymZRGzZMnT3L9+nXK5TLwWAbe3d3ls5/9rPQWDQ4O0tXVhd1ul22q8CjNzMwwMjJCq9ViaGiIa9euMTQ0xFNPPcXy8jIPHjxga2tLku2CsBwcHCQWi7G/v49er5f+HKvVSr1ex2g0srCwgN1ux+/38/DhQ5577jneeecd3G43jUaDdDpNX18ffX19FAoF8vk8Z86cIZ/Po1QqefDgAcFgkIODA3w+nzSLejwe6d86f/48MzMzbG1tEY/HqVarnD59mrW1Ncl7dXd3Mz4+Lk23Wq2W7u5uNjc3gX864ZaXl+nv76dWq1Gr1YjFYlgsFgYHBwmHwwwODrKxsSFtDeFwmGAwSH9/v6zsxGGUSCR46aWXJFcnLBxC+S2VSnR3d6PRaOjt7aW3t5euri6sVqu0HnR1dclqOZPJYLFYMJvNdHR0SH5TnMKpVIqbN2/S09Mj1dtkMik5NJvNJn1vdrudjo4OwuEw4+PjGI1GWeE888wzZLNZ+vv7cTgc1Go1vF6vBNauri4WFxfx+XzodDrJzyUSCdxut7QyhEIhyZO53W7sdjvDw8O899570sIhvHfC4OvxeCSQirZPtJsCbARI1Ot12XprNBp5uIu/F17AJysUQSF4PB7Z1glfo0KhoFgsSrW5UChIzs3r9co/t1otSU0IM7Yg+IUwAI8P/1arxeuvv47b7aanp4dsNss777zDj370I65evUo2m8VoNMoKUq1W43Q66evrQ6/XEw6HuXHjBqlUCp/PJys/UcGKJcCzWq1+8jaKr3/96/ybf/NvsFqtfPDBB3zpS1+ShPrt27d55513pMTcarXw+XxEo1F2dnYIhUJ897vfZWRkBIfDQbPZZH5+nt/6rd/ij//4j/mP//E/ksvluHbtmjyNzWYzOzs7WCwWOjo6JPfUbrdZWlrCZrPJm71cLlOpVCRpn0gkGBgYkNXe9PS05BJyuRxer5ft7W2CwSDhcFh6sv72b/9Wchdra2uytZqfnycSiWA0GrHZbLTbbVZWVlCr1VgsFgDGx8flxp2enmZsbIxiscjQ0BDd3d0olUrm5uYkmIt2odls4na7WV9f56WXXuLHP/4xv/EbvyEJ2kAgIGVyQfSXSiVCoRAPHz7EbDajUqkIhUIf+7dms5njx49z+fJlzp8/D8De3h6tVos333xTJiqEUry7u8v8/Lw0ek5MTODxeKTw0dfXRzabxWAwkMlkaDQa9PT0UK/XicfjUjoX3Gaz2USr1VIoFMhms9TrddxuNwqFQqYphGO9VqvRbrfJZDKo1Wp5SB0cHBCLxQgEAhwcHEji3eFwSLPp7u4uPp9Pfq7RaJTOzk5pFvZ6vRSLRWk5Ef/O4/Fw+/Zturq6ZLsmDpytrS0p1IhkRCgUIpPJMDk5iVarlcS3zWaTnJWwsiSTSQncer0em80mAUBcO6PRiNPppF6vU6vVpJggeKqOjg5SqZTkmITXrNVqyYpPVM3C2nR4eChbUeHgF2ClUCgkqCoUClKpFCdOnOBrX/sazz33HBaLhT/5kz/hrbfe4tGjR9KvJroPAZLBYJBarSZ5T+Eg6OrqkrSCqAafXLVaTd7vAF/60pc+eSPrwsICs7OzDA4OcuXKFYxGI3a7nZ2dHTo7OxkeHsbn8zE2Nsb8/DyhUIjPfe5zbGxsMD4+DiB5mt///d/n+9//PpcuXeL73/++BC3hbD59+jQGgwGAzc1NstksGo2GhYUFOjs7KZfLDAwM0NfXx/z8PA6HA0BeONFGeDweSe6KE31paUmaWre2tmTJPjg4iE6no9lsMjExISujdHNZ6AwAACAASURBVDrN8ePH2drawuv1YrPZ2NzclBVFqVTCarXyl3/5l3g8Hm7cuEGhUGBiYoKrV6+Sz+fl9z169AiTyUQkEuHw8FDeIAMDA/zsZz+j1WoRi8XY3NzE5XJx9epVpqenef/999nd3cXpdHJ4eEir1aJareL1egF48OABm5ubKJVKUqkUGo2GnZ0dAoEAu7u7dHZ2EgwG6ezs5PTp0/zoRz/C6/Xi9/vxer10dXXR39/PxMQEu7u7PHr0CLfbzaNHj6RfSgC48HB1dHTg8/mkACI8P4L4dblcFAoF7Ha7PMxElWY0GqURVLQ3pVKJzc1NQqGQ5MqazSZms1luomw2y+7uLoFAgGw2K/12KpVKmksPDg4koZ1IJNDpdLIiGBoakpWSSDTU63WZ2ojFYlKJFDEqoaAKEBMGZ+HXs9lsUj2sVqvo9XoCgQCJRAKTySTVSeEVEykMwRsKjk6j0cgkhIgbiYPMZDKhUCjQ6/XSdiJEBJfLRTQalT4yAWzCMwbI99dsNpmcnOT5559nfHwck8nEm2++yV//9V9jNBoljyZ4N5vNJq0a5XJZRv+E1aPZbGK1WmVbLkzbwnYhTK0iKSDA9J+rwP5VSPy5uTnW19f5zne+Q6vV4uLFi2xubrK5uYlCoZCxnomJCan6fOc738FqtcqWUMi83/zmN/nud79Lq9XCbrdTKBQYGBjgxo0bqNVqPv/5z+NwOMhms9K9vr+/j9FoZHBwkPHxce7duyeJ+Bs3bsj8l3AS1+t1nnrqKbxer+RRhBu/0Wjg9XpJp9MMDg7yp3/6pzz33HMyB1ir1fjKV77Cn//5nzM0NMTe3p5US8fHxyVZ29vby9zcHIODg9y/f5/Ozk5KpRLhcJhkMsnExAR3796lXC5z8uRJrFYrm5ubNJtN+vv7qVarRCIRFAoFc3Nz0kO3tbWFWq2WilsqlcJoNEr5XZgRxSa/f/8+g4ODuN1uWaa3222CwSA+n09m/EQbeOfOHV544QU++OADuXEVCoU0RorPymKxMDU1JZMGY2NjMr4iSGiTySTbLJPJxO3btzEYDJInS6fT2O12mRe8ffs2fX19dHV1kUwmmZubk074g4MD2u22bOOeBLzp6WnpAWu324yNjcmkQz6fp6urS/q6bty4gc/no1wuS5PusWPH2N7eJhAI0Gg0SKVSjI6OEo1Geeuttzh//rzkscTXhV9raGiIlZUVVCoVTqdT2itu374tYzXFYpFUKkWr1ZKEvxAGDAaDzDXm83mp9Ioqam9vT1qChLBTrVZlFdlqtbDZbBgMBiKRiKykRMUrPGYCMATXpNPpZJsqTMWiGgRYWlqiVCoRCARkdhOQFbzwof3fucZ8Po/BYKDRaEjf5pMV15PvQbStImolwPdv/uZvfimJ/69SgU1NTbG4uMjZs2c5ceIEi4uLVKtVjh07hlKp5MUXX2RqaopwOMzly5fZ2NjgxIkT9Pb2YjAYcDgczM7Ocvr0af74j/9YemmE/0fwMrVaTQZ2BVkoYi0nT57k7//+77l8+TI7OzssLy/j8XgwGo2k02kZ3Wg2m7zwwgv8+Mc/Zn19ndXVVflBbm5uyg2TTqfRarU4HA4ePXqERqNhfX1dViSdnZ2o1WqMRiOhUEhK0clkEpfLJeMje3t70ndkMBhkWb2+vi6B9+bNm6TTaUwmEx0dHeTzeVQqleRfFAoFH374IWNjY/J3GRsbk6FhQcoKFc3j8WC1Wj+WB3W73dTrdTKZjATKcrlMrVbj5MmTPHr0iLGxMTQaDYlEgs7OTmZnZ0mlUng8HkKhkDR7zs7O4vf7KZfLchMrlUoZ7BVKqDhkBLdos9nQ6/WUy2Xa7TYGg4FCoSBBT1hYhN9rdXUVm80mJX1hWRBtpRA3gsGgVLn7+vpkML5SqUhV+/DwkFQqJR36zWZTusb9fr8EiJWVFU6ePMnt27eBfzKuiipHHIDwmPsV6rO4l2OxGCaTSSqKbrdb+qXMZrPMfIqKQ/i3REVlNBol7XF4eIjZbCYej0vPovjdBWmvVCqlfUkcMoIbE0rmk+S+qHIMBgNarVaCoLiX9vf3iUQiMjMp/FzCkiEAV4CS8KM96TUD6Ovrk2AoKiwBXv93LlO8J8HPfeIc2Pnz59FoNHz44YeSzBTE8+joKLVajWw2Kz1dqVRKgocIO4upCefOnWNkZETyHsPDwywsLDAyMoJaraZUKuF2u8lms3R2drKzs8Nbb71FuVzG6XSi1+ul0bJUKrG6uko2myUWizE1NcXQ0BCVSoWLFy9y8eJFZmdnyeVyZLNZNjY25KkobjSj0cji4iKvvPIKjx49Yn9/n1KphEajkdVEKpWSm02r1RKPxwkGgySTSfb29ggEAhiNRq5fv876+jqdnZ3odDpee+01mXccGRnBZrORTqdRqVS88cYbjI2NSUJ/a2sLu90uA+WHh4dsb2/LG/DSpUtUKhUZcD9x4gT7+/t4PB50Oh12u521tTXMZjO9vb1UKhUWFxdJJpPs7u4yNDTEe++9h9frlSf55uYms7OzzM3NUSqVOHHiBPF4nLt379Lb24vVapXXqNlsypb58PBQXiMBck9WLSI8rNVqJbmbyWQIhUKSwxG8WSQSkeRwPp9Hp9NJo+qTkRSheguup1QqkclkZHYzlUpJfkbYAprNpuRFxfsfGhpibW2Nzc1Naeb0+XzSwiJUQnHdBWkvNqZQr0U6IRaLMTs7i1arlWCl1+ul50mQ9ILDA2RwW6/XS3pETGh5Mt8qhgbA4+idUDKFH0+0caJyNJvN0tdlMpmoVquyEBCHhEqlknSNUCJVKpUEHcFji5ZUcG8C2Ds6OiSYi3SAUByffC0B4E9OrFCr1UQiEX71V3/1kwUwkb0TUZKvfvWr7O/v895773Hjxg2Wl5dZW1tjZWWFzc1N2u02TqeTp59+WrZwDx48ACCZTLK9vU29XmdkZIS5uTkuXLjAwsICmUyGWCyG0+kkGAzy3e9+l0wmI8Pat2/fJpPJMDo6ytzcHF6vl6mpKWZmZpiammJiYoK5uTk2Nja4desWarWa//k//yflcllmAYV3bGdnB4/HI9tLQYYvLS0ByNZA8Dmf/exn5Ylfq9WIRqPSS6PVavH5fFIG397eptVqST9VvV5ndnZWZvkEl5NIJPjsZz/L1tYWN27coKenR6pw2WxWhsHn5uYIh8OkUimSyaQkrre2tkilUlK1PXHiBIFAAL/fz87ODmfOnMFut1Mul/F6vczOzsoRPefOnZNZvvHxcTY2NlhdXeXpp59me3ubaDTK2NiYnF5Qr9dJJBKkUilisZhs54TT3+fzSdXVbDZLILLb7RweHpJMJmUrIwBIVDTpdBqz2SxvdrHhhA1BbBLBWQkHezabldEY8T3CXS5aoUwmQy6Xw2az0Wg0pK0kGAzKyM/BwYH0RzmdTvb29ujq6qLRaEhl9cmMnzD+CoI/kUjgcrnY3d3F7XaTSqUkwS+quUAgII2jWq1WqvQi3yoqOuEvKxQK0tkv4nhPhshF1/Kk102M5BHJEgGyIkEg2mThyBcVkqieBP0kxAFxCIjKa3x8HJ/PJxVh4evSaDQS/J90/gPSg1ar1djc3KRarfKNb3zjkwWwF198kQ8//FCi77e//W05jqa3t5eOjg7sdju1Wk0SlxaLhUqlwoMHD4jH40xOTlIul2k0GmSzWWq1GsPDw1gsFt577z150vf19bG9vc3q6iper1dGa2q1GuPj46TTaZlbBOQcqTt37nDlyhWOHTuG1+uVp6cgHK9evcrIyAibm5uk02mWl5cZHx9ne3ubzs5Obty4IXkecTIdHBwwPj4u85c+n4/bt29/LAJVLpfZ39+XfE9fX5+0IPh8Pl566SXMZrM03s7NzaFWq7l06ZIEdXjcygQCARYXF2XsR1RTo6OjuN1ulpaWeOGFF9je3ub06dNyBI5SqeSpp55iY2ODcDgszYeFQoHOzk68Xi/ZbJb5+XnMZjPd3d2Sf8pkMoyPj9Pf38/Kygomk4kTJ07I62CxWFheXmZra4tMJiMnVAgi+smwvJh7JqwDwgMkKudsNivNlyK3WS6XpY0in8/TbDY/FpmpVqtYrVai0aiMESUSCVkBZjKZjyUJkskkRqORrq4u9vf3SSQSMgKjVCqJRqPU63UCgQDxeByLxcLe3h6NRkNW5aOjo9y/fx+fzydH74hNaTQaMZlMvPfee4RCIZxOJ2trawSDQdkJiBZTVEjC3iPeIzwGI2GBESODhPAhJkWI1lupVGK1Wj8G0FarVVocdDqd5KnEEgom/NM4H3EQCJuFiAmJg0j8f6PRkC26GFU0PT0t22wRVxLgJ9rwJ/kvAY5Cfd3e3pbv4RMHMKfTycjICKVSSTrDfT4f6+vrFAoFNjY2yOVyEsFzuZwsa1UqFT09PaytrcleXqFQ8J//83/mo48+wmKxcPbsWYxGI4lEgmKxKMt6cVO53W45x6mnp4fBwUFMJhPb29ucPXuWUCjE5OQk+XxehmddLheRSERm5sRNJGIYYtP09PRQKBRIJpNMTU0RiURk4NnpdOL1elldXeX555/n7t27fP7zn0etVrO8vEypVKKrq0s6lM1mM2+88QZ+v5/Ozk6SySQLCwu43W6+973vyQ0XCARYWFjg2LFjfO973+P06dPy5N3f35cZSYCVlRXsdjter5eZmRmsVqvMFQrOaHh4mHQ6zQsvvCCNhVtbWxw7dozNzU0mJiZQqVTSxV4oFOTsNbfbzf379xkdHaWvrw+VSiXbFUFS7+7uolKppBXjyTZSqVTi8XiIRCIUi0UJ7kJSF9df8IeihRWvK8biiKGYgrcTn5kQLcrlMjabDZPJRDablQZckQqJx+OUy2XJFwq/VyQSkdWWEJQEbydys2J0jpjntbGxgUqlkhW2aG8zmQwDAwNcv36dRCJBR0eHHDAguFQxbkZcZwEehUJBXpt2u008HpcDOB89eiSrHqVSKX+PVqtFT08PlUpFVpFCCBCgo9fr5b0iRBhx3UUrLfalyAuLdlgICQJ4hGIowLdareLz+WSSQrSZomUUwC5+9pNqo1arlcJaOByW7ymVSvHrv/7rnyyAfetb38JqtcpyX2TEFAoFW1tbWCwWhoeH5ZwhMU3UYrFw5swZaQBtt9v09/fz9NNP8z/+x/+QM5jEjCvhpB8aGiKXy0lPS7FYlNyY2JDb29uSkBSKk8Fg4Omnn+bs2bM4nU6Zh9TpdBw7doxms8n58+elGVOoaoD0vmg0GmZmZmQsJR6Py1lJzzzzjBzUJ4K0d+7cYWFhAY1Gw9jYGDqdjkgkIsfaPP/88/z93/89nZ2dvP322xiNRhqNBj//+c9RKBRcuHBBWh4EqepyuahWq0xMTKDX6wkGg0QiEdLptDQcnjt3DovFIgc4GgwGKSi0220CgQDhcJihoSG0Wi1LS0uYzWYmJyfRaDRks1l++MMf8sorr9Db28vNmzdpt9t0dHSwtraG2+2Ws9kWFhao1WqS1xEcnZhfJjgqm80mJ+0K3kjEfsS1FXzkk9NFxaws0RrBY++QaH8FbyZmwwlCPp1OA0juyePxyDB0pVJhb29PZjSdTqfMMzocDmk92N/fl8kQUZUJo6iogtRqNVtbW1itVorFouSFZmZmuHv3Ll6vl/39fanSicykAO5oNMrk5CS5XA6Px8P6+joulwuv1yt5umAwKD9/MVbp2Wef5eHDh7IjENMxRCpBeMCq1apU7gHppxOgIywSwhMngObJgHmxWJSgJa756OgoDofjY+HwJ0Pigsd70p8mOLlms8mDBw+kZy6fz3N4eEij0eC//tf/+skC2Oc+9zneffddqVQ99dRTcuywy+VidXWVWCzGqVOnZKt17tw5gsEgP/jBD2TsRERaPvjgAzkpQfT3LpeLdDrN9vY2gJTqxcW0Wq2MjIxweHiI1+tlZWWFWq3G7Owsq6urKJVKrl69SiQSwWKx8Oabb0r7QTqdluOql5aWmJ6eloMNjUYjxWKR/v5+ms0mAwMDOBwOPB6PtE2IymBpaYmDgwNu3LjB6Ogoh4eHcoyxGP8zPT1NR0cHwWBQjrMWsZ0vf/nLJJNJOVdMGGnFNIPFxUWCwSBXrlyhr6+PqakpSqUSly9fJpfLSdCcn59HrVYTj8clfyRkfHHjCmIbHrd2Yo6VqPwMBgMXLlyQ7fHAwADb29tUq1UCgQAADocDpVJJOBxGrVbj8Xhktk6M/llaWiIajX5sXlV3d7e0iOzt7cmRw6K6SCQSsmIFuH//PgqFQra6QtYXrV9vb6/0pYnfUfA/IoIjzKCA9C3VajWcTicOh4P79+/T19dHLpeTER1RdYn4z+TkJLdv35atuRiEKGanmc1m6WwXk1UExyc4O6/XKz8rQXRPT0/LjS5SDxaLhVQqxcDAADs7O7hcLk6cOEGj0SAcDkujq7DAiCpKdDWidRPXVtgcROUmWjkxskhcLwFYApQEuAjwEdVrd3c3er1eclgi9C84LuBjvrEnAS2fz7O+vi7VVlHAiO/7xAEsGo3KWUivvfYaOzs7fPTRR1y5ckVGdmZmZuSUBSEni7EvpVKJU6dOMTo6ys2bN+UHIfpu4QM6ODjg1VdfRaFQyFjS8PAwoVCIbDZLd3e3NEaKsj6Xy9Hb2ys5EavVikql4vTp09y8eROj0cgzzzwjidZgMMj169c5e/Ys8/PznDp1Ss4Qn5ubkzfOz372M+kzEmOCxPBFi8XC5uYmZrOZubk5zp49K/kq4RUS/ItoYcTcLxGqdTqdTExMsLOzw7PPPsvKysrHTvhEIsGtW7eAxwMln376aVqtlhxjLWwVwh/X3d3N/v6+rDJEGFhwLadPn8ZqtTI9PS0PGRGr6u7ulgT0wcGBlPytVisbGxuygtvc3GRra0vOPxN+MTE0T/iGksmkHOwn3PBCFRMePL1ez/r6OhqNhkePHtHd3U0+nyeVSkllU1hrhJImxARBSut0Our1OqFQSIIsPDZMC3VWbGS1+vHIbzHvTYzVERWxmDO2v7+PUqmUQoHgEXU6nUwVCMPok2OfhVtdvFcxFl1UniJiJsyrYgCkSqWSlhwBQiLyJMZ2C9uO4JpEq2u1WiXIC9pEjOARAAdIABKdgwAcQLbiQu11OBxyMq84lMQ0DEELAJJLe9KgKg6Ohw8fylY0m81+bFbZ/xcA+8xnPsN/+S//hUePHrGyssJ7773H2bNnMRgMMksXi8WYn5/n4sWLXL16lZWVFSwWCwMDAwwODpJIJOQYlVAoJFseQKpTY2NjbGxssLa2xsmTJ+X0hEQiwfLyMjMzMxgMBnZ3d+WDCUwmE8ePH8doNKJSqTh79iy9vb30/ONDSMQwxsPDQwYHB6lWq5KrmJycZGtri3a7zTvvvMPk5CTr6+s4HA5yuZycOKrVajl37hz379+XoekPP/wQi8XChQsXuHz5Mn6/X27yTCaDw+Ggq6uLQqHA3t6enDcmZvOLKkxMZWi326yurjI2Nsba2pqcUDEyMkIkEmF5eVnGTmKxGI1GQ46j3tjY+FgEZn9/H5PJhNFoZG9vj+npafb39+XYF2GLEFylmPEeiUSkxaVcLuP3+6XaKk5f4VQXYd98Pk82m5UZv0AgwNTUlKwCdnd35bMHxGYQyrS49kqlErfbzcjICNeuXZMcj/AkdXd3S8JaZF3FiGe/3y+7AOFDE0ZVMSBRo9FQKBSYnp5ma2tLEthWq1UC2dDQEEtLS7TbbTmexuVyydcW3joBYAIwUqmUrFyeVP7GxsaIRqOYzWZZ5YvKz263MzY29jEbiBhXLYLSwtWfy+Uwm82yKstkMvI1xPURLe2T4fwnI0Ci9RdVoRBSxL8Vn63f75eDEEX1KD5vwZcJxRGQ1Zi4f9fW1iTflc1mSafTEuQEgCkUik8ewD7/+c/LCaEHBwd88YtfpFKp8MUvfpFwOMyf/MmfYLfb+fznP8+3v/1taaQTZG8mk8FgMOD3++nt7eXdd9+VyolwJns8HjlQT5DWYsa42Wzm3Llz6HQ6aU1Qq9UkEgk5qfXYsWPcvHlTktsiJiFMrGazWZa8opW5e/cuzz77rOTbvF6vfEqNwWCQvJH4ueK1RaTm4OCAarXK1NQUgUBASslzc3Mkk0k2Nzfp6elBqVQyOTnJ/Pw8VquVCxcuyHzlqVOnePToEV1dXYyMjPC3f/u3vP7669LgKoyEIpso4lxiTND29jYjIyMyoC68Yz6fj1qtxtjYGAcHBxw7dgy73c6DBw9kBEnMshJZNTEJVq1Wy6mjJpOJhYUFKcqITSb4SXECwz8pX/fu3cPlcsnPQXA0pVJJ+qjEyCTxWj6fj52dHemDE0qXEDfEzxHO8Gw2S7vdZnx8nEwmI2fii7Dz8PCwrMqz2Swmk0lWdBqNhnA4TE9PD81mU3KxzWYTj8cjCX/hqBf3W7vdlu2qMKSKMLeoxvR6vXxIx5NAIEBCzLOPxWJSoBGvJ+bBAfJBKI1GQ5q9hXVFtKAivpXP56WvC5AVmshglkolaYoVvjLxPYI7Fh5Eg8Eg20ZhExF2FlHRPjkaR3By+/v7UpFOpVKyihf0iRAXGo0Gv/mbv/nJAtiv/MqvsLKygt/v5/XXX+f69et85jOf4b//9/9Oq9Xi+PHjjI+P884770hQCgaDvPzyy/T09GAwGJicnOSnP/2pzMIJ5efEiRPs7OzIR215vV5OnTrF3NycJNibzaYMYIuqwul0MjAwgM1m48aNG9hsNs6dO0csFuP555/n7bfflo/l6ujowO12Mz8/T19fHxsbG8zOzko52ufzMTc3x/DwsJzEUCgUePXVV9FoNPj9fjlvSigsBwcHTE5O4vf7yefzwGOuyWq18vLLL9Nut9na2uLmzZu8/PLLXLlyBafTKRP+ItvZbrf58MMP5Wysrq4u/u7v/o69vT2+8Y1v8MYbb8ibUZh0b9y4IU2P29vbdHR08NZbb8lcoAiJCxVOoVCwuLgohwgK5UpEk0R7JqwxYkOKli2bzcrNJ9RbcfKLvKJ4zXQ6LfkVi8UiM4viKU0CVHw+HzabTc7tOjg4kCS0aKOFJ0xswEqlImfJicC5yKK2Wi3pmxOPRxP3zv7+vvxMhRVAtLKiihCChc1mk62+iO34fD6azaZMN4gnEgnzphg11Gq15H+FuCGUSFENCbOtEIkEDTIwMCCfDiWId51Ox/j4ONeuXSMYDNLX10ckEsHv90uwAqRQJVpqoQILIBXBdAF6Io0iBApxwAuQFRYIod4+qVyK+WXicC0Wizx8+BCFQkE8Hiefz9Pd3S3TLiJqJr63r6/vkzeyfvWrX+XcuXPMz8/zk5/8hK997Wt8//vfl2FTYXGIx+NyltCXv/xltNrHzz/s7++XDn5RhouRK+JZkVarFZfLRTabZXV1VUYQzGYzdrsdh8PB9PQ08E+zuVdWVpicnGR0dJS3336bQCCAQqGQ0vTKygrPPvssBwcHKBSPhwCm02mmp6dpNptcvnxZZilPnTpFJBKRilYul0Oj0dDT0yPT9zqdDr/fz+LiIidOnOCDDz6QVZiwVTSbTX7605/KqQd+v/9jTwd6+umn5UMhgsEgQ0NDjI2NyWctnj17VrZLSqWSz3zmM5JLiMfjDA8Pyxvz0qVLcgBfZ2enjNKIaR2CKBeKsZhxFYlEpOoH/8QPqVQq7t+/TzabJZvNyiB1tVqVU3VFrESQ7GKktCCJxQNOarUa8Xic7u7uj5Htoj0SlYRwm9+9e1fe9CJvKNQuYR4VXGUqleLixYvMz8/T0dFBoVCQY3UEKKhUKklCi3C9w+GQ3KoIYwsgFrPBxOQSYfYU71sMPhQqnLCQCNe9qGyERUMIEWJO/PHjx6W9QvCiQnUsFosEAgHpkxSijMFgYH19nb6+PtnJiCckPXntAZmKAKRvTLSuApAAyc8JD9eTFaL4XtEmCvHqSROsuAaCAxWq8vb2Ni+99BL7+/tsbGzI6yfc+DabjampKdxuN6+++uonC2AajYZ33nmH1157jd7eXubn59nf3+fSpUuUy2WeeeYZWq0WkUiEwcFBzpw5w7e+9S1CoRA+n4+3335bPvtvb2+PCxcukE6nJUKn02npbxIKYCqVIpfLyTG6iURC+reE4vbcc89JfgLA7/czNTWF1WolGAwSi8Xw+/3SjBoIBGTrJrxtXq9Xuqmj0SgDAwNotVo6OztlAFrMqrLZbFy7do3h4WEMBgMzMzMkEglmZmb4zGc+I6fMnjhxQs4G6+vr486dO5jNZpxOJ+vr65Jvc7vd/OAHP8Dr9TI+Pi75pK985StyhIr4/S9dusRf/MVfsLe3x8DAAAaDgVu3bmGz2Thx4gRarVbaAIQBeHZ2lmg0SiwWY2ZmBq328UNzRVg3l8sxPz+P0+mUeT2r1YrH48Hn80l39+LionzepJiG8WTrKaoREQ1Kp9NEo1FKpRLHjx+Xm1vwOWJSrSD6/X6/5OPm5uYkByeqCcHxCCPy4OAgDx8+5MUXX5Stk6j8DAYDo6OjbG9vyxZLZALF+xNKpgAUQFaRokUVooQIWgtf3JPgKpRBwXvZbDaq1Srd3d0S8ESAul6vy9SEaNHFJBKTyST5YDFK3G63c3BwIBMIarVaAohCoZAkv3iIiuDhBE3y7LPPyucJALL1VavV6HQ6rFarbAVF9SaqKqvVKkdSaTQaOeFX/FwBlqurq9IjGY/HuXbtmhwtJK6v0+mUz48VroDPfe5znyyAabVajh8/zuzsLG+//Ta/+MUveOaZZ3j66afRaDT8zd/8Da1Wiy996UuyLTCZTCQSCd577z2Gh4clofvNb36Td955B/g/vL1pbNvnmfV9JFIStXIVSYkUxU0btVD7YimSvMhyYjdpnaZN0sXtdNopBu0MilmAwXyYTj8MMFMUGEynmJl0CaZL0mZz6sR2HO+2IlmLtVISJVEb7vhkPQAAIABJREFUF4m7SFGkqP394FzXaz94Wrx4gVpA0aKO7Yj6/+/7Ws75HbApmFqFlJQULvNJ70S9tl6vZ1JlIBBAeno6HA4HVCoVlpeXsb+/j/LycmZyB4NBnD9/HhMTE1hYWOA+nAJ5ibaal5eHiooK3s6sr6/znOZxQy1tcIqKivDGG29wq6BWq3Hr1i3OA8jPz4fdbmf6q8PhQDAYxMDAAFwuF4cEv/POO5DJZIy8iUQi6O7uxqVLlxCLxfC1r30Nf/M3fwOxWIzLly9DKpXi/PnzUKvV2NjY4KxEm80Gl8vFthi6hdPT0zmYQ6FQ4OHDh8xsy87Ohs/ng1QqZay3TqdjO08gEOAhMADerpFsJhaLMRmVWkjythKH3uPx8OLm8W0fHZ6UCE0BGNR+UDgHiVmpytnY2MDZs2cxMDCAzs5OLC0twWg08nY5Pz8fR0dHUKvVWFpagkqlgs1mg16vh1QqRSwWY0vM4uIiV3MkAiUjPL3wdHjT5fU4seFxwSxVLmRKpyoqKysLmZmZyM/P59ARMqyTDCORSCAQCMBgMGB1dZUrfoVCgcXFRV4KEOaHyLTZ2dkc5kyzK5rvyeVypKamora2lvE3W1tb2Nragkwm4wOLfK40tKeRQ21tLZv3MzIy0NPTwzNFg8GAjY0NjIyMcFJ6Y2MjfvaznwEA9Ho9pzmRgL20tJSxPKStO3PmzNM9wH7+859DqVRiZGQEpaWleP755+F2uzE2NsbpN2fOnEF/fz9ef/11nmlMTU2hp6cHW1tbOHnyJGKxGN566y3U1tYiHo8jLS2NWx0a6FZVVWFubg5ZWVk8kI7H47BarZicnMTe3h4/EDRf0Ol0aGtrAwCYTCZuPb1eL5xOJ6anp3nDRagavV7P1NDl5WVGQBcVFfHcZmxsjCmakUiEqagdHR2orKzE5OQklpaWUFtbC5FIhIKCAjidTtTX12NhYQEPHjyAyWTijeP4+Di6uroglUpRXl6OUCiEqakpZGRk4Pjx49BoNNBqtXjmmWd4a5qamgqj0Yh79+4hmUzi+vXr6OzsfIL/TtmMVPJLJBKWUJB/sLCwEBqNhu0qLpeL51J0qGVmZjKRc3h4mKkParUae3t77Fggnx69wDTjoCUIWalycnLQ3NyM1NRUrtyIokEY6GAwiM3NTeh0OgiFQoTDYR7E0wFWUFAAr9fLCet0qYnFYrb6rK+vw+/3w2w2w+VyQaVSYXR0FL29vbh79y5qa2u5Mnhcz0SHCm2HqY2VSqUoKCjg2S9BA8kqR5KBzMxMFh7n5eVxkhMRMCi5BwC/wJQCTh5GulR9Ph+2t7exvr7OFSkdqDSPI0ou/X/0mdKBptVqodfrMT09jdzcXOj1eqa3UnpWc3Mzi3dJlkN+XXKfGI1GHDt2DAqFAiqVCjKZjGkxjY2NDKYMhUJoaGjgTafb7WZMvEKhYOEstaVCoRCnT59+ugfYX//1X2Nvbw/z8/Po6OhgG0VlZSVrPF577TUeNAsEAgwMDEAqlfI3R3SKtrY2RKNRhEIhfjBp1ZqRkcGnPAkOqT2hCufBgwdoa2tjvU5LSwuCwSCam5s5XCQSieDKlSuQyWSw2WxYW1vD6dOneZtH8WL9/f1QKBRMK/D5fLy9unnzJreRJSUlGBoa4jg0l8sFv9+P0tJSHD9+HNnZ2Ziensa9e/dgsVgwPT2N6upqxONxdHR0QKvVor6+nq0VlAsQDAa5nR4eHoZIJEJTUxN+85vfsNwkLy8Pq6urLA0wmUx48OABOjo6WNTr8XjQ3NwMnU7HQ+28vDzWyhUVFTH6mfRhxcXFPN+hjeX+/j7kcjlMJhNUKhUAcK4fzQQpIZ0CQGgoTz8/emDJJE3LBrFYzKt/yhGggy0/P5+HvY8LcOnPI12b/tNIv5VP6bvxeBxLS0vIzMxkqQ61XrTCN5vN/KIHAgFotVosLS3xQJvi+3Z2djhwg1pkkjiUl5fDYDBgcXGRsTc0d8vOzmbcEpn85XI5QqEQotEoV0DxeJyZ8kSeIJ6XUqlkczghgHZ3d1nnRd2JQqGA2Wzmg5TyFEj6kZKSAolEws9BVlYWP5ft7e0csEz2L41Gw5viF154gZOuqGqlCpQOfAIWCAQCjI6OorW1FcePH8fvfvc7HBwccLI6LYpoeUFtK108PT09T/cAo1aLKgGZTAaLxYLZ2Vkkk0lcunSJH/61tTWsrKzg9OnTUKlUTHNYWlpCMplESUkJVlZWoFKpUFRUhOXlZajVanR1dcHv93OKM7UXhAahNshqtWJkZASf/exnsby8jNLSUpjNZly/fh16vR5GoxHJZBIVFRU8/6ioqODDZ2Zmhl8ICszQ6XQIh8OoqalhvZBMJuOXbnBwEIWFhdBqtRxUIRKJcOPGDdy4cYNzDpeXl1FQUIB79+5xfJzD4YBYLMbQ0BCX44lEAg6HA3Nzc7DZbGhra0N7ezump6dxeHjIuJ65uTkUFRWhpKQEKpWKq6HuT4GSOp2OWzMStZLS/+joCCqViukbNJyenZ3lqiAnJ4f5ZZQuRalFWVlZjIQm3jzZb0h9HY/HWexIhxYtKBKJBIxGI+rr6yGXyzm7k2xZtPyhVmZtbQ0AGGDZ1NTE2QkSiQTPP/88z0iXlpZ4W9jZ2QmZTMZGaYFAwDIIMmPv7e3xtlMqlfLPKT09HSKRCE6nE1tbW5DL5WwfIoCkVCrlts3pdHI2J8Xi0ZKGFh2ZmZksLyGQAM3fCG1NIR25ublQKBRs8idIJ5FuaelB9ipiueXm5nKMYSgUYmEwheFsbW0hPT0ds7OzyMrKQmVlJQ4ODtDY2MhxgVarFQKBAA0NDTAajawPk8vlyMzMfCLE9vGLhSyCRUVF7COlrASSd9BihDavdHBR5XrixImne4D19PSwRaC+vp5DDjIzM/HWW28hJyeHDdbEpCIrQU5ODh4+fMjccbfbDYVCgcbGRty+fRudnZ0oKirCpUuXkJGRwak0tMaurKzE6uoqVldXeVgZDoexsbEBs9kMiUSC8fFxnmEEg0H87ne/Q3p6OmpqavDLX/6SVfktLS2Yn5/nyoi0TCkpKWhubuZqbXd3l9nrwWAQnZ2dAMDSg7t370IqlUKpVHLmYmpqKgwGA7a2tnD8+PEnhsrEYMrNzWXxJK3it7a2OOiisrISt27d4gxEsifR7b27u4u+vj6Mj4/j1KlTmJ2dxeTkJJRKJVecFRUVSCaTKCwsxN7eHpaWlpCdnQ2VSsWeu729PayurnKbRvhmUmJ7PB6sra1x5UDDZsI/02FJhnfaFBLwkBwTAoEAS0tLLBolRTm1rDR8p2Gvx+OB3W6Hx+PBM888g+XlZWxubkKr1T6RU0hbRIVCgZmZmSesLMCjgfzKygqsVisikQhOnz6NgYEBFBcX86bbZDJBJpPxVpJ+P1UNxL6namtnZwdlZWW8nQPAc9nH48Oys7PZtwiA+V4UJkzPFkELXC4XL5yo2i0oKGDhaSAQQCAQ4HaXlgU056MKlH5+ZEInPRep6CcnJyEWi1FbWwuPx8MhLWlpacjJyeFRAo0NiNxxeHjIMph4PI6VlRXE43H2ZdKzTSBL0i0+DnWk6pwuu6d+gJ07dw61tbUIBAJ4/fXXUV5eDpfLhaGhIbS0tKC/v58DIAh1o9VqUV5ejtHRUeTm5qKyspKZ2eRN6+jogNPp5BciJSUFWq0WNpsNOp2ORY40z9nc3GSjsMVi4VU8CU7NZjPW1tbw4osvYmBggGUVe3t7uHr1KgoKCiAUCtHe3g6BQIDV1VXY7XbYbDZ0dnby8Jk8dAAQDAbh9XqZ80R/x8rKCnw+H9rb27GyssJeOFpEAMDKygo2Nzdx69YtVFRUQCAQcBKRTqeDUqnkiiYjIwM3b95Ed3c3hMJHAaTAIx+gVqvloNeGhgbcuXMHly9fxoULF1BWVob+/n6cPn2ajbdEQV1bW+PPZX19HXNzcyxbKCsr43mNXC7n+R4N1SklnYgDyWSShaKEdaHWiw5Aoh+Ew2FUVVUhIyODrWCEGiehMlU2VH1Re0s6IpvNxouUoqIiZGVlwWAw4P79+2huboZQKGTjukKhQElJCbeUWVlZqK2tZX0gxaYRvSE/P591UDSLJWMzmfqJKiGRSHjDWlBQwHmo1OrRwDo1NRWhUIh1YXt7e0hLS+NBPEmIyGMZDAZRXFzMUgjC4xQUFHAal8Vigc/n4wqP5mCUq0AgyGQyyfGFJJTNy8vD8vIyC3Orq6tx8uRJJBIJBgHQ50FLlYODAySTSaZwBINBDlShZ5wuRTrU4/E41Go1V9hkGqfvn6pckkUJhUIcP3786R5gP/jBD/Dhhx/iww8/xPe+9z309fVhdHQUtbW1+OCDD6DVaqHVagGAHziZTIZ3332XAzpmZ2dZm0Lt1djYGCorK7maOzw8xLFjxzA9PY3U1FTW9uzv7/O2MTs7GzKZDCkpKejr60NHRwfbGPLy8qDVajExMcH+Q4vFgrt376Kuro5bYYrrmp2dBfBoxfzrX/8an/vc56DRaHD37l2YzWbetrndbqSnp8NsNrOROjMzE21tbUgmk+jo6GDJh8PhgF6vR3l5OcLhMO7du8eVld1uh0gkQl1dHf7hH/4B58+fx+3bt5GRkQGHw4H29nYcHh6ioKAAL7zwAgv/5ubmUFdXxy+XxWKBWq3moF+TyYT+/n6Mjo4yo3xra4vlI8Rhqq6uZo8b2UIo3ZtubDqcKEyVPie32w2LxcIqfwo8EQgeJWvTwJ3QOMQMo80jAM5HpBeWcEkEOXxcyU1zIAB8IJA9RaVSYXZ2Fkajkdlu7e3tbBQ3m80oLy/n0Jba2loWhu7s7KC5uRkej4e7CpJbBAIBti6pVCqev5J4l54b8v9SQG9OTg7Pi+glB8AtpMFggEAgYM2WwWBAMBiETqfD5uYmtre3odfr2UNKfDHKAiWpx+7uLhcP1JLSRpRaVkJSk3aOSBQSiQSBQAAnTpxgpj3JRkjTlkgkMDc3x/w2QhTl5ORgfHycL8FkMol4PI7Z2VmeX1NVOT4+/gSi53FKK2nYOjs7n+4Btrm5ieeee44TrPv7+/HZz34W6+vrMBqNAB5VG2lpaSgsLMSZM2fgdDqZ20QcJ4/Hgy9/+cuw2+24du0aP4B5eXlwOp3o7e2Fy+Xik51iqjQaDdtHyNpA7Y9Go2HzeFZWFoaHh/mGpQXCxMQED3opxn59fR0GgwFra2vc4tjtdqyvr+PrX/86+zC3t7fh8XhgNBrR19fHLH/yE9LLSAywg4MDVFRUwGazISsrC8eOHcO///u/o7KykucnDQ0N7Mmsq6tjBIvdbsfp06dht9v5pZ6enkZ/fz98Ph/u37/P277i4mJoNBqMjIwgLS0NL7zwAqOIlEolr9NJRKhWq3mmKJFI+N+bQIIbGxtPYFs2Nzfh9/v5e3W73WhsbERqaioWFxeZpU8/B8oNfLyyIjW+Uqnkl81kMkEul7Onj+YoExMTbGqm0BbSDZE7grI3aSMIgKu52dlZGAwGrlzoQLJYLDysX19fR2dnJ6NeaDZWV1fHLRItA9bW1tDW1gabzcazu83NTRaHulwuVtuTbIfsVgAYQJiWlga5XA6z2cwoIKlUyilTlFYkkUhgMpmYMgs8aoVpyUTaM5FIxP5NqvweX5xQxe33+/Hcc88hGAzi5MmT2N/fx4svvsjtnlAoxNLSEh9uBHqUy+Xw+/2IRCIIh8NwOp24f/8+RkdHsbi4yHo0ah9JH5mbmwuPx8Ph0ACekE6QJzUlJeXpH2A//OEPYbfb8f7772N2dhYNDQ04PDzE/Pw8b0hMJhOSySROnDiBd999l8MK6urqMDg4iKKiIrzyyiv44IMPcOnSJWZdkYJ7b28PdXV1WFtbg8fj4YcjOzsbFosFIyMjkEql3MpQKV1dXY3h4WFuk3Z2dlBeXs5tLKnkaYsmEAh4ixUKhdDb28sJLzRnINCc3+/H6uoqWlpa2MBaUFDAmyua63z88ceoqanBrVu3+GWXyWScYNTS0oLDw0MsLi5icnISyWQS1dXVeO+995j1VVhYiKKiInz88cc4ffo0pqamEIvF0NLSgq6uLhQVFXHLFgwGsbq6CpVKhZKSEhgMBsRiMSbWer1epjpYrVYcHh5ieXmZrTw+nw96vR5er5cPKtpsra2tIRaLQS6X82dGPDCxWAyr1Qq73c7aLYfDwWtyeogpv5JosBQCTBo+WjLQwP/o6AjRaBQSiQQ7Ozvw+XyQy+UcZUeVJ3n7Njc3+fOiA0Aul8PtdqO6uhrFxcUIhULweDyMDSdyLXGzYrEYTCYTt9MLCws8WyMRKm1bSS9FZBKy00ilUshkMrbJUCgwiWDpn6NQ5vz8fN6u03O2tbWFoaEhnDhxghFNS0tL/H2bzWY4HA72NJJNb3FxEVqtli9UGrzTfI4yWHt6erC7u4vOzk5W5NNcTa1WszOAQpxp7hUMBjE+Po6VlRUolUpYLBaYTCaek9L7tba2BolEwgUKXUyPY6bp76Wf9VM/wGg+VVhYyBoUmh1kZGTwpuXFF1/EyMgIbt26BavViqysLNy9exfZ2dn49re/jRs3bnAAKJ3iBCPs7u7G7OwswxBXVlYgEokYfUL8dApatdvteOGFFziZm9Kbo9Eoq+nff/99KBQK7OzsYHx8nImwm5ubHF1PdAlqPxoaGjA/P4/p6WmcPXuWAzIODg4wOzv7RMIRLQDoIKb1+9DQENbW1uByufDw4UNW2Z86dQpFRUU8Z9NoNBgaGuIXIB6Pc+VEid9XrlzB4uIiezabm5thtVo5i0+pVCInJwd7e3sIhULIzs5mT2QsFoNEIkFaWhpkMhnm5+e5PaAb9OjoiKsdephjsRgCgQAvMbKzszn9mVKOVCoVV64EJqQwWYp8IxM1zX12d3dhNBqZUtvf389VDc14yHpDvsqioiK2RFGFR0pxSgYfGRmBw+EAAD58Jicn2TNIXkbKAjUajXC73WyQVigUcLvdHKKrVqvZe0vk1J2dHTZc09aZXnxCc5NxnRjwVEGGw2GEw2EeKxC2aHt7G5/73OeYR0cV8vb2NpMwEokEeysJ/GkwGDjWjtpwalvlcjlycnJQU1ODY8eOobCwkGetdFGQLYxkNj6fDyMjI4xzmp2d5SUOcf3JASMUCuF2uzEzM4Ps7GyUlJRwe0j+08c7JJqxUUspEAjQ0dHxBw+w1P8/B9T/lwNsfHwcarUaVquViZNjY2Pc7pGgcWlpCadPn+YX4/z58/i7v/s7/PKXv8R7773HGh/yUxFjnUpyoVAIl8vF6JZoNAqVSsUq6rq6Om4pyKV/8uRJ7OzsIBAI4Pjx42yxqK6uRigU4hUvGZSJs0QBCxTdnp+fj5WVFUgkEsbkAOAwg+zsbBQVFcHr9aKiogK3bt3CT3/6U4hEIty+fRuRSASzs7M4deoU6urq0NfXB7FYjCtXrkAsFsPj8aCsrAynTp1i6J1EIsHMzAyampqgVqvZurO/v4///d//RTAY5E2n1+vF1NQU+vr6MDk5CZlMxlo3QmkLBAKsra1hbW0NoVAIH3zwAcbHx+FyuVjrRi3ewcEBJ/QsLS1hZWWFBYm0iUxNTeWW6vr163A4HDzszcvLg16vZ+tRaWkpb63o50xVLX3GK59iwX0+Hy82CDZJLy9ZdEwmE46OjqDVatHU1IS0tDSEw2FUV1djdnaW7U2k18vNzYXP58NHH32E1NRUrmTsdjvu3r2Lo6MjLC0tMUCQHA0UzkqtLm3aqAIVCoWM2w4EAjznolxMciJUV1ejvr6ew20FAgG3b9FolG04ZJGyWq2Ix+PQ6/XsQKBWnHJGqYppb2/nw524a3q9nudqOTk5qK2tZepGQ0MDJBIJW9EAcLXtcrn4IlleXuZRx8HBAUKhENxuN6anp9m5QTId+vstFguqq6vZSkRVqsvlYkABbR35YPp0Hkbujj/09SepwP7sz/4M5eXlePPNN/Hw4UMOkNVqtairq4PT6cRXvvIV/NM//RM6OjqgVqvx8OFDAMCZM2cQiURw584dPlyi0SjH2ldXV6OwsBButxsnTpxgywvdQDSgphu0rq4ON2/exIULFzA2NsZbprGxMbS0tPBBR6t9h8OBSCQCpVLJtwkF6pKA8ODgAGq1+olNzMzMDFpaWvDaa6+xCJAWFVRKFxcXY2RkBGazmQmgm5ubePjwIVQqFS5cuMA0UeJxjY6Osv5pcHAQVqsVSqUS+/v77ANsb29Hc3Mzenp6UFpayslGbW1tHNhBiUI3btxAb28v5HI5Y6nlcjmKi4tRVlaG+vp6qFQqKBQKyGQyJtZOTk7C5XKhoqKCKZ5EE11YWOD5H2mQSM9D8Vp0AJJinC6CUCjEfsrU1FTMzc1xehTNR2jG43K5+O8mGxKt+Mk3qFAo+LCkbaBYLOZqLT09HV6vF7m5udBoNOjt7WUnh1AohEqlwtjYGPv5EokETpw4geXlZR6k0yyRRNSkUUtLS2OcTTQaxfr6OlcUj9tl9vf3sbm5iaqqKvh8Pvh8Pmi1Wh6SE2mW9HDU4pJWanNzE7FYDGq1mlPRiWJMB1AymYTJZMLg4CCys7M5oo+qPplMhtLSUlRWVqKrq4s3gjTbGxoa4taOug25XM46Ob/fD7lcjkAgAL/fz5thWmQdHR1xchJtnKlSFovFUCqVnEhG8zmyWdFSIRAIwGaz4eWXX366LWRbWxs+/PBDBs0lEgn09vYiGo3i5s2b+MY3vgG73Q6tVouNjQ3Mzc3x3CYtLQ1DQ0M8z3r48CGLEinJqKqqCnl5eZienuZILKVSifLycty/f5+pF1VVVVhfX4dcLmeCxf7+Pu7fv4+ysjJMTU2xhaGvr48fIJvNht7eXtZE0axke3sbXq+XOWUkXqTb0el0Ynl5GefOncP8/Dw0Gg1zyiYnJ2E0GnHhwgWo1WrU1tZif38fOp0Ora2t+P3vf/8EmoQAeIFAADs7OygqKuIqkoSblZWV6Ozs5N8XDocxODiI+fl57O7uYnp6Gjdu3MDa2hoPgNva2jg5+uDggP2N+/v7sNlsXPrv7+9jfX0dBQUF8Pl8kEgkDDEk8CMZsekgp5focZaTRqPh25UqJofDwcsXgUCAkZERxGIx/qxnZ2eZOFtaWor19XUO6SVUsc/nY3uQVCrlpPGMjAyedc3OznI1Tsb37OxshEIhNDc3s5hap9NhYGAABoMBIpGInxMCRmZlZXGQsFKpZLptUVERFhYW2I5G2zqidni9XpSWlsLpdLLJm3R9pHeitosWHm63GwaDATabDVarFYuLi+xACAQCHPZLg29KlaLWNplM8miCNpS0CDk6OkJdXR2CwSC+/vWvo6qqCjKZjCnIlM96+/ZtmEwmbiXJxpSVlcVWtN3dXVy9ehXXrl1jmCZ1LYSGpi0itYgkiiV9n8fjYez549z97e1trKyswOl0Ynd3F1/5ylee7gG2u7uL6upqNpU2NTUxx+j555+HUCjE+++/zzfTV77yFfafud1ueL1ezlx88cUXkZubi5WVFQSDQfT09GBoaIjVz7QVJJppdnY2/H4/kskkysrKMDMzg7KyMszNzcFgMOCtt96CyWTCzMwMXnrpJfaXUZVgt9txdHQEqVQKs9kMs9kMi8WC8fFx/mEUFxczfZQ0XBQaW19fjwcPHrDwr7+/n+0jwKOV//vvv88PK6GiXS4Xtre38eDBA066uXfvHr71rW/h9u3biMfjaG1thUAgQF1dHd544w1kZWXhxo0bkMvlmJ6eRkNDA4qLi1FfX8/tsl6vh9Vq5XRuErqSpYT0XJS2Tbqnra0t6D9NuCHxYl5eHoMnXS4X22gIh01tfCgU4o1SPB7HtWvXOOauuLgY6enpyMnJgdFoRFpaGoqKingz1tTUxIhkyrssKirivzcnJwd2ux3hcBgCgQBerxf5+fkwGo3cAhKvzGKxIBgMIjU1FcvLy5DJZJienobJZMLt27chEomgUqlw6dIliEQiJowWFxfz7JXEoC6Xi6sU4uUfHR1hdnYWjY2NsNvtvAUnJT4Abv1JGpKamsp6rPX1dSa2arVaOJ1OmM1mbqn29vYwOTmJwsJCdjysfBo3RjM+r9fLywOJRMJjFjLpr62t4fz5808sEpqampCVlcWXEWnP4vE4HA4HuxX+z+zMjY0NuN1uDA8P4+233+Z0+YyMDDx8+BAbGxs8WyPqh1AoRElJCdNnCFfudrsRjUZZCExuDKIFU2V7dHSECxcuPN0D7LnnnoNYLIbFYoFQKMTi4iKWlpZQV1eHmpoaXmFLJBJotVpMTk7yOp00PYFAAB6PBydPnsRbb70Fo9GIkydP4uDgAAUFBXj48CFzwAwGA2ty6GBrbGzkhzwjI4MDKoilTqbyqakpth3RJotEkHq9Hh9//DH6+/sRiURY60MbH41GA7vdDqlUyj+IhYUFnDlzBpcuXcKxY8fgcDiYAy8QCDAzM8Op2rQN/Y//+A9G4hB9dH9/H62trbh79y46OjowPDyMTz75BHV1dRgeHobVasXVq1dx+vRpXLt2DSaTiZPNKVNxY2MDHo8HKysrSCaTWFxcRCgU4jaRhqWPc9upvcvJyWEpBoW8bm1toa+vD+FwGMFgEMFgkEM4hEIhiyXT0tIY4Z1IJKBWq2E0GiEWiwGAPXThcBhTU1PsSTw6OoLNZkNpaSknq9MwmqqnWCwGvV4PtVrN/DDyb6anp+PevXtQKBTweDxs+s/IyHiCRNHe3g6Xy4Xa2lpMT09zQg4N+r1eL8bGxuD3+9msT6BDjUbDBmqj0cj2mYWFBXR3d2NnZwderxczMzPcMVBIhlwuZ+cICWr1ej30ej3ee+89tLW1saukuroa6+vr7NrQaDRYWFhAdnY2FhcXeQmTm5sLr9eL/f19/lkkk0neSE5MTKC1tRUAYDabnwAZhsNhFBYWQiwWsy6VrtFDAAAgAElEQVSR0FFEvkgkElhfX8fi4iIP8wlkkJqaykhoCgNJSUnhJQw996Sbk0ql7FcViUScOkRhLuThJYcEjXb+GNDwTzLEl0gkcDqdWPk0MYiUyCaTCTabDenp6RgZGUFRURGbbWlF63a7IZVKsb29je985zu4ePEixGIxiouLuaQlWBslw+zt7aGqqorxIWRXOTg4gP5TDHAoFILP54PX60VDQwOmpqZYhDg2NoaCggL4/X6kpqbCZDLxQ0LWB+Jz0fZwY2ODYXx0WxsMBqjVamxtbaGmpgYzMzM8/H2cZCoQCGAwGFBVVYX9/X189atfxTvvvMPUB51Oh87OTuzvP4qyn5+fR0FBAY4dO4b09HSYTCamT4yOjqKpqQnz8/Po6emBRqPBa6+9hps3b8JqtfLyI5lMIjc3F1arFfPz8xgbG8Pq6iqv5u/fv4+FhQWG9tFDduLECZZP7OzsoKenBzU1NUwgMJlMbAMidhdhjOhZoAF1bm4uuxvIT9nb24uenh7o9Xo2kbvdbtTX12Nvb4+tSzQTisViWFxcZERSVlYWtFotVldX2dVAgboejwdVVVXsRSR5AyUGEda7oKAAsVgMq6urHKoqEolgtVr5YFepVNDpdBgaGsL8/DzKysrgcrm4paysrMT29jYqKioYvUS0DxKoGo1GuFwuBl3SC08Hlt/vZ+YY2W/IJkYCUYvFwnMw+nzz8vKQTCYxPT3NwmEStVJlRQRZ2hDK5XLOBNjc3GTfqE6ng8vlYunQ+vo6x+4VFBSgvb0dZ8+ehclkYuoroZGIgkvujc3NTQQCAbhcLjidThweHqKhoYHTwmjuTHpKCiom7ywAnn/+oa8/SQVWXFyMrq4uTExMYHNzE263G3//93+P7Oxs/OQnP0FZWRlaWloglUrx5ptvIhKJcFsWjUZRWlqKqakpnuN87Wtfw8rKCmQyGe7cucObDwpbLSgowMDAAPPyc3JymNRJ/bjZbIbNZmPFt0KhgEajYbIn2V7o5TUYDADAKB25XM6pOyqVCnK5nNfAm5ubUCgUcDgcyM/P53ZtfX0dQqEQGo0GMpkMt2/fZnM3PeRk6iYZAmFcSP9DboJjx45hb28PP/vZz3i9TqnYDoeD9VZOpxNtbW1wOp289lapVDyLI6QLDUwJ2EdUAZvNhv39fYTDYVZl6/V6TsYBAIfDwcr3UCgEu93O5mRa4yeTSb5ojh07hvr6ek5YTyQSyMjIeGKtT3YUqs7Gx8fx0ksvYWRkBO3t7ZwnSgZw2jZT8Mv6+jry8/NRVVWFe/fusQKdsjc9Hg9TSPr6+lBcXAy73c5wyGvXrpHvDslkEpFIBCdOnMBHH33E3tEXXngBwKN09/39fWi1Wgb/UUo3yQ0Iukit2P7+Pk6ePMmzMhIkHx0dMTCgv78fZ86c4XARcgxQUIxarUY8HmeYQCgUYnotSWBorri2tsZcNpLajI2NQaFQwGg0IpFIoL6+HolEgv3GhMx2OByw2+38M6KvSCSCu3fvYmBggDfUe3t7nLVKuCu65PPz86FQKGC1Wtl2RsJYj8cDh8OB5eVldlDQYUWSHRL5fv3rX3+6LeQ3v/lNDA4OYmpqChKJBF/84heRlZWF3/72t9je3sazzz6LvLw8fP/732d7hl6v5xj2jY0N3LlzB8XFxXj22Wfh8/lQU1MDh8OBhYUFSCQSdHd3cxqP3W7nzQhtjAoKCniQvLCwgJqaGszPz7MlhjC8hMAViURwu90AHm1wampqkJWVhZmZGWxubkIikSAlJQXz8/NoamrC+++/j5aWlicMwtvb22hsbMTExARbJahsDgaDUKvV/EI6HA5Eo1Ho9XoWelJJLZfLMTY2Bp/PB4PBgMPDQzgcDuzv76OhoYFnDkajERMTEwwp7O7uhlwuZ3nF8vIynnnmGSiVSqZ4UKYjPVzUSkgkEqyurrKKPCMjAyMjI5iensbc3BxvE9PS0tgsTcEbBwcHWF9fZ3MzDbJ1Oh3Kysr4cjEajRCJRFhdXeW2irA45ItcWFjg4N2NjQ10dnZiZmYGCoUC29vbCIVCfEj4/X6IxWLY7Xbo9XpMTEwwEYKWDkQuJa49vewGgwEDAwNME/nkk09YlkO2IvqzIpEIf88+nw/hcBhbW1soLy/H5OQkzzjJIkWym3g8juLiYqY/6PV6JBIJDg8msgd9ZgTGLC4uRiKR4OfD4/FgdXUVUqkUH3zwARNXjo6OkJ+fj7m5OfYFE+sfeDSXbWho4J+9w+FAZWUlb8QpN1Or1WJubg6RSAQ3btxAa2srkypmZmawuLiI3d1dbmmXl5cBPAplobEDXWj0syfxMZnVSTAuk8nQ39+PyclJrrhoiE/0WaHwUdAuLWleeeWVp3uAPf/884jH49BoNPjiF7+I8fFxDmL97ne/i2g0yr7EaDSKnp4eOJ1OVFRUYHl5mc22brcbe3t7zF//6KOPcHh4iN7eXvz6179mUODY2BiysrI4s5C0OYRomZmZgcFgwPz8PDIzM6FSqVBcXIwHDx5wlJvH44HT6eQWMi8vD16vF6urq4jFYgwLpPRqirsnMmkkEmGZAUV4Wa1WjI6OQqlUcktrsVjw85//nAfyALC4uIjTp09jfX0dLS0tyMrKgtfrRVVVFdLT0xEMBlFWVsaBCQKBAGq1GouLi/jWt77Ft/Dt27cxMDCAN998ExcuXOA5QywWg0KhYK+h0+lkU3xhYSEP04VCIZuY6YCjz5NkArSJJLFlMBhEOBzmqpdaHVJ204DW7XbD6XQiHo/z3wc8EjgT1I64V5TyRAPkw8NDOJ1OSKVStrTI5XJMTU1xlmIikUBhYSFGR0dhtVrxk5/8BN/+9rfh9/sZFVNdXY3Lly/jmWeewdzcHEpKSvD8889jc3MTTU1NKC0txZUrVziglz7zRCIBpVKJiooKPgirq6tZMBsOh6FSqRAOh3H58mV0dXXBbDZjbGwMe3t72N7ehlQqhclkQn5+Pg4ODniW5Pf7odfrsb29DZ1Oh8XFRUgkEty5cwfr6+uoq6vD6uoq+wt3d3dhNpsxPz/PdFW3280tIbXQGo0GiUSCQ1cEAgG6u7uf4K7R0H10dJSXHK2trXxg2mw2LgQePHiAkZERbr3JNE4zPrFYzEZsMr6TSPZxKU9qaiobvUnDR15Imnmlp6czmTY/P//pI6W1Wi2am5vR3t6OZDKJixcvQqvV4pVXXsHY2BjPNeLxOGNRysrKeN06MjKCvr4+nDp1irHPOzs7uHnzJl555RXcv38fnZ2dEAqF+Pjjj/lw6O7uRjQa5XmHy+XC1NQUI25WVlZweHjIaS10Q5SVlbFvMJFIcER6LBaDx+MB8EicOjc3h/39fU4jSk9P599Lsyaj0cgZhouLi7zan5iYgF6vx8bGBpfeNN84PDzE5uYmt8TLy8toaWlBRkYGBgYGUFpaivv37+PMmTOoqqoC8MhQ3tHRgStXriA7OxvHjx8HABiNRtbrAI+2XmazGUqlEjqdjpcTR0dHMBgMuH37NuvfiNHudrs5Ros2xSQ+pfAISt0RiURYX19HIBDA/v4+G5qJIkpq+KamJiapUr4BtYNEJlEoFMjMzEQ4HMbi4iI6OjoAgOPVaOGyt7cHn8+H2tpaHB0dQS6Xo7GxEclkEnK5nN0eDocDHR0dkMlkuHbtGlpbWyGXy9Hf34+mpiaUlZVhcXERZWVlODw8xP3799HR0cHJ4aSKp/APklesra1haWmJQ1bee+89GI1GDAwMMGqG5m7E7CJLDsEYCf0jlUpRVFSEkZERFBQUYGdnB36/n72GTU1NTPcdGBhAZWUlampqWHeVk5PD/H3KqaRZ4f7+PgNByeGwvLzMkYXb29uIRqNYW1vjIOi7d+9yFVVcXAy/34+FhQXE43EYDAaeZ9FhRQcO8dFIjErayfT0R2HFKpWKN5/j4+NM53h8a5meno7MzEzk5uby+CIvL+/pAw1/8IMfYHp6Gtvb25iYmMDJkyfR0tKCa9euYWhoCFVVVdDr9Ww0npiYgMFg4Jv3/v37aG1thVqtZv3U22+/jVdffRWBQIAfdsIVEy6Hytbl5WUWUVI2o06n4zBX0usAQGZmJoxGI8bHx5GTk4PKykpMT0/DYrFgeHiYe3GlUomhoSEUFhYyq2xqagoWi4W3UiKRCD6fj5XfZrMZNTU1uHjxIs6cOYNoNAqRSMRLho8++gilpaUoLy/HysoKLBYLdDodCgsLORGnqakJDx8+RFVVFcbHxzE/P49oNMqJLiUlJRCLxdjd3YVIJILJZOK2hsJmyX9HJINYLMbfd21tLYRCIaqqqniDpf+UNSYSiZh0QHMVog7QcJheNBJRkrQiEomgs7MTBoMBdXV1SCQSEIlE0Gg08Hg82NzcRGlpKbsPtra2ONT2xIkTqKurw/z8PPx+P5vaNRoNVlZW+KAltA8tNaLRKGOE6uvrcf36dSiVSrzzzjvIyspCeXk5axNHR0cZfLm9vc1OBSJt0DyQWmGSAeTl5XHuIWn1yNtJliAytdNnTTorADxQdzgc6Orq4tZNJpNBoVBAIpHA4XCgpKSEab4ymQyrq6vIzMzEmTNncPv2bbaA0WCeZqJ0iZOXlb5nErG6XC5sbW3h9ddfR0FBAfLy8vDxxx+jsbGRpR0kRyKgp9PpxN7eHnco5BUlrDstuejCpM0/wUNpK01uB1oIUftI2ZiUKEYVHFEz/tgB9ifZQgYCAdTW1uLmzZv8cty+fRs5OTk4e/YsC968Xi+uXr3KKTnJZBKTk5MwmUzo7u6GyWRCOBzG0tISmpqa2ESsVqvhcrl4PpVMJvk2yMnJQTAY5GQWun0InUsfFqmMafZC86f19XUW6tHAWaFQMCmW/JFTU1MoLCxkHRKB48gMLJVKWQHe0tKCzc1NNvAGg0Ho9XqcP3+ew3lpyEmVw8cff4zx8XEMDAxArVZjcHCQdUiHh4e4ePEi7t+/jzfffBMTExOYmpqC1+vFysoKXn31VWxtbWFtbQ2XL1/G+Pg4a4wkEgn0ej1kMhkWFxdZ5kAoFRJDTk5OMgSS5lWU9KxQKBgtTcG+j1NWs7KykJ+fD6/XC4PBgJVPOfQymYxT1I8fP45gMIjKykqWQ1RWVmJ5eRk/+9nPsLGxwZmf8XicQzUikQjkcjkqKio4/1IkEjFhVafT4Uc/+hH29/exurqK3/3ud/jmN7/JoEgKRHn55Ze5jXa73Tg4OIBSqcTDhw8ZDpiTk8PVfSQSgcPhwMbGBm/a6ECjPyMnJwcpKSmcZUqMd/LDzszM8EZSq9VidHSUHRETExNsTCeeGjku3G43PzuRSARerxeRSAQ7Ozu8PRWJRDAajaxZKy0txdHREcbGxhAKhRCPx5FIJFBQUMDLDLlcjitXrvAlduPGDdY+Em9fKBQyaIE8zsTcozT3UCgEAKzHs1gs7L+lDAGTyYRAIPBEhBpdFlSpkvmehM80i/1jX3+SCuyrX/0qRkZG8J3vfAc2mw07OzsYGRnhOLOOjg58//vfR05ODlcrNTU1KC0txeXLl3Hu3DlW6FPU2gcffICTJ08yDI9uFLFYjKqqKsRiMVZlk+ZqcnISiUQCtbW1KCwsRCQS4ZZQLpfz4JNsQXq9HgsLC2hoaEAoFEIoFEI4HEZ9fT1kMhm3BYQFAcCWpqmpKaZJUPT7vXv32NxMAQmU7nP9+nXG1pSWlrKOa+XTeK/bt28z/3x7exulpaV48OABysvL4fF4MDg4iJdffhkjIyPcih87dgxXr17F4uIiSktLUVFRgZ2dHbbcXL9+HTMzM0hPT4fb7YbJZGL5AR0+dPstLS1xjiYALucJlhcKhTjdiZT3AHh+EQ6H0dbWhuzsbOTn53MVUlpailgsxjkBZPtxuVxs1C4pKUFfXx+b8Kenp9Hc3MyBtLQcoaTxjIwMNiEvLy+juLgYt2/fxosvvgifz4eSkhI0NDQgGo1iYmLiCWwPUVGJHtHZ2YlPPvkEMpmMZ5iUCWmz2ZCfnw+ZTIaBgQHWo1EIsNvt5kAWGjGQNScWi/E45PGtdFNTEwYHBxmwSPgnQj7RQeVwONjwvbq6yhUYvQuktKdKSS6Xs5uFllXULlKoyNDQEADwnPjUqVNcCS8sLLAndWtri9t7Sk8ihj1V/WRLo4KCZlxUZW1tbWFiYoLHJ6Q1pE0nyW/I0E56sbS0NHR3dz/dFvIv/uIv0NzcjF/96ld49tlnWUwok8lgNBoxODjIPHvaRpw9exZ9fX2orKyExWLB6uoqlEolMjMz8dprr+Hzn/88UlJScO3aNZSWlmJ5eRmhUIhpFFT9EN4jEAggGo2it7cXJSUlmJ+fZ7IEHWY5OTnQarWMxh0dHWUhrFwuZ8NsXV0dl+TEliKJxvr6OuddEtaloqICubm5vDamtpbMtKOjo2x/2d7e5tKaVOlCoRBZWVkMSTSbzdDr9Th16hTi8TgLhWtqanDixAlYLBa2mJSUlGB4eBglJSWsu7p//z7cbjeMRiPPEwnVrNFomHdP+htKZa6qqmKjMn2/YrEYeXl5CAaDODo6gtvt5sOcBtaRSARVVVU8mNdqtaz2Hx4exsHBAUwmE+uqdnd34fP52LbkcDhw/PhxPjTJXkbJ6GKxGGVlZbwxJPIofYaLi4uorKxkiUMymYRUKsXt27cZ8UNWL5vNxuG2EokE09PTyM/PRzKZRHl5Oc+wPB4Pent7WbdFl5RQKIRMJsPGxga3+XRZ0fDc7XbzEkur1cLlcjEJZGJiAvX19awX++STT3gzS5vWgoICHB0dwe/3Y3d3l+U24XCYDyrKKBCLxbzBIz/j/v4+9vf3UVJSgqqqKgSDQa56Wlpa+LAmK9za2hq36cFgkN0mdMiQplAsFsNsNvNBZDAYUFNTA6vVirKyMmg0Guh0Otjtdqx8Shsm3yglOhGhhqoxCgQRCARMqHjqBxgp0SORCM+92traMDExgYmJiSdSVWjeQTaUvb09zM3NoaysjNE6kUgEZ8+exezsLDO+5ufn0draikQiwULLhoYGDA8Po6enB36/H06nk0WUyWQSbrcboVAINTU1WF5eRm1tLa5fv87yje3tbcTjcQSDQVRUVMDpdPKWcm1tDaWlpfB4PGzLUCqVHGgBANFoFHV1dTxnIXyOQCCAz+dDf38/5wFQZFppaSlu3ryJhYUFHvZ7PB6o1WrU19cjNTWVldG0BifVulqtxuXLl/E///M/LHEgE3dubi7u3buH7e1tnD17FrW1tVCpVMzdOjg4gNlsxsLCAoqKilgEKRKJ+BZ8PN+SBqtk76AHWSgUwufzQaVS4dSpU/z7GxoaWDtHSJlYLIbCwkJ2NCQSCVitVrS3t6Ourg5qtRo6nY6rpb6+Pty/f58DbakapfCO+vp6/PznP8ef//mf4/Lly9BoNHj33Xfx8ssvMwkiLy8P9+7dQ1dXF6anp1FXV8cUkPr6euzu7iIQCCAcDsNoNEKr1cLn8zEax+/3Iz8/n4OOBwYGUFBQgKmpKRYxE3mXRNa0ESd8M/HiwuEwotEoP480jqCQ5FAoBKvVit3dXW5Ho9Eo48ozMzPh8XhgNpthNBrx4YcfcpI5HfyFhYW8bKiursbOzg4yMjLQ0NAAl8uFX/ziF2hqamJxNZm1yVFCyVO0dCAOGVVDKSkpkMvlLOomOIJcLmfsEnHUJBIJtre3eRNOHlBi71OFSgc9tY10eNHXU0dKk06nrKwMIpEIPT09+PGPf4zCwkJkZWXxrU8BA5cuXUJzczOSySTW19fR1dWF8fFx+P1+yGQy9PT0YHh4mAV/29vbSCQST4QmkDCVRHAjIyPQaDQMpMvNzcXy8jLP09bW1pCfn4/l5WUUFRXx7CKZTHJCjcvlQkFBAVdoVGGQfYMErbTxoVaPIIskdNzb24Pdbucw2rm5OTQ1NUGpVGJwcJAlChsbG1hdXUVTUxMrpuPxOB8ANMz+6KOPUFFRgf/6r/9Cd3c3V0o2mw27u7usMCdpxtTUFAQCAbRaLWpra/kmT09PZwMziSXp35eG8hRJLxaL+QYmLdbOzg5TKwCwTKCiogKpqaks4KQql25ep9PJGiu73c4zrnA4jLt37yInJ4dpEEajke00AKDRaBiLs7i4iNbWVp65zszM4NVXX8WdO3e4Ja6rq4PNZkMwGERDQwOys7M5Bu7ixYuorKxke1h1dTWys7Oxu7uLcDjMc1n6b6r8lpeXuQ2knE5aSuzs7GBzc5Pb4a2tLX5miJ5KPsbFxUVeEvX29uLhw4c4c+YMRCIRwuEwfya0XKA5WyAQQCwW49FAa2srMjIyUFJSwhte+oykUilKS0vZ76jVahEKhXienEwmuWLs6+vD3t4eUy4onIMoqXQx5+TkICsri58R0gQSwYU8s6TNHB8f5401yWqI1Er/+3EGGH3RhrOrq+vpHmDt7e04deoU+vv78dxzz+Gdd97hyml7e5vFfV1dXXC5XGhsbERlZSVrQj788EPuq4VCIWw2G3up5ufnUV5eznYMn88HgUCArq4uPHjwAJFIBEVFRbwhIlMrtXs6nY5/qDs7O5ifn4fRaEQkEmFUMr1wR0dHyMzM5BKeECUDAwPsbXuc4y4Wi+H1elFUVITS0lIEg0GG3u3u7qKmpgYKhQKVlZVsfiazrslkwvvvv48vf/nL8Pv9KCsrg8ViwcHBAT7zmc+wZ8zpdLJ+jAzvBwcHHObR39/PxFa73c7OAdpAkdSgvLycZw4ke6BI+6ysLOZlEQudwhvIrkMKarfbjdXVVZw7dw5er5fDa8l6I5VKAYDX5QD4eyeP3N7eHqanp5FIJFBZWcktGTkkAMBqtUKv12Nvbw9WqxVarRZHR0dwuVy4evUqurq6EIvFcPXqVfT09KCtrQ2/+c1vOJQlHA6jqamJn6/q6mrodDrE43GoVCr8/ve/f2K0oFQqcefTlPj09HTmkk1OTjKmmlKVpFIpfD4fC6TpmSMrTnFxMY9R4vE4nnnmGfYTWiwWAI+kIt/4xjcwMTEBsViMN99884m4OtLara+vo729HaOjoygoKEB5eTkboxcWFphwIZVKIZVKodFoGPxJBF2JRAKz2Qy5XI6ioiIWCmdnZ/NiyuPxcJtHEiFq92jEUlxcjMLCQk5UIjV/fX09tra2MDY2xlDPRCLxhAuEnjsqOP5PiCHpBIE/XoH9SbaQDQ0NcDqdOHv2LH74wx+y0FKpVHJw6EsvvYTp6WlmbG9sbDA5gsiSZF8JBALQaDTQaDQ4PDxkNpLdbkdRURFMJhO8Xi8Pef1+Pxu7bTYba5PIQiQQCJgpRu0hIXaJzkBVHm1eyJtH0DbiTQHgTLy0tDQ0NDRgZWWF5xi07i8sLERhYSE/xAB4SaHT6TAxMYEf//jHmJubw+zsLKLRKGuQyO5TUlLCD/3q6iprdFJSUhiD89JLL+Gzn/0sJ1lTXiAhcXJycjAxMYFr167x4PfxLRdJI0hlTe0DJcV4PB4OfLVYLHjppZdw/vx51sBZLBYO/qBKiyikNMjXarVsrnY6nSxhIJICYZCp0jUajWzJOTw8xNzcHAs5iev1i1/8AoWFhfje976HtLQ0vPvuu/i3f/s3GAwGiMVidHV14fr166w3crlcCIfDnPX5pS99iR0RW1tbbF2jFyszM5OJC7FYDLOzsxgfH0dpaSkkEgnq6urQ1NSEwsJCPHz4kLfi+fn5sNvtnPVIF7tQKER1dTVjlru6uvDuu+8iJSUFFy9e5BStc+fO8eGxu7uL2tpaRCIR1NXVMW9LLBYzqz+ZTHJYdHNzM/b29mAymXjAXlxcjNTUVKyuruLBgwdIT09HLBaD3+/nd2JpaQkmkwlGoxEpKSnM1ktPT2em/dHREQ4ODti3SzKM1tZW5nnRNtXlcvHgng4sMmzTlpeErNRKkify8Yrs//b1J6nAvvSlL2FtbY254YREJu3I+fPn8frrr6OlpQVarfYJgePY2BhbMIg9LpFIIJfLMTAwwC+P1WrlSC3yUqWlpcFms/HtLJFImPap0WgYP5KamsoD40QiAZlMBrlcDp/Ph93dXZhMJuZ8paamsvaHBr8E4SPiwu7uLnQ6HQBgY2ODgyHm5ua4xQQAsVgMh8PBRAiJRMJ5AUQ71ev1OHHiBAoLC5GZmYnh4WG4XC6sra3h3XffhVQqxSeffMKfFQ1tiSmVTCbhdDoxODgIp9MJtVoNoVCIubk5HqJ/Kg7EjRs34PF4YDKZ2L5BVRgp4cmJQJ8vyT0oYCMSiaCwsJAXJ9SK0ryEWiZyFBDORywWQ6PRQKVSQSQS8czE6/ViYmKCD67Hufwk/MzLy8OHH37IsMVjx44hFothaGgIyWSSgYFEB6VFCAmDi4qKcPnyZZw/fx7Dw8NYWlril4uMyWSqD4fDcLvdbIWilpEG3RT4StarjIwMrK6uwmQysW6KWiyyNlVWVnLSEFFUaCNNzzeJj9944w3+s2h2SfPVx6m6lO6zu7uL8fFxFoUGAgEOtHW5XJifn+dD44UXXsCtW7dQUlKCzMxMjI+PIxQK4cyZM2zrIo0bHV40vKdKm4TbhADa39/Hhx9+iDt37vDPmsz99M9Q5UUtKSnw6T904dF89dy5c0+3hUwmk6iqqmKvGd3k6enp+PznPw+Hw4Hy8nIAj1a4lKEolUpx584d3lABwODgII4fP45PPvmEQ0rJ30c+t8bGRmxvb2N4eJjTTOiAWV9ff+LFc7vdqKiogFKp5Egz0vssLCzwrIfyCnU6Hcd/ke9vamoKjY2NSCQSrGKuqKjgh+/atWsc6CsUCjE6Oorm5ma43W6oVCqeP5CmZ2ZmBkqlkrP5zGYz7HY7FhYWoFKpUF9fzyGzfX19vCElkeLjBNK+vj4Eg0EcO3aMmeVra2tobW2FRCJBe3s7rFYrJiYm0Nvby+0laXBcLhfr13Z2djgcmB5k4JGZm1bv2dnZjJiBa18AACAASURBVFChVoGAkrRRCgaDvNnUaDRsdKdhPGUckn6srKwMYrGY8THk4bTZbFheXsbMzAwuXLjA6vJYLIauri7WI+Xm5qKuro7RM2+88QaOHTvGpAeie2RnZ2NkZARtbW18mFDOpUAg4EWQVqvF22+/jdOnT2NmZgZmsxmrq6sQi8XcGmVnZ2N2dpYdAtQC02bcYrEgmUzCYrEgGo1CrVbjtdde4xni22+/zenqMpkMKpUKd+7cQVtbG7RaLc9irVYri4tTU1PR29uLH/3oR3j55ZdZF3nq1CmehWVlZTEOhxDUBQUFPOeig7uvrw8CgQDf/e53YbfbcePGDX7uqY08PDxkXBIlzweDQWxubvIzQyMMEorTHIsOKbok6Ndo/gWAq28ACIVCnET/l3/5l3/wAEuhP+z/+ospKX/4F//I1ze/+U2ed62trTHq5jOf+Qxrloj3pdfrOVLqnXfewWc+8xl4PB5Gguzt7bGinsI4Tp8+jfHxcdjtdrz44osoKCjAb3/7W1bfK5VK1NbWYm5ujjdrpBL3er04duwYFAoFJicnATxKTI7H45iZmWHci91uBwDU19cz2M7n8+Ho6AjXr19HR0cHZ+tdvHgRzz//PDIyMqBSqTA4OIhXXnkFS0tL8Pv9jMctLCxEIBBAeXk5FhYWWLWtVqvZpPvVr36VrTRisRinTp3C6uoq/vVf/xVdXV1oamridpwqAdIe7ezsoLGxkY3CH330Ebq7u3H37l2srq6irKwMjY2NCAQCUCqVzLQqLCxEIpHg7dju7i7PKqj0B8BlP623KTmazMObm5scWAKAjdO0CCB+Ox1m1K55vV4mXpAnj5AxhYWF+Oijj5CXl8c5kcCjMQXReAUCAW+uAWB0dBSJRALPPvss48X1n6YqTU5O8hCdDl0KVg2FQjhx4gQmJyexsrLCW7nu7m4OZyXnBx0G4+PjeP7553H16lX2Vfr9ft5Yk32IEowoE/T111+HyWRCJBJBNBpFZ2cnlpeX8fnPfx4zMzOYnJzEiy++iJ2dHSQSCdy6dQt1dXWYmZlh9hxt448fPw6bzcY/V7VazfYushnR36/Varkzqa2tZY1aW1sbRCIRbDYbf8a0HSVdJUEnadMsFAphMpkgEong9Xp5qE9WNNo40sLo8RYRwBPzLjKD06VOob+fbkj/IBj/T1KBUektl8tx4cIFZsL/6le/Qk9PD+7fv89KbhIzko1nYGCA+3GbzcarfpfLhWAwiG9/+9v45JNPmIP0OBEgFAqxnaisrAzDw8OsBKZVOFUHZKqlVTtpaTY2Njg3UKPRcIVBLyDwyHyt0+kQDAYhlUqxsrICnU4HmUzGg3zaCFElAzy6YdbX11l+oNFoEI1G0djYiPn5ebz66qt4++23kZqaitbWVmxtbWFjYwNOpxP/+I//iHv37qGvrw+Li4scPZaRkcGxaCQ9+fjjj1FQUACFQgHg0QC8o6MDFRUVEIvFDP+jh5C2aCsrK0hNTeXZEj3EFFMGAH6/nzdnpMYmFrxMJuMZB/D/Kq2Jhe7xeDhabWJiAsFgkGPy6PshgSrlGq6srKCuro6dFU1NTUz7VavVsNvtyM3NRVtbG1dgSqUSVqsVly9fxsmTJ3Ht2jXWZRFlIS0tDXa7HYFAAOfOnWMJBC1bxsfHmV3lcDiQTCZRVFSE4uJibG5ucksmFAp5KB+Lxdha43Q6cXBwwLa1w8NDqFQqiMVifg5ItpGVlYXKykrk5+fj1q1b8Pv9+MIXvgC73Y7m5mb853/+J1555RVsbm7i8PAQV65cgUAgYAQR2bssFguLiMViMfx+Px8OJSUlyMjI4NmyUChEKBTi4N6+vj5cvHiRXTK///3vmahMz4pAIGCnCVWO8XgcExMTWFhYwOTkJF/YVGmRJo22j49vGklykUwmOZXL4/Ew1JBGAH/1V3/19HE6L7zwAhobG/HrX/+a+ePPPvssnE4nysvLkZOTg//+7/9Gd3c31Go1wuEw/uVf/gVHR0fQf4oyzs3NxczMDCKRCGw2G/72b/8Wly9fRllZGTY2NqDX66FQKDA8PMwEB5o3GAwG1slQi0OaHoFAwLTPRCIBuVzOmrFkMsmp3cQRS0lJwfT0NItMFxcXUVFRwcEGdrsdlZWVyMjIQH9/P3p7e+H1eiGRSGCz2VjfNDIygrKyMqSkpGBkZITlGv/8z/+MV199FT/96U+ZJRYIBHDmzBkMDg4CAJucacNz7tw5/PSnP8X8/Dxqa2shEok4sbysrIyxLFQ9RqNR9Pf3Y3Z2ludhVCXTgJYkFdQub25uQigUMpGAjNlkL6EHm1bhNCuhjRu1nVKplG9tmq/JZDLOZMzLy+NUqnA4jJWVFdTX13MALFViR0dH6O/vZ9tMOBzmA3VwcBC1tbWIRqMcnEtByVqtluUctBhRq9WMpNnZ2eGttNvt5kize/fusQSDMhgNBgPMZjMLh2UyGWpra3mG5fF4MD09jdLSUojFYuh0Omxvb6OmpgYpKSmYmprizadIJMLVq1exsbGBjIwMTgX6whe+AI/HA4VCgStXrqC7uxvxeBwjIyO4ceMGGhoauIP50pe+hOvXr6OtrQ0AuApyOp3Y2dmBRCLhCpCU+qmpqRgaGkJPT88TieZpaWkYHBzE2toampubUVVV9f/w9uZBcd/3/f+TY4EFdtllD5Y92OW+TyF0WuiKbMmWbOM4ruPJZTeZtM3UzlXX7fSPTs+0nSadpGnSJFYnThzLdhxblq1bMiAhCRAgxALiWG52WdgLluVmf3+oz5fR/Nr0j+/YzHjGY8uWWD6f9/t1PJ+PJ0pKSsSzrNVqhbbK98jpdApdgoN9AFJIsOpia7g1ZSgYDMLr9cLlcsm8jDw5zoVjYmLw4osvfroHWHFxMTY2NnDr1i3Rgul0Oty8eVMsJKmpqXA4HCgsLER7ezump6el/HzooYdkBsUH7sSJE9jY2EAoFILT6ZQ4dyY/c2hPGqTdbsfAwIAkTLNUN5lMIrVgiTsxMSEu/q6uLsEZh8NhZGZminaJTLBwOIzS0lJMT09LFWa32zE1NYXl5WWkp6eLAZzDaOB+/l1BQQFu374tKnu+NJWVlaisrBR8sdvtRmJiIvLy8vDTn/5UtkpvvPEG/uzP/gzf+973kJaWhqqqKpw/fx7RaBS1tbV49913cefOHUxOTuLevXvweDx47bXXsLq6ioMHDyI7OxtZWVkCnWOiE2Uu1Aup1WpR5/Pm5+G1VcNDBpRSqRSCBSUlbM0Y2cbb3+l0wuVywel0Cr0hNTVVTMwGgwGtra1QKBQoKytDbGysZIzabDaMj4+Lybm4uFiIIuRusWLa6turqKjA9evXpYq7c+cOkpKS0NDQgJs3b2LHjh0YGRkR/2xpaakshNbX13Hw4EGMjY2J95IXxubmJgYHB1FZWYne3l5MT09j//792L59O1JTU0UAS2Al043q6uqkcsnIyMDs7CyuXLmChx9+GCqVCn19fWIB0uv1+NGPfoSioiI8/fTTqK6uxr179/DII4+IX3VoaAhtbW3Swno8HjzxxBPQ6XTo7u6GxWJBUVGRVM9VVVU4e/asoHFaW1vh8/lw6NAhbN++Xcz63NzzGSE+PTY2Vhj3pI5wKM/Ki5t/HkhsQYlhYpo9dZQ88HjQEXD40ksvfboHGN38NpsNSUlJaGpqAgC8/vrrYuwkXlehUODGjRtQq9XIzMxEamqqbCQzMzNFOT46OoqBgQGUlpYiJiYGbW1tOH78ON544w1oNBrJbyTRk9sri8WCrq4uOBwOABBTsE6ng8FgwODgoAg0VSoVOjo6kJeXJx80t4T9/f3Izs6GQqHA3Nwc0tLSJDiEWX2EvdXV1cmvIeN/eXkZmZmZsoFjZRMIBDA8PCwVpUKhwOHDh4VB7vf7cejQIdlA5ubm4tSpU6JiN5vNeOaZZ2A2m9HZ2Yn8/Hx85jOfkY1fSUkJCgsLZXMaGxsraBMmX4dCIdkUM82bbR8/G4PBgJWVFXnAmD4DAGq1GgDkAVQoFKI4p82LHrr4+HgUFxfDarUiISEBoVBItHyZmZmyotdoNMjJyRE6qc/nw/j4OAKBgJilGX9H8a3H45E52/DwsIAe4+LiUFVVhczMTLS2tkKlUsnFp1AoUFBQgImJCQkNWV5eRl1dndA8KioqZHBORjxlK/v27cPMzIykKjEghvRfh8MBl8slOQdGo1HaI1ZdZKA9//zzWFlZwfvvv48TJ04gLi4OWq0WHo8HL730Es6fPy8HKROmhoeHcfHiRayurqKoqAgHDx6Uy4AXVF1dHVJSUnDu3DnMzc1hcXER+/btw/T0tAz3zWYzqqurAQA3b97E3Nzc/QMi7n4Ir1arFcsQNVyBQABDQ0NygNGyRDIHqzA+F5xvMWVqK9CQIb1bfz1bzt/XQn4iOjAOopubm0XwNzQ0hOzsbMzPz0tyz1aSgVarxauvviriu0gkgqamJkE037hxQ4bNAwMDQmjdtWsXzp07J2tlk8kkhwsTiakC5+qaQ2XqnvhB+f1+2O12Ef7RRjE7OwuXyyU/HJPJJOTLxcVFkRVwW8YHlIidpaUlTE5OIi4uDs3NzTKQJpq5tLQUFosFV69exWOPPSZbpYceekjCNP7oj/5IQinMZjNOnDiB0dFR/Md//AeWlpYwPj6Oq1evYnx8XPhnBw8eRDAYRHd3NwoKCh5AC1+9elVuf7vdjqKiIoHf8XCKi4uTkIfFxUUolUpRYWs0GhiNRkH5EMdN/v7m5ibC4bAYricnJxGJRKRNZIiGwWCARqNBf38/fD4fZmdn0dHRgVAohN7eXiiVSpmTqFQqFBYWyudFJDeRxoWFhdjY2EB+fj527tyJQ4cO4eDBgxgfH8elS5eQmJiIEydOYHBwUJYqXAx0d3ejoqICAITaEYlEsGPHDkxMTCA/P194WyqVCkqlUv5frFidTieam5slO3RkZERMzVqtFsnJyTI66OvrQ1VVFWJjY/Hcc8+hsLAQKSkp+PDDDxEMBvH6669jYGAACwsLKC4uRmNjI55++mlcuHABb731Fh555BHcvn0bb731FhISEuBwOKBSqXDv3j28+uqrKC4uxurqqsS4DQwMoKCgQNwh//Iv/4KHHnoIDQ0NYgHr7OxER0eHVNhsP2tqauQAopugo6MD7733HsLhsCyACAJg9cWtJWdcQ0ND8rNiZcyZKdPs+XsDeICN/799fSIVGFHHzz77LH77298CgHgHP//5z+Ptt9+Gw+FAcXExPB4POjo6EAgE8Nxzzwl249SpUygoKEBtbS16e3thtVrhcrlgtVqxurqK48ePQ6lUoq+vTywrNLyWlpbKQJYpPwwSoFFap9NhamoKsbH3k6TpO6NROz8/XyqYzMxMOJ1OAPc3lty+cci4dTBJdz1far1eLyx9tkdsU6xWK5qampCamooXXngBo6OjaGlpEUW2y+XC6uoq3nnnHezfv19W4wUFBfjd7373QCSb2WzGF7/4RaysrAhnnZSGxx9/HDqdDufOncP169cFYmixWGAymWQTtHX4ygqN9Am2HnzgyKdfXFyUIf/6+rr8+pWVFajVaiGFMkCCOqto9H5sfW5uLgKBAIqKipCQkICWlpYH4IQajUaWAaymuNpvbW1Fdna2jAwikQiUSiXeffddaUvv3LkDnU4niTok4U5OTuLo0aPSFjY2NkKj0cDn80nqFA9ibk1plK+oqMDq6ioGBwcxNjaG7OxsqWL52czNzUmsnN1uR15enmxp3W63JPbs3LkTb731FtbX13Ht2jWMj49j9+7dgn0yGo1yKHo8HlRVVYl+7eTJkyLLoL4sIyMDjzzyCJaWlqSLGRkZQSgUQkJCgixyuMW+c+eO/Bzr6upQXl4OvV4vlBba/0hhcbvdaGlpEY8s2WFbF1VMumJyFROieLDxGaI9b6sCn4dWbGysEG+/8Y1vfLot5FNPPYXi4mLMz8+jvb0d6enpsNvt0Ol08Hg82LVrFwwGA0ZHR3Ht2jU89dRTQgqYmppCX1+fhMXGxcUhEAjA6XSisLBQaJJGo1GQJYy0LygokAqPtz/JCWVlZZiampJsPJVKhY2NDXR0dEiVQeFhIBAQZTGDGaj7yc/PR3p6Ovx+P7KzsxEbGyuIHArwEhISYLPZEAwGsbGxgcXFRQEGMviju7sbBoMBx44dk8EnLTiE5F27dg3hcFisTmVlZWhvb0dbWxv++q//GpcvX8aRI0dQXl6OoqIiEduqVCrs2LEDlZWVMJlMuHz5MqLRKCoqKpCXl4eioiLs3LkTJSUlYiimGJFDdqrPo9EoFhYW/n8+ttnZWWxsbGB1dRUGg0EObt7C1ITxxvV6vQA+vlVZEXPITjN6ZWWlKLzpR0xLSxOuO//bxcVFFBcXi9yDgRRKpRI7duxAW1sbAoEA9u7dC6/XKz/H7u5u2Gw29PT0yPIiISEBm5ubkrF44MABERBrNBrMzc1hYGAA2dnZgtqemZmRg47PjEKhQFFRkejj2DKdOHFC5rR6vR4mkwllZWW4ffs2+vr6ZFvocDjw7LPPYnR0VIJazp8/j7q6OmRmZkpq+JtvvilxcNFoFLt27YJarcbdu3cRDAYF3dzf3y+kXyKdKblJTU2FSqV64LOnc4PLMbaLdIPQf7mysoLbt28jGo2KFowMPSYqcbZF0SwAqaZ4+fNyWF9fx+rqqniN19bWUFNTg8OHD6OysvLTN3M/9thjOH/+PLRaLcLhMJKTkyXwgqA23tJarVYgcocOHcKHH34IjUYjJffc3BxaW1tx+PBhXLp0CcXFxVLeLiwsPKABSk1Nlah5khTUarXIJgYGBjA/P4/s7Gx5+Ti4TU9PR39/v7jg8/PzZWBJkF8wGBRXP32Oc3NzWFpaQm5uLm7fvo2CggKRc4TDYSHK9vT0QKvVYmVlBWazGUVFRUhOTsa9e/fgcrkwPj6OcDiM8vJynD59Gh999BEOHz6MmzdvCoHg8uXLkvGXlJQkZIW8vDz86Ec/EhFlRkYGYmJi0NzcjGAwiPLychgMBiQkJMDr9aK4uBg2mw2xsbGSeO31egXdzO0jRYZ8yQmXowp76+aMjgRukiKRiGB4aEgeHBwU6kFBQQHUarUsWMxm8/0H8r9DWVdXV5GZmSluCIbOcrAcCoUwNDQk0oTExER0d3dDqVSKHSw1NRUWiwXFxcVITEyEy+XC7du3EYlEJP2a6v/U1FR0dHSgtrZWUN8ABBsOAOPj44LGTkpKkjAN6gYdDodkMTIezmazYXFxER999JHIVnJycgSoOTMzg9zcXBw9ehR6vR6jo6PY2NjAZz/7WQD3071bWlokvFin00lFmZaWhqNHj6KjowOf/exnERsbi5qaGpw+fRo9PT2oqqpCTk6O/H7RaBRZWVlyyFmtVtHisXInLXV1dVVsU4mJibBarbJZ1Wg0KCsrg9FoRHZ2Nux2O4LBIBQKhcwGeVixSyEglF0RXQPUDFJatHv3bhw7dgwZGRkAwKSoT/cAYwAG2wpuy8iOotaErO+PPvpI+OdLS0vweDzYuXOneONWV1cxPj6OUCiEiooK7Nu3T3DBJpMJLpdLqjHqVAwGg6jQDQYDJicnoVAosGPHDrGB0HpkMpnkYeF8iolAtOMAEBU/N5bk95NRtby8jIyMDPT398vWhcwyqucZ8zY3NydJxwDEc0kzeG1treTo1dXVwW63o7q6WogITICurKzEyy+/jNzcXGi1Wni9Xtl6cvFw6tQpeDwe9PT0yIM8OjqK/v5+pKamyj+jaZ2SCG4qeXPzdiS1QqlUSnI1PaJ8YAl9NBqNkmgOQOQX3DjTmuLxeOD1erGwsCCfCT9DrufHx8dFM8i202KxAIAsZijS1Ov1EpYaExMDs9mMq1evoqGhQUzHNpsNTU1NsoHdv38/UlNT0dzcDLfbjcrKSqhUKuTk5KC0tBRxcXEYHBzE5OSkWLbY1ldXV4tI+s6dO1hbW4PRaMTCwgKcTic+//nPy+EbHx+Pf/qnf8JXvvIV+SyXlpYk0KaoqEg2poQg8t0h/icrK0tmyBQB8zDNyMgQUznBn3QCEJKZkpKCUCgkQtfFxUV0dnaivr4eFotFItI0Go1Y5paXl+VA8/l80Ol0GBgYwPXr1+Hz+WTBwoNn66FF3SA3lMxcVSqVKCoqwhNPPIG6uroHkDwcyxw6dOh/PcDi/7d/8f/yFQqFhArKSofpJN3d3XJzx8TEyENLxjzd81vXuHwoyTXv7++HUqkUTjhbAW4sx8fHkZaWhtjY+xFXRUVFEsFFfQztH1y3c5XLw1Wv14sTgFsVpgtReMlNG2/WiooKbG5uQq1WY3BwEMXFxZI0o1arUVZWBqfTCb1e/wD7iKlLp0+fRmZmpphs2SLl5OTgV7/6FVwuF8xmMwoKCrC+vg61Wo2LFy8iLy8P1dXVErl29+5dnDlzBt/+9rfxk5/8BA6HAzMzMyguLkYkEoHX60VGRgYKCwsxOjqKjIwMBAIB4TIBEIY7ze+klrLdWlxclJ/t2tqa4K4pdWFrnZqaKp9RVlaWaHuCwSCysrIwNTWFtLQ0SUciXwuA2FdYKaalpclCxGazyUZYr9fLy8vZ2eLiIkpLS7GwsIC7d++isrIShw4dwkcffYQvfOELgos5ceKEzJampqYEilhUVISsrCzMzMzIwUwvIcOTDQYDxsbGZGjPhcLs7Cyef/55vPbaayK56OnpkSDYrq4ufOc735EFUm5uLl5//XXU1NQgPz8fJ0+eREJCAnJycvCTn/wEX/rSl6DVagX+uW/fPvlz0qlAYfTs7KyE9xJu0NfXh8XFRcTGxiIUCuHu3buorq6W5B8umKqrq4WJx2VUSkqKPAs8FAlSIIGWi6qYmJgH5DNbLyA+V5RaUPpCLyX5cDzkyDHjf/e/fX1iSnyq2ycmJvCXf/mXCIVC6OrqwrFjx9Da2oqMjAzRfyUlJcFkMmHbtm14//33sXfvXpEfEJzGGcauXbvw6quvYteuXWhvb5fIsYmJCUxMTKCmpgYdHR3CTKeqfHl5WQa2CQkJ6OrqQllZmQxtiZo2GAzipSRrjC9dOByGxWKRA294eBgGg+GB6PTY2PvRa3a7HaFQSJTcJpNJNGr00rG1ouDVbrdLOjYpDouLixIA+tWvfhXZ2dkYGhqC0WjE7t27JXVndXUVP/nJT3DlyhXs3bsXjz76KM6cOYNDhw7J90/q6NramuCtKWQtKytDcnIyjEaj4GRsNpt8XmwruEGilYiR9MvLyxgZGRHM8PLysvDfSRBhLBsV89ScsV1lJBdve74sXLVrtVrJpbRarcLIT0lJgVqtFioIZ2TA/ezC7OxsETpXVlbihz/8IR577DGkpaUJ4Xdubg52ux0ulws7duyAzWaThKNAIACNRoPZ2VnU1tYiMTERx44dQyQSwb179wQoMDMzg23btgl1hFrCvXv3SpL8VsoIsVCXLl0STllxcbEwyq5du4bdu3cjMTERubm5QnDt7e3Fnj17ZPuYlpYmm/KqqiqJ/CsuLkZlZSXy8/PR2tqKUCgEs9n8wOdGagttRw6HAxaLBfn5+bDZbDAajTAYDLDZbOI0SU9Px7179+B0OqVDoqNjZWUFs7OzWFtbg16vl/aRi6HMzEzs2rVLdHI8sGhSp02Ky5q4uLhPv4UsLCyEwWCAy+WSGPqmpia56e12O9555x1kZGRgcHAQqampqK+vx7Vr17Br1y4olUoZ+tJ6MTo6iiNHjmBmZgajo6OyRQEg8wiz2Yzs7Gx4vV5kZWXB5/PJQ7+4uCiOfvK72ItT5c7bPi0tDRkZGUKIyMjIENgiH6SZmRnBjgwPD8swdPS/mfYWi0USXuj5ZEo0B+A6nU44W1tbiSNHjqCtrQ2jo6Nobm5GbW0tLBYLvve97yEmJgaPPPIIduzYgd/85jd47bXXEAgE0NjYiBdffBFGoxHJycn4wQ9+gPz8fNy4cQMzMzOwWq3YvXs3srKyEA6HJXS2trZWHqTU1FRMTk5KRenxeGSTBkAGrzx4KLcIhUKIRCKSypyQkPAAToUaL5rGyUMnaXV+fl5eosXFRTlUWZkSS8RtIG1OvDSUSiXC4bBU6gRcMtotISFBDNU3btzA0aNHMTg4iKSkJOTl5aGtrU2ScwoLCzE1NQWDwSAmZY1GI1QU4rFp6qfYkrmIKysrGBsbw3vvvQev14vy8nJcv34dBQUFAvzb2NjAiRMnMDIygqamJhw5ckSCck+ePCnuCwbZEKnd2dmJUCiEnJwcjI2NYf/+/fjlL38pGjb+PPbu3Yvc3FykpaUhNTUVH3zwgbTyPCR8Ph/i4uIEkGiz2USXeO/ePdy9exder1fsRuTa3717F62trVJgcDTAuWVMTIwADfku8NLmoRgfH/9AGvfWxQ7JHvROJiQkYP+njZR+/PHHce3aNfz93/896uvrxVybk5ODwcFBAMDFixdRV1eHQCCAw4cP46OPPkJ6erq0NRxuTkxMCDf+yJEj+MUvfoGamhrcuXNHuFMc2HP24nA4JFFofX0dBoMBw8PD0p4QJzwyMiIBtgwsJYuebRODPcxmM2w2m5hZvV4vpqenhWpB7v7S0pLcimytJiYmsLCwgJKSEszOzkKpVCImJgZ2u10G01euXEFWVhaUSiUGBwdRXl6O7du3Iy0tDS6XC7t378aJEyfw4YcfoqmpCc3Nzejo6EBBQQGeeeYZ5Obm4u2338bevXvxyiuvoLKyEsPDwxJ0umvXLrhcLmg0GqkW5ufnJbiVnCxC+shkT0pKQmJiotyM5PyTCc/bF4Bgd4aGhuB2u6Wy4k0ajUYlTJVreCr3Sb6gBSkajcLv94tHVa1WywtDKgZX9nzoKbgl+prmZkI0gfvzWVaIhAVWV1cjKSkJ2dnZkvCzFdsNQFwR6+vrcng1NjaKc4IzzcbGRkl52tjYQGFh07PZNQAAIABJREFUIfr6+qBWq6VlLi0tFekBY/n4DKyurgoRIykpCfX19ZiamsK1a9cQCASwY8cOLC8vY+fOnbK8GhoaQjQaRUNDA+x2OxYWFvDee++hs7MTt2/flktUo9GIE4UBtxTXUr+l1WphNptRVVUFi8Ui28+UlBSkp6dDpVLBZDIJy4wLFVZYCQkJWF1dFZuc3W4X7dlWqxHwsa2IMhngY1DAVi7+7yOyfiIzsPb2dtnmkFYQCAREYf3BBx8I8pepRENDQ2hoaEB7ezusVqvIAYaGhmC1WvH000/D7XaLqZRBn48//riAEQHIwUefYjR6P7U5IyNDBodFRUWYn5+XobxCoYDb7RahLH8oFAIuLy8jEAggPz9fWhoiZVixcYNEjRcfCv6+MTExAk6kVy8mJkYsFY888oj8Xvw+VCoVjh8/jqGhIbzyyivYs2cPtFotpqamxNaj1WrxN3/zN4iNjcVXvvIVuN1ufOMb38Dy8jKqq6uxubkJh8OBDz74ANu3b0djYyMASDtYXV0treXCwoL8fzn3YwVDaitFpampqdK2zc/Po6+vT7hi27Ztk7kXZxmRSAR+vx9qtVqQLKzaSEvg80HoI5cH/HXp6enS2tMlwM+WM0WKlDc3N1FYWIixsTGpzFhlRaP3k6SJfVlcXMS9e/ckJ1Gr1UqkGKt3g8Egfj8ePhSJUmsYCATwwgsvwO/3w+Fw4Pz58+I+2L59O7q6umAymVBdXS0XCw3ZCQkJ2LNnD37729/i2WefRVZWFgYGBvCv//qvCIfDSEtLw/Hjx9HS0gK1Wi2Lr+XlZfT39+PgwYPo7OwEADQ2NiI/P1+S4EtLSzEwMAC32y3zKZ1Oh927d4sTg2Z8zjoHBgZEtM0ugZ8VeWuks2RkZCAcDouvksHHVNdTR8i/uKGkJYmXHKvZ2NhYef62eif/p69PzAv5yiuvIBKJYHBwEB6PB3FxcRgeHhZzLrc7nZ2d2NzcxJ49e5CSkoILFy4Id3zv3r3y4tntdhlikkVOcWBmZqYQHaPRKPLy8uDz+cSwTDMxP3DiUNbW1rC4uChUVrvdjsXFRcmNpIo6HA4jLy9P0C3Ly8u4evUq9Ho9kpOTkZubK+iY9fV1+Hw+ZGZmQqPRCF6mq6sLn/nMZ4SbNDw8DAACPWQlSEprU1MTWlpaMDQ0JC/s8vIyfD4fnnnmGaytreHQoUOwWCyiTqeSmS0PaQtutxt79+5FT08Pent7UVpaCp1Oh7q6OmRlZQnBky8+ZyNMFeeDSxQO8zNpfFYqlSgrK4NWqxXJBR9OMtPX1tZkFsJhL38+XAowBIJVGBXZRBhzFkYlP5E4FFTSusRqjORchpKwxWL2IHMXW1pacOjQIXR0dKC8vBxra2tISUl5wPvJuSclKl1dXZidnRXP7dLSEjQaDSYnJ7G0tCSHPvMGurq60NDQgG3btsniSKlUitB3ZGQEGxsbOHLkCJxOJ9rb21FZWYloNIqSkhJMTU3B4/EgGo2iqqoKRqMRb7zxBgoKCsQAn5CQgIqKCuTk5Ijej58FfYwXLlxAdnY24uPjcfv2bZkV0461uroqG0av1yvdBPHRXETwYKQ+0O12S+XE74/PwNaLhh5Hfqb8b/jveHCxyo6Jifn0mfgnT55EV1eXCD6vXbuGnTt3yuqZaBJqQLq6uvC5z30O3//+96HT6cTtPz09jZSUFOzZswc9PT2Yn5+XLMiuri6xGbF1cDqd4nmkKG8ra3twcBDJyclCqCRCNzc3V1TUKSkpD6jriaemWJO3SE9Pj8RhZWRkSMW4FahIgmh8fDymp6exa9cuWVcTB6TRaORgpbzjN7/5DRoaGuQwGRgYwK5du1BeXo7jx4+LCdztdiMSieDs2bOYn58HcJ/JdeHCBYyNjaG4uBj19fVQKpV444038PDDD6O+vh4JCQnIysqScp0bWwocyQSLj48XfxvhiIuLi1hZWZGgWn4mRK8QsUP9mF6vF1cEXRDcbFLrxxkct5dbldzcQvH743A8JiYGS0tLD9BCeTiSykqsM9thfnFwzBCXO3fuoK6uDm63WxK4S0pK5MLi/4szrKWlJczOzgrWiQgZVowqlQrbt2/HyMgInnnmGUxMTGDPnj3IyckRpA/niDqdDikpKSgoKEBWVhZ+9rOfQaPR4KGHHsLbb7+Nvr4+2Gw2VFdXo7u7G3q9XlpGu92O1tZWzM3NIS8vD8XFxZiYmIDNZkNraysKCwuRm5sLt9uNd999V6ppSj8AYHBwEFlZWTCZTNBoNNDr9eJlLSkpwdzcHPx+PwDIhcHLjht6Ljk4J+OvZbcCQA6mrX/Pv7YeZnxfeQkC+PQPML1ej7y8PNy4cQNGoxH5+fkYHh6WQXVLSwu++tWv4vr16/D7/fjOd76D73//+/jMZz4jLUNlZaUMm1NSUjA+Po7+/v4HIucVCgWqqqowMjKCgoICDA0NITc3F2q1WoJqAYiwlDOawcFBWK1WAaaRocQgEW483W43pqenkZiYiIqKCkkJYoz6zMwM9Hq9MPRjYmLQ2dmJbdu2SVq0VquVYIekpCSsrq7CbrfD6XTCYrGIyJeH5cWLFwW17PV68dBDD4lwcWVlBR9++CGuXbsmf47CwkLs3LkTeXl5Ei9HEafZbBbiQ21tLe7evYubN2+KKXxjY0O0SqwYOE/i98h5FGdGHOiyxSZvjf8dK1uy0xi9xY0eW2T+utTUVFGzm0wmMQpz7sU4N+r2WBnHxMTIr+WtvvX25oEVCoVknpWYmCibzWg0Co/Hg0AggJMnTyI+Ph779+8HABQVFYnnkTM4/l6ssicmJmTbtrGxAZvNJv+OCVikZ0xNTWHbtm1ITU1FMBgUaIHZbJY/O5c7SqUSKpVKLr7q6mocOXIEV65cEUprUlISamtrJZjXbrfDYDCIGyEcDsPr9aK/vx9jY2O4fPmydAKPP/64aMNSUlKQn5+PlZUVQa0zSCcrK0ui3QgBCIfDsllmTBrnhNy4UveVnJwsPxMeSFvhhWwP2TpurdaAj9vLaDT6e4f4n8gMrKamBu+88w4aGhrQ0dGBjIwMqFQqjI6OYmFhQWZJcXFxOHbsmDzIc3NzuHr1Kr7+9a/j8uXLSElJEY7U8PAwfD6fZAoSiMdhcjQaxezsrAyMuYFKS0vDwMCApBj5fD6Ew2GplphRt7y8jOHhYRQVFWF2dhbJycnyEGs0GjFvd3R0iDaG6UccLmdmZkKr1coWhep+Dn59Ph+sViva2toQiUSkMujt7RXaKr+IiX7vvffQ09MjaJSHH34Yi4uL6Ovrw/z8PN58803BDBcUFCA+Ph5OpxMrKyv42te+hunpaYnLqq2tlfanubkZZrNZBupktnOTRDMuHz4eWMnJyVhfX0dWVpa8dFTmk+lFLyhniHzw1Wr1A5s4VpHcWrEC4gG4tLQk7T5V+dQMAfdveQomKZnZqhsKBoNIT0+XNCUeZqTYqtVqjI2N4XOf+5wsL0izzcnJkUOPSv+5uTkMDw8jOTkZt27dkgOMISHAx1opVu2hUEgQRnQvxMXFCTklEAg8MHI4ffo0bDYbotEocnNzYbVa8e6772Lnzp3o7e3Fn/7pn+LMmTNobW1FQ0ODZFuOjIzgwIEDAoFMTEzE0NAQVCoVHn30UTidTphMJgwPD8Nms8kGeGZmBiUlJSKE9Xq9IlvSaDQyKqC4leJXlUqFlJQUmXMxoIVZElvR0ayw+MXDKyYmRqpbzjApWeK4gj/r/+3rEznAJicnxYtFXMlf/MVfIDU1FRkZGXj66acRCASwbds2DAwMoLm5GcXFxVhfX8eLL76Iixcvorq6Gu3t7aIipihybGwMZWVlACAOfH7jtPw4HA6sr68LRprzk46ODtTU1MgAki8bZRVsHzQajeQx8gP3+XzQ6/USaFBQUACn0wmr1SoP5cLCgpjRjUajmKHpsLfZbLh37x7GxsZQU1ODxcVFIXouLCyIv85kMmFxcVE2mHV1dejr65OWjt+X1+vFk08+CY/Hg+eff140WdTu/PrXv0YwGERRURFsNpukkxMjnZmZKdIEhi1wVrFVvuDz+eR7oaiRg2u2n5ROBAIBOfi4pCDVg7QKto20r7Dt24oEj4uLg16vF2IuRcWUXXBmlpiYKCJaztNYTapUKjERc0hNQTNJsFTXJyYmoqenB1/5ylfEMkMgYFJSklTvJpMJ4+PjSExMRElJCfr6+mT+RqFvXl6ezFInJydx8OBBRCIR4WpRRO3z+WR5oVQqceXKFfzhH/4hKisrEQwG8e677yI+Ph75+fmS0Tg9PY0vfvGLAmukfszhcMhigOr8HTt2iIulpqYGm5ubCAQCQodxOByYmppCe3s7du/eLWQQCrQ5niksLJTPlpSSuLg4RCIR0ffpdDrs2bNHEu7Hx8cfYMcBeICTD0AOMf4zHmh08JBk8fu+PhGczt27d3Hr1i3p69966y0AQEpKCjIzMxEMBrG4uIj33nsPNptNoq8aGxsxMjKCoaEhDA0NiW6Kcw8SOXkoEW/Df5ednS1lL2+Izc1NuN1uUd0zu4+3Jl9AVnlxcXHCoZqZmcHa2hqysrKg0WgEpAdAKKI6nQ6Tk5Ny+/MG4RwpJydHiAQrKytIT0+XF5SyDN6O5eXlIkqkxYfEypycHEQiEZjNZmzbtg0GgwEvvfQSPB4PJicn8YMf/AB/93d/h/b2dtnC8vAzm8146623MDMzg7y8PGzfvl3U62wbKQWgoTsUCskmjggf4o+3zhBjYmJEHMsDjz/f2NhYsZJxqM7Ki4PeraGpOp0O+fn50n5w5hkbG4tgMIhwOCyaOW6XyVz3eDxYWFjA/Py8tDkABP3DA9fr9SIcDoujIDk5GcXFxQgEAlKhsP1li7O+vo5gMChzLsb69fb2PjAXIo5oaWlJMgcKCgqkpeUGmjz9ubk5DA0NQaPRYGhoSPDbs7OzOH/+POrr6yW1HQAyMzPlMq+srMT6+rp8/zqdTlq58vJyeYba2towPT2NmzdvwuVyyfO1uLgIp9OJsrIykSv19PSIZtHr9QqhY+u2dHNzE3q9XgSvWVlZslBRKBQCMNDr9TAYDHIpcYHDkGhWV5zDApD5KgDxul65cuX3njWfSAWm1Wrx4x//GP/8z/8sGB3C0IqLi+F2u0UoGolEMDo6CgD41re+he9///uor69HIBDAysoK7HY7bt++jYyMDIyNjWF8fBzBYBDHjh0THlFJSYl4HrOyshCJRETY2NvbC5vNhtTUVLkZOYTk9m11dVW0YUzE5oKB9ICBgQFYrVZ5sWkr8vl8Yj4nzSI+Ph4fffQRHnnkEQHyuVwumRNQWsD2oaKiQrZYq6urcDgcuHr1KmZnZ2VO4XA4EI1G0drail27diEnJwderxd1dXXwer2oqqrC888/LzKJtrY2HD58WHx/9fX12NjYgN1ul+CMrfISv98PvV6P+Ph46PV6DA8PS/Q85xQ8lNhWUVbA6kClUslDubi4KOG3XLJw0xWJRBCNRqHVakWBzRkJN4Ws1CgTIL4nJSUFS0tLaGlpQSgUQkNDg+jUUlJSZJNGwCErBg7P+TPbSkol6SQ5ORl79+6VxQWXAMDHbc/t27cfMLBTfzgzM4OCggJpq8rLy7G5uYmcnBzxE7IFYwbp4OAgdu7cibGxMfGE6vV6DA4O4tixYxJByMOe8WsVFRWYm5tDSUmJyDzcbjc8Ho+kZOl0OslEVavVOHDgAFJSUnDz5k1Eo1Hs3r0bPp8PY2NjWF1dRWFhoUhrPvroI+Tn50Ov1+P69etQKpXSqtLTyMuNYbjRaBSLi4swGo0oKSnBxMQEXC6XvF88xEi9AD42egOQToh4ac44/6+vT+QA27t3L86ePSvlIHB/e2SxWDA0NISysjJcuHBBbufu7m689NJLOHXqlIQIbNu2Dbdu3YJarZaUomAwCLVaLdHpxNOQK2axWLC+vi5p0Ovr6xgfH0dOTg4GBgYEA0NcTU9Pj5imeSOnp6eLApyHHuUJsbGxQiFdXl6GyWQSukU4HIbP5xNEck5OjlAulpaWMDo6KijqhIQEWK1WIVJSezM0NCSp3cRLNzU1yVxmZWUFRqMRly5dEn1NfX09nnjiCajVavzXf/2XrMH37NmDcDgssyz+mVQqlfg8CW0kNZXuhMnJSTF2AxBeGmd7pFasr68LfpuHDyUfGxsbIqtgq8aYLyK3CWvcKn8A7ivsl5eXxX6Tm5uLkZERjI2NoaurCzt37kRiYiJGRkZw8uRJHD9+/AGGF7VG4XAYer0eSUlJmJubQ39/v9zwaWlpCAaDyM/Px/vvvy8YaRrUedjx80tISBBqRnNzs8g52FpTWa/RaKRCJeaGM0F+Ji6XS0gZ586dw/j4uEhh0tPTZUPs8XjE18lZoN/vl1g4ggF4IRQWFgqM8d69ewiHw7DZbGIzcjgc2LdvH1JSUnDx4kV4vV65VM+fP4+nnnpKfLIulwvDw8OYmZlBUlISJicnZYbKzoOVLAf8k5OTovkjLYNYbIrMOV6g9g24r+Ln70X/JIGZ/5cX8hM5wFpbW3H16lVBF28Nt9y7dy/GxsZw+/ZtlJaW4ty5c/jWt76FlpYWRCIRZGZmQqVS4cqVK5icnMTDDz8sXCYadLu7uwWV3NvbK9TMcDgspbXBYMDVq1clso0nPVW/CoVCAk0pdgyHw1KFAfc9nWxnlEolkpKSZEPU398vFRN/GHy5iUxxOp1IS0tDSkqKvDTUlvFA41BUrVajsLBQ/HL0cGZnZyMmJga//vWvEY1G8c1vflM0TYODg3C73Th16pTcdN/97nfxzjvvyEvQ1tYm7XNpaSna2tpQXV0Nn88Hl8uFgoICeYgoZ+D8a2NjA6OjozAYDFIBbPWpGQwGOVhJsWBMl9lslk0jDzwO+r1eryBvIpEIQqGQ2LWWlpZk9gjcH4qPjIxIsEcgEMDp06fx3HPPobW1FWtra/jNb34jqvD5+fkHouH8fj+effZZmZ0lJiaKh1WhUGBiYgJGoxGRSAQ/+9nPsGPHDvkcKLdg1Unki8/nEzEv20peqjabTWZJSUlJggyiPMDv9yMcDmNubg5vvfWW8Ni4gWdVR+8n29O5uTlxi3D5RLO2x+ORUQqT1TUaDQoLC0VkTIlKSkoKpqamYLVaJSGKcog7d+7I72u1WqWr4LZ+K/wzEokI82trLBojFDUaDdra2iTghQsRiokpPgbuD/m5ped4gIuQ/+vrEznAKioqkJWVhX/4h39AbW0tjh07BrfbDa1Wi/b2dphMJnz7298WdtTc3BxcLheA+zhfJgSTScQcP51Oh8LCQnR3dwvDniI5Hkpb/XfFxcVwuVzIzMzExMQEcnJycO3aNZSVlWF+fl7kAGyTuAbmB7l1dc6tGF8KtVr9AMOKVgp6Kun/o7A1Li5OblOaxFNTU8UDyO0Y/aJvvvkm3G43qqurERsbi69//euYnZ3FmTNnMDY2Jlqq7Oxs/Mmf/IkY2V977TUYDAaRsTgcDpSXl6O0tBQffPCBmOHLyspQX18vvlKLxSICY8oNACA7O1seMg5WWYnOzs5KlcVqQK1WQ6/Xy8+E7QYFxZubmzAajaIpo74qHA7L/JJVUDgclnDhpqYm3LhxA2lpaRgdHZWIvjfeeAMzMzNSDTCpWq/Xy2H085//HPPz8yJH4fzRbrfjxo0bglrKzc0VexhnNBwuE1h44cIFAJDlAPDxAJrPU1paGgBI1QHcl5MkJSVhenoaZrMZr7zyCpaXl+H3+yVHlRvTnJwcsX1x5kcTNvn5lNHQM8z2iyJsbiP5TFmtVsTFxUlieTgcFj4dMVChUEiWFXq9Hj6fT97b1NRU9Pb2ivxjq+CZ2+xgMCgMOi4+SkpK0NzcLPQZzkIZJr3VF8liICkp6QHd2O/7+kR0YE8++SR0Oh3279+PlZUVnDp1ChkZGZicnITP58Pg4KDMmSwWC37+858LRbS9vV3oBmlpaSguLhZcSUVFBRQKBc6ePYv8/HxhR+3du1f0XCR5cqOxvr4uW8jk5GSpBshWUigUMBqNIiJNT09HQkKCsLUsFouo+kmnpFgQgGy4FAoFbt++DavVKoPOrVKJYDAIk8kkIa5btTj0A1J/FRNzP8fP4/EIOpmHJv1qHKBOTU3h5MmTOHz4MAYGBqSUp9qfeYG3b99GSkqKcLDm5+fh8XhQXl4Oi8UCj8cDAHIQcy5FPyQ3lJxRJSQkiD6IVh+2gPHx8bII4HyMf8+qhmJfDt55mS0tLWFiYgIjIyOYnp5GZmYmfvjDH2J1dRVOp1NakoWFBYyMjIjNZaueiOQNZhVyGRMMBkVJ73Q6oVQqZZvHhCMmmvPnsFWP5PP5RKtH2QErT35vy8vL0Gg0KC0tRW5ursiFeJFtbm7im9/8JjQaDfx+P15++WUZ7nO55Pf7JRCHejZWglt/JjExMdK2k4bLboCEF5VKJbNAopRMJhNMJhNsNhtyc3ORnJyMqakpFBQUyOiDn2tcXJx4O2NjY4WiwrZarVZjbW0Nw8PDghaiK4UHqFKpRFZWFq5evSoHv9frRSgUQiAQwNLSkjh0GAFIGEBsbCwOHz786erANjY24PF4xNpgs9nQ1dWFlJQUOBwONDc3y7Dv4sWLwoP3eDxyIMTHx8u6OxQKyaB6ZGQEBoNBDiIOoBlYQcMwtzAUqXZ0dMgMyOPxYH19HUVFRRgYGIBerxffIvt0AKL2ptl5fn5etEykWlJ+sJU2yRlEUVERIpEI7t69C5PJJJo24pYpq1hZWUF2djaCwSDcbrckc+/YsUOivTjHKCsrg0ajkTlTd3c3XnnlFVy9ehU3b95EcXHxA+lKfr8fgUAAIyMj6O/vx7PPPguDwYD8/Hwp9aenpxEXFyeZnVvZ+ETmEDTHQTIvCJIrGPbKz46Mt63qbOr0gPsEEbZx1EXxRSYocn19HdevX8ejjz4qiVa001CKwNnXwsICbDYbDhw4gLfeeksEq7zhqVYfGRnB5OSkCIVHR0eFhsENGgBpozmvYZoONYcFBQUyAOfaf2ZmBt/97nfluVldXUVaWprIWyjZ8Pl8WFxcxNGjR0UnplarxUPLIBl6CtlWbcUZcUOanp4uhBAA0g7OzMygq6tLKBm0lCUnJ2NiYkKyWKmVm52dxY0bN5Cfn4/a2lpJICf332w2Q6fTSSTf0tKSVMM0haelpUknRCiC1+vF+Pg4bt++jWeffRbDw8MYHx8HAKHBEuOUnp4OvV4vl5nL5XrAQfE/fX0iFdiRI0ekXKQfLCcnR7xzi4uLOHbsGP7zP/9TaJ4MRuAqn0xu+tVcLhe2b9+Ovr4+gcvZ7XY55Cji5MO6sLAAnU4HvV6P5eVlYSjp9XrRI3FYz9+TVhdCEtfW1pCeno6RkRE4HA4JSyUd1PHf1AtSFajPMplM6OrqQk1NjRxARLSQjQVA1P53795FaWkpVlZWxNzMIFyHw4HS0lL09fUJbmd0dFRavy984Quy7Ni9e7cgfVdXV2Gz2SRtPD09HUePHkVLSwsOHjyIzc1N9Pb24saNG7BarWJrotuAL4VSqYTH45F/xsODtz9ndunp6WIT4s98ZGQESUlJYoHhgBf4GKNCoS8rnJaWFly9elVa+Pn5eVy+fBlFRUWYnJwULhnRNVS/h0Ih7N69W1KqtFot1Gq1JLCzqudQns/a2toaysvLperZt2+fbF85iyJV9dy5c+jt7UU4HBbEEJ9zu92O7OxsZGdno7CwUMSiMTH3symZ1Tg1NYXu7m4hlzY0NMjmm8p6tpuUHXBexIqMiy5qsXhBJCUlyQLLaDQiMzNTNq3AfU9pQUEBkpKSUFJSIs9rOBzG/v37YTQaRZdHyRCr6Z6eHslxJNOMc1yVSoWMjAzJD/V4PJJRmZycDKvVikAggDt37sgFwfR1AEKTCYVC4n6hMLy0tPTT54E1NDRgYWFBSIwcROp0OhiNRhQVFeG1116Tw8Lv96Ovrw9xcXF46KGH0NPTg8rKSgwMDCAvL09eEIoLiadJTEwUP1hNTY0oi+/duyc3JwWuCoVC2lL22hyusrKg54/amq0+P1osvF6vWF+YY0h1M6FwlCsAH6vBWcHFxMQgIyMDbrdbZmAkbiQlJSEQCMBoNIoHbXZ2VrRjDocDZ8+eldSYxx9/HKFQSCgKfLA3NjZQVFSE0tJS7N27VypFeuDy8vLw9ttviwSjs7MTAwMD8Hg8YnNJTEyUC4FWIGrGKB4mE4wtJjd/PChotGaLygq7q6sLVqtVPs9QKIRz587h1q1bMmtzuVzo7e0VTI3H45GWPzY2Vg4HVswzMzN4/vnn8fLLL8tWlJcCMxY53DebzVhdXZUXLhQKSQu2Z88e+T24HfV6vQgGg+jq6pIZGl9+/nkpVNZqtbJN5OHGZ6uvrw+vvvqqbIK//OUvw+/3C7mEwmCPxyP6N2qmqJ9aWFgQKQ5dEVsXDDysmdA0OzsrQ3gmzzOT0+fzSdtJkerm5qYcJsSh8/fkz5qb86SkJNhsNhFxK5VK9Pf3y9wyFAphcHBQ3CmsIAOBAGpqahAKhcRYzzk0c0hZ/Y+MjOD555//dFtIwtNocuUMgIfH9PQ0qqqq0NbWJkNerrovXbqEP/iDPxDx3tYBH8V3dXV1OHv2rOiIampqMD4+Ltxvv98vm0RuQnU6HTo7O+FwOEQ4yaDchYUF+Hw+5Ofny23Gg23rkmB1dRWjo6NQqVTIyspCf38/KioqZAA9NjYmaUScVfABZ0vFuQ85W+3t7RgYGMAjjzwCjUaDxsZGxMXFyUNNEeb169dx8OBBfPOb38Tdu3ehUCjw6quvYnp6WjaO2dnZ2L9/P0pLSxEfH493330Xp06dwgsvvICTJ0+ivLwcBw4ckGDcr33taygoKEB1dTX27dsnc6LU1FSpALhF4syDWQZcn8fExMj8jPac9PR0kRcwkYgsRe18AAAgAElEQVQv4JUrV4SEuhWJXVNTg2AwiHPnzmFhYUEkMfxsOc9kohQffir/iZg+cOAA+vr6BN/z2GOPoaqqComJiRgbG0N8fDz8fr9sDreC9fj/2DrGACC6vZaWFsl7INWCzwhbWW77eAEC90cqpEnMzc0hNjYWRqMRg4ODqKqqQnNzM3bt2iVxbIze4wEZjUbFykWrF3V8nPelpaXB7XZjbW0NdrtdxLyEP9psNszNzQmaXaFQoLy8XMAKnNFNT0/LhpXm9ISEBJSXl4ujgm1henq6bDwVCgWGh4eRlZUlM+Tq6moEAgGcO3dOtHqxsR9naJKkzGUJD2r+OmrNft/XJ5ZKpNFooNPpEBMTg56eHhk62u12VFZWora2FuXl5Whubsb4+Dh0Oh0UCoX4uh577DH09vYiIyMDq6ur6O7uFngbqxgK4ebn50W17/f78fbbbwsCl2vj/Px8NDU1wW63y43EQenExIQcLDx0DAaDPNjBYBA6nQ5KpRLnzp2TwNz4+HhJEqdfb2ZmBhMTE6IvC4VCspbXarUSVlpdXY2xsTFBMdvtdkltTktLg1arlZfAZDJJFZqUlITc3FzU1dUhGo1Kq6JSqUSrQwEo5QG/+93vsGvXLiwsLKCxsRGlpaXIycmBxWJBTU2NvARcUiQlJaGvr08ShAgI3Jr3yANpdnZW+FocfCsUCpELzM/PPyAs3b59O9555x2kp6ejrq4OBw4cgMvlQjgclrkPDwC/349IJILY2FgRSfJhp4F+Y2MDgUBA8jd7enqEThoIBBAfHy9WGIvFgoKCAnz44YfIyMiQ9nBjY0OG7zU1NbKI4YJiYWEBN2/ehNVqxcjIiLxodHuwaj506BDq6upEnJuYmCgbv7m5ObzzzjtYW1tDYWGhRMZduXIF5eXluHz5MqampmA0GkXuQdIDq6OlpSUhzbJroBOA+jM6RFgds6rhhZSeni7fF39WkUhEQj6Y4M4xB1OHuB1kMVBbWyuwQrpZ2I6urKxgenoaPT09UKvVAlnkpUBNIdOv+OfgF90dBH9+8Ytf/HRbyOzsbFitVskHpBiVPe/y8rIos0tLS0VPxFu2vLwcV69exQsvvIClpSUMDAyILGJrgi/ZS4WFhTKkT0pKgsvlEu4XfzgxMTHIzMzE4OCgSBBoMGb7w7YiOTlZZhLUabHUbmpqknV2XV2dfM8cVq+vr8PhcEj5z0MkPj5e5jc6nU5kGdSCWa1WOTQZKru5uQmLxYLOzk5EIhH09vaisbER9+7dQ1NTE5544gncunULKpUKPT09aGhowPj4OG7evInV1VVcv34dBw4cgMPhEBtXVVUVVCoV+vr6BKY4NjaGnTt3QqlUwmg0AgB0Op1wztim8IvzF1ZcaWlpcmisra1heXlZZjYETVLj9MEHH+Cpp57CmTNn0NfXhzNnzuDEiRNoamrC9PS0aJqom+Ksaetnw39PiihZaVlZWZiYmBA9GZcD3d3dOH36NPr6+uB2ux9Y13Oexy7hySeflIOYXP/JyUl4vV5otVpMTk6KlIStdHV1tVwq1BmSJkEt3KVLl3Dz5k2R63Ajr1Qq0dLSgsnJSbhcLoyOjgoxtaenR6i03FBv3dLxc+UhxDaSf3ZihfjO8WdGVwCXL8DHM0mDwSCdRV5eHgKBgOi+srKyYDabsbS0hOnpaUxNTUlS9+bmphxwbKc1Gg2cTif6+vrk3ab3kbO2rb83t74MbpmYmMDo6Cj+/M///NM9wGJjY3H27Fk4nU4oFApYLBaYzWbExcWhtbVVKgqaQMvKyiQsNBKJoKSkBF1dXXJ6U8DIPMdt27bhzJkzePLJJ4XQyuSVzMxM0SN1dHSIZ3J+fh4Oh0P0W0qlEh0dHTJ0VigUuHTpkiBQ5ufn5RalQJJeLY/HI60pv1+2hLOzsygsLITb7RZFdyQSEQkHgAcEikysUSqVyMzMlJuZIaLd3d2ywdJqtZiZmZFWqrOzE42NjfjSl76EJ598Em+++SYuX76Ml19+GU1NTfB6vbhy5YqIB1mVnjp1Cn6/H263G0899RRUKhWcTif27dsnCv1IJCK0BVZ0fr9fDjIOuUkiJRSP1VdPTw+GhoYE4xIOh4Wb1t7eDq1Wi4aGBgwMDKC/vx+VlZWS8sNN8vr6OqxW6wPm361zHv5cExMT4Xa78fjjj2Nubu4BSkRMzP3UaQpxaWlZWlqS9B62LOFwGEeOHMHKygoMBgOi0agseJxOp9BUiInhrKa+vl40fszf5MyVB87FixdlAcJtIOdrXEKEw2EEAgF0dnbi1q1bcLlccLlcuHv3LoxGI3w+HxobG6FSqTA+Po6pqSm5dMfHxx8AcXJWyYuaiwlmg9KQTsU7N538PihVoX6Oz/fo6ChiY2NRXFwssy0uG7j0uHv3LgYHBzEwMCAe1q1hMJxbcgzhdrsxMTEhXlWKgjkG+tQPMLvdLmlCS0tLKCsrkw/HZrPh0qVLAO5Hd1EkZzQaUVFRgcnJSRQWFuLKlSuIRCKYmppCUVER8vLy0NjYKCK47u5uCZcdGhqSwTG5XYQILi0tobKyUuwWzHOkmZvDVuB+1UExp0qlEsXyVq8fXwYAyMnJkZkHt0P88Bnqy5uJYkiNRiMzDhImJiYm8NBDD0GtVsPv98NqteLWrVuyUVKpVLh16xby8/MxOzuLhYUF8Y4lJiaioaEBX/va1/Dcc8/hyJEj+Ld/+zdMTExAr9fjs5/9LEwmE9rb22G329HX14ft27fjyJEjKCgoEHvNc889B4/Hg5WVFfj9fhGo8jAhSJJeNt7oTMsOhULo7u5Gf38/7HY7NBoNcnJyxPfncrnQ2dmJhYUF8XEODw/D4XDg9ddfx8bGhmQceDweqSQ2NjZE9MoXhTYvtpqczZBfTyU/Z3BUiXNEwUqAlWRycjJ8Ph+2b9+O2NhYbNu2DQCkipmbmxPt3vLysrSvfJ5ZPZWWlorOjHKSUCiEX/ziF/jVr34lBApWGbRiceG1ubkpVTzfHR5sV69exY0bNwAAFy5cQEtLC1wul1SRzAVVq9VyqZO/RVIID5mkpCRYrVYAkEMzEAiI7IUpVgkJCZiamoJCcT8xnjjplJQU9PX1obe3V+ZvRKRzeeb3+wVPlJubC71eL5/p7OwsZmZmMDMzg8nJSUQiEWkh2brz76PRKF555ZVP9wAjE72mpgb79+/Hn//5n+Ps2bMy7GRrwjZmY2ND5jhlZWVwu92YmZnB0aNHperisLm4uBhmsxmHDh1CXl4ewuEwzGazABNTU1NlppWQkIDe3l5UV1djcHBQtlA0ZbNViEaj6O7uRnZ2tmx0UlJSBItD6QRN2SqVCgaDAR6PB3a7HUqlUhBCFJCqVCqYzWYoFAqZ7QCQB4q3MUGB7PvX19cxNTUlvj4efjabDX19fbBarRgdHZWUmyeffBJNTU0oKyvD2NgYbty4IbYUkmVpDmbFG4lEcP36dYyMjOCpp56C2WxGQkICMjIyRG0/OjoKr9crKTzURAEf8522HmQU85LrT03bwMAA+vr6xH6zvr7+gG5oaGgIf/VXf4Vf/vKXGB8fh16vx4EDB9DW1gYAUk1R2kKFN9tHk8kkB9358+fx6KOPinCTL9TGxoao+wEIhBK477tk26vX6/Hkk08KVJMaP7boMzMzwpRjlWIwGGC1WhETE4OdO3dKZQbcZ9O///77+NnPfiZp9DxAuWUDICQTtlXcmHILyoolLi5OQJ579uwR9hYPZM6SgsEgnE6nEC84zwIerGKj0fsBx/Hx8TJTnp+flzY8OTlZEtR7enoQExMDrVYLv98vcEmLxSJz3K6uLskLJUopGAxiaGhIdJ5k8vO9o0megl/gY+M8/7yfegXmcDjgdDrxzDPP4Mc//rEcFP39/ejq6kJFRYVs5LidCQQCUCqVSEtLQ1pamii35+bmcPPmTSE9cLibnJwsJFaVSiUeSBqUV1ZW4HQ6BdTn8XhQVlaG6elpOBwOiYIfGxuTdG/SA2g74oNDTrtCoRBtVnp6OkZHR8X0TPNqenq6JEuHQiFYLBaRfHAuplarAUAG3CsrK5KhxweSsx6LxSLcMBI3CAW0Wq1yOE1OTiIYDKKyshKj/x1WS+LqjRs3BJ8zODiI1157Devr63jmmWdEENzd3Q2n0ynzQoo1A4EA+vv75WVLT09/wCPIQT0lMqzS7Ha7aIMsFovMwgCISHJ6ehqpqalobW3Ft771Ldy8eVMq2szMTFkQsF2lm4LiWco8uKVMSEjAtWvX0NDQAJfLJTIJWm/4Ym3btg0+n0/+3BSLco7F9pMV8NraGsbGxjAwMIDk5GT09vaK3IYZBsw83Kr9+tu//VtMTk7KZpu6Of7s//iP/xi5ublwuVySKE9hrEKhEEoJD6i4uDh5P1ZWVmAymTA9PS2t3szMDO7cuSM5DayAKHOgQp6+Rv6ckpKSEA6H4fF4hCfGIN2enh4sLCxg27ZtiI+PR1dXF0ZGRsQyxTaWgAKdTveA+yQYDMoihuJobhz/J6/jVnkOn8NP/QA7duwYvvSlL+Ef//EfkZ+fL1aOjIwMWCwWtLe3Ixq9H2VPs3c4HJZA1/T0dGRmZgoaOSsrCyUlJYiPj0dubi7sdjsuXryI2tpatLW1YXh4GNFoVGLTGxsbhZrKbMPp6Wns2bMHXq8XKSkpSEhIEDMzo8X6+vokN9FkMmFiYkLyCHmrcrblcDjQ1dUliva7d+9KBcM08O7ubnl5SbEktJCHakJCgswoqP/hQFyhuB/vTlYVWVfV1dVobW3FU089hRs3bgjJIjU1VfRD4XAYZWVl2NjYwPHjxyXgYmRkBPn5+dBoNLhx4waUSiXMZjPefPNNEWM2NzcjNzcXQ0ND8Hg8kpOZkZEhqvOxsTHZJg0PD2NwcFCqLkbOTU1NiVRBr9eLHs1qtQqSxuv1IjU1FZcuXUJ9fT20Wi1Onz6NgoICEd5S3c2Wi20M52vE5fDw7+7uxt69e8WLl52djUAggJycHGzbtg2zs7NCDmGVynQdm80GpVIpEWqcmbH6PXPmDOx2O6LRqGwMnU4njh07BrvdLhqs119/Hc3NzdIesnoF7kuCTpw4gS9/+cuIjY2FxWJBfHw8MjMzce/ePVkoHThwAB0dHTJrIhl4dXVVEONer1c+x6GhIdHeMTCZmG8y8oaHh6W948YwHA6LE4U5qvRscpHBqoifPTfWOTk5Ak2kZMbtdmN8fBzj4+MPyEm4UGC1yANt69+zEuUSJxqN4uWXX/50DzA+eLTxMGzUYDBgZWVFbsCf/vSnOHTokGxYmIZCemUgEEBxcbFsE7mRXF5eRnl5OYLBIOx2O3Q6HbKzs+Ugmp+fh81mE5Y+hY6ZmZlwuVySJsTBOFObl5eXYTab4fP5UFRUhFAoJFtJMrDS09PR2toqQbYAJFYqLi5OtnILCwtiPjabzVI6bw3jnZ6eFhVybGysHHysMNxut8yQeIAB9+cIzz77LP793/8dy8vL4hdl0ENGRobwvXp7e0W709/fj7W1NVy4cAE6nQ4vvvgihoeHoVQqUV9f/0AaEXldXGj4/X74/X7Ex8djampKNqnkqnH1vrKyAp1OB+D+xpBwQ/55hoaGxNA7OTkpn0NGRgaam5vR0NCA+vp6nDp1Sl4Q2nKojyNkjxF4VK5zy7aysoL29nZ5lubm5iSgt7+/X37uXCQxhSgajaKmpgZGo1HmWC0tLeLaGBgYgMFggN1uF9P38vIy8vPzkZubi8TERMl8mJmZwfDwsDDUCG8k1HJsbAxvvPGGtMSlpaXo6el5YDa2b98+YaFRD7V13krvIOkUPEApeB0dHUVnZ6e0zPTT8lKltEepVApAk8gkblG5DIiJuZ8kZbVaYbPZHqgEye47e/YsRkZGMDIyIgcsq2RanLZSWXlwEVvEL1ab/HXf/e53P90DTKVSyVCVWOmUlBRBJTscDhm8m0wmrK2tiZSCvi2yoJhGVFpaCq1WK0N4vkxMWZmZmUFvby+uX7+OI0eOwO/3w2KxyIdvt9vlQxkYGEBxcTFiY2PFTpKVlQWv1wun04ny8nLRdXk8HuTn58sW8tKlSzh69Kio87mRnJ2dRW5uLmZmZiTgYnJyEtPT06iursby8jKi0aiwvzj4VigU0Gg0aG1tRXZ2Nkwmk2iZBgYG5GFRqVSwWq3weDwy/zh9+jQOHjwouqXi4mK5CDY2NvCLX/wCx48fR3NzM7Kzs3Hu3Dns2bMHX//615GSkoKFhQXs2rVLrDpsR0pLSxGN3g+98Hq9mJqaEhbUzZs3JXiCbLXBwUE5TBhxx8gwQvSmpqYwN/f/EffmQW3fd974S0IgEEJIAoGQQCAQ943B4CMmduKkdhqn6xxtc2y72+7ObI/t9pjudtrZdvfZdmaT3R6ZdJPdZprJ0aZt7tPxGceOsY0NGHMjBEKAEIcQIG6E9PuDvt7+Os/T55/f1A8zTAjGRsf3+/6836/365iF3W7H5uamnM4zMzPy3KxWK1paWvD666/jiSeewLPPPov6+no0NTXhnXfekZuB3vxK62hgezQlJ43EUuKMDOslX0ypEmHRo4jebDbD5/MJDhMKhTA0NASLxSJUD7VajZGREezevRsLCwtoaGiQca2trQ3vvPOO2C1T6L66uir20HyN/H4/hoeHMTAwgJGREelObDYbcnNzZQrg1pKbVS6IgG0n0/T0dMmemJmZQWJiosSvAZBtciAQECvrxcVFTExMCEdvY2ND7kM6GZN2sba2hsXFRSwsLGB4eBhut1uoGLxOcnNzxV+fIz2VBAAE+1PiX3SQITZMDJG/NzExEX//939/a5n4ubm5uHTpEsxmM4LBIAoKCjA/P4/09HRkZWUJd2T37t14++23hZj6xS9+UXhAFPfefvvtN9nSsoPhuleZsdjQ0ICdO3eKqDkQCGB4eFhoHGtra6iursb777+PcDgs4uiuri4YDAbU1tbi3Llz4j46NzeHhoYG+P1+0PEzLS0NFy9exIMPPohr164hMzPzpo0ZQWx2c9euXbvJEI/BrgROlRen2WwW/E2tVmNoaOgmsXR6ejoqKipw5coVZGRk4Mtf/rLY2pBcOTc3h4qKCjz55JP46le/ivn5ebhcLhQXF+Pf//3fJSW9uroaV69exerqKvbs2YNAIICRkRGkp6ejs7MTpaWlmJ+fh8PhQE1NDYBtWdSePXskv9Fut2NkZETGIJIhh4aGEAqFYLPZJJx3fHwcHo8HPT09YslMd9KtrS3J5aS32Ouvv47XX38dDz74IB599FHBtXgDcNnALSEJlaRKzM3NidW4ckQhaZVJ6qQeUIRPrSlvTI/HIyEX9Jwn4ZhSsObmZukoZmdnxRWEduik4RCHBCBcLR7CSs+xxMRElJSUSBdDnE7595SyqOTkZDEDJLVkenoa165dk+UYqUW7du2CzWbD5OQk0tLSRMxPhj41xj6fD3a7HS0tLUICZkgLpxtijBaLBampqWI1xIWXMhyYywNiXOwk+bVWq5UAXBLUlWD+n/r4s3Rg999/P0ZHRzE6Oorl5WVUVlYiPT0dKSkpMgp0dXXh9ttvl2BXvgn19fUoLy+XxOwLFy5ApVKJbpISA15YDFxVqbaDR8+ePQuHw4H33ntPNG4sSKOjo7Db7bDb7QJw5+TkwGAw4NSpU0hMTER1dTVOnDgBo9EIALJxYavL5QJHF+Ylkg5CfhKBf7vdLooAv9+PgYEBlJeXC0fK5/MhIyMDnZ2d8Pl82LNnj/BtioqK5I1eXFyExWKR380L/7nnnsOhQ4cwMjKC0tJSJCUlobOzUy784eFhlJaW4qOPPkJxcTHW19exuLgIv9+PCxcuoLS0FLOzs/joo4+Qn58Pg8GAS5cuYc+ePRgfH5cLiSxw4iNutxsej0ekTl1dXYLH5eTkIC8vD4FAACsrK1hfXxcfKVpCZ2ZmCpkZ2Bb3cmvV1NSEvr4+/OQnP8HLL7+Ml19+GY2NjWhqakJbW5vw57iyVxopcryizIz2ypFIRJYM9O1X6nS1Wi2CwSCOHDkiXRlH4JmZGTF+pDNwfn4+5ufnRedps9ng9/vR1taGlpYWIbvy+2tra3A6nQKrsJti0SEJmIWQbhfKnAUqSPhJmyIy2tfW1iRMhC68VESUlJSgsrISaWlpGB0dleuTI53dbpe/Q64YwXl26zQ75JKJG2VaU5P6oaS60NuLagAWMRY2buQByJjMA5/v85e+9KVbO0LW1dUhPz8fu3fvxs6dO8WlgG8At40+nw+Li4sYGRmBwWCQi4ZjJXAjBJNynMnJSQAQMzbyRjY2NqRYqFQqwahmZmZgs9ngdDplHU8rYN4AdGYoLy+XTZ9arUZhYSHGxsbER4rYRU5ODqampsQllo9henpaOgpSC1wuF9xutxjG8dQMBoNYWVkR18yJiQm5kLRaLdxut7hh0jaIOBOjyMh8Xl5eRn19PZ566ilxa52fn8exY8cwNzeHz33ucygsLERbWxvW1tbg9Xqlc921axdmZmbg9/uxe/dutLe3o6mpCWfPnsVtt90GYJvvxhFIaXNMQJwXORPRFxYWMDg4KJtJFr2enh5xEiUlobW19SYrIkp76Cv/5JNP4vHHH8cPf/hDlJSUYHJyUvBGAr68eU0mkxRMepdxjGE+J40JAciSiOMO8xScTqeQXU0mE1SqbSdUdoAkrMbHx+OOO+4QF9XBwUEZs8nRoxyIrrbLy8uCXbErVIq1tVrtTYoS4sPciHPBo6Qe8FpjkaMOknAGjSRHRkaEjJ2bmytbT7q7rK+vIykpCQMDAzJR0BeOxgZ8bZnyTgMDElSTkpKE3Mp/m/ew8r+8/1ioiF/yAKKpaEJCwv9VSvRnGyHZGur1egl7oI89wW6dTofGxkZ5I2KxGC5evIi5uTns27dP5D+9vb1iJcONR3p6OgYHB2Gz2aDX64UvtrGxIYaJgUAA9913n1T6srIyjI6OigPD5z73OSQkJGBpaQnFxcUiKh8fH0dhYSESEhLQ09MjgRBk2ldVVSEQCMjzYCDHysoKrl+/DpvNBovFgvPnz0Ov18tNySXD5uZ22Kvb7YbNZpMId9IVSNK02WzIyMiQnycptry8HFqtFq2trdixY4d4ju3btw+ZmZnweDzYvXs3ent7UVNTg87OTthsNnR0dKCgoEA2m9/73vfQ2dmJtbU17N27Fx0dHUhMTERRURFee+01mEwm7NmzB1euXJEA2tTUVCFELi0tobKyUgwFL126JGoHrthpIxMMBmG1WmXDW19fj62tLdx5552YmprC5OSkyMSYHRoIBPDII4/gO9/5Dp555hkcP34cf/mXf4nu7m6cP39e8CV2EYuLi4IR8QZkWhKLEK8RlUolOB0LAF0mWltbkZCQIFbo3LayCOTn5wtX0Ov1yuFz9epV3H777YhGo8Lpm52dlSLp9/vF7JJyNH6wUOl0OhgMBrjdbulOQ6GQFGIA0pXRJ1/52Dku8zWgA7BKpZIJYXh4GK2trZiamkJtbS0KCwvFjKC3txcVFRXIyMhAe3s7vF6vmHzGYttZlfRBYxFfXV3F8PCwqBQI/jMcWQnSK8dG8vT4M3zMSkD//4mY+8iRIyI9IO4QDAYFpHa5XLIy5gaOD5b8K560y8vLsNlsgvvodDrYbDa0tbVhZmYGc3NzGBoaknDQjo4O2O12jI6O4r777pN5fmJiAh0dHSKLKCwsFNyDereqqir4/X7ZglJpPzw8jJKSEiQkJCApKUlSiZSjJAXYGo3mpm0brW4mJydRWloqBEn6xrP7IC+H205eeLQh4oZ2cXERer0eoVAICwsLcDgc8Hg84gBbVlaGV155RbSkoVAI1dXV6OjoQG1tLfLy8mCz2VBaWiqFiad3dnY2Tpw4gZ07d2J2dhb19fWIxWKwWCxob29HfX091tfXxQKc2NV7772HtbU1lJWVIRaLiT342NiYdG7x8fESX7+0tCQgfkFBAS5cuHATTykpKQnhcBjp6emYnp6G0+nESy+9hE996lN46623cNddd+H48eMir1leXoZWq0VSUpLkD/Am0el0uOeee+BwOMQIgCe8RqMRrzQWqbKyMmxsbIi/PBnowWAQtbW12NraQmFhIfr6+mC322G1WjE/Pw+tVoulpSWh2fDGI3xgMplgNptFbkU5lFarFZoE/biYUgRAOGk8wNlZkp8I3Aj4NRgM8snuhfwuKhnGx8cRDoexd+9erK+vw+v1orGxEQMDAzIy0sSwsrISVVVVQvbNysqSpUMwGBRG/ezsrATlRqNRIWYrx0Ve38rvKTsv4mDKLo3P4cEHH7z1fmCflDBwQ0aPopMnT8qTn5iYEB0Uv7e4uIiZmRk5vdPT0zE+Pg6r1Yrp6WkMDAwgLi4OnZ2dyMnJQVFRETo6OnD33XcLb+nq1as4efIkwuGw8JEoP2IrHolEsL6+jurqavnZxsZGAVBzcnKQkJCAwcFBVFVVCeGVwGhaWhrGxsZgsVjEeZV8NoLYU1NTSEtLEycA8nC4TbLb7fD5fMJ34qir9Cfr6OiQNfnW1tZNIxp9mNxuN+x2O9ra2vDFL34Rv/71r1FbW4tf/OIXQucoLCzE8PAwduzYgc3NTTz77LPQaDSYnZ3FlStX8E//9E947bXXUFJSIqJom80mKdKvvvqq+KufOnUKtbW1iI+Pl1Bh4o7p6elwOBwCDVBbyBHY6XTKxq66uhq7d+/GhQsXYLPZhDlPOxibzYbLly+jvr4eer0eZrMZd999N/7whz/AbDYDgHQi09PTEsTLwjE9PS2YDgB5zTnWMRasoqJC3B9IzQiFQsjKykJpaSn6+vqQmJgoAST5+fnCq6KRHwOY2flRwkSxNS2KuMgh/sOfpYyooKAADzzwgDhXdHZ2CgGVNz8tm5KSkqQDC4fDchhw1OR1TlmWyWRCV1eXBNQMDAwImXlpaQkul0uyIuoOP2sAACAASURBVPv7+0WlMD8/j9XVVeTm5sriii4XHC35+0iFYEdFzFaj0QjlhWJ/esfxZ2gEwCJ49OjRW1vAPve5z0mLy4rKWTwcDuPatWtob28X+w5ay4ZCIUmp4c1A3GV6elr82i9cuIDCwkJkZmbC6XQKxyk3N1eePLd9HFsZ6spQBHZf8fHxGBwcRFFREYaHh9Hc3IwrV67A4XDg4sWLsgEiWFtRUYHBwUE4nU5xEyA2wfDTrKwsXL16VUDrxcXFm8Ydg8EgbyzlNaurqygvLxeMzWg0CnGVNz67A8o4MjMzYTAYhHA5MzMDu92OvLw8fPe738W+ffuQkJCA2dlZHDp0CM3NzTKi/uu//itKSkoQi8VQUlKC0tJSYfGfPn0apaWlqKysFH7T6OgoQqEQGhsb8e6776KiokJSpkmKpS7v+vXrMBqN8Hg84hwbCoXEmlqj0aCnpweLi4vYs2ePWH5/73vfk+RyescNDw+js7MTR48exU9/+lPs2rULAwMDGBwcxDe/+U3893//t1jjEMOh5TUdYDnmMAFo9+7dKCkpAQApdLS4Hh8fFx82WlZTr0fMDIAcrFlZWdBqtZifn0cwGITH44FGoxE2OjEgbiOV/za77dzcXESjUcH9qqurEQgE0N7ejomJCeh0OphMJlkkxWIxSXtaWFiQrSxNKInTAZBxNiEhQQiwhYWF2LFjB2ZnZ0XgbzabhflvNpvh9/thtVrF1on3q8fjwfj4OFpaWjAxMSFFjZOE0pKbVBd2ZHw8fPzkHLKbJK5HXJqw0v33339rC9jDDz+M/Px8nD17Fi6XS/hfCQkJ4q7Q2toqflp8c1lxla0mZ3o6mpKfwxY9GAyKHjIvL08CO5ju4nA4RCITCoVQVlYmeYFK4Wo4HEZlZSW6urqgUqlk5Z2cnIzW1lbExcWhqqoKLS0tYgRHblh+fj4uXLggYmSNRoOKigqRADHxJxqNSuYhk4oikYic2JT/9PT0SFgvt64EmsmFor6SF63FYsFPf/pTbG1tYdeuXbj//vtRWFiIubk51NXVobGxET09PfjRj34Et9uNffv2IRAI4MyZM/j85z8vuk9SE2grQ22c1+vF4OCguIY6HA5kZGTg1VdfhUajQV1dHQYHB9HU1ITi4mK0trZKnqfb7UZhYSHa29tht9tRXFws7Hir1SrutLQUfvzxx9HX1wefzweTyYSMjAwEAgEcPHgQra2touBISkrCI488gvfee08oC+wASMbMycmB2+0Wu5aMjAwcOHAAk5OTSEhIQHV1NcLhMDIzMwVrJel6ZGREtJYE+NfX1zE+Pi4FhUVzYmICLpdLqBE0wCT3iRt0iqTJjYqPj5doMrV6O4Hc5/OJ6aXX64XH4xELHU4GLADKe4jFjSRtAvCMQtu3bx9sNptwLBncQc+75eVlzM/PY3x8XAo8yadsDKgztVgsQjKm2wS7PNI8wuEwFhYW4Pf7EQwGxVKbWt/Z2Vlx5KVonc0MN61ra2t47LHHbm0Be+yxx3D16lU0NzdDp9NhaWkJycnJsnavra3Fnj178NZbb8FkMkmn9smZmTMx33BeMKRMcN4mBlVcXCynXTgcRlxcnASAnj9/Hvfee6+MRcRH0tLSMDU1BZPJhMuXL+POO+8UPR5dO7l1o6g5Pj5eCLokZgLbotzx8XGRmmRmZsqI29nZKbpJFrFAICB6UJ5YLKgajQZWq1XoC9nZ2cKk5ljJiz4lJQXhcBh1dXWor68X51OTySS0lKGhIXz9619HSkqKuIDGYjF85StfEcJnRkaGOJ6aTCZ4PB7xz7JardjY2EBhYaGk1IyMjGBpaQkFBQXo7+9HVlYWVlZWMDY2Br/fj7q6upsMBW02G/r7+3H58mXRHnr/mMqu1+tFVfDOO+/gwIEDuPPOO3Hy5Elx7+ju7kZTU5NIkzo7O9HQ0CBYnlIQrNPpUF1dLRQJvV4Pq9UqkjTyrJKSkpCTk4OVlRUEg0HY7Xasrq4iKysL4XBYSLazs7MC7DOBiMRLAvRbW1uwWCw32ZSThQ7c4Eex+PCaV27tOHpR/A1A3DTYmfB79B4jaM/fQ0yMFjo7duyAzWZDV1eXbOtplJmdnS0eddTZMruBXSENAfr7+2XimJmZgdvtljGSjQebEXZZSsCez5ejJQ9Lui2Hw2HMz8+LlfrExATGx8dvvRvFgQMHYDKZJNyUZMyTJ0/it7/9LWpqaqDRaPDwww+jv79fSHTKsALenOw6OBvr9XoBMXkh6HQ6SUM+deqUgJY0gGMKEL32GWfGQISUlBTpZk6ePImysjKo1Wr4/X6hVpBeEQgEEA6HkZubC4PBINKkwsJCXLx48aZ8RY6yXq8Xqampgn/QhcFut4vMqrCwEL29vcjLyxPvJILCOp0ObrcbxcXF2NrakpZdp9NJ58RFBlO1ycCmznFychIOhwPNzc3Izs5GY2MjysrKMDIygtTUVNTX1+Pq1asSRrK1tYXHH39cFhNKtjYLsNfrhcPhQDQahd/vFxzp3LlzqKysRHJyMubn55GVlQWv14uEhAR0d3fflKTDTfPW1pZc7OSInT59Gj/4wQ9EmTE5OSlUi6KiIvz617/GwsIC/vmf/1kUAqurqyKGpnMDY8Tq6uok1YnXWDgcFvIxFy6UHQUCAezatUu2jFtbW5iZmcHi4iIKCwsRCoVE28mkrMTEROTl5UkxJcEUgIy2JGUTK+J1eP/996Ovrw8VFRXY3NzE1NSUbLA3Njaki+QH4QUy34mfabVaOBwO5OTkCF1Hq9UiJydHXmsWIVoOkXROBQMNSEOhkFg7uVwuLC4uSsoSLZ2oYyYnjR5gNFVg0wDckELxPVLmUnBBwe0xC/MtL2DNzc0oKCgQZbrBYMDTTz+NUCiEra0t9PX1SRE5ePAg1tZuxKOzswBwU2VnC85tBp8wLxSNZjvIk4LumZkZFBYWwu12o6CgALFYDOfPn5eLbWlpCcPDwygrK0Nra6ukgqtUKnR2diIvLw8+nw8JCQkSOxWLxeB0OjExMYHV1VVkZ2cLfkU9md/vlxsjKysLm5ubkqq8uroqVAS6T8zMzEgR4I3F58ptFrtQOh1QN0lcrL29HVVVVejr68OTTz6JjY0N5ObmorKyUoKEW1pa0N7ejoaGBgG6r169KiOpx+NBamoqqqurMTU1Ba/Xi1gshv3798Nms2FsbAzV1dWiHkhKSsKJEydw6NAhXLhwATk5OUIRqKiogMViwcLCgryHKSkp8P4x5Ts/Px8JCQkYGBgQzhHlP3TsSElJQUFBAXp6elBVVSUdOBcgAPDQQw8hHA6jq6sLP/jBD/Av//IvcDgc0hUQR3M4HJJjQM7axsYGTCaTdExMjuLNRGHz4uIiTCaTQAZarRZFRUUYGhqSMZFbSi4u2traRK9JcJ0bZOXBPDk5KZhRYmIirl27Bp1Oh/HxcbS1tQn/iuA7uzre/Eqbnc3NTaSlpaG0tBTr6+vo6+sTwT2LzszMjBRdugAnJyejqqoKXq9Ximlpaam47DIHMhwOC+eLyUS0FGJx5WNTUjmUrhJcVLD7or8Y3y9lt6b8t255Afvxj38Mi8Ui2XE/+9nPxELZ4/EIwO/1emGz2VBUVASr1YqPP/5YNnXKUAwlF4dcEXZ1bNEZvGAwGIQtvLKyIvYiJpMJ7e3tQncgg5y21zabDZcuXYJer0dxcTG6u7tRUlIisewOhwNGoxHBYFCEsmazWdJ+Ll++jF27diEajUoQLjME+/v74XA4MD4+LhdNXFwcxsfHYTAYpFOxWCzo7u6WLo5uoQzTINeMDHJeIMPDw8jIyMC5c+dQUFCARx99FFtbW/jggw+QmZmJ7u5u+Hw+fPazn0U4HMbPf/5zjI2NoaCgQKQ0+fn50Ol0ePHFF7F3716MjY2hsbFRNnhmsxlPPfUUfv7zn6OsrEw2jdwIP/DAA8InWl9fFzoDU8fpeU9rGuJKfL+cTqcEDHu9XhQUFMBgMMjyJi0tDXfffbcEc3g8HoRCIRQWFoqS4JlnnsFrr70Gq9WK6upqmEwmHD58GMvLyygtLYXZbBb3CXqXRaNREf2npqZibGwMavV2gOvQ0JBs7FicKQYPhUK47bbbRH5TX18v1y7H0OzsbOnAmA/JZQK7GBocEGciyZUaXnYyvLljsRj0er0sgmKxGJqammAymTA0NITp6WmRp1F2x8SqoqIisZPOzs6WbTxF9ampqVhbWxMDy6KiInHFJcN+fn7+Jt0iACGxKjePSj4XO1BuXMnbI1GWPmmEhzhuchS95W4Uf/M3fyPz+vXr1zExMYHU1FRMTU3JmPHRRx8hGAzi9OnTAsAfOnQIr732moiFlQQ4tp4cJwHIacouCIC4brIFrq+vx/nz54UnxNaUNjGbm5soLy/H2bNnsX//fjz99NMIBoO4/fbbMTg4iFgshsnJSezevRtvvPEGbv9j2jiTnWk8V1tbC4/Hg4yMDGg0Gpw+fVowORY8pim5XC5ZatCCmQx+su5ZoOl4SR9/7x89yBgWceLECVRVVUGr1aK4uBjhcBgmk0lec9IFcnJy0NPTg1AoJOz/z3/+8xgfHxeqiM/nQ11dnfiTpaSkoLW1FZWVlXj77bdFfhUIBPDpT39awk6rqqpkDGptbZWuQafT4eLFi6ivr0diYiJcLhdqa2uRn58Pr9eLq1evyvvS19eHvr4+yX7ka7a8vAyXywWj0YihoSFotVo8+OCDuH79OtLS0nDp0iXcc889GBkZwYcffognnngCx44dQ2pqKj7zmc8Ij47Gk8Q2ea0QlAeA4eFhsewmbsbrzmq14sKFC9i5c6f4XFHVQaxvbGxMfO2mpqaQnJws3cro6OhNZE0SYzlK870mhLK4uCgLAI5W9NXa2NhAbW0tzGYzhoeH4ff7ZVxWEklJVSDxVa1WY3FxUUxEiRcycJi2OktLS+ju7pZt8ujoqHSPtLmhpY5Op5PXib9T6SZB2oRSdQDcGH/ZZfEeZ1Gj1lWl+n9gaPitb30LGxsbCAaD6OjoQCQSQU9PD5aXl8VRlORG2rvQNqeurg4ffvihcFu4cVTGeCmtONip0eGUbPWkpCR0dXUhNzdXkrjJMWKKcVZWlmw3d+zYAZ/PJ50ig1iJbSwtLaGurk6cHioqKtDf3y8CXrpWrq2t4cqVK9i/fz/W19eFpOjxeEQKRKG5yWTCyZMnER8fj7y8PNkWZWVlCV9uY2NDOiBiPDqdDqOjo3A4HFIAOX7ydZ+cnEReXh7m5+dx6dIluZGMRiPeeOMNfOMb35ACQfvscDiM+vp6XLhwQSgbJpMJr7/+OqqrqzE7O4uysjLs3bsX+fn5CIfDcLvdgr388pe/RHZ2Nmpra6HRaIS1bzKZ0NnZCYvFgt///vciBfq7v/s78d2iBCkhIUFOZPpcRSIRtLW1obi4GMXFxRgdHcXOnTuRlJQEjUaD5557Dg8//DAOHTqEU6dO4dvf/rZ02haLBRaLRUZZ6v9osEjxtFI4TLdeg8Eg9uBMsx4YGBBWfFZWFqxWq3RG6enp0Gg08Pl8aGpqwsjICGZnZ8W33mw2w2AwCN2Gvm0UPjPticx6bvWIfW1sbODLX/4yEhIScOnSJQQCAVl+UFPJrTXpG5FIBElJSXA4HLDb7dDpdGhoaBBbIC4elF3d5OQkCgoKsLq6KiRhTj/kbvHw5b3H7S29/Ki0iY/fzgZQ0qlYoJQNCgs7vwZuKA5u+Qj5hS98Aaurq3jhhRdw/vx5pKamSueyuroqWXB8kKmpqTh27BgikQjKy8uxb98+tLa2SjgBq/4nGbzKgAlyTQgYarVaFBQUYG5uDoWFhejq6kJdXZ2kFNP8z2AwoL+/XzaidXV1gkfQY311dRWzs7MSOkp76nvvvRdJSUn4zW9+A6fTicLCQsTFxcHlcuHUqVOSyKTRbJvVffjhh7Db7fB4PEhLSxNr6v7+fmi1Wuh0OnR1dSE1NRXAtt3x8PAwsrOzhTS7uLgoQH4kEhHVAY3oSAK+fv26WMvQt31tbQ0ffPABHnzwQXR3dyMuLg5GoxF2u126MK7yXS4Xuru7xX4GAHbu3Ink5GQMDQ3JKn1jYwPj4+Nwu9144IEH4HK5ZOHC7VZ7ezsMBgPGx8eRl5cngcBtbW1i1ZyXl4fGxkYcPHgQTqcTg4ODgr/Mzc0hLS0Nvb29or8jZ2nv3r1Qq9XIy8vD0tISmpqaEIlsJ0MpY96oCKEbKAXq7PSDwSA0mu2UJQLh7CJJB6CzQ3FxMRYWFhAKhaRTJruf/vGkWlAYDUBkRjT4JM+PHSdtfQDIdbq5uYmmpibk5ORgdHQUAwMDogdWemapVCqUlJRgx44dKCgoEJWHwWCQDomH+8TEhPC7VCoVxsbGMDIyItZIzORkTiV1quyOiNOqVCrZWFM+RgE3u7Tk5GSR1mVmZkpx0+v1ogGlyww7Mm76WexueQf2ta99DR6PB01NTdi3bx/8fj9efPFFGI1GyV9kZ0UhaHp6Opqbm8X8j0Z3LFZ8s3iTEbhnlVYyk0mqAyA+8AQFs7Ozce7cOQkx5YtEj6dr164hEonAarVCr9fjvffeQ05ODq5fvy40AvqEXblyBeFwGPfccw9+85vfwGw2yzYmIyMDZ8+elaJD14Senh44HA6kp6djdHQU/f392LVrl1jArK+vS0gCT1rSQejgyhOTjzsYDMoNvLi4iJKSEhEt0y/N6/UiJycH+/fvRyQSwZ49exAMBgV/s9vtOHPmDJqamsSKmFjFwMCAuHY8//zzuO222+B2u2VZcuzYMbEEIm6k1Wpx7Ngx1NbWoqurS5KnaFTJLsjpdMLpdCIrKwuDg4M4efIkLl68iNLSUjz66KNwOp2YmppCIBDA3NwcBgcHkZeXh4SEBLS3t6OmpgaHDx9Gf38/CgoKsLm5CavVKmMLFwRMhuaSgM+PpOClpSWkpqZK2AsNG2OxbbvwnJwcKXSZmZnQ6/XIzs7G8vIyioqKpFuhv9vo6Kg4NiQmJqKjo0NCbZOTk8WFOCEhAXa7XSgaNAeYmprCwYMHUV5ejnfffRfT09NyzXP8Sk5ORn19PRwOh/jLTU1NiZUPr20lqM5F0vj4OKampiQ5ni675GySKEtKE4sXACHO8ms2I0oNI80dU1JS5HDmz7GoFRQUoLS0FDt27BBWAC112JGpVKpbj4EdPXoU7e3tmJqaEteCz372s0hNTcWlS5cQi20Hsj7yyCPYsWMHtFotlpeXMTk5if7+fnR1dWH//v1C5pybm5PiBdwQhHKcVPoNsRNTbii5TLhw4QIAwOVySYuenJwMvV4Pk8mE7OxseDweDA8PY3l5GSdOnJBRdteuXeKdRInTysoKlpeX0dLSguTkZIyMjKCrqwsmk0keHz3Tk5OT0d7ejsrKSkk1np+fRyAQQH9/PwoLC6XwabVa0eAlJiZiZmYGFRUVmJ2dBXAD5+PvnJ2dFR7XSy+9JOG2S0tLuHbtGiorK9HS0oLl5WWcOXNGgoRTU1NF+kQ5UklJCeLj49Ha2iq2LspVf19fHw4ePCgpPh9//DGqqqrEirmxsRF9fX0wGo2oqKhAOBzG1atXMTQ0JPF4b7zxBtLS0iSQ1mKxiHyotLRUxsOLFy9idHQUgUAAX/3qV3H//fcjGo0Kh23Hjh1Qq9Xw+XxwOp0Sc8+4O46YxIVYvEiYpMiZa/uZmRnxY2NXTy4UpUAcp+joykIXDAaRnZ0Nv9+PhIQE+P1+JCYmore3Fz6fT2L4ONqp1WpJuCK4Hw6Hcdttt+FLX/oSlpeXRVoXiUSE17hr1y5UVVWJppMZkvHx24E5jBXkeMkCTncNkp6p3eTrkZOTg8LCQgCQbSULF4sVR0YWKAA3bRnZUbHhICWC9ymLGilLvJfD4bDIp+rr67Fjxw5UVlYKD/IrX/nKnyxgKlbV/+MfqlR/+g//Lx+PP/44UlNTxcIYgEgVuIH5/e9/j7GxMWRkZIidL7usqqoqOWXj4+Px0ksviasr9YJK50a2t+vr63JxTE9PY3Z2FvHx8WIbrdPpcPbsWXzmM5+B1+uFTqeD2WyGTqfDCy+8IMTV3NxcGR3ohcQNDAXAXEUTNKczAANGpqamkJmZKfbKpIqMjIzgjjvukBtlfHwci4uL4jxx+vRpfOpTn0J5ebl4yi8sLAhAT/Lt3NycLCI6OzthNBrR0NCAYDAoheHJJ5+ExWLBpz/9abS0tGBwcFBY3AcOHBApks/nkzGN/L3u7m5YrVaYzWb84Q9/wOHDh7G0tCTGg3q9HtPT09BqtXj55ZfR09ODJ598UkTzjY2NQhD1+XwIBoNwuVwYGxuT7So3zPRDS09PF90lt8Pj4+NIT09HOBxGT08Ptra2UFdXh4KCAjz33HPYt28fcnNzxUYoOTlZOixSc3gNEpJYWVkRzIgyI2JFxKs2NjYEN6NUTCnZ4WaQhyUPVzLoyS0jdrS5uYmOjg60tbVhbm4O09PTwqIHtruXJ554At///vfh8/nEwWV1dRV1dXXIysrCyMiI6IGZ6pSYmCi5jqQ2aDQaGI1GzM3NiQMFR3oWZPL5+NpQw0qTw4mJCXmOtItSFqpP4tEsZsDNqUKUP/FrAHJfs0MEcJMnGkNQKOX6xS9+8SddDf8sBexXv/qVgMcOhwO7d+/G8ePHsbi4CIfDAYfDgcLCQmi1WvzkJz8Rw7W4uDjU19fD7/ejuroa8fHxuHbtGtxuN6anp2EwGGA0GmXOZrelfCHYpm5tbWFyclJIpbzxuXWqqalBb28vXC6XpLK8//77QqpdWFgQIz764hN45O+Yn5/Hl770JTz11FPickG5CLVukUhEwkOLi4sxMDAg1jK0NjabzVhYWEBOTo7YTZeWlkKlUuHChQs4cOAAQqEQ4uLi4Pf7RY/Z19eH5uZmaLVayUI0m80C5I+NjWFgYAD79++HXq/H//zP/0hoayQSwa5du7C1tYXq6mqMjo6ioaEBzzzzDA4cOIDR0VHEx28n47S1tcHj8eDo0aNwuVx44okn0NDQIJ5h3//+9/HVr34VarUaVqsVv/nNb3DvvfeioaFByK8mk0mShghMc6z+47Um3LepqSkB3Akz8HTnQcHipwxc4c3BUYtjE8Fk4qgUUgPb3UZ6eroYbZJgyq/5wYURqQ4AboIvaBPNm5DSm7i4OCHier1eKX46nU5SmzIyMvDkk09ibW0NZrMZHo8HDz30EGKxGK5cuSJkZV7DykmEXe3i4qI817S0NExMTAgbn6MtwXRiYTQ/5P3CD3anfD4sWEp9orJw8eOTo6Ry5OT7TVsexgxSZcP3mY0MWfzr6+v47W9/e2sL2H/+539CpVKhoKAAly5dwrFjx0SOw+gzp9OJiooKFBUVIRAI4IMPPoDL5YLdbsf09DRycnLEmjcWi+HFF1+Ey+VCTk6OJFsrFezKF015IrINT0lJETtcgqpGoxGzs7MiEWpvb8fHH38sf1fpU0YRtV6vh8ViEXO7mpoa8UdKTEwUnIVvJLszrVYr20paDKvVarhcLpSXl0Oj0Qifq66uDiqVCmlpaYJxWSwWWbPn5eVBrVaLg0csFhPzuurqaly5cgUajQYdHR2wWq3Iy8uDSqVCX18fhoaGUFZWBq/Xi3vvvVeE4jt37sTW1hba2tqwsbEhYzaTnYLBIO677z709PTI0oAbMDqrut1u5OXlITExUW5YHhibm5vibUaOEjda7KDZ8ZBmQE2jWq2Wbklpj0xbGtIjANwkzeHf442mpCXwZ5eWlqSwqVQqMfwjUB2NRjE3NydjFAAxXFT623Htz0IZjUZlaUWbGjLPieeR50UzRtJyVCoVTp48iYyMDNhsNmxuboqvGn3vmW3a19cnADptmKLRqEihqA5QFi9emyy+5BoqAzdYtBISEmRrzwNBeYgrqSFKSgTf0//ThxL2UZJX+feJV/O1fu655/5kAfuzYGBlZWUYGBjAxMQEPB4PHn74YeTm5qK7uxs6nQ5q9XacOL23SArMzs7G2bNnERcXJ+6RHR0d6O7uFgxofn7+pguCJwRXswBk7UwyHFm/wHaLn5aWBp/PJ1InbvaIe9AOhyd/NBoVfIGRXGQVe71eHD58GCMjI8jOzkZWVpbIfOrr64VrRGlTOBxGdna2tPm0NyYlw2q1oqOjQ0JJP/74Y0lR0uv1ki7T29uLrKwsxMXFiVKgrKwMMzMziIuLkyzKmpoaLC4uirtFe3s7ZmZmcM899+BXv/oVHnjgAZjNZnR3d4ubBAHxvLw8ie1677330NTUhM3NTTidTpjNZmRmZkqcV1dXF0KhEJ577jmsrKzAbrfLzV1TUyMFaNeuXYJzZmVlYX19XbIcgW1xPjsfvm4E2ZlUrfSA0+v1Ar4Tr2SBZFGi1IwHCZc93C5fu3YN/f398Hq9iEajqKqqwtLSkmQ6VlVVYXJyEsXFxUhPT5cEbsbQ2e124dfRI44duF6vx+zsrGB5fH+Um1Gz2Sy0FeJSBoNBbnSdToe8vDzk5OTIUsDv90viEQ8DSnfm5uawuLiIYDAIk8kkChh2UABuojIoOyV+TZY/CxkxROXyjMWHXyuJrMrv8ee5VFJ2byxa/PdZ4JQg/pEjR259MjcATE5OCsj64Ycf4hvf+AY0Gg0aGxvR3NyM2267DU6nE2lpaTh37hw2NjbQ1NQEtVqNtrY2cY2kJTBBZ25T2NLzhVBWfc7qfOGUOAZxD1ITAoGA4Bu84CORiHB5KisrUV9fj9raWrhcLjQ2NqKhoQEHDx5ETU2NiHQJdpeXlwvhkDIirq1ZPFWq7SATrqk5mly/fl2Y2QaDARUVFeJwq0xuopxobGxMGOBarVaMGAkM63Q6PP/880IPoJ0OaSQEVhldR01pZWWl2OikpaVh586dsFqtkv70y1/+Eu3t7bjzzjvFLrulpUU2S5WVlVK0W1tb0dzcjMTERNGARiIRqO3wzwAAIABJREFU0aUyjPj48eOoq6uTbVRqaqpoLDc2NgQgT01NleXM2bNnodfrUVpaKqRVFjL6z7HD4A3JMY88vaysLCkiRUVFwmtSirynp6eRmpqK5ORkKZwc/+bn5+F0OrG8vCzRe0xAIuYbjUYlacjr9UqRbmxslOuV4RpUW5CsajabsbKyIlAEANnmA9udJd1deb0r9cLKNKBPCsyJPbEjUuoRlR0UXzvl/7Pg8d9WfiplTsqfAyBFk4VKORJz9OeIDwD33nvvrQXx//Ef/1GA4VgsJmG1dJDgi5aUlIS7775bbJxpEcN2mCcl2116BrEgUZdFfg+Zx8rVsVq97TrBpJa1tTXRLZJ+oNFohOxKhTywbVFcVFQkNAKCyDk5OcjIyEBFRQUSErbToM+fP4/8/HxZuxcVFSEhIQFTU1NIT0+H2WyG2+2WAkyH1ezsbLH3cbvdkoZEjG9ychLp6ek3+c7r9XqxvjGZTLKet1qt0Gq1OH/+PIqLi3H58mUR6V65cgW1tbVISEhAS0sLNBoNvva1r+GFF17A4cOHYbVa4fF4kJycLO6zTE1n8czJyZHtGC2dy8rKMDExgdzcXLz11ltSRPLz89HX1wez2YzDhw9LZ8KMSo7+0WgUx44dw2OPPYZz586J51o0GkVJSYms8imtikaj8Hg8mJ2dxdDQEB555BHpmKh5JIbCbmx5eVk6By4xKPYmSZZ2ztPT07BarSgoKLhpFOZ2mL5uCwsL0hVTnJ+ZmSmHBPEcdnoUZ8di29mdVC3wsXEbTMrP8vIyVlZW5PGrVCpMT0+LjpeLB9oyJScnY3p6Wkb0kZERkSQpRzRuBQEIP0w5yrHA8Oe5UVSOjCxM7LLY1SnB+z/Wj//t+8r7kv++UorEDyXu9uSTT95aDOzRRx8Vo0Jg+7RYWFgQbILpJTRUY5irWr3tRMCf4wtLR4vNzU243W74/X7hW/HPeSpTupCSkiLsdXZWzIDkJomM55ycHBlnV1dXJbi1tLQU4+PjAobysfOC6u3tRVxcHAoLC1FYWCgbx/X1dfj9fhiNRmxtbcdvDQ8Pw+FwAIBEbF2/fl3GXqWG0GKxCAmWciaVSoVQKIS8vDykpaVhfHxcLtrdu3fDaDSipaUFRUVFQmhl9DxH7+LiYrz00kuwWCxobW3F448/jt7eXtnqUcd59uxZ7Nq1C6urq3j11VfR1NQEn8+He++9F6+88gq6urrgcrkwNTWFQ4cOobe3V8i6kUgElZWV4oLb398vOkSKtDMzM9He3o6kpCRkZGSIkJrOpTQDnJ+fF/vsuro6uN1uLCwsiL1yQkKC+Ebl5eWhoqJCsE6OSATteUPw/YlEIpibm0NbWxt6e3tRXFyM5ORk4a2x24rFYtJZeTwe1NfXy0HJzR61qgDkgCRJlUsdusAysyEQCGB2dhaZmZnY2NhAKBQSq+aVlRUA2xitz+eTcbK5uRnvv/8+qqqqsLm5naWqtBDi4oDSJD4eOqiQX0hrIJoRcurQaDQ3cb94bymnHCVzHrhh3c0JRPl9ZTemUqlkQ6xWqwXaUZo+flJWBGzj0Ld8C/nII4/A7/eLFMdoNKKoqAhra2uYm5uD2+3G0tISSktLAUCkP7m5uQBuGPnzpPT5fDh9+jTm5ubEgZJBA7whGMs2Pj4ubbLRaBRagNVqFWyAUg6OSyaTCTU1NWhra4PNZoPBYMDFixfh9XqlE+L2hK8XMRYA4jBBv6udO3fC7XYDgAieGdFltVrFq5wjdlJSkkg2ONoR8GZUFtfbxPvoIDowMACTySRgcVlZmZgxkuE8NTUlnl50IeDN19nZidOnT6OhoQG7d+/Gr3/9azz22GOS+HT58mVUVFSILKWzsxNvvfUWHnjgAQwPD6Ourg5/+MMf8MUvflG2wv39/bh+/ToaGxuF45WVlSWxehxjn3/+eenAaUxJ/SgJm2NjYxIcnJ+fL902/47b7cb4+DiOHDmCvLw8GR+VGYuxWEwOyEgkglAohFdeeQWdnZ2yfczPz0daWhoKCgqE6lBUVCS24sePH8euXbug0+lQVFQkziDcYBIEJ2eRjhe8jjme0e+KesxwOIzBwUEMDAwgEAjA5XIhPz9frq35+Xn09vYKB9DpdCIlJUWi2rhkAbY30MRc19fXxShgaWkJBoMBDocDGo0GV69eRTAYlEWIWq1Gfn6+mAyyGBPDJETyyRFQWTiV4+Mnuzp+/UnlAHmbfAzsuDjeAtvd2xNPPHFrQXyKe3ljcaOkUqkklotbLHKRysrK5GTjiKhSqfDhhx/i8uXLSEtLg8PhQGVlJTIzMwVPsFgsshDg6at0v6QVCVtg8nyotzObzaK+Ly8vFyM1bsUY2qFMdyamQGyGa2pylDh6kP5BTg+Lodlslp9JTEyEXq8XYil/B7dPCwsL8joCENLpxMSEuIoODg4iLm7bEqavrw/BYBA+nw9qtVo6CRZmvV6PDz/8UPILua3at28fQqEQBgcH4fP5UF1dDbVajTNnzmBlZQU7d+5EKBQSFn1DQ4PE4dGm2+PxyPMPBAJ49tlncfToUayvr+PatWtQqVQYHR2Fy+XC/Pw87rjjDszNzYlho8PhEIkOCaZLS0sScsGxqre3F4uLi+Lcceedd4pxgFarFb8xvkfsKIiDvvbaa+jv7xftJbCd/LO8vAyfz4f5+XnEYjFYrVbEYjHB9tgxMI2HgmziRaFQSG5oFmHl9pI3LfWSc3NzMJlMsNvtqK2tFePBvr4+vPXWWyIY53aWMAgPzOnpaYEfSA7lsoS/h9zBSGQ7w3F2dhY6nQ51dXXipMF7ZHNzO6GeW1idTic5p8pP4AaBVYkrKgXbyu/zv/xQqgJoqc77i3Fz7NQikQgOHTp0azGwhx56SHg0zLibnZ2V4kSfIyVxjjwbAIIXvPvuu1Lt2fYrtx7kAhGUXl9fF5Y7L1bKeKh7pFPA+vq6nCzcJNGHf2lp6SYHTIKldAPgVgWAvPDUmGVmZgpVo76+Hna7HT09PSJgTkpKEmyLpxvtiQkeq1QqDA0NITU1FYWFhRgdHRV7GFIp1Go1JiYmJGSC5nepqamoqqoSPyduOMl8z8rKgtvthkajERyttrZW8h3n5+cxMjKCu+66CxMTExgZGZH0p5qaGrjdbnHGiEQiyMzMREdHB8bHx/GFL3wBw8PDYiOdmJiIS5cu4f7770d7ezvuuusufPzxx9i7dy+sVquc6hStU5Hh9/sRCATkfbTZbDhz5gzKysrgcrnkfebSxGg0YnJyUgjQFotFumZ2YSxgv//97/Hiiy/KBpogMtOpONrwEGWkGR9jWloaHn74YdjtdhQUFGBxcRHJyclys7EbY8dFBjz5Zeyel5eXhV/HLEq9Xi8J6RcvXkRWVhYefvhhqFQqsXI6f/682B+RYM3rkx8c55QFgzgZJxgWCJ1Oh6ysLCwtLcHr9Uq2aUZGhiSbE/Lh4Q3gJpE5DwneT7xHlaMh8WzlSPnJbSMhoE9uM59++ulbO0J+5jOfwfLysgCdWVlZsFgsghGxs0lNTUVaWpq8ABxT5ufn8fLLL4vYlMEAypONTo9Kix0WSGY5UgYxPz8vST8kinJdXV1dLWEO6+vrgoMRJ6O/NwDx/+amh29kRkYG9uzZg4KCArl4w+EwTp48ifLycgmwIAbGkBJiGyqVCnl5efB4PELU5Bazp6cH+/fvh8vlEuY76SGkZVitVnHNYKcyOjoq/ltFRUXiS8VMw+7ubsGrdDoduru7xYmirq5Oxg4K28k/YlGkMy7HpHPnzuGv/uqvZM3/9ttvIz09HSdPnsSdd96JiooKFBQUyAaSHCme8PRK29zcxMDAAHJzc8WjzePxYMeOHZIUXlNTg5WVFczOzsLj8UjSkt/vx+rqKr7//e+LUwcZ9hqNBu+//z5aWlowMDAgj5/YjJI1z6g5tXrbLcJsNgt+SveSL3zhC8jPzxfdJV00iEmxe6K9OUdMjpCDg4NyYAcCAcG6bDabiOPX19dlK9rf3w+TyYTq6mrk5+cjFArB7XbLAoVBOByfuU1k98ZFGMfvuLgblj3RaFTcjumWMTExIVZRDCLhWMviRV0l/fSJpVFdQM86HgZKrh5wAz/jQkDp/aekazz77LO3toCVl5dLMGltba08eQKFfKHYEbEgbW1tYXR0FKdOneLvFxY9N4fk+6jVaoyNjUnaNU+GpKQkWCwWrK2toaWlBYmJibI2JwGRWrmmpibMz88jFAohHA6LPzeXCADk5CTje25uTmK7qKEsLCwU0iBJp9XV1dixY4dsxHijzs/PIyMjQ1KRY7GYyKS0Wi0ef/xxdHR04I477kA4HMb6+rrQDDg6FhYW4vbbb4dOp8P6+jrS0tLg8Xjw4osvIjk5Gfn5+aJAIO/NaDSiv7//JmPEiYkJ7Ny5U1KZGChRU1MjFIShoSF4PB7k/dGap6amBpOTk2hsbMTHH3+MSCSC+vp6TE5O4vr16zhw4AAWFhYEKD569KgQROkUwvGQG7ze3t6bSJxmsxn9/f0ilr527RoyMjJw/fp1NDc3IxgMory8HD6fD8vLyzLetbe3i8j59ttvl61wSkoKIpEIvvzlL+PAgQN48803YTQa5QYi3MDtGgmcSq4UAFkw6PV6lJSU4P7774fD4cDi4qJ0OOy2iHfRkofe8mtra5ifnxdZF6kTNDhUq9UiB0pJSRFHlEAgIIsw/ttmsxkHDhyAWq1GX1+fEFNZXHi4cNtLlw2C/4RGlI+dBZijODvIzc1NuR5Z1NgMEEZhB8ZRVRlgojQ1ZMPC4koIhfeEkkIBAK+//vqtLWDNzc3Y3NxEY2OjqOJpgKbVakUOxHAKzuDLy8t45plnRMzMNS8Bd6avcKWs9LWncyWJf+zaWltbEQwG5QSiB9mePXsQi8UkUp1dFttino6c82dmZgRv4EmRl5cnFwRPKbVaja6uLly4cEHsYWKxmKzV09PTpaBS3Kvc7KSkpGBgYAA//OEPYbPZMDU1JXY2hw4dwuHDh7GysgK/3w+Xy4WJiQm8+eab4gLKG2VyclLEuSy6k5OT0qKTsc5Okhd1RUWFpHyPjIxgamoKIyMjErqq1W6Hv5IKQphgaGgIPT092L17N5qammC1WoUDRwUG1QoWiwXLy8vo7u7G0tKSRKspqTBnzpxBdXU1uru7kZmZCbvdjpMnT8JmsyEpKUlkOCdPnkReXp64bdTU1Mg2t66uTgJi33zzTfT398NiseD69evCwucH3wOC+tSGcuzj4ctUoKysLHz+859HTk7OTaE0sVhMtLIco/h7GAY7NjYmGNPU1JS4QQDb3MlAIICuri4AQH5+PtbX14UiQ9cVdk7j4+OYm5tDbW0tKisr4fV6BZ7g9UyxNA9/csZ4H1IRQFdjgvdUGnAE5/Nj4hALFLFdrVYruBawvW1fWFiQLFWlPEt5MHySwU9Qnx5j165du7UF7FOf+hSqqqoE62IrTWsNbhBpb7u6uorFxUW88cYbCAaDwpZWxq3xa26ZotGoUCR4krCN5gVDAffKygr6+vqk0P3DP/yDcImYyMMTlzY0ypBZvrj0feeFaLFYRNLEGxDYDtKgRfPw8DD27t0rOJ5Go0F7ezv27duHlZUVeT7EYwgODw4O4ic/+QmOHDmC5uZm6fZIxv3tb3+LK1euoLm5WbarBoNBbhqywTm+UGHg8XikO2PhYRq20WjE1NQU6uvrYbPZ8MorrwhzfmlpCUeOHMHZs2dRWloKq9WKaDSKhoYGgQQIwtK/fX19XTbEVAOcOHFCTO9CoRA8Hg8aGhrQ29sr3LGdO3fi0qVLSE1NFR4VV/A8TOhK6/P5hKe1uLiImpoaJCYmIj09XcJ7dTodvvnNbyItLQ2Tk5NQqW4EsvL1ZNHje8BxjPIlHg5dXV2wWCxyPXznO99BamqqdE6hUEh+J3BjA6lWbxsMDA8P4+rVq9i5cycuX76M2tpa5Obm4le/+hVcLhdWV1elsGdlZQnsQAE6NY20odrc3JRtO0fRuro6VFdXS4QhJV/supT3PAncOp0ORqNR1Bibm5uyLaX5I18v2nFzcUU5Go0Uee2Rd8biOT8/j5mZGQwPD9/koEwraW6elZgYAMzMzPzJAqb5U3/w/+ejqqpKbkR+JicnS6w6c+vIpl5ZWUFHR4fwediaEmwkkMgnp2Tgs5hxXGJhY8u7srICg8GA8vJyDAwM4LHHHoPb7ZbCxdGVnQg1bCrVtg2J0+nE6OiobDQZZtrQ0IBr164JaM3OEAAGBwfh9Xqxd+9eFBQUIBKJSLKxWq1GdnY2Tpw4gQMHDogIl/H2bP8LCwvx3HPPAbixOTUYDHj77bfx5ptvChmyvb1dTlI6DbhcLulQ+HzoNUbAlptZSo5sNhuysrKEfMwbCMBNSUWHDx9GXV2dWGAzCXphYUE2TbTAnpqaQkdHh6z0U1JSJEx3cnISOTk5eOedd1BeXi4Ghw0NDZifn0d1dbVQCPL+6HXW3d2NsrIyWK1WzMzMwGw2Iz8/X/IJuSUl32pmZkaszIPBIADcdCDSpYGbL47jAGScoQsJ3xv66xOUZhBxYmKimBImJiZibm5OHFOmp6flkHC5XIiPj5ewlYSEBLz++uv4wQ9+gPfffx9DQ0NCpuY1zN9NHSipN8TwNjc3JZCkoKAAKysrePPNN5GQkIA77rgDfX190rnxHuKSizgx8U06dlitVqGIsKBpNBqkp6cDwE33TXx8PBwOhxDUuS2NxWJiwMDDIDU1FZWVlYiPj4fH44Hb7cbU1JSMmkoGgpL5/6c+/iwd2L/8y7/IqcxtFwsXOzGC1wsLC5iZmREjQV5YKpVKEmP0er24GBCD4DaTJ+bq6ip6enoEp2ABZJ5jfPx2Pt7FixcRiUSwvLyMjY0NAVtZGPV6Pbq7u2E0GnHgwAFJUZ6ZmUFBQQF6e3vx8ccfIxqNIi8vDw0NDVhcXMTg4KAUbbbbAAR0NpvNEm4RHx+PhYUFnD17Fn/7t3+Lqakp4Tkp18gcMQcGBvDUU09J0pLf74fT6ZTTk6Jjk8kk8p1gMAin0yk8vKSkJExOTkrAKF1XOUIzA5Fi44aGBpSUlKCurk6soWlPQ+si/pcurJubm3j//fcxOjoqkAEv1Pr6ekSjUTQ1NYlfmEq1bV+8vr4Om82GQCCA4eFh5Obmorq6WgI+1tfXUV5ejp/97GdobGxEcXGxvE49PT3ipEowOhKJiGX54cOH4fV68fzzz0unxLGfhVqlUkn0nlI5QvcPHjwE8IFt/LS/vx/f/OY34XQ6AWx3SfzkkopGleFwGB9++KFkkJKATH7kwMAALl26hM9+9rP4j//4D6yurmLfvn2iSCF2pqRKkJ7A7p3dt9LJgc1Cfn4+Ll++jLy8PNkMEp8lPYLbRtJ8aExA+g1/jtcdqUFKCESj2bYSZ4fFzovyNpocElLgoZuQkACPxyNdI+/rP8rxbu0I+cQTT0Cn0wmRjtWfGBZvchL/Pvroo5tcCChi5egA3JAW0G2V/0+iHhN+GXFFMDIxMRELCws4evQouru7sbq6KskqxKU4HnDLWVhYKFo9pdvr5uYmjh8/Lt3L4uIiJiYm8O1vfxsGg+Em5wGPxyMneEpKCqqqqoSpTgD7o48+gtfrxWOPPYZAIACNRgOz2QwAghUkJiZibGwML774Ih566CF8/etfx+7du8UCmY6iqampcpJGo1EYDAYJmKDI22azYW5uTlxa2aUkJyfj0KFDcLlcsgABIGRWFguValvTCUBW962trSgoKMAzzzyDr3zlK/jggw+wsrKCw4cPIyUlBe3t7SK9ov/++vo6zp49i+bmZnmfnU4njh8/Ll1aR0eH+JJVV1fLaMZcgOnpaRQXFyMajUryNm8UvV4vuQY7d+7ExsYGnn/+eekESBYGILglCc2xWEycIqje4GGndLKorq7G9PS06GJNJhP8fr+MvKR3ME2+s7MTTqcTlZWVOH78uNzcBPxTU1Oxd+9e/O53v0NnZyfuu+8+kQnxGvyk7pD0BHZr5KUBN3tzEWNOTU3Fjh07cOrUKUlE4pJAyeHi31teXpbYP17/arUaaWlp4t+/tLQkRZRieQA34WM8YAHIqD09PS2EcqPRKIWZlKTZ2Vn4/X709fVhYmLi1hJZjx49KrwrFiQ+EaUPEMXOPp9PRkyufHnCcPtGfhRPDsqAtra2YLVaxZ2UbhUEDZeXl/EXf/EXcgJwbCAfi9tBvgl84ysqKiSYgEuI3t5eAfz1er1sSM+fP4+mpiYAkAUCI8MAoL+/H5mZmbBardJZETCl8SKdBgiqApCbJjMzE319ffjxj3+MH//4x1hbW8Pg4KDYCfHC42tDbIn6vYGBAZE18VSrqanB3Xffjbvuugu33367BJ7wdKfjK5cuFBv/7ne/Q1dXl7hCEAuk/KWsrAznzp1DUVERpqenRSbW3d2NqqoqTE1NCbmWkALVBBz/T58+jSNHjmBychJlZWUIh8PY2NhOlD579iwcDgdyc3PFKYMkVHa3LpcLJSUlUpDi4+Px7rvvyhhL3MZoNAoHzOVyiQ00rwsaWLIjYAHja7K8vIz9+/dL4DEF6EtLS7BarZJqbrFY4HQ6JS2rsbFREo0IllNat7Gxgb/+67/GxMSEcBNZmIgJkSCrlDIp9YrKUQyAUBPi4+MxODiIyspKiVDjYyTmy6LDxiYtLU2WQvQrC4fDGB8fRywWk+UaDwKlDQ8zRFn0lYakZrNZOHv0gANuuOgajUYYjUbU1NTgrrvu+pNE1j8LBkbKA2d1tu1kBPN7kUgEZ86cke3TwsKCFDnyc0KhkLyJer1etG08kdgOGwwGHDlyBEtLS2hpaYHf74dKpcLdd9+NsbExUfkrOzmbzYbq6mpMTExI3D29l1wul+Be6+vrMBqNspUKBoOIRCISK5aVlYWf//zn+Na3vnWT5Ih2yYWFhTflYfK/HNncbjeam5tFasUxmfrPcDiMb3zjG7DZbPiv//ovTE1N4X/9r/+FpaUlvPPOO2hoaIDX68XCwoJgUew8LRYL9u/fL66lSq0ZAXdecBSNJyUl4d/+7d/Q09MDn8+HjIwMEaSnp6djYWEB09PTqKysxNTUFDweD4qLi+Vmr6mpwfDwMBITE+FwODA2Noa8vDyEQiHxpSIf7fr166ivrxd8i24bPp9P3C/oKpqYmChdpN/vly0tt2AMTGlraxNcb2NjA/fccw+SkpKELkMZD+VmgUBAgGr+Hq1WC6fTKQqPmZkZuY6B7Y3i7OyscNgYR8bP8+fPizlmWloawuGwHNRZWVm4du0aDhw4gFdeeQVpaWkSwWY0GtHa2or8/Hx0d3dj9+7dopHke8eOjPcS6QvAjeLF+5A/y0+Gq0SjUdjtdjE1ZB4kAKFvcENO/I3aU2LajHIjZmy322EwGESDSqUDXVG4weQyi02AwWAQDmU0up0H4Ha7odfrpWj/qY8/ywj52muvQaPRyAkOQE46spw3NjYQCATw9NNPCwcEgOBIxMtorZKeni6VnhIb6v1oFcNtJh1R2YF5PB4hTiq7OAqmq6ur8cILL8jMf/DgQbE5CYfD4jd/6dIl2VAxvYVp3lwr19fXS9fJRCIAMs7Z7XZMTk7KBra9vR3Dw8Oor68Xdjq7Gb7pbN0tFgseeughmM1mDA0NIT4+HllZWUJv2NragtPpxB133CHRbOw2eEiww4qPj7/JRG9hYQHvvfceTp06JQxv+r1Ho1E4nU5EIhHk5+djZmZGcgby8/MRCAREXDw9PS2vMeVhPT09sFqtsNlsN0EKq6ur8P7R2ntpaQkFBQUyBhK34fgWCASQnZ2N9vZ2kTJRUUApCrBdmLnKpxvsnXfeiZ6eHpw5cwa5ubnS2dJGSMkkZwfMTpwgNq8fgtksiN/5znekgND8kA4eHEc5tpKCwbTvjIwMZGRkoKurS7Id1Wq1yOTy8vLQ29uLzMxM0Txy8wfcyIYgdw24ERrLD2KWZLYTK+PzysnJwdzcnNyX7OqoQFC+Z8ANEuvm5nZ4Cq2nqcOMRqMyfTHjlDANYR3yOWkeaTabZQPMKYhk4Lm5OXz3u9+9tVtI8mKUNr4U8rLKqlQqjIyMCF4RiURgMpmQnp6OaDSKyclJYQyTNU8OVTQaxcLCgnRCWVlZYkrIUZVVfmRkRH4fOy9unBISEhAMBjE6OooHHngAr7zyCiwWCxobG+XEmp+fh8PhkM4IgEiXenp6JGXI6XRiaWkJXV1dqK+vF9IiuwP6gJlMJtmyxsfHo7i4WJjcHGuMRqMsLUgqpNbuhRdewI9+9CM89NBDKCkpkZAEUkF4AAAQjSapHoytf++99+D3+9HW1oaUlBTBhMh3UlqbLCwsQKPZDm01Go3ii0VHimPHjsmmNT8/H8A26TI3NxehUAj5+fnCbo/FYjhx4gQOHjyIlJQUjI+PC9hOPWE0GkVxcbHwoOLi4lBaWiqyl7y8PBiNRni9XtjtdqjVanR3dwsGmJaWJhgZ8Rr6yr/66qtISkpCRUUFuru75YDMzs6Gz+eTEZ72xgDEGID6V4LYXJaQM0Yqy8rKihQHpdMqt83s7rRarYinLRaLbOI0Gg1yc3OxsrKC7u5umEwm6TIrKysxPDwsj41TCB8n7zXCCZ+0vQEgkw87IHLWdDqdYLYqlUq6wqWlJczOzsrYnJSUhOTkZNne0mCAOBv5bQAkJZxYW3x8vDD2Wcy4WCEZlguZ/4+4Nw1y9KzOvy+p1bu6JfW+qVdNz3TP6hnb4x0vgQTiFGBiAgmQFEkFMCGkSEIWKKhKPuRPqCRVWStVIUAWSEJM7BDGARsM3mbGs3jsmd53datXqVut3he13g/id/pWYztvvW9N/k/V1Mz0Iul57vs+y3Wuc51QKGSimW923RQDBuEOQhzGjJCUSsnk5KQd8NXVVSWTSUtlOjo69M1vflO7u7t2QFgoojlL4mJ/AAAgAElEQVTK1lS1WET6Ay9cuGDqqJSfefB4ERqPDx8+rNbWVh06dMiG27IBaFWS9kl3LS0t1q+YTCb14osv2qSa48eP24YBm/D5fKqtrdXMzIyNrgK7YOwXJMPt7W1NTExYUzyvgVTLJz7xCV28eNFK8zwH3hP+FEoe586dU09Pj65evWrqHTs7OyblQu8pRQ+wMO6bA8ng01gspuPHjxsxNRQK6fnnn9epU6eswtnW1mZFmDvuuEOjo6MqKSnR7bffbnJCKysrxvauqKgwrh/ihSdOnDB9//r6es3NzZmIYFlZmXHv6urqrIoKNlVTU6POzk6Njo7qO9/5jk0Fn5qaUn9/vzKZjBlniJZozhEFIHpIxQxOGM7kkUce0eLiog1fiUajam1ttcEerkSSK+1DtIeTYIIRxQpXnWFpackM7OjoqEpLS82R8DNcLublGjCct7Qvh837u+A9exxjzXkKBoNW9GIWZn19vfELcT7coyTNzc0pnU5bo/n09LTy8/NzxtWRXeTl5RnoD7czGo1KkhUZ3ui6aQYMT0C4TcTBRgF/oUQPMTKRSCiVSqmjo0Pvf//75fF49NRTT5nXwYLDYdna2rJRYBiA2tpaSxvD4bAxkV2gEy8A1WNpaUmhUEjd3d1WCUHwDukbPA4pEOTJRCKhcDhsKeh3v/tdPfLII1amJi0sKyvT6uqqRU2SLOL5wQ9+YCPm0um0tSfhlQHgqeRFIhENDw9b+lRWVqb/+I//0PDwsKLRqKV4GG24PUS0pJJ4P+RmqCpJMu6di8dRHSXtIN2FLLmysmJyPrOzszago7GxUa+99ppuv/12M65MdKLLAQ03GseZgzkzM2NKIUxrOnz4sEnMLC4uKhwOmyE5evSoVRkjkYhOnTqlubk5HTt2TN/+9re1uLhoUb2bYrvtLpAyMapnz57V9PS0qcIyyJgWH14DGSk6RRBhZE/hqLgKCgpMaNPr9erEiRNGUSDin52dVVVVlSk3rK2tWTM6ERSOlZTR7TPka2BjvC8X55Sfc7+HRBLRLHxDWoWkLHEbyIfojw4IngmkW/Ayrzc7LwLjyKQkDCUFPVda5/Wum2LAsPqurIfrcXZ2dmzyMFrlEP/a29u1s7NjbSrFxcV6z3veo29961t65ZVX1NraKkkWydx9993WQ5bJZBQKhbS7u2tqoPBaKisrNTExYb1cdAKQpsJHYWIP7UrpdNqqNUQnRJP19fUG7C4tLRnuF4vFNDU1ZSKBRFHQRBBF5CAXFhYqHA5blSYWi9nCYhQBZyk1d3R0aHJyUl/84hdVWJidU5hMJo0PxpBdDgJpNBGBlD2oDBqB6Ao/ivcDZ2REl9/vNwwSjt/8/LylI4cPH7aDVldXZxFqKBSyr1My393dtYbixsZGzc3NGZFUyqavRN8LCwvG9Tp8+LAZRip/c3NzOnz4sP2u2/nQ3Nyszc1NPf300/qpn/op/fVf/7XdF4RJCkOSzOgXFxfryJEjisfjeuWVV8zYTU1N6ZOf/KQRNnHMR48eVUFBgU2eHx0dtXWgohkIBGwd0YUD511ZWVFXV5e19ZB1eDzZ2ZEuYB+Px019FoMHFcmNqHBGbkQFFsblGja6T8g8gDEwQKlUyvZ5RUWFUSmoIINlYwxp8HbldYjUmHUpyboJ4JaBUx9U2jh43RQQ/+LFi0aFICemuiNle6TOnTuXI50MZYFKBQ8PQHR7e9tKrf/93/+t973vffL7/ero6ND09LRFCm1tbXr66aftQUnS4cOHVVxcrGeeecYUJiDW0rS8s7OjI0eO6MiRI5Ky1SjC4KKiIl2+fNkkRqBA9Pf3q6enx4wMLR6wuL/4xS8a8ZHOejANDirEy2g0quXlZd12221aXV3V8PCwCdu54T5ej8j2tdde08zMjB5//PEc/hY4jgtIwxtibVyHUlRUZIfNlQ3C4BA1oHZRVlZmum5sagQp+/r6dOjQIa2vr+vYsWPa3NxUMBjU6OioCgoK1N7ebq0va2trtvGJrLa2tqzlpLm5WadOnVJfX59aWlo0MTEhSUbdIA2pra21NX3mmWdUXV1tcyanpqbk8XhUXl6uf/qnfzJJ6O9+97v2TFx6DhpwRJsu/6qurk7vfe97LdVfXV01zAc1VPYx0ezKyooB+GNjY5ZtuKKHW1tbuuWWWyx6ofLuyta4/YJEOqiXYIQxYhgrIjC3Ud3Fw8hEIKHi3Hn9g1CIe4GjgatxToGCwL0wYi6uyOVKZFGsqqmpsbY9Sbrzzjv/d0F894ISIe0DiMvLy4pGo8rLy7NKBcS/0tJSk2mhEkYl6vTp0yovL9e9995rpEGUDPLz81VVVWWyOFRO3JTxxIkTunr1qjWo0ucFjkQ7D6zkvLy8HNkevAvpVHl5uTo7O20zc5DBCsBoDjarrq2t5RBGpeyBZLMUFhYa5hMOh403hjfk2tzcVCQS0e7urj71qU/pn/7pn0y5ASOGJ+TfqNwSSRIZ7u7uWgURo4oDoCqJVDM4xdramlpaWuzQojAryYi21dXVeuWVV9TU1GSkxfLyck1OTqq5udkMEl7X7/drcHDQnNPW1pZmZmZM8qilpUWzs7OWrqytrampqUkTExPKy8tTa2uryT6vrKwYHra3t6doNKquri6tr6+rpaVFLS0tisViGhgY0M7OjqLR6I+NEEOlora2VnfddZcKCgp07do1dXR0aGlpyVJnInEMFpH17u6uqqurbXZBVVWVJiYmND09bYTQnZ0dlZaW2uQsiMh0CRyMmA5WEyniuHuDn8eQARe4rH3X2GHcwM9cw+X+273cKNfFu2l5Qt0Fh4ATxKG6740job3t4sWLOSrNb3TdFAPGoaUa5oqgMZ16amrKQGG8P1gNUY/Ltqe9YXd3V62trWprazNdrUAgYIvy7LPPqq6uzjYUB02SOjo69Mwzz6ilpcUIeDxUHjwPUtqf8BKLxdTW1mYpDJ9xdzc7OejrX/+6RUju6331q1/Vxz/+cSPzYSgB+4momHNJozEpodfrtcPgtn+4BhFgdHBwUB/60If02GOP6bOf/awB6JSpSd8ATDFgYDPSPkGS6IDXr6iosJkBpCpS1uhcv35dtbW19vrgX2tra+ru7ta//du/6fTp0yosLLSJ4pKsF7WhocE4e/Pz85qcnFRnZ6cuXbqkjo4OK7/TU3jkyBFrpgaDS6fTam5uNkWT8vJyzc/PG5HS48nOE+js7FRZWZlu3LihyclJlZeXG8cNTJBntrKyklNBf+WVVyRl8ajV1VWTysYguEx1jLGb1vl8PrW2tmpvb091dXUmLTQxMWEp68WLFyVlnRltdOBmrzdYmfdAFMAV/ZSUY/RcgilRmBulsefZA5xj9gn3ydc54zhI9gr7wg0cUD8uKCiwTMvtLsjLy7MmcQwevcVjY2NvamtuKgZGng+RTcoasampKQO1EcdDFgfmvSvXiyEEbGYzz8zMqKGhwVpw+vv7jUtFSIoHpgyM0eSBw/ytra01ZYi1tbWcASDb29tWMsfTEPpTpmbBUGIAmP/FX/xFWwyadEtKShSLxUzjfWtrywBrDA+p99zcXA4xGKNM5Qf8DDwmnU7rD/7gD3T+/Hl9+ctftk2F8eFzkC5R6eJ1+ezcm9/v19TUlPX2IW1ECtnS0mJ4opQ1TEtLSzaV+8yZM1pYWNDMzIxKSkpUVlamVCpl3CtXUgZZ483NTdXV1RnJFENbU1Nj6grI52xsbFhhh+h3ZWVFfr/fGtLph4WThaIsMksc4lgspqNHj9rQGIoYFRUVNsQEoJlDyV4FK3VpDKRorBWGBUc9Pj5u/6fVLp1Oa35+3lQ6xsfHrZJXWVlpzpN15fOTPrpRGVpffA7e//UoFjg3DLkbbRGZucosOHp37xOJAqmUlJTkqFvs7OxoenpaUnbQD1G5tM9cwDCSAbGv3ui6aSkkVUcstytaOD8/r+7ubq2trRnwHI1Gc0aoE3WwUERvYEoej0eHDh0ycirKAPB4pP1yMN4GZjjtQ2xcqAAUHminAPx2m9ABFekPPHjPbiWooKBAX/nKV/TYY4+ZIcxkMmptbc1J5eCyLS4uanJy0gigBQUFqqioMJFBcDbXuLNpGhoaNDk5aaD5W97yFkuZoWyQRhApHEwd+D+FAoTzqH6ysSDuMgIunc6q0h49etToEO4zAQbY2dmxvk3oG6wjDg5Qf3V11UBeIuhMJqtiAYEYnAhnAp+N1K+oKDsBPZVKKR6Pq/VHooydnZ2anJw0XJXoY2NjQ16v16ggRUVFVmVlGhbaZVLWKdTU1Gh5edkMB9EcVXZkodjDHHoiYZ4pqhrJZNIgCAoV4+PjJlLQ3NysYDCoiooKo7mwjyVZ5Q7jJenHDJgL5GNsOVOSfgz/AoLgXHEm4cW5UaYb9UFLQSS0trbWlFDy8/M1NTVlURjFPAw0vEG6A97ouim9kB/96EcNZwIUlfa79S9cuGA36Pf7rW2ksLBQyWRS8Xhcy8vLtpHpSxsaGtK5c+e0vLxsMxlXVlbU2Nio69evm/WGTU36RJm5sbHRgGOPx2NVHGRCMFqkENvb21pZWVFNTY0CgYAtLvfCVJiBgYEcpjN/aOp+3/veZ4YKI+j3+22De71ea8KG2IhXl2SUDooNhPZcu7u7qqio0OXLly26Wl5eVmNjow2dBSMhPWfTg41xkEgvaRCmbM5a8nO8P2O4lpeXrUeysrJSdXV1ikajunz5sjo6OrSysmLa/QwqYfYA3DxwQAb18nm3t7cViUS0uLho7Veok0KuRM4G7XjWHyyKiUxUpolQ9vb2LPKX9mkNrC+RAZI6+fn5xoqvrq5WUVGRYVUw72khamxstPQVZ0hhZXV11SrxaPgTUUN8zs/PzxGSJE3EsI+OjlqBx2Xn44Rc40Y6DNTiGj0plxTrViVdY0Zl0+27dTFe93Xdn+e1cXZNTU05FXYcOb2gKFYQGR47dux/txeShyVJ8Xhc58+f19vf/nbt7e1pfn5ekqyClMlkNDY2poGBAZuGHAgEDNCnFSgej2tvb88kXojuQqGQZmZmNDk5ae05HMqampqcyM89vKRuGDv4LplMViIXpj7FAUJjUmPY5QsLCzmDICQZCZIy9uDgoCKRiHUQwCUDK4Antru7q9HRUUUiEQNC2ZAsMKKFLL57yH/lV35F//Iv/6KJiQm1/kiltLGxUXfeeaei0ai+8IUvKJ1OGwjPa0iyJnNSBZyLu6YcFqgg6XR2IAnFjqqqKmPBU4zp6OhQdXW1bXyiJRQb6uvrVVhYqNHRUZtuVFlZaSkNVAOM/+XLl3X27FnryYMBX1hYqI6ODo2OjloUVF1dbZEqQ2Lp6EBIAOIoqcwPf/hDBQIBc3Jgj1R9qTqm02kbVAxjHBULIg9X7ReDlEgkTJqZZ8/3XCOSSqWs9xSZJJrnpey4vunpafX09FgaSVfFnXfeaXuE6BJjAFRAFM/9uRmJy+Tn+6StOHA3HXUxNc4Qz47ojajT5/NZq5jP57POlJ6eHuuk2N3dNV20cDj85rbm/4+heqOLMJJN8Z73vMcOazQaNeHBra0tC49pRUCtsaqqykZ/TU9PW3NwW1ubiouLrVLm9/vV399vKRkHhepIIBBQbW2tamtr5fV61dLSkoO1uJgPr+n1eo2RXVFRYfpjyAMBvtfX11s7EwbB5eRAT3juuefMoEsy4+l6Nv59yy23WO8doT5YgNvE7gKpRIdra2t6xzveoe9///vq7e1VJpPRyMiIfD6fwuGwPve5z9lhpfrKMwuFQrZB8/PzzchCxAWchoZSUFBg6SoAPnwgCJ9s6C996Utq/RFDHbwHSaK1tTVtbGwokUgYiXV5edmEB3d3dy0ahieIxjz7hufj9XoViUSsBzUWixkPDnAaYHh+ft402iKRiHGaGOyyvLxsA2HhyFGhpPAECXlyclJPP/20pceNjY0GWNNGQ9pdVFSkcDis1dVVyxao1rlpNakTQ2Q8nuwMSiZoQf5ubW1VQ0ODkaTj8bjOnTunK1euaHh42HBRSdaX6FKM2O9uukgG4UZXYHsA/+xZl83PfnX3uZu6unAFwcH8/LyuXLmi1tZWnTp1yoKAmpqanA6cN7puSgr52GOPmSXPy8uzwa2rq6v64Q9/aKGk15sdRuAS7EhHKGnPzc1pY2NDDz30kI4dO6aGhgYjq5aWlioQCOgHP/iBOjs7DeOCFwZzmIdK1HT9+nVLa/Pz8w1X4MAwVZkGZaI28KPNzU1NTEyosrLSxlyx2G6Vktfr7+/XAw88YETEg+RUPDzRz7PPPqvDhw8bB8it1iSTSWsBYhPh5fj7zJkzmpiYUE9Pj44cOaJYLGbSP+94xzv03HPPWfqKegCpqSSLWuigYJOCL3JfGxsbNiKMaBhlA4BuIp+lpSXl5eXpzJkz6u3ttdSioKDAegiHhoYMJ5FkKWIikTAjDbXG4/FYStjY2KidnR2FQiGjrqTTaSNQ4hxdMcnl5WWlUikb8ltTU2PzRiFS06C/uLho1WwKLDgBnF9RUZFGR0cVj8c1ODiosrIyKxa464uMDmcA40Z0tra2pqGhITU1NUmSEZ5ddWMwWbTjKIagt4eQIXzC8+fP68aNG9aKRrXdxUBdbpZb6Wa9XSPnVhj5eSm3Oukawdf7N+9bXFxscALKvciTQ3Buamr6300huTlkkKnmbW5umlcEaCVVcKsiaDIlk0mdOHFCPp9Pp06dUjqdVkVFhVKplEUNU1NTamhosJJ8ZWWllpeXDSgGQCTtcakQfE5wHhaMg0kIzoLQQynJhORQxXAXFWDTTUPHx8fNw8Bxy8/PivmRqrlVRV7DNV6A2SsrK2YoMHK0XGxvb+vQoUM2nPepp57S2972Nk1NTSkcDmt9fV2f//znbfAI1A28PK/n9XqN0MphpQyP0aKET4V2YWHBNKMAsjm06+vramxs1A9/+EN1dnaqpKREvb29BoijJkLD/vb2tsbHx3XrrbdqaGhIXV1dKi0ttRSxsLDQ0isi0/EfaeNzH/n5+Vb0YcAreu3V1dXyeDwGMq+urqqhoUGFhYVqamrSnXfeqYsXL+rxxx83HhnqGaSNkEDpFyXyWlxcVDQa1dzcnLq7u00Xb2Njw0itkoy9DvcpLy/PWpX6+/vl9XpN1luSGTL2idfrtcLE0tKS4ZzsOTBMzkx/f79GRkbk8XhUU1OjO+64Q7W1tZY1YKCgnrgtRW4QgEM7eLlGkT118Gs4bbcqS3WdNiIIuvQkv9l1UwyYW6UgZclkMhofH7eq4d7enmEGYGZ4FZ/PZzriANHl5eWmRUXoLskaXOlTpGcMsT+/36/l5WWNjY2ptbU1p7udA0n1KplMGv+HNJDqGGkURqSqqkrRaFSJRMLoF64hwwDRovSlL31Jf/M3fyNpf/INnhxMBc5RY2OjEomEampq7DlyL7C5aZvhPUmdwXvOnj2r1dVVhUIhPfPMM9Z4TFm6s7PToh63/QOw3gVXM5nsqDIOcXl5uba2trS6umpSw6SViAt6vV4belJXV6fx8XE1NzebuCEcLITx8vPz1dDQoImJCaVSKUUiEUvlMCBE3Wi308DvNoFj/Nh3tbW1NgVob2/PGPF9fX02eYm+O7hhkmz83W//9m8rGAzq/Pnzeu6557S7m1URnpiYUCaTUTgcttmQkowyRLQxOTlpCqREecjIgLWWl5drenpak5OTKikpMU20nZ3sYI3i4mLV19crEAgYvQeCs8/ns7F5zGJdWlqS1+vVrbfeap0iFRUVVhBgmM23vvUtE648fvy4Wn+k9EEEC1zCvuLMuW2BLgzCRVDiFrZcoN81fvwbo+tWaKGyvNl1U4msHHp4S9FoVJ2dnZqdnTUlTW6C7n0qLUtLS7r33ntVXV2thYUFw2dYdAweYC4pgyTzSryeO/ADWgSWHcIoB59oEQ/uYmQspiQzjAzOALB3q5DSfhWH6if3QG6P93bDdn4H784ikyb6/X6NjIzkjLvHgPB6YHYeT7b95amnntJ9992neDyu9vZ2BYNBvfWtb9XIyIiuXr2aMyTiIA3F4/GY8eO+vd6sSgH4HwZb2vfgOzs7mp2dlSQTJ3QpHcvLyzpy5IiuXLkij8ejhoYGLS0t2eyAoqIijY+Py+fz2Wb2+/2amZlRfX29rdXa2pp5cJ/PZ/yuurq6HGwNEcSCggJ1d3frxo0bluaBMUKlCIVCxsnb29vTmTNndMcdd6inp0cvv/yykaX39rICBIhdsk8RrOS1mpqalEqlNDo6qsrKSrX+aHjN1taWYrGYpqenTabZHQ6bl5en6upqRSIRDQwM2PQm0lvkmPkDrMKsCaSmqHxubm5ai9XCwoJSqZS2trb02muv6dKlS/L7/Tp58qQikYhWV1dzhAQkWeREpsH9ukbJxdNcHBdjx3ki6znYYULkmUwmc6rtr3fdFAzs137t16yah5HJZDL6xje+oXg8rttuu02xWMzaP2Bpl5eXa3NzU1NTU6qqqtKxY8dUVVWlSCRiVIji4mKT6aWi6fNlJWgpsadSKdPyRqqGKiMqrxArz5w5Y5gAwzkxaAgouoZsezurIx8MBvXEE0/Y9GvSRRZG2ueF8b1IJGITc9DvcqtBcG0wtJLsALnGjYPT2Nho/XZer9ewODweaqjhcFg7Ozt69dVX1dnZaVwcn8+n7u5uHT16VN/73vdy8IuDYC2fdX193daC1NWtWoHnEIWk01kFW6aQS7KomxST/kowPnpNiVI4lKTbOzs7am1tNaoDoDCHqry8XDMzM2bUSGEQk9ze3tZrr72mpqYmi8gBuIk2XKIwRYBUKmVDbc+ePau2tjaFQiHV1tZqbGxMPp/PVGOrqqpUV1dnJE4gjuPHj+vQoUMKh8NKp7O9vmQMJSUl6uzs1LFjx2zKEHjQzMyMRkZGdO+996q2tlYDAwM2R4Hnn5+fbwokgUDAmvrdDg8yE0kmXoAhpdCxsLCgGzdu6Pz58xoeHjYuH5VxnC+8QtbTJUdzLvk3lwvyY7Tol3SLX5ubm6qpqVFzc7NCodAbYmA3xYB9/OMfz8FwqOh9+9vfVlFRkaanp9Xa2mpENsq/RUVFGhwc1Pr6un76p39a7e3tamlpsfQKRruUnck3NDRkYDBTkPx+v+rr63X9+nXV1dUZix2Ak37FgYEBlZSU6I477rBwPRQKaWlpyYwZ8jMcgnQ6qwOF9Mt//Md/2EaH48MiHARFJWlyclIPPPCA4UMoHkDsg/4BgRLAGO/mAsJEqZWVlTmCewfpHt3d3Xr22WfV1NQkn8+nb33rWzp27Jh9NhQ57rnnHn3nO9/JYT67XpXIkQiPZ+Z2SmDkieSYvI6i6OLiojX10lZF5Orz+ayx2+fz6fr16+rs7NT29rYCgYAmJydVV1dnogDozrt4HPLbHo/HNN8xjF6v19q4wL2YYF5YWKi5uTnr6lhaWrL1TKVSqq6uVkVFhfb29mw+5dzcnLzerFTMxsaGQqGQ2traTLq7qKhITU1NamxsNAPhtvwgw0M0i5PFSR47dkzt7e3W6I8z2N3dNa04oI+FhQXj+iUSCXM+i4uLamho0Pr6usEwNTU1FoEzbYizhbowr8XaTE9P69VXX9Xzzz9vhhrJafYaAL7LBXOxbb7vRmAuWTYvL89wa1LPzc1NxeNxRSKR/10QH3CUyh7/pyxPo29XV5ex51HoxONCLHXTPrxkVVWVVldX7bBhRIgGYM2D4xAxrKysWEMxonh4b4iRHFpUJwmd3ZYLqmTI5BC5uOVpN3QmDB4ZGbExblA2IDYCpGLISDnb29tzDAnRFZEbAnPQSNgUbsmcaAV9/Jdeekk/8RM/YYTOwsJClZeX64tf/KI+97nPWWpI54DL/+GeIbDyNUmGh2UyGaM6oOCJSi9fx7DAH5uamrKeVuSWAMxJHRFu5LPMz8+rvLxcPT09amhoMLlx6A50cng82Sni7e3tunr1qpFmmRtKVDcyMqL6+nrTkauurrY0itmbN27cUHNzs+bm5lRYmJ3BOTY2ZpXe1tZWZTIZmw2KOCOOJRqN2rwCokeauaUsttrU1GSj2MrLy9XS0qKenh61tLRoZGREm5ubmp6etsowlXZ3Nid7qby8XLFYLEc6io4AaD5IM3k8Ht17773Kz883DT0gG+YZLC4uamxsTMPDwyopKdHhw4fV1NSktbW1nLTZhT3gfHFOpX18nIs9EwgELHtz+zLf6LopEdhv/MZv2Pw7DtLLL79sIoNURDo7O61UPzc3p97eXr373e/W2bNn1djYqEAgkANwA7qXlpbmRF+E+I2NjQY4T05OWnpC2Oyyg7e3swMdWlpaTI/MnX68t7dnaQ9/tra2lEgkrPH03LlzOdUZFgJj5KZVGB6fz2eidXh/CJJ4Q0BMF9dx0zo8lNfrVX9/v0VXfB+vRsp37NgxPffcc5ZOS9KTTz6p++67z0B0KAf33XefvvnNbxoDHQPN+2NgSI1dDhaqHC5tIC8vz0rkbGJ6QolqaAB301KwLCgDt99+u0WBfI6CggKNj4+rvLxc29vbtl5LS0sKBAJKpVIqKSkxza6lpSXV19cb4E+U5fP5LBpMJBLGkWMid1FRkcbGxtTU1GQRFEKTONSTJ09qZmZGN27c0Kuvvmr8tunpaSUSCZPPXllZsULHwfmHVF77+vokZTlgy8vLJlNNVIVzDYVCOY34pImksuBoTOJC1QQjTwUUh5yfn2/Tu/jjzhxtb2/Xgw8+qEOHDqmiosL6YAOBgE0VHx4eNuyKczAzM6NMJmOdLwzygByMo/V6vUZhikQiWlhYQH7pfzcCI1QGoFteXtbIyIhtnNXVVZWXl5tKZm9vrwYGBvS7v/u71mbj8/msCuKygZlaRBrHIYNs6jKAPR6P4SRUbND+pjnZ7cGDDuBqZpHXuyFxWVmZLQpGiw3gNkq7JD+PJzs89eLFi3r00Uftexwg0gP+AKUAACAASURBVDH4U+B1bFy3SCDt6zMdOXJEX/va1/TzP//zZsBgrUMITafTeuSRR/Ttb39b4XBYzc3NSqfT6uvrU1tbm+bm5oyFn8lk9Bd/8Rf68pe/rCtXrpgqAs9f2mflgw9R8WNgKZWjjo4OlZeX6+LFi/L7/ebQiJDQTltcXFRlZaUBymtra6agcfz4cdXU1Ojy5ctmtIhYOVwMjxkeHjbuX35+dvjK2tqaAdLb29taXl5WXV2dNamHQiGNj4+rs7PTYIVMJqvISgTg9/t16623qr+/XxUVFaqrq9Pk5KRisZhhq+fOnVMikVBLS4sNJ5mcnLTiA5QTUmSq30tLS+aMwFIh+HKvGDoUTai6utmB60hp46OC3NTUZBmKCxGwDkTbGxsbqq2ttYCBQSTwtVZWVjQwMGBKxUS4aLcx2yGdTudMJqdqfenSJcOWiaz4TJWVlUZUz8/P1/T0tCKRiDV/v9F1UwwYjbQcyo2NDRs+CkueiSw+n09vfetbdezYMUWjUR09elRFRUVWzpb2VSJJB2ksjkQiisVi8nq9NumECIrFh+UMQE7FIxgMGsbg9XpNqDAvL6sjhWQLhkKSRT+QFjGYBw2VG00cZNrTRAz+5epP0aZCaRyPzUBcN8ojavD7/WpsbFRPT489j/Lyco3/aNoPvXv8e3Z2VkePHlU6nVZPT48k6dChQ1peXs4BeN/1rnfp9OnTWltb040bN9TX16fq6mo7jPQver3eHIOEV+VnJFk70Pz8vKnXYpTplujp6dGpU6cs2ojFYnrnO9+peDyuK1euWLuNG/2h3kEvIhEVihc0R7Mms7Ozamtr04svvqgTJ04YJaOqqsre98iRI9re3rbBqw0NDXaI4betr68rHo9b50E8HldJSYnOnj2rubk5vfLKK4pGo5bqEy3Nzc1Z5JlKpSwlPjjbQJL1o4LXTU5O6vjx4zmVPTDhg03U0r4hw6G5UAB7k2gMTIu9x3OE+CvJqvg4dRce4flzDvPy8jQzM2OOjKyE/YJcNxEXBF6Px6PR0VErGrHW999//xvamptiwFzxMjg7VFrwLLCmz507p4cfflg1NTU6cuSIVUqgBLiqojw8ysIA7vRUAX675EuAdSy+25sGKZPqHRfAJBuBHkpAYprHXSNF3u4ClYD7bmUR79Lc3KydnR2dOXPGOg9SqZRVxfDO7gAEt08Nng4Y17//+7/rs5/9rNbX160BfX5+3johtre31dzcrMcff9yG7kYiEX3961/XJz7xCXm9XsXjcdXX1ysvL88mRL366qvq6urS29/+do2NjVlbzwsvvKBAIJBDgHRHlJGy0MDPZB6qZEQ4qF0w9cnjybbMNDc368aNG0omk9bbyCbf3t42WoYkw9NojRoZGZHf77fmcCqnRLUPPfSQYrGYPdOKigoNDAzovvvu00svvWQdBfQd8myIapubm+Xz+dTR0aHZ2Vk1Nzdre3tbMzMz6u3tte4AKRvdXL9+XYlEwpxsfn6+zYesq6vT9va2enp6jMDNoFew36WlJdXU1FjBgtdwYRWMB9EbFXsiehcOYF/SV0vk7Z4d11BiUOAplpeXa2xszNadyJpqqVttRhABrifn2e1gILBwCzowGP6v8MAA0qWs971x44YkWfoYCoV06NAhPfnkk/rIRz6ihYUF1dbWWq9dKBQyLIgHIeUKDBKWbm5uGkGSnyMMB6R2QfDi4mJTC8DILi4u/lhFBGyBewGEJa2dmZmx1IrfJSJz0yuqly5v5urVq8bavnDhghmMZDJpvLZQKGSfheEnbiQoZTGumZkZhUIh3XbbbfrqV7+qd77zndYYXl9fr4WFBSWTSZWWluq2225TOp3W17/+dT388MOqqKjQz/3cz+mrX/2q3ve+96msrExLS0uWNqL4ioLozs6Ozp49qyeeeEKf+tSndOHCBfX395tzAhukDYvnWF5erlQqZfgUGzYWixn5FcZ9c3OzUqmUnnjiCSPNsu6FhYUmdXPjxg11dXWpvLw8pziDvNDGxobNNuT7tbW1RtFBQLKystJ0wJLJpA4dOqRoNGoKwUNDQyoqKrJqOOsUj8etCb+kpEQjIyOmGALvEBpIbW2tRUDgrIlEQhsbG5qamtLu7q4efPBBdXR06IknnrCxdEToFRUV1qECqx9ca21tTSUlJZaGBwIBhcNhXb9+3dqqaKCX9qN3KEP8H9gDPBKHz15mj6MSQ8SLY2GfE0Hyegz3cCN3DBRn26XuQDnB+B2kYRy8bkozNxc3Ojk5aSnHysqKmpqaNDU1pZMnT+r8+fMKh8PGA4MVjWEAO2htbTWDwSHw+bIz5OifotoBiElqQ2mdg+BWBmFvu2C7pJzXIqQuKSmxNDWRSEja10vn4t+8nrS/SFtbW9ra2tK1a9d+DLAmZaAHjAqRJAO++ZwuX2l3d1eJREK1tbWKRqOanp42XI8NQ4S4sbGhkydP6uTJk3ZwKioq9NBDD+mP/uiPTEMK1QsiqnA4rN7eXuurPH78uK5du6bm5mZTdGWzYsBd3JCBvkQMRKjIJC0tLenatWtqamoycjPRyurqqiYnJyXJohKqtxcuXLDofnl52SI5l1jJHqS7Y2try2aKHjp0SAUFBWpsbNTAwIApVEQiEUkypZHGxka7l5mZGSOuIkB44cIFDQ0NaXl5WZKMx0YWUVxcrIaGBlVXV6u5uVnhcFh33nmnCRQGAgFduHBB58+f18MPP6xQKGSRmHtx7xhXIr3q6mr9zM/8jGpqarSysqIXX3xRe3t7CgaDKikpMWUXRCiR+qmvr1djY6Pq6upsijyRHeeKTGVnJzvIZW1tzbhrqLwkk0lrTncJtTwfab8iTKbCGeNMQ02h08WljbzZddPGqsGlouQrZafMFBcXKxAIaGxsTOFwWLfeeqvN2oOMiVorhiMYDJpq6OzsbE5TMamj21dFykfZFiItFRDoHeiPga+5oSw8Nh5gfX29eV13zp+UO6QAb8LBwXgQfXk8Hg0PD9vkIdJkcDtE+ogolpaWzFPiBV2+VygUsoUeHR3V+fPn9d73vtfGe9HbSSMybSmbm5tKJBKqq6tTTU2NPv3pT+uP//iP9fu///sGzNbV1Vkl6Rd+4Rf08ssv62tf+5qqqqr0lre8RZ2dnbrllls0MjJiBhWjC0MchVRAYbTSUeOlXeYd73iH+vv7bZ5BZWWl/eza2pqi0ailq6z38vKyLl26pBMnTmhnZ0f//d//raNHj1pUAmUjFArZuLd4PG6fc3l52ZrZmYaF9pvX61Vtba2WlpbMMCUSCSNmT0xMmMGLRqMm1sgBDIfDamhoMBkcMM68vDwdOXLEMoOJiQmNjIwYFWZkZMTmJbiOkcMOvIHK7MLCgsLhsBKJhKLRaE4q5kZSbneF24tIaodzoVhAFRreHc7dTTH5HdI8MDYq0BTrqHKyl/h5HCw4G1VpmAVEZW923ZQIzC3pIxXNjVLeRhsbD03UgGFxG6Wx7nl5eZqamjLsCoIs6QU5Phw0FsaVovH5fKavT0RGyoTnPjiIBEHBRCKhdDptUdJBigQ/72487onFl7ILd+3aNXk8nhyciOZj2pogrPLZ+ExsRqpD+fn58vv9uuuuu8zYATizOYgI0um07rjjDi0uLqqxsVF7e3vWRvShD31ITz75pD3D2dlZ1dTUWCHi+PHj+su//Eu1tLTo3Llz+sY3vmGRLinDzs6OrTnpAp+VzynJChCdnZ362Mc+pv/8z//Us88+q52dHcXjcRu+K8n2Aq+VSCRUVlZmjmZoaEiJRELJZFIvvfSSNVLH43FtbW1pZGTEHA6Gn2hmdXXV9MY4rDMzMwoGg+rt7TWVCNQ2YKovLi5qdnZW0WjUAH/6JPf29jQ1NaUrV67Y9HkikVQqpStXrujZZ581trnf71cgEFBDQ4P1fcLbogOC1JxnSmpMX+fo6KhV2V3ulSSr0lK9JDJkTxwkmGKwqLhTDAALI5oiWODzsMcB9oEhOIek13V1dWpqarJ5BOXl5TZujuIBBtZtMXq966YZMIBm2n0I+wlzPR6PqqurrQWIjUUqhReFZ4LgHtEHonyM9pL2Ge9wkzBIGFS3HwvwkEofi+iqKxAVsUB4NUh/B2kUBxnJbkpKNEe099RTT5lxcVuVZmdnjV7h3gMKqW6bEd4QRQfEA8E+wuGw5ubmcipWSK089NBDmpiYMEJseXm52traVF9frz/90z81vtPCwoIqKiqMfBuPx3XPPffoD//wD7W1taX77rvPoh56T+nfBPMhAtzb21NFRYVOnjxphYbW1lb9/d//vdbW1hQMBjU4OKitrS1NT0+rra3NHBvGBrB6eHhYBQUF1gYWjUa1urqqpaUlxWIxJZNJLS8va2hoSHNzc4rFYorFYmbMoKpgDJHjhnc1MDCg4uJizczMaHl5WZcvX9bLL7+s2dlZm8YNm57G9mQyafLVwAV7e3vWbsZhZq8sLCxodnbWDjVsfYwdqScKGvDn6NZgLV1dN/YFzjw/Pzv0hWgcQ4RR4efJaA46Y/Y85wEqC50t0EL4OueF84XxXFhYsB5Pt70Lo1haWqpQKKRIJKKWlhZFIhE1NTWZrNAbXTcNA0Nfip40UiIeSHV1taWCYDsFBQVaWFiwhlZCWErC5N2ucchkMrZBJFl4THXR5cjw3oTKW1tbGh0dtbAcD4UhhAZChQU2+8LCghUp+Bxugypft4fs9ea8LzgeWBY8KrAuJIjBC0h1pX3MjT+A5W55HiY/I+CLi4vN6NPIjioCWl5s7ttvv11FRUW6dOmSNVwz6QcuW01NjRYWFvTRj35U/f39+vCHP2x4GZI16XTayIouBgiB8pd+6ZfU2Nioc+fOWRWLn0VxQZIdBprvKRDQEuTSV2gqHxsb0yuvvGKR7erqqlKplIaGhoz2sby8bMzviYkJNTY2anh4WPF43MQD0OUH80mn0+rt7TUOInI+VVVVqqmpUWlpqY2eA0Kg5xTwHtqOO+yVticidAyF1+u1SfWk5rQpeb1e43Th5NiHZCNEWPF43ApjGAyMHEaH18QQsp8xpqSF0j7vjBYkuJnsddJdfi4/P18nTpwwI8peI7IkqiPSJ4hxp8S/0XXTFFkpy46MjFjVBHJhMBi0yItDsrCwoLy8PCM/NjQ0KJVKqaurywYs9Pb22sbBw6XTaVMPhcDnSr640r0cdhcHcMUKPR6PseNZABYM0uX8/LwZH9eQAlqziHg1XhePyCby+Xyanp42T8Xn8/v9mp6eNg0tqntupQeDL+1XSdPptA0SpeL2wgsv5BBQCf1pD/nJn/xJTU1N2bMgBfn4xz+u8+fP67vf/a6kbNoDuRTDzWBZ0rhf+7Vfs+oduJfX6zVMjwpkNBo1Z9DU1KRjx47ZupA2g51iOLnHra0tLS4uWkRdXl5uh49n4RZurl27pqWlJSUSCcXjcc3Pz6u/v98Is9FoVOPj40Z/cJ3C+Pi49RgiZ765uamWlhabrgStgB6+srIyVVdX68EHH9Stt96qeDyulZUVTUxMaGNjQxsbG0qlUlpaWrI9RHQLT4+IBU4e/aRbW1sWSeXn5xvdhvdHUdft0oA609TUZCMIeXakfBgrVyCTItfu7q4VIVys2YVJ6I6gyZtnCN+S7AX6hGukAf0xckAlnAei7ze7booBczlQcJHc8is5LzwgN7XCEKGZDx0Bz8kQB1JKPDWhKakehFc8IEYILIzwuKOjIyfldb2MmxryGSORiN0bxgTv55aDpX3P6ALwvN7e3p5u3LihUChkMj4YVGSaUWsg0sBgu61KrqH1eDwKBoNG3L1+/bqx/EmX4NCVlJRYWhKPx40vhBd8+OGH1dPTY5+dsjvGpKCgQPX19ers7NT4+Lja2tpUU1OjBx54QCdPnjQlVdaRRmPS++npaS0sLOjs2bO65557bJAHWAlG071fcFVwHtp/ONSSDBKgEfjy5cvq7+/X6OioAfK9vb0aGRnR2tqaGbOmpiatr69blMi/iZh2d7PzSDH0DPvlUKMYu7KyouvXr2t2dlYf/ehH1dnZqVgspuHhYWvPoU3sYC8v4DUOv6KiQtvb2+ro6DADICmHAL26uqqOjg6DUdjLUtaRDg0NaXZ2Vk1NTXrrW99qgpGcC6JvHAGtRWCupHq0PmGwyEygPLhiBB6PxzoFMFrwKDlbRFx8DSeG0eP9/ycaxU2pQrLRYZ27Y8yKi4utC17a52xFIhEDKdG57+rqUl9fnzG7NzY2VFZWZulPKpVSMpnMYSITOnPjHAIeCoaCyMEtu+/uZgdB4HlcQippZiqVMqkTd5HdKOZg1fBggzfGLhaLGeaWSqWsqohqrctwLykpsaoZ6YNLF4By0NzcbOTdjo4OPfXUU3rggQdsozG1G5b3/fffr/Pnz9uaYEQaGhr06KOP6q/+6q/0kY98RBUVFUYqpV8N0icNw5/5zGeUSCT03HPPmaIm2vPvfOc71djYqFgspn/4h39Qe3u74ZhHjhzR1taWhoaGckBfSWasiOApsni9XqsqLi4uWt8gewojLsnG8cViMSvI+P1+NTQ0WFvL2tqaWltbLTosKCgwnhh7eW9vT6lUyjo5MDwQbcfGxqwJe319Xd/85jcViUT08MMP6/nnn8/Ba8EzXXHLxcVFvec97zFljKeeekp+v9/23urqqg1OQQrn8OHDunLlSvYw/yh6dfckYp9TU1Oan583bpXf71dtba2SyaR9Bs6Gi+VSSNrZ2TGD6gYc4NIYQpwgxtDlk3Ge6JclA+N84dyAd9j/b3bdlAiMMHx0dFRra2tWRgdwpCqDYXObrzmYRE+E1mwc8uXy8nJNTExYHxdRmttCIckARPofSefAXPLz8+1AcPC5MIqkXCwwALDr6YgQCKOl/UjUfS58LoyylBX7Q6YF/hcMdT4zonxsCFdCB2MOEZEoCyXUxcVF2zR4Y1LeyspKG/oq7c8ApEXpwQcf1J/8yZ9YdEqKDU755JNPmjopPK7PfvazqqyslJSVVvrZn/1ZDQ8P6zd/8zf153/+59rY2DBwHMMLPw1NN+7Tba6Gy0QUD2fs05/+tP7P//k/euSRRwzkdp0VTmxlZUWJREKxWEz9/f3q6+vT5OSkxsfHFY/H1dfXZy1P4EZQPRiaQQsOPZI4Vq/Xq7vvvlvve9/79JM/+ZMqKCjQ2NiYnn32WVNDdZ0hESNGEIMwOjqq1dVVDQ4OKpPJqL29XfPz83rooYd0+vRpU3xtbW1VdXW1XnrpJaM+bG1tWSTowhLs5d3dXVM9LisryykuuOojnCU+G7wtZHYo0JC1uDgjWQFGF4fOfiML42cw9gQDnDUi0v/puikRGKnP+Pi4eRk2IQKB5OgcZBfUn5+fV0NDg029KSoq0tDQkKqrqw0bCgaDampqssWjYgmQjPIkBoFIj//DuSItIZzl4fJAqfhg9HZ3d224rVvlPMhZIQLjtVyg1ev1Gv9oamrK2nd4P6IwWlc45G7fJJvH58uOrE+lUpqZmbFobWlpyfhUjz/+uE2GymQyGhoaMp5UXl6eHnjgAT3xxBOKx+PmZUkBuru75ff79Td/8zf61V/9VcO1kEJ+4IEH5PP59Gd/9mf6sz/7M919990aGRnRo48+ahI9GPSuri7rM0wkEpqbm9PY2JhKSkpUXV2t8vJyhcNhDQ4Oqri4WEtLS/r1X/91ffWrX7UBFqwFHKOPfexj+sQnPmG0D6JnHI4LA+D8WIN4PG7FkVQqpfz8fOMIrqys5DTDg824uJC0zw9cXV3V6OiogfFlZWVWRRwYGMiZqu3CFexZshN0xiSpra1NS0tLuv/++60/FOcxODhoaSCKtJubmxoZGbGKJjpzBQXZAcm0d6XT+83WBQXZwS5g0KSTbnEIR++29UA0xpm7fEfOEJO3UCLhnBBo4IAPFrhcYQO3GPZ6102TlN7b27NGWnq6SCuIxra2tpRMJtXY2KiKigoLJ1dXV01jiGoFi07JmP/DWWKDsxHW19dVWVmpyclJa4ZeWlpSVVWVGR28tdfrNaCRaEySAeIYH3otpf1oyv0cGCu+z9/uAnMQ4JoNDAyosbHRDAokTzYiITpDKSTl4EEwmD0ej1pbW7W2tqb6+npLgxgnNzAwoFtuuUWSTKgPIFeStb8Eg8EciZaioiLV1taqvb1d//Vf/6V3vetdVuTAAa2vr+uTn/ykhoeH1djYqOLiYhsNx32xeWmHSaVSpkHf1NSkgYEBE9wj3QsEAgoEAhYx4HzKysq0vb2tT33qU/qDP/gDaxDnAJBKsg/dCpfLewPnBB8EL6RQwWfn91wFCBq4UVjBWID1bGxsmLhhfn6+9WtSbeaws9e8Xq8ddDKKwsJCo2wgN03nA2laJBLR4OCgCRCSBuMUwJOR64GfR+sd7XZuFZ09yjPCsBEZQ0PBQHFW2DOSTP+PC2NFJZJggq8RyRI4YMT+p+umYWCMynLL9LQ24HWQCGaQAGoJ8EcQYpNkqQNGwJXrIXzGULiEVYZ+pNNpG3iAnjoGCmkWgFsWj3CdvD6dTmtubs4iq4NNr26Fxk0xudyojuElfX19uu2228yowfeiI4GUIJPJzn/EMFGIcCVaBgcHFQqFDNfZ3t5WV1eXhoeHtbq6qtbWVoVCIYuQpezGWl5eViQSUW9vr+bn59XU1GTldgwaswxisZg1L9Ojt7KyoqtXr2poaEiPPfaYxsbG9MILL+gDH/iA2tvbbXYAacXJkye1sLCgvr4+9ff3K5FIqKurS6urq4ZJtrW1WfrH5kf3v6OjQ6dPn9Zv/dZvGWdsdnbWXp9oFiPvAsnsT9fBuFgliqZglWAykKZ57lQiqSZubm4qGo1aqutyDIFJ+DxEe66aSWlpqTXgw5cDq4tEItY7CfZFhvPCCy+YcXd5jkAipIdU3nF67vAa4Ad08rhPdxIVNCaXTY/z42tEZG7hg8uFY8gkOL+cObI11gaH8mbXTRurhlQuPCaE6fDeEADr6+utQZo+vNraWouGKJ+7qR0eEmvPQhHuU5nCO8ZiMev3mpmZUXNzs31OQmNGgsGAxlASyuKVIOHiOam8uEYLz0Xqwc/ikVzm8ubmpqXM0Exo+UHDCkA0Ly/PaCgcGsL77e1tmyBOukTUCLN7aGhIt956q90fn1mSVRUhhKJSyuetqqrS2tqarly5olOnTikYDJqToqp26NAhTUxM6IEHHtCVK1e0vLys4eFhvf/979ff/u3fGmWAYRMej0eXLl2y5vqioiKTNZqcnDRQmOEa6XRa73rXu1RbW6s///M/V0FBgaanpzUzM2PemnWj0kVlO2fTO9UySTk8PhwSERAj+pBCp3kcHLekpER1dXXGk+M1S0pKDLBnj9JHW1FRYRI0pIA4yGPHjqmkpMSMQGVlpUXVGHIwo8OHD5siBsYfUJ61kfYjUZc4SirOfqVAJcmknCYnJxUMBm2WANkPA3pdnIwMhr1OJJdOp82ggxGTTropPvxOcDrOEmf9ja6bYsDy8vI0PDxs4GkoFLKbB6gjDCX6QtsJeWMWtaioSHNzcyYJAx/GDb8JkTEcbAx09lOplDo6OiTJlAFIoXj4iNVhDFwuDeE/OlPBYNCAa5e4ilcigjtYAubQEP1IUiAQ0Msvv6yf//mft0VE7md+fl7BYFB1dXXGp3LbYEivuW+MJZ9pd3fXUq78/HxNTk6qtbXVKAuuVlpJSYm6urqsyZvPIWVbUe655x51dXXpypUr+vznP6/f/M3flNeb7Rfs6emxlPy73/2uwuGwHnnkESWTSat83X333YrFYjnr193drVtvvVVf//rXdePGDRUUFJijCYfDBqavr69reHhYv/d7v6ehoSH91V/9lSorK7WwsKCxsbEfM8ZEwS7+xaFxiyxEKuiwFRQUGBZXWVmZ8/Nzc3NWwaXqOTc3p4mJCdsr9HpK+5V4ijC8llvdcyOUTCarbzc1NWWpGRAHhRrX8QUCAVVXVxvlAioOxtiFM8rKyhQOh02d2O/3K5PJmMOj+ozxgCaD0+a9NzY2LEtBcdat5ONQ+dttO2LPE8UR4LgFNZ4D3QiQdt/summChoxOIz2DsEnPGWVwaZ9eEI/Hc+bSSdnNt7y8bANMOXikUWxGDjbGg01DUzAPkUUlsuP3GeJBxMN77+zsGImUzUIUScjrtvZgpInADqaSLoMZY3vjxo0cb0OaiMICHhNOFe8LdwvCrEtypenY58sKBq6urqqyslLXr1/Xfffdl4NR+Hw+o0a0tbXpypUrWllZ0S233GIVyoGBAasKf/CDH9RLL72kBx98UMlkUnfccYeefvppZTIZNTY2amhoSKdOndLExIS6urqsH/HkyZN67rnnrHVMyjq7D3/4w/rKV75ipNFkMqn6+nrV1taqr69PJ0+e1Hve8x4Fg0H93d/9nTX1T05OWpTBs3UxR5cj5wLMrAEFi+PHjxsuNz09rZGREb388svWcE00y37DuLvtZR6Pxxq5AahZS/hirJ2LyVHRi0Qi1ubkGmRSYVJZt/1ncnIyBwpx6ScYS+gXi4uLOZOHMHb8231upNhuNRjGPf8mlS4vL1dpaamCwaAOHz5szhDFY+gQPDPgJc6xG3EBDRGdUSF9s+umGLB4PK7Z2VnNzMyYXjsWHeVJxsFDMoVH4zKz3QdMoy0APgtGg6i78IDPxcXFqq6u1vT0tHXEb25umtqrC1JSaOD12TwME6VIgDHz+/1aWFjIIaey+AeNluvxJRmXC4OTSCS0vLxsmyaVSlnDOaoRVD8DgYB5RN5X2k+nDxYUMpmM2tra1N/fbw5gfn7enhkgL+lrIBDQu9/9bquevfrqqwYBUCWDtvHcc8/p9OnTmpub03333afnn3/ejFVzc7NWV1dVXFys4eFhtba2anFxURsbG2pqatLVq1e1ubmp9vZ2lZaW6oMf/KAGBgb0X//1X9YGNj09rbKyMn3y6yM1UQAAIABJREFUk5/Uiy++qG9/+9um+UXfI8baNVikvnwN7mFzc7MB9mi/I8tzsGyPEwNc52LdKB65UR/rwR83AncxI6gJmUxGLS0tKiws1ODgYI5x5XcwePyeJMOt2Ou8NoYIA+SSWjForhHlDB2McnC+PEt+ln+Dc0myokA0GlVPT4+ljtwLRsqNTKFD0RtZUVGhcDiscDhs+x7D+38FA4vFYuZlSOPwQJOTk6qtrdXw8LBOnz5t1amFhQVLr8Cl0LiCMR4IBCy9pHLitkAQlbB4UlbWpaenx3g7LKTLOgcnohmWDQDjf3V11eRhMK5MyXG9GSmc21vI190ojRCezxgIBPTqq6/qzJkzliLQmkIztCvpSwnclSHicHAIMegMLyEyy8vLU39/v+6+++7sBvgRzrS8vKzjx4+rtLRUPT09euqpp1RZWZljiDKZjAHNp0+f1uDgoPXSpVIp+zzj4+O6ceOGpa7wtmKxmB599FF96Utfst8Bi2ltbbWCzvPPP2+a8o8//rjW19f1j//4j8ZhArMkkmctORhgVlALoH1QqST6JLoiancxGb5/MN2EbI0hcwsFHFxpPxrEoPA1vl5aWmrR7kGnzHu7tBx3//C+0DkIAPiem55yptiD9JQCL/Bv9gL7nwwFg4VT517YZxSdeIYEKrwu2QO9n9AruDY3NxWLxTQ/P69Lly7ZuQFPS6VS+sQnPvGGtuamGLCZmRlJsqiFaCqdTlvfWENDg+Xbu7u7Jt3CQwXvWlhYMOkUn89nmxC6g9t+5HKtAA/h46A7ziKhZunz+ayBnCZfjC4eR9oH3jOZjBUkQqGQaYS5JEBSC+7bTXUl5fSUUTzo7+/XsWPHLEXZ3t5WTU2N9c1hQMAiqDxxIFy5IF6bsj7UDDDJ0tJSDQ4OqqWlxQ7gAw88oIWFBV25ckV1dXU2xFTKEm3dCTUVFRUaHx9XJBLRSy+9pLvuuks7Ozs6duyYLl68aA6AwS35+fk2vIOogCormmjwA48dO6aysjJ94xvf0O/8zu8oHo/rQx/6kFpaWiRJ4+PjKioqMuItsAGpC9ED1UGeBeRoUjY+o5uC8nP87UZTRLQYZBfPcgFyHIdrfPicRGVM8b506ZJFObwO9AEXy5T2I20qfhzyvLw8g2LARplszuwFlCPctjfOGCRVNy3kPTwejxWt3EjfjRDd2Re8Jk4YYwVNQtonStMJ49ImuAfXZkCIfqPrpjDxKWlDnmPx8Vx+v181NTXWwwZWRp8WVS1aSKj45OfnKxQK5cyb5MDz8FwOlyTzUFNTU9kb/pEXBbzOZLJSLChPkue7PVlUSUdHR83L40VpJHc7+NnIB8mrfGY2P1XFTCajq1evWjTo9/vtsE1OTiqZTJrYG5pqbCguN3Vwqz9463A4bE4AzfWqqirdfffdqqio0PPPP6+JiQmjarS2tsrn82lqaso2p6vLhmooESh0k0OHDqm+vl49PT1mlCTpxIkTkqRLly7pscce095etudueHhYw8PDmpqastawqqoqff7zn1ckEtEv//Iv6+jRo5ZaSLKpOK4D47CkUikb48aBdqVtMPZQC1yS8cG0342g+DnAavd1d3d3bQI3lB4yA4yNS31ZWFhQPB63Q/p6l0v1cD+PSxPBmc3NzZngZ0lJiU34IaOgbYzWH85dSUmJRatEkJKsCl5aWqqOjg5tb28rkUhocXFR8/PzVlyBHlNcXKyWlhbdfvvtCgaDqqys1KlTpyxgIIID0wISgkLhPkeeG8/8f0ohb1orERtG2seHpH2sAEuO6gA65XgWd9FQgoAygBFy2b6uB3Q3DkBjKpXKAa5dzapoNGqvzwNkcopbkXQjsr29PQNF2Zj8zeWCxgd5R+AKNOnCoiZV5YARTSKNg9KG66EPviYekQ2/u7trmmpra2tqamrSBz7wAXV3d+uJJ55QT0+PPT+6DRoaGmwE3eLios1eZMo0hr67u9u4dmB3UrYUn0wmTSoHCZ+2tjb967/+q37qp35KwWBQyWRSsVhMU1NT1hu6tbWl9vZ2PfPMM3rb295m0ZUkSxtLS0tzmOw8L3efHYyEXJDfrUayvvwOKZWLhfJcMOYcMJ49lUXeA0OHs6RNjX3Jz7qfjT3jyopjbDHGB/cR+5JOBNIzBoSwJ0mRpX1VEtJ/DBaRFcFGaWmpVldX1d3drVAoZPfFs6CYtLi4qKGhIb388ssKBAI2JautrU1nz55VXl6eEomEFhYWtLKyYk6GSib3QVsR98xzfrPrphFZ3b5F0jsA7lAoZF5kezs7q6+qqkrb29uGUyHr67Y3sFhsKDdFwzC5VAZ3sMjKyophHnhLQHQqpTs7OzlDJPb29uzAYGxRxHA3ORET4bG7yfgaaUt9fb0aGhokyXobd3ezevI/+MEPdObMmZxKV3l5uZLJpKampkw9tKqqStPT0+bduEfSARfg93g88vv9Wl5e1oMPPqjDhw9ra2tLX/va17Szs6Ouri47DDw7UodIJKKrV69qYWHBqAUzMzPmfGj1QhO9uLjYSLGjo6OKxWKqrq7W2tqannzyST3yyCNaWlqyiUN33HGH1tfXde7cOTtsm5ub+vjHP67//M//NIUIIgloCtwnRoLUGmPmGq6DFWCMl1vkYN+4P8fvQ21xjdsb0WPcqI2L9XUxT5zwQWOLIcVIcB8HCwXsdTcY4FnMzs4qnU6rra3NzhNGAMPDPFTun7NE0cDF2Bgm09bWpu7ubl26dMmcvOvYMZD9/f02sQiybCQSsUlGtF1hqL1er2n+cS88K7KTN7tumqAhIKGL9wA2cgCoiFFNxGgAPN64cSOnrQVjiEEhynArQERMLv7h9/utooFX44GjXgrQyOdl48FH8XiyY9zwXGwGScbHctNELjxuXl6eWlpazGAEg0GbbATmRe8oxpfJ0gy/4LULCwtNThhjzf26YD6HIhgM6vjx44pEIrpy5Yo+97nP2T1PTk7mAMEctrW1NW1tbZkawuLiokWKPG8i1MOHD+u1116z59Ld3a2CggLNz8+bSCVY0/T0tB566CE1NDTYJn7nO9+pkZERDQ0N6dFHH9Xg4KBFcg0NDTp58qRFq5B4Keu7xsU1SG7U62YAfM0lWrpRu9uryPrjeN3n6hoXnKxraPieW5UjquKPm/K7xQNex/38bhTI36Sq/AHzRGaIFBvBQQwoyh18bpcegaKuJDOiQCvb29t6y1veovb2dnumpILci5uiT09P6/Lly0aQDYfDOnPmjOmauZkDfxNpgkMz1eiNrpvGxMcjs3AuJuWCn8lkUh0dHfYwOah5eVl5EfStDlIewGGmp6dtodlobvrIAoILuCoOPp9P0WjUFpaSNEaSvkwiJmb7AQgXFBQYEE7z8fLysmKxmG0oNmNLS4vC4bCV/aPRqFZWVszr8fuMsmfoRDAYNEG9QCBgSg5EXhhktylY2pcpotw/Ojqq3d1d9fb2qq6uzoZ8jI+P24xKXoPoY2NjQ+3t7ert7bVCQlNTk6anpw37A4+sqKiwKpQk3XLLLRoYGLDZioz+evjhhzUyMqIjR45odHRUjY2NGhwctJFgBQUF+trXvqYjR45ofX1dtbW1xuSGmhMIBJRIJOT1ei3N5d5d2OL1IiP3/zwft5LLISKy4HINkpta8j1pnwfoDuRwDadLtSHyIXKU9ocok7m4ygw4/YORGhcdJO7PIJhZW1ubQ5dgz9BxAT3J5RBivDHuPt/+bIlwOKyuri699NJL5vi4x4M2wOPxmEw3BYe77rpLJSUlunbtmubm5ozixPOC6nIwmn2966aOVQNTYrHZHDwwFDjZFJDcOMyA+W7I7VaGDpJR3RTCBTyJrLD0ksyzxONxW3g31EbNgMOxsrKipaUlM8a33367SkpK1NfXp97eXj3//PMaHR3VwsKCqqurdcstt6i5uVn5+flqa2tTOBxWJpOxdidmZUr7+EdhYaEmJyeNpoEXJe1FlojPwAZzo0V3UwP+A3SzkVFQgJoyNDRkxhtvigFG1UOSCf2xVhzGVCplLHVUPphoRLpA3+DY2JiKi4vV1dVl2Mgdd9yhI0eO6Atf+ILe9ra3WeoeiUQUCoVUUFBg7Hx6PWkXA6p4vaqda7AwSq7xOvhv9sXBdZH2aRQHK3lE1/yuuwYu8E9k5X6mg4A/qbGbwrlFMPezuimy1+vNiaJpHudszczMWEN9fn6+Fch2dnaMwMxz5HsUAciUeC4880QioVtvvdX6ZiUZCO+C8VIWt0TQNBqN6uLFi5qamtKJEyd09913q6mpyXBdUlmXIPymNuZNv/v/8YJrIslCfCIXVxd7YmJCdXV1ORU8FiiRSCgYDErKHhzkkjFisOsB5uGOuVUlt/JJOZYWIrrw4/G4jh07ZoecDUbVk+gMWV+qhL29vZZ++nw+C3VJNRlyevLkSVMSaG9v16uvvqrBwUFLV1zSYUFBga5du2aNzMgCoTxL0WBxcdFktd1ydE1NjVWm8vOzwxwWFxdVXV1tKhxVVVVKJpM2uqu4uFi9vb06ceKEpYk4GaK06upqq0KRTvBZOBBeb1aepq6uzgZ2UL2trKxUKpXSyy+/rJMnT9rQ2UAgoLq6OvX09Ogzn/mMvvOd7+hd73qXvve972lxcVGFhYXGYWtqajLuHdE8QoVMr8IBHUwj3ZTX3WOuEXNBcddIucUZDJG7T6TcKOvgZ+DwHyQ4ezwei7wymUyO5LLLA8OIoFDhfhaeP/is2/dJQSUej8vj8Wh2dtYmfNPaB4ziDtChIklvMcoibkTGfi8oKFBbW5va29t14cKFHCItzxbYh8/IPc7MzGhiYkKlpaW69957lU6n1dfXp+npaa2treUYsTe7bkoExgflgLKQJSUlqq2tlcfj0fr6ug1QBRjlAZDHcxG+uxaZVI8Ij8XFgrMB8vLyrLF7dzerCoD0CLiY66XxRC6gzYJiMHw+n+rq6iwl5Q/hfjqdVkVFhY4fP24pczAY1DPPPKPr168bduWCxfze3NycaaCR/pWUlFgaiZemcECzPM2+i4uLRkXhkGG02dQ0KieTSdtsKCRI2QNVXFyscDhs3t+t0B6kiNAbB+3F4/EomUyqtrbWyIzb29uqq6uzSABcsrS0VKdOnVIqlbJOg7Nnz2pqakrnz5+3CO7FF180jfzS0lIFAgGLxFh/PhPREs4OvOggnsUauCD66xUA3J/n6wf3I/vdjebc6+DvuoUAF3ejSOG+PnvYVa/AABJ5EWFKWcO+sLBg+5hsIpVKaWxszNJvDBROn7WDJU/G4vf7rcjCfbqp997ent7+9rcbd5B7weDxGajcu9XcnZ0dfe9739P09LROnjype+65R1VVVebQCSDe6LppgoYHQVPkR1iExcVFw02ouvB7NC2zGd3w1t0wVCylfe0uDif4Bb2NrsHj9YeGhlRZWamysjLTKQMsdtspiPTo5cpk9rlQBQUFWlpasojE4/HoxIkTVv2prKzUjRs3NDo6qsLCQqMzYPDY0GB1KGXSyDozM2M0EKIE0l1acaj4gMsdxF9ILdBZp8ACeFtTU6OrV6/qvvvus8oR+u0YB6qh9KXivSHt0rHAYWMICPMce3p6FI/HNTk5afLhhw8fViqV0u23364XXnhBfr9fLS0tWlxcVFtbm8bHx/XP//zPOnv2rEKhkK5fv25rAwctHA5bJAy26Tqfg4bJBeMxyBi6gz/D5T7Hg1EdF4YG6ou7911QH2PjGhwut5IOnsjXMCwYBmZJct5YA95jdXVVjY2N6uvrM2dI8eD69evy+/06fvy4zU9lXxPh+v1+eTwek3jCgLqOGniDjOaee+5RXl6evvOd7xg9gnPt9pMePGNFRUWmkhsMBnXPPfeovr5eP/jBD9TX1/emtuamRGAHq0E8UNdzwQ4HoORAclhhxKfTaRtndpBj5YbMeFo4XPwMEQAVEz5fOp02kBNaB1EGERKERRaB5mjCeKo+wWDQIoPOzk6L+AoLC/X000+rp6fHSHy0QaG1zuEhKiG8ZsPCiyOC4nfi8biOHj2qVCqlvr4+G5hxMB3KZDKmVEAliWeEzn5BQYHm5uZMGvkgSJ2fvz8th+jWbX/BAKPSwUanmlpQUKDKykrl5+fbPEev12vKFIODg1YQGB0dVXd3t5qamnT//fcrEAjoe9/7nvU/srZDQ0PG1aNLwe14cHFQt7hDBOly7P7f7mn+uPta+nF8zL1wiuxdF/A/eB1MZ9nPvB/OHecDFONy+DY2NoyFj+Hkb5crR88qZ8Dj8VjKz/4g9WPt2ZPuFCiXdgF2+v73v1+nT5+WtE+p4v2JyjCCRGRbW1s24/PChQs6d+6cDh8+rHe/+91vui43xYAdXEgeYkVFhUpLSw0QZx4e3htrzFw+PE4wGMzxYERkNNNiybHsvCa5O56CNJMxVvPz8zYRWJLGxsa0sbGRYyzRdCJNZMODubGp2tvb1dXVpWAwqLW1Nb3wwgv6/ve/b8C7pJwFRCqHewwEApZu0gaTyWTZ/mtrayoqKtLU1JQymewwBAaB0B1AFOuW7d0DK8ki0erqajNoKCgsLy8rGo2apyRVJfTf29szZj9S3Hh9v99vG3B+ft425t7enoLBoHZ2dtTQ0KCtrS0NDAyYumx7e7u6u7s1MzNjI8gaGxtVXV2t48ePKxQK6dChQwoGg3r22Wc1Pz9vQ3LD4bA914qKCnk8HovaD1YI3cjVjcyk/egIA3jw+/yMtG+03Griwfdxoz7OgutkD0Z7XAeLT+5B57C7QQHOkLV1KSEYdrIK4A+3ogmOOTY2posXL1pKScUXThkVQn7H48lOHKqpqbGM6mC1cHZ2VkeOHNEHP/hB1dTU5MhHgeXxmdz9iSEE675y5YquXbv2prbmpjHx3SiAdIgoiUojU2lg3mPZ0b7iILnDOIiUXHBQUs6DdAFAIjgeSiaTMUUFSaaUubW1perqahvqgF4RnBR6MKEsAIJimOvr6+X1etXX15czyl7aL2S4xYGdnR0tLS3ZNCA8G9UhVC8IuSsqKmyKjiT19PTYrEGeuXsgJBnVwu2PzGQyqq+vlyQTcCRFRNtK2ldCYI6BW8mFC+YWTIggu7u7DQ+jD47vMVSXA51MJjUwMKB//dd/tUgzEAgoGAxqa2tLVVVVuv/++3XXXXfZ1GzwUwiWpLXww7her4J1MDpzDc7BQ+h+n7130Cm7eJRr0F/vHLze5RrKgz9zECMjYnQpC7QIcejd88G64yDBfXH+biFjdXVVly9f1tDQkBloVzcMHhfryAhD9oR7H3yOZDKpRCKhn/u5n1N7e3sOx5BKJVVtV+nVNfBu3+UbXTfFgLmNmaWlpXajAK5LS0sKh8M25QQNKHquGhoatLOzY6GrJAP0WCw8CUTLTCZjURbpKOXcg83WxcXFGhwcVDD4/7R3Lr9x3lUf/854xnHnamfs2q4vcew4UptWQWqRKBQVCSSk0MKuLFDLoqwQiy5QW6SyYMVNLPgTEBKVimhhC0Jp1RaF0LSBtpM4iRPHHnsm9twHX2J7ZliMPsdnHpy8r95XXlSanxTF9sw88zy/y7l8z/ecM6h4PG4LSkVQWoX5foMEFbC6otGo5ubmNDMzo1wup/fff1//+te/urQiAtxjH1iOvF4qlaxiBAJsa2vLWrfFYjENDw9b4nsul9Pa2prS6bQKhUJXpQHmnAPlXRFwDJLbcX/BgpLJpBYWFqwZCPgcdBcY8WAiYBxYpel0WvV6XalUSsVi0Z4tFApZldWpqSklEgnj+iWTSb377rva2NjQ22+/rUqlokKhoFKppDNnzmh2dlbValXf/e53de7cOY2NjWltbU3NZlNXr161PD7cfpQA1hEKAG5UUMBxgBHurIl04BYeZi15WoG/HtaEvy7XDFJc/HpxTT/AivkcrpwXGMy/T8fx1UzAYNvttkWK6ZaOwkCw7O7u6vbt2/rb3/7W1csC2gR0j0QiYcYH94glJqmra5Ek3bx5U2fPntVLL72k0dFR65VAUI3UIeqGUTTRz+v9xpF15vZgKWBgNBq1hqCYsyxOMIOdpgM0tQgeSjYLTVAl2QJ5VyoSiVj0ikna39+3ksVoNQQhdbGwkngdi81rnUuXLunvf/97V6Kwdx8Y3K8vFeTD7eT5IVAQOPv7+8a4v3v3rq5cudLlVheLRdugWACSukzyICWAOaXKK0IJV7her6vZ7JRTwX1gkxNup9w16VOen9dut7u6ZxM8QbDQX1KSWVHj4+Oq1Wq6deuWcYbK5bIVxfvTn/6kkydP6stf/rLGx8dVqVQUDoetMgUY5sjISBcwj/BG2R0WdfTuoRdaHntinQ4D+X1QyUc//Wd43XsIWKG8Lzi8heetJva5H54D5wVwtVo1rMznjXpL0UfspU69OziN09PTpnTxYOBn4mHQswJKiJ87KEaNRkO5XE7PP/+8nnnmGbOuwJpxKX0Nf9zg/wmjPDIBJnUOJOA2OYbFYlEzMzPmylFED4lMFQYoA/jQHBRvJjebnXLVkOQoRw2ZEqHB4nvBSZoO97q1tWVWFxVDt7a2jHZB8wwvPINa2z9/8G9oSB/QkDoblURyFgsML5vNWkQP68aXN2FzwJvhsAYFpKdVQB+hVpaPttLOjShou91WpVKxiBhzRBsuBAXWLWVTotGoarVaF0GSChp08uazDz30kO7cuaNYLKbbt2/r008/VbPZaftFDfp6va719XVNTExofHxcc3Nztrnz+byOHTumiYkJC7J4QQPIjQvGeiPEgiC5B6W9CxkE4f1rHuAPWsOeRsTf2M9+bwTdf/YYARKoKjyTF6KegsSzcNaIMpIqhwD1dAbmAty43W7r8uXL+u1vf6tKpWIRX3BCatRhgYGb+aR76UCRDgwMWNBgcnJSL7/8stLpdBfc49OiCNbcvXu3yxo7bByJAEM6U7oDoUO5FBZnd3dXTzzxhIaGhizET/IsG3Fzc7OrfI63rPb29oxwGQ6HzR2klC1mM64E2MzFixfVbrctqMC9kuTLpgefwq3zZFs0jz8QXsuyyXwIHgHmwWCibwjHcrmsoaEhhUIhjY+PGyeHJNxqtWrXTKfTyufzXYeGg+GjP1AbEFh7e3sWQODeJVll0M3NTXM50eRra2saHh62fFDpICnZYxu4D+VyWfF43Kqm4o4MDg5qbW1Nu7u7unHjhk6cOGHd0CORiG7evKlsNmtFFgcGBjQ/P2/W28MPP2xROJRerVazKKd32z1GxyENWqt+zbywOoysynp5PJFr+7nnd/aR9N/EVtzDIGeNf7zmMSDvGvvvDILgRH8Rfqyjz9jgnPLdHqflmXZ2dvTee+/p/PnzVvST6H8kErFgE1QjvChf049rsb/r9brK5bJefPFFffWrX7W9BBQAHo5r7DHFw8aRCDA4WUwcIPX6+rqkTo7U8vKyJiYmTBvv7OzYRkZTEJXEpfKbjlA9US5AzXC4Qxolekh+HZ/BfQRzooaS5+fgghIZBeRnkaEBgCVIBxVQ2bRsQOkgAdhvep4FcBvAfH5+XqdOnZIko0bwOvfE57GmiC56vMZbigCkHCZwMy/AOFTRaFQbGxuKRCIaGRkxztHdu3dVLBZNUx4/ftxIl6xFX1+fWa9LrqkxhSVxn+k9sLS0pHg8rnPnzlnUE0ssm81qe3vbCi9OTk7q008/1alTp/TNb37TuGy0icvn8xYw8i6WB9KDOFgQlwoOL1Sw6LxL7q+Hu8p1g1a4pzME3VeGj256IYnA9d/LuvrSNv6+sXx9rqUnlnqLje/23+HnaH19Xa+//rr+8Y9/2DOGw2E7Y2RspFIp86ai0ahlp+BR8HzValUfffSR5ubm9MMf/tDKzvO8uJK+4OI91+i+r/4fByFZhAfYz/LysuX0PfbYYzp+/LgVEkwkEta6qb+/36wxFgDriH8wiJkgDh8mbSaT6XK3eK+nYaCVDpsw2Mt9fX1mzrIxsP5isZhNetAC43f/d0ldC8KB7+vrs6Tazc1NY6DTVBV8CuvGA6Fwd3xBPb8O3pJgDujOPDIyYi6NpxLQXINEeegQYEkEOzgQXjhDbalWq+YWM+f0kRwZGTGrVpLRaXiGeDyuXC5nddpWV1cVDod15swZSR2h/61vfcsi1DMzM0bNAU7gWTyG5S0sj1VJ3bit//8wy99fy7/P88IOgxGCGJZ3+XwQIHg/XnB5QYg15bNBPKufqK8vEuihC373Vqp3u3kvruzq6qreffddlUolSbL9Rg8DlDJpSZz74DpgKZfLZeVyOT333HM6e/asKUPuBy/tvrLmvq/+Pwbh81qtZkD74uKi6vW6ZmZmVCqV9MEHHxioG4l0Sjs/+OCD1jIKDdnf3299JNkESOz+/n6Vy2UVCgULFqTTaas+QTQNgbW4uGgh4ng83pXbhqkLVYFUnf39fRWLRXOZAL3b7baKxaJtOhbIbxLvUqIJpYPgxszMjE6fPm0Ca21tzcilaEsPkONGwr/yOZpofqwkfuew7u3tWamVdrutqakpY/jzvmg0qtXVVauwyvURsrj1m5ubBsJ7K4BGKqxZf3+/aWCpI3xGR0et5+f+/r7Gxsa0urpqGCgkzOvXr2thYUGtVkuLi4sWCd3e3tbU1JR+9KMfGUbDnHil4V1rf4D4O+8LjsOsNf/eIGDur3mYQAgO//3ecmIdPFTBP7BNf32P1XkcDe/A7yEUtLe+vLscFMberfUCf3NzU+fPn9fvf/97FQqFrk7untCK60okH1eRc4Mb+u9//1vZbFaf+9zn9JOf/EQzMzNdisJXqjhsHIkAI+E5EokYWJfP5zUwMKCzZ8+qXq8rm83qS1/6kpFYIbCSykJ5aQ6/dBAxwRLA3F5fX7fE50qlYhGssbExqz9OPuDi4qLRFWwSnCaGySzJ7oE0IlxD7hcrkGqvXCtomiN8WJS+vj6l02k988wzymQyKhQKXTwZcgeJ1CAEjDpdAAAPC0lEQVQ0ccdKpZJFAqkX5oU1B4P58lYiUUwENXw2NlhfX6cj8507dyTJgh2tVsusK3/wfDZEu922xPOnn37aynhTFBKMY3h4WKVSSSMjI5azF4vFTHhhNcRiMRNiAwMDKpVK1nOQwMSPf/xjTUxMWFcnnoH78VYOh90P7z77NfM/e0XA8JbEYQLPC5bDBKF3S73lfi8yLevn595baZKMRkKpaKpSeNcQwYYA8d/D2fKWJ26oP294Lu+8845ef/11lctlq5nHOcWYwEvg+7gX7od7XllZ0ccff6xz587ppZdeMgWHMXGvcSQCDG0NaNtud+rJnzhxwlpzUeeJbjsUU8Ndikaj1u2YScNV9MAqLh0t4ZnARqNhqUpwmRqNhnVV5t64hq+lJMnyBCXZJkDIADjDTJYOXE6ASx819VhZs9nUxMSEvv71r2tzc9NAeb8p0WShUMhKLBNJ85QEgFEaNuCCBUP9YFE8G9QJ0lx8QIHr375923JGQ6FQF78OPA230PP+tre3lUgkdOXKFcPF6N4EbtdsdlrJxWIxnTx5UltbW/r+97+vUChk7jEcoWQyad234/G4lU3mGer1up599ln94Ac/MEsgKJAYwQPv58e/7v8xvDDywjDoLrLmwe8Muo0IK9aewwy8gQXDZz33CksZoUBmCUEsBIVfNw+hQKvgZ29Z+mf3/Dn/HBgQ7XYncPPmm2/q7bfftpQzBDtwgBeEnO1gmhTwz40bN7S1taUXX3zR8nzvN45EgI2MjBi2Ew6HdefOHS0vL2tqasrSVz7/+c/b+7EWpE7qDsRT+D285sFN7x6kUimrLdZsNo1FjyUjdbCnxcVFw9iY7OHhYevwg/aKRqO6c+eOUqmUtre3zXrztAGSadkImOlB94K/E1z4yle+orm5OX300UdGVwjiH8PDw8awrlQqkmTJ3ggI6CbQE+r1ut0HwggXWTrgmFFBE7b05OSkCUgO1bFjx1SpVIw0Wq1WbSPyWaxDDyRjzZw4cUK1Ws1cCCJLHJRIpFO4MpPJGJY4OTmpF154QZJM6+7u7qrRaOjYsWO6fv26Lly4oHQ6bf04sTwrlYoef/xx/eIXv+jCgTwQzvCH0bv3WNcejPfWm3ezpO7ADO558LB7t8wrND8X/OxzDLF4ENI02AAcx0VMJBJKJpPWcRviN/ugr6/PUnbYm/6eg9wtL8DwBvxc8TOCk8BXNBrV0tKSfve73+mvf/2rrSl7h/MSiUSs7hc8Qd+4tr+/U4e/Vqspm83qqaee0ve+9737ypoji0ISgZSkjY0NjY2NGflydHTUqhvQTaXValnNMG8FQWy7V8SG/6E54JLu7OxYQ1ufDoT2IdJJ1AOQnI06OTlpzV9zuZwFJjwJ0VtgmNXe0vEHaWxsTKdOnVKtVtPi4qJu3bplyeo8m3drfQ4i2oz3DQ4OamtryygmcLySyaQBtmAdCHDuyWMRPo/xMKuFYncer0ED7+3tmRBDOMLNInXsww8/tLbz8It893GPHYLXPPLIIyoUCiZ4cDvD4U4C+7Vr15ROp3XlyhUTkIxYLKZf/vKXxj/ESgjiOX4PHWaR+dc8nibpv6wrPy9eKPqIo3c3g7QAhKO/rq8ugSXFd3jsygs+3+MRq93n3rKXfD4v3+8Fufce+G72i7fegq4zGNzS0pLOnz+vhYUFm69wOGy0GqxnrE08C/YoZ2ZkZERXr15VoVA4dH0YRyLABgcHVSqVzGq4du2a5ufnFYlEdOvWLT3++OMWeq3Vaha69x2rW62WRSJxWfzmYBH5vV6vG17UaDSMhdxsNu17yP3Dt45EIl0VDfC7JWl5edm0ai6XM23IRmHjeMyCwYYNh8MaHR3VF77wBU1MTCifz+uf//ynVQBAgLGJPFcM2sjeXqcFFS4vgmN9fd0OVavVMuIpqUykZ/j34BYwksmkFYoEOOX+mTuEIa4k7oN3UTggWA2lUklzc3NKpVK6fPmyRkdHrUEDJbdbrZZlGaChy+Wynn76aT311FPK5/OWzIwgjcViWlpa0sWLFzU1NaWFhQULNKDEYrGYfvWrX1mpJQ6bx3YY9xNg/j1Sdykdv878DQUTDBKwZ7GMvQI57HtwpXzJJQSZr3KKO0a1D1zB3d1dUw7tdrsrSMP1CUwh4HywAAsOzwJLDeGF8PGCy19D6rS9+/DDD/WHP/zBMl4gN1OYAFfZW52cARTX7OxsFzH2sHEkAgw3cGhoSNVqValUymr+wAxutzut14aGhrr4V77jdigU6mKZY9qyOdD6AwMDduDBulg0KlLgVkajUesbyKaCCUxu5v7+vsbHxw1QLpfLhj+QqY9FhqmMUMWlarVaevTRR3Xy5Enz+QHrQ6GQ1dRCEEejUaXTabtXDgRWTrDsMFUuSC73Nc7ZSF7Tssm8xkMQgTWyyVEKNI8lEwEGOVFCDiEuOW7v9va29YQkrQgeGWtVr9etdwDYWiqV0srKis6ePWs4GS401RekTrUD2nYVCgUlk0m1Wi1L8YpGo/r5z3/ehe8gnL2bxLP64d1O70J6kqpXWt4q9ZhOMALKNX2GBNfyQQfwUs/ZC6ZBsS8QNLicKC+elUAPkUHv0mIJ+s/7AJknw3pL00dDEYAIcQ/xcEb+/Oc/6y9/+Ys2Nzf14IMPmseAx5NIJJRKpWxu2ffNZqc5MQ2N7zWOrLHt8PCwtra2lM/nNTs7q0wmY8XsWLxisWhMbTAd3zYLrhB12L0G8hqMhHEsjHg8rnw+bw1QKadLdYZMJmNlnsFZSENho5HDt7m5aQ0GpIMDAPk1yLbu7+/X9PS0nnzySet1efHiRV2+fNkWOxKJWLls3C6CBtRyghMTDoetQYrUcb0gEFarVW1sbFiXF/AIMhMymUyXG+VxDjZ/s9nU6OioCSXmls1arVatnRmVJDxe5wnAPgq1srJiCoiCg7hUV69eVTwet5LQe3t72tjY0PT0tJaWlnT9+nVLN6EGPvOwv9+p73bz5k29//77ymQyunTpkh1qyLK1Wk1vvvmmvva1r5lV87+xuO41/OH3VlbwZ88TY04Os7aC/1DMPJ+/V28p8X2sEwqpWq1a9JZIOpa4r3LC5w6LaAKwI5xQxFwHQ4LaeB4u4brenSSIUygU9MYbb+g3v/mNsRFQ5CgAn6fJ3pOkDz744L7rcmQYGATQjY0N07qZTEYjIyN2gHAdAJd5EA/q+0nym8H76WgcD07WajWbHDAVsBn+YUVxmMPhsKUb4cZB7eD6bFYWmMPFhnvooYc0OjpqkVeSvRlERbEavFvBgYZcy3f6qhoPPPCAVlZWrEMRADvRW4Tv9va2WTjeNGceuQ9cdT/nzFsikdDe3p4ldrdaLcMl/SHyWA2VLSjDQ+MVrDGPCWE1MM8wtzmM3/72t23u+T7wnXg8rmw2q2vXrmlmZkbLy8td0bloNKpCoaDvfOc7mp+fN4VwmPAASwpGCr3g8ViYx4y8MpD0X0KC63FN1sFHAlkTzwnzkWs+5wF81hRaj68sgZXEtT3mhDLDyuIaKGPcRI+jeiwN99MrY4/fca8+NYk5qdfr+uMf/6hLly4ZFoaAlQ4KJbDeHta41zgyJr4kVSoVy01cXV3ViRMnLCkaCU6lzbGxMXPlfL4Wggqh4ReZKEYikTArTZJF56A/YNGBc7FZ0ARoHQ57q9WyMh9LS0tdOX9oGaKHJIAnEgk9+eSTFtW7cOGCFhcXzaz3mAHpFq1WyyzHZrNpKTxsQIbHcOghEI1GlcvllEgkrNEuVppnWHt+mTfz/UYF7/IlUsBgbty4YQ1m4dMRAGHOcWW5Z/o3nj59WpFIp3lLu9026kSpVLKNidCmthkK7fLlyxoYGNCZM2dMUUDrwEqdmppSNpvVysqKpqendfv2bcMpiWTu7+/rlVde0WuvvWbVNBAOXsgwghYTPwdpEx78Rsh7ReFxp3u5qZSY8hw8BAmVV8GREUJcDwFTr9dNCXDoOXNAH0SZue+ggPHusLeCgsEIvAVgG+6da3NGIDq3Wi2NjY1pfn5ejzzyiE6fPq3HHntMhUJBb731li5cuNBVK5/sgVQqZcrVwyCHjSOpiQ8YWCwWu1JdsIDoEwdYTAciQHU67jDBCBZ4S95El2RVSxGIbCp+JzoJrQAOFNoHIJT69rg3oVCoq/Ub30kZG2rAT09PK5PJWDu4bDZrC44m9PSGiYkJ29SkD+3u7mptbc2wg+3tbeN3EVmirwBWV7FYNK3FxkWg03EIYeuxF8rzUPeMnFKeh3lnlMtlA5STyaSljUCR4Lk4mLgZRJ0WFhb06KOPGrWGv6PB6YW5vr6usbEx5fN59fd3OjSdO3dO77zzjkqlkrlXNPqFh/bJJ59oZ2dHp06d0tWrV40sDaet0WhodnZWr732mn72s5+ZwPAWKdiRt7A8I57fPTjPnvDWMu9D2XlhBwbpLXlvFXlcjPvyQDrvx+Ld3z8oO+OFjNTpQ4pAB55BOfJd3DPCMGj1+bxHBpYjxGnoOMlkUtPT0xoaGtLJkyft/huNRleKEM/CPZOBwp7A0+B5vcFy2DgSAQazmpQPjx9hEYDzpFIpLS4u6oknntDOzo5mZmZsEXy0xNMrfNQEIehLyPgFyeVyeuCBB9RoNIydj7AE9KayBJYNIX/wM1whD5pi/U1OTmplZUWxWEzvvfdeF6DptRppM9wv7iDmez6fN+yKxfc0A4ILWBhYfuVyWTdu3ND4+LjW19dNuHOAAEMBZD1IDPetVqvp+PHj5q7hPkciEU1NTemnP/2pnnvuOVs/Uj+8kOPeYNQDsDPPjUZDg4OD1s6OwYbF6p6cnOzqVfjJJ5/oi1/8ot544w070NBFqNuWTqetRdfU1JQ+/vhjI037wMXs7Kx+/etf69VXX+2ykNizQdCd75MOErSl7rQiL8jAmTio7AX2AZa+/7snhWLd8J0cdoRMX1+fKXYsrmCgBiih2WzqG9/4ht56660uY4D74MxwvqSDTl88K55FKpVSJpPR0NCQVXDxlimBG5QRteKCAgvLHQGKtU+Qx1tzPsf2fiMUNG97ozd6ozc+K+NIO3P3Rm/0Rm8c5egJsN7ojd74zI6eAOuN3uiNz+zoCbDe6I3e+MyOngDrjd7ojc/s6Amw3uiN3vjMjv8AMvInicgcsxwAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import misc\n", "face = misc.face(gray=True)\n", "\n", "from scipy import ndimage\n", "shifted_face = ndimage.shift(face,(50,50))\n", "# plt.subplot(151)\n", "plt.imshow(shifted_face,cmap=plt.cm.gray)\n", "plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 1270.5, 1176.5, -0.5)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rotated_face = ndimage.rotate(face,30)\n", "plt.imshow(rotated_face)\n", "plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 图像处理\n", "from skimage import data\n", "from skimage import transform as tf\n", "from skimage.feature import (match_descriptors, corner_harris,\n", " corner_peaks, ORB, plot_matches)\n", "from skimage.color import rgb2gray\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "img1 = rgb2gray(data.astronaut())\n", "img2 = tf.rotate(img1, 180)\n", "tform = tf.AffineTransform(scale=(1.3, 1.1), rotation=0.5,\n", " translation=(0, -200))\n", "img3 = tf.warp(img1, tform)\n", "\n", "descriptor_extractor = ORB(n_keypoints=200)\n", "\n", "descriptor_extractor.detect_and_extract(img1)\n", "keypoints1 = descriptor_extractor.keypoints\n", "descriptors1 = descriptor_extractor.descriptors\n", "\n", "descriptor_extractor.detect_and_extract(img2)\n", "keypoints2 = descriptor_extractor.keypoints\n", "descriptors2 = descriptor_extractor.descriptors\n", "\n", "descriptor_extractor.detect_and_extract(img3)\n", "keypoints3 = descriptor_extractor.keypoints\n", "descriptors3 = descriptor_extractor.descriptors\n", "\n", "matches12 = match_descriptors(descriptors1, descriptors2, cross_check=True)\n", "matches13 = match_descriptors(descriptors1, descriptors3, cross_check=True)\n", "\n", "# plt.figure(figsize=(6,15))\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=1,figsize=(15,15))\n", "\n", "plt.gray()\n", "\n", "plot_matches(ax[0], img1, img2, keypoints1, keypoints2, matches12)\n", "ax[0].axis('off')\n", "ax[0].set_title(\"Original Image vs. Transformed Image\")\n", "\n", "plot_matches(ax[1], img1, img3, keypoints1, keypoints3, matches13)\n", "ax[1].axis('off')\n", "ax[1].set_title(\"Original Image vs. Transformed Image\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from skimage import data, img_as_float\n", "from skimage.restoration import denoise_nl_means\n", "\n", "\n", "astro = img_as_float(data.astronaut())\n", "astro = astro[30:180, 150:300]\n", "\n", "noisy = astro + 0.3 * np.random.random(astro.shape)\n", "noisy = np.clip(noisy, 0, 1)\n", "\n", "denoise = denoise_nl_means(noisy, 7, 9, 0.08, multichannel=True)\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(8, 4), sharex=True, sharey=True)\n", "# subplot_kw={'adjustable': 'box-forced'})\n", "\n", "ax[0].imshow(noisy)\n", "ax[0].axis('off')\n", "ax[0].set_title('noisy')\n", "ax[1].imshow(denoise)\n", "ax[1].axis('off')\n", "ax[1].set_title('non-local means')\n", "\n", "fig.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 1 }