{ "cells": [ { "cell_type": "markdown", "id": "a07d093f", "metadata": {}, "source": [ "# plt绘图" ] }, { "cell_type": "markdown", "id": "c1c1ce8b", "metadata": {}, "source": [ "## 绘图类型\n", "https://matplotlib.org/stable/plot_types/index.html#statistical-distributions\n", "### Pairwise data 成对x,y数据\n", "- plot ; scatter; bar ;stem; fill_between; stackplot; stairs\n", "### 统计分布\n", "- hist; boxPlot; errorbar; violinPlot; pie; hist2d; hexbin\n", "### 网格数据\n", "- 3维数据。 图像等\n", "- imshow; pcolormesh; contour;quiver\n", "### 不规则网格数据\n", "- tricontour\n", "### 3D和体积\n", "- bar3d; plot;scatter;plot_surface;.." ] }, { "cell_type": "markdown", "id": "bb2b7a40", "metadata": {}, "source": [ "### fillbetween\n", "在两条线之间涂颜色" ] }, { "cell_type": "markdown", "id": "1bbda49d", "metadata": {}, "source": [ "1. 默认填充折线与X轴" ] }, { "cell_type": "code", "execution_count": 3, "id": "15ff54c4", "metadata": {}, "outputs": [], "source": [ "x = np.linspace(0, 300, 30)\n", "y = np.random.rand(30)" ] }, { "cell_type": "code", "execution_count": 9, "id": "8036cac1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.fill_between(x, y,color='gray', alpha=0.3)\n", "plt.plot(x,y, color='red')" ] }, { "cell_type": "markdown", "id": "5d4dd35c", "metadata": {}, "source": [ "2. 填充两个y、曲线、x轴之间" ] }, { "cell_type": "code", "execution_count": 17, "id": "efb75004", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.fill_between(x, 0, 0.5, color='green', alpha=0.2)\n", "plt.plot(x,y, color='red')" ] }, { "cell_type": "markdown", "id": "2171c2e9", "metadata": {}, "source": [ "3. 条件填充" ] }, { "cell_type": "code", "execution_count": 16, "id": "d0579419", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.fill_between(x, 0, y, \n", " where=(y > 0.5), \n", " color='green', alpha=0.3)\n", "plt.plot(x,y, color='red')" ] }, { "cell_type": "code", "execution_count": null, "id": "236b6615", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "336761a8-412e-45d6-bd35-9249121342e9", "metadata": {}, "source": [ "## 4.1 常用技巧" ] }, { "cell_type": "code", "execution_count": null, "id": "87193e79", "metadata": {}, "outputs": [], "source": [ "plt.figure(figsize=(10,12)) # 宽度,高度" ] }, { "cell_type": "markdown", "id": "2eb9109a", "metadata": {}, "source": [] }, { "cell_type": "markdown", "id": "d9c272f3", "metadata": {}, "source": [ "https://matplotlib.org/stable/users/index.html" ] }, { "cell_type": "markdown", "id": "fbd4c3ad-8e83-4003-a81b-0a3e570b20aa", "metadata": {}, "source": [ "### 4.1.1 导入 简写" ] }, { "cell_type": "code", "execution_count": 2, "id": "71f22827-dbcb-4703-ba0a-de5ff9141c9e", "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt # 最常用的接口\n", "import numpy as np\n", "from seaborn import violinplot\n", "\n", "# 设置中文字体(Windows常用SimHei,Mac常用Arial Unicode MS)\n", "plt.rcParams['font.sans-serif'] = ['SimHei'] \n", "# 解决负号 '-' 显示为方块的问题\n", "plt.rcParams['axes.unicode_minus'] = False " ] }, { "cell_type": "markdown", "id": "cc0cf35e-6f6f-43e8-ac69-0b12aa7fe1ae", "metadata": {}, "source": [ "### 4.1.2 设置绘图样式" ] }, { "cell_type": "code", "execution_count": 3, "id": "7a85fc7c-2e70-47e9-831a-79d1c76bac35", "metadata": {}, "outputs": [], "source": [ "plt.style.available # 获取所有样式\n", "plt.style.use('classic')" ] }, { "cell_type": "markdown", "id": "c718f196-6938-488a-ac69-0ba78e411052", "metadata": {}, "source": [ "### 4.1.3 用不用show()?如何显示图形\n", "如何显示图形取决于开发环境:脚本、IPython shell 、 IPython noteBook" ] }, { "cell_type": "markdown", "id": "a3e1b186-a0be-492e-a7e9-e0c13afe4654", "metadata": {}, "source": [ "1. 脚本中,即python命令行运行: 必须使用plt.show(). 他会找到所有可用图形对象,然后打开窗口。\n", " - 注意的是,尽量放在最后show" ] }, { "cell_type": "markdown", "id": "9d0e0cde-c0b9-4991-8489-a5efa11d6188", "metadata": {}, "source": [ "2. 在IPython shell中画图:\n", " " ] }, { "cell_type": "markdown", "id": "cfe5ca2f-4ae5-4609-a563-6d6bac93754c", "metadata": {}, "source": [ "3. 在IPython Notebook中画图\n", "使用 %matplotlib 命令直接把图形嵌入到notebook, 两种形式:\n", "- %matplotlib notebook 会在 Notebook 中启动交互式图形。\n", "- %matplotlib inline 会在 Notebook 中启动静态图形。 (生成PNG图嵌入。 一个notebook只要执行一次,JUPYTER notebook默认就是这个)" ] }, { "cell_type": "code", "execution_count": 5, "id": "4c788680-93ef-4d3b-b57d-99192f9adfb6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import numpy as np \n", "x = np.linspace(0, 10, 100) \n", "fig = plt.figure() \n", "plt.plot(x, np.sin(x), '-') \n", "plt.plot(x, np.cos(x), '--');" ] }, { "cell_type": "markdown", "id": "d1d07a19-a21c-4c8f-889e-35e40a36accc", "metadata": {}, "source": [ "### 4.1.4 将图形保存为文件\n", "可用将图形保存为各种格式" ] }, { "cell_type": "code", "execution_count": 15, "id": "63dbcfa4-5248-4777-9445-2c6be8eb424f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'eps': 'Encapsulated Postscript',\n", " 'jpg': 'Joint Photographic Experts Group',\n", " 'jpeg': 'Joint Photographic Experts Group',\n", " 'pdf': 'Portable Document Format',\n", " 'pgf': 'PGF code for LaTeX',\n", " 'png': 'Portable Network Graphics',\n", " 'ps': 'Postscript',\n", " 'raw': 'Raw RGBA bitmap',\n", " 'rgba': 'Raw RGBA bitmap',\n", " 'svg': 'Scalable Vector Graphics',\n", " 'svgz': 'Scalable Vector Graphics',\n", " 'tif': 'Tagged Image File Format',\n", " 'tiff': 'Tagged Image File Format',\n", " 'webp': 'WebP Image Format'}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig.canvas.get_supported_filetypes() # 获取支持的格式" ] }, { "cell_type": "code", "execution_count": 13, "id": "25e165c7-6b64-4965-997d-931eb3047565", "metadata": {}, "outputs": [], "source": [ "fig.savefig('my_figure.png')" ] }, { "cell_type": "markdown", "id": "4e0600ba-3a31-43ac-9661-2a26905ae7f3", "metadata": {}, "source": [ "通过IPython的Image对象显示图像文件" ] }, { "cell_type": "code", "execution_count": 12, "id": "5fa9c7b3-9884-431a-8860-b2ff4f172ad5", "metadata": {}, "outputs": [ { "data": { "image/png": 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HAkSHPFw88GXYl4g5GYNlR5ZJx7mrixeBF18EHnoIiIiQTmNexZ28Jk5UZ5sQkW0r0orw6cZPcS37mnQUi5i8ZjKMs4zIKbDttaE//wxs2AB8+y3g7i6dxnxcXNT+wPXrgSVLpNMQWRYLEJ0aHDgY4U3D8WLUi8jOt92esM8/r9oq2vJp5+Xl4qJO7D18GPjpJ+k0RHQvv+75FVNip+DglYPSUSzi6c5PI/l6MqZunCod5Y6uXAGmTFGDUgMGSKcxv9BQ1RlryhRuSCfHxgJEpwwGA74M+xIpN1Lw6aZPpeOUKClJtVf89FOgRg3pNJbRvr061f2dd4DMTOk0RHQnmXmZeD3+dYxqOQq9GvWSjmMRLX1b4uUeL+Pf6/+N42nHpeOU6JVX1PIkezlwsDw++0y1a+fZIOTIWIDoWPOazTG5+2T8uOtH5BXa1lCLpqmuV61aqdaEjuz994G0NODLL6WTENGdfLrpU1zNuopPgj+RjmJRb/Z7E3W86mBS5CSb2yOYmKj2BE6dap9nfpRWq1bAE0/8cW8gckQsQHTurX5vYfdTu+Hm7CYd5TaxsUBCAvDvfwPODn6+l5+fai/8ySfA1avSaYjor87dOIepG6dicrfJ8K/uLx3Hoiq5VsL/Bv4P0SeibWqPoKap2Y9u3dS+OUf37rtAQYE6N4rIEbEA0TkvNy9U96wuHeM2xbMfPXoAQ4ZIp7GON95Q//3wQ9kcRPR3b8S/AS83L7ze53XpKFYxOHAwBvgNwNtr30aRViQdBwCwciWwbZv6jHTSwTeX2rXVffDrr4GjR6XTEJmfDv4Zk71ZtAjYsUOd+WHPh0uVRc2aqgXj11+rtb9EZBu2n9+OX/b8gvcGvIeqHlWl41jNu/3fxd5Le7H40GLpKCgqAt56C+jXDzAapdNYz+TJQL16jtVqmKgYCxCyKQUFwP/9HxAWpm42ejJ5stps/9Zb0kmIqNhve39DK99WeLzj49JRrKpP4z74dcSvCGsSJh0FS5cCu3erPRF6GZQCAE9PNRC3dKna/0LkSFiAkE2ZNQs4ckTt/dCbypVVN6zfflM3WyKS93nY54h/OB4uTi7SUazuwbYPwtvdWzRDURHw9ttASAjQp49oFBFjxwJduwIvvaT+tyByFCxAyGbk5Kgv4KNHAx07SqeRMXEi0KyZWvtLRPIMBgNqVXbglks27vffgf379bsZ28kJ+PxztSx57lzpNETmwwKEbMa33wIXLqhpdr1ydVWzP2vWAPHx0mmIiOQUFKhBqYEDge7dpdPI6dVLNWT58EPOgpDjYAFCt8nMy0T47HAsO2zd9os3bqgP14kTgcBAq761zRk5Uk25v/qq6ghGRKRHc+eqJbl6nf34s9deAw4dApYvl05CZB4sQOg2ld0qI6cgB++ve9+qh1B9/rk6CZwbsNUmy08+AbZvB1askE5DRGR9+fnqLIzhw4FOnaTTyOvRQzVm+egjDkyRY2ABQn/zZt83sePCDqw+vtoq75eWBvznP8BzzwENGljlLW1e//5Az57Ap59KJyEisr5ffgFOnFBFCCn/+hewdas6pJfI3rEAob8x+hvRs2FPvJf4nlVmQb77Tq31feUVi7+VXXnlFWDDBmDLFukkRETA1pStiD4RbfH3yctTewFHjQLatrX429mNsDCgQwfg44+lkxBVHAsQ+huDwYA3+76JpJQkxJ6Mteh75eYCX30FTJgA1GKjmdsMHar2w3AWhMh6nln5DObvny8dwyZN3TgVT618CvmF+RZ9n59+As6cURvQ6Q8Gg5oFiYlRXbGI7BkLECpRWJMwdKnXBe+ts+wsyJw5wMWLwIsvWuwt7JaTk+r9vmQJcOyYdBoix7f30l58t+M75BTkSEexSe/0fwenr5/GzN0zLfYeBQVqhH/cOKBlS4u9jd267z6gaVO1F4TInrEAoRIVz4JsOLMBiactcwSrpqnN54MHA0FBFnkLuzdhAuDrq/53IiLL+njDx2hUtREeaPOAdBSb1LpWa4xoMQKfb/kcRZpl+sEuWwacPg28/LJFLm/3nJ2BKVOAxYtVhzAie8UChO5ocOBgdK3fFXsu7rHI9aOj1QFTvNHcmYcH8I9/ADNnApcvS6chclwn0k5g/oH5eKXnK3B1dpWOY7Mmd5uMw1cPI+ZEjEWu/+WXqttThw4WubxDmDABqFMHmDpVOglR+bEAoTsyGAzYOHEjXuj+gkWu/9lnqr1i374WubzDeOYZtRzr66+lkxA5rqkbp6JmpZp4rMNj0lFsWu9GvdGhTgd8mfSl2a+9fbtqvDF5stkv7VDc3YF//hP49Vfg3DnpNETlwwKE7srFycUi192zB4iNVXscDAaLvIXDqFEDeOwxVYBkZUmnIXI852+ex8w9MzG522R4unpKx7FpBoMBL3R7AWuOr8Hhq4fNeu0vvwT8/dWp33R3Tz0FeHmpFvZE9ogFCIn4/HOgUSPg/vulk9iHF18Erl0Dfv5ZOgmR4/l88+fwcPHAs12elY5iF8a2HotalWvhq6SvzHbN8+eB+fOB559X+xzo7ry91dlZ06cDqanSaYjKjgUIWV1Kiup+9cILgCuXWpeKv7/qif/550BhoXQaIsdRWFSIlUdXYlKXSajqUVU6jl1wd3HHL8N/wUs9XzLbNb/5BvD0BCZONNslHd4//qGauXxlvjqQyGpYgJDVffUVUKkS8Pjj0knsyyuvACdPqu4nRGQezk7O2PfMPrzR5w3pKHYlrGkYAqoHmOVa2dnqQNqJE4EqVcxySV3w9VXLc7/5Rp2pRWRPWICQVd28CXz/PfDkk7zRlFWnTsCAAepgQiscUE+kG67OrqjsVlk6hm799huQlqZG9Klsnn0WuHKFA1Nkf1iAkFX99BOQkaHW+VLZvfIKsG0bsG6ddBIioorTNLX5fOhQoEkT6TT2p0ULoH9/4NtvpZMQlQ0LECq16znX8dSKp7D74u5yvb6gQN1oRo8GGjY0azTdCA9XpwP/73/SSYiIKi4uDjhwgK13K+KZZ4D169W5WkT2ggUIlZqXmxdWH19d7s4ny5YBp06p1rtUPgaDar+4dClw6ZJ0GiKiivnyS6BdO3X4IJXP8OFA7dpqHw2RvWABQqXm4uSCZzo/gzn75yA1q+x9/6ZPB3r0ADp2tEA4HXnoIcDFhS15ici+HT0KrFqlZj94HlT5ubmppi6//KKWOBPZAxYgVCaPd3wcmqbhp10/lel1p04BMTHAE09YJpeeVK+ulrHNmAEUFUmnISICzqSfKfPA1H//C9SqBYwda6FQOvLkk0BmpmpxT2QPWIBQmfhW9sXY1mPxzfZvUFhU+gMpfvxRHZw0erQFw+nIk0+qlrxxcdJJiOzPprObsOTQEmhsJ2cWOQU5aPttW3y1tfTLc9PTgZkzgaefBjw8LJdNLxo1AgYNUpvR+dea7AELECqz57o+h1PXT2HVsVWlen5Bgep+9cADQGV2ujSLnj2BVq3UsjYiKpv3Et/Dxxs/hoHrfszCw8UDD7R5AN/v+B4FRQWles28eer8jyeftHA4HXnmGWD3biApSToJ0b2xAKEy61yvM7o36F7q0a7ISOD8ed5ozMlgUP97Ll0KXLwonYbIfhxPO46oE1F4tvOz0lEcyhMdn8DFjItYfWx1qZ7/449ARARQv76Fg+lIWBjg78+WvGQfWIBQuTzX5TnEnoxF8rXkez53xgx1iF6HDlYIpiPFm9FnzpROQmQ/vtv+Hap7VMfoVlwPak4d6nZA+zrt8dPue+8P3LdPnWc0caIVgumIk5Pqkjh/PpBa9j4xRFbFAoTKZVSrUdj11C74V/e/6/POnVMzINx8bn7cjE5UNtn52fh598+Y2GEiPF09peM4nMc6PIaVR1fiUsbde4T/+CPg6wsMHmylYDoycaLaA8KBKbJ1LECoXNyc3dC+Tvt7Pu+nn9QGw3HjLJ9Jj7gZnaj0fj/wO9Ky0/B056elozikB9o8AGeDM37d++sdn5ObC8yeDUyYoNrHknn5+gL336+WYXFgimwZCxCymMJCNdI1bhxQpYp0GsdUvBn9+++lkxDZvm+3f4uwJmFo6tNUOopD8vH0wYgWI/Djrh/v2GFs+XK1POixx6wcTkeeeQY4cQKIjZVOQnRnLEDIYmJigDNnuPzKkoo3oy9bxs3oRHez68IuJKUk4ZnOz0hHcWhPdHwCLWq2wM28myX+/o8/qgNpW7SwcjAd6dULaN2am9HJtrEAIYuZMQNo0wbo2lU6iWPjyehE99awakN8GfYlBgUOko7i0Iz+RiwesxhV3P8+7X3mDBAdzdkPSzMY1CzI8uXAhQvSaYhKxgKELOLiRfXh98QT6sOQLIeb0YnurWalmnih+wtwcXKRjqJbM2cClSrxQFprGDdODUzNnSudhKhkLEDIImbOVB9+Dz4onUQfnnoKSE7mZnQisk1FRWqWdswYwNtbOo3jq14dGDIE+OUX6SREJWMBQmaRmpWKCzfVXG9REfDDD8CoUepDkCyvRw+ejE5Etis+Hjh1isuvrGnCBGDPHmDvXukkRH/HAoQqTNM0dJ7RGf9e/28AwNq1qgMHN59bj8Gg+r8vXw5cvy6dhojodj/+CAQFqcESso7wcKBmTeDXO3dFJhLDAoQqzGAwYHTL0Zizfw5yC3Lx449A8+ZA797SyfRl7FigoABYuFA6CRHRH9LSgCVL1OwH9wRaj5ub2gsye7a6NxDZEhYgZBYPt38YadlpWLh3JZYuVVO/vNFYV716gMmkbjZERLbit9/UuVAPPSSdRH8mTFBNYbg/kGwNCxAyi5a+LdG1fld8FvczsrKABx6QTqRPDz4IJCaqdpdEeleksS2cpLzCPPwz6iV8uTwWgwcDtWtLJ9KfTp3UmSvcjE62hgUImc2j7R/Fnsw16DLgAvz8pNPo04gRgKcnMGeOdBIiee+sfQcRv0Xc8VRusiw3ZzdEHozHyRrfcPO5EINBzTwtWQLcuCGdhugPLEDIbIy1x0ArdEGDQb9JR9Etb29g+HC16ZDfuUjPirQi/Lr3VzSs0hAGrgcVU/fSRCBwBTr1uSIdRbfGjwdycoBFi6STEP2BBQiZTfSy6jAcGY6Drj9zxFHQ+PHAwYOq/SKRXm04swGnrp/ChHYTpKPoVmEhcGjBWBicNCw9yu4YUho1AgYMYDcssi0sQMhsfvsN6Oo6EY2q18eNXM71SgkNVa0XuRmd9GzW7lnwr+aPXg17SUfRrfXrgUsnfdGtZgjm7ueR3JImTAASEoDTp6WTECksQMgsjh8HtmwBJg8JRfRD0ajqUVU6km65uqqWvHPmqBFIIr3Jys/CgoMLMKHdBC6/EjRnDuDnBzzdexzWn1mPs+lnpSPp1siRQKVKaqCQyBawACGzmDMH8PIChg6VTkKA6oZ14YIa8SLSm2WHl+Fm3k0uvxKUl6fOJBo7FhjRYjg8XDww/8B86Vi65e2tipBffuH+QLINLECowjRNjaqMGKFGWEhe165A06ZchkX69MveX9C7UW8EVA+QjqJbUVHAtWuqJXsV9yoYHDiYy7CETZgAHDkCbNsmnYSIBQiZwY4dwNGjavMz2QaDQc2CLFoEZGVJpyGynpu5N7Hp7CZMaMvZD0lz5wKtWgFt2qj///Xer2Na+DTZUDpnNKoDa3kmCNkCFiBUYb/9BtSqpU7hJtsxfjyQkQEsXy6dhMh6vN29ce7FcxjfliMiUjIzgWXLgHHj/nisQ90O6N2ot1wogrOzui/Mm6eWyBFJYgFCFVJYqD7Mxo4FXFyk09CfNW0KdO/OZVikP97u3qjkyvWgUpYvVzOvfy5AyDZMmACkpgJr1kgnIb1jAUIVEh8PXLzI5Ve26sEH1Y3mCs8AIyIrmTsX6NYNCOAWHJvTurVaGrdggXQS0jsWIFQhv/0GNGsGdOny99+7mHER7yW+h6x8bkKQMnq02g8yn81niMgK0tLUoAdnP2zXqFFqiVxOjnQS0jMWIFRu2dnA4sVq9qOkVvsZeRl4e+3bWHV0lfXDEQDA1xcID+cyLCKyjkWL1NLc0aOlk9CdjBoF3LwJREdLJyE9YwFC5bZihfoQu9Pyq6Y+TdGpbif2fhc2fjyQlAQkJ0snISJHN3cuMGAAULeudBK6k5Yt1VKs33+XTkJ6xgKEyu233/44b+JOxrQag1XHVuFm7k3rBaPbDBoEeHiokUkiIks5fx5Yu7Z0y68KiwotnofubNQo1SyAy7BICgsQKpf09NKt8x3dajRyCnKw/Ah7wUrx9lbLsBYulE5CZDm7L+6GxiOeRc2fD7i6qhO372bOvjlo9lUz5BfmWycY/U3xMqyoKOkkpFcsQKhcVq5UfcTvu+/uz2tcrTF6NOjBZVjC7r9fLcM6c0Y6CZH5HUs9hg7fd8CyI8uko+ja3LlARARQvfrdnxdUMwjJ15MRlxxnnWD0Ny1acBkWyWIBQuWyaJFqs9iw4b2fO7b1WKw5vgbXsq9ZPhiVaPBgwM1NNQ0gcjQLDi5AJddKCG0SKh1Ft44fB7ZtK93yqw51OiCwRiDm7p9r+WB0R6NHq2VY2dnSSUiPWIBQmWVkAKtX33v2o9j9Le9HQVEBlh5eatFcdGdVqwKhoVyGRY7p9wO/Y0jgEB4+KGjePKByZWDIkHs/12AwYFzrcVhyaAmy8/ntV8qoUep+zmVYJIEFCJXZ6tVq41ppC5B63vXwgfEDtKrVyrLB6K5GjQI2bgRSUqSTEJnPkatHsOfSHoxuxb6vkhYuVMVHpVLWgONaj8PNvJtYfXy1ZYPRHQUFAW3a8FBCksEChMps4UKgQ4eynXL7ep/X0bV+V8uFonsaMkRtEOUyLHIkCw4uQGXXyohoGiEdRbdOnAD27Cn9oBQANK/ZHG1rt8XiQ/xAksRlWCSFBQiVSXY2sGqV2tRM9qV6dSA4mMuwyLEsOLgAQ5sPhaerp3QU3VqyRLX6Dg8v2+tGBo3EiqMrkFeYZ5lgdE/Fy7DWrJFOQnrDAoTKJCoKyMws20gX2Y777wfWrwcuXpROQlRxh68ext5Le7n8StiiRUBYGODlVbbXjWgxAjdyb2DLuS2WCUb31Lw50LYtl2GR9bEAoTJZtEi17mveXDoJlcewYYCTkxqxJLJ3p6+fRvMazRHetIxD72Q2KSnAli33PvujJG1qtUHyC8no27iv+YNRqXEZFklgAUKllpurPqQ4+2G/atQATCYuwyLHENY0DIcmHYKHi4d0FN1auhRwcSld96u/MhgM8KvmZ+5IVEajRqmVDVyGRdbEAoRKLS4OuHGD+z/s3f33A2vXApcvSychqjiDwSAdQdcWLwaMxnsfPki2KzAQaNeOhxKSdbEAoVJbuFB9ULViN127Nny4+u/SpZIpiMjeXb0KJCaWb/kV2ZZRo4AVK7gMi6yHBQiVSn4+sGyZGj2vyIBjQVEBnl75NFYcWWG+cFQmvr5A//5chkVEFbN8OVBUpPaWkX0rXoa1mseykJWwAKFSWbsWSEur+P4PFycXbDu/DbP3zTZLLiqfUaOA+HggNVU6CRHZq8WLgd69gTp1pJNQRRUvw1q0SDoJ6QULECqVRYsAf391AGFFjQgagchjkcgpyKn4xahcRoxQI5fLlkknISJ7dOMGEBPD5VeOZPhwdc5Xfr50EtIDFiB0T4WFqm3rffdVbPlVsRFBI5CRl4G4k3EVvxiVS+3aQN++XIZFROUTGQnk5anBDHO5nMnOGJKGDQPS09W+HiJLYwFC97Rhg+qYZK7uVy19W6KZTzMsPbzUPBekcrn/fiA2Frh2TToJUemlZqViyaElnEEVtmgR0KkT0Lixea634cwG1PmsDg5eOWieC1KZtW8PNGrEmXGyDhYgdE8LFwINGwJdu5rnegaDASOCRmDZkWUoLCo0z0WpzEaOVFPtK1dKJyEqveVHluO+3+/Djdwb0lF0KztbzYCY80yozvU6w8vNC4sPLTbfRalMDAY1C7JsGaBp0mnI0bEAobsqKlIbDUeONM/yq2LDg4bjStYVbDq7yXwXpTKpV08VlcuXSychKr2lR5aiV6NeqFW5lnQU3YqOBrKyzLv/w8PFA4MCB7EAETZ8OHD2LLBrl3QScnQsQOiutm0Dzp83/0bDbg26oa5XXSw5vMS8F6YyGTpUnX6bmyudhOjeMvMyEX0iGsOas++rpMWLgZYtgebNzXvdEUEjsOviLiRfSzbvhanU+vQBqlXjOVFkeSxA6K6WLwdq1AB69TLvdZ0MTvhu8Hd4pP0j5r0wlcnQoUBGhmqzTGTrYk7GIKcghwWIoLw8dV+wRPeriKYRcHd258CUIFdXYNAg7gMhy2MBQne1fLn6MHJ2Nv+1hzYfira125r/wlRqrVur9sq82ZA9WHp4qWpiUaOZdBTdWrsWuH7dMgWIt7s3QpuEchmWsOHDgb17gWRORJEFsQChOzp5Eti/X42Sk2MyGNTPd/lybjok21ZQVIAVR1dgePPh0lF0bfFiNWjRvr1lrj+yxUhsOrsJF25esMwb0D2FhQFubhyYIstiAUJ3tGKF+hAKDZVOQpY0bBiQkgLs3CmdhOjONp7ZiLTsNAwPGi4dRbeKDy8dMcK8TUn+bEjgEHi6emLHhR2WeQO6J29vIDiY+0DIsliA0B0tXw4YjerDiBxX795q0yG7YZEtyyvMw8BmA9GpXifpKLq1fTtw8aJlZ8VrVKqBq69cxeDAwZZ7E7qnYcOA9euB1FTpJOSoWIBQia5fB9at4/IrPXB1BQYOZAFCti2kSQhWPbAKTgbetqSsWAFUr27+piR/5enqadk3oHsaMkTNePGcKLIUfpJTidasAQoK1IcQOb5hw4Ddu4HTp6WTEJGtWrkSiIgAXFykk5Cl1a0LdO/OfSBkOSxAqETLlwMdOwINGkgnIWsID1czIStWSCchIlt09qwapOCglH4MGwZERamT74nMjQXIHWRkZGDy5MmoV68ePDw80L59e8ybN++er5s5cyYMBkOJvy5evGiF5BWXnw9ERlrvRlNYVIjh84Zj9t7Z1nlD+psqVYABA7gMi4hKtnKlmvkID5dOQtYyfLg68T42VjoJOSJOpN7ByJEjsW3bNnz88ccIDAzEnDlzMG7cOBQVFeGBBx645+t//vlnBAUF3fZYjRo1LBXXrNavB9LTrbf/w9nJGVeyrmDxocV4sO2D1nlT+puhQ4EXX1Q/+6pVpdMQkS1ZseKPU7JJH4KCgMBAtQyLM19kbixAShAZGYmYmJhbRQcADBgwAKdPn8Yrr7yCMWPGwPkeJ/O1bt0anTt3tkZcs1u+HKhfH+jQwXrvObjZYHy4/kPkFuTC3cXdem9MtwwZAjz3nNr/M2aMdBoishWZmUB8PPDRR9JJyNqGDwd+/hkoLLTMgcSkX1yCVYIlS5bAy8sLo0aNuu3xRx99FOfPn0dSUpJQMsvTNFWADB1quT7vJRkcOBiZ+ZlIPJ1ovTel2zRqpIpObjokoj+LiQFyc4HBVu6Mq2kajlw9Yt03pdsMGwZcuQJs2SKdhBwNC5AS7N+/Hy1atIDLX1p9tG3b9tbv38vgwYPh7OwMHx8fjBw5slSvsQUHDgDJydZvv9u6Vms0qtoIK4+y55+koUPV/p/8fOkkRMD1nOv4Zts3uJZ9TTqKrq1YATRvDjRrZt33XXp4KYK+DsKZ9DPWfWO6pVs3oFYtHkpI5scCpASpqanw8fH52+PFj6Xe5WSeOnXq4I033sAPP/yAhIQEvP/++9i2bRu6d++OPXv2WCyzuaxYAXh5qQ3J1mQwGDC42WCsPLoSmqZZ983plmHD1B6Q9eulkxABUcejMClyEjLyMqSj6FZREbBqlcweAKO/ES5OLhyYEuTsrH72bFBC5sYC5A4Md1l/dLffCw8PxwcffIDBgwejb9++mDRpEtavXw+DwYC33nrLElHNavlyIDQUcBfYhjEocBCSryfj8NXD1n9zAgC0b69aL3MZFtmCVcdWoW3ttmhYtaF0FN3atg24dEmmAKnqURV9G/fFiqPsDy5p8GDg6FHg+HHpJORIWICUoEaNGiXOcqSlpQFAibMjd+Pn54fevXtji40vorx4EUhKkjv9fIDfAHi6eHK0S5DBoH7+y5er/UBEUgqLCrH6+GoMajZIOoquFZ9+3rOnzPsPCRyC+OR4zoIJCg4G3NzUTBiRubALVgnatGmDuXPnoqCg4LZ9IPv27QOgOlyVlaZpcHIqXb334osvoupf+qCOGzfuVkcuS1m1Sn0BHTjQom9zR56unlg4eiHa12kvE4AAqGVY33wD7N8PtGkjnYb0atv5bbiadZUFiLCVK9U9Qer088GBg/Fi1IuIPRmL4UHDZULonJcX0K+f+o7wwgvSaaxv7ty5mDt37m2PpaenC6VxHCxASjBixAjMmDEDixYtwpg/9SOdNWsW6tWrh27dupXpesnJydi4cSOCg4NL9fwvvvgCHTt2LNN7mMPy5WqUy9fX6m99y8BmQtUP3dKvH+DtrZZhsQAhKauOroKPpw+6N+guHUW3zpwB9uwBXntNLkNTn6YIqhmEFUdWsAARNGgQMGUKkJGhChI9KWkAeOfOnejUqZNQIsfAJVgliIiIQEhICJ555hnMmDEDCQkJePLJJ7FmzRpMnTr11hkgjz32GFxcXHD69Olbrw0ODsZ7772HpUuXIj4+HtOmTUPv3r1hMBjw/vvvS/2R7ikrS7ValFp+RbbD3V3tA4qMlE5Cerbq2CqENw2HsxMPH5BiK6efDwkcglXHVqFIK5INomODBgF5eUBcnHQSchQsQO5g8eLFeOihh/DWW28hPDwcSUlJmDt3LsaPH3/rOYWFhSgsLLyta1ObNm0wf/58TJgwAWFhYZg6dSqMRiO2b99erqVb1hIXB2RnswAhZeBA1ff96lXpJKRH52+ex66Lu7j8StiKFUDfvsBfVgRb3ZDAISjSitiOV1DTpqoNM/eBkLlwCdYdeHl5Ydq0aZg2bdodnzNz5kzMnDnztse++OILCyezjMhIoEkT1eudKDxcbUKPjgYeeEA6DenNzdybGNZ8GMKahElH0a2MDHX6+SefSCcBejXqhQsvXeBsmLBBg4AFC9S9wZoHFZNj4gwIQdNUASK1+ZxsT7166lR0LsMiCc1rNsfSsUtRo1IN6Si6FROjltxItN/9KyeDE4sPGzBoEJCSovYFEVUUCxDCoUNqsyELEPqzgQOBNWuAwkLpJERkbStWAC1aqJlxIkAtx/Py4jIsMg8WIITISMDTU3U/Iio2cCCQmqoOIiMi/ZA8/Zxsl5sbEBLCmXEyDxYghMhIYMAAVYTYikNXDqHz9M5IvpYsHUW3unUDfHx4syHSm+3bgcuX1QnYRH82aJBqUFLCWc1EZcICROdu3AA2bLC95Vf1q9TH3kt7seoY53qlODsDYWEsQIj0ZvVq1fmqRw/pJGRrIiLUDNmaNdJJyN6xANG5uDggP199qNiSKu5V0M+vH1YeXSkdRdcGDgR27AAuXpROQkTWsnq1Wmojdfo52a7iBiXcB0IVxQJE5yIjVevdgADpJH83qNkgJJxKQEZehnQU3QoLU+0WOdpFpA9XrwJbt9reoFSxnIIcHLl6RDqGrg0apO4JBQXSSciesQDRMU1TI122tvyq2ODAwcgrzEPcSR69KsXXF+jalcuwyDp+2vUTDlw+IB1D12Ji1L1B+vTzO3kp6iUMnsvNKZIGDQKuXQOSkqSTkD1jAaJj+/apnt62WoA09WmK5jWacxmWsIED1YGE+fnSSciR3cy9iadXPo345HjpKLq2ejXQrp1aamOLQpuE4njacRxPOy4dRbe6dAFq1uQyLKoYFiA6FhkJVK4M9OkjneTOIppGIOpEFDRNk46iWwMHAunpwObN0knIkcWcjEF+UT4GBQ6SjqJbxZuLbXX5FQAY/Y1wdXLFmuNcFyrF2Vn9HWEBQhXBAkTHVq8GTCbA3V06yZ2FNw3H2RtncejqIekoutWxI1CrFpdhkWWtOroKQTWDEFDdBjek6cTOncCVK7ZdgHi7e6NP4z5YfXy1dBRdGzgQ2LsXOHtWOgnZKxYgOnX9OrBxo+0uvyrWt3FfLB+7HH7V/KSj6JaTk/pCwgKELKVIK0Lk8UgMasbZD0mrVwNVqth++92IphFISE5ATkGOdBTdCgtTMyG8L1B5sQDRqdhYoLDQtke6AMDT1RNDmg9BJddK0lF0beBAtWeIo11kCbsv7sbFjIssQIStXg0EBwOurtJJ7i68aTiyC7KReCpROopuVa8O9OzJAoTKjwWITkVGAq1aAY0aSSchexASoka7VnPVA1nA6mOr4e3mjV6NeklH0a20NNXVyNYHpQCglW8rNKjSgMuwhA0apAYzczgRReXAAkSHiopsu/0u2R6OdpElRZ2IginABDdnN+kouhUdre4Nttp+988MBgMGNh2IU9dPSUfRtYgIICsL2LBBOgnZI55zqkN79qiTre1hpItsx8CBwAcfALm5tt24gOyLpmloV7sdejfqLR1F11avBtq0ARo0kE5SOl8P+houTvwKI6lNG6BuXdU5LThYOg3ZG86A6FBkJODtDfTiagcqg4EDgcxMYP166STkSAwGA74a+BXGtB4jHUW37KH97l+x+JBnMKjN6FFR0knIHrEA0aHISLWm342rHagM2rQB6tfnMiwiR7NrF3D5sn0VIGQbwsKA/fvVocZEZcECRGfS0oAtW3ijobIzGNQsCAsQIseyejVnxal8QkLUvYGzIFRWLEB0pnijoT0WIF9s/gJPLH9COoauhYUBR44AZ85IJyEic7GX9rtke2rUALp0YQFCZccCRGdWrwbatlVLaexNflE+5uyfw8OnBBmN6mBC3myIHANnxamiwsKAmBh1thhRabEA0RFNU18c7aHNYknCm4YjKz8LG86w55+U6tWBbt1YgBA5ipgY+2m/S7YpPBy4dg3Ytk06CdkTFiA6sncvcOmSGq2wR21qtUFdr7pYc3yNdBRdCwtTh08VFEgnIaKKWrNGHUrbsKF0kvK7lHEJ6Tnp0jF0q2tXoGpVDkxR2bAA0ZHoaKBSJfvdaGgwGBDeNJwFiLCwMCA9Hdi6VToJ2bMDlw9g8aHFKCziug0p9th+968y8jLQ8IuGmLd/nnQU3XJxUXuIWIBQWbAA0ZGoKKB/f/s+RC6iaQQOXDmAs+lnpaPoVpcuailWdLR0ErJnP+36Cc+vfh5OBt6GpDjCobRebl7o3qA71pzgwJSk8HAgKUktxSIqDX7y60RWljpALjRUOknFBAcEw8nghKgTHGqR4uzM0S6quDUn1iCsSRgMBoN0FN2KigIqVwZ62/kh9OFNwxF7MhZ5hXnSUXQrLEzNqMXGSiche8ECRCcSE4G8PPvd/1Gsumd1NdrFZViiQkPVEiyOdlF5nE0/i4NXDiK8KXc+S4qOBgYMsP9DaSOaRiAjLwObz26WjqJbDRsCLVpwYIpKjwWITkRHqw+I5s2lk1TcR6aP8Hqf16Vj6BpHu6giok5EwcnghOCAYOkoupWZCWzYYP+z4gDQrk47+FbyRfQJrguVFB6u9hRpmnQSsgcsQHQiKkp9aXSE1Q59G/dFx7odpWPoGke7qCKiTkShW/1uqO5ZXTqKbiUmAvn5jlGAOBmcENIkBNEnWYBICgsDUlKAgwelk5A9YAGiA2fPAocOOcaNhmxHWJiaWeNoF5VFQVEBYk7EIKyJna8HtXPR0UCjRkBgoHQS8wgNCMWO8ztwNeuqdBTd6tsX8PDgwBSVDgsQHYiOVqdXm0zSSciRhIWp4vbwYekkZE+2pmxFem46wpqyAJEUHa0GpRxhVhxQDUpcnV2x5+Ie6Si65ekJ9OunlmER3QsLEB2IjlatU318pJOQI+nbV7V05mgXlUVuQS5CAkLQpV4X6Si65Yiz4vWr1Mf1V6/DFMCRNklhYcC6darzJtHdsABxcIWFQEyM/Xe/IttTqRLQpw8LECqbAf4DEP1QNJydnKWj6FZ0tJr5cLRZcU9XT+kIuhcWBuTmqiKE6G5YgDi47dtVq1RHGuki2xEWpjaz5uRIJyGi0uKsOFlKixaqSQmXYdG9sABxcNHRQNWqQLdu0knIEYWFAdnZqp0nEdm+wkLVPpuDUmQJBoO6L3BmnO6FBYiDi4pS0+wuLtJJzO9M+hkMmTsER64ekY6iW61bA3Xr8mZDZC927gTS0liAkOWEhanmJKdPSychW8YCxIGlpwNbtjjujaaGZw1En4jm4VOCDAb194sFCJF9iI4GvLyA7t2lk5CjCg5WnTejeWumu2AB4sDi49V0u6MWIJXdKqNXw148fEpYWBiwbx9w/rx0EiK6l+howGgEXF2lk5CjqlYN6NpVNcAhuhMWIA4sOhpo1gzw95dOYjmhTUKx9tRa5BXmSUfRrZAQNRPC0S4i23bzJrBpk+MOShXTNA2pWanSMXQtOBiIi1ODoEQlYQHioDRNLYtx9Pa7IQEhyMjLwJZzW6Sj6FbNmkCnTixA6O4ij0XiTPoZ6Ri6tnYtUFDg+AXIpMhJCJvt4Dc/GxcSovYa7dolnYRsFQsQB3XiBJCc7Pg3mg51O6CGZw3EnOBcr6SwMFWAFBVJJyFblF+YjzELx+C3vb9JR9G16GjAzw9o2lQ6iWV1b9AdOy/sxJXMK9JRdKt7d6ByZS7DojtjAeKgoqLUGt8BA6STWJaTwQnBAcHcByIsNBRITQV275ZOQrZoy7ktyMjLQEiTEOkouhYdrf6tGgzSSSwrOCAYGjTEJcdJR9EtNzegf38WIHRnLEAcVHQ00LOn6nbi6EKbhGL7+e1Iy06TjqJbHO2iu4k5GQMfTx90qNNBOopunToFHD3q+LPiAFDPux5a12rNDonCQkKAjRuBrCzpJGSLWIA4oPx81QFLDzcaABjYbCC+HfQtXJwc8LATO+HmBvTrxwKEShZzMgYmfxOcnZylo+hWTIxqjWo0SiexjtCAUESfiIamadJRdCskBMjLA9avl05CtogFiAPauhXIyFD/+PWgjlcdPNnpSVRxryIdRddCQtSJ6NnZ0knIllzPuY6tKVsREqCTDyQbFR2tWqNWry6dxDpCm4Qi5WYKDl09JB1Ft1q0AOrV48AUlYwFiAOKiVE3mY4dpZOQngQHA7m5qgghKpaQnIAirYj7PwQVFgKxsfqZFQeAPo37wN3ZncuwBBkMamCKBQiVhAWIA4qNVdPszlztQFbUqhVQp476+0dULOZkDJr6NIVfNT/pKLq1fTtw/brjt2X/s0quldCncR9sOrtJOoquhYQAe/cCly5JJyFbwwLEwdy4AWzZokajiazJYFB/7zjaRX/m4uSCkUEjpWPoWnQ0UKWKWoKlJ3Pvm4t598+TjqFrxd9FODBFf8Vduw4mMVFNt+tl/wfZlpAQYPZs4OpVdUAh0X8j/isdQfdiYlRLdhed3fFrVuKHkLTatYG2bdXfwfHjpdOQLeEMiIOJjVUHTQUESCchPTKZ1H/j2H6fyCZkZACbN3NQiuQUz4yzIRn9GQsQBxMbq/6xO/pBU2Sb6tcHWrbkdDuRrVi/Higo4LJckhMSApw/DxxiQzL6ExYgDiQlBTh4UN8jXVM3TsVPu36SjqFrHO0ish2xsUCDBkBgoHQS0qu+fdVZUdwfSH/GAsSBFC970ctBUyXZmrIVP+76UTqGroWEAKdPAydOSCchIs6Kk7RKlYBevViA0O1YgDiQ2FigQwd9b/4NCQhB0rkkpOekS0fRrX791GZX3myIZF26pFqgcvkVSQsJAdauVSejEwEsQByGpqkCRM/LrwAgpEkICrVCJJ5OlI6iW97eQPfu3AdCJC0+Xv23uDmEnuUV8puvpJAQIDNTHRNABLAAcRgHDwIXLnCkK6B6APyq+SH2JL/9SgoOVl9+Cgulk5CE7PxsbD67GQVFBdJRdC02FmjdWh0QqmfrT69H9U+q40z6GekoutWhA+Djw5lx+gMLEAcRGwu4uwO9e0snkRfsH4y4ZPaBlRQSok5e3rFDOglJSDydiJ4/9cSx1GPSUXRL09SXPb0PSgFAq1qtkJ2fjbiTvC9IcXZWM3GcGadiLEAcRGysKj48PaWTyAsOCMbBKwdx/uZ56Si61aWLWorF0S59ijkRg/re9RFUM0g6im4dPw6cPcsCBAB8PH3QqV4nxCbz26+kkBBg61Y1OEXEAsQB5OerzV280ShGf9UGLD45XjiJfrm6qpOXOdqlT7HJsQhpEgIDWy+JiY1VzSD69pVOYhuC/YMRezIWGvuDiwkJAYqKgIQE6SRkC1iAOICkJHXaLQsQxbeyLz40fogWNVtIR9G14GBg40a18ZD043LmZey9tBfB/vxAkhQbq5pBeHtLJ7ENwQHBuJx5Gfsv75eOolt+fkDTppwZJ4UFiAOIjVWbuzp0kE5iO17v8zo61eskHUPXQkLU7Ny6ddJJyJqKZx6LZyLJ+goLVRMIDkr9oVejXvBw8WCDEmEm0x9nlpG+sQBxADEx6vBBZ2fpJER/aN4cqF+fy7D0JvZkLFr5tkJd77rSUXRr5061zp4FyB88XDzQu1Fv7gMRFhwMHD2q9ieRvrEAsXM3bqglWLzRkK0xGNQsCKfb9UPTNMSejIXJnwdPSIqNBby8gK5dpZPYlmD/YCSeSkR+Yb50FN0aMEDdGzgLQixA7Fxioppu1/sBhGSbgoOBffuAixelk5A1XMu5BgAwBbAAkRQbC/Tvr5pB0B8mdpiIQ5MOwdWZ/8NIqVEDaN+eBQixALF7MTGAvz8QECCdhOjvimfmeLPRBx9PHyS/kIzBgYOlo+hWVhawYQNnxUviW9kXDas2lI6he8HB6p7AhmT6xgLEzsXG8kZDtqt2bXUSMwsQ/TAYDHAy8NYiZeNGIC+P9wWyXSYTcOECcOiQdBKSxLuEHUtJUf+AufyKbFlx1xOOdhFZXmwsUKcO0LKldBKikvXurZYHcmBK31iA2LHif7wDBsjmsGUbzmzA55s/l46hayYTcOYMcOKEdBIix1c8K84zIMlWVa4M9OjBAkTvWIDYsbg4tZmrZk3pJLZr+/nteD3udWTnZ0tH0a1+/VSLaN5siCzr6lVg1y4uvyLbFxwMrF0LFBRIJyEpLEDslKapL3QmNpu5q+CAYOQW5mLj2Y3SUXSrShWgSxcWIESWlpCg7g28L5CtM5mA9HRgxw7pJCSFBYidOnpU7QHhjebuWvm2Qu3KtXn6rTCTSZ3MXFQknYTIccXGAkFBQIMG0kmI7q5LF3VWDQem9IsFiJ2KjwdcXIA+faST2DaDwQBTgAlxyfyUk2QyAampwN690knIElKzUpGeky4dQ/diYzkoVRq5BbnoPL0zftv7m3QU3XJ1VctzWYDoFwsQOxUXB3TvrkYQ6O6C/YOx4/wOpGWnSUfRrR49AA8P3mwc1Vdbv0Kzr5pBY6szMadOASdPcv9Habi7uKOgqADRJ6Olo+hacLBqG53NLZq6xALEDhUVqbW+HOkqHVOACRo0JCQnSEfRLQ8P1XqRBYhjij0Ziz6N+8DA1kti4uIAJyc1qkz3ZvI3IT45nkWzIJMJyM1VRQjpDwsQO7R7N5CWBhiN0knsQ6OqjdDMpxmXYQkzmYB169QhaeQ4MvIykJSShGB/Dr1Lio8HOnYEqleXTmIfTAEmnLtxDsfSjklH0a3WrYFatTgwpVcsQOxQXBxQqZJagkWl82yXZ9G2dlvpGLpmMgGZmcDWrdJJyJzWnV6HgqICmAI4JStF01QBwlnx0uvTqA9cnFwQd5LffqUYDH8cVEv6wwLEDsXFqc3nbm7SSezH5O6T8XTnp6Vj6FrHjkC1arzZOJrYk7FoUKUBmvk0k46iWwcPAhcvsgApC293b3St3xXxp+Klo+iayaRa8V67Jp2ErI0FiJ3JywPWr+eNhuyPszPQvz8LEEcTlxyH4IBg7v8QFB+vBqR69ZJOYl9M/iYkJCegSGN/cCkmk9rXunatdBKyNhYgdmbLFiAriwUI2SeTSf0dzsyUTkLmcDnzMvZe2guTPz+QJMXFqU5zlSpJJ7EvJn8TUrNTsefiHukouuXnBwQEcGBKj1iA2Jm4OMDHB2jfXjoJUdmZTEB+vprFI/u388JOOBmcYPRnRwwpBQVq9JiDUmXXvUF3rHpgFQJrBEpH0bXgYBYgesQCxM7ExQEDBqh2i0T2JigIqFuXNxtHEd40HGlT0lDPu550FN3auRNIT2dXxPJwd3HHwGYDUdmtsnQUXTOZgMOHgZQU6SRkTfwaa0cyMoCkJI50kf1i1xPHU9WjqnQEXYuPVwfSdu0qnYSofAYMUP/lfUFfWIDYkXXr1HQ7CxCyZyaTOssmNVU6CZH9i4sD+vYFXF2lkxCVj68v0K4dCxC9YQFiR+LigAYNgGbsdlluFzMu4rvt36GwqFA6im6ZTOrcggQeTE9UITk5wIYNHJQi+1e8D4QH0+sHCxA7EhenbjTsdll+x1KP4ZlVz2D3xd3SUXSrYUMgMJCjXUQVtWWLKkK4/4PsndGo9oAc48H0usECxE5cuQLs2cORrorq1qAbKrlWQnwyD5+SxH0gRBUXFwfUrAm0bSudhKhi+vQBXFx4X9ATFiB2oni5CguQinFzdkOfRn0Ql8xPOUkmkxrpOntWOgmR/WJXRHIU3t6qkUI8xwZ1gx9bdiIuTrUwrcdulxVm8jdh/Zn1yCvMk46iWwMGqKWEHO2yTzkFOdIRdO/GDWDrVg5KmcuUmCn4bNNn0jF0zWRSg61FPJheF1iA2Ini/R9UcUZ/I7Lys5B0Lkk6im75+AAdOrAAsVdjF47F+MXjpWPo2vr1QGEh93+Yy/mb5zFv/zzpGLpmNKruiHv3Sicha2ABYgdOnwZOnOCNxlza12mPah7VuA9EmNGoptvZ9cS+FBYVYu2ptQiqESQdRdfi4lRDh6ZNpZM4BqO/ETsv7ERadpp0FN3q0QPw8OAyLL1gAWIH4uPVcpX+/aWTOAZnJ2cM8BvAfSDCTCbg/Hng6FHpJFQWOy/sRHpuOoz+HBGRxK6I5mXyN0GDhsRTidJRdMvdHejdmzPjesECxA7ExQEdO6plK2QeQ5sPRf0q9aFx+F1M796q6wlHu+xLfHI8KrtWRpf6XaSj6NaVK2qZCmfFzadxtcZoUr0JB6aEGY3q0OX8fOkkZGksQGycpqkvaNz/YV6PtH8Ec++bCwOHD8V4eQHdurEAsTfxp+LRt3FfuDm7SUfRLXZFtAyTv4kFiDCTCcjIALZvl05ClsYCxMYdOQJcuMCRLnJMRiO7ntiTvMI8rD+9nsuvhLEromUY/Y04fPUwzt88Lx1Ftzp2BKpU4TIsPWABYuPi49Uyld69pZMQmZ/JxK4n9mTLuS3ILshmASKMXREto/jvNRuUyHFxUftdOTPu+FiA2Li4OKB7d6ByZekkRObXvTu7ntiThOQEVPeojvZ12ktH0a0zZ9gV0VJ8K/vi+8Hfo1v9btJRdM1oBDZtArKzpZOQJbEAsWFFRWp5Cm805KjY9cS+vNbnNWx6bBOcDLx1SGFXRMt6stOTaFajmXQMXTMagdxcVYSQ4+JdxIbt2QNcu8apdnJsJhO7ntgLN2c3BNXk+R+S4uPVIZ7sikiOqnVrwNeXA1OOjgWIDYuPBzw9VacgIkdlNLLrCVFpaJr6UsZZcXJkBsMfB9WS42IBYsPi4tTyFHd36SSOK78wHxvObODpt4KKu57wZkN0d0ePqsM7OStOjs5kArZtA9LTpZOQpbAAsVH5+WpZCke6LOtazjX0+bkPIo9FSkfRLRcXoF8/TrcT3Qu7IpJeGI1qH+y6ddJJyFJYgNiobduAzEwWIJZWq3IttKnVhodPCTOZ2PWE6F7i49WSXC8v6SRElhUQADRuzJlxR8YCxEbFxwNVq6rlKWRZRn8j4pPjoWmadBTdKu56snmzdBIi28SuiKQnxftAODPuuFiA2Ki4OLUsxcVFOonjM/obcSb9DJKvJ0tH0a1WrVTXE452EZVs7151aCcLEOtYdHARPlz3oXQMXTMagX37gMuXpZOQJbAAsUE5OWo5Cm801tG3cV84GZwQd5JDLVKcnIABAzjaZat6/9Qb3277VjqGrsXHq0M7u3eXTqIPB68cxKebPkVhUaF0FN0q/g60dq1oDLIQFiA2aO9eIC+PBYi1VPOohs71OiP+FIffJRV3PblxQzoJ/dn5m+ex8exG+Hjy4AlJ8fFq87mHh3QSfTD6G5Gem45dF3dJR9GtevWAoCAOTDkqFiA2aNs2tRylVSvpJPph9OM+EGlGI1BYCKxfL52E/iwhOQEAMMB/gHAS/crPBxITOShlTV3qd0Fl18qIT+bAlCSTiUtzHRULkDvIyMjA5MmTUa9ePXh4eKB9+/aYN29eqV57+fJlPPLII6hZsyYqVaqEHj16IK4MJfzWrepG48SfjtUY/Y3wdvPGpcxL0lF0q0kToGFDjnbZmvjkeLSp1Qa1KteSjqJb27erwzpZgFiPm7Mb+jTuww6JwoxG4Phx4MwZ6SRkbvyKewcjR47ErFmz8Pbbb2P16tXo0qULxo0bhzlz5tz1dbm5uTCZTIiLi8O0adOwbNky1K5dG+Hh4UhMTCzVex84wBuNtQUHBOP488dRx6uOdBTdMhg42mWL4k/Fw+jPDyRJ8fGAtzfQqZN0En0x+Zuw/vR65BXmSUfRrf791b2B9wXHwwKkBJGRkYiJicE333yDp556CgMGDMCMGTMQEhKCV155BYWFd96U9uOPP2L//v34/fffMX78eISEhGDhwoUIDAzElClTSvX+msYCxNoMBoN0BIL6e79nD3D1qnQSAoDka8k4df0UCxBh8fHsiijB6G9EdkE2ks4lSUfRLR8foEMHFiCOiAVICZYsWQIvLy+MGjXqtscfffRRnD9/HklJd/4wWrJkCZo3b44ePXrceszFxQUPPvggtm7dipSUlHu+f+3aajkKkd4M+P/bDNj1xDbEJ8fDyeCEvo37SkfRrZwcYONGDkpJaFe7Hap7VOc+EGFGoypAuEXTsbAAKcH+/fvRokULuPxluKlt27a3fv9ury1+XkmvPXDgwD3fv2tXNeVIpDcNGgCBgdwHYiviT8WjU91OqOZRTTqKbm3apA7pNJmkk+iPs5Mz3uz7JjrX6ywdRdeMRiAlBTh2TDoJmRMndEuQmpqKgICAvz3u4+Nz6/fv9tri55X1tcW6dCltUiLHYzIBsbHSKQgA3un3DlKz7/2ZRZYTHw/UrAm0bi2dRJ9e7PGidATd691bLT+Mj1cDVOQYOANyB3fbE3Cv/QIVeS0AdOZgC+mY0ahGus6dk05CzWo0Q/cGPPlOUny8WprIroikV97eamUI94E4Fn6klaBGjRolzlSkpaUBQIkzHOZ4bbHatUublMjx9O+v/puQIBqDSNzNm3+0ZSfSs+J9IEVF0knIXLgEqwRt2rTB3LlzUVBQcNs+kH379gEAWt9lLrxNmza3nvdnpXltsRdffBFVq1a97bFx48Zh3LhxpcpPFXMt+xqKtCLUqFRDOoou1awJtGun9oE89JB0GiI569erwzlZgJDemUzABx8A+/ap+4M1zZ07F3Pnzr3tsfT0dOuGcEAsQEowYsQIzJgxA4sWLcKYMWNuPT5r1izUq1cP3bp1u+trn332WSQlJd16XkFBAWbPno1u3bqhXr1693z/L774Ah07dqz4H4TKrEgrQrOvmuH5bs/jrX5vScfRLaMRWLhQdT1hQwbSq7g41ZihWTPpJESyuncHPDzULIi1C5CSBoB37tyJTjyYp0K4BKsEERERCAkJwTPPPIMZM2YgISEBTz75JNasWYOpU6fC2dkZAPDYY4/BxcUFp0+fvvXaiRMnolWrVhg1ahTmzJmD2NhYjB49GkeOHMEnn3wi9UeiUnIyOKFP4z5suyjMZALOngVOnJBOQiQnPl4V4yzCSe88PIBevbgPxJGwALmDxYsX46GHHsJbb72F8PBwJCUlYe7cuRg/fvyt5xQWFqKwsBDan5pTu7u7Iy4uDgMGDMA//vEPDBkyBBcuXMDq1avRr18/iT8KlZHRz4jN5zYjKz9LOopu9ekDODvzZkP6lZoK7N7N5VdExYxGIDERKCiQTkLmwALkDry8vDBt2jRcuHABubm52LNnD8aOHXvbc2bOnAlN0+Dn53fb47Vr18asWbOQmpqK7OxsbN68GcHBwVZMTxVh9DcirzAPm85uko6iW1WqqHbULEBIr4oP4yw+nJNkHbh8AF9s/kI6hq4Zjaoxw44d0knIHFiAEP1FS9+WqF25NuJO8jQ8Sex6IiOvMA+hv4Zi45mN0lF0LS4OaNoUaNRIOgkBwJ5Le/DP6H/iUsYl6Si61bmzasnLg2odAwsQor8wGAww+hsRf4rD75KMRuDKFeDAAekk+rItZRtiTsbA3cVdOoquxcfz9HNbYvRXa+ESTrE/uBQXF6BfP86MOwoWIEQlMPobsf38dqTnsNWelJ49AXd33mysLT45HlXdq6JDnQ7SUXQrJQU4coT7P2xJHa86aOnbkg1KhBmNwMaNQE6OdBKqKBYgRCUw+hthgAG7L+6WjqJbnp6qCGEBYl3xp+LR368/nJ2cpaPoVvHfee7/sC1GPyMLEGFGoyo+tmyRTkIVxQKEqAT+1fxx7dVr6OfHzmWSjEa1GZddT6wjKz8Lm85uurXchGTExwNt2wK+vtJJ6M+M/kacuHYCp6+fvveTySLatAFq1ODAlCNgAUJUAoPBAG93b+kYumc0AjduADt3SifRh01nNyGvMA8mf24+kKJpf5z/Qbaln18/GGDgLIggJyc1M8iN6PaPBQgR2awuXQAvL452WUt8cjxqVa6Flr4tpaPo1okTwJkzLEBskY+nDzrW7cgGJcKMRmDrVtWSl+wXCxAislmurkDfvixArCU+OV7tf+LR22Li49UhnDy31jY91PYhNK3eVDqGrplMalnuhg3SSagiXKQDEBHdjdEIvPkmkJurumKR5UzpNQW+lbjxQFJ8vDrvoEoV6SRUkhe6vyAdQfeaNQPq11f/ViIipNNQeXEGhIhsmtEIZGcDSUnSSRzfyBYj0adxH+kYulVUxP0fRPdiMPxxUC3ZLxYgRGTT2rUDqlfnpkNyfAcOqMM3eQAh0d0ZjcCuXUBamnQSKi8WIET3oGkasvOzpWPoVnHXE452kaOLj1fLDHv2lE5CZNuMRtUxbu1a6SRUXixAiO5h2LxheHLlk9IxdM1kUgdPZWZKJyGynLg4VXx4ekonIbJtjRoBTZtyYMqesQAhuoegmkGIOxkHTdOko+iW0ciuJ+TYCgqAxETu/yAqLaORS3PtGQsQonsw+htxIeMCjqQekY6iW82bA3Xr8mZDjmvnTnXoJgsQotIxmYDDh4GUFOkkVB4sQIjuoU+jPnBxckHcSX77lcKuJ+To4uLUoZtdukgnodJIz0nH7wd+R15hnnQU3RowQP03IUE2B5UPCxCie6jsVhndG3Tn6bfCjEY1SnztmnQSx3Luxjk8F/kczt88Lx1F1+Lj1aGbrq7SSag0jqYexZiFY7AtZZt0FN3y9QXatuXMuL1iAUJUCiZ/ExKSE1CkFUlH0S2TiV1PLCHmRAy+2fYNPFw8pKPoVm6u2t/E5Vf2o2PdjqjqXhVxyfz2K8lkUgUIt2jaHxYgRKVg9DfiWs417L64WzqKbjVuDDRpwtEuc4tLjkPHuh3h4+kjHUW3Nm8GcnJ4/oc9cXZyRn+//ohP5sy4JKMROHsWOHFCOgmVFQsQolLo3qA7PF08kZDMxaaS2PXEvDRNQ1xyHIz+HHqXFB8P+Pio5SRkP4z+Rmw+txlZ+VnSUXSrb1/A2Zn3BXvEAoSoFNyc3bDjyR14ofsL0lF0jV1PzOvw1cO4mHERJn8OvUuKj1cbap14R7YrJn8T8grzsPHMRukoulWlCtC1KxuU2CN+3BGVUgvfFnBxcpGOoWvFa+R5szGPuOQ4uDq5onej3tJRdCsjA0hK4vIre9TStyVqV67NZVjCijskFnGLpl1hAUJEdqO46wkLEPOIS45D9wbdUdmtsnQU3Vq/Xh1CyA3o9sdgMMDob2SHRGEmE3D1KrBvn3QSKgsWIERkV9j1xDwKiwqx9tRaLr8SFh8P1KsHBAZKJ6HyCG8aDi83LxQWFUpH0a0ePQAPDw5M2RsWIERkV0wm1fXk+HHpJPYtuyAbk7pMwtDmQ6Wj6FpcnPo7bTBIJ6HymNBuAuImxMHZyVk6im55eAC9enEjur1hAUJEdoVdT8zDy80LHxg/QIe6HaSj6NbVq8Du3dz/QVRRJhOQmAjk50snodJiAUJEdsXbW3U9YQFC9i4hQS0lZAFCVDFGo2rosH27dBIqLRYgRGR3TCb15Y1dT8iexcWpvR8NGkgnIbJvnTqplrwcmLIfLECIyug/m/6DkF9DpGPomskEpKYCe/ZIJyEqv+L9H0RUMS4uQP/+LEDsCQsQojKq5lEN8cnxuJZ9TTqKbvXoAXh6susJ2a8zZ1QjBRYgROZhNAKbNgHZ2dJJqDRYgBCVkSnAhCKtCImnE6Wj6Ja7O9C7N0e7yH7FxanOVwMGSCchcgwmE5CXB2zkwfR2gQUIURn5VfNDQPUAxJ6MlY6iayYTsG6duuEQ2Zu4OKBjR8DHRzoJmYOmaTh05RBSs1Klo+hWq1ZArVqcGbcXLECIyiHYPxhxyRx+l2QyAZmZwNat0knsy64LuzBjxwwUFBVIR9EtTeP+D0dzM+8m2nzbBgsPLpSOolsGg1qGxZlx+8AChKgcTAEmHL56GCk3UqSj6FaHDkC1arzZlNVv+37Du4nvwtnAg9OkHDwIXLzIAsSRVHGvgq71u3JgSpjJpFrxXr8unYTuhQUIUTkY/Y0AwJuNIGdndj0pj/jkeBj9jTDw6G0xcXGAm5vax0SOw+RvQnxyPIo09geXYjSq9uzr1kknoXthAUJUDjUr1UT7Ou25D0SYyQRs2aKWYtG9Xc26il0Xd8Hkz6F3SXFxqpNbpUrSScicTAEmpGanYs9F9geXEhAA+PlxYMoesAAhKqdvB32Ld/q/Ix1D10wmID8fWL9eOol9SEhOAKC+KJGMggJg7Vouv3JEPRr0gKeLJ2fGhZlMLEDsAQsQonLq3qA7AqoHSMfQtaAgoG5ddj0prdiTsQiqGYQGVXj0tpQdO4AbN4DgYOkkZG7uLu7o07gPCxBhwcHAgQPAhQvSSehuWIAQkd0yGDjaVRaxybFcfiUsLg7w9ga6dJFOQpZg8jdh3el1yCtkf3ApRrVFk/cFG8cChIjsmskE7NoFpKVJJ7FtydeScfLaSQQHcOhdUmws0K8f4OIinYQsweRvgruzO46nHZeOolu1agHt2ql/a2S7WIAQkV0zGtW5ClyGdXdZ+VkYEjgE/f36S0fRrexsYNMm7v9wZB3qdsCVV66gpW9L6Si6FhysChBNk05Cd8IChIjsWqNGQLNmnG6/l1a1WmH5uOWo5lFNOopubdwI5OayAHFkTgYnODvxjB1pwcFASgpw9Kh0EroTFiBEZPeKR7uIbFlcnFoe0rq1dBIix9anD+DqyvuCLWMBQkR2LyQEOH4cOHVKOgnRncXFqSWDPAOSyLIqV1Zn7bAAsV0sQIgqaPPZzeg3sx+y87Olo+hW//6AkxOXYZHtun5dteBl+10i6wgOBhIS1Nk7ZHtYgBBVkLe7N9adXoeNZzdKR9Gt6tWBzp052kW2a+1aoKiI+z+IrCU4GEhPV4U/2R4WIEQV1Mq3FWpXro24kxx+l1S8D6SoSDoJ0d/FxgIBAYCfn3QSIn3o0kWducOBKdvEAoSoggwGA0wBJsQm81NOUnAwcPUqsHevdBKiv4uL4+yH3uQV5iE1K1U6hm65uAADBnBprq1iAUJkBiZ/E3ac34Fr2deko+hWjx6ApydHu/4q8VQidl7YKR1D186dAw4fZgGiNz1/7Il/xf5LOoaumUyq/XVWlnQS+isWIERmEBwQDA0aEk4lSEfRLQ8P1XqRBcjtXot7DR9v+Fg6hq7FxqrOVyxA9KVnw56IS+bwu6TgYCAvD9iwQToJ/RULECIzaFS1EZr6NOU+EGEhIcC6deqwNwLSc9KxNWUrTP785ispNhbo0AGoWVM6CVlTSEAIkq8n40TaCekoutWiBVC3LgembBELECIzMflzH4i04GAgOxvYvFk6iW1IPJ2IQq0QwQHs/SpF09SXn5AQ6SRkbf39+sPZ4IyYkzHSUXTLYOBBtbaKBQiRmTzZ6Ul8ZPoImqZJR9Gttm3VKDNvNkrcyTj4VfNDQPUA6Si6tW8fcOkSCxA98nb3RvcG3VmACAsOBnbvVk1KyHawACEyk451O2Jki5Ew8JhjMU5Oap19DO/3AIDY5FgE+wfz76Sg2Fi1P6lXL+kkJCEkIATxyfEoLCqUjqJbJpOaiUzgFk2bwgKEiBxKcDCwfTtwTecNyc7fPI+DVw7CFMD9H5JiYlRzBA8P6SQkIaRJCK7nXMeOCzwNT0r9+kBQEGfGbQ0LECJyKMHB6jDCtWulk8gqbohg9DcKJ9Gv3FwgMZHLr/Ssa/2uqOJeBUnnkqSj6Br3gdgeFiBE5FD8/IAmTXizyS/Kx6Bmg1Crci3pKLq1aZNqisACRL9cnFxw8vmT+Ee3f0hH0bXgYODkSfWLbAMLECJyOBztAiZ2mIiVD6yUjqFrsbGAr69qjkD6VaNSDekIute/v9ojyFPRbQcLECJyOCEhwNGjwJkz0klIz2Ji1AZYJ95piURVrQp07coCxJbwY5GIHM6AAar/u95nQUhOWppqhsDlV0S2IThYFSBFRdJJCGABQmR2mXmZeHrl09h0dpN0FN3y8QE6dWIBQnISElTrz2CeAUlkE0JC1Fkgu3dLJyGABQiR2VVyrYRlR5Zh2eFl0lF0rXgfCEe7SEJMDBAYCDRqJJ2EiACge3fAywuIjpZOQgALECKzMxgMCAkIQfRJfspJCg4GrlwB9u+XTkJ6FBPD5VdEtsTNTW1GZwFiG1iAEFlASEAIdl/cjcuZl6Wj6FavXurwNy7DImsrbvfJAoT+KqcgRzqCroWGAhs2AJmZ0kmIBQiRBQQHqIXfxYfBkfV5eKgTqPU22pV4KhE3c29Kx9C12FjA2VmNthIVm7ZlGpr+tyk0TZOOoluhoUB+PrBunXQSYgFCZAF1veuida3WiDkZIx1F10JD1Y0mRyeDjmnZaRgwawAWHFwgHUXXYmJUy8+qVaWTkC1p6dsSKTdTcODKAekoulW8L0tvA1O2iAUIkYWEBIQg5mQMR7sEhYaqk6g3bJBOYh1xJ+OgQUNIANf+SCksVK0+ufyK/qp3o95wd3ZH7EmuC5ViMKh/myxA5LEAIbKQ0CahOHfjHA5fPSwdRbfatAHq1NHPzSbmZAxa1GyBhlUbSkfRrV27gGvXWIDQ33m6eqJ3o96cGRcWGgocPAicOyedRN9YgBBZSN/GffFW37fg7e4tHUW3DAZ1s9FDAaJpGqJPRHP2Q1hMjGr12a2bdBKyRSEBIUg8lYi8wjzpKLplMql7QwzrQFEsQIgspJJrJbw74F00qNJAOoquhYYCe/YAFy9KJ7GsY2nHcDr9NEKbhEpH0bWYGLX53NVVOgnZopAmIcjMz8Tms5ulo+hWjRpA584sQKSxACEih1Z8ErWj32xiTsTA1ckV/fz6SUfRrawsYONGLr+iO2tfpz1qeNbgMixhISHqnsCDauWwACEih1a7NtC+veMvw4o+GY2eDXvCy81LOopurVsH5OX9UfQS/ZWTwQmmABPik+Olo+haaChw9Sqwe7d0Ev1ykQ5ARGRpYWHAzJlqtMvJAYddNE1DRl4GwpuGS0fRtagooEEDoEUL6SRkyz4L+QzVPKpJx9C1Hj2AypXVwFTHjtJp9MkBb8VERLcLDQUuXQL27ZNOYhkGgwFxE+Lwaq9XpaPo2po1QHi42uBKdCcNqzZkcxJhbm5qr5ajL821ZSxAiMjh9eoFVKrk+MuwDPzmK+bMGeDwYTXbRkS2LzRUnRGVmSmdRJ9YgBCRw3N3V6NdUVHSSchRRUWp5X0mk3QSIiqN0FC1Z2vdOukk+sQChMgKfj/wO6bvmC4dQ9dCQ4H161WnIiJzi4pSZ39Ury6dhIhKo3lzoGFDx58Zt1UsQIisYP3p9fhow0fQNE06im5xtIsspaAAiI3l8isie2IwqHa8LEBksAAhsoLwpuE4df0UjqUdk46iW0FBqkMRbzZkblu3AunpLECI7E1oKHDwIJCSIp1Ef1iAEFlBf7/+cHN2w5rja6Sj6JbBoL4gch8ImVtUlFp61aWLdBKyN5qmoUjjaXhSTCZ1b2A3LOtjAUJkBZXdKqNPoz4sQIQVj3adOyedxDyuZV/DmfQz0jF0LypKHT7o7CydhOzJpYxL8Jvmh5gT/PYrpWZNoFMnzoxLYAFCZCXhTcOx9tRa5BTkSEfRLUcb7Zq7fy6a/rcpMvPYR1JKWhqwbRuXX1HZ1apcC0VaEaJOcFpWUkiIuicUcSLKqliAEFlJeNNwZBdkY/3p9dJRdKtGDaBzZ8cZ7Vp9fDV6NeqFym6VpaPoVmys+uLCAoTKymAwIKxJGGfGhYWGAlevArt2SSfRFxYgRFbSyrcV6nvX581GWFiYGu0qLJROUjG5BbmIT45HRNMI6Si6FhUFtGypGhwQlVV403AcunoIZ9PPSkfRrZ49AS8vYA1vzVbFAoTISgwGA17r/Rq6N+guHUXXQkOB1FT7H+1af2Y9svKzEN40XDqKbmmaKkDC+SOgcjL5m+BkcOIyLEFubmoPFwsQ62IBQmRFk7pOwqhWo6Rj6Fr37oC3t/0vw1pzfA3qeddDm1ptpKPo1oEDqn0nl19ReVX3rI5u9buxABEWHg5s3gxcvy6dRD9YgBCRrri6Akaj/bfjXX18NcKbhMNgMEhH0a2oKMDDA+jTRzoJ2bOwJmGIORGDgqIC6Si6FR6uluXGxkon0Q8WIESkO6GhwKZNwI0b0knK50z6GRy8cpDLr4RFRQH9+gGentJJyJ6FNQ1Dem46tqZslY6iW40bAy1aAKtXSyfRDxYgRKQ7ERFAQYH9jnYdvHIQVdyrIKRJiHQU3crKAtat4/Irqrgu9bpg82Ob0a1+N+kouhYRofaBaJp0En1gAUJEuuPvDwQF2e9oV3jTcKROSUU1j2rSUXRr3TogN5cFCFWcs5MzujfoDmcnnmQpKSICOH8e2LdPOok+sAAhIl2KiFAFiL2Odrk4uUhH0LWoKNV6t0UL6SREZA59+gCVKrEblrWwACEiXYqIUB2MONpF5REVpWY/2AOAyDG4u6sGJfY6M25vWIAQCbiceRnvrn0XVzKvSEfRrb591WgXbzZUVmfPAocOcfkVkaMJDwc2bLDfBiX2hAUIkYAirQjvJL6D6BN2fhiFHXN3B0wmFiBUdlFRgJOTOryMiBxHcYOS+HjpJI6PBQiRgDpeddC+TnusOcHFppIiItRoV3q6dBKyJ5GRQLduQPXq0kmIyJwCAoDAQA5MWQMLECIh4U3CEXU8CkVakXQU3YqI4OFTVDZ5eUBMDDBokHQSclSavXbGcBDh4WzHaw0sQIiEhDcNx5WsK9h1YZd0FN3y87Ovw6dOXjvJglXYhg1ARgYLELKMj9Z/hMFzB0vH0LWICODMGbXPiyyHBQiRkB4Ne8DbzRtrjnMZliR7acdbUFSAztM746P1H0lH0bVVq4B69YB27aSTkCPy8fRB1PEoXM+5Lh1Ft/r1Azw82I7X0liAEAlxc3aDKcDEfSDCig+f2rtXOsndbU3Zims512AKMElH0bXISGDgQLbfJcuIaBaBQq2QDUoEeXoC/fvbz8y4vWIBQiQovEk4Np/djGvZ16Sj6FafPkDlyrZ/s1lzfA18PH3QpV4X6Si6dfIkcPiwKkCILKFR1UZoU6sNIo9FSkfRtfBwYN06IDNTOonjYgFCJGhQ4CBM7DARWflZ0lF0y17a8a4+vhqhTULh7OQsHUW3IiMBV1e23yXLGthsIFYfX839XoIiIlTDiYQE6SSOiwUIkaAGVRpg+pDpqF+lvnQUXYuIADZuBK5fl05SssuZl7H9/HZENI2QjqJrkZHqAEtvb+kk5MgGNRt06988yWjWTLXk5T4Qy2EBQkS6Z+vteIvXg4c14dHbUrKy1Ggol1+RpfVo2APVPKpxGZYgg0Etw7KHBiX2igUIEele48ZAy5a2uwxr9fHV6FCnA2p71ZaOolsJCUBODgsQsjwXJxeENQnDqmOrpKPoWkSE2vd17Jh0EsfkIh2AiMgWREQAc+ao0S5b6nCkaRoOXD6AIYFDpKPoWmSkWpLRvLl0EtKDd/u/C3cXd+kYujZgAODmpv7tBwZKp3E8nAEhIoIqQC5cAPbskU5yO4PBgF1P7cIbfd+QjqJbmqbO/2D7XbKW5jWbw6+an3QMXatcWRUhqzgRZREsQIiIAPTuDXh52eYyLIPBAA8XD+kYunXoEHD6NJdfEenN4MFAYiJw44Z0EsfDAuQOMjIyMHnyZNSrVw8eHh5o37495s2bV6rXzpw5EwaDocRfFy9etHByIioPe2nHS9a3atUfh5MRkX4MHgzk5wPRPBfS7LgH5A5GjhyJbdu24eOPP0ZgYCDmzJmDcePGoaioCA888ECprvHzzz8jKCjotsdq1KhhibjkADad3YRdF3ZhUtdJ0lF0KyICmDQJuHYNqF5dOg3ZishIwGhURQgR6YefH9C6NbByJXD//dJpHAsLkBJERkYiJibmVtEBAAMGDMDp06fxyiuvYMyYMXB2vvdhYK1bt0bnzp0tHZccxIYzG/DO2ncwscNEeLrym46EgQNVO96oKGDsWOk0ZAvS04ENG4Bp06STEJGEIUOAGTPUvaEUX/2olLgEqwRLliyBl5cXRo0addvjjz76KM6fP4+kpCShZOTIBgcORnZBNtaeWisdRbcaNgTatwdWrJBOQrYiJgYoKOD+DyK9GjwYuHoV2LpVOoljYQFSgv3796NFixZwcbl9gqht27a3fr80Bg8eDGdnZ/j4+GDkyJGlfh3pU4uaLeBXzY+934UNHaqW3OTnSychWxAZqc6I8fOTTkJ6pvE0PDHdugE1a3JgytxYgJQgNTUVPj4+f3u8+LHU1NS7vr5OnTp444038MMPPyAhIQHvv/8+tm3bhu7du2OPrfX4JJthMBgwqNkgrDy6kjcbQUOGANevAxs3yua4cPMCMvIyZEPoXFGRakowaJB0EtKrwqJC9Pm5D77f8b10FN1ydlYzoCtXSidxLA5fgKxdu/aOHan++mv37t23Xme4S7P3u/0eAISHh+ODDz7A4MGD0bdvX0yaNAnr16+HwWDAW2+9Za4/GjmgwYGDcTr9NA5eOSgdRbc6dgTq1pUf7Xo9/nX0+bmPbAid27ULuHiRy69IjrOTM1ydXLHiKIffJQ0ZAuzbp9pxk3k4/Cb05s2bY8aMGaV6bqNGjQCoTlUlzXKkpaUBQImzI/fi5+eH3r17Y8uWLWV+LelHf7/+qORaCauOrUKrWq2k4+iSk5O62SxfDnz2mczBc0VaEVYdXYWJHSZa/83plshIoEoVoFcv6SSkZwObDcSbCW8iKz8LlVwrScfRpdBQwNVVzYJMYqNKs3D4AqRu3bp4/PHHy/SaNm3aYO7cuSgoKLhtH8i+ffsAqO5W5aFpGpyc7j3p9OKLL6Jq1aq3PTZu3LhbHbnIcXm4eMDkb8KqY6swpdcU6Ti6NWQIMH06cOQI8JdO2laxLWUbrmRdweDAwdZ/c7pl5co/vngQSRnUbBBeiXkFa0+txcBmnI6ztrlz52Lu3LmoWhV4913VJTE9PV06lt1z+AKkPEaMGIEZM2Zg0aJFGDNmzK3HZ82ahXr16qFbt25lvmZycjI2btyI4ODgez73iy++QMeOHcv8HuQYJnaYiH2X9kHTtHsu9yPLMJnUmQ8rVsgUICuOroCPpw+6N+hu/TcnAMD586rrzXPPSSchvQuqGQT/av5YcWQFCxABxQPA06YBU6YAc+YAR4/uRKdOnaSj2TWH3wNSHhEREQgJCcEzzzyDGTNmICEhAU8++STWrFmDqVOn3nYGyGOPPQYXFxec/tPCwODgYLz33ntYunQp4uPjMW3aNPTu3RsGgwHvv/++xB+J7MjwoOF4s9+bLD4EeXoCISFqGZaElUdXYmCzgXBx4hiRlBUr1OZTbkAnaQaDAcOaD8Pyo8tRpBVJx9GtwYOBvDzVmpsqjgXIHSxevBgPPfQQ3nrrLYSHhyMpKQlz587F+PHjb3teYWEhCgsLb+ta1KZNG8yfPx8TJkxAWFgYpk6dCqPRiO3bt5d7+RYRWdeQIcCmTar/uzWdTT+LPZf2YHAzLr+StGwZ0KcPUI4tf0RmNyxoGM7fPI8d53dIR9GtJk2AFi3YDctcWIDcgZeXF6ZNm4YLFy4gNzcXe/bswdgSjkaeOXMmNE2D35+axH/xxRc4cOAAbty4gfz8fKSkpODXX39FYGCgFf8ERFQRgwerNqyRkdZ935VHV8LZ4IywpmHWfWO65eZNIC4OGDZMOgmR0rtRb/h4+mDZkWXSUXRt8GBg1Sp1b6CKYQFCRFSCOnWArl2t3473aOpR9G3cF9U8qln3jemWqCi11GLoUOkkRIqLkwvWjF+Df/X+l3QUXRsyBLh0CTjITvkVxgXGRER3MGQIMHUqkJsLuLtb5z2/CP8CeYV51nkzKtHy5UDr1kBAgHQSoj90qd9FOoLu9egBVK8OrFsnncT+cQaEiOgOhg5Vy3ESE637vm7ObtZ9Q7qloEAtseDyKyL6KxcXdTDp+vXSSewfCxAiojto0wZo1Ej+VHSyng0bgLQ0FiBEVLLBg4GjR6VT2D8WIEQ2bPbe2Zi/f750DN0yGNQsyIoVwJ8a3ZEDW7YMqFcPYIt/IipJeDhQijOl6R74PyGRDVt5dCWmbpoqHUPXhgwBTp8G9u2TTkKWpmmqABk6lF8wiKhk1aoBHTpIp7B//IglsmHDg4Zj54WdOJN+RjqKbvXrB3h5cRmWHuzfDyQnc/kVEd3diy9KJ7B/LECIbFhE0wi4Orli2WH2fpfi7q6m3KVORSfrWbYM8PYGBgyQTkJ0d5qm8VR0QS1aSCewfyxAiGxYVY+qMPobsfTIUukoujZkCLB1K3DxomWufznzMme5bMCyZarYtFbLZaLyuJp1FX7T/LD62GrpKETlxgKEyMYNDxqOxFOJSM1KlY6iWwMHqj0BllqGNX3HdLT5tg3yC/Mt8wZ0TykpwPbtXH5Ftq+GZw24O7vzVHSyayxAiGzcsObDUKgVYtWxVdJRdKtmTaBPH2DJEstcf/GhxRjYbCBcnV0t8wZ0TytWAM7OqtgksmUGgwHDmg/DiqMruAyL7BYLECIbV9e7Lro36I6lh5dKR9G1++4DYmOB69fNe91T109h18VdGBE0wrwXpjJZtkw1HKheXToJ0b0NCxqGixkXsTVlq3QUonJhAUJkB17q8RKGBw2XjqFrI0cC+fnAypXmve6SQ0vg7uyOiKYR5r0wldrNm0B8PJdfkf3o0aAHfCv5cmCK7BYLECI7cH/L+zGh3QTpGLpWvz7QvTuwaJF5r7vk8BKENAmBt7u3eS9MpbZmDZCXxwKE7IezkzMGBw7mPhCyWyxAiIhK6b771JfVjAzzXO9SxiVsOLOBy6+ELVsGtGsHNG4snYSo9IYHDcfhq4dxNPWodBSiMmMBQkRUSiNHAjk5wGozdb9cfmQ5DAYDhjYfap4LUpnl5wOrVnH2g+xPcEAwPF08EXksUjoKUZm5SAcgIrIXAQFA+/ZqGdaoURW/3pWsK4hoGoGalWpW/GJULnFxqrHAyJHSSYjKppJrJex6ahea1WgmHYWozFiAEBGVwX33AZ98omZCPDwqdq3X+7wOTdPME4zKZeFCoFkzoG1b6SREZde8ZnPpCETlwiVYRERlcN99ag9ITIx5rmcwGMxzISqz/Hx1tsuoUQB/DERE1sMChIioDFq0UL/M3Q2LrC8hAUhLA+6/XzoJEZG+sAAhsjOfb/4c03dMl46ha/fdByxfrkbQyX4tWAA0aaL29RARkfWwACGyM3sv7cXnmz/n3gFBI0cC166pEXSyT1x+RUQkhwUIkZ0Z02oMjqQewd5Le6Wj6Fb79oC/P5dh2bO1a4HUVPN0MyMiorJhAUJkZ0wBJlT3qI7fD/wuHUW3DAa1DGvpUqCwUDoNlceCBaqtcocO0kmIzCM7PxsZeWY6JZXIwliAENkZN2c3jGwxEvMPzOcyLEH33Qdcvgxs2FC21x26cghJ55L4sxNUUMDlV+RYcgty0eCLBvhx54/SUYhKhQUIkR0a3Wo0Tlw7gZ0XdkpH0a2uXYH69YHFi8v2uv9s/g/GLx5vmVBUKmvXAlevcvkVOQ53F3f0aNADCw4ukI5CVCosQIjskNHfiJqVanIZliAnJ7UZffFioKiodK/JK8zDokOLMLb1WJ7/IWjhQsDPD+jYUToJkfmMbjUaG89uRMqNFOkoRPfEAoTIDrk4ueC+Fvfh94O/cymPoJEjgXPngG3bSvf86BPRuJ5zHWNbj7VsMLqjggJVNHL5FTmaoc2HwtXJFYsOsTsG2T4WIER26rmuz+F/Ef+DBhYgUvr0AXx9S98Na97+eWjl2wqta7W2bDC6o3XrgCtXuPyKHE81j2oIbRLKmXGyCyxAiOxU61qtMShwEJwM/GcsxdlZbUafP//ey7Cy8rOw9PBSzn4IW7BALb/q3Fk6CZH5jWo5isuwyC7wmwsRUQU88ABw5gywadPdn7fq6Cpk5mdiTKsx1glGf1NYqJZf3X8/l1+RYxoWNIzLsMgusAAhIqqAXr2Ahg2BOXPu/rx5B+ahU91OaFajmXWC0d+sW6daJ3P5FTmqah7VENIkhAfVks1zkQ5ARGTPnJyAceOAH38Epk0DXF1Lfl7T6k0R0TTCuuHoNgsWAI0aAV26SCchspxFoxfBw8VDOgbRXXEGhIiogh54AEhNBaKj7/ycT0I+weMdH7deKLoNl1+RXrD4IHvAAoSIqILatgVatrz3MiySs24dcOkSl18REdkCFiBEDoLngcgxGIDx44GlS4HMTOk0VJLZs4GAAKBbN+kkRETEAoTIASw6uAjtvmuHgqIC6Si6NW4ckJUFLF8unYT+KjtbnX7+4INcfkVEZAtYgBA5gIZVG2Lf5X1Yd3qddBTd8vcHevQAfvtNOgn91fLlwI0bqgAhIiJ5LECIHECXel3gX80f8/fPl46iaw88AERFAVevSiehP/v1V6B7d6AZOyATEdkEFiBEDsBgMGBs67H4/eDvyCnIkY6jW6NHA5qmlvuQbbh8GVizBnjoIekkRNZ3KeMSEk8lSscg+hsWIEQO4uF2D+N6znWsOLJCOopu1aoFhIT80Q3rzfg3seXcFtlQOjdvnjqrZQwPoCcd+njDxxi9cDTyC/OloxDdhgUIkYNoXrM5utXvhll7ZklH0bUHHgDWrwc27E/GB+s/wMlrJ6Uj6dqvvwIDBwI1akgnIbK+Ce0m4HLmZUSfuMshRUQCWIAQOZCH2z2MNcfX4FLGJekoujV8OODhAXywbB48XTwxtPlQ6Ui6dfgwsH07N5+TfrWv0x6tfFvh172/Skchug0LECIHMqb1GDg7OWP5EfaCleLtDQwZqiHh2s+4r+V98HLzko6kW7NnA1WrAoMHSychkmEwGDCh3QQsO7IM6Tnp0nGIbmEBQuRAfDx9cPDZg3i84+PSUXSt49BNyPM+hv5VH5WOoltFRaoAGT1azUgR6dUDbR5AbkEuFh1aJB2F6BYWIEQOpolPExh42pqoo5V/hlO6H07E9ZeOolsbNgCnT7P7FVGDKg1g9Dfilz2/SEchuoUFCBGRGWXmZWLBoflob3gEc35zQlGRdCJ9+vVXwM8P6NVLOgmRvAntJiDxdCJOXz8tHYUIAAsQIiKzWnhwITLyMvBaxMM4fRpISJBOpD85OcCCBWrzuRPvckQY2WIkhgcNR0ZehnQUIgAsQIiIzMoUYMKs4bNwn8kPQUHADz9IJ9KfFSuA9HQuvyIq5uXmhSVjlqBVrVbSUYgAsAAhIjKrBlUaYEK7CTAYgMcfBxYvBlJTpVPpy6+/Al27AoGB0kmIiKgkLECIiCzkoYcATVPdmMg6rlwBVq/m2R9ERLaMBQiRA0vPScfBKwelY+hWrVrAsGFqGZamSafRh/nz1X/HjpXNQUREd8YChMiBPbb8MUxYMkE6hq49/jiwfz+wdat0EsenacD06ergQV9f6TRERHQnLECIHNj4NuOx48IOHLh8QDqKbgUHA40acTO6NWzZAuzbBzz9tHQSIiK6GxYgRA5sUOAg1PCsgVl7ZklH0S1nZ2DiRGDuXODmTek0ju277wB/fyAkRDoJERHdDQsQIgfm5uyGca3H4de9vyK/MF86jsPKKci56+8/+iiQlQX8/ruVAulQWpra//HUUzz7g+hePt34KT7b9Jl0DNIxfkwTObjHOz6OixkXsfzIcukoDqvfzH54M/7NO/5+o0ZAWBiXYVnSrFlAUZEq9ojo7s7dOIepG6cirzBPOgrpFAsQIgfXrk479GrYC19v+1o6ikPad2kftqZsRce6He/6vMcfV3sU9u+3UjAd0TTg+++BkSNV5zEiurunOz+NK1lXsPjQYukopFMsQIh0YFKXSUg4lcCWvBbw8+6f4VvJF4MCB931eUOGqM5MP/5opWA6kpgIHDnCzedEpdXCtwX6Ne6H77Z/Jx2FdIoFCJEO3NfyPgwJHIKMvAzpKA4lMy8TP+/+GQ+3exhuzm53fa6bG/Dww8AvvwC5uVYKqBPffQc0bw706yedhMh+PN35aSSeTsShK4eko5AOsQAh0gE3ZzcsH7ccXet3lY7iUH7b9xtu5N7ApK6TSvX8xx5Tm6WXLrVsLj25fBlYvFjNfhgM0mmI7MfIFiPhW8kX3+/4XjoK6RALECKictA0DV9t/QpDmw+FXzW/Ur0mKAjo3Zub0c3p559Vq+MJPG+TqEzcnN3wWIfHMGvPLGTlZ0nHIZ1hAUJEVA5rT63F/sv78XzX58v0uscfB2JjgRMnLBRMR4qK1Obz0aMBHx/pNET254lOTyA9Jx1LDy+VjkI6wwKEiKgcDlw5gE51O6G/X/8yvW70aKBGDeCrryyTS09iYoDkZG4+JyqvgOoB2PbENoxtPVY6CukMCxAionJ4rutzSHo8CYYybjzw9ASeeUZ1w0pPt1A4nfjuO6BtW6B7d+kkRParU71OcDLw6yBZF//GERGVk7OTc7le9+yzqhMW94KUX0oKsGIFN58TEdkjFiBERFZWty7wwAPAtGlAQYF0Gvv044+Ahwcwfrx0EiIiKisWIEQ6FHcyDr1/6o28wjzpKLr14ovA2bPAokXSSexPbq5afjV+PFClinQaIiIqKxYgRDpUx6sONp7diCWHlkhH0a127QCjEfj8c0DTpNPYl19/BS5eBP75T+kkRERUHixAiHSoVa1W6Ne4H77e9rV0FF375z+BrVuBzZulk9iPwkLg00+B4cPV6edERGR/WIAQ6dSkLpOw/sx67Lm4RzqKbkVEqC/Rn38uncR+LF8OHD0KTJkinYTI8eQW5OL3A79D47QsWRgLECKdGh40HH7V/PDxxo+lo9iF5GvJeGblM7iaddVs13RyAiZPBpYsUedZ0N1pGvDJJ0Dfvmy9S2QJG89uxJiFYxBzMkY6Cjk4FiBEOuXq7IpXe72K+fvn42jqUek4Nu/rbV9j/oH5qORayazXnTABqFYN+O9/zXpZh7RuHZCUBLz6qnQSIsc0wG8AOtXthI83cGCKLIsFCJGOPdL+EdTxqsObzT2k56Tjh50/4PGOj5u9AKlUSZ1l8cMPPJjwXj75BGjTRi1dIyLzMxgM+FfvfyHhVAK2pmyVjkMOjAUIkY55uHjg5Z4vY93pdcgtyJWOY7O+2voVcgpyMLn7ZItcf9IkHkx4L3v3AqtXq70fPHiQyHJGBI1AM59m+GTjJ9JRyIGxACHSuUldJuHgpINwd3GXjmKT0nPS8fnmz/FkpydRz7ueRd6jXj1g3Di1DIsHE5bs00+BRo2AMWOkkxA5NmcnZ7zS8xUsObQER64ekY5DDooFCJHOubu4w83ZTTqGzfpq61fIzM/Eq70su/HgxReBM2eAhQst+jZ26fRpYO5c1bbY1VU6DZHjm9BuAup41cGnmz6VjkIOigUIEdEd3Mi9oWY/Oj6J+lXqW/S92rcHwsKA995TZ13QHz7/HKhaFXj8cekkRPrg7uKOyd0n45c9vyDlRop0HHJALtIBiIhs1cqjK5GVn4VXe1un7dL77wNduwK//aa6YxGQmqr2xrz8MlC5snQaIv14uvPTqOpeFTUq1ZCOQg6IMyBERHfwQJsHcPQfR9GgSgOrvF+XLuqE73feAfLyrPKWNu9//1Pnfzz3nHQSIn2p4l4FT3V+Ch4uHtJRyAGxACEiuotGVRtZ9f3efx84dQr46Servq1NunkT+OorYOJEwNdXOg0REZkLCxAiIhvSurXqiPX++0B2tnQaWZ9+CmRkqNa7RETkOFiAENFt9l7ai8FzBiMzL1M6im69+y5w6RLw7bfSSeScPw/85z/ACy+o9rtERFKy87ORnsOTYs2JBQgR3aaKexWsOb4G323/TjqKbjVtCjz6KPDRR2oZkh69/Tbg6Qm89pp0EiLSu/9t/R+a/685svKzpKM4DBYgRHQbv2p+eKLjE3h/3fu4knlFOo5uvfkmcOMGMG2adBLrO3BA7YF5802gWjXpNESkZzdyb+CTjZ9gRNAIVHKtJB3HYbAAIaK/eW/AezAYDHgr4S3pKLrVqBHwzDPAZ58B165Jp7GuV18F/PzUn5+IbEfU8SjsvrhbOoZVfbnlS2TkZeCNvm9IR3EoLECI6G98K/vi7X5vY/rO6dhzcY90HKv5YN0H+G/Sf6Vj3PLaa0B+vtqMrRcJCcCqVWr5mZubdBoiKlZYVIiXY17GC2tegKZp0nGsIi07Df/Z/B882+VZq7Vj1wsWIERUokldJiGwRiAmR03Wxc3m8NXDeC/xPVzPuS4d5ZbatdUm7GnT1KZ0R1dUpA4c7NYNGDVKOg0R/ZmzkzM+DfkU606vw/Ijy6XjWMVnmz5DQVEB/tX7X9JRHA4LECIqkauzKz4P/RxrT63FksNLpONYlKZp+Mfqf6Bh1YaY0su2er6+8grg6gp8+KF0EsubNw/YuVPN+BgM0mmI6K/CmoQhJCAEU2KnIL8wXzqORZ26fgrTkqbhhW4voFblWtJxHA4LECK6o4hmEbivxX24cPOCdBSLWnhwIWJPxuK/4f+1uVN/q1cH3ngD+PprYMcO6TSWk5MDvP46MGwY0KePdBoiKonBYMCnIZ/iWOoxTN8xXTqOxWiahkmRk+Dj6YPXerMVnyW4SAcgItu2YNQCGBx4ODojLwMvRr2IYc2HYVDgIOk4JZo8GfjtN+CJJ4CtWwEXB/zk/t//gHPngKgo6SREdDft6rTDw+0fxjuJ7+DBtg+iqkdV6UhmZzAY8ETHJ+Dh4gFvd2/pOA6JMyBEdFeOXHwAauN5anYqvgz/UjrKHbm6AjNmALt3O2Zb3rQ0tcTsySeB5s2l0xDRvbw/4H1k5mXik42fSEexmOFBwxHeNFw6hsNiAUJEunXoyiH8Z/N/8EafN+BXzU86zl116QI8/zzw1ltAcrJ0GvOaPFltQH/7bekkRFQaDao0wEs9XsLPu39GTkGOdByyQyxAiEi3bubdRFiTMLzc82XpKKXywQdAzZrqfAxHaUy2ZAnw66/AV1+prl9EZB/+1ftf2Pr4VpvbN0f2gQUIEelW1/pdsfKBlXZzA/XyAr75Ru2TmDNHOk3FXb4MPPWU2nj+0EPSaYioLCq7VUbDqg2lY5CdYgFCRGRHBg0CxoxRy5ZSU6XTlJ+mAU8/rf47fTrb7hIR6QkLECIqs60pW5F4KlE6hm59+SVQUKAO7bNXs2er5Vfffw/UYot9IiJdYQFCRGX2buK7GLtoLC5nXpaOokt16gCffQbMnAnExUmnKbtz54B//AMYPx4YOVI6DRHpmaZpGLdoHJYeXiodRVdYgBBRmf049EcUFhXikaWPoEgrko6jSxMnAv36qda1169Lpyk9TQMee0ztZ/nqK+k0RKR3X275EvP2z7ObvYCOggUIEZVZHa86mDV8FlYfX43/Jv1XOk6paI7SNur/MxiAH38Erl0Dxo5VS7LswfffA9HRKnv16tJpiMjcYk7E4EbuDekYpRJzIgYvx7yMKT2n8MwPK2MBQkTlEtEsAv/s/k9MiZmCnRd2Sse5K03T8MiyRzBjxwzpKGbVpAnw++9AbCwwZYp0mns7cULtW3nqKSAsTDoNEZnbtexruH/B/Zi8ZrJ0lHs6nnYcYxaOQWiTUPzb9G/pOLrDAoSIyu3fpn+jTe02GLdoHDLyMqTj3NHX277GL3t+QTWPatJRzC44WG1K/+IL4KefpNPc2bVrwPDh6qyPzz6TTkNEllDdszq+DPsSP+/+Gb/s+UU6zh3dyL2BoXOHwreyL+beNxfOTs7SkXSHBQgRlZu7izvm3jcXKTdS8I/V/5COU6It57bgn1H/xAvdXsCoVqOk41jEpElqL8jTTwMbNkin+busLGDIEODCBWDVKrX/g4gc0yPtH8HE9hMxcdlErDy6UjrO3xRpRXhw8YNIuZmCZWOXOeTAlD1gAUJEFRJYIxDfDPoGTas3lY7yN1ezrmL0gtHoXK8zpoZMlY5jMQaD2tDdo4fqKnX6tHSiP+Tnq3NLdu1SxUdQkHQiIrIkg8GA74d8jyHNh2DUglFYf3q9dKTbrDm+BiuPrsTc++YiqCY/kKSwACGiCpvQbgLe6PuGdIzb3My9ift/vx/ZBdn4fdTvcHN2k45kUW5uwKJFQOXK6mTxDBtYEadpamZmzRpg8WKgWzfpRERkDS5OLph731z0bNgTg+cOxu6Lu6Uj3TKw2UDsfWYvBjYbKB1F11iAEJHDSc1KhekXE3Zd3IUlY5agQZUG0pGsomZNYPlytdl7wgSgSLhD8r/+pc4qmTmTm86J9MbDxQNLxyxFYI1AhM8OR3pOunSkW1rXai0dQfdYgBCRw9l4diPOpJ9BwsMJ6N2ot3Qcq2rTBvjtN2DpUmDUKCAzUybHf/4DTJ2qNsiPHy+TgYhkebt7Y/X41fhvxH9R1aOqdByyISxASnDz5k1MmTIFoaGh8PX1hcFgwDvvvFOma1y+fBmPPPIIatasiUqVKqFHjx6Is8cji4ns0NDmQ3HsH8fQsW5H6Sgihg5VBUhUFNCnD3D2rHXf/+efVbvd114DXnjBuu9NRLalZqWaGN1qtHQMsjEsQEqQmpqK6dOnIzc3F8OHDy/z63Nzc2EymRAXF4dp06Zh2bJlqF27NsLDw5GYmGj+wEQ2rKBI5oQ8b3dvkfe1FUOHAps2AampQNeuwNatln/PrCzgmWfUKe1PPAF8+KHl35OIiOwPC5ASNG7cGNeuXUNiYiI++uijMr/+xx9/xP79+/H7779j/PjxCAkJwcKFCxEYGIgp9nBaGFnN3LlzpSNYVEFRAYbMHYKxC8fiws0L0nHEWfvn3batKjwCAoB+/YB58yz3Xnv2AJ07A7NmqdPOv/9edefSM0f/902348/bdlzPuY5/Rv0TWflZ0lHoDliAlMBgMMBQgTvnkiVL0Lx5c/To0ePWYy4uLnjwwQexdetWpKSkmCMmOQBHv2G5OLngobYPIT45Hi2+boFvt32LIk14Z7QgiZ937dpAXJzaDzJuHPDWW+bdnK5pwLRpapbFzQ3YsUN1vtJ78QE4/r9vuh1/3uVTWFRo1uudvHYSvX7qhZ93/4yjqUfNem0yHxYgFrB//360bdv2b48XP3bgwAFrRyIS80CbB3D4ucMY3Wo0no18Fr1+6oW9l/ZW6JrZ+dn4ZMMn2HVhl5lSOjYPDzUz8fHHwAcfqGJh3jygoIKr4y5dAgYOBCZPVochJiUBLVqYJTIR6UB6TjraftcW03dMh6ZpFbrW0dSjeGL5E2jxdQvkFuRiy2Nb0L5Oe/MEJbNjAWIBqamp8PHx+dvjxY+lpqZaOxKRKB9PH0wfMh3rH12PG7k30PH7jngl+hWkZaeV6TqFRYX4edfPCPxfIP4v4f+QlJJkocSOx2AAXn0ViI8HqldXsyFNmgCffw7cuFH66xQUqGs8+yzQsqU6YHD1anUdd3fL5Scix+Pi5ILeDXvjqZVPYcCsAZixYwYuZVwq0zW2pWzD/b/fj6D/BWHF0RV4r/972PnUTjSv2dxCqckcHL4AWbt27a0lVff6tXv3brO9792WcFVkeReRPevdqDd2PbUL7w94H//b9j98tumzuz4/PScd60+vx4wdM/BS1Eto9107TFw+ET0b9sShSYfwdOenrZTccfTvD8TEALt3q//71VeBhg1V16pt29QZIqmpt8+OFBQAsbHA008D9eoBJhMQGQk8+qja+xEeLvSHISK7VtmtMr4f8j1WjFsBAHh61dOo+5+66P1Tb3y26TOcSDtx19evP70eXX/oij2X9uC7wd/h1ORTeLX3q6jiXsUa8akCXKQDWFrz5s0xY8aMUj23UaNGZnnPGjVqlDjLkZamRntLmh0BgOzsbADAoUOHzJKDbF96ejp27twpHcPqwiqHoUOfDijSiu76519+eDneTXwXBoMB9avUR6BPIF7t9ipa1WqFG6duYOcp+/rfztZ+3i+8oGZC5s1Tm8b/85/bf9/DA/DyAnJzgZs3gbp1gYgIIDhYzX4YDEBKivpFf2drP2+yLP68y68e6uHztp/jWrNrWH96PRJOJ+CNHW9gju8c/DD0hzu+zlPzxBdtvkCvRr3gbHDGwb0HrZK3+Hta8fc2KgeN7urKlSsaAO3tt98u9WtCQkK0oKCgvz3+0UcfaQC0lJSUEl83e/ZsDQB/8Rd/8Rd/8Rd/8Rd/2fiv2bNnl/frpe45/AyIhBEjRuDZZ59FUlISunXrBgAoKCjA7Nmz0a1bN9SrV6/E14WFhWH27Nnw8/ODp6enNSMTERERUSlkZ2fj1KlTCAsLk45itwyaVsG2Aw5q9erVyMzMxM2bNzFx4kSMGjUKo0erkzwHDhyISpUqAQAee+wxzJo1CydOnEDjxo0BqIMIO3XqhBs3buDjjz9GrVq18M0332DFihWIjY1Fv379xP5cRERERESSWIDcgZ+fH06fPl3i7yUnJ8PPzw8A8Mgjj2DWrFm3PQYAly5dwpQpU7By5UpkZWWhffv2eP/99xEcHGyF9EREREREtokFCBERERERWY3Dt+ElIiIiIiLbwQLEBmRkZGDy5MmoV68ePDw80L59e8ybN086FllAfHw8Jk6ciKCgIFSuXBn169fHsGHDsGPHDuloZCU//PADDAYDvLy8pKOQhWzYsAEDBw5E9erV4enpiWbNmuH999+XjkUWsGvXLgwfPhz16tVDpUqVEBQUhPfeew9ZWVnS0agCbt68iSlTpiA0NBS+vr4wGAx45513Snzuzp07ERwcDC8vL1SrVg0jR47EyZMnrRvYDrEAsQEjR47ErFmz8Pbbb2P16tXo0qULxo0bhzlz5khHIzP79ttvcerUKbzwwguIjIzEtGnTcPnyZXTv3h3x8fHS8cjCUlJS8PLLL9+xEx7Zvzlz5qBfv36oWrUqfvnlF0RGRuLVV18FVzs7noMHD6Jnz544deoUvvzyS6xcuRJjx47Fe++9h3HjxknHowpITU3F9OnTkZubi+HDh9/xeYcPH0b//v2Rl5eH33//HT/99BOOHj2KPn364MqVK9YLbIe4B0RYZGQkBg0ahDlz5tz2gRUaGooDBw7gzJkzcHZ2FkxI5nT58mXUqlXrtscyMjLQtGlTtG7dGrGxsULJyBqGDBkCg8EAHx8fLFy4EBkZGdKRyIxSUlLQvHlzTJgwAd988410HLKw//u//8OHH36I48ePo0mTJrcef+qppzB9+nSkpaWhevXqggmpvIq/GhsMBly9ehW+vr54++23/zYLMnr0aCQkJODEiROoUkWdvn769Gk0a9YML774Ij755BNrR7cbnAERtmTJEnh5eWHUqFG3Pf7oo4/i/PnzSEpKEkpGlvDX4gMAvLy80LJlS5w9e1YgEVnL7NmzkZiYyC+mDuyHH35AZmYmXn31VekoZAWurq4AgKpVq972eLVq1eDk5AQ3NzeJWGQGBoMBBoPhrs8pKCjAypUrcd99990qPgCgcePG+H/t3V9IU20Ax/FfscoKQp1WjIqBQv8lCtGrsogsYdEfrEDI8CpbwYKimdY2WmSQF9FVRBdFJUQWZCREMepmBZYjjYT+BxFFLnVbjoh6r/JNtDd4cc9x6/uB3TxnF79dnO357ZzzPCtXrtS1a9dSHTOtUUAs1tXVpfnz58tmG7onZFFR0eBxZLa+vj49evRICxcutDoKUuTjx4/yeDxqbGzUrFmzrI6DFLl3755yc3PV3d2tJUuWyGazafr06dq5c6f6+/utjodRVl1drezsbNXW1urly5eKxWK6ceOGTp8+LbfbralTp1odESn04sULDQwMDM7XflVUVKTnz58rmUxakCw9UEAs1tPTo9zc3GHjP8d6enpMR4JhbrdbiURC9fX1VkdBiuzatUtz585VbW2t1VGQQu/evdOXL19UWVmprVu36vbt29q/f7/Onz+viooKngPJME6nU+FwWF1dXSooKNC0adPkcrlUXV2tkydPWh0PKfZzfva7OdyPHz/0+fNn07HShu3Pb0Gq/ddlvj9dAkR6O3TokC5evKhTp05p2bJlVsdBCrS0tKi1tVUdHR2czxnu+/fvSiaT8vl88nq9kqSysjJNnDhRHo9Hd+7cYTPaDPL69Wu5XC7NmDFDV65cUX5+vh48eKBgMKh4PK6zZ89aHREGMIf7fyggFrPb7SNe5YhGo5JGbtbIDIFAQMFgUEePHtXu3butjoMUiMfjcrvd2rNnjxwOh3p7eyVJX79+lST19vZqwoQJ3KqRIex2u549e6by8vIh4+vWrZPH4xlcrhOZwev1qr+/X5FIZPAcXr58ufLy8lRTU6Pt27drxYoVFqdEqtjtdkkj36kSjUY1btw4ZWdnG06VPrgFy2KLFy/W06dP9e3btyHjnZ2dkqRFixZZEQspFggE5Pf75ff7dfDgQavjIEU+ffqkDx8+qKmpSTk5OYOv5uZmJRIJ5eTkqKqqyuqYGCUj3Qsu/buizvjx/ORmkkgkogULFgz7A6G4uFgSz3BmuoKCAk2ePHlwvvarzs5OFRYWKisry4Jk6YFvQ4tt3LhR8XhcLS0tQ8bPnTsnh8OhkpISi5IhVY4cOSK/36+Ghgb5fD6r4yCFZs6cqVAoNOxVXl6urKwshUIhBYNBq2NilGzevFmS1NbWNmT85s2bkqTS0lLjmZA6DodDT548GbacdjgcliQWnMhwNptNLpdLV69eVSwWGxx/+/atQqGQNm3aZGG6sY99QMaANWvWqL29XcePH1dhYaGam5t15swZXbhwgX9HM0xTU5P27duntWvXjlg+mKD8HXbs2ME+IBlq/fr1unXrlhoaGlRaWqr29nYFAgGtXr1ara2tVsfDKLp+/bo2bNigkpIS7d27V3l5ebp//76OHTumOXPmqKOjg6V401hbW5sSiYRisZhqampUWVmpLVu2SJIqKio0ZcoUdXd3q7i4WEuXLpXX61UymdThw4cVjUYViUSUn59v8acYuyggY0A8Hld9fb0uX76saDSqefPmqa6uTtu2bbM6GkZZWVmZ7t69+9vjnI5/BwpI5hoYGFAgENClS5f0/v17ORwOVVVVyefzadKkSVbHwygLhUJqbGzU48eP1dfXp9mzZ8vlcqmurm7wGQGkJ6fTqTdv3ox47NWrV3I6nZKkhw8f6sCBAwqHw7LZbFq1apVOnDgxZHNKDEcBAQAAAGAMz4AAAAAAMIYCAgAAAMAYCggAAAAAYyggAAAAAIyhgAAAAAAwhgICAAAAwBgKCAAAAABjKCAAAAAAjKGAAAAAADCGAgIAAADAGAoIAAAAAGMoIAAAAACMoYAAAAAAMIYCAgAAAMAYCggAAAAAYyggAAAAAIyhgAAAAAAwhgICAAAAwBgKCAAAAABjKCAAAAAAjKGAAAAAADCGAgIAAADAGAoIAAAAAGMoIAAAAACMoYAAAAAAMIYCAgAAAMAYCggAAAAAYyggAAAAAIyhgAAAAAAwhgICAAAAwBgKCAAAAABjKCAAAAAAjKGAAAAAADCGAgIAAADAGAoIAAAAAGMoIAAAAACMoYAAAAAAMIYCAgAAAMAYCggAAAAAYyggAAAAAIyhgAAAAAAw5h9mZedfwIzjTwAAAABJRU5ErkJggg==", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image \n", "Image('my_figure.png')" ] }, { "cell_type": "markdown", "id": "aac11fd8-7f07-4590-8c99-8eaa887ec74e", "metadata": {}, "source": [ "## 4.2 两种画图接口\n", "- 面向对象接口:更加强大\n", "- MATLAB画风接口" ] }, { "cell_type": "markdown", "id": "cd33dff2-aaed-48a8-b5c3-620ded41f042", "metadata": {}, "source": [ "### 4.2.1 MATLAB风格接口\n", "- 位于pyplot(plt)接口中,\n", "- 特性:有状态,任何plt命令都对应当前状态。 比如正在绘制第二个子图,就不太好回到第一个子图。!" ] }, { "cell_type": "code", "execution_count": 17, "id": "d98cb90a-2368-4fd4-a252-7397db3c5671", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure() # 生成两个子图\n", "# 创建两个子图中的第一个,设置坐标轴 \n", "plt.subplot(2, 1, 1) # (行、列、子图编号) \n", "plt.plot(x, np.sin(x)) \n", "\n", "# 创建两个子图中的第二个,设置坐标轴 \n", "plt.subplot(2, 1, 2) \n", "plt.plot(x, np.cos(x));" ] }, { "cell_type": "markdown", "id": "d4df18f4-b92c-4c87-93ef-0e0d51cf8104", "metadata": {}, "source": [ "### 4.2.2 面向对象接口\n", "- 更加复杂。不会局限在当前状态中。而是通过明确调用figure和axes等方法访问之前的图。\n", "- 即通过ax[i]调用plot, 而不是plt" ] }, { "cell_type": "code", "execution_count": 54, "id": "80a99409-7a2b-4e02-8b40-874244b0dd05", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 先创建图形网格 \n", "# ax是一个包含两个Axes对象(子图)的数组 \n", "fig, ax = plt.subplots(2) \n", "\n", "# 在每个对象上调用plot()方法 \n", "ax[0].plot(x, np.sin(x)) \n", "ax[1].plot(x, np.cos(x));" ] }, { "cell_type": "markdown", "id": "942edb3c-ab92-471f-ba2b-ebd21bd4e9b1", "metadata": {}, "source": [ "### 4.2.3 联系区别\n", "- 大多数plt函数都可以ax直接调用:plot, legend;但是一些设置函数ax需要set调用:plt.xlabel() → ax.set_xlabel()\n", "> 简便的, ax会一起set:\n", "ax.set(xlim=(0, 10), ylim=(-2, 2), \n", " xlabel='x', ylabel='sin(x)', \n", " title='A Simple Plot');\n", "- plt更加简洁,ax,fig还要创建声明, plt导入即可调用" ] }, { "cell_type": "markdown", "id": "5bbf5374", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "id": "8ab480ef", "metadata": {}, "outputs": [], "source": [ "ax.tick_params(axis='x', rotation = 90)" ] }, { "cell_type": "markdown", "id": "24a6a009-b4ad-4e32-bdfe-3839ee1fc142", "metadata": {}, "source": [ "## 4.3 简易线形图" ] }, { "cell_type": "code", "execution_count": 30, "id": "2c52d418-09de-4b44-8cd6-0c5d40923e5f", "metadata": {}, "outputs": [], "source": [ "# 导过一次了\n", "%matplotlib inline \n", "import matplotlib.pyplot as plt \n", "plt.style.use('seaborn-v0_8-white')" ] }, { "cell_type": "code", "execution_count": 31, "id": "5a8aeb5b-1efb-45eb-8e86-ced387b7e691", "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "markdown", "id": "595e83be-0cc1-4198-b168-cc05de0a5963", "metadata": {}, "source": [ "> 要画 Matplotlib 图形时,都需要先创建一个图形 fig 和一个坐标轴 ax。\n", "- figure是一个图形容器:坐标轴、文字、标签..。 figure 可以包含多个axes\n", "- axes是一个带有刻度、标签的矩形(坐标轴)" ] }, { "cell_type": "code", "execution_count": 32, "id": "730db19d-d607-47a0-b400-5600a2f210f1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = plt.axes()" ] }, { "cell_type": "markdown", "id": "2d02c04d-64be-43d6-87f5-bf1bbea21d19", "metadata": {}, "source": [ "> 在ax矩形上绘图, ax.plot" ] }, { "cell_type": "code", "execution_count": 35, "id": "0e720092-40c1-4ee3-9ed9-42f9a8ce191b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure() \n", "ax = plt.axes() \n", "\n", "x = np.linspace(0, 10, 1000) \n", "ax.plot(x, np.sin(x));\n", "ax.plot(x, np.cos(x))" ] }, { "cell_type": "markdown", "id": "509d5997-1319-4add-8b60-1092eb54f032", "metadata": {}, "source": [ "### 4.3.1 调整图形:线条的颜色与风格\n", "plot对图形的第一次调整是调整它线条的颜色与风格" ] }, { "cell_type": "code", "execution_count": 23, "id": "4a4a37fb-e00c-4cfe-a3fc-b14fe03fbe68", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig = plt.figure() \n", "ax = plt.axes() \n", "\n", "x = np.linspace(0, 10, 1000) \n", "# 颜色\n", "ax.plot(x, np.sin(x - 0), color='blue') # 标准颜色名称 \n", "ax.plot(x, np.sin(x - 1), color='g') # 缩写颜色代码(rgbcmyk) \n", "ax.plot(x, np.sin(x - 2), color='0.75') # 范围在0~1的灰度值 \n", "ax.plot(x, np.sin(x - 3), color='#FFDD44') # 十六进制(RRGGBB,00~FF) \n", "ax.plot(x, np.sin(x - 4), color=(1.0,0.2,0.3)) # RGB元组,范围在0~1 \n", "ax.plot(x, np.sin(x - 5), color='chartreuse'); # HTML颜色名称\n", "# 风格\n", "ax.plot(x, x + 0, linestyle='solid') \n", "ax.plot(x, x + 1, linestyle='dashed') \n", "ax.plot(x, x + 2, linestyle='dashdot') \n", "ax.plot(x, x + 3, linestyle='dotted'); \n", "# 风格简写 \n", "ax.plot(x, x + 4, linestyle='-') # 实线 \n", "ax.plot(x, x + 5, linestyle='--') # 虚线 \n", "ax.plot(x, x + 6, linestyle='-.') # 点划线 \n", "ax.plot(x, x + 7, linestyle=':'); # 实点线\n", "# 组合简写\n", "plt.plot(x, x - 1, '-g') # 绿色实线 \n", "plt.plot(x, x - 2, '--c') # 青色虚线\n", "plt.plot(x, x - 3, '-.k') # 黑色点划线 \n", "plt.plot(x, x - 4, ':r'); # 红色实点线" ] }, { "cell_type": "markdown", "id": "b693c637-3a70-4ee1-b102-c2be6dbb0913", "metadata": {}, "source": [ "### 4.3.2 调整图形:坐标轴上下限\n", "会自动添加上下限,自定义:ax.set_xlim(), ax.set_ylim() 或者通过axis()一起设置(更加强大)\n", "> ax一般通过set设置" ] }, { "cell_type": "code", "execution_count": null, "id": "1bf6f3a7-6620-46e7-9f5e-fd143eae8d62", "metadata": {}, "outputs": [], "source": [ "plt.axis('equal') # 保持X/Y比例一致 1:1" ] }, { "cell_type": "code", "execution_count": 44, "id": "1448503f-70a6-43f3-99bf-c40dddc58ea0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure() \n", "ax = plt.axes() \n", "\n", "x = np.linspace(0, 10, 1000) \n", "ax.plot(x, np.sin(x)) \n", "\n", "ax.set_xlim(-1, 11) \n", "ax.set_ylim(-1.5, 1.5);" ] }, { "cell_type": "code", "execution_count": 49, "id": "38f235d1-bf6d-4b83-a0e6-f1d62c6b40d8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(np.float64(0.0),\n", " np.float64(10.0),\n", " np.float64(-0.9999972954811321),\n", " np.float64(0.9999996994977832))" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure() \n", "ax = plt.axes() \n", "\n", "x = np.linspace(0, 10, 1000) \n", "ax.plot(x, np.sin(x)) \n", "\n", "ax.axis([-1, 11, -1.5, 1.5]);\n", "ax.axis('tight') # 缩进图" ] }, { "cell_type": "markdown", "id": "391bee61-a3e5-445c-a0d0-775f6b2f2cfc", "metadata": {}, "source": [ "### 4.3.3 设置图形标签\n", "图形标题、坐标轴标题、简易图例。" ] }, { "cell_type": "code", "execution_count": 52, "id": "c695271e-2946-4eaf-ba18-d279f63f0477", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure() \n", "ax = plt.axes() \n", "\n", "x = np.linspace(0, 10, 1000) \n", "ax.plot(x, np.sin(x)) \n", "ax.set_title(\"A Sine Curve\") \n", "ax.set_xlabel(\"x\") \n", "ax.set_ylabel(\"sin(x)\");" ] }, { "cell_type": "markdown", "id": "c679337f-0d10-46c5-a0a2-ff3da1fe6bf2", "metadata": {}, "source": [ "图例:legend\n", "- label参数指定, 自动进入图例\n", "- 自定义legend" ] }, { "cell_type": "code", "execution_count": 4, "id": "f26127c5-fbfc-4221-b0cf-d08226ca58ae", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure() \n", "ax = plt.axes() \n", "\n", "x = np.linspace(0, 10, 1000) \n", "ax.plot(x, np.sin(x), '-g', label='sin(x)') \n", "ax.plot(x, np.cos(x), ':b', label='cos(x)') \n", "ax.axis('equal') \n", "ax.set_title('label param')\n", "ax.legend();" ] }, { "cell_type": "code", "execution_count": 17, "id": "f7699952-cae2-4239-aff5-3cc0426a345a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eCXdBsX6eOVqS9FrOLCWlOiVJyalJtsUGAAievLw8uVyuWq/fDUosJGnw4MHq2LGjZsyYUeXjVfVYZGVlkVhEqMGO4TU+nu17PUSRAABCqa6JRYPWsSguLtZ3332nCy64oNrnOJ1OOZ3OhpwGAABEiIASi9/85je68sor1aZNG+3fv1+PP/648vLyNGrUqGDFhzowfYUy958tSTJarJXhSAnauRbmvyyp+qEQAEBsCyix2LVrl2688UYdPHhQzZs317nnnqsVK1botNNOC1Z8CDNV1VAkpTqprQAASAowsZgzZ06w4kA9mL7CYwdFFRqLZB7bwyqYPRcAAFSFvUIiWPnwR6W2A339x0bmxqCdOzk1KaYKNQ/vO6Inbpym+18er2anVj21GgDAtulAnSyZu1xfLflG/3vlE7tDAYCwRmIRwYwWa8tuzT873tb8M387rFO+EuaSuZ/aHAkAhDeGQiJYeQ1FeU1FWWMytRUWKDpapF92/D/l/1ggSfKWeiVJP3yxVZcm3iBJSm2copc2TFdak0a2xRlrigrcuiptpKSyGUrJqUlVtgGwDz0WQBWSUpN0yc0D5C31+pOKcuVtg0dcqEaNU22KEPXlLizW1Fuf06G9h+0OBYhKJBZRwHCkyJG5UY7MjfRWWMQwDI1+aoSeXPRbJSYlVHosPjFej799v8b8+WYZhmFThHUXrRvGuQvcKipwy11QXKGtWEXH2quz4u3VWjz7I2X/c0kIogRiD0MhqBfTu08yGslwRPc39p/06iBPSWmltlJPqTr1bG9TRLGp4h415X6eedtJzytftE2qfnn5ZW+ukFRWN3PD/ddYGSYAkVigHkzTJ/PQzyTnxTJcJ28wF02WL1gl02fKEefQgBvO00dzP5Wv1KdP56/SlWOG2B1ejaq6GFc8jqRahPIaivoo9ZTqngGP6NCeHyVJB3YekiRtXrtNI9rdIRlSqitFTy3+nZqc0rjOP5faDqBqJBYInOcrybdPcr8rM/33Mozo/WuUs22/Mtu20IOvTtQZfTrp2omX64kbnlHOln12h1arqi7GdflGH8mqWl4+Lj5OWT9ppW+Xbzjp+fu2H5Ak9Rh0llKplwEsEb1XBFjK9Hwveb4tOy7+UJIhmXlSwQyZjlMlQ5KzvwxHhq1xWu2Xj/xcoyZf76+lOL1nB7208a9q4KbACFBNe9S4C9z+YZGKy8uf2KNw9oCu+vPtz8vj9vh/rmEYuu2PI3XdXZfL4ahbyVk09QQBwUBigToxj86Qihed0Bon8+hf/fcM11NS8rWhDSzIqrrYGIYREUWb0bRhnBV71Fw4vK/+MnamPJIccYZ8XlOmaWrAjefVOamQYrMnCAgEs0JQJ4brSSmpPGkov6h6JcVJSpCR/qiURCFcOElOTVJyalKlRKL8YhxN36rLl5fP9r3uX9eiqtkiK95Z42/r3LuT/7FP560MecxANKPHAnViOFJlNH5KviOlkvtdlSUVkuSV4fqTjOTL7QwPMaIue9TU1qNw/8sTNPCmC7T6g6/01Ii/aMPqTQHFEE09QUAwkFigzkzTlDxf6nhScazd8xWJRRiLtQ3jajPwpgskSb2GdNfLW/6mQMtlrBiWAaIZiQXqzrtZ8u4sW7/C9aRMzzdSwUzJ/b6U/qDd0QGSAutRSG6UHNLYgFhAYhEmTN9hmYdulNH4zzISutgdTtWMJlLKL2Wk3iojrqWMpEtlJvaVWbLK7sgAv1D1KNATBFSN4s1w4c6WvFtkFr1ldyTVMuKaypH+OxlxLY+3OfvJkXanjVEhkkTr8uIN5S31as5T81SQW2B3KECD0WNhI9N0S2ZR2bH73bJG93syG92hspkXCTIc7JwJ1Eck9Sis/uAr/f3BVxSXEKeZ95YN5bCaJyIViYVNTNMrc//5ZYtMVeQ7KHP/ucfuxEnN3pcR3ybk8QFWYlGpmn1ybP+ST9763OZIgIYzzBAvIZiXlyeXy6Xc3Fylp6eH8tRhxyx8S2beQ5JKqnjUkFLHyGg0MSIWYwJqMtgxvMbHI6VnwSo+n0/P3Pa8ftyXK0n6asl6FReWyDAM/6qu51/bR/fMGqtGLDWOMFHX6zc9FjYyUq6VErvJPHSTZB6u+IiMJv+U4Ty32tcCiFymaWr3phyt+/i7k9rLbV67Te7CYsUlxMV8jw4iCz0WNjN9R2Xu7y2p8tbcRtP54Ts7BBEjXHbgrDgUUtUU0Fi8cHpLvfrP42/q5Udr762JtR4dhKe6Xr+ZFWK34qUqSyripZRbJCNNkmS637c1LMBKsbK8eCDi4uN00++vszsMwHIMhdjNLJTiu8hwPSUjobPM1Jtl5j7ony0C1AfFkpHh2+Ub/ceu5unKPXC8mJtlwhGpSCxsZqQMl5FyvLDNiMuUkfEPGyNCNAjXHTgjaQpoKKz9aL0Mh6GbfnudRvz+Z1rw3GLNmPiSJJYJR+RiKAQAbHLl2CF6Ye2fNGry9YqLj9PQWwfaHRLQYBRvAlEonIslTV+hzP1nS5KMFmtlOFJsiwVA3THdFIhh7MAJwC4kFgBCwvQVHjuoUJhsFsn0lR3ScwFEBxILIIqFU7Fk+fBHpbYDff3HRubGkx4HEHko3gQAAJahxwJASBgt1pYdmEX+ngqj+WeSkWxfUBEuXFZWBSqixwJASBiOlLI6ioqJhJF8vB0Rb9/2Azp6pMDuMGAzEgsAUaeowK3BjuEa7Bjun3obTYoK3CoqcJ+0smp5ux18Pp8mnv87PTdxti3nR/hgKASoI7qdrWE4UijUbKBwXFn1+5WbdHD3j/r4rc9118xfKyExIeQxIDyQWACIChW/qbNHSmhsXLNZ33++SZK0+oO1MgxD7qNuzf7tq8psd4oMQ+p79Tlq1irD5kgRSiQWQA24WEWOqr7FS/Z/kw+GhfkvS6p+ZdVQmTf9Pf335WWSJMMwZJqmHHEOvf7nt6VjazonJifqkpsHhDQu2IvEIkhYtjg6xNLFCpEjXFZWveuFX6tR41TN/+siyZBkSj6vT454h+Li4zThb7dpyKj+IY0J9mtQ8eaUKVNkGIYmTpxoUTgAolEoiikX5r/sv72WM8vf/lrOLH87rJWYlKhxf7lFQ28dKMMw/O2+Up9+M2usLv3VgErtiA317rFYtWqVZs6cqW7dulkZT8SrbdliiaWLI0nFi5Hd3c6oWXXf1qN5j5RwWFnVNE2tXbJePq+vUvv6T77Xxb+4wKaoYKd69VgcPXpUN910k1588UU1adLE6pgimrn/7LJbhaWKzQN9j7dXsawxwldyapL/VjGRKL9YResFq9z6T77Ts+P/Xq/Xlk99DLdpkbDWro17tHfzPqU1SdVjC+/XLU/8QobD0CfzPrc7NNikXj0W48aN0+WXX65Bgwbp8ccfr/G5xcXFKi4+/p9KXl5efU4JwAavT31byxes0iW/GqA7ek2SVPeptnbWp4TDN/lY4WqerhsmDdOwCZepacsmOveKnuo+4Eyt/d96u0ODTQJOLObMmaMvvvhCq1atqtPzp0yZosmTJwccWKRi2eLoFWsXq6ICt1Yt/lKStHxh3f69R5L/vfKxSj1eigsbKD0jTbdOualSW5dzT1eXc0+3KSLYzTBN06zrk3fu3KlevXrpgw8+UPfu3SVJ/fv319lnn61p06ZV+ZqqeiyysrKUm5ur9PT0hkUfxpgVgki07uPv9ORN01RaUqpSj1dHD5ctzxyfGK/SklJJUr9hvXX/y+Ml1TzV9sSpulXVp9g1lGSapm5ofbtKS7x6LedFxcXF2RIHEEny8vLkcrlqvX4HVGOxZs0a7d+/Xz179lR8fLzi4+O1dOlSTZ8+XfHx8fJ6vSe9xul0Kj09vdINQHg6tVOm0po00pH9ef6kQpI/qZCk5fNX6qq0kZWGOrxer+48/3eVejbCuT5lw6pN+nHvEeUdyte3y1kFFLBSQEMhAwcO1Lp16yq1/epXv1Lnzp01adIksv4KWLYYkSgjs4meXfmUXrz3Zc1/dlGdX/fNpxv07fINevv5D9TvqnOCEltDewEX/f1Dzf3jApmmqYLcQjniHTIkTb7uaaU2TpVhGLpu4uW6cuwl1gcPxJCAEou0tDR17dq1UltqaqqaNm16UjuAyJToTNBPB53lTywccY5KUwnLhzJKPaX+nSyXzPlUkvTlf7/WgV2HlNwoSY44h1LSymqLwqE+pVWHTP2Yc1hF+ZVno+QezFfuwXwlpTrVskOmTdEB0YOVNwGc5OM3V0iSnClOte/WRt+t+MH/WPlQxrje92vj6s2VXuct9ekXbcb47/8h+yH1GHhWg2KpbW2YuvZcdO9/pmat+7Meu/4Zff/58fcjQ+rUo71+/9rdatnulAbFCsCCbdOXLFlSbeEmgMi0+avt6tSjvWZ+9SdN++Rx3fzYDSc9Z9Tk65XauPqL+sCbLlCXvg2fGVDb2jCBaNGmuXoOKlvUz+Ew5Igr+y/wpxefRVIBWCSgWSFWqGtVKQD7FOQVKinVWalu6uiRAqW6Uiot0Xxw9yFNGvKYdm3cW2m45K4Xfq3LbhtkSSy+nJqTE0eAtUw3/2S8dv+QI1fzdDniHDqcc0Qt2jTTv7c+x/LTQA3qev1mKOQYpocCx6Wmn/z3v1Hj1JPamrbKUNFRd1lSYUiGyna4bNTk5OfWl5VrwxTmF2nPpn3qfXkP3Td7nAyHoam3ztDyBauUdyhfrmZ82QEaisQCOIbkMnCb127TgZ2HJEmX3zZYn7/3hQ7uOqRlb3ymC3/Wt5ZX103576Hifjsykuv1+0lJS9Z/ts9Qs1Mz/L0Tj7x1rw7sOkRSAVgk5hMLqwrDgFiUf/ioMtu30J3P3a5eQ7qrILdAf7ljlgrzCu0OrVrNWzetdN8wDLXIamZTNED0ifkaC6vHbxF5KiaXVXW1k1wCADUWQJ1VNbOg4gwEFjoDgLqL+cSCTcMAALAOiYWFhWGITCSXAGCdmE8sAJJLALAOicUx9dk0jOmJAABURmIBHBOMHWlJPgHEmgbvFRJrTF+h/3by2heFx6cuokqmr1C+nNPlyzmdzwqoo6ICtwY7hmuwY7iKCty1vwCwET0WAapu0yOmJ6IiFl4DEKtILBASsXahZW0MWKG8d8JdUOxvq3icnJoU8piA2pBYBMg/NVFiemIAuNACgbsqbeRJbT/PHO0/zva9HspwgDohsQhQxW/WTE9EdVgbA0CsIrFASMTahZa1MSJfUYHb32OwMP9lW4YdFua/LKls+KO8p+K1nFlKSnWGPBagrkgsGiAY0xOjFRdaIHBVJTNJqU5qKxDWSCyAICL5jDwUTAINE/PbpgNARYMdw2t8nIJJxKq6Xr9ZIAsAAFgmKoZCWDYZgFUomAQaJioSCwCwCgWTQMNEdGIRa6s5AgAQ7iI7sWA1RwBBkpyaRKEmUA8UbwL1YJZuUognVAFARIjoHotYW80R4cEs3Szz4OUyXFOl5CvsDgcAwkpE91gYjpSyOoqKicSx1Rypr0DQuN+XZMp0v1vvH2H6CuXLOV2+nNOP1woBQBSI6B4LIFRM90eSb1/ZcdFbZY3Fy2QWzik7NpKlpMtkGAk2RQgA4SEqEov6LJvM2heoK9P0ycz7reQ7eKzFOPanV2beQ8eO42Qk9JDis2r+WcxkAhDloiKxAILJMBxS09dlHpkoeb6WVF606ZPkkBwtZDSeLqOWpEJiJhOA6BfRNRb1YfoKy741nvSNsZCxblTLiDtVRsarkqPlCY+YMpq+JSPxbDvCAoCwE3M9FnxjRL35Dki+PSc0mpLnKyluYJ1+RLTOZCoqcOuqtJGSypbEZpVKIHbFXI8FUG/uD8v+jD9dRsYcyXmxJMkszq7zj2AmE4BoF3M9FtH6jREhkNBVRqOJUupoGUailDBDKnpTMmLz23lRgdt/7C4orvKYngsg9hhmiJcPrOt+7sHGrBCgYQY7htf6HJbEDi8MWaEh6nr9ZigEAABYJuaGQsrVZ+0LAMctzH/Zf+wuKNbPM0dLkl7LmaWkVKddYaEK5cNWDFkhFAJKLGbMmKEZM2Zo27ZtkqQzzzxTDz30kIYOHRqM2ICwxVBa9RejpFQnF6owUz78UVF5IigxZAVrBTQU0rp1az311FNavXq1Vq9erYsvvlhXX321vvnmm2DFFzbY2wEAgNo1uHgzIyNDTz/9tG699dY6PT9cijcDxTdUSJWX5K5uVhF/NxBuKg6FVDVkRQ8T6qKu1+9611h4vV69/vrrKigoUN++fat9XnFxsYqLj4/l5eXl1feUqAMSoOCqbYE1iUXWEH6qShwYskKwBJxYrFu3Tn379pXb7VajRo00b948denSpdrnT5kyRZMnT25QkHZi0yiEM5+v7C+iw8EELwDhIeChkJKSEu3YsUNHjhzRm2++qVmzZmnp0qXVJhdV9VhkZWVFzFCIL+f0Gh93hMm309q66EmArBFuQyGP3/CMDIeh374yMWTnBBCbgjYUkpiYqI4dO0qSevXqpVWrVukvf/mLXnjhhSqf73Q65XQy9SzY2AMlNMqThvIeq7LGZFsSt8L8In0673P/cUoaq8cCsF+D17EwTbNSj0S0YQlwhBN3YbF2fLdLkvTVkm9V6vFKkt6d+V9171/Wa9jmjNZKSiGZB+qD1UkbLqDE4sEHH9TQoUOVlZWl/Px8zZkzR0uWLNHixYuDFZ/twukbak1IgELLrgXW/vnQXL3x57f99x1xZbUVM+/9l7/turuu0Jipo0IeW6gUejzqOmO6JGn92AlKSUiwOSIAFQWUWOzbt08jR47U3r175XK51K1bNy1evFiDBw8OVnyoo0hJgNAwNz5wjXZt3KMV76yRJPm8vkqPn3tlT/3iwWvtCC1ikahACt7qpO9v/kFFHo+Gda5+kkO0CSix+Pvf/x6sOMIeS4AjHKQ3TdOjCybpuYmzNf+viyo9Nmz8UN0x7VcyDMOm6IKn0OOp9ZiEAA0RjNVJTdPU48uW6GhJsa48vbPiYmT2VszuFRKtSICin2EYyj1Yth6M4ShLIkyfqbxD+VGZVEjy9yicqPesGf7jLRPuqfPPszNR2Zmbq6OeEp3RrHlQfj7Cx/eHDmp3ftm/1VV7duvc1lk2RxQaJBaIGrGyOFhJsUefLVwtSRp660BJ0nsv/lfLF6xSSbFHiU6+udfG6kQlEA98+L62HDmsT391e9QmgpGofFO9hm6ot2DDd3p+9UpJUm6xW3HHfsd3Ln5XGcllNW83ndVdI7qdbVHk4YfEAogw3lKvOvfuqKvuuFQXXHeuJKnXkO5a+NxieUu9UhQmFuvHTvAfF3o8/gRg5eixETUEcsRdpBW7d8lnmlp/YL/OanGK3SHhGKtWJ22ekqqdubkqLPVUaj9QWKADhQVKjIvTKamNGhRruCOxQMSLtdVRk1OT9PSHj1Rqu+C6c/1JRjSqLnlISUioV2IRykRlw6GDWvD9d5KkHblH5DNNOQxDf/h0mbq1yJQkXXha25jpJo92/bLaaNFNozR+0dtat3+fylegNCR1zGiqv112pTpmNLUzxKAjsUDEY3EwBMrqRKUmX+/L0fNryrrG4wxDDsOQzzS1ctcuLd+5Q5JkGApaYsGsl9DLcrk0uENHfb1/nwyV1UWZpqkLT2sb9UmFRGIRE2Kl9gCxISUhIWj1D8EwvEtXuZxO3Zu9WIUej3zHdlEwZSre4dDvLxygEWd1tzlKlEtOTarXDJATvbNxgyQpLdGphDiHDhUV6Z2NG/Tg+RdFfW0NiQUiHouDIdwN6dBJh91uPfDhB/42U9KtZ/fQyCgu4otV7lKPNhw6qD6ntta0Sy5XQpxD92Yv1kfbtupAYYFaUGOBSFVb7YEUHfUHLA6GhghVD8hHW7f4jw1JPtPUh1u36P7zLwrK+cqnzrLuR+glxSdoyahbdWpaun/tillXXqPtuUeiPqmQSCyiWm21BxL1B0AoeH0+Ld2+VakJiXp68KVqlpKi8Yve1ubDP2p3fp5OTbN+p+eqptSGYjotyrRxNa503zAMtW3cxJ5gQozEAgCCLM7h0CMXXazzT2vrTyIW33SzFm78Xs2S6VlDdDFM0zRrf5p16rqfOxqu4lBIdbUHDBfEJnZwjH4Vh0Kqmk7LUAgCVdfrNz0WUYzaAyB2VZU4BGM6LXAiEgsghgRrB0cAKMdQCBBDBjuG1/i4FfP3AUSnul6/Y2MP13oyfYXy5ZwuX87px+sVAABAtWJuKIRVKBHLrNrBEQCqE3OJRV3E2qZWiB1W7eAIANUhsagCm1oBAFA/MZNYxMry1kBdWLXREoDwsuXwj3KXlqpL8xa2xRA7iUUAy1uzqRUAIBLdl/2+9hUc1bKbR9u2i2rMJBaBYGEpAECkOVBQoC9z9siU9P3BAzrDpl6LmEks6IUAAESbdfv3acH330mSth05LElyGIYe/3iJzmhWllgMbNdefbPahCym2Eks6IVAjGJfECB6fXtgv/6xdo0kKe7Y0IfPNLVy9y59tmunJKlxUhKJRbgwHCnMAAEAhK3rzzxLTZOTdc8Hi1To8ajiUtrOuHg9fvEgXdu5S0hjirmVNw1HihyZG+XI3EhvBaJaUYFbRQXuk/YFKW8v3zcEQGQb1L6j7u13gbwVdujwmaZG9+ip6844M+RFnPRYoM5icdXSSH7P5cMfFZWvtlmOKadAdPjvls3+Y0OSKSl7y2bd0/f8kMcScz0WAABEkxKvV8t37ZDLmaR/XHWtXh9+ozJTG2njoYPaX3A05PHQY2GDSPsWHItLnEfDgmrsCwIrFXo86jpjuiRp/dgJSklIsDkilEtwOPTkxYN14Wlt1SK1kSRp8YhRWvTDRjVJCv3MRxIL1CoWlzgPZEG1cMW+IEBsMAxDP+vStVJbujNJ13ftZks8JBYhFA3fggHElkKPp9KfJx5LovcClRimaZq1P806eXl5crlcys3NVXp6eihPbTtfzum1PscRht+CKyZEVS0uFo3JUG3vWYrO9w2cqP30qbU+Z8uEe0IQCexW1+s3PRaoVSwuLhaL7xkArEBiEUIsKw5AiqxCyPVjJ0gqi7n3rBmSpJWjx4Z1zLAXiUUIVfctWKpQLBgBs0RiCauvItZVlUCkJCSQWKBaJBaoMy6yQMPUVgjJxRrRgOJNG8ViUSQQy2orhKQIEuGM4s0IEIvrQwAAohuJBQCECIWQiAUB7RUyZcoUnXPOOUpLS1OLFi00bNgwbdiwIVixRT2jxdqyW/PPjrc1/8zfDiC6lBc9VkwkqmoDIllAicXSpUs1btw4rVixQtnZ2SotLdWQIUNUUFAQrPiimuFIKaujqDjd9NhaCdRXAAAiUYOKNw8cOKAWLVpo6dKluvDCC+v0Goo3TxZpm5IB4SiS1oYAIlFIijdzc3MlSRkZGdU+p7i4WMXFxZUCAwAA0SmgoZCKTNPU3XffrfPPP19du3at9nlTpkyRy+Xy37Kysup7yqhlOFLkyNwoR+ZGeiuAABV6PP5bTW0AQqPeQyHjxo3Tu+++q08++UStW7eu9nlV9VhkZWUxFALAEqwNYb1DhYW6472F+tPgocpyuewOB2GirkMh9eqxGD9+vBYuXKiPPvqoxqRCkpxOp9LT0yvdAKAmhR6P2k+fqvbTp9LrYINFmzZq1Z7dmvf9t3aHgggUUI2FaZoaP3685s2bpyVLlqhdu3bBigsA6oS1Iaz33g9li/O988MGTejTt5ZnA5UFlFiMGzdOr7zyihYsWKC0tDTl5ORIklwul5KT2aETqA4zf+qmPntpsElWwxWXlqrfP2bqiLtIklQ+Pr7px0PqcGyoKSUhUf8bdYuap6Radl5m8kSngBKLGTPKvg3079+/Uvvs2bN18803WxUTgBhVfpGpqLwXQqJeIlic8fG6+eyfatqK5Tqx6K78/vAzu6pZMglxOAnXxCzgoRAAdVdxo7njjUUyfWWH9FwErrr/TFMSEkg8GmB8777qc2qWbln4VqVeojjD0PNXXK2B7TrYGB0iCXuFAEHERnOBoV7CXp2bNVNxaWmlNq9p6idNm1l6HraPb5jaPj/J3s+QxAL1Rt0ArFZTvUR161XU9FoE5n9bt8hrmnIYhq7p3EULN3wnj8+nxZt+0OgevSw7D0NeDVPb5yfZ+xmSWABB5N9Mzizy91QYzT+rvD8M6oSLUfDtyc9XVnq6pl1yuX7aspVG9+ilCYve0d6j+XaHhghCYoGAUTdQd+WfRflnU9aYzGeEWtlRmDe2V2+N7dVbhmFIkn7StJkW3zTqpILOhmLIq2HC/fMjsUDAqBtAsFVViBnu/5lGg/KE4sS2k1sbhinCDRPunx+JBRAChiOFhKuBwv0/U6tQ2IhIR2KBgFE3AARPLNWSMEU4OpFYIGDUDcBOXIyAMuH6b4HEAgDCSKTUkoTrqo+wH4kF6o26AcSyYF1YY6WWBNGLxAIAUGcUl6I2JBYxglUyAVghlopLUT8kFgAQgFB9Yw/XwjygNiQWUa62VTIlVsoEAhHr39gjpbgU9iGxiHK1rZIpsVImgLqjuBS1IbEAgADwjR2oGYlFlGOVTCBwNU0l5Rt7GWpAUB0SiyjHKpkAgFAisQCAY2qb8SEd77HgGztQNRILC0TCGhGskgnUrrYZH1L0z/oAGsphdwAAACB60GPRALWtERGOPRcAqseMD6DhSCwaoLY1Ihh6CB8Vh6vU9F05EjrZGg/CEzM+gIZjKASxx73Y7giAsFDo8aj99KlqP33qSUWqsRwLGoYeiwZgjYjwZvoKZZoeSaWVh6vc78mX8gtJkuFIk2Ek2hMgwhYzPoD6I7FoANaICG9VDVVJkrybpWOJoCmn1OJTGY700AUG2Cyctj4PZIovIgOJBWKa0egOkgrEnHDaSI0pvtGHxAJRq3yoyvR8LR2+XZK7wqNOqfHzMpLOsyM0AIhahmmaZihPmJeXJ5fLpdzcXKWn800RwWd6D8g8cL6kyn/VjebLZMRl2hMUYKOKww9VTau1ayikuim+DIWEh7pev+mxQPQrzlblpCJRUonk/kBK/aVNQQH2CadpteEUC6zBdFNEP98RKb6LjGbvyZG5UUazhVJ8V8nMtTsyAIg6DIUAAIBa1fX6TY8FAACwDIkFAACwDIkFAACwDIkFAACwDIkFAACwTMCJxbJly3TllVeqVatWMgxD8+fPD0JYAAAgEgWcWBQUFKh79+569tlngxEPAACIYAGvvDl06FANHTo0GLEAAIAIR40FAISJQo9H7adPVfvpU0/aOhyIFEHfK6S4uFjFxcX++3l5ecE+JQAETaHH49/qe/3YCexpAZwg6D0WU6ZMkcvl8t+ysrKCfUoAiCiFHo//VlMbEAmC3mPxwAMP6O677/bfz8vLI7kAEFFOvOBXddyQnovyHpCKyrcQl6QtE+6p988GQi3oiYXT6ZTT6Qz2aQAgaKq68Etc/IGqBJxYHD16VJs2bfLf37p1q9auXauMjAy1adPG0uAAIBasHztBUlkPSHmysnL0WOo3EJECTixWr16tAQMG+O+XD3OMGjVKL730kmWBAUC4KL/wS8G5+Ff1M1ISEkgsEJECTiz69+8v0zSDEQsAhKXqLvBc/IGTBb3GAgBQNykJCdRqIOKRWABAALj4AzVj5U0AqANWxYwM/J7sR2IBAAgp0zTlLg2/iz5JiTVILMKc6SuUL+d0+XJOl+krtDscIObUtiomF6DAvfbtep33jxctTS5YvTR8UGMBADWobVVMicWxAvXmt9/osLtIH2/frsEdOlryMxuyeml54hGMVVVjEYlFmPL3TphFFRqLZPrKDg1HSuiDAoB68Pp8Wrd/nzw+r4o8pVqzd7ck6bVv16lxcpIkqVWjdJ2anm5LfCypbi0SizBl7j/75LYDff3HRubGEEYDxC5WxWy4z3bt1C/nv+G/bxz788OtW/Th1i2SpNMzmmrxiJvrfQ5+T+GDxAIAasCqmA3XL6uNHjz/Iv3h02XymaZOXGKxfZMm+svQKxp0job8nkhKrEViEaaMFmvLDswif0+F0fwzyUi2LygAqAeHYWh0j176SbNmGjX/TX97nGGoS/MWmvuz65UUb99FnOTRWiQWYaq8hqK8pqKsMZnaCsAmLIzVcPuOHpVUNhRiSvKaprYdOaJ4R5xl5+D3ZD+mmwIAQmLRph8kST1attIjF12spPh45ZcUa+XuXTZHBivRYwEACImOGRnq0bKVxvQ8R3EOhy48ra2mfLJUqYmJdocmid4OqxhmiLcqzcvLk8vlUm5urtJtmloEAAACU9frN0MhAADAMiQWAADAMiQWAADAMiQWAADAMiQWAADAMiQWAADAMiQWAADAMiQWAADAMiQWAADAMiQWAGJWocej9tOnqv30qSr0eOwOB4gKJBYAAMAybEIGIOaU905U7KWoeJySkBDymIBoQWIBIOZ0nTH9pLbes2b4j9nhEqg/hkIAAIBl6LEAEHPWj50gqWz4o7ynYuXosQyB1FOhx+PvBVo/dgKfY4wjsQAQc6q68KUkJHBBBCxAYgEAqBeKYFEVwzRNM5QnzMvLk8vlUm5urtLT00N5agCwXTQNG7SfPrXGxymCjS51vX5TvAkAACzDUAgAhEBtwwZS5A0dUASLqpBYAEAI1LZ2hhR5QwcUwaIqDIUAAADLULwJACFQcSikumEDvukjnNX1+s1QCACEAMMGiBX1Ggp57rnn1K5dOyUlJalnz576+OOPrY4LAABEoIB7LObOnauJEyfqueee03nnnacXXnhBQ4cO1bfffqs2bdoEI0YAiBopCQkRV6QJBCLgGos+ffqoR48emjHjeDXzGWecoWHDhmnKlCm1vp4aCwAAIk9QFsgqKSnRmjVrNGTIkErtQ4YM0fLly6t8TXFxsfLy8irdAABAdAoosTh48KC8Xq9OOeWUSu2nnHKKcnJyqnzNlClT5HK5/LesrKz6RwsAAMJavYo3DcOodN80zZPayj3wwAPKzc3133bu3FmfUwIAgAgQUPFms2bNFBcXd1LvxP79+0/qxSjndDrldDrrHyEAAIgYAfVYJCYmqmfPnsrOzq7Unp2drX79+lkaGAAAiDwBTze9++67NXLkSPXq1Ut9+/bVzJkztWPHDo0ZMyYY8QEAgAgScGJx/fXX69ChQ3r00Ue1d+9ede3aVe+9955OO+20YMQHAAAiCHuFAADqpdDjOWnX1vVjJ7BMeZQKyjoWAAAANWETMgBAQAo9HhV6PCo6tmNrRYcKC1V4bHM1ei5iE4kFACAgJw5/VHTRP2f5j9kTJTYxFAIAACxDjwUAICDrx07wD4VU7KGQpKWjRiuZYZCYRmIBAAhIef1EYRU1Fk1TUkgqYhxDIQAAwDL0WAAA6iUlIYECTZyEHgsAAGAZEgsAAGAZEgsAAGAZEgsAACJUocej9tOnqv30qVXO0rEDiQUAALAMs0IAAIgw5b0TFXspTuyxsGs9ERILAAAiTFX7tfSeNaPSfbumAjMUAgAALEOPBQAAEWb92AmSyoY/ynsqVo4eGxbLqZNYAAAQYapKIFLCZPM3hkIAAIBl6LEAAFhuf8FRHSos1BnNW9gdSlQLx/1a6LEAAFju0aUfacS81+X1+ewOBSFGYgEAsJS71KMPt27WYbdbq/fstjschBhDIQCABtt+5Ijmff+tTJnak5+vYq9XDsPQtM+Xq/eu1pKk3qe21nlZp9kcKYKNxAIA0GDr9+/T9JWfSZIchqE4w5DXNLVm7x59vnuXJOnGrt1ILGIAiQUAoMEuP/0nSkqI1z0fLFJBSYm8pilJ8pmmHIahu87tpzE9e9scJUKBGgsAgCUGtuugJwYM9icVkmRIuv7MszTunHMV5+CSEwv4LQMALLNsx7ZK972mqY+2bZFZIdlAdCOxAABY5sOtm5UYF6enBg7RWz//hVo2SlPO0aPa+OMhu0NDiFBjAQCwzL19z1evVqeqQ0ZTSdKim0bpjW/X69S0dJsjQ6gYZoj7p/Ly8uRyuZSbm6v0dP6iAQAQCep6/WYoBAAAWIbEAgAAWIbEAgAAWIbEAgAAWIbEAgAAWIbEAgAAWIbEAgAAWIbEAgAAWIbEAgAAWIbEAgAAWCbke4WUryCel5cX6lMDAIB6Kr9u17YTSMgTi/z8fElSVlZWqE8NAAAaKD8/Xy6Xq9rHQ74Jmc/n0549e5SWlibDMCz92Xl5ecrKytLOnTtjdoOzWP8MYv39S3wGsf7+JT4D3n9w3r9pmsrPz1erVq3kcFRfSRHyHguHw6HWrVsH9Rzp6ekx+Zepolj/DGL9/Ut8BrH+/iU+A96/9e+/pp6KchRvAgAAy5BYAAAAy0RVYuF0OvXwww/L6XTaHYptYv0ziPX3L/EZxPr7l/gMeP/2vv+QF28CAIDoFVU9FgAAwF4kFgAAwDIkFgAAwDIkFgAAwDJRnVhcddVVatOmjZKSktSyZUuNHDlSe/bssTuskNi2bZtuvfVWtWvXTsnJyerQoYMefvhhlZSU2B1ayDzxxBPq16+fUlJS1LhxY7vDCYnnnntO7dq1U1JSknr27KmPP/7Y7pBCZtmyZbryyivVqlUrGYah+fPn2x1SSE2ZMkXnnHOO0tLS1KJFCw0bNkwbNmywO6yQmjFjhrp16+ZfGKpv375atGiR3WHZZsqUKTIMQxMnTgzpeaM6sRgwYIBee+01bdiwQW+++aY2b96sn/3sZ3aHFRLff/+9fD6fXnjhBX3zzTd65pln9Pzzz+vBBx+0O7SQKSkp0fDhwzV27Fi7QwmJuXPnauLEifrtb3+rL7/8UhdccIGGDh2qHTt22B1aSBQUFKh79+569tln7Q7FFkuXLtW4ceO0YsUKZWdnq7S0VEOGDFFBQYHdoYVM69at9dRTT2n16tVavXq1Lr74Yl199dX65ptv7A4t5FatWqWZM2eqW7duoT+5GUMWLFhgGoZhlpSU2B2KLf74xz+a7dq1szuMkJs9e7bpcrnsDiPoevfubY4ZM6ZSW+fOnc3777/fpojsI8mcN2+e3WHYav/+/aYkc+nSpXaHYqsmTZqYs2bNsjuMkMrPzzc7depkZmdnmxdddJF55513hvT8Ud1jUdGPP/6o//znP+rXr58SEhLsDscWubm5ysjIsDsMBEFJSYnWrFmjIUOGVGofMmSIli9fblNUsFNubq4kxey/ea/Xqzlz5qigoEB9+/a1O5yQGjdunC6//HINGjTIlvNHfWIxadIkpaamqmnTptqxY4cWLFhgd0i22Lx5s/76179qzJgxdoeCIDh48KC8Xq9OOeWUSu2nnHKKcnJybIoKdjFNU3fffbfOP/98de3a1e5wQmrdunVq1KiRnE6nxowZo3nz5qlLly52hxUyc+bM0RdffKEpU6bYFkPEJRaPPPKIDMOo8bZ69Wr/8++99159+eWX+uCDDxQXF6df/vKXMiN4sdFA378k7dmzR5deeqmGDx+u0aNH2xS5Nerz/mOJYRiV7pumeVIbot///d//6euvv9arr75qdygh95Of/ERr167VihUrNHbsWI0aNUrffvut3WGFxM6dO3XnnXfq3//+t5KSkmyLI+KW9D548KAOHjxY43Patm1b5Ye6a9cuZWVlafny5RHbNRbo+9+zZ48GDBigPn366KWXXpLDEXG5ZCX1+f2/9NJLmjhxoo4cORLk6OxTUlKilJQUvf7667rmmmv87XfeeafWrl2rpUuX2hhd6BmGoXnz5mnYsGF2hxJy48eP1/z587Vs2TK1a9fO7nBsN2jQIHXo0EEvvPCC3aEE3fz583XNNdcoLi7O3+b1emUYhhwOh4qLiys9FizxQT+DxZo1a6ZmzZrV67XlOVRxcbGVIYVUIO9/9+7dGjBggHr27KnZs2dHfFIhNez3H80SExPVs2dPZWdnV0ossrOzdfXVV9sYGULFNE2NHz9e8+bN05IlS0gqjjFNM6L/zw/EwIEDtW7dukptv/rVr9S5c2dNmjQpJEmFFIGJRV2tXLlSK1eu1Pnnn68mTZpoy5Yteuihh9ShQ4eI7a0IxJ49e9S/f3+1adNGf/rTn3TgwAH/Y5mZmTZGFjo7duzQjz/+qB07dsjr9Wrt2rWSpI4dO6pRo0b2BhcEd999t0aOHKlevXqpb9++mjlzpnbs2BEzdTVHjx7Vpk2b/Pe3bt2qtWvXKiMjQ23atLExstAYN26cXnnlFS1YsEBpaWn+2hqXy6Xk5GSbowuNBx98UEOHDlVWVpby8/M1Z84cLVmyRIsXL7Y7tJBIS0s7qaamvMYwpLU2IZ2DEkJff/21OWDAADMjI8N0Op1m27ZtzTFjxpi7du2yO7SQmD17timpylusGDVqVJXv/6OPPrI7tKD529/+Zp522mlmYmKi2aNHj5iaavjRRx9V+fseNWqU3aGFRHX/3mfPnm13aCFzyy23+P/+N2/e3Bw4cKD5wQcf2B2WreyYbhpxNRYAACB8Rf6gOwAACBskFgAAwDIkFgAAwDIkFgAAwDIkFgAAwDIkFgAAwDIkFgAAwDIkFgAAwDIkFgAAwDIkFgAAwDIkFgAAwDIkFgAAwDL/DwtWwL36BopxAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.datasets import make_blobs\n", "fig, ax = plt.subplots()\n", "X, y = make_blobs(\n", " n_samples=100,\n", " n_features=2,\n", " centers=3,\n", " random_state=0\n", ")\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.2, random_state=42\n", ")\n", "sca1 = ax.scatter(X_train[:,0], X_train[:, 1], c=y_train, marker='+')\n", "sca2 = ax.scatter(X_test[:,0], X_test[:, 1], c=y_test, marker='*')\n", "ax.legend(\n", " handles =[sca1, sca2], # 使用哪些图\n", " labels = ['Train', 'Test'],\n", " loc='upper left'\n", ")" ] }, { "cell_type": "code", "execution_count": null, "id": "7ad5deb9-5610-44d4-8c85-4637972e7f52", "metadata": {}, "outputs": [], "source": [ "z注意:有些对象不支持handle,需要手动画线" ] }, { "cell_type": "code", "execution_count": null, "id": "d399922b-47f4-4ed5-b1b1-ed74e649a85d", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "b7f5143e-6e37-4d2b-9931-a4f01144bbd8", "metadata": {}, "source": [ "## 4.4 简易散点图" ] }, { "cell_type": "code", "execution_count": 56, "id": "8939545e-dcf4-434f-b851-5fc1fb8e89ff", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline \n", "import matplotlib.pyplot as plt \n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "a27f30b9-2d9f-450b-9939-65816dacfd54", "metadata": {}, "source": [ "### 4.4.1 用.plot画散点图" ] }, { "cell_type": "code", "execution_count": 3, "id": "87787846-f5fb-4915-add1-3cda3d57aa72", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 10, 30) \n", "y = np.sin(x) \n", "\n", "plt.plot(x, y, 'o', color='black');" ] }, { "cell_type": "code", "execution_count": 60, "id": "3bfab3e9-99e6-411b-85aa-a86c7a3e9f41", "metadata": {}, "outputs": [ { "data": { "image/png": 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6NB+fk/j6+jq+KJFGLqcgh+j10ZwqPsXyg8vZ+sutDg8h3bp1Y/bs2QB07NiRnTt3EhwcTGxsLHD13/7IkSPJy8sjIiKC/Px8Ro4cybRp02zL8PT0JDY2lq+++gqTyQTA5cuXefnll/Hz8wOwDfCsrKwkNjaWCxcukJqaatt37N27l/3797NmzRp69eoFQO/evYmOjuaNN94gISEBgG+//ZapU6fSp08f2/p79uzZgN+QcymAyG3Pw8ODxx+/nxMnPrI7DePp+RGPP36/7a8eEam7zZ9t5lTxKQBOFZ9iS94WhweQkJAQ2+uqsRDdu3e3tbVq1QrAdprEYrEAcOnSJfLz88nPz2fnzp0AdqdifX19beHjWvHx8Rw5coTFixfbjbnIzs7Gy8uL8PBwKisrgauDQiMjI23LrxIYGGj3vmr+mri7u7vk4NK6UgARARITrcAStm3bQHHxffj4nLRdBSMiN26weTDLDy7nVPEpOvp0ZJBpkMNraNGiRbU2Ly8v2+vvH7zPnj3LnDlzyMrKonnz5gQGBnLPPfcAYBiGbb6awgdAQUEB3bt3Jzk5mYEDB9r+eDl//jxlZWV24adK8+bN7d5f2+N68uRJ+vXrV+v2JSQkEBMTU+t0V6cAIgLccccdvPbaDF59tYKioiJ8fX3V8yFyC0I7hLL1l1vZkreFQaZBThkDcqOsViuFhYWkpaXRrVs3mjVrxu7du9mxY0edPr9o0SI6dOjA0KFDWb58OZMnTwbAx8cHPz8/UlJSbqgef39/NmzYUOv0e++994aW52oUQESu4eHhoQGnIvUktENoowgeVXJzcxk3bhw9evSwte3Zswew7wGpja+vLyaTiVGjRpGSkkJ0dDSdO3fm4YcfZs2aNXh7exMQEGCbPz4+HoCgoKAal+fh4VHrtKagyVyGm1OQw4KPFpBT4JqjfUVExLUFBQWxceNGtm3bxp49e5g/f77tKpTy8vI6L2fKlCm0bNnSFjD69u1LUFAQ48eP591332Xfvn3MmzeP1NRUHnzwwXrdhoqKCj755BNOnTpVr8ttCE0igFSNtn5p90tEr49WCBERkRuWkJBAYGAgc+fOZcaMGRw/fpy1a9fi7e1Nbm5unZfj4+OD1Wpl3759bN261XZJbmRkJElJSVgsFnJyckhISGDEiBH1ug1nzpxh9OjRbNy4sV6X2xDcjLr0KzWAw4cPExMTQ3p6Og899NAtLWvBRwt4afdL/3nfZwHzes+7xQpFRETk++rr+N0kekAGmwfT0acjgNNGW4uIiEjdNYlBqI1xtLWIiMjtrEkEEGh8o61FRERuZ03iFIyIiIg0LgogIiIi4nAKICIiIuJwCiAiIiLicAogIiIi4nAKICIiIuJwCiDfYxgGzz//fJ0ePCQiIiI3RwHke9atW8fKlStZt26ds0sRERFpshRArmEYBomJiZSUlJCYmKheEBERua7s7GzMZjOHDh1yyvrNZjNxcXE1Tnv99dcxm82cPHnSwVVdX5O5E2p9WLduHXl5eQDk5eWxbt06Ro8e7eSqpD7kFOSw+bPNDDYPdrk75s4ZM4ayY8eqtXsFBPDK2rVOqEhEGhs3N7cfbK9tujMpgHynqvejtLQUgNLSUhITExk1apRL/uKk7nIKcoheH82p4lMsP7icrb/c6lIhpOzYMV7bv79a+wtOqEVEGp+2bdvi7+9f6zR3d3fatGnj4KquT6dgvnNt70eVql4Qadw2f7aZU8WnADhVfIoteVucXJGINDSz2UxGRgZWq5XQ0FCioqJIS0vjzJkzPPvss4SEhNC/f3+2b99u97nNmzczbNgwgoODCQ4O5sknn+TAgQO26XFxcUyaNImZM2cSGhrKpEmTqq27qKiIAQMGMHToUIqLi4Grf9QuXLiQXr160aNHD8aMGcPhw4dtn0lPTyciIoI333yTiIgI+vTpw+eff47ZbK71Jz09HQCTyYTZbK7xewgMDKRz587ceeedt/yd1rfbrgfEMAymTZtGUlKSXc/G3r17CQoKsmszDIO9e/fqNEwjN9g8mOUHl3Oq+BQdfToyyDTI2SWJ3D7c3MBJ4+kWLFjAkCFDWLp0KevXr2f+/Pl06dKFgQMHMnz4cFasWEFcXBwRERG0bt2azMxMZs6cycSJE7FarZw7d47k5GSmTZvGrl278PDwACArK4uoqCiWLl2Ku7u73TpLSkoYP3487u7urFq1Ch8fHwzDwGKxcPToUaZOnYq/vz+pqamMGTOGTZs20alTJwCKi4t5++23WbRoESUlJXTq1InU1NRat69Lly4ArF69utZ5wsLCyMjIuNWvskHcdgGk6iqX8PBwu2CxbNkyJ1YlDSm0Qyhbf7mVLXlbGGQa5FKnX0SaPCcO5u/WrRuzZ88GoGPHjuzcuZPg4GBiY2MB8PPzY+TIkeTl5REREUF+fj4jR45k2rRptmV4enoSGxvLV199hclkAuDy5cu8/PLL+Pn5AVcHoQJUVlYSGxvLhQsXSE1NxdfXF7j6B+7+/ftZs2YNvXr1AqB3795ER0fzxhtvkJCQAMC3337L1KlT6dOnj239PXv2bMBvyLluqwDy/atcNL7j9hHaIVTBQ+Q2ExISYnvdtm1bALp3725ra9WqFYDtNInFYgHg0qVL5Ofnk5+fz86dOwGoqKiwfc7X19cWPq4VHx/PkSNHWLx4Me3atbO1Z2dn4+XlRXh4OJWVlcDVQaGRkZG25VcJDAy0e181f03c3d0b9THstgoguspFXJFXQECNA069AgIcXotIU9KiRYtqbV5eXrbX3z94nz17ljlz5pCVlUXz5s0JDAzknnvuAbC7LUNN4QOgoKCA7t27k5yczMCBA22nbM6fP09ZWZld+KnSvHlzu/dVvSYAJ0+epF+/frVuX0JCAjExMbVOd3W3TQDRVS7iqnSprYhrsFqtFBYWkpaWRrdu3WjWrBm7d+9mx44ddfr8okWL6NChA0OHDmX58uVMnjwZAB8fH/z8/EhJSbmhevz9/dmwYUOt0++9994bWp6ruW0CyA9d5aJeEBERyc3NZdy4cfTo0cPWtmfPHoA63ZjS19cXk8nEqFGjSElJITo6ms6dO/Pwww+zZs0avL29CbimZzM+Ph6AoKCgGpfn4eFR67SmoE6X4X722Wc8+eSThIaGMmDAAPbXcM8CgC+//JKxY8fSs2dPoqKiSEpKcpm7iVZd5fLoo4/afoKCgti7d6+zSxMRERcQFBTExo0b2bZtG3v27GH+/Pm2q1DKy8vrvJwpU6bQsmVLW8Do27cvQUFBjB8/nnfffZd9+/Yxb948UlNTefDBB+t1G4qLi/nkk0/4+uuv63W5DeG6AaSiogKLxUL//v35+9//zqxZs7BYLJw5c6bavNOnT6dnz55kZ2ezbt06Nm3axF/+8pcGKfxGLVu2jP379/Pxxx/bfvbv36+rX0REBLg6piIwMJC5c+cyY8YMjh8/ztq1a/H29iY3N7fOy/Hx8cFqtbJv3z62bt1quyQ3MjKSpKQkLBYLOTk5JCQkMGLEiHrdhiNHjjB69Gh2795dr8ttCG7Gdboo9uzZw8yZM/nb3/5mGysxceJEwsLCmDhxot28oaGhPPPMM1gsFgoKCvj1r39NXFwcAwYMqLbcw4cPExMTQ3p6Og899FA9bpKIiMjt6w9/+ANdu3bl8ccfb5Dl19fx+7o9IMeOHaNr1652AzUfeOCBauMpACZNmsQbb7xBjx49+OlPf0qvXr1qDB8iIiJS/06dOkVGRgYPP/yws0u5rusGkNLSUjw9Pe3aPD09KSsrqzZvs2bNsFqt5OTksG3bNj755JMfvEObiIiI1B8/Pz+Sk5Np3769s0u5rusGEG9v72qDb8rLy/H29rZr+/TTT1m+fDlPP/00d955J127duW5555jrS4xFBERcYg777zT7kobV3bdABIQEMCXX35p15afn0/Xrl3t2goKCqrdsa1Zs2Y0a3bbXOkrIiIidXTdABIREYG7uzspKSlcvnyZXbt2kZ2dXW1wS1hYGG5ubixZsoTLly9z8uRJli1bRnR0dIMVLyIiIo3TdQOIh4cHK1euJCsri4iICBYvXkxSUhL33XcfmzdvJjT06vM1/Pz8WLlyJf/3f/9Hr169GDNmDP369bPdW19ERESkSp3OjwQGBtb4SODBgwczePBg2/sePXrw5z//uf6qExERkSapTndCFREREalPCiAiIiLicAogIuJQOQU5LPhoATkFOc4uRaReZGdnYzabOXTokFPWbzabiYuLq9O8jz32GL/61a8auKK6UQAREYfJKcghen00L+1+iej10QohIvXk2ruVNxYKICLiMJs/28yp4lMAnCo+xZa8LU6uSKTxa9u2Lf7+/nWa19/fn3bt2jVwRXWjACIiDjPYPJiOPh0B6OjTkUGmQU6uSBrCe2fPcq6iwq7tXEUF750967AazGYzGRkZWK1WQkNDiYqKIi0tjTNnzvDss88SEhJC//792b59u93nNm/ezLBhwwgODiY4OJgnn3ySAwcO2KbHxcUxadIkZs6cSWhoKJMmTaq27qKiIgYMGMDQoUMpLi4Grj7WZOHChfTq1YsePXowZswYDh8+bPtMeno6ERERvPnmm0RERNCnTx8+//xzzGZzrT/p6ekAmEwmzGYzxcXFREVF8ctf/pKq58xeuHCByMhI2y0xAgMDMZvN9ftl3yTdplREHCa0Qyhbf7mVLXlbGGQaRGiHUGeXJA0g6u67sR47xpKAANp4eHCuosL23pEWLFjAkCFDWLp0KevXr2f+/Pl06dKFgQMHMnz4cFasWEFcXBwRERG0bt2azMxMZs6cycSJE7FarZw7d47k5GSmTZvGrl278PDwACArK4uoqCiWLl2Ku7u73TpLSkoYP3487u7urFq1Ch8fHwzDwGKxcPToUaZOnYq/vz+pqamMGTOGTZs20alTJwCKi4t5++23WbRoESUlJXTq1KnGW2BU6dKlC4DdM9fmz5/Pc889x3vvvUdMTAyvvPIKly9fZuHChQC2/7oCBRARcajQDqEKHk1cGw8PlgQEYD12jBfvv5+EEydsYcSRunXrxuzZswHo2LEjO3fuJDg4mNjYWODqDTRHjhxJXl4eERER5OfnM3LkSKZNm2ZbhqenJ7GxsXz11VeYTCYALl++zMsvv4yfnx9wdRAqQGVlJbGxsVy4cIHU1FR8fX0B2Lt3L/v372fNmjX06tULgN69exMdHc0bb7xBQkICAN9++y1Tp06lT58+tvX37Nnzhrb5pz/9KQMGDCAxMRFPT0/+8pe/kJSURJs2bW7062twCiAiIlLv2nh48OL99/OjAwf4V3i4w8MHQEhIiO1127ZtAejevbutrVWrVgC20yRVpykuXbpEfn4++fn57Ny5E4CKa04p+fr62sLHteLj4zly5AiLFy+2G2eRnZ2Nl5cX4eHhtmemubm5ERkZaVt+lcDAQLv333/G2rXc3d1rHHw6b948Hn/8caxWKwMGDOC///u/a12GMymAiIhIvTtXUUHCiRP8KzzcaT0gLVq0qNbm5eVle/39g/fZs2eZM2cOWVlZNG/enMDAQO655x4A25gKoMbwAVcfytq9e3eSk5MZOHCg7ZTN+fPnKSsrsws/VZo3b273vqrXBODkyZP069ev1u1LSEggJiamWnubNm149NFH2b59u11viqtRABERkXp17ZiPa0/HOCOE3Air1UphYSFpaWl069aNZs2asXv3bnbs2FGnzy9atIgOHTowdOhQli9fzuTJkwHw8fHBz8+PlJSUG6rH39+fDRs21Dr93nvvrbH973//O5mZmZjNZhITE3nsscdsvT2uRFfBiIhIvdpz4YJd2KgKIXsuXHByZT8sNzeX//7v/6ZHjx40a3b17/M9e/YA9j0gtfH19cVkMjFq1ChSUlL46quvAHj44YcpKirC29uboKAg2897773He++9V+vyPDw87Ob//k/r1q2rfeabb77hf/7nf+jVqxdvvfUWV65c4be//e1NfBsNTwFERETq1dC2bav1dLTx8GDod+MwXFVQUBAbN25k27Zt7Nmzh/nz59uuQikvL6/zcqZMmULLli2Jj48HoG/fvgQFBTF+/Hjeffdd9u3bx7x580hNTeXBBx+s1214/fXXKSgoYP78+bRq1Yrp06fzl7/8xRakXIkCiIiICFfHVAQGBjJ37lxmzJjB8ePHWbt2Ld7e3uTm5tZ5OT4+PlitVvbt28fWrVttl+RGRkaSlJSExWIhJyeHhIQERowYUW/1HzlyhDVr1jBhwgTbpb3Dhg0jLCyM+fPnU1JSUm/rqg9uRl36lRrA4cOHiYmJIT09nYceesgZJYiIiMgNqq/jt3pARERExOEUQERERMThFEBERETE4RRARERExOEUQERERMThFEBERETE4RRARERExOEUQERERMThFEBERETE4RRARERExOEUQERERG5BdnY2ZrOZQ4cOOWX9ZrOZuLi4Os8fFxeH2WxuwIrqRgFERESkkXNzc2uQeRuSAoiIiEgj1rZtW/z9/au1x8XF8atf/arG+du1a+eI0n6QAoiIiDSYoswip6zXbDaTkZGB1WolNDSUqKgo0tLSOHPmDM8++ywhISH079+f7du3231u8+bNDBs2jODgYIKDg3nyySc5cOCAbXpcXByTJk1i5syZhIaGMmnSpGrrLioqYsCAAQwdOpTi4mIASktLWbhwIb169aJHjx6MGTOGw4cP2z6Tnp5OREQEb775JhEREfTp04fPP/8cs9lc6096ejoAJpPphk6pBAYGusQpmGbOLkBERJquoswifAf4OmXdCxYsYMiQISxdupT169czf/58unTpwsCBAxk+fDgrVqwgLi6OiIgIWrduTWZmJjNnzmTixIlYrVbOnTtHcnIy06ZNY9euXXh4eACQlZVFVFQUS5cuxd3d3W6dJSUljB8/Hnd3d1atWoWPjw+GYWCxWDh69ChTp07F39+f1NRUxowZw6ZNm+jUqRMAxcXFvP322yxatIiSkhI6depEampqrdvXpUsXAFavXm1r+/bbbzEMAwDDMDAMg8rKSuDqqRd3d3cGDRrEoEGD6u+LvkkKICIi0iR169aN2bNnA9CxY0d27txJcHAwsbGxAPj5+TFy5Ejy8vKIiIggPz+fkSNHMm3aNNsyPD09iY2N5auvvsJkMgFw+fJlXn75Zfz8/ICrg1ABKisriY2N5cKFC6SmpuLrezV47d27l/3797NmzRp69eoFQO/evYmOjuaNN94gISEBuBoepk6dSp8+fWzr79mz5w1t89ixY/n73/9u1/bQQw8B8Mgjj/DnP//5hpbXkBRARESkXhVlFtlOvZxMOmlr9x3g69DekJCQENvrtm3bAtC9e3dbW6tWrQBsp0ksFgsAly5dIj8/n/z8fHbu3AlARUWF7XO+vr628HGt+Ph4jhw5wuLFi+3GWGRnZ+Pl5UV4eLhdb0RkZKRt+VUCAwPt3lfNXxN3d/dqA0oXLFhASUkJAP/7v//LmTNnWLBgAQB33XVXrctyBgUQERGpV98PGl1f6+qUOlq0aFGtzcvLy/b6+wfvs2fPMmfOHLKysmjevDmBgYHcc889ALbTGkCN4QOgoKCA7t27k5yczMCBA22nbM6fP09ZWZld+KnSvHlzu/dVvSYAJ0+epF+/frVuX0JCAjExMXZtDzzwgO11q1atKCkpISgoqNZlOJMCiIiICGC1WiksLCQtLY1u3brRrFkzdu/ezY4dO+r0+UWLFtGhQweGDh3K8uXLmTx5MgA+Pj74+fmRkpJyQ/X4+/uzYcOGWqffe++9N7Q8V6MAIiIiDcZZA1BvRm5uLuPGjaNHjx62tj179gD2PSC18fX1xWQyMWrUKFJSUoiOjqZz5848/PDDrFmzBm9vbwICAmzzx8fHA9TaQ+Hh4eGyvRf1QQFEREQaTGMKIEFBQWzcuJGuXbvSsmVLPvjgA9LS0gAoLy+v83KmTJlCRkYG8fHxrF69mr59+xIUFMT48eOxWCx07NiRzMxM3nnnHRYuXNhQm8Orr77aYMuuD7oPiIiICFfHVAQGBjJ37lxmzJjB8ePHWbt2Ld7e3uTm5tZ5OT4+PlitVvbt28fWrVttl+RGRkaSlJSExWIhJyeHhIQERowY0XAb5OLcjLr0KzWAw4cPExMTQ3p6uu0SIREREXFt9XX8dokekPfOnuXcNZc4AZyrqOC9s2edVJGIiIg0JJcIIFF334312DFbCDlXUYH12DGi7r7byZWJiIhIQ3CJANLGw4MlAQFYjx3jaEkJ1mPHWBIQQJvvrqEWERGRpsVlroJp4+HBi/ffz48OHOBf4eEKHyIiIk2YS/SAwNXTLgknTvCv8HASTpyoNiZEGpaznlgpIiK3J5cIIFVjPpYEBPDgXXfZTscohDiOAoiIiDiSSwSQPRcu2I35qBoTsufCBSdXJiIiIg3BJcaADP3uKYXXauPhUWO71B9XeWKliIjcflwigIhzuMoTK0VE5PbjEqdgRERE5PaiACJA43pglIiIK8nOzsZsNnPo0CGnrN9sNhMXF1eneR977DF+9atfNXBFdaNTMALUbwCZPdvC6dM5uLm52doMw6B9+1B++9tl9bYeERG56tr9bWOhACL1Liwskry8t+jVq9TW9re/eWMyxTqxKhGRpqlt27b4+/vXaV5/f3/atWvXwBXVjU7BSL0bNmwUOTkmqp6zbBiQk2Ni2LBRDll/RUUFBQUFVOg+MiJOMXu2hWeeeZRx435s+3nmmUeZPdvisBrMZjMZGRlYrVZCQ0OJiooiLS2NM2fO8OyzzxISEkL//v3Zvn273ec2b97MsGHDCA4OJjg4mCeffJIDBw7YpsfFxTFp0iRmzpxJaGgokyZNqrbuoqIiBgwYwNChQykuLgagtLSUhQsX0qtXL3r06MGYMWM4fPiw7TPp6elERETw5ptvEhERQZ8+ffj8888xm821/qSnpwNgMpkwm822U0E5OTl29fzpT38iODiYkpISAgMDMZvN9fY93wr1gEi9c3NzY+TI6Xz88QR69Srl44+9GTlyeoN3EV65coXp05ewbdsJLl68j5Yt/83jj99PYqKVO+5Q1hZxFFfpBV2wYAFDhgxh6dKlrF+/nvnz59OlSxcGDhzI8OHDWbFiBXFxcURERNC6dWsyMzOZOXMmEydOxGq1cu7cOZKTk5k2bRq7du3C47t7VWVlZREVFcXSpUtxd3e3W2dJSQnjx4/H3d2dVatW4ePjg2EYWCwWjh49ytSpU/H39yc1NZUxY8awadMmOnXqBEBxcTFvv/02ixYtoqSkhE6dOpGamlrr9nXp0gWA1atXA1Wnutuzfft2QkNDbfP99a9/pW/fvtx1110sXLiwXr/jW2I4yaeffmqYTCbj008/dVYJ0oCuXLliPPFEiLFzJ8YTT4QYV65cafB1Tpu22PD0/NC42udy9cfT80Nj2rTFDb5uEfmPqn//u3ZhfPghxq5djtsPVDGZTMbYsWNt77/44gvDZDIZcXFxtracnBzDZDIZ+/fvNwzDMJKTk4158+bZLSczM9MwmUzGZ599ZhiGYcyaNcswmUzGuXPnbPPs37/fMJlMxsGDB42nn37a6Nevn3H69Gnb9KysLMNkMhn79u2ztVVUVBg/+9nPbPVs3LjRMJlMRkZGxi1t96uvvmr07t3b9l0XFBQYZrPZeP/9929pudeqr+O3/iyUBlHVC/Laa3c5pPejoqKCbdtOUF7ex669vLwP27Yd1+kYEQf6Ty+oN4DDekG/LyQkxPa67Xc3tuzevbutrVWrVgC20yQWi4UFCxZw6dIl/vnPf7Jp0ya2bNkCYLcP8fX1xc/Pr9r64uPj2bdvH7GxsXbjLLKzs/Hy8iI8PJzKykoqKytxc3MjMjKSjz/+2G4ZgYGBdu+r5q/px6g6z32N6OhoCgoK+Oc//wnA9u3b8fHx4Sc/+cl1vy9H0ykYaTBXx4IccMjYj6+//pqLF++rcVpx8X0UFRXRvn37Bq9DRK4aNmwUI0Yk8uijueTkmHjxRceMAbtWixYtqrV5eXnZXn8/EJ09e5Y5c+aQlZVF8+bNCQwM5J577gGwO9jXFD4ACgoK6N69O8nJyQwcONB2yub8+fOUlZXZhZ8qzZs3t3vv6/ufKxJPnjxJv379at2+hIQEYmJi7NoeeughunTpwvbt2wkODuavf/0r/fv3t9XiShRApMG4ubnxyiu/d8i6/Pz8aNny35w+XX2aj89Ju3/U0si5uUENf/mJa/lPL+hExo51fO/HzbBarRQWFpKWlka3bt1o1qwZu3fvZseOHXX6/KJFi+jQoQNDhw5l+fLlTJ48GQAfHx/8/PxISUm5oXr8/f3ZsGFDrdPvvffeGtujo6NJT0/nqaee4v/+7/+YOnXqDa3XURRApEnw8PDg8cfv58SJj+xOw3h6fsTjj9/vkulfbpLCR6PhyF7Q+pCbm8u4cePo0aOHrW3Pnj0ANZ7u+D5fX19MJhOjRo0iJSWF6OhoOnfuzMMPP8yaNWvw9vYmICDANn98fDwAQUFBNS7Pw8Oj1mk/JDo6mtdff5033niDNm3aEBERccPLcAQFEGkyEhOtwBK2bdtAcfF9+PictF0FIyKO58he0PoQFBTExo0b6dq1Ky1btuSDDz4gLS0NgPLy8jovZ8qUKWRkZBAfH8/q1avp27cvQUFBjB8/HovFQseOHcnMzOSdd95pkKtSOnfuTPfu3UlLS2PUqFHVrtRxFRqEKk3GHXfcwWuvzeDQodc4ePApDh1awmuvzdAluCJSJwkJCQQGBjJ37lxmzJjB8ePHWbt2Ld7e3uTm5tZ5OT4+PlitVvbt28fWrVttl+RGRkaSlJSExWIhJyeHhIQERowY0SDbMmjQIL799luio6MbZPn1wc2oS79SAzh8+DAxMTGkp6fz0EMPOaMEERERuUH1dfzWn4YiIiLicAogLui9s2c59737VpyrqOC9s2edVJGIiEj9UgBxQVF334312DFbCDlXUYH12DGi7r7byZXdPIUqERG5lgKIC2rj4cGSgACsx45xtKQE67FjLAkIoE0jvpS0KYYqERG5eQogLqqNhwcv3n8/PzpwgBfvv79Rhw9omqHKVah3SUQaIwUQF3WuooKEEyf4V3g4CSdOVDvANEZNLVS5CvUuiUhjVKcA8tlnn/Hkk08SGhrKgAED2L9/f43zlZSUMHv2bCIiInjkkUeYMWMGpaWlNc4rtas6gCwJCODBu+6y9Rw09hDSFEOVK1Dvkog0RtcNIBUVFVgsFvr378/f//53Zs2ahcVi4cyZM9XmnTt3LufOneP999/n/fffp6CggD/84Q8NUnhTtufCBbsDSNUBZs+FC06u7OY11VDlKtS7JCKNzXUDSHZ2NmVlZTzzzDM0b96cxx57jEceeYT33nvPbr6zZ8+yY8cOXnnlFVq2bMndd99NUlISo0ePbrDim6qhbdtWO4C08fBg6HePk26MmmKociXqXRKRxua6AeTYsWN07drV7kmGDzzwAHl5eXbzHTlyhHbt2pGZmUn//v2Jiopi+fLltGvXrv6rvo1UVlYywWqlsrLS2aXckqYYqlyFepdE5Pv27Nlje46Nq7puACktLcXT09OuzdPTk7KyMru28+fPc/r0aQ4fPsx7773Hu+++y8GDB/n9739frwXfbl5eupS1ZWW8snSps0sRF6XeJRHnys7Oxmw2c+jQIaes32w2ExcXZ3t/5coVXnrpJV566SX+3//7f7b29PR0zGYz2dnZziizmusGEG9v72pPASwvL8fb29uuzcPDg2+//ZaZM2fSokUL2rdvz/jx48nMzKzfim8jhYWFvHXwIGUjRvCngwcpLCx0dknigtS7JCLXnqX46KOPuHDhAt27d2fdunXV5rl2Xme6bgAJCAjgyy+/tGvLz8+na9eu1eYDuHTpkq3typUr9VHjbWv8vHl8OWwYAF/GxDBh3jwnVyQiIq6mbdu2+Pv7296npqYSHR3NmDFj2LBhg60Toe13f5S4ytCI6waQiIgI3N3dSUlJ4fLly+zatYvs7Gwef/xxu/lMJhPBwcG88sorXLp0icLCQlasWFFtPqmbnbt38zcfH2jd+mqDry/7WrRgV1aWcwuTHzRnzBhe+PGPq/3MGTPG2aWJOJxhGDz//PM446HrZrOZjIwMrFYroaGhREVFkZaWxpkzZ3j22WcJCQmhf//+bN++3e5zmzdvZtiwYQQHBxMcHMyTTz7JgQMHbNPj4uKYNGkSM2fOJDQ0lEmTJlVbd1FREQMGDGDo0KEUFxcDV4czLFy4kF69etGjRw/GjBnD4cOHbZ9JT08nIiKCN998k4iICPr06cPnn3+O2Wyu9Sc9PR24evw1m80AfPnll+zbt48nnniCn//85wBs2bIFgMDAQLy9vbn//vvr8Zu+ec2uN4OHhwcrV67kpZdeIiUlBX9/f5KSkrjvvvvYvHkz8+fPJycnB4A33niDhIQEBgwYQGVlJYMGDSI2NrbBN6IpWpiSwtdjx9q1fT1gAAvfeIPHfvIT5xQl11V27Biv1XCfnBecUIuIs61bt46VK1cSHh7ulCsiFyxYwJAhQ1i6dCnr169n/vz5dOnShYEDBzJ8+HBWrFhBXFwcERERtG7dmszMTGbOnMnEiROxWq2cO3eO5ORkpk2bxq5du/D47lRnVlYWUVFRLF26FHd3d7t1lpSUMH78eNzd3Vm1ahU+Pj4YhoHFYuHo0aNMnToVf39/UlNTGTNmDJs2baJTp04AFBcX8/bbb7No0SJKSkro1KkTqamptW5fly5dAFi9erWtLTU1FbPZTPfu3QH4xS9+wdq1axk+fDjt2rWzHa9dguEkn376qWEymYxPP/3UWSW4tA8++sjws1oNPvzQ9uP3wgvGzt27nV2a/IBpjz5qGGD3cxmM7gEBxuXLl51dnojDXLlyxQgJCTEAIyQkxLhy5YpD128ymYyxY8fa3n/xxReGyWQy4uLibG05OTmGyWQy9u/fbxiGYSQnJxvz5s2zW05mZqZhMpmMzz77zDAMw5g1a5ZhMpmMc+fO2ebZv3+/YTKZjIMHDxpPP/200a9fP+P06dO26VlZWYbJZDL27dtna6uoqDB+9rOf2erZuHGjYTKZjIyMjJve5kuXLhlhYWHGW2+9VW27Dxw4cNPL/b76On5ftwdEnKNf7970Sk1lS1ER+PpCURH/demSej8aoZdbtuRfvXvzytKlzH9BfSFye1i3bp3tdg15eXmsW7fO4b0gISEhttdV4x+qegYAWrVqBWA7TWKxWICrYxnz8/PJz89n586dwNWbclbx9fXFz8+v2vri4+M5cuQIixcvthtnkZ2djZeXF+Hh4bZbKri5uREZGWlbfpXAwEC79z90CwZ3d3e7AaV33XUX//jHP+zmCQgI4LPPPqt1Gc6kAOLCVixcyI+tVr78zW/okp7O8iVLnF2S3KBC4K3u3fn2V79iyeJXadvCE8t4yw2NQq+srGTSrFkkL1pEs2b6JyuuzzAMEhMTbY/iKC0tJTExkVGjRjn0CowWLVpUa/Py8rK9/n4tZ8+eZc6cOWRlZdG8eXMCAwO55557AOzGsdQUPgAKCgro3r07ycnJDBw40HbK5vz585SVldmFnyrNmze3e+/r62t7ffLkSfr161fr9iUkJBATE1PrdFenvZkLa9euHb8OC2NxWhpPhYW5zMhlqbvx7dvz5fTpABT/ZgJTXp3CivdWMP3p6YwaXredcdW9YO5RD4o0Etf2flRxVi/IjbBarRQWFpKWlka3bt1o1qwZu3fvZseOHXX6/KJFi+jQoQNDhw5l+fLlTJ48GQAfHx/8/PxISUm5oXr8/f3ZsGFDrdPvvffeG1qeq1EAcXFzp0zh1KxZzJkyxdmlSB14BQTYBpyeKCnh/YgIuyuZvu3Zj9yKVCZsnUDimsTrBhHbvWB+8xv+tHIlzxYWKoiKy9u7dy9BQUF2/18bhsHevXtdOoDk5uYybtw4evToYWvbs2cPQJ2u5PH19cVkMjFq1ChSUlKIjo6mc+fOPPzww6xZswZvb2/bLSvg6ikbgKCgoBqX5+HhUeu0pkABxMU1a9ZMp14akVfWrrW97jNqFOXDh9vP8IvR8NL7lA4oILdLLhOXTOTAwQP8/tXf17i8mu4F85cb/CtKxNGWLVvm7BJuSlBQEBs3bqRr1660bNmSDz74wHY78+/fkPOHTJkyhYyMDOLj41m9ejV9+/YlKCiI8ePHY7FY6NixI5mZmbzzzjssXLiwoTbH5V33PiAicnP+Z+JE/L7fdbspFbqdwfsLb0L+HkKKNYWkhKQaP697wYg4VkJCAoGBgcydO5cZM2Zw/Phx1q5di7e3N7m5uXVejo+PD1arlX379rF161bbJbmRkZEkJSVhsVjIyckhISGBESNGNNwGuTg3oy79Sg3g8OHDxMTEkJ6ezkMPPeSMEkQa3OAJE9jy85/brmRyT5hCUJu2dRoD0mfUKHaPHQvX3ma9ooI+b77Jh9fcXllExJHq6/itHhCRBrRi4UK6fHe3Qp+Vy1k6fjYHMw4yesTo6w5ArakHxS8zk/959tkGq1dExFEUQEQaUNWVTF5paVh/+jMmTZhU58sQ+/XuTa+LF6Go6GqD7gUjIk2IAohIA5s7ZQpjvLxu6kqma3tQuqSns/y7UfMiIo2dAohIA6u6kulmbiJ2bQ+K7gUjIk2JAoiIi7uVHhQREVel+4CIuDjdC0ZEmiL1gIiIiIjDKYCIiIiIwymAiIiIiMMpgIiIiIjDKYCIiIjcguzsbMxmM4cOHXLK+s1mM3FxcXWe//XXX8dsNnPy5MkGrOr6FEBEREQaubrcYfnbb7+1m7eud2VuKAogIiIijVjbtm3x9/evdfrZs2dJSkrimWeesc3v7u5OmzZtHFVijRRARESkQRmGQWrqJiyWBQ5bp9lsJiMjA6vVSmhoKFFRUaSlpXHmzBmeffZZQkJC6N+/P9u3b7f73ObNmxk2bBjBwcEEBwfz5JNPcuDAAdv0uLg4Jk2axMyZMwkNDWXSpEnV1l1UVMSAAQMYOnQoxcXFAJSWlrJw4UJ69epFjx49GDNmDIcPH7Z9Jj09nYiICN58800iIiLo06cPn3/+OWazudaf9O8e02AymTCbzdXq+Pzzz5k9ezaPPfYY77zzDr179wYgMDCQzp07c+edd976F30LdCMyERFpEIZhsG7dX0hM3Exe3hCCgs47dP0LFixgyJAhLF26lPXr1zN//ny6dOnCwIEDGT58OCtWrCAuLo6IiAhat25NZmYmM2fOZOLEiVitVs6dO0dycjLTpk1j165deHh4AJCVlUVUVBRLly7F3d3dbp0lJSWMHz8ed3d3Vq1ahY+PD4ZhYLFYOHr0KFOnTsXf35/U1FTGjBnDpk2b6NSpEwDFxcW8/fbbLFq0iJKSEjp16kRqamqt29elSxcAVq9ebdf+8ccfs2rVKvbs2YPJZGLevHkMHjzYFjjCwsLIyMiot+/5ZimAyE2xzLAQGR7JqOGjnH4eUURcy/eDR2npKsANN7fdDq2jW7duzJ49G4COHTuyc+dOgoODiY2NBcDPz4+RI0eSl5dHREQE+fn5jBw5kmnTptmW4enpSWxsLF999RUmkwmAy5cv8/LLL+Pn5wdcHYQKUFlZSWxsLBcuXCA1NRVfX18A9u7dy/79+1mzZg29evUCoHfv3kRHR/PGG2+QkJAAXB2jMXXqVPr06WNbf8+ePW9om1944QUyMjLo3bu33fpckQKI3JScr3J4q/AtEtckMv3p6QoiImIzbdoCVq48QUnJSpx5pj8kJMT2um3btgB0797d1taqVSsA22kSi8UCwKVLl8jPzyc/P5+dO3cCUFFRYfucr6+vLXxcKz4+niNHjrB48WK7B0dmZ2fj5eVFeHg4lZWVwNUBoJGRkbblVwkMDLR7XzV/Tdzd3avtd++44w7c3Nxwc3Pjjjtce5SFAojcFDfcKA0oJfeBXCZsnaAg4mrc3MAwnF2F3KaSkuYTHv4XEhN/Q17eYEpLhwCO3y+0aNGiWpuXl5ft9ff3VWfPnmXOnDlkZWXRvHlzAgMDueeee4CrvTpVagofAAUFBXTv3p3k5GQGDhxoO2Vz/vx5ysrK7MJPlebNm9u9r+o1ATh58iT9+vWrdfsSEhKIiYmxa0tMTGTYsGGsXr2asWPHYjabeeqpp4iOjrbV4yoUQOTWuHE1iHTJZeKSiRw4eIDfv/p7Z1clCh/iRG5ubowe/QtGjRry3amYceTlDbY7iLsiq9VKYWEhaWlpdOvWjWbNmrF792527NhRp88vWrSIDh06MHToUJYvX87kyZMB8PHxwc/Pj5SUlBuqx9/fnw0bNtQ6/d57762x/cc//jE//vGP+fzzz1m9ejXz5s1jyZIlTJgwgaeeeuqGamhICiByawzwPuaN6ZyJ6darPSAiIlA9iOzd28rZJf2g3Nxcxo0bR48ePWxte/bsAahTePL19cVkMjFq1ChSUlKIjo6mc+fOPPzww6xZswZvb28CAgJs88fHxwMQFBRU4/I8PDxqnVYXgYGBJCQkMG3aNN566y0++OADBRBp/AwMvL/4Lnjo1IuI/ICqIDJ69C+cXcoPCgoKYuPGjXTt2pWWLVvywQcfkJaWBkB5eXmdlzNlyhQyMjKIj49n9erV9O3bl6CgIMaPH4/FYqFjx45kZmbyzjvvsHDhwobaHBt/f3+mT5/+g+NJnMG1R6iIywrtHMryQcs5mHGQ0SNGK3yISKOXkJBAYGAgc+fOZcaMGRw/fpy1a9fi7e1Nbm5unZfj4+OD1Wpl3759bN261XZJbmRkJElJSVgsFnJyckhISGDEiBENt0Hf06yZa/U5uBlOOil3+PBhYmJiSE9P56GHHnJGCSIiInKD6uv4rR4QERERcTgFEBEREXE4BRARERFxOAUQERERcTgFEBEREXE4BRARERFxOAUQERERcTgFEBEREXE4BRARERFxOAUQERERcTgFEBERkVuQnZ2N2Wzm0KFDTlm/2WwmLi6uzvO//vrrmM1mTp482YBVXZ8CiIiISCNX9UDQb7/9ts7zOvshogogIiIijVjbtm3x9/cHYPLkySxatIiCgoIfnN/d3Z02bdo4qsQaudazeRvA7NkWTp/OsUt6hmHQvn0ov/3tMidWJiLSNFlmWIgMj2TU8FFO+yvbbDaTlJTEzp072bVrFy1atCA2NpY+ffowb9489u/fT9u2bbFarfz85z+3fW7z5s386U9/4osvvgDgRz/6EVarlfDwcADi4uK4ePEiLVq04P333+fHP/4xTz31lN26i4qK+OUvf4m3tzdvvfUWPj4+lJaWsmTJEv76179y6dIlevTowYsvvmh7mmx6ejqLFi3CYrGwbNkyvLy8WLFiBdHR0bVuY0JCAjExMZhMJsxmMwC9e/fmj3/8I2+99RYDBw7kmWeeoVu3bnafCwwMpHPnztx55523/kXfgiYfQMLCIsnLe4tevUptbX/7mzcmU6wTqxIRabpyvsrhrcK3SFyTyPSnpzstiCxYsIAhQ4awdOlS1q9fz/z58+nSpQsDBw5k+PDhrFixgri4OCIiImjdujWZmZnMnDmTiRMnYrVaOXfuHMnJyUybNo1du3bh4eEBQFZWFlFRUSxduhR3d3e7dZaUlDB+/Hjc3d1ZtWoVPj4+GIaBxWLh6NGjTJ06FX9/f1JTUxkzZgybNm2iU6dOABQXF/P222+zaNEiSkpK6NSpE6mpqbVuX5cuXQBYvXq1re3JJ58kJiaGjIwM3nrrLYYOHUpERATjxo3jJz/5CW5uboSFhZGRkVHfX/eNM5zk008/NUwmk/Hpp5826HquXLliPPFEiLFrF8aHH2Ls2oXxxBMhxpUrVxp0vSIit6tHn3jU4CUM5mN4/8rbCPl5iLH2nbUO3e+aTCZj7NixtvdffPGFYTKZjLi4OFtbTk6OYTKZjP379xuGYRjJycnGvHnz7JaTmZlpmEwm47PPPjMMwzBmzZplmEwm49y5c7Z59u/fb5hMJuPgwYPG008/bfTr1884ffq0bXpWVpZhMpmMffv22doqKiqMn/3sZ7Z6Nm7caJhMJiMjI6MevwXD+Pvf/24899xzxo9+9CPjN7/5Tb0ss76O302+B8TNzY2RI6fz8ccT6NWrlI8/9mbkyOlOH3wjItLkuUFpQCm5XXKZuGQiBw4e4Pev/t5hqw8JCbG9btu2LQDdu3e3tbVq1Qq42vMAYLFYALh06RL5+fnk5+ezc+dOACoqKmyf8/X1xc/Pr9r64uPjOXLkCIsXL6Zdu3a29uzsbLy8vAgPD6eyshK4emyKjIy0Lb9KYGCg3fuq+Wvi7u5+3WPZHXfcwR133GF77UqafAABGDZsFCNGJPLoo7nk5Jh48cVRzi5JRKTpM8D7mDemcyamW6+einGkFi1aVGvz8vKyvf7+wfvs2bPMmTOHrKwsmjdvTmBgIPfccw9wdexglZrCB0BBQQHdu3cnOTmZgQMH2k7ZnD9/nrKyMrvwU6V58+Z27319fW2vT548Sb9+/WrdvqoxIN9XWVnJ9u3befPNNzl06BCPPvooy5Yto3fv3rUuyxluiwBS1Qvy2msTGTtWvR8iIg3JwMD7i++ChxPHgNwoq9VKYWEhaWlpdOvWjWbNmrF792527NhRp88vWrSIDh06MHToUJYvX87kyZMB8PHxwc/Pj5SUlBuqx9/fnw0bNtQ6/d57763W9u677/L666/z9ddf8/Of/5z4+Phqg1BdxW0RQOBqL0hOzgGGDVPvh4hIQwrtHEpseGyjCR5VcnNzGTduHD169LC17dmzB7DvAamNr68vJpOJUaNGkZKSQnR0NJ07d+bhhx9mzZo1eHt7ExAQYJs/Pj4egKCgoBqX5+HhUeu02uzcuZOf//znjB07lo4dO97QZx3ttgkgbm5uvPLK751dhohIk7fsd43zFgdBQUFs3LiRrl270rJlSz744APS0tIAKC8vr/NypkyZQkZGBvHx8axevZq+ffsSFBTE+PHjsVgsdOzYkczMTN555x0WLlxYr9vwxz/+kWbNGseh3bVGpIiIiDhJQkICgYGBzJ07lxkzZnD8+HHWrl2Lt7c3ubm5dV6Oj48PVquVffv2sXXrVtsluZGRkSQlJWGxWMjJySEhIYERI0bU6zY0lvAB4GbUpV+pARw+fJiYmBjS09NtN2IRERER11Zfx2/1gIiIiIjDKYCIuIiKigoKCgrs7jcgItJUNZ6TRSJN1JUrV5g+fQnbtp3g4sX7aNny3zz++P0kJlpd7sZBIiL1RQFExMmmT1/CsmXhlJfPAOD0aThx4iNgCa+9NsOptYmINBT9eSXiRBUVFWzbdoLy8j527eXlfdi27bhOx4hIk6UAIuJEX3/9NRcv3lfjtOLi+ygqKnJwRSIijqEAIuJEfn5+tGz57xqn+fictHsuhIhIU6IAIuJEHh4ePP74/Xh6fmTX7un5EY8/fr/tYVYiIk2NBqGKOFliohVYwrZtGyguvg8fn5O2q2BERJoqBRARJ7vjjjt47bUZvPpqBUVFRfj6+qrnQ0SaPJ2CEXERHh4etG/fXuFDpJHJzs7GbDZz6NAhp6zfbDYTFxdXp3kfe+wxfvWrXzVwRXWjACIiItLIubm5ObuEG6YA0gh/aSIiIlXatm2Lv79/neb19/enXbt2DVxR3dRpDMhnn33G/Pnz+eyzz/D392fBggU8+uijtc5/5coVfv3rX2MymZg3b169FdsgnPMwYBGRJmvOmDGUHTtWrd0rIIBX1q51SA1ms5mkpCR27tzJrl27aNGiBbGxsfTp04d58+axf/9+2rZti9Vq5ec//7ntc5s3b+ZPf/oTX3zxBQA/+tGPsFqthIeHAxAXF8fFixdp0aIF77//Pj/+8Y956qmn7NZdVFTEL3/5S7y9vXnrrbfw8fGhtLSUJUuW8Ne//pVLly7Ro0cPXnzxRdvTZNPT01m0aBEWi4Vly5bh5eXFihUriI6OrnUbExISiImJwWQyYTabASgrK+O3v/0tH374IRcvXiQgIIDnnnuOn/70pwAEBgZy//33198XfQuuG0AqKiqwWCyMHj2aP//5z+zZsweLxUJmZmatiWvZsmX84x//wGQy1XvBIiLi2sqOHeO1/furtb/g4DoWLFjAkCFDWLp0KevXr2f+/Pl06dKFgQMHMnz4cFasWEFcXBwRERG0bt2azMxMZs6cycSJE7FarZw7d47k5GSmTZvGrl27bOOzsrKyiIqKYunSpbi7u9uts6SkhPHjx+Pu7s6qVavw8fHBMAwsFgtHjx5l6tSp+Pv7k5qaypgxY9i0aROdOnUCoLi4mLfffptFixZRUlJCp06dSE1NrXX7unTpAsDq1attbYsWLWLPnj3MmjWL1q1bk56eTmxsLNu2beOBBx5g4cKF9f0137TrBpDs7GzKysp45plncHNz47HHHuORRx7hvffeY+LEidXmz8nJYdu2bfTv379BChYREamLbt26MXv2bAA6duzIzp07CQ4OJjY2Frh6I8CRI0eSl5dHREQE+fn5jBw5kmnTptmW4enpSWxsLF999ZXtj+rLly/z8ssv4+fnB1w9TgJUVlYSGxvLhQsXSE1Ntd1IcO/evezfv581a9bQq1cvAHr37k10dDRvvPEGCQkJAHz77bdMnTqVPn362Nbfs2fPG9rmTz75hJ/85CcMGjQIgEceeYQ2bdq45GMdrhtAjh07RteuXe0GuDzwwAPk5eVVm/fSpUvExcXxu9/9jnXr1tVvpSIiIjcgJCTE9rpt27YAdO/e3dbWqlUr4GrPA4DFYgGuHsvy8/PJz89n586dAHYHcF9fX1v4uFZ8fDxHjhxh8eLFduMssrOz8fLyIjw8nMrKSuDqoNHIyEjb8qsEBgbava+avybu7u7VBp+GhYWRlpZGUVER/fr1o3fv3rYQ5mquG0BKS0vx9PS0a/P09KSsrKzavPPnz2fIkCH06NFDAURERJyqRYsW1dq8vLxsr79/8D579ixz5swhKyuL5s2bExgYyD333AOAcc14wZrCB0BBQQHdu3cnOTmZgQMH2k7ZnD9/nrKyMrvwU6V58+Z27699/MLJkyfp169frdtXNQbkWrNnz6Zt27Zs3ryZ999/H3d3dwYMGMDChQtr/D6c6boBxNvbm/Lycru28vJyvL297do2bdrEqVOnWLx4cf1WKCIi4gBWq5XCwkLS0tLo1q0bzZo1Y/fu3ezYsaNOn1+0aBEdOnRg6NChLF++nMmTJwPg4+ODn58fKSkpN1SPv78/GzZsqHX6vffeW62t6pRRbGwsX375Je+//z5//OMfufvuu3nppZduaP0N7boBJCAggJUrV9q15efnExoaate2ZcsWjh49SkREBIAttBw4cIAtW7bUV70iIuLivAICahxw6hUQ4PBabkRubi7jxo2jR48etrY9e/YA9j0gtfH19cVkMjFq1ChSUlKIjo6mc+fOPPzww6xZswZvb28CrvkO4uPjAQgKCqpxeR4eHrVOq8m3337LkCFDeOKJJxg7dixdunRhwoQJ7Nmzh1OnTtV5OY5y3QASERGBu7s7KSkpPPPMM+zZs4fs7Gzmzp1rN9+qVavs3sfFxeHt7e36l+GKiEi9ctSltvUtKCiIjRs30rVrV1q2bMkHH3xAWloaQLUzAT9kypQpZGRkEB8fz+rVq+nbty9BQUGMHz8ei8VCx44dyczM5J133qnXq1Lc3d0JCQnh9ddfp1mzZjzwwAPk5ubyySef2MKOK7nujcg8PDxYuXIlWVlZREREsHjxYpKSkrjvvvvYvHlztZ4QuX1VVFRQUFDgkqOtRUSuJyEhgcDAQObOncuMGTM4fvw4a9euxdvbm9zc3Dovx8fHB6vVyr59+9i6davtktzIyEiSkpKwWCzk5OSQkJDAiBEj6nUb5syZQ0xMDCtXrmTChAn85S9/IS4ujuHDh9freuqDm1GXfqUGcPjwYWJiYkhPT7fdiEUapytXrjB9+hK2bTvBxYv30bLlv21Pc73jDt1sV0SkKamv47eehiu3bPr0JSxbFk55+QwATp+GEyc+Apbw2msznFqbiIi4Jv15KrekoqKCbdtOUF7ex669vLwP27Yd1+kYERGpkQKI3JKvv/6aixfvq3FacfF9FBUVObgiERFpDBRA5Jb4+fnRsuW/a5zm43PS7qY6IiIiVRRA5JZ4eHjw+OP34+n5kV27p+dHPP74/bY7AYqIiFxLg1DryDAMpk2bRlJSUrXb997uEhOtwBK2bdtAcfF9+PictF0FIyIiUhMFkDpat24dK1euJDw8nNGjRzu7HJdyxx138NprM3j11QqKiorw9fVVz4eIiPwgnYKpA8MwSExMpKSkhMTExDrdkvd25OHhQfv27RU+vlOUqQG4IiK1UQCpg3Xr1pGXlwdAXl6envQrdaIAIiJSOwWQ66jq/SgtLQWgtLRUvSAiIiK3SAHkOq7t/aiiXhCpTVFmEV+88AVfvPAFJ5NO2l6rN0Sk6crOzsZsNnPo0CGnrN9sNhMXF1fr9PT0dMxms+2+TNeb31E0CPU69u7dS1BQkN2VL4ZhsHfvXg1GlWp8B/jiO+A/9z7p+lpXJ1Yj4lyVlZVMmjWL5EWLaNZMh5uGdKNXZ7rC1Zz6P+I6li1b5uwSREQapZeXLmVtWRn3LF3K/BdecHY5TVbbtm3x9/dvsPkbik7BiDSQa3tCRG43hYWFvHXwIGUjRvCngwcpLCx06PrNZjMZGRlYrVZCQ0OJiooiLS2NM2fO8OyzzxISEkL//v3Zvn273ec2b97MsGHDCA4OJjg4mCeffJIDBw7YpsfFxTFp0iRmzpxJaGgokyZNqrbuoqIiBgwYwNChQykuLgaujh9cuHAhvXr1okePHowZM4bDhw/bPpOenk5ERARvvvkmERER9OnTh88//xyz2VzrT3p6OgAmkwmz2Wxb1qZNmxgwYAA9evRg/PjxXLhwwa6+78/vLOoBEWkgCiByOxs/bx5fDhsGwJcxMUyYN4+/pKQ4tIYFCxYwZMgQli5dyvr165k/fz5dunRh4MCBDB8+nBUrVhAXF0dERAStW7cmMzOTmTNnMnHiRKxWK+fOnSM5OZlp06axa9cu2y0GsrKyiIqKYunSpbi7u9uts6SkhPHjx+Pu7s6qVavw8fHBMAwsFgtHjx5l6tSp+Pv7k5qaypgxY9i0aROdOnUCoLi4mLfffptFixZRUlJCp06dSE1NrXX7unTpAsDq1attbdu3b2fWrFmMHDmSxx57jF27drFkyRK7z107vzMpgIiISL3auXs3f/Pxgdatrzb4+rKvRQt2ZWXx2E9+4rA6unXrxuzZswHo2LEjO3fuJDg4mNjYWODqs6xGjhxJXl4eERER5OfnM3LkSKZNm2ZbhqenJ7GxsXz11VeYTCYALl++zMsvv4yfnx9wdRAqXB3zEhsby4ULF0hNTbU9C2vv3r3s37+fNWvW0KtXLwB69+5NdHQ0b7zxBgkJCQB8++23TJ06lT59+tjW37Nnzxva5pSUFCIjI4mPjwegT58+FBYW8tFHH93QchxBAUREROrVwpQUvh471q7t6wEDWPjGGw4NICEhIbbXbdu2BaB79+62tlatWgHYTpNYLBYALl26RH5+Pvn5+ezcuROAiooK2+d8fX1t4eNa8fHxHDlyhMWLF9OuXTtbe3Z2Nl5eXoSHh1NZWQlcHQQaGRlpW36VwMBAu/dV89fE3d3dbjBpWVkZ//rXv2yhq8qAAQMUQEREpOn7n4kT+XTLFr6Ojra1+WVm8j/PPuvQOlq0aFGtzcvLy/b6+1eCnD17ljlz5pCVlUXz5s0JDAzknnvuAbC791NN4QOgoKCA7t27k5yczMCBA22nbM6fP09ZWZld+KnSvHlzu/fXPkH85MmT9OvXr9btS0hIICYmxvb+4sWLGIZB66qep+9UhS9XowAiIiL1ql/v3vRKTWVLURH4+kJREf916ZJDez9uhtVqpbCwkLS0NLp160azZs3YvXs3O3bsqNPnFy1aRIcOHRg6dCjLly9n8uTJAPj4+ODn50fKDY6B8ff3Z8OGDbVOv/fee+3e33333bi5ufH111/btZ8/f/6G1usoCiAiIlLvVixcyI+tVr78zW/okp7O8u8NhHRFubm5jBs3jh49etja9uzZA1Cnu1/7+vpiMpkYNWoUKSkpREdH07lzZx5++GHWrFmDt7c3AQEBtvmrxmkEBQXVuDwPD49ap9XE09OTkJAQduzYwdhrToG54ukX0GW4IiLSANq1a8evw8LwSkvjqbAwuzERriooKIiNGzeybds29uzZw/z5821XoZSXl9d5OVOmTKFly5a2gNG3b1+CgoIYP3487777Lvv27WPevHmkpqby4IMP1us2xMbGkpOTw4wZM/joo4949dVXq40zcRUKICIi0iDmTpnCGC8v5kyZ4uxS6iQhIYHAwEDmzp3LjBkzOH78OGvXrsXb25vc3Nw6L8fHxwer1cq+ffvYunWr7ZLcyMhIkpKSsFgs5OTkkJCQwIgRI+p1G/7rv/6L119/naNHjzJlyhQOHTrEzJkz63Ud9cXNcNJT1Q4fPkxMTAzp6ek89NBDzihBREREblB9Hb/VAyIiIiIOpwAiIiIiDtfoA4gecy4iItL4KICIiIiIwzX6ACIiIiKNT6O8EVlRZpGt5+Nk0klbu+8AXz2BVEREpBFolAHk+0Gj62tdnViNiIiI3CidghERERGHa/QBRKdcREREGh8FEBEREXG4Rh9ARBqKYRikpm7CYlng7FJERJocBRCR76kKHmFh45gwwY2cnPPOLklEpMlplFfBiDQEwzBYt+4vJCZuJi9vCKWlqwA33Nx2O7s0EZEmRwFE5DvTpi1g5coTlJSsRJ2DIiINS3tZke8kJc0nJWUwISG/wdt7E2A4uyQRkSZLAUSczlUGe7q5uTF69C84eHAVy5dDSMg4vL03YRgKIiIi9U0BRJzGVQd7fj+IhIa2cnZJIiJNjsaAiMM1lsGeVUFk9OhfOLsUEZEmRwFEHE6DPUVERHt/cTgN9hQREQUQcTgN9hQREQUQcRoN9hQRuX0pgDQxlhkWUtNSG1VvQlUQWbZsvrNLERERB1EAaWJyvsphwtYJhP13WKMLIiIicvtQAGli3HCjNKCU3IhcBREREXFZCiBNlRtXg8gjuUxcMpFpL05zdkUiIiI2ug9IU2WA9zFvTOdMTLdOZ9TwUc6uSOSWzZ5t4fTpHNzc3GxthmHQvn0ov/3tMidWJiI3SgGkiTEw8P7iu+Dx9NXgce3OWqQxCwuLJC/vLXr1KrW1/e1v3phMsU6sSkRuhk7BNDGhnUNZPmg5BzMOMnrEaIUPaVKGDRtFTo6JqiFNhgE5OSaGDVMPn0hjox6QJmbZ79QNLU2Xm5sbI0dO5+OPJ9CrVykff+zNyJHTFbRFGiEFkAaic9UiDWPYsFGMGJHIo4/mkpNj4sUX1fsh0hgpgDQQnasWaRhVvSCvvTaRsWPV+yHSWGkMSAPRuWqRhjNs2CiCg3+jf08ijZgCSAP5z7lqbwCdqxapR25ubrzyyu/170mkEVMAaUBVvSBXrqj3Q0RE5FoKIA3oP+eq71Lvh4iIyDUUQBqYzlWL3JzKykomWK1UVlY6uxQRaQAKIA1M56pFbs7LS5eytqyMV5YudXYpItIAFEBExOUUFhby1sGDlI0YwZ8OHqSwsNDZJYlIPVMAERGXM37ePL4cNgyAL2NimDBvnpMrEpH6pgAiIi5l5+7d/M3HB1q3vtrg68u+Fi3YlZXl3MJEpF4pgIiIS1mYksLXP/uZXdvXAwaw8I03nFSRiDQEBRARcSn/M3Eifjt22LX5ZWbyP88+66SKRKQhKIBIgynKLHJ2CdII9evdm14XL0LRd///FBXxX5cu8dhPfuLcwkSkXtUpgHz22Wc8+eSThIaGMmDAAPbv31/jfJ9//jlPP/004eHhREZG8sorr1BRUVGvBUvjoQAiN2vFwoV0SU8HoEt6Osvj451ckYjUt+sGkIqKCiwWC/379+fvf/87s2bNwmKxcObMGbv5KisrmTBhAg8//DB/+9vf2LhxIzk5OfzhD39osOJFpGlq164dvw4LwystjafCwmjXrp2zSxKRetbsejNkZ2dTVlbGM888g5ubG4899hiPPPII7733HhMnTrTNV1hYSEBAABaLBXd3d9q1a8eQIUPYtm1bg26AuJaizCJbz8fJpJO2dt8BvvgO8HVWWdIIzZ0yhVOzZjFnyhRnlyIiDeC6AeTYsWN07drV7k6eDzzwAHl5eXbz3XPPPaxcudL23jAMdu7cyYMPPliP5Yqr+37Q6PpaVydWI41Zs2bNWL5kibPLEJEGct1TMKWlpXh6etq1eXp6UlZWVutnrly5woIFCzhx4gSTJ0++9SpFRESkSbluD4i3tzfl5eV2beXl5Xh7e9c4/8WLF5k+fToFBQWkpqbSpk2b+qlUGh2dchERkdpctwckICCAL7/80q4tPz+frl2rd63/+9//Zvjw4bi7u7N+/Xo6dOhQf5VKo6MAIiIitbluAImIiMDd3Z2UlBQuX77Mrl27yM7O5vHHH7ebr7S0lHHjxhEeHk5ycjItWrRosKJFRESkcbtuAPHw8GDlypVkZWURERHB4sWLSUpK4r777mPz5s2EhoYCkJGRwfHjx9m6dSthYWGEhoYSGhrKE0880eAbISIiIo3LdceAAAQGBpKamlqtffDgwQwePBiAJ554QmHDBcwZM4ayY8eqtXsFBPDK2rVOqEhERKS6OgUQaTzKjh3jtRruVPuCE2oRERGpjZ4FIyIiIg6nACIiIiIOpwAiIiIiDqcAIiIiIg6nQahNjFdAQI0DTr0CAhxei4iISG0UQJoYXWorIiKNgU7BiIiIiMOpB0SavNmzLZw+nYObm5utzTAM2rcP5be/XebEykREbl8KINLkhYVFkpf3Fr16ldra/vY3b0ymWCdWJSJye9MpGGnyhg0bRU6OCcO4+t4wICfHxLBho5xbmIjIbUwBRJo8Nzc3Ro6czscfewPw8cfejBw53e6UjIiIOJYCiNwWqnpBrlxR74eIiCtQAJHbQlUvyGuv3aXeDxERF6BBqHLbuNoLckC9HyIiLkABRG4bbm5uvPLK751dhoiIoFMwIiIi4gQKICK3C417EREXogAicruouhGKiIgLUAARERERh1MAEXGSoswiZ5cgIuI0CiAiTqIAIiK3MwUQERERcTjdB0TEgYoyi2w9HyeTTtrafQf44jvA11llNSqGYbBu3V/Yu/f/WLZsvrPLEZGbpAAi4kDfDxpdX+t6Q5+/nQ++VduemLiZvLwhBAWdd3ZJInILFEBEGoHb+eD7/W0vLV0FuOHmttvZpYnILVAAEXGSupxy0cEXpk1bwMqVJygpWYmGrYk0HQogIk5SlwCigy8kJc0nPPwvJCb+hry8wZSWDgF0V1eRxu723KOJNBJJSfNJSRlMSMhv8PbeBNx+dzN1c3Nj9OhfcPDgKpYvh5CQcXh7b8LQnV1FGjUFEBEXpoPvf3z/uwgNbeXskkTkFiiAiDQCOvj+R9V3cbtdBSTS1GgMiEgjUnXwHT36F84uRUTklqgHRKSeGIbB888/f1ueHhERuVGNNoBYZlhITUt1uZ29DkK3r3Xr1rFy5UrWrVvn7FJERFxeow0gOV/lMGHrBML+O8ylgogOQrcnwzBITEykpKSExMREl/n/UUTEVTXaAOKGG6UBpeRG5LpMENFB6Pa1bt068vLyAMjLy1MAFRG5jkYbQGzcuBpEHsll4pKJTHtxmtNK0UHo9lQVPEtLSwEoLS1VABURuY7GH0AM8P7Cm5C/h5BiTSEpIck5ZeggdNu6NnhWcZUAmlOQw4KPFpBTkOPsUkRE7DTay3ANDLy/8MZ0zsT0p6czavgo3Nycd3vmHzoIjR492klViSPs3buXoKAgu///DMNg7969Tv3d5xTkEL0+mlPFp1h+cDlbf7mV0A6hTqtHRORajTaAhHYOJTY81unBo4qrHoSk4S1btszZJdRo82ebOVV8CoBTxafYkrdFAUREXEajDSDLfudaO31XPQjJ7WuweTDLDy7nVPEpOvp0ZJBpkLNLEhGxabQBRER+WGiHULb+citb8rYwyDRIvR8i4lIUQESasNAOoQoeIuKSGv9VMCIiItLoKICIiIiIwymAiIiIiMMpgIiIiIjDKYCIiIiIwymAiIiIiMMpgIiIiIjDKYCIiIiIwymAiIiIiMMpgIiIiIjDKYCIiIiIwymAiIiIiMMpgIhIo2IYBqmpm7BYFji7FBG5BQogItIoVAWPsLBxTJjgRk7OeWeXJCK3oJmzCxAR+SGGYbBu3V9ITNxMXt4QSktXAW64ue12dmkicgsUQETEpU2btoCVK09QUrISddqKNB361ywiLi0paT4pKYMJCfkN3t6bAMPZJYlIPVAAERGX5ubmxujRv+DgwVUsXw4hIePw9t6EYSiIiDRmCiAi0ih8P4iEhrZydkkicgtu+zEgc8aMoezYsWrtXgEBvLJ2rRMqEpEfUhVERo/+hbNLEZFbcNsHkLJjx3ht//5q7S84oRa5cTkFOWz+bDODzYMJ7RDq7HJERKSOdApGGq2cghyi10fz0u6XiF4fTU5BjrNLEhGROlIAkUZr82ebOVV8CoBTxafYkrfFyRWJiEhdKYBIozXYPJiOPh0B6OjTkUGmQU6uSERE6qpOAeSzzz7jySefJDQ0lAEDBrC/hjETAKdPn2bcuHGEhYXRt29ftm3bVq/FilwrtEMoW3+5lQV9FrD1l1s1BkREpBG57iDUiooKLBYLo0eP5s9//jN79uzBYrGQmZmJv7+/3bzPP/883bt3Z9myZXz66adMnDiRTp060b179wbbgFvlFRBQ44BTr4AAh9dSF7pqx15oh1AFDxGRRui6ASQ7O5uysjKeeeYZ3NzceOyxx3jkkUd47733mDhxom2+/Px8/vnPf7Jy5Uo8PDwICwtj0KBBpKWluXQAaWwHbV21IyIiTcF1T8EcO3aMrl274ubmZmt74IEHyMvLs5svPz+f9u3b06JFix+cT0REROS6AaS0tBRPT0+7Nk9PT8rKyuzaSkpK6jSfiIiIyHVPwXh7e1NeXm7XVl5ejre3903NV+Wbb74BrvawSN1dqKzk8J131tx++LATKhIRkdtJ1XG76jh+s64bQAICAli5cqVdW35+PqGhodXmKywspKSkhLvuuss2X9euXWtc7smTJwGYMWPGTRV+O9vbqVP1xosX2RsT4/hiRETktnTy5EnCwsJu+vNuxnUeKVlRUUH//v0ZNWoUzzzzDHv27OGFF15gy5Yt3HfffXbzPvHEEwQFBREXF8eRI0eYMGECy5Yto2fPntWWW1RUxN69e7n33nu5s4a/6EVERMT1fPPNN5w8eZLIyEh8fX1vejnXDSAAn3/+OS+99BL/+te/8Pf3Z9asWfTt25fNmzczf/58cnKu3gL79OnTzJ8/n4MHD+Lj48OkSZN44oknbro4ERERaZrqFEBERERE6lOD3oq9Kd9Bta7b9vnnn/P0008THh5OZGQkr7zyChUVFQ6u9sbUdduqXLlyhTFjxhAfH++gCm9NXbevpKSE2bNnExERwSOPPMKMGTMoLS11cLU3pq7b9uWXXzJ27Fh69uxJVFQUSUlJNJa/RXJzc3nkkUdqnd4Y9ydVrrdtjXF/UuV621alse1P4Prb1hj3JVWut223tC8xGsg333xj9O3b11i5cqVRUVFh7Ny50wgJCTEKCwurzTty5Ehj4cKFxjfffGP84x//MHr27GkcOnSooUq7ZXXdtsuXLxt9+vQxXn/9daOiosI4ffq0MWzYMGPx4sVOqvz6buT3VuWPf/yj8eCDDxoLFixwYKU350a27/nnnzfGjx9vXLhwwTh//rwxevRo47e//a0Tqq6bG9m2mJgY4/XXXzcqKyuNEydOGD/5yU+M9957z/FF34Bvv/3WWL9+vREWFmaEhITUOl9j258YRt22rTHuTwyj7r+3Ko1pf1LXbWts+xLDqPu23cq+pMF6QK69g2rz5s3t7qB6rao7qD7//PPV7qDqquq6bYWFhQQEBGCxWGjevDnt2rVjyJAh/OMf/3BS5ddX122rkpOTw7Zt2+jfv7+DK705dd2+s2fPsmPHDl555RVatmzJ3XffTVJSEqNHj3ZS5dd3I7+7/Px8DMOw/aVyxx134OXl5eiSb0hiYiJpaWk899xztc7TGPcnULdta4z7E6jbtlVpbPuTumxbY9yXQN1/b7eyL2mwANKU76Ba12275557WLlyJe7u7gAYhsHOnTt58MEHHVrvjajrtgFcunSJuLg4Xn311Vrv9+Jq6rp9R44coV27dmRmZtK/f3+ioqJYvnw57dq1c3TJdXYjv7tJkybxxhtv0KNHD37605/Sq1cvBgwY4Mhyb9hTTz1Feno6Dz30UK3zNMb9CdRt2xrj/gTqtm3QOPcnddm2xrgvgbr/3m5lX9JgAaQp30G1rtt2rStXrrBgwQJOnDjB5MmTG7rEm3Yj2zZ//nyGDBlCjx49HFXeLavr9p0/f57Tp09z+PBh3nvvPd59910OHjzI73//ewdWe2Nu5HfXrFkzrFar7S/OTz75hNWrVzuq1JtSlx12Y9yfQN227VqNZX8Cdd+2xrg/qcu2NcZ9CdT993Yr+5IGCyANdQdVV3CjNV+8eJFnn32Wf/zjH6SmptKmTRtHlHlT6rptmzZt4tSpU3YPJGwM6rp9Hh4efPvtt8ycOZMWLVrQvn17xo8fT2ZmpiPLvSF13bZPP/2U5cuX8/TTT3PnnXfStWtXnnvuOdY2sgcz1qQx7k9uVGPan9RVY92f1EVj3JfU1a3uSxosgAQEBPDll1/atdV0Z9Rr76D6Q/O5krpuG8C///1vhg8fjru7O+vXr6dDhw6OKvOm1HXbtmzZwtGjR4mIiKBnz55s3bqVtLQ0Bg0a5Mhyb9iN/H8JV7uFq1y5cqXhC7wFdd22goICKisr7dqaNWtGs2bXvTGyy2uM+5Mb0dj2J3XVWPcnddEY9yV1dav7kgYLIBEREbi7u5OSksLly5fZtWsX2dnZPP7443bzPfDAA/zoRz8iMTGRb775hpycHLZs2cKQIUMaqrRbVtdtKy0tZdy4cYSHh5OcnGx3XtpV1XXbVq1aRU5ODp988gmffPIJ0dHRjBgxgi1btjip8rqp6/aZTCaCg4N55ZVXuHTpEoWFhaxYsaLafK6krtsWFhaGm5sbS5Ys4fLly5w8eZJly5YRHR3tpMrrT2Pcn9RVY9yf1FVj3Z/URWPcl9TVre5LGiyAeHh4sHLlSrKysoiIiGDx4sUkJSVx3333sXnzZrtnyfzxj3/k1KlTREZGYrVamTVrVo23b3cVdd22jIwMjh8/ztatWwkLCyM0NJTQ0FCXvjvsjfzeGqMb2b433ngDHx8fBgwYwODBg3n44YeJjY11YvU/rK7b5ufnx8qVK/m///s/evXqxZgxY+jXrx8Wi8XJW3BzGvv+5Ic09v3JD2kK+5PaNPZ9yQ+pz32J7oQqIiIiDtegd0IVERERqYkCiIiIiDicAoiIiIg4nAKIiIiIOJwCiIiIiDicAoiIiIg4nAKIiIiIOJwCiIiIiDicAoiIiIg4nAKIiIiIONz/B0rP8XoGu98BAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rng = np.random.RandomState(0) \n", "for marker in ['o', '.', ',', 'x', '+', 'v', '^', '<', '>', 's', 'd']: \n", " plt.plot(rng.rand(5), rng.rand(5), marker, # marker属性是 点 字符类型\n", " label=\"marker='{0}'\".format(marker)) \n", " plt.legend(numpoints=1) \n", " plt.xlim(0, 1.8);" ] }, { "cell_type": "code", "execution_count": 5, "id": "673a0dc1-37b1-4d98-bb52-9047a1ae7a7b", "metadata": {}, "outputs": [ { "data": { "image/png": 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FCxwXlZ2djX379sHHxwdTp04VHceqIiIiMGDAAFRWVmLBggWi4xC5HGdfgqKhNBoNpk2bBuDGWBxyLCxwXNT8+fMBAI8//jiaN28uOI31mVtxFixYgPLycsFpiFxLVFQUNBpNnS3DkiQhNDQUUVFRdk5mfW+++Sbc3Nywbt065Obmio5DN2GB44JKSkqQkpICAHjhhRcEp7GNRx99FBqNBiUlJVyMi8jObt5O5VbOuARFfe69917LuD+OxXEsLHBc0FdffYWKigr06dMHERERouPYhIeHh6V4mzdvHqdxEtmZVqvF2LFja5x3xiUobse8K3pqaioOHTokOA2ZscBxMSaTCV9++SUA5bbemMXHx8Pb2xt79uxBdna26DhELsVoNGLnzp0AgFmzZiE5ORl6vR55eXmKKm4AoFu3bhg3bhxkWcZHH30kOg79PxY4LiYtLQ35+flo3rw5JkyYIDqOTQUEBGDy5MkAuPAfkb2lpaWhuLgYAQEBeOutt5x+CYrbmTlzJoAby2/k5+eLDUMA7FTgzJ8/H+3bt4e3tzciIiLqXftg2rRpkCSpxtG1a1fLNUuXLq31muvXr9vj5Tg189Tw3//+9zVWL1aiV155BcCNVVULCgoEpyFyHV999RUAYMqUKfD09BScxvb69OmDESNGwGQy4eOPPxYdh2CHAmfFihVITEzEO++8g9zcXERFReHBBx/EyZMna71+3rx5KCoqshwFBQVo0aIFHnvssWrX+fv7V7uuqKgI3t7etn45Ti0vLw9r164FAMuWBkrXo0cPREdHw2QyWWaOEZFtnT17FqtXrwZw48uUq3jnnXcA3CjunH2NHyWweYEzd+5cTJ8+HU8//TQ6d+6MpKQkhIaGWloSbqVWqxEUFGQ5du/ejYsXL9b4I5Ekqdp1QUFBtn4pTu/LL7+ELMsYMWIEOnbsKDqO3ZinjC9cuBDXrl0TnIZI+ZYtWwaj0YiIiAh0795ddBy7GTx4MAYOHIjy8nLMnTtXdByXZ9MCp6KiAjk5OTX26IiNjW3woM8lS5Zg+PDhaNeuXbXzly9fRrt27aDRaDB69Oh61x8oLy9HaWlptcPVlJeXY8mSJQCUP7j4VmPGjEFYWBguXLiAZcuWiY5DpGiyLFu6p1yp9Qa48cXbPBbniy++wPnz5wUncm02LXDOnTsHk8mEwMDAaucDAwNRXFx82/sXFRVh3bp1ePrpp6udDw8Px9KlS7Fq1SosX74c3t7eGDhwoGVn7FvNmTMHarXacoSGht75i3JSKSkpOHfunKUgdCUqlcqy8+8nn3zCKeNENrRnzx7s378fXl5eePzxx0XHsbsHH3wQvXr1wpUrV5CUlISMjAwsX74cGRkZMJlMouO5FtmGCgsLZQBydnZ2tfN//vOf5U6dOt32/rNnz5Zbtmwpl5eX13udyWSSe/bsKb/88su13n79+nXZYDBYjoKCAhmAbDAYGv5inNzAgQNlAPKsWbNERxHi4sWLsq+vrwxA3rx5s+g4RIr14osvygDkCRMmiI4izH/+8x8ZgCxJkgzAcmg0Gjk1NVV0PKdmMBga/Plt0xacgIAAqFSqGq01JSUlNVp1biX/fzNnQ0bgu7m5oU+fPnW24Hh5ecHf37/a4Ur27duHbdu2wd3dvUZrmKto1qyZZc8tThknso3r168jOTkZgOt1T9VGvqW1uLCwEHFxcdDpdIISuRabFjienp6IiIhAenp6tfPp6ekYMGBAvffdsmULfv31V0yfPv22zyPLMvbu3ev0G7fZinlA96OPPurSv6OXX34ZALBq1Srk5eUJTkOkPKtWrcLFixeh0WgwfPhw0XGEMJlMePXVV2u9zVzwJCYmsrvKDmw+i+q1117D4sWL8dVXX+HQoUN49dVXcfLkScs05RkzZuDJJ5+scb8lS5agX79+6NatW43bPvzwQ6xfvx7Hjx/H3r17MX36dOzdu9dlpj43RmlpKb799lsAwPPPPy84jVidO3dGbGwsZFnGZ599JjoOkeJ8/fXXAICpU6cqdkG/28nMzMSpU6fqvF2WZRQUFNS7HhxZh80LnAkTJiApKQmzZs3C/fffj61bt2Lt2rWWWVFFRUU11sQxGAxITU2ts/Xm0qVLeOaZZywfWIWFhdi6dSv69u1r65fjdL799ltcuXIF4eHhiI6OFh1HOPOU8SVLluDy5cuC0xApx6lTp7B+/XoANxZsdVUNXf+G6+TYniTf2knoAkpLS6FWq2EwGBQ9HkeWZXTv3h0HDhzAJ598YumicWVVVVUIDw/HsWPH8Pnnn7vclHkiW5k9ezbeeecdREVFYevWraLjCJORkYGYmJjbXqfX6/ml8w405vObe1EpWGZmJg4cOABfX99auwFdkZubm6XQ+/TTT1FVVSU4EZHzk2XZ0j3l6oOLo6KioNFoIElSrbdLkoTQ0FBERUXZOZnrYYGjYObBxZMnT4ZarRacxnFMmzYNfn5+OHz4cI0B8ETUeNu2bcOvv/6KJk2a1NhWx9WoVCrLTM1bixzzz0lJSS47RsmeWOAo1JkzZ5CamgqAg4tv5efnh6eeegoAuBAXkRWYVy4eP348mjZtKjiNeFqtFikpKWjTpk2180FBQUhJSYFWqxWUzLWwwFGoJUuWoLKyEv3790evXr1Ex3E45pWN09LSEBMTg0mTJiEmJgZhYWFco4KoES5fvozvv/8eALunbqbVapGfnw+9Xo+uXbsCuLFUBYsb+2GBo0AmkwkLFiwAwNabuuzbt6/W81yIi6hxUlJScOXKFdx7770YNGiQ6DgORaVSITo62jLuz9yqTvbBAkeB1qxZg4KCArRo0QLjx48XHcfhmEwmy3TxW3EhLqLGMQ8unjZtWp0Da13do48+Cjc3N+Tk5OD48eOi47gMFjgKZB5cPH36dHh7ewtO43i4EBeRdfz666/YunUrJEmybIVCNbVu3doydfw///mP4DSugwWOQphMJmRkZCApKQlpaWkAgGeffVZwKsfEhbiIrGPp0qUAgNjYWGg0GrFhHJx5dhkLHPthgaMAOp0OYWFhiImJseyB4uXlhZ9//llwMsfU0P24XHnfLqLbMZlM+OabbwBwcHFDsJvK/ljgODmdToe4uLgaXS7l5eUcLFsHLsRFdPc2bdqEU6dOoVmzZnjkkUdEx3F4rVu3tqxcnJKSIjaMi2CB48TMg2Xr222Dg2Vr4kJcRHfPPLh48uTJHOvXQOymsi8WOE6Mg2XvXF0LcQUHB3MhLqLbuHjxIlauXAmA3VONodVq4ebmht27dyMvL090HMVjgePEOFj27ty8EFeHDh0AADNnzmRxQ3Qby5cvR3l5Obp3747evXuLjuM0WrdujSFDhgBgN5U9sMBxYhwse/fMC3HFx8cDAFatWiU4EZHju3ljTa590zjmtcnMqz+T7UhyfQM4FKox2607MpPJhLCwMBQWFtY6DkeSJGg0GuTl5XE8yW0cOXIE4eHhcHd3x9mzZ9GsWTPRkYgc0v79+9GjRw+4u7vj9OnTaNWqlehITqWkpATBwcGoqqrC8ePH0b59e9GRnEpjPr/ZguPEbh4seysOlm2cTp06oXPnzjAajVizZo3oOEQOy9x6M2bMGBY3d4DdVPbDAsfJabVavPDCCzXOazQaDpZtpEcffRQALIMniai6yspK/Pvf/wbAwcV3g7Op7IMFjgIUFhYCAKZOnYrk5GTo9Xrk5eWxuGkkc4Gzbt06XLt2TXAaIsezZs0anD17FoGBgXjwwQdFx3Fa5tlUP/30E/Lz80XHUSwWOE7u2rVr2LBhAwAgISEBjz/+OKKjo9ktdQciIiIQGhqKq1evIj09XXQcIodh3grmT3/6E4Aba9+4u7sLTuW8AgMDMXjwYADsprIlFjhObuPGjbh69Sratm2L+++/X3QcpyZJEsaNGweA3VREZjdvBbNnzx4AwLJly7hK+l0yz6ZiN5XtsMBxcj/++CMAYOzYsZyuaQXmbqrVq1fDaDQKTkMkVl1bwZSUlHArmLtk7qbatWsXu6lshAWOEzOZTJZ1W7gXjHVERUWhZcuWOH/+PLKyskTHIRKmvq1gzOe4FcydYzeV7bHAcWI7duzA2bNnoVarLdMO6e64u7tjzJgxANhNRa6NW8HYHmdT2RYLHCdm7p56+OGH4eHhITiNcpjH4fzwww/1bmRKpGTcCsb2tFotJEnCrl27cOLECdFxFIcFjhMzFzjsnrKu2NhY+Pr64uTJk5ZBlUSuhlvB2F5QUBC7qWyIBY6TOnz4MI4ePQoPDw+MGjVKdBxF8fHxsfxO2U1FrioqKgoajabOyQuSJCE0NBRRUVF2TqYs7KayHRY4TsrcejN06FCn3k/LUXFVY3J15q1g6trnDuBWMNbwu9/9DpIkYefOneymsjIWOE6K3VO29fDDD8Pd3R0HDx7E0aNHRcchEkKr1aJfv341znMrGOthN5XtsMBxQmfOnMGOHTsA3Fj/hqyvefPmiImJAcBWHHJd5eXlOHDgAABgwYIF3ArGRthNZRsscJzQ6tWrIcsyHnjgAbRp00Z0HMUyd1P98MMPYoMQCbJ161ZcvnwZQUFBiI+P51YwNnJzN9XJkydFx1EMFjhOiN1T9mH+/e7YsQOnT58WnIbI/v773/8CuNFl6+bGjwtbCQoKsgzWZjeV9djlX+z8+fPRvn17eHt7IyIiot6FoTIyMiBJUo3j8OHD1a5LTU1Fly5d4OXlhS5durhMN8KVK1ewceNGACxwbC0kJAT9+/cH8L+ikshVyLKM1atXAwBGjx4tOI3ysZvK+mxe4KxYsQKJiYl45513kJubi6ioKDz44IO3bYY7cuQIioqKLEfHjh0tt23fvh0TJkzAlClT8PPPP2PKlCkYP348du7caeuXI9yGDRtw/fp1tG/fHt26dRMdR/G4+Sa5qsOHDyMvLw+enp4YPny46DiKZ+6m2rFjBwoKCkTHUQSbFzhz587F9OnT8fTTT6Nz585ISkpCaGgovvjii3rv17p1awQFBVmOm/t8k5KSMGLECMyYMQPh4eGYMWMGhg0bhqSkJBu/GvFu7p7i5pq2Zx6Ho9frcfHiRcFpiOzH3D0VExODpk2bCk6jfMHBweymsjKbFjgVFRXIyclBbGxstfOxsbHIzs6u9769evVCcHAwhg0bBr1eX+227du313jMkSNH1vmY5eXlKC0trXY4I6PRaHnTYfeUfdx3333o0qULjEYj1qxZIzoOkd2Y32vYPWU/5m6q77//XnASZbBpgXPu3DmYTCYEBgZWOx8YGIji4uJa7xMcHIyFCxciNTUVOp0OnTp1wrBhw7B161bLNcXFxY16zDlz5kCtVluO0NDQu3xlYmRnZ+P8+fNo0aIFBg0aJDqOy+Cif+RqLly4gG3btgG4McCY7IPdVNZll0HGt3alyLJcZ/dKp06dEB8fj969eyMyMhLz58/Hww8/jL///e93/JgzZsyAwWCwHM76D8c8Xdm8CB3Zh7nASUtLw7Vr1wSnIbK99evXw2QyoWvXrmjfvr3oOC4jODjY8uWV3VR3z6YFTkBAAFQqVY2WlZKSkhotMPXp378/jh07Zvk5KCioUY/p5eUFf3//aoezkWXZMv7GPPCV7KN3795o27Ytrl69ig0bNoiOQ2Rz7J4Sh7OprMemBY6npyciIiKQnp5e7Xx6ejoGDBjQ4MfJzc2ttmNtZGRkjcfcsGFDox7T2Rw4cADHjx+Hl5dXjfFHZFuSJFmKSi76R0pnNBqxbt06ACxwRDB3U23fvt1pexschc27qF577TUsXrwYX331FQ4dOoRXX30VJ0+exHPPPQfgRvfRk08+abk+KSkJP/zwA44dO4YDBw5gxowZSE1NxUsvvWS5JiEhARs2bMBf//pXHD58GH/961+xceNGJCYm2vrlCGNuvRk+fDhnNAhg7qZavXo1jEaj4DREtrN9+3ZcvHgRLVq0sKwDRfYTEhKCgQMHArix3hvdOZsP5JgwYQLOnz+PWbNmoaioCN26dcPatWvRrl07AEBRUVG1NXEqKirwxhtvoLCwED4+PujatSvWrFmDhx56yHLNgAED8N133+Hdd9/Fe++9hw4dOmDFihW1bgqnFFy9WKxBgwahZcuWOH/+PDIzMy37VBEpjbl76sEHH+RYP0HGjx+PrKwsLF68GIGBgZYp5Nwio3EkWZZl0SHsrbS0FGq1GgaDwSnG45w+fRpt2rSBJEk4ffo0goKCREdySb///e+xdOlSvPzyy/jkk09ExyGyia5du+LgwYNYvnw5Jk6cKDqOS1q8eDHi4+OrndNoNJg3b57Lb3LamM9vbi7iBFatWgUA6NevH4sbgW7efNMFvxeQCzh+/DgOHjwIlUqFkSNHio7jknQ6HZ555pka5wsLCxEXFwedTicglXNigeME2D3lGEaMGIEmTZqgoKAAOTk5ouMQWZ15MctBgwahefPmgtO4HpPJhISEhFq/QJnPJSYmwmQy2TuaU2KB4+DKysqwefNmACxwRPPx8cGoUaMAcNE/UiZODxcrMzMTp06dqvN2WZZRUFBQ74bV9D8scBxcWloaKioq0LFjR4SHh4uO4/K4qjEpVVlZGTIyMgCwwBGlqKjIqte5OhY4Do6bazoW8yrShw4dwpEjR0THIbKajRs3oqKiAh06dECnTp1Ex3FJN6/3Zo3rXB0LHAdWWVlp6RNn95RjaNasGYYOHQqAi/6RstzcPcUvU2JERUVBo9HU+fuXJAmhoaGWXcepfixwHFhmZiYuXbqEVq1aITIyUnQc+n/spiKlqaqqsnyZYveUOCqVCvPmzQNQc79Fs6SkJK6H00AscByYuXtq9OjR/AftQMaOHQsA2LlzJwoLCwWnIbp7OTk5OHPmDJo2bYrBgweLjuPStFotUlJS0KZNm2rn/f39kZKS4vLr4DQGCxwHdfPmmuyeciwhISGWJezN/4+InJm5e2rkyJHw9PQUnIa0Wi3y8/Oh1+vx7LPPAgDuu+8+FjeNxALHQe3btw8nTpyAj48PRowYIToO3YLdVKQknB7ueFQqFaKjo/HHP/4RwI1WtnPnzglO5VxY4Dgo8wDW2NhY+Pr6ig1DNZgLnM2bN2Px4sXIyMjg4lvklAoLC7Fnzx5IkoQHH3xQdBy6RUhICHr06AFZlpGeni46jlNhgeOg2D3l2Pbv3w93d3dUVVUhPj4eMTExCAsL4zLq5HTWrl0LAOjbty8CAwMFp6HamBcYTUtLE5zEubDAcUAnT55Ebm4u3Nzc2GTsgHQ6HeLi4mA0Gqud514x5IzYPeX4zPuCrV+/HlVVVYLTOA8WOA7IvLnmgAED0KpVK8Fp6GbcK4aU5Nq1a9i4cSMAFjiObODAgWjSpAnOnDmDffv2iY7jNFjgOCB2Tzku7hVDSpKRkYGrV6+iTZs26Nmzp+g4VAcvLy/ExMQAYDdVY7DAcTCXLl2y7AfDAsfxcK8YUpKbF/fj6sWOzTwOZ/369YKTOA930QHoBpPJhMzMTKSmpsJoNCI8PBwdO3YUHYtuwb1iSClkWeb4GydiLnCysrJQVlYGPz8/wYkcH1twHIBOp0NYWBhiYmLw2WefAbgxYJWDVR0P94ohpThw4ABOnDgBb29vy/5q5Lg6dOiADh06wGg0YvPmzaLjOAUWOIKZZ+TcOq6jrKyMM3IcEPeKIaUwt94MGzaMa205CXZTNQ4LHIHqm5Fjxhk5jqeuvWJ8fHy4Vww5DXZPOR9zgbNu3bp6PzfoBhY4AnFGjvO6ea+YWbNmAQA8PDwsG3ESObJz585h+/btAICHH35YcBpqqOjoaHh4eCA/Px/Hjh0THcfhscARiDNynJt5r5iZM2eiefPmKC0txa5du0THIrqttLQ0VFVVoWfPnggNDRUdhxqoadOmlvF97Ka6PRY4AnFGjjKoVCoMHz4cALBhwwbBaYhuj91TzovbNjQcCxyBOCNHOcxLqbPAIUdXWVlp+XBkgeN8zO81er0e169fF5zGsbHAEejmGTm3Mhc9nJHjHEaMGAEA2LlzJy5evCg4DVHdtm3bBoPBgFatWqFPnz6i41Ajde/eHcHBwbh27RqysrJEx3FoLHAE02q1+P7772u04mg0Gs7IcSJt27ZFeHg4qqqquEYFOTRz99RDDz3EL09OSJIkdlM1EAscBxAaGgpZltGkSRN8++230Ov1yMvLY3HjZGJjYwGwm4ocG8ffOD9zNxULnPqxwHEA5g/EUaNG4YknnkB0dDS/WTkh85vO+vXruUYFOaRjx47hyJEjcHd3txTk5HyGDx8ONzc3HDhwoN6lRlwdCxwHkJ6eDuB/4zjIOQ0ZMgQeHh44ceIE16ggh2IymZCRkYE//elPAIDBgwfD399fcCq6Uy1btkTfvn0BcLp4fVjgCFZaWmpZcIvfqJxbkyZNMGjQIADspiLHcfNed99++y0AICcnh9vAODl2U90eCxzBMjIyYDQace+996J9+/ai49Bd4nRxciR17XVXWlrKve6cnHmg8caNG2E0GgWncUx2KXDmz5+P9u3bw9vbGxEREfVuPaDT6TBixAi0atUK/v7+iIyMrNEEt3TpUkiSVONwxjUBzB+EbL1RBvP/R71ej4qKCsFpyJXVt9ed+Rz3unNeffr0QfPmzXHp0iWuoF4Hmxc4K1asQGJiIt555x3k5uYiKioKDz74IE6ePFnr9Vu3bsWIESOwdu1a5OTkICYmBmPGjEFubm616/z9/VFUVFTt8Pb2tvXLsTqOv1GWnj17olWrVrh8+bKl65FIBO51p2wqlcryucFuqtrZvMCZO3cupk+fjqeffhqdO3dGUlISQkND8cUXX9R6fVJSEt5880306dMHHTt2xOzZs9GxY0esXr262nWSJCEoKKja4Wzy8/Nx9OhRqFQqxMTEiI5DVuDm5mZ502E3FYnEve6Uz9xNxYHGtbNpgVNRUYGcnJwa3S+xsbHIzs5u0GNUVVWhrKwMLVq0qHb+8uXLaNeuHTQaDUaPHl2jhccZmFtv+vfvD7VaLTgNWQvH4ZAj4F53ymf+bP3pp59w7tw5wWkcj00LnHPnzsFkMiEwMLDa+cDAQBQXFzfoMf7xj3/gypUrGD9+vOVceHg4li5dilWrVmH58uXw9vbGwIED65yaW15ejtLS0mqHI+D4G2Uyt+Dk5OTwTYeE4V53ytemTRt0794dsixbvjDT/9hlkPGtf2CyLNf5R3ez5cuX44MPPsCKFSvQunVry/n+/fvjiSeeQM+ePREVFYXvv/8e9913Hz799NNaH2fOnDlQq9WWIzQ09O5ekBWYTCZs2rQJAMffKE1wcLDlTWfjxo2i45CL4l53roHdVHWzaYETEBAAlUpVo7WmpKSkRqvOrVasWIHp06fj+++/x/Dhw+u91s3NDX369KmzBWfGjBkwGAyWo6CgoHEvxAZycnJw8eJFqNVqbninQNy2gRyBVqvF8uXLudedgt28Hk5VVZXgNI7FpgWOp6cnIiIiajSdpaenY8CAAXXeb/ny5Zg2bRqSk5Px8MMP3/Z5ZFnG3r176+xL9vLygr+/f7VDNPMH37Bhw+Du7i44DVkbt20gRxEYGAhZltG8eXMsW7aMe90pzKBBg+Dr64szZ85g3759ouM4FJt3Ub322mtYvHgxvvrqKxw6dAivvvoqTp48ieeeew7AjdaVJ5980nL98uXL8eSTT+If//gH+vfvj+LiYhQXF8NgMFiu+fDDD7F+/XocP34ce/fuxfTp07F3717LYzoDjr9RtkGDBsHb2xunT5/GwYMHRcchF2b+gvnQQw9h0qRJ3OtOYby8vDB06FAA7Ka6lc0LnAkTJiApKQmzZs3C/fffj61bt2Lt2rVo164dgBtTFG9eE+fLL7+E0WjEiy++iODgYMuRkJBguebSpUt45pln0LlzZ8TGxqKwsBBbt2617M3h6MrKyixrpHD8jTL5+Phg8ODBANhNRWJxrS3l47YNtZNkF2w/Ly0thVqthsFgENJdtXr1aowdOxYdOnTAr7/+avfnJ/uYO3cuXn/9dYwaNQrr1q0THYdc0IULFxAQEABZlnHq1Cm0adNGdCSygV9//RUdO3aEh4cHzp8/Dz8/P9GRbKYxn9/ci0oAdk+5BvP/3y1btjjlNiLk/DZt2gRZltGlSxcWNwp27733okOHDqisrIRerxcdx2GwwBGABY5r6Nq1K4KDg3Ht2jVkZWWJjkMuiN1TroPdVDWxwLGzEydOcHsGFyFJEqeLkzA3L/7GAkf5zOvhpKWlcebm/2OBY2fmN5x+/fpxewYXwG0bSJTffvsN+fn58PDwwJAhQ0THIRuLiYmBh4cH8vLyOLbz/7HAsTN2T7kW8yKVP//8c4O3JyGyBvOXqcjISDRt2lRwGrK1pk2bYtCgQQDYTWXGAseOTCaTZel+FjiuoVWrVujduzcAcK8Ysit2T7kebttQHQscO9qzZw+3Z3BBHIdD9mY0GrF582YA/DLlSsxd4nq9njM3wQLHrswfcEOHDuX2DC7k5nE43CuG7GH37t0wGAxo3rw5IiIiRMchO+nRoweCgoJw9epVztwECxy74vgb1xQZGYkmTZqgpKSEe8WQXZi7p4YOHcptGVyIJEnsproJCxw7KSsrQ3Z2NgAWOK7Gy8sL0dHRANhNRfbB8Teui+vh/A8LHDvJyMiA0WjEPffcg3vuuUd0HLIzjsMhe+Fed65txIgRkCQJv/zyC06dOiU6jlAscOzE/I2KrTeuyfytKjMzE1euXBGchpRsy5Yt/DLlwlq2bGnZeNrVv1CxwLETjr9xbffddx/atm2LiooKbN26VXQcUjB2T5H5C9W//vUvLF++HBkZGTCZTIJT2R8LHDs4ceIEjhw5wu0ZXBi3bSB7YYFD3t7eAG605k2aNAkxMTEICwuDTqcTnMy+WODYgfkNp2/fvmjWrJnYMCQMt20gWzt16hQOHToENzc3DB06VHQcEkCn0+Gdd96pcb6wsBBxcXEuVeSwwLEDjr8h4MaUXTc3Nxw8eBAFBQWi45ACmVdKf+CBB9C8eXPBacjeTCYTEhISat1s03wuMTHRZbqrWODYGLdnILMWLVpYVrDmtg1kC+yecm2ZmZn1zpySZRkFBQXIzMy0YypxWODY2J49e3DhwgX4+/tbRraT6+I4HLKVqqoqy5cpFjiuqaioyKrXOTsWODbG7RnoZuZxOOnp6S7TTEz2sX//fpSUlKBJkyaIjIwUHYcECA4Otup1zo4Fjo1x/A3drG/fvvD398eFCxewZ88e0XFIQczvNUOGDIGnp6fgNCRCVFQUNBoNJEmq9XZJkhAaGoqoqCg7JxODBY4NcXsGupWHh4dldgu7qciaOP6GVCoV5s2bBwA1ihzzz0lJSS6zPxkLHBvasmULKisrcc8996BDhw6i45CD4Dgcsrbr169bFpBkgePatFotUlJS0KZNm2rng4KCkJKSAq1WKyiZ/bHAsSHzBxjfcOhm5nE42dnZKC0tFZyGlGDbtm24fv06QkJC0KVLF9FxSDCtVov8/Hzo9Xp07NgRAPD++++7VHEDsMCxKY6/odqYW/SMRiMyMjJExyEFML/XDB8+vM7xF+RaVCoVoqOjMWnSJADApk2bBCeyPxY4NnLy5EkcPnyYK4pSrcxF79dff+3Se8WQdXD8DdXF/G9i06ZNLvcewwLHRsxvOP369eP2DFSDv78/AOCHH35w6b1i6O6dPXsWubm5AG604BDdrG/fvvDz88OFCxcs/05cBQscG+H4G6qLTqfDxx9/XOO8K+4VQ3dv06ZNkGUZ3bt3R1BQkOg45GA8PDwsmzy72grqLHBsgNszUF24VwxZG7un6HbM/zbMn0uuggWODeTm5nJ7BqoV94oha5JlmQUO3Za56zIrKwtXr14VnMZ+WODYwM3bM3h4eAhOQ46Ee8WQNR09ehQFBQXw9PTE4MGDRcchB9WpUydoNBpUVFS41JcnFjg2wPE3VBfuFUPWZG69GThwIHx9fQWnIUclSZLl88iVxuGwwLEik8mEdevWISsrCwAwbNgwwYnI0XCvGLImdk9RQ7HAsZH58+ejffv28Pb2RkRExG2byLZs2YKIiAh4e3vjnnvuwYIFC2pck5qaii5dusDLywtdunTBypUrbRW/QXQ6HcLCwvDQQw9ZBogOHz6cM2KoGu4VQ9ZSWVkJvV4PgAUO3Z75C/e+fftw5swZwWnsRLax7777Tvbw8JAXLVokHzx4UE5ISJCbNGkinzhxotbrjx8/Lvv6+soJCQnywYMH5UWLFskeHh5ySkqK5Zrs7GxZpVLJs2fPlg8dOiTPnj1bdnd3l3fs2NGgTAaDQQYgGwwGq7zG1NRUWZIkGUC1Q5IkWZIkOTU11SrPQ8qRmpoqazSaav9e2rRpw38r1GBZWVkyALlFixay0WgUHYecwP333y8DkJctWyY6yh1rzOe3zQucvn37ys8991y1c+Hh4fLbb79d6/VvvvmmHB4eXu3cs88+K/fv39/y8/jx4+VRo0ZVu2bkyJHyxIkTG5TJmgWO0Wis8UF1a5ETGhrKNyCqwWg0ynq9Xm7durUMQNbpdKIjkRN5//33ZQDyY489JjoKOYk//OEPMgB52rRpoqPcscZ8ftu0i6qiogI5OTk11oKJjY1FdnZ2rffZvn17jetHjhyJ3bt3o7Kyst5r6nrM8vJylJaWVjushdN+6U6Z94r53e9+BwDYvHmz4ETkTDj+hhrLPF08PT291rW4lMamBc65c+dgMpkQGBhY7XxgYCCKi4trvU9xcXGt1xuNRpw7d67ea+p6zDlz5kCtVluO0NDQO31JNXDaL90t8weUefYd0e0YDAbs3LkTAAscarioqCh4eXmhsLAQhw8fFh3H5uwyyPjWwZSyLNe7421t1996vjGPOWPGDBgMBstRUFDQqPz14bRfulsxMTFwc3PD0aNHcfLkSdFxyAmYN2e99957ERYWJjoOOQkfHx8MGjQIgGvMprJpgRMQEACVSlWjZaWkpKRGC4xZUFBQrde7u7ujZcuW9V5T12N6eXnB39+/2mEtnPZLd6tZs2bo168fANd406G7x+4pulOuNF3cpgWOp6cnIiIiavwi09PTMWDAgFrvExkZWeP6DRs24IEHHrCsClzXNXU9pi1x2i9ZA7upqDFY4NCdMv+bycjIsIxrVSzbjnf+3zTxJUuWyAcPHpQTExPlJk2ayPn5+bIsy/Lbb78tT5kyxXK9eZr4q6++Kh88eFBesmRJjWni27Ztk1UqlfzRRx/Jhw4dkj/66COh08RlufZpv6GhoZz2Sw2SmZkpA5Bbtmwpm0wm0XHIgZ04cUIGILu5uckXL14UHYecjMlkklu2bCkDkDMzM0XHaTSHmiYuy7L8+eefy+3atZM9PT3l3r17y1u2bLHcNnXqVHnIkCHVrs/IyJB79eole3p6ymFhYfIXX3xR4zH/85//yJ06dZI9PDzk8PDwRhUStihwZPl/036Tk5NlvV7PqeHUYBUVFbKfn58MQN69e7foOOTAFi9eLAOotnQGUWOMHz9eBiD/8Y9/FB2l0Rrz+S3JsgvMFbtFaWkp1Go1DAaDVcfjEN2NRx55BKtWrcLs2bMxY8YM0XHIQU2cOBErVqzAe++9h1mzZomOQ05o8eLFiI+PR2RkZJ3Lqziqxnx+cy8qIgfhSoP/6M5UVVVh06ZNADj+hu6c+d/Orl27YDAYBKexHRY4RA7CvHjltm3bcOXKFcFpyNGYTCYsXrwY586dg7e3N/r06SM6Ejmpdu3aoWPHjjCZTJb9zJSIBQ6Rg+jYsSPatm2LiooKbN26VXQcciDmzXyfffZZAMD169fRsWNHbuZLd8zcirNx40bBSWyHBQ6Rg5AkydKKw24qMtPpdIiLi6uxJUxhYSHi4uJY5NAdcYUucRY4RA7EFd50qOFMJhMSEhJq3TfIfC4xMREmk8ne0cjJRUdHK34FdRY4RA5k2LBhkCQJv/zyC06fPi06DgnGzXzJVpo1a4a+ffsCUO4XKhY4RA6kZcuWiIiIAKDsvnFqGG7mS7ak9BZjFjhEDkbpbzrUcNzMl2zJ/F6zadMmVFVVCU5jfSxwiBzMzQWOC67DSTfhZr5kS/3790fTpk1x7tw5/Pzzz6LjWB0LHCIHM2DAAPj6+uLMmTPYv3+/6DgkkHkz39oKXW7mS3fLw8MD0dHRAJTZYswCh8jBeHl5YciQIQCU+aZDjaPVajFgwIAa5zUaDVJSUqDVagWkIqUYPnw4AGW+17DAIXJA5m6qDRs2CE5CoplMJhw6dAgA8MknnyA5ORl6vR55eXksbuiumd9rMjMzce3aNcFprMtddAAiqsm84N/WrVtx/fp1eHt7C05EouzevRsXL16EWq3G888/D3d3vm2T9XTu3BkhISE4ffo0srKyFLXHGVtwiBxQly5dEBISguvXr2Pbtm2i45BA69evB3BjjSQWN2RtkiQpduYmCxwiByRJkqVvnN1Urs1c4IwcOVJwElIqpe5LxQKHyEFxXyq6dOkSdu7cCYAFDtmO+ctUbm4uzp49KziN9bDAIXJQSn3ToYbbvHkzTCYTOnXqhHbt2omOQwoVGBiI7t27A7ix6J9SsMAhclCBgYHo2bMnAOU1HVPDsHuK7EWJ43BY4BA5MCW+6VDDyLLMAofsRokrqLPAIXJgSnzToYY5evQoTpw4AU9PT8vCj0S2MnjwYHh6eqKgoABHjx4VHccqWOAQObCoqCh4eXnh1KlTOHz4sOg4ZEfm1puoqCg0adJEcBpSOl9fXwwcOBCAcrrEWeAQOTAfHx/LRorspnIt5gLHPJuOyNaU1iXOAofIwSntTYdur7y8HBkZGQA4/obsxzxzU6/Xw2g0Ck5z91jgEDk48zd4vV6PiooKwWnIHrKysnD16lUEBQWhR48eouOQi+jduzeaN2+O0tJS7Nq1S3Scu8YCh8jB9ejRA61atcKVK1ewY8cO0XHIDsyrV8fGxkKSJMFpyFWoVCoMGzYMgDJajFngEDk4Nzc3S9OxEt506PY4PZxEUVKXOAscIidg7qbivlTKV1xcjJ9//rnaJohE9mL+N7d9+3Z89dVXyMjIgMlkEpzqzrDAIXIC5jed3bt34+LFi4LTkC2Zi9jevXujVatWgtOQq8nNzYVKpUJVVRWmT5+OmJgYhIWFQafTiY7WaCxwiJxAmzZt0LlzZ1RVVWHz5s2i45ANsXuKRNHpdIiLi6vRYlNYWIi4uDinK3JY4BA5CXZTKV9VVZXl/y8LHLInk8mEhISEWldMN59LTEx0qu4qFjhETkJJg/+odrm5uTh37hz8/PwQGRkpOg65kMzMTJw6darO22VZRkFBATIzM+2Y6u7YtMC5ePEipkyZArVaDbVajSlTpuDSpUt1Xl9ZWYm33noL3bt3R5MmTRASEoInn3wSp0+frnZddHQ0JEmqdkycONGWL4VIuCFDhsDDwwN5eXn47bffRMchGzB3Tw0dOhQeHh6C05ArKSoqsup1jsCmBc6kSZOwd+9epKWlIS0tDXv37sWUKVPqvP7q1avYs2cP3nvvPezZswc6nQ5Hjx7F2LFja1wbHx+PoqIiy/Hll1/a8qUQCde0aVMMGDAAALuplIrbM5AowcHBVr3OEbjb6oEPHTqEtLQ07NixA/369QMALFq0CJGRkThy5Ag6depU4z5qtbpG8/unn36Kvn374uTJk2jbtq3lvK+vL4KCgmwVn8ghjRgxAlu2bEF6ejqef/550XHIikpLS5GdnQ2A42/I/qKioqDRaFBYWFjrOBxJkqDRaCx74zkDm7XgbN++HWq12lLcAED//v2hVqstf8QNYTAYIEkSmjVrVu38smXLEBAQgK5du+KNN95AWVlZnY9RXl6O0tLSageRMzJ/s9+8ebMi9oqh/8nIyIDRaESHDh3QoUMH0XHIxahUKsybNw8A6lw9OykpCSqVyp6x7orNCpzi4mK0bt26xvnWrVujuLi4QY9x/fp1vP3225g0aRL8/f0t5ydPnozly5cjIyMD7733HlJTU6HVaut8nDlz5ljGAanVaoSGhjb+BRE5APNeMQaDAT/99JPoOGRFnB5Oomm1WqSkpKBNmzbVzjdt2hQpKSn1fs46okYXOB988EGNAb63Hrt37wZQexUoy3KD9laprKzExIkTUVVVhfnz51e7LT4+HsOHD0e3bt0wceJEpKSkYOPGjdizZ0+tjzVjxgwYDAbLUVBQ0NiXTeQQlLZXDP0PCxxyBFqtFvn5+dDr9UhISABwY9yNsxU3wB0UOC+99BIOHTpU79GtWzcEBQXhzJkzNe5/9uxZBAYG1vsclZWVGD9+PPLy8pCenl6t9aY2vXv3hoeHB44dO1br7V5eXvD39692EDkrczcVCxzl+O233/Dbb7/B3d0dMTExouOQi1OpVIiOjsaHH34Id3d3HDt2DL/++qvoWI3W6EHGAQEBCAgIuO11kZGRMBgM2LVrF/r27QsA2LlzJwwGg2UmSG3Mxc2xY8eg1+vRsmXL2z7XgQMHUFlZ6VSju4nu1M17xZSWlrJgVwBz683AgQPh5+cnOA3RDWq1GoMGDUJGRgbWrl2LV155RXSkRrHZGJzOnTtj1KhRiI+Px44dO7Bjxw7Ex8dj9OjR1WZQhYeHY+XKlQAAo9GIuLg47N69G8uWLYPJZEJxcTGKi4tRUVEB4MY3nVmzZmH37t3Iz8/H2rVr8dhjj6FXr14YOHCgrV4OkcMICwtDhw4dYDKZMGvWLKfeDI9uYPcUOaqHH34YALBmzRrBSe6AbEPnz5+XJ0+eLPv5+cl+fn7y5MmT5YsXL1a7BoD89ddfy7Isy3l5eTKAWg+9Xi/LsiyfPHlSHjx4sNyiRQvZ09NT7tChg/zKK6/I58+fb3Aug8EgA5ANBoOVXimR/aSmpspNmjSp9veh0Wjk1NRU0dHoDpSXl8tNmzaVAcg5OTmi4xBVc/DgQRmA7OnpKV++fFl0nEZ9fkuyXMuEd4UrLS2FWq2GwWBg8z45FfNmeLf+2ZoH7jvjTAdXt2XLFkRHR6NVq1YoLi6Gmxt30CHHIcsy7rnnHuTn5+PHH3+sdeFde2rM5zf/koichBI3w6PqqxezuCFHI0mS03ZT8a+JyEkocTM8AncPJ4dnLnDWrl1b6xcsR8UCh8hJKHEzPFd39uxZy/pd5tlxRI4mOjoaPj4+OHXqFPbv3y86ToOxwCFyEkrcDM/VpaenQ5Zl9OzZk3vrkcPy8fHB0KFDAThXNxULHCInYd4Mr66VwCVJQmhoqFNthufqOD2cnMXN3VTOggUOkZNQ4mZ4rkyWZY6/Iafx0EMPAQCys7Nx4cIFwWkahgUOkROpazM8Nzc3fP/995wi7kT27duH4uJi+Pr6cpFScnjt2rVD165dUVVVZWl5dHQscIiczM2b4X3zzTfw9vZGVVUVwsLCREejRjB/SMTExMDLy0twGqLbc7bp4ixwiJyQeTO8J5980vKms2rVKsGpqDE4/oacjfm9Ji0tzSnW22KBQ+TkzCuLrl69WnASaqgrV64gKysLAAscch6RkZFQq9U4f/48du3aJTrObbHAIXJyDz30ENzc3LB3714UFBSIjkMNsGXLFlRUVCAsLAwdO3YUHYeoQTw8PCwFuTN0U7HAIXJyAQEBGDBgAAC24jiLm7un6poRR+SInGm6OAscIgUYM2YMABY4zoLjb8hZjRo1CpIkITc3F6dPnxYdp14scIgUwDwOZ/PmzSgrKxOchupz4sQJHDlyBCqVyrI6LJGzaN26Nfr06QPA8VtxWOAQKUCnTp1w7733oqKiAunp6aLjUD3MrTf9+/eHWq0WnIao8Zylm4oFDpECSJJk6abidHHHZDKZkJGRgcWLFwPg5prkvMwFTnp6OsrLywWnqRsLHCKFMHdTrVmzxinWqHAlOp0OYWFhiImJwU8//QQAmD9/PnQ6neBkRI3Xq1cvBAYG4vLly8jMzBQdp04scIgUYuDAgWjWrBnOnTuHHTt2iI5D/0+n0yEuLg6nTp2qdv7s2bOIi4tjkUNOx83NzbI3lSN3U7HAIVIIDw8Py5sOZ1M5BpPJhISEBMiyXOM287nExES2uJHTcYZtG1jgECkIp4s7lszMzBotNzeTZRkFBQUO3cxPVJvhw4fD3d0dR48exa+//io6Tq1Y4BApyKhRo+Du7o6DBw/it99+Ex3H5RUVFVn1OiJHoVarERUVBcBxW3FY4BApSLNmzTB48GAAbMVxBMHBwVa9jsiROPp0cRY4RArD6eKOIyoqChqNps7tGCRJQmhoqOWbMJEzMRc4GRkZuHz5suA0NbHAIVIYc4GzdetWXLx4UXAa16ZSqTBv3rxabzMXPUlJSVCpVPaMRWQVnTp1Qvv27VFRUYFNmzaJjlMDCxwihenQoQO6dOkCk8mEtLQ00XFcnlarxTPPPFPjvEajQUpKCrRarYBURHdPkiSH7qZigUOkQOZF/zgOxzEcP34cABAfH4/k5GTo9Xrk5eWxuCGnd3OBU9tyCCJJsqMlsoPS0lKo1WoYDAb4+/uLjkNkddnZ2ZaF/0pKSuDh4SE6ksu6cOECAgMDYTQacezYMdx7772iIxFZzbVr19CyZUtcu3YNe/fuRc+ePW36fI35/GYLDpEC9evXD61atcKlS5eQlZUlOo5LW7VqFYxGI3r06MHihhTHx8cHw4YNA+B43VQscIgUSKVSWZqO2U0lVmpqKgDgd7/7neAkRLbhqKsas8AhUijzOJxVq1Y5XN+4qygtLcWGDRsAsMAh5TJvEbN9+3acP39ecJr/YYFDpFAjRoyAp6cnfvvtNxw+fFh0HJe0du1aVFRUoFOnTujSpYvoOEQ20bZtW3Tr1g1VVVWWgt4R2LTAuXjxIqZMmQK1Wg21Wo0pU6bg0qVL9d5n2rRpkCSp2tG/f/9q15SXl+Pll19GQEAAmjRpgrFjx9a73wuRK2ratCmGDh0KgIv+iXJz91Rdi/0RKYEjdlPZtMCZNGkS9u7di7S0NKSlpWHv3r2YMmXKbe83atQoFBUVWY5bBy4lJiZi5cqV+O6775CVlYXLly9j9OjR3JGX6BacLi7O1atXLe9dnA5OSmcucNLS0hzms9hm08QPHTqELl26YMeOHejXrx8AYMeOHYiMjMThw4fRqVOnWu83bdo0XLp0CT/88EOttxsMBrRq1QrffvstJkyYAAA4ffo0QkNDsXbtWowcOfK22ThNnFxFQUEB2rZtC0mScObMGbRq1Up0JJexcuVKaLVahIWF4fjx42zBIUUzGo2WmZvZ2dmIjIy0yfM4xDTx7du3Q61WW4obAOjfvz/UajWys7PrvW9GRgZat26N++67D/Hx8SgpKbHclpOTg8rKSsTGxlrOhYSEoFu3bnU+bnl5OUpLS6sdRK4gNDQUvXr1gizLDjeFU+nM3VNarZbFDSmeu7u7pYHBUbqpbFbgFBcXo3Xr1jXOt27dGsXFxXXe78EHH8SyZcuwefNm/OMf/8BPP/2EoUOHory83PK4np6eaN68ebX7BQYG1vm4c+bMsYwDUqvVCA0NvYtXRuRczHtTsZvKfsrLyy2/b86eIlfhaONwGl3gfPDBBzUGAd967N69GwBq/dYiy3K932YmTJiAhx9+GN26dcOYMWOwbt06HD169La/sPoed8aMGTAYDJajoKCgEa+YyLmZx+GsX7/e8kWBbGvTpk0oLS1FSEhIjUkSREo1atQoSJKEvXv3orCwUHScxhc4L730Eg4dOlTv0a1bNwQFBeHMmTM17n/27FkEBgY2+PmCg4PRrl07HDt2DAAQFBSEioqKGrskl5SU1Pm4Xl5e8Pf3r3YQuYrevXsjJCQEly9fRkZGhug4LsHcPfXoo4/CzY2rcZBraNWqFfr27QsAWLduneA0d1DgBAQEIDw8vN7D29sbkZGRMBgM2LVrl+W+O3fuhMFgwIABAxr8fOfPn0dBQQGCg4MBABEREfDw8EB6errlmqKiIvzyyy+NelwiVyFJEkaPHg2A08XtwWg04scffwTA7ilyPeZuqqVLl2L58uXIyMgQNqvKZl8tOnfujFGjRiE+Ph47duzAjh07EB8fj9GjR1ebQRUeHo6VK1cCAC5fvow33ngD27dvR35+PjIyMjBmzBgEBATg0UcfBQCo1WpMnz4dr7/+OjZt2oTc3Fw88cQT6N69O4YPH26rl0Pk1G6eLs5VjW1r69atOH/+PAICAhAVFSU6DpFdeXt7AwC2bduGSZMmISYmBmFhYdDpdHbPYtO202XLlqF79+6IjY1FbGwsevTogW+//bbaNUeOHIHBYABwY/+c/fv345FHHsF9992HqVOn4r777sP27dvh5+dnuc8///lPjBs3DuPHj8fAgQPh6+uL1atXQ6VS2fLlEDmtoUOHwsfHBwUFBfj5559Fx1E0c/fUuHHj4O7uLjgNkf3odDq89dZbNc4XFhYiLi7O7kWOzdbBcWRcB4dc0bhx4/Djjz9i1qxZeO+990THUaSqqipoNBoUFRVh3bp1GDVqlOhIRHZhMpkQFhZW564CkiRBo9EgLy/vrhojHGIdHCJyLJwubnvbt29HUVER1Gq1ZZsMIleQmZlZ75ZJsiyjoKAAmZmZdsvEAofIRYwePRqSJOGnn37C6dOnRcdRJHP31JgxY+Dp6Sk4DZH9FBUVWfU6a2CBQ+QiAgMDLVM4HWUhLiWRZdkyxoCzp8jVmGc6W+s6a2CBQ+RCzN1UnC5ufTk5OThx4gSaNGnSoD3xiJQkKioKGo2mzgV3JUlCaGioXWcWssAhciHm6eIbN27E1atXBadRFnP31EMPPQQfHx/BaYjsS6VSYd68eQBq7mJg/jkpKcmus51Z4BC5kG7duqFdu3a4fv06Nm7cKDqOYsiybClw2D1Frkqr1SIlJQVt2rSpdl6j0SAlJQVardauebhIA5ELkSQJY8eOxaeffoovv/wSV65cQXBwMKKioriO1F04cOAAjh07Bi8vLzz00EOi4xAJo9Vq8cgjjyAzMxNFRUVC319Y4BC5mObNmwMA1q5di7Vr1wK48Q1r3rx5dv+GpRTm1puRI0dWW5SUyBWpVCpER0eLjsEuKiJXotPp8Kc//anGeVErjSoFu6eIHA9XMuZKxuQi7LXSqKs5duwY7rvvPri7u6OkpMTSQkZE1seVjImoBkdcaVQJzK03Q4cOZXFD5EBY4BC5CEdcaVQJ2D1F5JhY4BC5CEdcadTZnThxArt374abmxvGjRsnOg4R3YQFDpGLcMSVRp2deVB2VFQUWrduLTgNEd2MBQ6Ri6hvpVEze6806uzYPUXkuFjgELmQulYa9fT0FLLSqDMrKipCdnY2APD3RuSAWOAQuRitVov8/Hzo9Xp8/vnncHNzQ0VFBcLDw0VHcyo//PADZFlG//79axSMRCQeCxwiF2ReafSFF16w7DC+ePFiwamcC7uniBwbCxwiFxcfHw8A+Ne//oXy8nLBaZzD+fPnkZGRAYAFDpGjYoFD5OJGjRoFjUaD8+fPY+XKlaLjOIUff/wRJpMJvXr1Qvv27UXHIaJasMAhcnEqlQpPPfUUAGDRokWC0zgHc/cUBxcTOS4WOESE6dOnQ5IkbN68Gb/++qvoOA7LZDLhv//9L9avXw8AXNyPyIGxwCEitG3bFqNGjQLAwcZ10el0CAsLw5gxY2AymQAADz74IHdgJ3JQLHCICMD/BhsvXboUlZWVgtM4Fp1Oh7i4uBqblRYWFiIuLo5FDpEDYoFDRACA0aNHIzAwEGfOnMHq1atFx3EYJpMJCQkJkGW5xm3mc4mJiZZWHSJyDCxwiAgA4OHhgd///vcAONj4ZpmZmTVabm4myzIKCgqQmZlpx1REdDsscIjI4umnnwYArF+/HidOnBCcxjEUFRVZ9Toisg8WOERk0aFDBwwbNgyyLGPJkiWi4ziE4OBgq15HRPbBAoeIqjEPNv7qq69gNBoFpxEvKioKGo2mztslSUJoaCiioqLsmIqIbocFDhFVM27cOLRs2RKFhYVIS0sTHUc4lUqFP/zhD7XeJkkSACApKQkqlcqesYjoNljgEFE1Xl5emDp1KgAONjbbv38/AMDb27vaeY1Gg5SUFK5oTOSAbFrgXLx4EVOmTIFarYZarcaUKVNw6dKleu8jSVKtx9/+9jfLNdHR0TVunzhxoi1fCpFLMQ82XrNmDQoLCwWnEau4uBj/+te/AAAbNmyAXq9HcnIy9Ho98vLyWNwQOSh3Wz74pEmTcOrUKUsz9zPPPIMpU6bUu8bGrTMR1q1bh+nTp9fYsTc+Ph6zZs2y/Ozj42PF5ESurXPnzhg0aBCysrLw9ddf49133xUdSZjPP/8cFRUViIyM5DgbIidiswLn0KFDSEtLw44dO9CvXz8AN5q7IyMjceTIEXTq1KnW+wUFBVX7+ccff0RMTAzuueeeaud9fX1rXEtE1vPMM88gKysLS5YswcyZM+Hm5no92leuXMH8+fMBoM5xOETkmGz2jrV9+3ao1WpLcQMA/fv3h1qtRnZ2doMe48yZM1izZg2mT59e47Zly5YhICAAXbt2xRtvvIGysrI6H6e8vBylpaXVDiKqX1xcHJo1a4b8/Hxs3LhRdBwhvv76a1y4cAH33nsvxo4dKzoOETWCzQqc4uJitG7dusb51q1bo7i4uEGP8c0338DPz69GH/fkyZOxfPlyZGRk4L333kNqamq9/eBz5syxjANSq9UIDQ1t3IshckE+Pj544oknALjmYGOTyYS5c+cCAF577TXOkiJyMo0ucD744IM6BwKbj927dwP43xTKm8myXOv52nz11VeYPHlyjZkL8fHxGD58OLp164aJEyciJSUFGzduxJ49e2p9nBkzZsBgMFiOgoKCRr5qItdkXhPnxx9/RElJieA09rVy5Urk5eWhZcuWllllROQ8Gj0G56WXXrrtjKWwsDDs27cPZ86cqXHb2bNnERgYeNvnyczMxJEjR7BixYrbXtu7d294eHjg2LFj6N27d43bvby84OXlddvHIaLqevTogb59+2LXrl345ptvXGYciizLlpmbL774Inx9fQUnIqLGanSBExAQgICAgNteFxkZCYPBgF27dqFv374AgJ07d8JgMGDAgAG3vf+SJUsQERGBnj173vbaAwcOoLKykkulE9lAfHw8du3ahUWLFuGNN95ocAusM8vKysKuXbvg7e2NF198UXQcIroDNhuD07lzZ4waNQrx8fHYsWMHduzYgfj4eIwePbraDKrw8HCsXLmy2n1LS0vxn//8x7IWx81+++03zJo1C7t370Z+fj7Wrl2Lxx57DL169cLAgQNt9XKIXNbEiRPRtGlTHDt2DFu2bBEdxy7+/ve/AwCmTp1a61hCInJ8Np33uWzZMnTv3h2xsbGIjY1Fjx498O2331a75siRIzAYDNXOfffdd5BlGY8//niNx/T09MSmTZswcuRIdOrUCa+88gpiY2OxceNGDgIksoGmTZti0qRJAFxjsPGRI0ewatUqSJKEV199VXQcIrpDkizLsugQ9lZaWgq1Wg2DwQB/f3/RcYgc3u7du9GnTx94eXnh9OnTaNGihehINvPMM89g0aJFeOSRR/DDDz+IjkNEN2nM57frrdxFRI0WERGB+++/H+Xl5TVaYZXkzJkzlm0ZXGVANZFSscAhotuSJMkyZXzRokVQasPv559/jvLycvTv379BkyGIyHGxwCGiBpk8eTJ8fHxw4MABbN++XXQcq7ty5Qo+//xzAHCZ2WJESsYCh4gaRK1WY8KECQCUOdh46dKluHDhAjp06IBx48aJjkNEd4kFDhE1mLmbKjk5GUuWLEFGRgZMJpPgVHeP2zIQKQ8LHCJqsKKiIri7u6OiogJPP/00YmJiEBYWBp1OJzraXfnhhx9w/PhxtGzZEtOmTRMdh4isgAUOETWITqfDY489BqPRWO18YWEh4uLinLbIuXlbhhdeeIHbMhApBNfB4To4RLdlMpkQFhaGU6dO1Xq7JEnQaDTIy8tzuu6drKwsREVFwcvLCydOnGjQXnlEJAbXwSEiq8rMzKyzuAFutIIUFBQgMzPTjqms4+ZtGVjcECkHCxwiuq2ioiKrXucozNsyADcGFxORcrDAIaLbCg4Otup1jmLu3LmQZRljx46ttgkwETk/FjhEdFtRUVHQaDT1Ln6n0WgQFRVlx1R3p6SkBN988w2AGwv7EZGysMAhottSqVSYN28eANRZ5AwaNMipBhibt2Xo168fBg0aJDoOEVkZCxwiahCtVouUlBS0adOm2nnzzuIpKSnIzc0VEa3BTCYTMjIysHTpUiQlJQHgtgxESsUCh4gaTKvVIj8/H3q9HsnJydDr9Thz5gy0Wi2MRiOmTJmC69evi45ZK51Oh7CwMMTExOD3v/89SktLnarFiYgah+vgcB0cort29uxZdOvWDSUlJfjDH/6Ajz/+WHSkanQ6HeLi4mrdBV2SJKSkpECr1QpIRkSN0ZjPbxY4LHCIrGLVqlV45JFHIEkStmzZ4jADjpW8SCGRq+FCf0Rkd2PHjsXvf/97yLKMqVOnoqysTHQkAMpepJCI6sYCh4isJikpCe3atUNeXp7DTL1W6iKFRFQ/FjhEZDX+/v74+uuvAQALFy7E2rVrBSdS7iKFRFQ/FjhEZFUxMTFITEwEADz99NM4f/680DwDBw6sd4dwSZIQGhrqMGOGiMg6WOAQkdXNnj0b4eHhKCoqwosvvigshyzLSExMxNWrV2u93bz+TVJSEgcYEykMCxwisjofHx98++23UKlUWLFiBb777jshOWbOnIn58+dDkiQkJiZCo9FUu12j0XCKOJFCcZo4p4kT2cwHH3yADz/8EM2bN8cvv/yCkJAQuz337Nmz8c477wAAvvzySzzzzDMwmUzIzMxEUVERgoODERUVxZYbIifCdXBugwUOkX1UVlYiMjISOTk5GDVqFNauXWuXbRE+/fRTvPLKKwCAv//973j99ddt/pxEZHtcB4eIHIKHhwf+9a9/wcvLC2lpaVi0aJHNn3Pp0qWW4ub9999ncUPkotiCwxYcIpv75z//iddeew1NmjTBnj17cPr0aZt0E6WkpGDChAmoqqrCq6++in/84x/cSJNIQdhFdRsscIjsq6qqCkOHDsWWLVvg6emJiooKy20ajQbz5s2764G+a9euxbhx41BZWYmnn34aCxcuZHFDpDDsoiIih+Lm5oaJEycCQLXiBgAKCwsRFxcHnU53x4+/ZcsW/O53v0NlZSUmTpyIBQsWsLghcnFswWELDpHNWXPDy1tnQnl5eSE2NhaXL1/GmDFjkJqaCg8PD1u8DCISrDGf3+52ykRELqwxG15GR0fXeZ1Op0NCQkK1x5IkCbIsY+jQofj+++9Z3BARABt3Uf3lL3/BgAED4Ovri2bNmjXoPrIs44MPPkBISAh8fHwQHR2NAwcOVLumvLwcL7/8MgICAtCkSROMHTu23jdPIhKroRtZvvTSS5g5cyZ+/PHHGvfR6XSIi4ur8bduboR+6qmn4O3tbZ3AROT0bFrgVFRU4LHHHsPzzz/f4Pt8/PHHmDt3Lj777DP89NNPCAoKwogRI1BWVma5JjExEStXrsR3332HrKwsXL58GaNHj4bJZLLFyyCiu9TQjSwPHDiAOXPmYNy4cQgJCUHbtm0RFxeHv/71r3juuedQV4+6JEmYMWMG3wOI6H9kO/j6669ltVp92+uqqqrkoKAg+aOPPrKcu379uqxWq+UFCxbIsizLly5dkj08POTvvvvOck1hYaHs5uYmp6WlNSiPwWCQAcgGg6FxL4SI7ojRaJQ1Go0sSZIMoMYhSZIcGBgoL1iwQJ4+fbrcvXt32c3NrdZr6zv0er3ol0pENtSYz2+HmkWVl5eH4uJixMbGWs55eXlhyJAhyM7OBgDk5OSgsrKy2jUhISHo1q2b5RoiciwqlQrz5s0DgBqzm8w/z58/H88++ywWL16Mffv24dKlS9Dr9fjrX/+KPn36NOh5GtoVRkTK51AFTnFxMQAgMDCw2vnAwEDLbcXFxfD09ETz5s3rvOZW5eXlKC0trXYQkX1ptVqkpKSgTZs21c7XteGln58foqOj8eabb+Ljjz9u0HM0tCuMiJSv0QXOBx98AEmS6j127959V6Fu/YYny/Jt17So75o5c+ZArVZbjtDQ0LvKR0R3RqvVIj8/H3q9HsnJydDr9cjLy7vtIn9RUVHQaDR1/o1LkoTQ0FBERUXZIjYROaFGTxN/6aWXLAt21SUsLOyOwgQFBQG40Upz8zexkpISS6tOUFAQKioqcPHixWqtOCUlJRgwYECtjztjxgy89tprlp9LS0tZ5BAJolKp6p0KXtd95s2bh7i4OMu0cDNz0ZOUlMSdwYnIotEtOAEBAQgPD6/3uNOpmu3bt0dQUBDS09Mt5yoqKrBlyxZL8RIREQEPD49q1xQVFeGXX36ps8Dx8vKCv79/tYOInEtju7iIyLXZdKG/kydP4sKFCzh58iRMJhP27t0LALj33nvRtGlTAEB4eDjmzJmDRx99FJIkITExEbNnz0bHjh3RsWNHzJ49G76+vpg0aRIAQK1WY/r06Xj99dfRsmVLtGjRAm+88Qa6d++O4cOH2/LlEJFgWq0WjzzySLWVjK25WScRKYdNC5w//vGP+Oabbyw/9+rVCwCg1+stTdRHjhyBwWCwXPPmm2/i2rVreOGFF3Dx4kX069cPGzZsgJ+fn+Waf/7zn3B3d8f48eNx7do1DBs2DEuXLuWbHJELuJMuLiJyPdyLit1VREREToG7iRMREZFLY4FDREREisMCh4iIiBSHBQ4REREpDgscIiIiUhwWOERERKQ4LHCIiIhIcVjgEBERkeLYdCVjR2Ve27C0tFRwEiIiImoo8+d2Q9YodskCp6ysDAC4ozgREZETKisrg1qtrvcal9yqoaqqCqdPn4afnx8kSbLqY5eWliI0NBQFBQXcBsKG+Hu2D/6e7YO/Z/vh79o+bPV7lmUZZWVlCAkJgZtb/aNsXLIFx83NDRqNxqbP4e/vzz8eO+Dv2T74e7YP/p7th79r+7DF7/l2LTdmHGRMREREisMCh4iIiBSHBY6VeXl54f3334eXl5foKIrG37N98PdsH/w92w9/1/bhCL9nlxxkTERERMrGFhwiIiJSHBY4REREpDgscIiIiEhxWOAQERGR4rDAsaL58+ejffv28Pb2RkREBDIzM0VHUpw5c+agT58+8PPzQ+vWrTFu3DgcOXJEdCzFmzNnDiRJQmJiougoilNYWIgnnngCLVu2hK+vL+6//37k5OSIjqUoRqMR7777Ltq3bw8fHx/cc889mDVrFqqqqkRHc2pbt27FmDFjEBISAkmS8MMPP1S7XZZlfPDBBwgJCYGPjw+io6Nx4MABu+VjgWMlK1asQGJiIt555x3k5uYiKioKDz74IE6ePCk6mqJs2bIFL774Inbs2IH09HQYjUbExsbiypUroqMp1k8//YSFCxeiR48eoqMozsWLFzFw4EB4eHhg3bp1OHjwIP7xj3+gWbNmoqMpyl//+lcsWLAAn332GQ4dOoSPP/4Yf/vb3/Dpp5+KjubUrly5gp49e+Kzzz6r9faPP/4Yc+fOxWeffYaffvoJQUFBGDFihGU/SJuTySr69u0rP/fcc9XOhYeHy2+//bagRK6hpKREBiBv2bJFdBRFKisrkzt27Cinp6fLQ4YMkRMSEkRHUpS33npLHjRokOgYivfwww/LTz31VLVzWq1WfuKJJwQlUh4A8sqVKy0/V1VVyUFBQfJHH31kOXf9+nVZrVbLCxYssEsmtuBYQUVFBXJychAbG1vtfGxsLLKzswWlcg0GgwEA0KJFC8FJlOnFF1/Eww8/jOHDh4uOokirVq3CAw88gMceewytW7dGr169sGjRItGxFGfQoEHYtGkTjh49CgD4+eefkZWVhYceekhwMuXKy8tDcXFxtc9FLy8vDBkyxG6fiy652aa1nTt3DiaTCYGBgdXOBwYGori4WFAq5ZNlGa+99hoGDRqEbt26iY6jON999x1ycnKwe/du0VEU6/jx4/jiiy/w2muvYebMmdi1axdeeeUVeHl54cknnxQdTzHeeustGAwGhIeHQ6VSwWQy4S9/+Qsef/xx0dEUy/zZV9vn4okTJ+ySgQWOFUmSVO1nWZZrnCPreemll7Bv3z5kZWWJjqI4BQUFSEhIwIYNG+Dt7S06jmJVVVXhgQcewOzZswEAvXr1woEDB/DFF1+wwLGiFStW4N///jeSk5PRtWtX7N27F4mJiQgJCcHUqVNFx1M0kZ+LLHCsICAgACqVqkZrTUlJSY3qlazj5ZdfxqpVq7B161ZoNBrRcRQnJycHJSUliIiIsJwzmUzYunUrPvvsM5SXl0OlUglMqAzBwcHo0qVLtXOdO3dGamqqoETK9Ic//AFvv/02Jk6cCADo3r07Tpw4gTlz5rDAsZGgoCAAN1pygoODLeft+bnIMThW4OnpiYiICKSnp1c7n56ejgEDBghKpUyyLOOll16CTqfD5s2b0b59e9GRFGnYsGHYv38/9u7dazkeeOABTJ48GXv37mVxYyUDBw6ssczB0aNH0a5dO0GJlOnq1atwc6v+cadSqThN3Ibat2+PoKCgap+LFRUV2LJli90+F9mCYyWvvfYapkyZggceeACRkZFYuHAhTp48ieeee050NEV58cUXkZycjB9//BF+fn6WVjO1Wg0fHx/B6ZTDz8+vxrimJk2aoGXLlhzvZEWvvvoqBgwYgNmzZ2P8+PHYtWsXFi5ciIULF4qOpihjxozBX/7yF7Rt2xZdu3ZFbm4u5s6di6eeekp0NKd2+fJl/Prrr5af8/LysHfvXrRo0QJt27ZFYmIiZs+ejY4dO6Jjx46YPXs2fH19MWnSJPsEtMtcLRfx+eefy+3atZM9PT3l3r17c+qyDQCo9fj6669FR1M8ThO3jdWrV8vdunWTvby85PDwcHnhwoWiIylOaWmpnJCQILdt21b29vaW77nnHvmdd96Ry8vLRUdzanq9vtb346lTp8qyfGOq+Pvvvy8HBQXJXl5e8uDBg+X9+/fbLZ8ky7Jsn1KKiIiIyD44BoeIiIgUhwUOERERKQ4LHCIiIlIcFjhERESkOCxwiIiISHFY4BAREZHisMAhIiIixWGBQ0RERIrDAoeIiIgUhwUOERERKQ4LHCIiIlIcFjhERESkOP8HySUOjvWo7l0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y, '-ok'); # 直线(-)、圆圈(o)、黑色(k) 把点连接起来。 简写color, marker, linestyle" ] }, { "cell_type": "markdown", "id": "d99519ec-8e80-448c-b0eb-80d052d0898d", "metadata": {}, "source": [ "### 4.4.2 用plt.scatter画散点图\n", "- 与plot不同的是,scatter可用控制每个点,而plot是整体\n", "- 控制每个点这个特性,可用更直观的看到样本聚集" ] }, { "cell_type": "code", "execution_count": 63, "id": "589e09d8-6107-48b4-b07f-3d829b12a447", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(x, y, marker='o');" ] }, { "cell_type": "code", "execution_count": 181, "id": "8f1c9cf2-4cb6-4894-974a-40bdce53fbf0", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rng = np.random.RandomState(0) \n", "x = rng.randn(100) \n", "y = rng.randn(100) \n", "colors = rng.rand(100) \n", "sizes = 1000 * rng.rand(100) \n", "\n", "plt.scatter(x, y, c=colors, s=sizes, alpha=0.3, \n", " cmap='viridis') \n", "plt.colorbar(); # 显示颜色条" ] }, { "cell_type": "markdown", "id": "c72489fb-8220-46a6-bd1c-bff63ab6d31b", "metadata": {}, "source": [ "---\n", "| 参数 | 作用 | 示例 |\n", "|------|------|------|\n", "| `x, y` | **数据点坐标** | `x=[1,2,3], y=[4,5,6]` |\n", "| `s` | **点的大小**(默认 20) | `s=50`(变大) |\n", "| `c` | **颜色**(可以是单色,也可以是数组) | `c='red'` 或 `c=[0,1,2]` |\n", "| `marker` | **点的形状** | `'o'` (圆点), `'^'` (三角), `'s'` (方形) |\n", "| `alpha` | **透明度(0~1)** | `alpha=0.5`(半透明) |\n", "| `edgecolors` | **边缘颜色** | `edgecolors='black'` |\n", "|cmap|颜色映射表,把数字映射到几个颜色|`cmap=plt.colormaps['magma'].resampled(10)`| \n", "---\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "f1313693-8347-40e4-8825-f6fed702f11b", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## 4.5 可视化 误差" ] }, { "cell_type": "markdown", "id": "0b13c7d4-cda2-4903-93a3-66a33149e1cd", "metadata": {}, "source": [ "### 4.5.1 基本误差线\n", "errobar" ] }, { "cell_type": "code", "execution_count": 65, "id": "e4215490-c271-4aa0-b4c5-8ee3e94a3966", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline \n", "import matplotlib.pyplot as plt \n", "import numpy as np " ] }, { "cell_type": "code", "execution_count": 66, "id": "701fd840-233f-44fe-b43a-7af3308fa679", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 10, 50) \n", "dy = 0.8 \n", "y = np.sin(x) + dy * np.random.randn(50) \n", "\n", "plt.errorbar(x, y, yerr=dy, fmt='.k');" ] }, { "cell_type": "code", "execution_count": 67, "id": "e1e842ec-f4e0-456f-9c6d-2b321cf59e54", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.errorbar(x, y, yerr=dy, fmt='o', color='black', ecolor='lightgray', elinewidth=3, capsize=0);" ] }, { "cell_type": "markdown", "id": "c0935c11-89af-4b55-bcd8-22add6496f16", "metadata": {}, "source": [ "### 4.5.2 连续误差(连续变量)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "78de9348-3cf1-471f-a6f4-db1861f2cf77", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "528c4347-6ca1-4985-8612-67954f72a5af", "metadata": {}, "source": [ "## 4.6 密度图与等高线图\n", "有时候可以用来表示三维数据" ] }, { "cell_type": "code", "execution_count": 2, "id": "6bfdbf10-3601-4199-9530-24d4cfca489c", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline \n", "import matplotlib.pyplot as plt \n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "e29b8893-9997-416c-9365-4764eba4ef10", "metadata": {}, "source": [ "三维函数的可视化" ] }, { "cell_type": "code", "execution_count": 3, "id": "62264002-d8ff-4323-b81e-69ec87fcd407", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0. 0.10204082 0.20408163 ... 4.79591837 4.89795918 5. ]\n", " [0. 0.10204082 0.20408163 ... 4.79591837 4.89795918 5. ]\n", " [0. 0.10204082 0.20408163 ... 4.79591837 4.89795918 5. ]\n", " ...\n", " [0. 0.10204082 0.20408163 ... 4.79591837 4.89795918 5. ]\n", " [0. 0.10204082 0.20408163 ... 4.79591837 4.89795918 5. ]\n", " [0. 0.10204082 0.20408163 ... 4.79591837 4.89795918 5. ]] [[0. 0. 0. ... 0. 0. 0. ]\n", " [0.12820513 0.12820513 0.12820513 ... 0.12820513 0.12820513 0.12820513]\n", " [0.25641026 0.25641026 0.25641026 ... 0.25641026 0.25641026 0.25641026]\n", " ...\n", " [4.74358974 4.74358974 4.74358974 ... 4.74358974 4.74358974 4.74358974]\n", " [4.87179487 4.87179487 4.87179487 ... 4.87179487 4.87179487 4.87179487]\n", " [5. 5. 5. ... 5. 5. 5. ]]\n" ] } ], "source": [ "def f(x, y): \n", " return np.sin(x) ** 10 + np.cos(10 + y * x) * np.cos(x)\n", "x = np.linspace(0, 5, 50) \n", "y = np.linspace(0, 5, 40) \n", "\n", "X, Y = np.meshgrid(x, y) # 从一维数组构建二维网格数据\n", "print(X,Y )\n", "Z = f(X, Y)" ] }, { "cell_type": "code", "execution_count": 75, "id": "1bde108e-09f2-4381-bf0c-0ef0ad383a79", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.contour(X, Y, Z, colors='black'); # 绘制等高线" ] }, { "cell_type": "code", "execution_count": 81, "id": "0224d4ce-8fab-449c-946e-24977cda8601", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.contour(X, Y, Z, 20, cmap='RdGy');\n", "plt.colorbar(); # 绘制颜色对应信息" ] }, { "cell_type": "markdown", "id": "39076528-eb03-468f-8cc5-8b43d2f75977", "metadata": {}, "source": [ "通过imshow做的更加连续化,而非线条化。" ] }, { "cell_type": "code", "execution_count": 84, "id": "01105445-320c-4469-b088-a547deb8553b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower', cmap='RdGy') \n", "plt.colorbar() \n", "plt.axis();" ] }, { "cell_type": "markdown", "id": "94f3cf9e-a80c-4ed2-8339-412614aae56a", "metadata": {}, "source": [ "还可以一起 将等高线 和 连续图 放在一起。" ] }, { "cell_type": "code", "execution_count": 83, "id": "f5f2de76-5fd6-420f-9ff8-c34c4ce4262e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "contours = plt.contour(X, Y, Z, 3, colors='black') \n", "plt.clabel(contours, inline=True, fontsize=8) # 带数据标签的等高线\n", "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower', cmap='RdGy', alpha=0.5) \n", "plt.colorbar();" ] }, { "cell_type": "markdown", "id": "2c2eef87-32b4-4de1-86e9-2677740ef61b", "metadata": {}, "source": [ "### 绘制二维等高线图\n", "- 等高线必须绘制网格\n", "- 把值要放在网格点上" ] }, { "cell_type": "code", "execution_count": 3, "id": "91236133-3549-41a4-adb1-c4107347e8a1", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import multivariate_normal" ] }, { "cell_type": "code", "execution_count": 7, "id": "6e4a6ac5-5800-4f75-9c06-58fc992ced1a", "metadata": {}, "outputs": [], "source": [ "# 二维等高线图,\n", "def plot_contour(x1, x2, y_func):\n", " fig = plt.figure()\n", " x1_space = np.linspace(min(x1), max(x1), 1000)\n", " x2_space = np.linspace(min(x2), max(x2), 1000)\n", " x1_grid, x2_grid = np.meshgrid(x1_space, x2_space)\n", " y_grid = y_func(np.column_stack([x1_grid.ravel(), x2_grid.ravel()]))\n", " y_grid = y_grid.reshape(x1_grid.shape)\n", " \n", " plt.contour(x1_grid, x2_grid, y_grid)\n", " plt.scatter(x1, x2, s=10)\n", " plt.axis('equal')\n", " plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 8, "id": "76eaefb9-0725-4906-a733-07b26bd744b0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "covariance = np.array([\n", " [1, 0],\n", " [0, 1]\n", "])\n", "X = np.random.randn(1000, 2)\n", "rv = multivariate_normal(mean=[0, 0], cov= covariance)\n", "plot_contour(X[:, 0], X[:, 1], y_func=rv.pdf)" ] }, { "cell_type": "code", "execution_count": null, "id": "951b2b2c-ca3d-4d42-b926-d78171f84d0e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "309fb90d-e19c-4334-8daa-962b009d9cf8", "metadata": {}, "source": [ "## 4.7 频次直方图、数据区间划分和分布密度\n" ] }, { "cell_type": "code", "execution_count": null, "id": "1e107cf1-2d9e-48ad-a9b4-5e9f7fb69821", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "68c0e968-7ecb-4e27-a57b-d8399a5a874b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000,)" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np \n", "import matplotlib.pyplot as plt \n", "\n", "data = np.random.randn(1000) \n", "data.shape" ] }, { "cell_type": "markdown", "id": "d6426607-0a18-4e4a-80b0-1f5ec3f3e0ae", "metadata": {}, "source": [ "---\n", "hist参数\n", "| 参数 | 描述 | 示例 |\n", "|--------------|----------------------------------------------|----------------------------|\n", "| `bins` | 柱子的数量或区间边界 | `bins=30`, `bins='auto'` |\n", "| `alpha` | 透明度(0 到 1) | `alpha=0.7` |\n", "| `density` | 是否显示为概率密度 | `density=True` |\n", "| `color` | 柱子的颜色 | `color='skyblue'` |\n", "| `edgecolor` | 设置柱子边框颜色 | `edgecolor='black'` |\n", "| `linewidth` | 设置柱子的边框宽度 | `linewidth=1.5` |\n", "| `range` | 直方图的显示范围 | `range=(0, 10)` |\n", "| `align` | 对齐方式 | `align='center'` |\n", "| `histtype` | 直方图的类型(条形图、线图等) | `histtype='step'` |\n", "| `cumulative` | 是否显示为累积直方图 | `cumulative=True` |\n", "| `label` | 为图例指定标签 | `label='Feature 1'` |\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "366dbecd-2cb5-4333-8cc7-bfb042e3627c", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'plt' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[1], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39mhist(data);\n", "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined" ] } ], "source": [ "plt.hist(data);" ] }, { "cell_type": "markdown", "id": "3a099ccc-68a4-4667-8625-1aab29faac92", "metadata": {}, "source": [ "二维频次直方图与数据区间划分" ] }, { "cell_type": "code", "execution_count": 93, "id": "ab3b84bb-d096-487b-b842-51a0e3c9c9e7", "metadata": {}, "outputs": [], "source": [ "mean = [0, 0] \n", "cov = [[1, 1], [1, 2]] \n", "x, y = np.random.multivariate_normal(mean, cov, 10000).T" ] }, { "cell_type": "markdown", "id": "0229d25b-b7e7-46d6-9f5b-d53cbbc0aba9", "metadata": {}, "source": [ "1. plt.hist2d:二维频次直方图" ] }, { "cell_type": "code", "execution_count": 94, "id": "3141b6be-60aa-4aba-94b3-9b5675d69771", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist2d(x, y, bins=30, cmap='Blues') \n", "cb = plt.colorbar() \n", "cb.set_label('counts in bin')" ] }, { "cell_type": "markdown", "id": "46e5d030-7b29-4a77-b5d2-f04a26331b10", "metadata": {}, "source": [ "2. plt.hexbin:六边形区间划分" ] }, { "cell_type": "code", "execution_count": 95, "id": "b101f5f8-b53e-4e5b-afec-42205e2428c1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hexbin(x, y, gridsize=30, cmap='Blues') \n", "cb = plt.colorbar(label='count in bin')" ] }, { "cell_type": "markdown", "id": "7c80ea2c-f6de-4158-b0c0-f41517d460c2", "metadata": {}, "source": [ "3. 核密度估计:更常见的多维数据分布密度\n", "- 传统的频数分布通过**离散**点统计表示\n", "- KDE通过核函数在每个离散点附近做连续函数,从而连起来产生平滑的概率密度统计" ] }, { "cell_type": "code", "execution_count": 96, "id": "97c6414b-adea-4f80-aeb3-94004da73a81", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import gaussian_kde \n", " \n", "# 拟合数组维度[Ndim, Nsamples] \n", "data = np.vstack([x, y]) \n", "kde = gaussian_kde(data) \n", "\n", "# 用一对规则的网格数据进行拟合 \n", "xgrid = np.linspace(-3.5, 3.5, 40) \n", "ygrid = np.linspace(-6, 6, 40) \n", "Xgrid, Ygrid = np.meshgrid(xgrid, ygrid) \n", "Z = kde.evaluate(np.vstack([Xgrid.ravel(), Ygrid.ravel()])) \n", "\n", "# 画出结果图 \n", "plt.imshow(Z.reshape(Xgrid.shape), \n", " origin='lower', aspect='auto', \n", " extent=[-3.5, 3.5, -6, 6], \n", " cmap='Blues') \n", "cb = plt.colorbar() \n", "cb.set_label(\"density\")" ] }, { "cell_type": "markdown", "id": "28e12798-fafc-4a94-8b56-e40ec5ec3391", "metadata": {}, "source": [ "## 4.8 配置图例 legend" ] }, { "cell_type": "markdown", "id": "242191f4-ede9-41f0-ab48-002fc66cb469", "metadata": {}, "source": [ "默认的配置" ] }, { "cell_type": "code", "execution_count": null, "id": "2c0dfb95-2520-4de1-9636-9e8c926026de", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 97, "id": "37d6edc9-ad65-47e6-871e-ac58047cf08d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt \n", "import numpy as np \n", "x = np.linspace(0, 10, 1000) \n", "fig, ax = plt.subplots() \n", "ax.plot(x, np.sin(x), '-b', label='Sine') \n", "ax.plot(x, np.cos(x), '--r', label='Cosine') \n", "ax.axis('equal') \n", "leg = ax.legend();" ] }, { "cell_type": "markdown", "id": "942356e6-0493-499e-b298-cd512baa58a5", "metadata": {}, "source": [ "### 4.8.1 选择图例显示的元素" ] }, { "cell_type": "markdown", "id": "29176be0-303e-46e1-8420-3f67f48e3211", "metadata": {}, "source": [ "### 4.8.2 在图例中显示不同尺寸的点\n", "比如通过圈圈大小显示其人口数\n" ] }, { "cell_type": "code", "execution_count": 104, "id": "063e5395-1062-4b9d-b58d-7f170f2da476", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'California Cities: Area and Population')" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd \n", "cities = pd.read_csv('california_cities.csv') \n", "\n", "# 提取感兴趣的数据 \n", "lat, lon = cities['latd'], cities['longd'] \n", "population, area = cities['population_total'], cities['area_total_km2'] \n", "\n", "# 用不同尺寸和颜色的散点图表示数据,但是不带标签 \n", "plt.scatter(lon, lat, label=None, \n", " c=np.log10(population), cmap='viridis', \n", " s=area, linewidth=0, alpha=0.5) \n", "plt.axis('equal') \n", "plt.xlabel('longitude') \n", "plt.ylabel('latitude') \n", "plt.colorbar(label='log$_{10}$(population)') \n", "plt.clim(3, 7) \n", "\n", "# 下面创建一个图例: \n", "# 画一些带标签和尺寸的空列表 \n", "for area in [100, 300, 500]: \n", " plt.scatter([], [], c='k', alpha=0.3, s=area, \n", " label=str(area) + ' km$^2$') \n", "plt.legend(scatterpoints=1, frameon=False, \n", " labelspacing=1, title='City Area') \n", "\n", "plt.title('California Cities: Area and Population')" ] }, { "cell_type": "markdown", "id": "76a4fec7-8039-4bee-88b2-80ce21b99ebf", "metadata": {}, "source": [ "## 4.9 配置颜色条" ] }, { "cell_type": "markdown", "id": "00f0909e-9bf3-4546-8e15-ae81db2de9fc", "metadata": {}, "source": [ "`plt.imshow(data, cmap='gray', interpolation='none', aspect='auto', extent=[x_min, x_max, y_min, y_max])` \n", "绘制data形状的像素网格。\n", "- X 轴是 数组的列索引 (0 ~ 19),Y 轴是 数组的行索引 (0~9)。\n", "- 默认左上角是 (0,0),行向下增长。\n", "- extent=[-5, 5, -2, 2] 调整索引长度\n", "- aspect='auto'自适应比例," ] }, { "cell_type": "code", "execution_count": 4, "id": "f0d9ced9-deab-4f00-a80a-ddbcf62c6b62", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "data = np.array([[0, 1], \n", " [1, 2]]) # 2×2 的数组\n", "\n", "plt.imshow(data, cmap=\"gray\", interpolation=\"nearest\") # 关闭插值,保持像素格\n", "plt.colorbar() # 添加颜色条\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ea40803a-1424-4ee2-bcd1-94e49f3d64db", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 106, "id": "c795d3bd-e6f3-4165-bea7-a51688aaca1d", "metadata": {}, "outputs": [ { "data": { "image/png": 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WPFxHZSbpJ6MldZGaI2D3PGNW0FoALy8vUzK3Z3Wi7A/YWOfCHCJu56tEJBCROyPzSoTvrdztc1gv65snbEcjezYCPCtXJS6PzJGQsV0du+Z5ZJ8FAa1j9sYajT3SR2s9Np/1y3O+2ft1D7+snMVRlZyU9DL92F0f2+dMN2hPqBe8jnCcHR6GbV6F4LPteY/EvXmJpILfVnudt/RZeGA9Y5VRk7qIr7wKUESEOgsbkWsZkc3gxqhen1dyX1tboyt09gdoIrKqkDpG+zbCZyC3K3GvTBQoVCJ9zyG0AMfTi7dy8qJ8TKv+8SyyeaWOW7lsFc+IHPNsQNAy7izNxt9nte7pFPXojcWSnTcm1IkVxCR7JiNAbS+6p2n7Pt1K9BrN6hjngo05IkX0Ry2k7uG2EqxnZB71tUrylVdlTG+s/CJkIvWRSMVAvSMidEveeGbConxG6CxIsOdsrDg2TVtiZyt1jeQ1315XV/FVAs+uWwSdaybM+bJdGC1ry9g6sA/af/vOdR4SBXgVUs9WPN4qqGsdqtfIUUdzl9lFayBpgwLEs/bFEk3UJhI3sxemy0zsOFAHUUBd2WWzK/YqobdgOxoPk0gnzK5s2vrPSYaR44LUUZgDYPcQ/CISOgO9X5HIidp8rDNzfphmjq51612dADqDLqSO/WTX2dgiQSLR5yIiwsCK6V7LYBolI3Tv2ajOaKxRupXUh1q9sz5VxxFJlViWlr78744Rw16Q6wVy3jwpmes1ButePa049vxSC6Fv27YtJfEKhr0+MN1keWyskR1596Py8xJrN33rGascl6Qukn/8YaNidAqZM6i0abfgPYKxdTIjt/ViO6xNHQ9zBghw+0EcI3hbnjmYFsdQPbpIRjheMIV6x58wVcGtczpUOew/u2ZjU+JpJWiP6LH+qAyrg63c+0hmc2x1rvOH79WjecW/JYH/3EXHpt/aDIHjCDsMi1lwjhhnZF/FY5aXCZt/ZlN4n+l2EdLHF2E9Y5VRknoLQaAhLi1tfDeqET8S+mw22+AM7Nnrk43u1QlYZ2CdHau3YrzZ2PQaQczeoWdk3rKFJ8IDCq/vrWLnrOIMUO86P/Z51DnWx35Hq+Vw7Eja2r53XRFvfPYeI9psRV5ZsdsyUfmhxSMTbSvCvLfzhq9uPDvE+mygpNdoW3YOVFpwzM5eIM1W55pvCZ3tuEX1snuoj0x3rdISeHbBziS+jJLUI6lEm8wR4IrdOgUVNKzIAeFZHYK2Yx2G144lCg9YSOYe+aJjsE7BEn60Fc905zkMNh/Y90gq5OGBnxGUJV9Gjp7j8P5OOPbDzrdNY5mqMEK3/ffSrYc+WyFuz0b7kj3DZXTPI3KGZ4tjvMY+4Cpd67PYZXpCfTAdMbtBTFgM2WsWbOO1t/OG9xlW0Y+h3rN72dxafXg24tmatc1FSHVclXrGKscNqXdxCAhcb1VmnQED5urq6ob27Na7PYvIJnLXPNteNEZvvGxMHqFHq3XmPPoe3nx4Eumg5Q/7WLJnf7LXznu05e69R/ecNVtd2Ovq2CPH15XYkZSqK/JKe9jPzBF7dpDZNsvL8Mz6EtknYlf1o+lML9m4VdCveKTrbcN7O3AYnLNnPX+REXplDq3ePVuwOMTyVs8VnQ4lE6mPQNgkVCLM6qFb8F4b+EGN5tvI3kb4ltxFNm4PVgyXAcxbqdvrKNr33qt7K3VG+BW9s7Ew8RwAIxO89oiMbdszh+EFd7YfOG47r3b+7fjsdWWevVULniMdaP4Q2/EZ2du2vHFYicgcr5m923lgOyn2HvbHa9v7Pw+MaCJb6oJjNtbKjpsXnCOhV48KuTM8e5hh+kDdRT9PXTSpPxlk1KTODEsnv2rAClZMq9jfWaJDYMaOH8hZgrcOFIncIzI2Ttaujl/zPUeggQpzDNmWe7R6b9nSi+aQ6YCtAlna5kXEz1bpOOeR3di+IIljnh0nm2MvnzlC71wNbipEjvmqj0yn3hyxsTDJbCYjGItbxZf2HbfcLTbxef3Ghn0gZ+fK+6mbN29eICGyebXeslLXc+WD10qA7um2gt0+WPZ2QfB37ouQbBzHu4yW1JFc0aFWCB2/eGZpvVbDYj91wVUD/i7aGqkNPPC9um2PjZcFFNH2XUTsCHD2sxgG+pZtO72H/WcOgklEbDZ40nYiskFCx1VCtkK3fbDjjIjdzguOheV75JcReh+CV/v0tuGzr+pVh/Y5Np6I2JldM3uPcG5X1hG27TP4kSzbcrdEY3fcop0fnAsraGMMx4ifbKWO19kvWKJ8D8vRvHhix89+1185dD4qgeEQUvVNlXrGKqMldRWPNGxey+ERu4248fAcOzoCJHPblm3HIxfm5CrjjAjdcwwI/Khc1TFkc2j1jOIRmurPkrq97xEeIwD8wt46ITYWS964IsMzjjcbZzZ2TxeRg1RdRYReOWw77KdrGZnb8XuErme7g2bxqXl438OwF7Th9xIeli1mPb2yOWNi22OrdL2OCD3Ds1cmqhfTFZLHdCaZ7do8S+yLIvUng4yS1HGSPcfgEZwX6Yv4jgCdQpXUbVSPX9GqsOAhGjumrSPAdKtDsOWzaL/FEWSOAYURQwR+3C7V+7hr4q3iMG/bto1bsLYvOAabtvOP5NXioLBMK6HjNeqqK7FbvWZtt4jVj15b/VbwqlLBsK0LCRttwtOP1qnPenPHxoppxIbd5WpdqWcYzoL2DK8YiHhjQ32wj1z1bO3R/g0Aq/tFiLeg2qp65iGjJXV7ZvnMIK3j6OIIrINGEtE6mSNAp6H12jo1nRkvBhY2jzmFiNRbSN9zHF2IHImSSURiVlceaaHziN6j40odiQODQJuHAZ2dFyR7nO+KeOO3OkB9ZPqJCH1tbS0keO9e1FfvNZOKR+RLS5v/jkRE8rMZf5fO0nautB0bHOI7XrUP1C/6BjteT9D+PRwz/PbBchXDXj+8uWLizTW+NsuCx6646SoV31StZ6wySlK3YgFRcQC4GsO8iiNQR45kgOBHkte6tL/2WqUlyseIGcHIVu3oCPQ5BD1zEK3OAftbzUN9MP1H5OU9x4hdx+LZg9UtkjsjdjuH2dgq4pE50wPLw3fiFcK2z+IzqpcoWMD+eoJ2oHq0edVDRNxgzaYVtxbDts9oH3ZcUVDu7bxVxo12YlfpDLsiEv5rZIZLD6tRfoZphmOUyH6t37RYY7Y8yXAyOlL3DAodLiNykc1fNjPnXnUEltjRONEReJF913dxIptX7cwpMIL2wFtdDXgEHzmBFkdg58r715lVUrHkjnr3Ajy0EZ1nRuBsjDg+L58Jzr9HkhVCjw62BZ+Rfnaf9Zn13wvqMB1hGrFd3V3z+oaY9VaSGJQzHGdElJG6HZc35q4YzvBaOez4sd+RRDbC9Guxm+1+DCnZOI53GR2pW/HAYa9bnAFz+MxR2rR1BpbEbSSPzkTbEJH190cqUXSKKwAEGDrFiMwzZ+GRdoW8M4eAY6mAyIJedW6Brk5b62b6blmdR/2315Y00LnZe2zevHFWrhmRssCmC7Hba0biukXPnvHePbOxWH2gHqv2yuYTV9u4wl5eXt4QmGekgvhG3Wp5nCc2XsSB5tk6kNxb9MHyKlhuJXlvLEwyHxodkS7nIUMR+pgDg1GTusjGqN5e27TnDLxtVs3DaBGJXB0AbnHaaF/rRDLH3QMUb2Wjwkgxiu4rOqk4BDxjuroKqAoDdMUZIKmrnlkwp9ctjgzHwUg9mj/MZ04rymPnLoSuY/fIPiNyj7yz4ITpqGKnEYYxOLdn3FHbtm3zP1tCkheRDTi2+ew7gUXhmNlgtHr3sBthOMMsG0uGa2YjzM60LvS7kwwjoyd1EW78LPKPSFxkM/gxmkcnYNvHbXd9TutlEX2fSDTa/spIqELmkUNgzqASJHjzVpGMvO0HOFZHjLyrq3LPsdm59XRux2jtrVW8gMbe67MSyojcu5fNRzQGqxsvn+HXwzCSPPsGg5G4R+yowwjHGalHEtlMBcuthF5Ne/iN/Aibyyjg82yQLaSOx633oeqZh4yS1NGorAOw+Qz06BhENgOUOUb2js2SuO0HcwzRGdPV8XvpFqfgHdkWnRf593ECVjKisjpDZ86InRFCF0KP0uzszVsmETnOg9QteauOuhB6heRRJ4qdTOfeXLLXLbZt/AjLw3BE7Ey3OC/4Ki0TD7t47oLlamBewW6Eh6pUbTQKzhchE6lvoSCZW8egedYJ2HIim78+xwjf23KvOrGI1LOPajzHgIZir3HlXnUEVldaT+YkWgm91RnYeYzSqkuM6Nm1lsUxzWab/0NfC6F7JN6V3HHuo8AvIh7PHruQvD1HW/CsjxWx+LXXnt7Z1ruIj2HrGyor8yqWs7nxxurlMXuK7K3l6BKcZ9vwXYjLYhh9rP3eAfO72NUkXEZL6ioWsGj0mo8RPluhMxK378wjR4AfwmUOwa4sbH7ruKO05yC6HNH2ekbstl+Rw8okcsJsJYardu2jFbsqsH3w7KkyBjamLs5P+xGlo7NHVDpuzWffg3iEjve9j+JYXkWyAErTIptfrTAMs76oX8gO+yxLR/PTIh52vTMLcPBeRspREB7h2PMjOA5P0H5w51NENuFW614UqaPfOhFl1KRuids6Yr2HgGFbtLh1x4CNxodlrKOw9Wg6Oqu0Oj923eIUqkTf4hiqW/DszCRyxuyrZpxX3KXJxhvdtyuMiGyq6Uz6ELrVHeoxy/dI3SPyaNXO+m8FdcOwrGm2CmcEjzbT8voAdcL06M1DNtZo7EwX3rkLllt236pH1nfUCWI4wjMLyI+37fcxy2hJHaM35njtBHkf0niAZtt7Q0f1ngOoOEGW1+IMbLqrY8icBVtFeOOI8q1OmFPQfOYM0PFrvyxxMPL2AhEv35sLT7z7ESlk5J7ZX5XQMzJvJUrsE9MDEjqSOerMziPagCUBLyD3dBDpj529OeuLYZvOsIvXDNcV/FaJnfXNG1tE5hmGve9kJuknoyN163z1WmTjuxrN9z6aQqBXP4LzHAJetzqCyJF7OvCuPdDZ98dWj5lT0Ge7EL33rNe+FTYHTO+RE7A2YElC9ZARu+0nS3u6z+aoKpGNDEXwEZl71xmpe/2MhOnd3sM8712sErr9Lbr2wwvOPZ0x3TF9t44Vx8Wuo8CxgqWWI1uxR3W2SmajDMv6J3wXIV3GdLzJ6EjdCiN0JHucJPyIyuZVD20ncpg2D+9jHhO85xlbRiqeU7Dprs6gleBZ+97Y7T2rU0v0KkjkWs7mWcKOCN3TEaY9PUdpFByjJ1kwyMglIyu89kjcy4vyI0K0Y9c5QMx6aSRyFRao2bMeeF3BsqfnLjiu2kKG41ai74pfhuGo/UwHHoa9rXdb/7T9PpyMltTRGVgnbYWRuM3vS+RDkHmXKNQjFy+dgXEIYs8chEfoFXJHAkCd4esSS+BR+7bPOH7UET5XybPS4jCYTVTsqkLw1pni/SqpZ1/AY14kdo4xT4T/pKkVvy1EXiHzbH6qUsFx5czwa6+jD+q6YLhC6Ba/9hrJHHWHu2zT9vuwMlpSF/GJnUlXJyCSk3nlLNL+z1uqOsDrCvFE0XeV4EXEjeQrhB45BBUvGLIOweZZB2bz7GEDQD3sz588PWZnTOu1dWaV8eIzFZ1EZ5bOvhOpEHiGmUxadBM5dn2+Bcss7eV59/FeH0EbaiX3FoLvc0T9tsLsl9kze11m79m5XYRk+DwRZNSkLtJ9EqyxMONpcQZodJ5TYFEpPlPte5ZXIXaM3rFM5gyie10cRCaeQ0BhRF7pv62P6cTeQ51aaXF+LePN8lgAWSV0vG45op+2ZcIcvaer7KM3+0FdK5kzfeEYKmRexbE3Rs+2Ijx7NtuC5T6Y9gQDNdUNPoN2i/UvcqXe1TehLCoI6SKjI3WmdM9Y7DOeMxDZ+Hv11og+A3+rU2iVjEDmRe54j61yI+BXwZPpyL6PqzqsyAmiU7G6YF/V4xiy6y4S2Q0jcpvPyCtanXpb8racV74a9DKpOH9bFoNxkc04jsaJZK5tteCZXXeVyG4qeI5InOVVSdy7j31tIUMMxhW7LA/nZZL+MjpSZ2InnhkcMwhL9Pps5uzwnj13SVtpNdqMzPG6Qu6M5PXc6hwq11ifFXTskX6yPx6DfaisyGezWbgyz8YQObjoXjRORijMtjzbrBCdR9BRXnRk0hL0IGb7kLhnX33JvAXHUdBSTXt2OCTJR3mZRL4Xr1lArXN4vK3URcYbiIya1D0yyCL8jMjtvRbwR8BnEzzEpHcld5uOzi2OwXsmcgye6DxWyR2JHPOwj9ZO8IyOn5XBNLv2nquKZ1csL7PHLCitECOu2PE5RuasHhXm3HFMFSzbejwix3noEpyzay+vVbriuIpnDwf2fiXtXXt9tnPIdGl32Wx5rH8i9eFk1KSuUpkE68ijVYpXzp6raXbt5VXuReMcktxZXkbk1XtZH0Rk0zxonpZjOrbluwYg2A+23Y5l2LWX11dayT3ajse8ChlnxM/uef32AjacdywfkTnrL9Yf6cDTozeGEwnHUTmvPLvnCc6Xig24InIfK0EejzJaUkeQe2BgRI0OhZHHkESeGWSlfCtxZMRTIdeqk/DKedcRQVrx5iwrU3VSXj+zNHsuG08XkvfsxtNDZEcRkbWcI/LMzkwY/uyf/608F9nJonBcJf1KQBjdG5LgMa+V2LP+V32vLcue27Ztcb9Tt98G9ZHZbLH/MrZFRknqEaBtGXzXyuoQ6QbyvpH8kBPOvgBXaXUMeN2F/FvPkWQOm92zpJAFEqi7jMhRojFE89Iqkb1UbC+y8Sr5Yz8qK98WO/f0jXV4uJ8XcUfB1ZAryEXjuOW+7Vsrnj3Cxvu2nJJ5FNDPS4Yi9bHKKEndCiN0FfshDXMA9pkWAo/yqtH8kA7fSmaQrN0+KwLvXleHomLnDFdvDOT2niWBrB/eFrvXr5aV1erqqlu2j7SuGFk+I9sWUqzkZRjyMMlW7tgOI/Ko314fWJnMIS/CYWd21pfks+vWlb4nOlf2I7jMfplPH+uq93iU0ZI6buOIbCZqW1bvW8mcTpSfGdmYIrUuRB89l4G6730VO5/ergubc6v7PkTdunKKpEv032pDXXaGWlf5eF0hxahfiGMPw9H9LgG4yomCY4/oveeGDACyvqmobbBn2bt1b4donrK0tDS3BddYZLSkLrKZrJmxeA4+W6mzMlYq7/2YzNtJdCGPyuoz0mXL6rXyjBW2Oo/mBfvo6bvSftWRdHFwXaWFMFvL9d0B6Nq3KCiP7A6f0XTVVlh9FRkjhrPnPL1WcNxXfx4mcVXu2VK2uh9SouCotZ6xyqhJXcVbwXn3MD8DvidjiuK7Ssu4W7bdurbhSRfCGaIPYwZnVbraactzQ2DBW4FXSKVKUEyOdxz3se2x4Dibg3m9ynoyyuhIvWqIJ4IzfjLKkCvPScYpVWxOGD5+ZWgcTyv14WR0pF6ReUafY56svjLP1wlDg3Ke7Z7IAcM87X1obMyT/Cccdyu/VThe5B+fGeKd+ph9yHFB6t47za7vgrp+WNa1vnlJK1i7fvXb911sRbq80+3Th610dC0yFOm2vk9lW92oh74BRIbjvu96W3C8lUFAi331+fBv3jiu1tH6seMkbTJqUmdOwHuv1uULUJH6T8Aq97qUq8gQq1YPSF0Axz5y8T5eag0kWj7Mqva91Ylsxe7EEHblYYB9iJR9hGol+8At6zviNMJtBbOY1/rrjuxeS5kWGcKuvP9amNVR+XBY5CvzinPbguMuuJ2234eT0ZK6VRr7wwg2nRF95iiiP1AS5UX5Xcup9PmauUJi7J+ksPKMoLOvj61jiL5stXWwfmB6yACg4gir9+YlLTbHnBXqPsIBpqOPS/F+Vpb1b2gce+P3+pPlMZkHhqNylaB1bW1NlpeX02cQKxlZM3Lvi+Oo3PH2k7Yx7yyMktSZI4hAzspVVvResBA9w571nhtaPEOqRuo27f07Wq88ls36iSu5qrPx2ovK9U17YxtiS7JFWlaWGYm1pNlceStxvB8Reys+tVwr+VfGyq5FFo/jyHZa/mCQXmv/2V8CtOksQLb3UIeVv3ZYJezW/kzSLqMkdRXPEXhOIiqflY3S2Uq+7yo+kgqxLC8vpySVESECD1fi6Oi9lbjN09/6VwOBiMy7nitjz+5hn7z+t0hmG9Vdpj4r3oho0bl7pB2t0qN2vbyMsLOVfzT2LFAfI44zstY0Yi064yrc65fFMf5vezaGSlDu3VvkX5Sb58JrDDJaUs8cQeYYWgMCexbZ/D+3sV+YZtfRPbzuukqMgF4lNkbYeGYkjs/gqo2RPus7I/Q+DqLL+DN92rwqgWO5ijNB8mHPVcmsGtzifFVIGm3Aewb/Z32G4wrG2f1onLYfmF+5rparYhjvRc+xHTVbJsNCdJ8F6ZpmdlHxPXpm/wq40ud5y1Db72P+q3SjJ3VNe8SdEXo1EMC2KpE/6x+731cYmDyAeUCrRPDR/+RGskXHjpF2FgCwsbF2qmnvvjfeLC9KR3ldJVs5ZumI0DxcWDLGvIysMYCr9B37YP9jVgXLlXtRe5EesbxXpo9kOM7SET6zch6WGVlrOQ+/3phY+1X8Tn/7fTgZLamLxIRbJXd7L1s1eGXs2XvO3ouuWySL/O119N6qQnQIYgS+3X5jQYXdosN+eA7BlosIPSPrjOyrznAryH1eZG5t3xK1vWfTWEbvZXOI850Fvi2Y9fpsMRqNu6If1tfKdVUq9sJwzGwO3597Nm9xau/jXDIcs35lduD1vwXLQwbIkbDArWs9Y5VRk7pKBHgEeOYYPIeQOQPdjvcIvdUJMPLzJAKRppeXl5sieXbPA+Ta2hr9L2oYXSuxV6SFrFl+xXnYa+9edI7S7JqNUaXFHvC6K5lHJO6V1X6zfHToEaFj/SzfptmqPcKyt8rPgnIsF+maXaMMjWOLM3aezTa+P4/wkmGpKllgZ9tg7UX9QzzPWyZS///yl3/5l/Kud71L7r//fvnqr/5q+aEf+iF54xvfKE888YRcd911cscdd8hsNpNXvvKV8ta3vnUdMHfeeae8973vlc985jPyzd/8zfLOd75TnvnMZ6btMaLGa+sIPMBXnUHmBLFP9oxplD6TX4mibRrfv0VOAYkdI3x7oBOx7eEOgTfeaCxs677r4Y2fpbus4CvXLTIUmUfBqk1HeR4Je/1rDVoQs5rv4bUL0bNx4/NMf9EY+jrwVhxH9lklcRb0diHVFtv2+qO+ptL3SfpLSupf+MIX5IorrpCf/umflksuuUQefPBB+bEf+zHZuXOnPPbYY3LvvffKHXfcIceOHZP9+/fLaaedJpdddpncf//9cvXVV8utt94qe/bskfe9732yf/9++eAHP1jqGAIJgZ85gq6Htu05Bexf5oSHEAZ8L50RWUTgIhsBWHEAlvB1zF0AWmkzI/AuZI/6qfz8hqVxLJ5UiCMjc2afVv8ZcYtsXKnqszYorH4I1MfOEa9V7LLAIMIy0wn2fQw4xjPiqcXuGb6j1TDbZbM2xfqN/WDlKv4k69uQYu28bz1jlZTUH374YXnpS18qP/iDPygiImeccYbs27dP/vt//+9y1113yXXXXSc7d+4UEZErrrhCbrzxRrnsssvkAx/4gJx//vmyd+9eERF585vfLLfffrvcfffdcs455zR1skLclTwv8s8+2NG07U8lj123iAcUm2ZnC2jNw7QXybM8BJ3qBfNUrIPIiK8LQfc5sB3Wh+iczUurRPbikVBEWhnR2bnDZ2xel8AkKh/hke3M9Q3aPT1levXGOBSOW4ld057tImlqmUoQjERqx2j9SDYmrLfid+xO4dra2rT9PqCkpP4t3/It8u53v3v9+tixY/KRj3xEXvGKV8iHPvQh2b179/q9M844Qx588EE5duyYPPDAA3LWWWet31teXpbnPOc5ct9995VInYGU5SPQraOoEr/Wa+vP0thXzGeTnhlCBUAtToEBWYFqiT8jdftOHYMHHBuOIXMMkRPznFM1+seybGxeP+ZN7l3JHM8ZkYv4r6M8LIh8heDZTzo9HWRBh9fHDMstZB/1o0rii8SxZ0MZOWq6imOLYSVQXJ1bDFsdVYnd5nuHiL96n2QYafpQ7ujRo/LWt75VduzYIS972cvk3e9+t6ysrKzfX1lZkdlsJkeOHJFDhw7Jjh07Njy/srIihw4d6tTRzAkwMq9u2TPniG1iPjvbvrJ0q2SkUSFydp+BX4GmINZrJHS9tufZbOMfqNBxtziDVoJmeWwVYPMjB5PpDPsdkXtVWoLDLNiMjtXV1dD27VfVjNxt4IskbgkAxxKNLyJshtsKllEfVf1Fc+FdV6ULhvXciuWI1LEeRuyoCy2L12yMUVsRhjHonrdMv1M38thjj8mb3vQm2bFjh/zar/3a+iQcOXJkvczhw4dFROSUU06RlZUVOXr06IY6Dh8+LKeeemrYDjqDCIzRdl6F4G2dnpPUPDxXCR7HVpGMDKuOwOZZwmYARDJndSBp69kSunX0LJ2Nt0roSOYZ+XdxfBVCb/kb8t78sy+xM9vL7BWP2WzmEqmdOxuwaV3WPqJxeML6g/keZj0MV96r23ymw4q+cRxeEINidZUFgxFmbdkMy3gfA3NL5CLikjniFvudjdsLPGx/MH/6i3LDSYnU/+Zv/kb2798v3/M93yPXXHONPOUpTxERkac97Wly8OBBedazniUiIgcPHpTTTz9dtm/fLrt375aDBw+u17G6uioPPfSQ7Nq1q9y5DLQM/NnZO6I2sC96neXjWFqkxREw8Nt0lIdg9X5SY1dxbLWeETjLj8jV6ytzDl1JPdIPS1fmpUXUJvD3/RkJVXGBGMEVu507+5Gc9snOMSMpJDhGeOyakXmG6dYPYD3dePplZ6//VUGb8Gwoyo9wmxE7a9OSvIhsCtSRzO18s7F7bWX4YjidZBhJSf0zn/mMvP71r5fXve518uM//uMb7l188cVy0003yVlnnSWrq6tyyy23yCWXXCIiIhdddJFceuml8vGPf1xe9KIXyfvf/3556lOfKmeffXapY5VIGx0Di+w9UheJf/oWOQfbF+yXd4+NzQoz6ozM2b2IKLsQnMjGLVibh+NkDoARfGVs3ko8IvRo9e4FBhV9VfXvjc/qKMqrkLlNY15EfFoGgzObxlU6IwJG5IzMcYwR4Xq47UPqma5aCb2CY4+YWnBcxbJ91WTnNcMw4hdtwRK7Z8OZD8IzwxvD8SLEzn3fesYqKan/1m/9lvzv//2/5cCBA3LgwIH1/PPPP1/e9a53yQ033CCXXHKJPP7443LxxRfLG97wBhERed7znic33HCDXH/99fLoo4/K85//fLn55ps3/JvATCoOK3s3l31so/VXHYN3bc/Yf++aCQLJI48oOmbXDPQIMnUOIrLJweOq3I6f5c9ms/XVoecg2DgrRGzPLaQefaDj5Vd/y+7NHxPPLrwze1WE2NA+ezjBe/ZZb1Vuzx5h2Pyqo/NwVtmCj3CfYRjbttc4Ly3kzqQLjqukrnPJzlZYkIY4jYIfzG/FMPtINcLoImR6py4iV111lVx11VXu/WuuuUauueYaem/fvn2yb9++zp1jYELS9sAfvY/rcmjblTTrfx/xCJzlZU5A+4XRMToHdPAiQh2CB0a9F5WpEKvnKDxCz1bw1cPrHztjuiqefetZ05YwPcJmabbVzoI0JHRclSNpVwm8BV/aLwzIK6/PMFixddlzC7EPjeOIyCvp6oErXvaazOrb+gRmUxW7jgIWhitv1T7JMDLKPxPbQp7sA7jIGfQh90p/mFPwxqjSEgHjOQORBybVnecQ7Ic1qD8FvA0EUFZXV8MxsTF6Y/E+rGHknX1Ah1/IVwjd07/VF5tDm8fsweZ5xOOlM3JDJ+7VjU5f8yoBDpK9J4ghbxzV72FaCD7DMtMvO0djU4lwXCF1dq+V0O3csV03xSt7DRPpKhtXFpR4QbfF7CKkMqZqPWOV0ZG65/wqzix79zYEwWN/sN/Y/+zaChq2jaLtNSM/m/YIHZ215xC8LXhbj03j+3Wro2isHhGy8SBhM9If6n17RPQ6bpwP5rRRmD6sLu01szcbULFAy5ZV542OW8swEkedM6JgJB6Nl9lFhrtoh626+8ZW6RGWcY664tizaUb+DMfWlrZt4+/K7dxoGR0rzhvDckbiLT6LjTXyMdH1IsTaRt96xiqjI3UUjywQmAzsngPw3tGJxH+oA9vHPnn9ja5RInJg0bwFvAd+dfAMZCq49eoROyMVNjfReCNnxpybLVf5gK5lKx5X7toWPsP6Go3HE9SP3Q1Rfes1pi05WDu1c89WqjYf59SOz8677VM2N9442bgjEmY7bPbZFjwzbHt4xvOQGI6ukcA9Yvf0r4SO8ybi78DYPkRknl2zMXu4thIR+yTDyKhJPSLOliMj/IpjGILUM2cgEjsA62TxXCF2JCm2VYeO3+YhuWROoWXc3njYCh2Ju0LoLe/asaz2yV57W+8V58R0w1bsdkVlt0stkaP9IoHrPe+dOa7Ebd/Qzlja2lzLeDWd4ToK0FuIPcKy7ZfmWV20knqmM4tjxDfmVTGsNsKCNKZzFqSjTrKxevbBfJjNj16LzVuy4KSlnrHKaEmdGRYzvurWe4sz8OphfcA8r++Y9iQidZtnnUCrM8jeuzEyt+PMdOI5w2isHll6h5atEH1E5tH7+axd20dv/pgwJ4urKbZFaucI7Zm9I2VziGlmC1pmbW1t/dcqHoFn463YSBe8Vrfou+K4imlPmI5Y0IT4tramc2Dx3QXD2HcbCLAg3dNPNk7sv4c3D1+LkInURyAMeN5qW+9HjqGyard5WKe9Zmmv363jFfFX5xbkHrFrXZkzYNvujBgs8CNHEM2bJ55js+nIUaCz6LJy1/Pq6uomZ2nvi/g/c7P3sjn29IPb5FbHSrJ6xvn33sdrXdEODeYz/bM56mrfEekOTfKRj2B9wr5iumWcqDObx3Bsn5/N/J+qIYa91bnqQ+0X6/X07NmxpwdGzGg3uNWOu3CTDCOjJnXP4bU4AC+vyxae9iVyyi1klgkjckvyzMFG0W/0DpX121sBWmL3nEPL2PDccmQkHhG+knj2DGtXZDO5Y9oTRhZshY5b7lbXqnub1vYxMGABHNoE0yves8GE7T8jLTu27OztsmmZCK/eKt17j87qxnTU1y7CbNziOQqgIrtX3bHVOQvQbdr6EqYbb8cHx8TGysZgseJhbRFibaNvPWOVUZJ65PS86LqF5KPVO157bdh81mc26S1kZ8tHTgHT2B5u31VX50jiXlSPJM/mrjrmKsFXCDtK46HkLiKbVurokNA5sXQmVi9I5ppnnQ9zztqWdVD2Gldb2KYdIwsGWRDjzVFlnhmRV8jX2zGLMNtl+90j8aFwjESuZRjBMyyjRBhmhJz5S2+ObD3ZWCvBSMXG5imeb+5Sz1hllKRuxTO6lsM6Do/QK7sA2HbUP3vG8XjCHCQDPXMCWjcCBbfvMkLHrTqrQ/aeF8cU5el4vLHjuUru0Ttyj9CVvBnBe6v0IbbgLQnboMveY3Oic2kJAVfSuALxttztUSV0Frh4ztibexxnF9z2xXAX/A6FYzxb3Wva1h/ZvUpE5NFOW0UvqJ+KZAFghONJhpHRknoEvIxgPQcxlDPw2sf+6TUbGwo6AgS6Bb+91vqYg1XSYBIRug0EdDxI8tG8RO/kcMyeE+gb9SPR6zZ7tFq3ZO+Ru4iE5O6NTfWDrztUX1qX2iKbEzs3jKRZP6pzwUjE07833qhuHGsFt3jPI3bvVZs+j/ej9m2fh8KxLYskzojdC5asDi25W9sQ4X/SGfGb6TsaIxPEMbMf3OVi2Jq3qL0MUY8n9957r1x77bVy7733ytOf/nT5+Z//eXnxi1+8qdyf/MmfyJve9CY5+eST1/N+9Ed/dNP/WGmV0ZK6yGaDqhJ41UkwwEcEj8+zPmGeN5ZorNYxIPj1vr0XRfjWASDJWxIW2fj34Vlkj0SfOYTKuBmxVwidraLZSpsdSPCz2WzTyt1rA52TPVfIU8WSjtWzJXM7F0jk1onbPjBnw96NMxK3Kz02D2y+bNtWhsBuFmyzrfmWAN3rl+3/UDi210ji+pynR2tzVvA9eqZnloc4Z/PljT3CLl5XML0IYePqWg+TY8eOyZVXXimvfvWr5bbbbpOPfvSjcuWVV8qdd94pT3/60zeUveeee+Tiiy+Wd7zjHb37Y2XUpC7iG1eXg63WW5xIBBC9Zmfb70wiR4BnRu4eOCwxYISPY8m26jDoYHNUXSHacdq+YwRfJXhG6JbEWZoFAFhX5ozwHIklb9ShHt5KXT9U896lV0TrsORu60Yb88bW6owjLNtrdr9C7l123CqE3opji0ubx0g8w7IN1qyNq7AdN2ZXS0tf+edKeN9+D+ORnodnL8izu1kRdhZN6vOWu+66Sw4fPiyXX365bNu2TS644ALZu3ev/N7v/Z7s379/Q9m//du/lW//9m8fvA+jJ3WViFC9PA/kLYQevf/z+mXPtv/VcYpsXo3j2d6zgLCEYAnbri6ZE8106ekGV/6eU7ASAZiBPCN0ViZbnUfb8R6hR9vwnnOzgnqv2K7eU+K25yigwPlnOvPes3sr+WiOmHi2UMFdFb/V1bz2w8Mz9pfhuCuG7Rzg/QjLniDu2PcXOEbbhuZ55WyfK3jGsWJ+ldwXIdan962HyQMPPCC7d+/ecP+MM86QT3/605vK/u3f/q08/vjj8qu/+quybds2+b7v+z55y1veIieddFKvvh03pG4FgSrib31XAV+579WH7XZxBJF4xM5WVMz521Wh9z6uhdTtuLC+qjCwo7D3bR4JIZkjsdtrRvCz2eYteI/Q0RHZ/mV68Bwq6tw6aT10TlE0T3/DjvbnkXvFyTKH3CrsvTfTiYelFsx2KcvatGdMV8XOs72u5FXsSMUStYj/r5BZmuEZbagqzHaqhL5IUh/KJzM5dOiQ7NixY0Pejh075PDhwxvyDh8+LKeffrp87/d+r1x00UXy2c9+Vq666ipZW1uTq6++ulffRkfqESCtc8DyzEi7bsdVn7Xta9r2C8c1lH5aAcC2zrQ/FuBelM8crD6H9WEb2bgrwI/ueeSOeUrk2YodyZ2dPaeF42L6QOft2ZG1cxvAZe1Gc9GV3OfhcBnGrB764rPvqzSmx1YMI0YYsXoEz76DsMLep7d84e7pYCiJsMvyFkXq85ZTTjlFjhw5siHvyJEjcsopp2zIW1lZkdtuu239+hu/8RvliiuukBtuuOHEI/WqRIC06S7E3sUhsLPtax9Bh27bqYKBbZXbfK2LvWfHMXR1Gp5Uib/lwHfn6hijd+1YhgUKjNjZuTJWj9BxfnGVblfrNm2J217bedAxsLTt+1YQfiuxe5jt8irNs3PWv5bxVPTD9I8SBeboG1qx2BW3TCLyZmUWTehdx8XqYbJr1y45cODAhryDBw/KOeecsyHv7//+7+U//sf/KG9729vW7fLo0aO9t95FjlNS9wwvAuq8Dq3fnjHNriPBCL+iDy+i9/rAHAG+m7Mf1mgbraBQwEbPVMkj+vgm+1iu5bDPMmJnTsuOtSIeidsVGr5Xr9Rn9e3Z/xCrJuakK2NmxMv6yPKi+1l5RvRMT/aMaXad6WgIAsn6ws4t/ou1w/TjiWc37DrC9iJk3qR+3nnnyfLystx6661y+eWXy0c/+lG566675O1vf/uGcl/zNV8jv/M7vyNf8zVfIz/6oz8qDz30kNx8883yQz/0Q7371v+LgQUIcwKsjE23EHHlYF/YYj0t9XU5vPptvveFf6tevDFFOsZXI1VpjdQ9h+ARul25a9r7Il6vs9+1Zx/baR3VuqJABF8d2DrZ6wMWmAx5tEiVQDI7bMUEs8tq/ryxy/SS9a0yzqhtq9NqeTZPTDybiAJixO0iV+vzlJNOOkkOHDggH/nIR+S8886TG264QW688Ub5hm/4BvmDP/iD9RX7V3/1V8u///f/Xv7sz/5M9u7dK6973evkZS97mVx++eW9+zD6lTozpBYAzROg0TnquydsVds12scPXrzt98zhVPWAY4zuszHb6y4kE33U5q2+KwSbOSY7Bly9Mr0w/Wta5zoiAp1LvcZ51vL6Z2+3bdu4Be998W51j2k2Z+xeNmbb54gk7DgWgeMIw5VrTw+VcqxutTd7j32Qum2b/5cm2WHvReKVYXmeHVRtZysIvYs/bZEzzzxTbr/99k35F198sVx88cXr13v27JHf+q3fGrz9UZM6M/iIRCLQtpAWlmEf52F/vPvZmLoIAtjmRW1hWeYImFPIJJqXCLDZdp3mtRwRabN8bxWNZI7ELrLxr8llhG51gnpjutfXH7rzsra2+Z92IHHjXOBzNgDAd+kemUer9MwZV/BbwaWti527YLxSrzcOL8+TDKc2fzabbQrAo3pYv9k91D3eY22qDbaMM8Mwy1sksVd9WqWescqoSV2FGWSFdKpEzAw8cxTe89guu670F6N9j4gjh4H1Rf31InymM0//loxax95CJNlK0yPljLSjLWyR+A/i2DFUSD0LoCzp4kpcRX/CZuu2q/IWAo/GxfTP5i0Sa6N67ZFlBW99yZzVh/rNiD0bq46X4TPCr0fs3l+Q88bi6TDyn56OmGQBe4XIF03qTwYZLalH4PJIMwNyFfzsPnu+cmZjyATJ2Yvu2X1G3l4aiQVJJtJTNLaKU2Bgx3y87wHfW01bUvZW70jmXlCQOaMK2amOrV69YGrbNv4POdhfFkMyt/ftti0+b8vZ5zLd93HAEZFkmO+KZ+9ZVgdrG/taFQ+3lcCcPYvY9urJ7ArF81lszFU84z0P34smc08HXeoZq4yW1FUqQPfyPGPOyLmF0LuQeQYMC3C8zpwBey6qA8fiOQMmnk6jMUYSOQN7zY7sPXiUH71zjwKGiNA9Urd6YXOhBC6y8X+ri2x+r6rP6jX7U6EsEGDEzvQeOeAWks8w7OmoglubzrDMykfPsj5HeSIbdRHhMZKM0Bl2rS3h2FjfI1/Z0lfWd5vO8MvKzVMmUt8iyUAUOQK8ZgSV3fMM3bbdxyG0jFvFI3SP2Nmz2EfPEXhOKNJRn3FhOiNJLBcRfbSlXiVw7x72zVuN2H57QZQVS8xK8nYrNiJ3Tdu+2G14/BOzqONM91pHJmzO8Tf1Nl3BL97PjqidCn674DgjYy0T4Rif8/rijYVhmunGq7uV2Jndt5L7okj9ySCjJvXMMbAyVfLPQF1xNN6zXt9bQYLg9IDPHAd7hq0MMY39rDiDKslXyL/iDNg9O3Yk6YigPcL2CD9zSJlzYnPmOV61dY+grd6Q2LEe1IH3FXwUWOEctjjijKDsOCr3MI+RuWe7Hn4j4mR9igT1FeEQ9ehh2Xu2QuR9xtJa1oqHUXu9SFKP/FNrPWOVUZI6CjPKzBlkBO3VXQF7C6G3AKnqCGxdmM9IH9M4NusY2HXUfzYez4lEEpFjhdwZMUf5VdKPiNx+/c7Onl4YsTOx5GuvMR/JPCJrRuit8xA5YI+gIn2wdIY/r4xH5F5d7Pmsf9G4qjiMbIDV4T3LxmfxixIRPUtXv4BnNlPB7KJl27b5/kOXMchxQeooFcK15dj9yBF0dQiYz/pcGZdH7tnZPottesGBdQTeWKNxVsboOS0P1K3knhEwfr1eIevqPexXhfDYnKl+0eFom/qLDNafiMjt85G+Pd16Y6oGMigRmWQEzrAZYS96JiL0KrFH4xPphmMsj3XjM7bPaF+RDpieqmOMhNmB3VXKgshJ+stxSepMItCysszYI6dQqTtzCl5/VKIov9Uh2Po88cDP8rLx93EGHjF0XTHa+tjP0SoEzrbdWVnbHxX2G2OViFz1WUvsOBbv63Wtm63m7Xj0nkf0nl5byTuTjEgze8psMsJ99bmhcMyCOe/MnmftemTOrqN+R220jDXCLiu7VWResa1qPWOV0ZJ6RLT27OVhfiVaZXVguT79y8SL8lsInUX33rnyXDaGyvj7ikfues1IV9NYRvOi+4ywo8OW8/qpOsHfGTOxxM622it9ZX3y+sWcLHPWXZ1wVxuJgmuWXwnKbX5Lnyv9ZeWQrCP8Yh1RfkTmXp+ysXQh80yyYHDRBD+R+gikCqoWg/QmFp1B9lwXQq8ChZFuC6FnqwQ7HnzOlmVOMxtjNs5I0Al4RJOtKO21ffeN5B/ltdz3+pyN1Xu/h+OuBBneO/dohc+2+5m+u0grCVawXgnOq0TeJzD3+seC4wzHeA/rifDPsIq4xnFkQdXQ2GVB5iKJ/Mkmoyd1Jhn42DUDOyPx6Fl8rtIXls7GhWBsIXTmFGz96AxwnB7Q+gYsmVQienZfySn64zFaznMylevswL5VHZa+E/fGq3OCDt9rO/oQLgqEsr5742yVCpFEeMZnKiTFnvHaj/BcacPe9/AZETqSudaTYTObk2q/+2C4KswmF0XwkT211jNWGR2pR8pqAVSlPJZpmahsddq1Xi2fkXIlwse22bNRW62RfKaTqlRXvhVHgE6DfbFeIXdW1ivD+lZx7Pqczce219bWZHl5mZIwC2DYb9O1Hnyn3hqUtDjiKjazoLFqT9WyLCioBLDVPjBiZ2UYobeUx/G0LkZYPa0S2Y8XKC5aJlIfiVSIvoXQmbFnETp7zmurz2o2iu5ZuxEw+kb32OcqabcYfAvYIwJSosK0LeP9BM1KRPrYl4jUq2PSecAv3O1zjPDtCp61P9Tqp+KcW6WC2exeCxYzgqv2t/qsR844dwyDXnDOnsf6q/337g9BVJm99AnQJ6nJqEk9Am01wswcQBS9ZlFdFvl2cSIeYCOHwKJ8kXi1iPl4tDqKIR0Cq8sj9OhLcy3LflLDgoKIGL0VOqszInC9763SWdmoH6yMfVdugxz7l+iWl5c3jZ/pJRpPi1Rx1HIPy7WSU4b9rv3B+ewTfGMZe0YbyoJ4TLeMZWgZOvhskTGvsoeQUZN618lmRmtXPF75qL5Wsu66KtDyLZF4q3Sps4uj7CoeyeB131W+twLP2vFIP2rf3rOOGZ9hhKDXWbCD19GfdI2cactYonJ9iNGTbMVdXZV2KT8Ejiurdda+t/pn15o3NHl1rS/CyFYQ+hB6GXNg0P9P6yxIKlttKp4D9LbihupP6/NRP6q7FJheBJCrjnEehp8RjT3YFryXHnKl3lKekXLWT08nXZxl9IdBFiHRCtmzM0ZgXdrs0xebPw+iqNRZLcPKD7nTVgmku9yfpJuMeqXeujps3cYbyhm0tlF1VvZ+XwB4KwNcTWR1zEOQjCrtVMjOK+vda32+ksZ62MrbW6lHq/bqLkNXGZvD7bKirm4zd7HrCNcRvrzV+Tx25KK+VsovcjW6KHt7MqzUR03qVekbuVefiXYAKnXNYxVdAcO2bdvou2fPubS0P7SwPg0Z8WfbztEqutJ2pa+R3jziz9qPyuJfkrPv01tkiMByiOeGwFefsmNw6PMMAuYhY+nrk4HUj5vt93lLlRznKUM7j671baXB9l1Ve5J9UFdpZx6OqUvgEJXBsmzcfXcrFiFZ4FN9fitsuS/Oui5K5vH6rYtUd80q5SdplxNipT4GQx67RNvuY5N5z+eQ29STTJLJorE2ZmxvtTwZVuonBKkPYcDz2kqeR51dxnu8gHxySJNkMmaHOsn45US3n2n7/f/LVm2ttj7f+v64y72tlEX0K9uaPR5B3zKWeX1zsigZq+16soj+dvnlwyQnppwQK/UxOZxIKh9JzbPd6nvlrXYKrT+7qcy/fiiW1WO/UGb3h/5qufKLjZZfdbBr/a26TVf70KXcENKFpNhHht5cVn9lwcoOheOhv92oftw5b4kCyaGCzK4ybb8fJ9IHBC0f1FQdRAT6qI5W6btqZx9Mtazuh3Ig+HOk1i/yW3/uVO03+wmS93z0cyXWF+xT9qFT5gy9NLZRlXk4rXnYi627FXPV+y3PRBiJvuVo1c1QO3bzeG7M8mQg9VFvv3c1dO83vHgM0VbXvKgv+Bw6gz5bbV1+gtW3jiElWsUjYBmA8fkM5KxchYC9/kVjYHV77TIS9/56XCRb7Zwi22blojJenX375tVVwXGftrtgMyvj6WYrtu+zQHSSbjLqlTquflFajK9PpG5XaZXyWKZ1JTDv7bd5gnYI51CNpjNSrGxNR89l2+3RyjDqXzYGr39ZGczPSN4LDlp2r6JyQ5KqXrNdsb5Ym8eWPfa/T7DSlYAXFXxnttlqT/OUaaW+xdJ1S9qCtM8KoCVabmmnUp9XPytX7XcfUA+xasjEzhvmeY6hsjr1Vr6sPpYXrZ6j8lFetPKP0qw8u8f6blf0leAi21Foka7B3tBlW7HRlRiz+lqI2QswbBrH1UL2VRkqKLDj6bK71LftoY6xyqhJXSXaio7KRNceCLKttJa+VNrFe1G/vfY9aXFA0TZi1I++QO9CGBnpYh4jJ49U7UdlETl7ROz1IeqT5yyy+lkZzEOdZfpehLPyAuE+uzzZs33suiVorrbT2s9W4q72t9Kfeciibe7JJKPbfm+NMD0jbzX4bdv8bTdb1q4msayXJ7LZcFsIubIbEDmOyFFU+1Dpc2u5VvEID/PYPf36PSNVtIUoKs/sIRpDROpVcmckjs+xVXmkQ6+fmL8I8Vaj9vAwiDYYYRXnnPmDCNvV/kfPtWCtEnBki5NqWy3iBZjsHKXnLSd6EDE6Uu8iEXisYaMjqDplJOZWh5DV742FXWdjr5SPnGWlH15w0SfSjwgqAn9EvEpq9qdsHgHifTuHtg4r+v/JcbzRPHsreXYgIUfkX3lW8zTNxs700pLnSRaYIkZtfobNKrZsOx5+bTlG7PbZrI3oHtNDJfCOAvusTy0YnldgLrK1q/QokG2tZ6wyelKvrlgzcsscgwKYGbNHzl6duFpAp1CRLMrHYIU9WwlwKv2orjKycl3EI3aP7JaWljasykX4b9SRDNlKnjmfFgLJxsS2+pGUq0Su9bF+e+8to3Fi2l63EmgX8Z7FINTOi0fQtr4KcVcIv8s4PP9VwVcWKLDA3KtzXnj17CILzoci2km+LKMl9QjU3v3qyjFzAFG7VfB3ifCzMWRjr5J/FABFDqIaYPWRltVi5iSQAHVlrWdLoKurqy552rmMHFdVB9EKu3LPEnX0jF2te8EC65On266ON9NLn1UjYhkDahVGyoz4PRy3YLhlLBVMYj47WDnv+azPfTFdxfBWEPlQAcSYg5DRkrpKFdjZdRTZ63UUlbMInz1ny7NAwEpGBFFEzUibXbc85/UBA4Nq/a0SrQxZGq/ZitxbgVuS039Nurq6uv6s3Vq37WV/mc4jCq9MRNweEbN8TduzrV93MLz2o2t27iKRDWa2GOGXpb2+Mnwjfj1i9/oW4dgbVxaAe9fsbMt6z7cETJk/FanbAbMbz/4XIROpj1Qyp2DvMUeADiACi0fwmK46AlYfGxu7roCajT97znumEix1kYwoshWjpnHFjURdIUssp3mz2WwD4dt36tquZwPeWKLx2/a1jQqxtxy2rcrP2iLH1ZfkM9tntsgwjc97BI39jvCLz3l1tIylNZ2RM/rACha9IIHVW5UWDDM7ZM9O0k+OC1KvkJGeGZF55M6ifASzrd8j7MwRZEQejdnTAQts2DXmeQFRpLdKf7y8ljFXyZxF24woI9K3867PWJKP3str/S0OFfvKCF2FrcArB1utY1tRfaw/2DfPAVcdczWwrNYVEbI9Y1sRfjMct8x3hg+GuexeBZPsYPV642kleUbQLYS/KGG+o2s9Y5VRk3oWAVfyWblKlG/r9KJ7m44cAfbNaz/Ka3EO9joCOivnieccqv3zxqjCHDAjc3wmIji7CrdEru1Y0rercjt3em3vMX15toNlMF35WM6eK1vxUR2ajvQY6d/DD3vG6qGP/XqHDaz0GYs3bw5sfoXQ2Zx6OuiC44ouMD8j7Ajrlb5FeZl4xM7sidndvGXMhDyEjJLU19bWZHl5eUNeJZq11xVHgODXszpwFBbdszIeueNYPKkAr1UfqBtWlrWRBQsismEF2+oYGMCiSL5C5PaDOHsdPWsdC9t2x3fpmdPMVrTo7Ox1tlJHkl9eXt5E+q0rcqbjbD4i51i1g8y+omcYmVewhyTNiB3rZfVk4uE4Orf4Mq9M1qdKu9j/CoYrtlEJICfpJ6Mk9YpkAGB5jNijCF3TWpeKF91HdVScAI6PXfdxCOweqyNyINgnD/it4xXZTJyMgDzwIxF7pJ+NCbffkdiZ42Tz70m0ivHIGwmbkTZbiXvv5yuBDc4B6zMbUySRfVRIXNOMdFH/HvZaMNoFt6zv0TgZfj282rTn67LyXj80Xf33zJ5U7BvLL5LQh2pvzEHI6Ek9MnYvr0t9GdA955BF+bZufS7qW5TX4hDYoR+AsWczZxHNgdf3KL+6+ovIxh6q74zIbZ4dDz5jCR3rYCt2NteeIDFGBOu9J1eS98heV+9sFZ8ReuZ8Wx1ahaCwvGeL9j5ij2GVzUcLru14h8Cxh2cvrZjN9MHarmDb63cl7UkW8GXB5DxlIvUtFM8RiMimd59YLjo8R5ABRKR/5F55vuIQMnKPiLiio8jZsj5Fc1XVl0faWKZyMBLGVbbXf3sPn1MyX15ednVcAXsUoGhe9HO15eXlTYTOSN7bimcf0EVpNg8sHUmEM6u/zFYtbjM8sHZsvz1i98rZ8bbi2MNO1G+mB7yu6M3rTwXnkVSCcZu22MyCyEm6y2hJnUlEKi2GzqLxqkNgzsCL7m3aq69lrKyfrWTtjTXqB9Mj6xcj9CpYPWC3vA9Xp8F+pqZ16Ja03WZHPdhvKqLxM/vJti/ZijcjdSR0m2eP6N169jt2r2/Y7y6ErhIRi1c+wq+9x7DI2sQxIWF7eGblW8cc+S+WN8TB2mVjsDsCWVlPmD1khO3Z27xkqABizEHIqEmdGVTVWDNit897II4+mGtxFl2EOUDM98YWHQpe3NbztvkiPWI66y+Ktwr0VohYDsvbD+Sy/rN5tcJW6dE7ec3TDzzZuNkK3UszUvdW5d4HctlP3FretUdj8fIi/Gb3kJjZPUbw+NokEw/7Q0mF1PFcwW/X5yMsY789HxRJZC8t9jUvmUh9BOI5Ac8oPcNFB4F12DNrByWL6rEc5lXayYi9C5AZoKN6WDueRA47koy8W4jHEpr3Xjxz9lqHDYA8QkeSsbqIxsmCEptnP3LLtt/Zij0ifrZS91bpLBBpcWiMXDO7je5Fton1V4ndSssqvRLEeH1jPkv7bMtgsG3LD4lz9lw0DquDiMSjnTa2FT9Jfxk9qat0MVz2HN5jZxV17Mwp9TFEbSdbHXgk0ULqlRV4Vke1rYzIPGkhatU9ew5X6vruW89VB4+6tgRfsTmsK1rVZmOvrNAzkmer96htew/T2H/vmukhsnWrv6pt4jPaDw83nmQ49O7buW3FMSN1zKvunmX499qoSvZcqy8cw2r9RJbjhtQjYUBXIKJx45fP9owEru9do//ehWIdQBbd4z3PcWC66vyqTqHFebB2Kg6t6vRQcPWYrdaR2HU+7d89sH3Cv4cgIhvmW/WD9pSRSzaeypiQjDNy98rg8+y6GmTgWFodsrU5xCLTsf7NCqZ3iy9P//bbCa8/dhxV0ovIvAXHEaZacOvVkdXN7q+trdF37BWdVA6rv0WTutr9EPWMVUZP6mhs1nGj0UXGb991WoeAQG7dstM62DXe8/I036sf032cwRDPMGGBQRfHIMKdA+bjx2/WObOP3PCDOK1zdXV1w8dneg8DOhxPRuhszB6hi2z+y3Leu3FLxrhCt9ea9gg80y/2z7vfVzJ7E/E/XGT69vCL+dZe2HWl31UcY14fHHsBuLeTxPKxvUVI1d4m6S+jI3VrpBG5MkB4qynrlG1AIMKdQIXYPadghUX+2WogcgB47uMQun4oFxF/qzCCrqwIvVWtrQODP6ZnDfTwb7rrv2G1xB7ZF5ufbNx49o5s5e0Rupax5M4ChijPI/8u4tmj962CxZWKVx4x5c0B7rjZ8t7YPAxH7UTEnuHX01VE3F5ZbIeV9/K6iodJq7ch7apr/4aoZ6zStIdw6NAhufDCC+VXfuVXRETk8ccfl2uvvVbOO+882bt3r7znPe/Z4CDvvPNOufDCC2XPnj3y2te+Vh555JFenUWDtXmtR0ZiuAWl116+rdP7whzrifKi+rBN9mzreLNDdV3ReyYZsJBobF52sC3m7D308vLy+oHXy8vLsn379rCMrQ/zozZYW1G70TPZljx7v96ycse5qTpHa3uVey32G61aq/hmmPOw3gXDmV/I2o/G0wfzFRxX8WztwsvPAvJFbWdX/cg8A9x5S9NK/brrrpOHHnpo/fqXf/mX5d5775U77rhDjh07Jvv375fTTjtNLrvsMrn//vvl6quvlltvvVX27Nkj73vf+2T//v3ywQ9+sLmTzLiiLTnPwDVyxPd50crcRvesXzZq16gez1ZwhYD1sTa8M6a7kHTkYLxnMuC3OAPUDeo5I3DVs17bufTmFdvQINE6Htx2t2lvdVkZu+0PrmBsEGNX5N4Zt9jZ9nuVxFvJ3ZsvK549t9qu6j7DM0q05Y44xPEijnHc2Ri9vMxmumA5wq/qoULanu1GNp2ROV5HNjbJMFIm9T/6oz+S//W//pe88IUvXM/73d/9Xbnuuutk586dIiJyxRVXyI033iiXXXaZfOADH5Dzzz9f9u7dKyIib37zm+X222+Xu+++W84555xSmxlhKGgteWaEjoSWEQDrkzVIex0RuyX/6tgxHTkBb+wtDqBC7JW2vbnzhBGIDbq6kFE18rfPsPfoSCqM0HHnqNKmCr5LxzFg2tt+93YhbNkoXSV0j9xRmB5YIG7LV+2NYTgidi8o0TosNis4rswxKxuRaDTWDKdst9Deq9bn9VPzmHiBHrOfCKuLJPUTPYAokfojjzwi73rXu+Q3fuM35Kd/+qdFROQf//Ef5XOf+5zs3r17vdwZZ5whDz74oBw7dkweeOABOeuss9bvLS8vy3Oe8xy57777mkjdphlhWNB6TsJeR6t0dDqRs7NlrGNAY0ZCbhFG5pE+kGSYE9D7Ni/bpsvuoxNoIbmlpSVZXV3doDtNVx2EnTM7l6wMtoHl0J6Q4JmztO1XBe2lQu4RoW/bFv9+3QsSvGtm7146k0og6OWp/u09JHKG5agvOD6bp3XhvS449vDLzpFOogCcPRMFAJ5PxH6wseI1+lyGX5vPdtas71yEeMFdl3rGKimpr66uytve9ja56qqr5NnPfvZ6/qFDh0REZGVlZT1vZWVFZrOZHDlyRA4dOiQ7duzYUNfKysr6c5kgSbCVdkRC0cpcjZiRebTdrvUwokGCj4y1urKx+ZWAJdKLB/TsPV/Vcaju2Hi8saETZfr0nK91DDpn2YrNEufq6uqG/mJ9SBpWJ3asbOzemCtOz+ZFZMwIO/onLq2rci9w6kvyGYkjgWug5b06s8SPtqDPI5nYvjDbsveisfXBcYZdppsuWG6tC/vkfQ/h6aIFv3g9yTCSkvrNN98sz3jGM+TlL3/5hnwl8yNHjqznHT58WERETjnlFFlZWZGjR49ueObw4cNy6qmnNnVwbW1Ntm/fTt9lskONxRo8OgGtV0Q2kTkSAjNOm4+OQYR/3Yx1ZsJIMXMMjHA8BxA5gQjkXtvaZrZKZ+Bl+sJ0tIOi88sCM0tGdnvd1o337FnHZ0lFZPO/YcV3t0xw7JbM8doj1mgbvWXL3VvNe2TPzjhuNn7Pji0ZMxv1gnidX6Y/FpxjmhEJYlnrtvls/lpwjGccU0TullgzDLdg2jtHfWaS4dfmMTyr/S1ChgogxhyEpKT+oQ99SD772c/KueeeKyJfXqF/8pOflE984hPytKc9TQ4ePCjPetazRETk4MGDcvrpp8v27dtl9+7dcvDgwfV6VldX5aGHHpJdu3alnWIEvLy8TAm6SkQW2Bb4IptXacyxaT0s0rT5tt9ZpF/RgZeOnEAU9HhOwXME1VU7m7cW8cDP8tEB2JU13vf6xpxMtkK35M7Gbfvjie2btQs2bts3TEekXSmXtRMdtu+WCFEyovDI3aa9D+IYtm3fspU6XjNM23HavBaJcBzpBK8rGK58J5PVy+asRTzMRjZnffO8ZSJ1Ebnjjjs2XL/2ta+Vl770pfL6179ebrjhBrnpppvkrLPOktXVVbnlllvkkksuERGRiy66SC699FL5+Mc/Li960Yvk/e9/vzz1qU+Vs88+u1NHLcFv27ZxteUZJfuIBp2Dt/XurQwzZ6ASRfiZE8TrCqnbPM9xtjiGyEFgGdbXjOBZwONF9/aVSeQw2Jxau2HvYdGxIKnoPbQrby5E4r82hXNvV+mMOD1Cz+5lxJ8RfBRUsXliY0PxbBfJ3dtit3kM25iv/fFW6hazbFzR2KKxRkRe0QXqpULuVZKPVvCZb7HnTB+ow4qNTTKM9PrjM1dddZXccMMNcskll8jjjz8uF198sbzhDW8QEZHnPe95csMNN8j1118vjz76qDz/+c+Xm2++mf5ZTiYthIaRPnueOQN06F70iARv08wxYJ4dQxTxe6QejafVISCos5V668HG4eVFwVBG2phn89mq286ZjhPT2rYlcr22Y8Sdnmje2JjZtUfuSNQegbOyldV6deVu++oRYCRVO9VdOQ/LDLeoN0+PiE/bd8Qszk+V1DNbaMGvyOatdyRtWyYjdFuGBec2zfrOJNKVtSMP09YmFyFDBRFjDkSaSf22225bT5988slyzTXXyDXXXEPL7tu3T/bt29e9d/9fKoRltzyziJ6tzhk56GGvGfiZs0Mit8IMokIMDPRV/UTE7jmDlojf60dVKtF8leBbHKfOKXuHbknbOjv7Xt2bL7YFj46LOUQlUi8dkbFH1tE2PSN6jxxZnzNyz+zDs09cqatOcY4xX68z+0Fit3kW49oOG18fHLfY6LwwXMWuh2PUlchXfs3i6TrC8KJkzIQ8hIzuz8Ra8cirSmAqldW5SEws7L51AvY+imdELACwY/XyPEcwBLl79yoretZ3Ru6MzKLrbD68rXamJ/t9hu27JXRL7JjW+nGcSOK62mRjUmHv1y2RtwY6EZl75wq5e3pvEQ/Hmb2qbi1uEcu2TPXAcXhnK1GeR3weyTO8VPXCgs0Msy0HzpM3FtRDROARmVubn6S/jJrUVSKDi0gp25q14jkFkfy9p4rnGCIwVMaO6YjUK7ppJXhbxjqUzClE4jkBvLZlPYeAJK79Y+Ru22BjZmPDPBtE6H1L4tXxq1j7wvHiNSN/j4irq3W2zR7VGY3F6r+CWZ1LT6xuPJJvDXyYTjEAY7geAsceqUfY9fI9cm8h9GwFj/3PhAV8mf71ehHSJSD16hmrjI7UM3KIjNuKR97oGCoHbieJxO8XhzTUqhPAsl0P5hz6rABapOKA9RpfpdgP6ZDIPRJXZ57139Mxm5eWsWI6s62Wo7IVj+XtPaZ3Nk8VicjJBl4erpG8o9U5fj/hHZbEIyxjuqtk9hPZWxW3Wt7Dq32XznDdBceoJ9Qrmzu2yzK9Ux9ORkfqVjzjVQetgk4BnUHr+zbPCUTOVtP2zCS6F4EncwYtxK732Yc2Hnm3OoKqRAQeOQSRzb9PzpxippfMsTL9s3mrOkG8rpI6XkekHr17996vYx5r3xsP6gHtzSPwiOwzDNt7GIDj4enV0391HnHcWX6GWS+/Su5ecB69i+8q6CMjW7XXmp6234eVUZO6ijVuGw16ZG9XbmyLrhrNV43SnjHNrlvHjWk7di+dXXvb6JWPbCpbdhWCt3OJ+ahr9k2EyMZfJjAisP3Q9roSOzuzuWH5ng1E9pMRUcuRrdy7HGwcnh7Y/YiUcPfFjtt7dabPYbsZlrN5yMYXSSX4qwaTXQ8k9IzcI1xXxNM5YljrXeSHckN9ab+onYUuMmpSt84YnbS9z4wDHf9sxv/iGGuzSuh6zc5RujJudl0hliqpZ06AETs6hogIGSF6gvq1BMyiei9wQ/sQyf9DVdWJZvqvjNOO17tm9lQNMquk7hF7tLqPiDBzcJlOPTLHua58FGd9QEV3Vu/RPHhzVxm3l67imNmgXZHbMyNzhuOMxFtt2+pPy0YY1vZ1ThdJkosKILZKRkvqaNzWYKzTt8aBKzUEaeQMtEzFCUQOLkpHeQw0LeSOjqHiHCrEzhxAhdDZGGwaSdzmR+TB5pq1r/OtX7rrfew70wXTYTSWytzZcXh5FXK3aS/POsoq2XdZsUf9t3qwzp3p2QvSbLoawOgzWBZ1yHTKzt64ovFGeRGBs/tVO/Xw25XQPWJnGLbXSOLslZm3izrJMDJKUrckbvPQEXjOXmTjqm42mzX9VMceNurMHEDFEXTVB6ZbzhWSjz6uYU7Ay/f6bL+BYGKDtkivLHjTfNs3m2e3+uwfNqkSeaR/Nt6qMKdYPbeQvEf00eqdET72udXGkdg1D+9ZLOv8LS19+ffP2H/7rB7WB2REzsaz1Tjug+WM1KNyrP3K+3b0kxbDSPJaxqYX+U59qABizEHI6Eg9ig6ZQ0VistGfJXMV5rzsRHukEpE6ptl1lh+NPypXJaQWUsePbZhT8OpidTMd2HtM9zbfBmt6rf1hvznPxhs5scihYpnK/OBYPH3YsWE+I6EqwUdHFOhGGGH98MZvSdzOOzvjqk37Ycmdrey0HBKI19++OG7FcCWvYo/M70UknV1HgXnFxq0+MgyjjWu7+Gp03jKR+hYKi/yYweEHUxb0SPCR87N5eJ8RfTXNrlvGz66zdEZueB05AeYARPL/se6NAwWjfPuctyWrgitxJI+IxL17lTMbVzZOb+zetUc8ma32JXnVa1SO9RHHgs7dC4b0bD+gYvkRLiN8s3Sm68r8VGVIHHs2bPOqH8Bl2/BR/yKx5G6vI/yirUzST0ZL6iqZgW3btnm7TR0DbtcxB4DOSstnRN5C8kzQ4VV04KUjHWVkZp1nVMb7EKdCktH4PUDjHIhs/uli9dDxYf/tdaTPiiO2ks1ntvqrknuWxm3zrof3vDcWO2+Y1mfsvODP1bxfrODP1di786jvnk6raSY4tkj64jiy5exgK3asIyJ4b+xI3lon0xsusmw/FkXqLADtWs9YZfSkboUZvRqJ93UsI3YR3+HZejznVSX2KK861uy6QuQimx2BTbc4iehDM9uPipMT2bwVr3lWt7aPWT0sUMH7no76kHl1vNjnKC+zvSrRR7859/IZPmwfWmza6gbnGzEnwr9uV6KI8tjYIl15usV0lNcydryO0p4tWpuO7J3hFZ/xcB31x+oCyZsRPIr9vsVeT9vvw8loSR2NyALfc6De1+3s61nrEGy+rT9zBJGBtOZH4/LuVUDoOQAP3NG9FtJnffEEdWKdhT6brdJZv/GjOKYPzGN9jgi9C5ln4/fIxXvfXiX3CplHR9S3qjBcW4y29iXqI/vAzxtHK4l791oxrPlZYGmJmz0TBe1VzEbYsm236iQqr22MmSSPNxklqWPkLvIVw239wzHeKsWm8Zq9x2NnTGt7KEM4P5HNoGJkk5EXcxJR2VbCt/2JHFxVJxb4Xr69r/mVseNZ9YF5FSJvJfdq0MdsDsm9JfhEbNg8jyyxLQ9rKC06mc02r9Y8jGfj0DT6kSqOu5C8NyYmHo4jPKNdeni0eZr2Xj1Fv1zpas/2OWbL2F/Nm36nPpyMktStWGdtr7NnLEHr81Vit2eR+ItkzF9dXd1QLxo5M/qoDBuzd+0BszXqt3l9iN7rLxM77ojwmENoJW8cv82zbc+DzL1xZXkREWXEnt3Lrr172RisVPSEq3Vs1+sXvjKzZw//Xr+j6wqeveCT6cDDSCXIZNiz5ZC8o+ci/FSwXMGu94w+N22/DyejJXWPzC1hY/nMEdh7LM3OIhudP1u9WIkmu2IIkfPLSIaRlE1HwI9A7aUjp+H1gYkCvItDQKeZEbntr0fgrUFV9Z7tf/VeRjKY17JFXynD0mxlzPpq5ycKyvG+xS7infVTP6KLxueNy+t7HxxnNpCRe4RdlhcRu0hM6vg8ux+NKSJ09Mm2HEtPMoyMmtTZ5DMjQOdhjcmL4G06W4lXHIAH9D4RXWTsla14vGbExu6jM9C8FmfC2lRhjh5XXkzHbJ6j/nvjZQQzbyL3pMVuPJv00pWt59Yz4snrq0foOG8tAbrXL/xZKyvH+onX0WqxK44zu8kIPkp7OItI3TtngUGEY5v29MTuWbuYVurDyWhJXWSzE/Dui3xlsjzHoWXsWdNsiw7LVa5Z3bbv7Fr7WHkm0oN3jfe6rObx3MXBRILzhl/IeuVQf9oHlr+8vJz2jbVZzRtKMptieZFdejafrWRbzpG02Dau6uy5MqaI3CvXutrX/Ap+o2svr4udYbpC+FHZCoFnfgfHiLj0SJ8FehOpDyejJHUk5miVhs+o4Ad1KpU01mGl6nQjiaLZqrQQfJXIKk4kciCYF43HAzmWwbqYDXgkH6W9vKpeM/HKt9iKV7Y12Gyx/ywAruShZETnYRsD9er4otdlUV+HmJsh7ITlRTtzeO2lqwE95lXIPcIz4thbzEwyjIyS1K2oIdjVG4v0NC3yZQPRP1ShkhE4y2M/4WiN9PoYa9VBRKDruyrQ66oTYeUrkb6Wyxyu5ziGXnVnfZ7Haj2zlRYyquR5161BcERwDJvePESBWqXdloB7rDhuscfW1T17porjKEiNgmtMs/Iii/tQTv+PwBD1jFVGS+p24kX4x01eWW813xqhV4C8lRFmxVlEZYYgfJvXQpoim18/eOSOjiCqt7UPfXU4b+lrg10Jv5qX9Q8de0Ta0W5Ml75W+1gtMw+ZB4a9/K44rgTliM9qmUWTOrZ/IspoSV0Ft2giArHRd4VMqnK8GkELGVXLZn+AogsBIsgjp505jy796EvafZ7va1vzWG123THwhAXXFRxXd3iqcjziuNW2KuUzDHdpF3Wb7bIgjo/HuRmrjJ7UrVS3RCcDGV4WtVqtEsrQDn+SxelswvHWyVhxvKi5bn3tEtUzVhkdqUfvlVrq6HP/ySiLBNUi6mndJj4RpXUbdV7tzqueCceb5XjF8fT1+3AyOlL3pC/A5/XudOzvW7s+02cLtqvBd6mzdft5njqbh3S1yeijw0ob8yLUPt83tHxw1ionIo77vkZZFI63bVvcT9qeDDJ6Us9WG12+el6EY2ktG8lWEHH2MVL07rtlS81rt8/HXJrfNRBY1FfRKkPaVPTh1BBfVlc/WIzq64rRrcDxojFcKdti1y3vtbFMXxy39HNaqQ8noyX1yAlE9+z/682eZdcteZV785IhVrWZE8B0tPqzjqDqFLD+qO3qOBhoq1vxkU63YiURfdBUJWh2jfiJHD37yM32LSP3Pjj27mV1VfvTcm8e0oW8W4mbXWd/Oc+zgQpusO4qjqd36sPJaEldhQEf87xrz2mwZ7w22XXX/D7SZUurem0NHUkZ0xbg2RZv1fC9vwCGq/bKva6BQdf/rjfPlTr7K3j2mRa7rdg/C8hsGXvP/ivcyrgiTHrnKB2No3rt5VXudZXWgLILjhkp23L4x3kYjqs7bh6ht2J32n4fTkZJ6h4Y7bniCKp5IvlfW4r65+W13LfSlUxaomILKAbeDIyW5L0VvVfG1lX9++TeSh7LRHrw0tHqIsrrUkalq71Ug9MsXcGQZ+c4Tgz4vD73xXGXAJ+l2bWX16WMyhAr8eja/kEuhuMIu3jfzitiNsKx7Qtrm/mdDKfzlnm3de+998q1114r9957rzz96U+Xn//5n5cXv/jFm8o99thj8jM/8zNy9913y9d8zdfIT/7kT8rLXvay3u2PktRVPNBXnEK2Yq+uDlr+cYqXN5S0OoGhV8ARqO3qrbKKz9rSMzoBr6z3P8a9cWa68a5Z/UMIs0O8x66zwLQLoSJRZOReWe1W8FvpMztneZ5uvOtsTH2lNSD3bNUj8QzXHplX++qVyQLtKn7nKUNh16vj2LFjcuWVV8qrX/1que222+SjH/2oXHnllXLnnXfK05/+9A1l3/KWt8gLXvACufnmm+Vv/uZvZP/+/fKN3/iN8oIXvKBX30ZL6gyclf//bdNdnUS2ssEy7DrLr4hnONVVuG07ipzZfb0XrcxQ7H9X81YE3riYI8B/8Rk5iyht64/+y1jkTL1+R/kVqdpN5e92a3+z/67nfXdiy+L8YT32/tLSUin4ZbisBOYtAYlXD9MH3mPXWX5F5onjamCMQRhrG9vB+ff66/kRPFhZPU6U7fe77rpLDh8+LJdffrls27ZNLrjgAtm7d6/83u/9nuzfv3+93MGDB+VTn/qUHDhwQE466SR54QtfKP/qX/0r+U//6T+duKQuwiPtimOo3vPy8L53z/aL3YvGE0nVCVRX4iwvAyRbdUfOAZ0Cto9OAcGOeQz87P94R0GA7YNH5kxHkW7ZdZbPpEoeer28vFxeiSO5o40rCSMGLHl7q1ckGub82VgifNp0dq9C7FXsdsFxXwzjvcgGuxC4rZPhNCN3O07vn2JFY7Hte0F5hNN5C+q7Tz1MHnjgAdm9e/eG+2eccYZ8+tOf3lDu4MGD8vVf//Xyz/7ZP9tQ7kMf+lDvvo2a1EVicFdWAMwJZCv+ypmlq1F/izBC0Tz8v+NVMs+iZuvkPUcR9dVz/tFzLUf0DOtr9L6PEXnmZLHffSWzHUvszIZZPZako3sMKzo2JDoNBjBY0/KZvbMdhBbsVgMALw/vYx72kd3vKpntdCVzFrxa7Hr4rmCZYZcRPAtSMpx6GJ23zJvUDx06JDt27NiQt2PHDjl8+PCGvH/6p38qlesioyP1CtCZI4sOLJe1o2nMw3zMwzS7bpEMPF7au2bOYGlpiQKdAQ/H5Rm25xCwjOfohji8+phOPAdbJfdonJEw28jsSs9sNY7nKpa8g33hjlvtGZlX29d7WjfbSWDPow4yLGd6xXSUV5VWHLeSuT30v1NmWGDj62LXVfJmq3b1PZV2jhc55ZRT5MiRIxvyjhw5Iqecckqncl1kdKSOEpEsAl+vW5xIF3KvELrnBCLnEBEgu646BJvGSL7qBDyCjKRaJnMG2CfNq/aR1aH5TEeRnivji8bdahcZEWVb7ey1VXTY3597v5O3xG7JoErufQ6vLpbP9BGd2RjmheNKEBlhOfvehOVXfp9u55IFbJXg1sNwRPSLXKkP0ZY3x7t27ZIDBw5syDt48KCcc845m8p95jOfkX/6p3+SU089db3c7t27e/dt1KTOAKqCBD60k6iQepXQu0T5HpF76YzM9dC+ZGRoCaNLf1uFObTIGWROIgoKPB1F5yg9lGT2FNmknVtrw/b9eYXQ7epc02yrv2VM3liifmA5NgZWj+axHYw+5N51/BUce3kRmSvpRmSO9q6vTiLcMHvyyJv1twWrrA/zFquPvvUwOe+882R5eVluvfVWufzyy+WjH/2o3HXXXfL2t799Q7kzzjhDzjrrLHn3u98tV199tdxzzz3ywQ9+UG6++ebefRs1qatkpItbdpGzqNTHrlna9g/vY5koT8UzFJvv/a67Quo2HeUp4CIngKSfjdVzDBVn5DmBqgOJxot9i/LZOCKHx6RiE13IJ7JjddAZVuxzuMXu6cMbE+tnROgtgUdG7JFOWF+wr5WP5lpxnNlYdLZpnU97r/Ww+LXk7fXZttky3gpG7fWJICeddJIcOHBAfu7nfk5uvfVWefrTny433nijfMM3fIP8wR/8gVx77bVy9913i4jITTfdJNdee618x3d8h3zVV32V/NRP/ZSce+65vfswWlKvANfeZ07BcxRsJZA5Bk1HebbvLN0qzIniz8bwXCFylm8JmpE53rd/+ALHWXUGWD5yQi1pz2FEpF4hco/U2HVVMrupBpGZ3arNWyeOBG631W0ax2/nFevMxlLBdCVIj+5lbUX6HRrHnp1kdpbZKsNztoOlYvGradZHHTMGE9HYMh/j4fZEWamLiJx55ply++23b8q/+OKL5eKLL16//vqv/3q59dZbe/cFZXSkboFn8/B+BHB73boCYG1gnu1T1SlEeSpexIvpFlJnefhx3NLSkqyuroZOAcFvr61TRwfgOYOK08JrdAYRqbOt+K4EHzmzbM5QMpvwbD8ici9t8+y2ekT8jNg9fVSIzut/9WgJ1lsJnqUrcxKN3Zv7Ko5bsIw27+2s2fIqFr8RlnWskU1XAo9oha5YXoQsgtS3WkZH6igVp8UAj+cWx+C1YfsTfXVszziOingkgo6hCzFa0sXr2WxGwWedPdtyR0LHPL3u4xgs8LPVui3H6qo4US+PzY+Xl0lEFtE5I0qdhyrZiWzefbGrdKYXa0PZ3Hqk6WE2SreSekbsnj7ZHLVg2OoLr71z9HcYGIZtvVlAjvUhntEOGLlHY4x8FK7QvfMkw8hoSb3ivDzwZ06ir2OI+mfPmI7yROorwoiAMmfgHTZqx2uP2L1xewBF58/Gy4jcjsvm2XPrF/FeXqRfdo7GWxFmKy1n74iIfW1tbf2P2eB82vlnaasftGPMsxjBvAhjXkDeZQeuK5aZvr15Qx1EeZE9WfxUid2mvYCckTgGcYhdxKqXx8YZ4Y1hdtEr9Xl+/T4GGS2pq1QdGSP0zAlE90X4b2Uzp8D6jPmRVIg9I/UKseMK14Jf++kRu9WPXlsnw+bLA0Fr4IGOwFu1a/+rpM7ymd6jPHbNJLKLik3Ze0jeWEbn1Z7xQ0dvfjHQwzlmhBSN2cOypi3eWlfvLUTP2mZ9q8yXJ55dROeKbXq7VaqzjNBxJc7I3eKZ5bGxMd/ijcUj90UIYrtPPWOV0ZO6iO/QImKPVvCZYxCp/wbe9gPz2Bgq0uIQqiQeERhL2+1XdPjoGNic9DH6yAFUCB2dXXb29Id68eYD0xXx7CMj+AwDWK8lcHu28yjCd2R0HvFAB18hdG+cVeKuvFbrsnpn+s3moyqefWRErteW7Czx2iBN9R8F6Sxowx0az75a7Zr130uzwGSS/jJaUq84L3ZkhF7Zmm9xBJ4TUFK0eWyMIrUtO88R2LyupG6dArbB3rNaYrC6qDqALv313sN5zoFtRWZt4/1I395cefmZDeB1RuJ4rwUfKux1CgYA0cdXFWF9zfDmBd/VYB3HWv0INktH46vYAAsi9ezh0guk0M4ZhhmhI4ajMbdIFbssGJ9W6sPKKEm9YlQVJ2GdgOcMWiN+bDvKE2n7hy9oKOgENC+L9DNwoRPw3pkjATC9W4L39FKVVoL3SJ5ddwl6mI7ZPFVJnumjSuosr0ri27Zt2+DMPWJn50wvFefGbKCl/xVCzwi+imcR/nf1u+LY6sjOgS2XBZcRfqMVuf0OAlfqDL8sCGU+DccWBTQRhhGji5CJ1EciVfAj6DPgt2zLd3ESmlZBx8DEbkPpn3C1+QhUzxEwUsMyes3OSOKRQ2Bz1CIRYUTOLVu1Z+Turd6xTy2k3kpyFVLHc8uhhI7brpoWEZfAmQPMAh87DhxnhbwRvxFm+75vt/3C1bwIJ3ebH4nFsdXN0tIS/dPMFZvHn52i7iMMZ4Tu2U6LVIMTD5+TDCOjJvUoom4hd0byrQ5B22dlRfi/ho2ctyeWyEU2A9SSkX23nTkAG91bEGFEr/cQ9HZsdjXvjc06hWjsOFa2E2G37byVeUbo1ZU76pqds7xMPLtgOmOBos5lBQs6HjvHeo8RM77bVJvBPrY4Yha4dCH8CoYrhF4J2kX8/4RXEUv81lY0H209s1XVu8WwphmGVbzAm40ruq/X3px7wZ9NMzyjHuYtQwUQYw5CRkfqkUHpufWobMNXyR3PXp9sPhtPJAhKEXEdNFu1WgeAjgIdgbYXvX/TdiJnbImmOt5oxdG6fV7Zkq/Um/UL56gLuPGZyMmiQ6/ggG21M8fv2YA3/kw3GJB4Y8JrxCl7LZYF4a0YZs9on5DMLQ664BhX7XpYXbNtdM+2sSzOH+7EoC3otZbx5q2KaWYflcM+u0hSx8C1az1jldGROkpElhUij7bkM0cQbf95jgL7p1LZslOxRmedMjoCvUag4zlyBPacAV/TlffoWt7OI4vmZ7OZLC8vU5BXyZeRdpcteayT6WhoZ2T1YnVo9cfsSufelmXzg/UiyWfv0JmOuow/CoCrGK6kWzHsrdqxzziOTKy+EFMYWFn9Wuzo/dls8+q8Yo/sNYun5+Xl5U3z0yqsL4jDKPieZBgZPamrMOLA/L7OAYHf4hCY08J+VgVJV2SjM0BHgIS9vLy8Dn7tS+QIcEUXObgKoVfGzZxQK7F7BF0hdhuxR+SOaXaPBSyZYODjBUL22s41zq8KOnLstxfUafvVAMo+r6972Bi9M7ObKo6zdEbobCeA4ZiReguOPZwhdq1tIqnbIK1C5vjeHPMqurdjRfv0xoZ2wl6jZThbhAzV3piDkFGSOoLJMzQPmAjuLo4hCgQYyWvfhti6Y2BQcGudjLyso8cz1mvPItwZsHvoCNg8tZBcFyL3CNt75x5tx0fkxa4jPVbHbPWjZ0+HqGd8veLZOL5L9VbldoyZ/rMxVsbPsFwh9upKnKVXV1cpsXv1i/CdBex/JIgtW2cWlNuzPqt98L738LbcI53qweysa/BStSWG50XIROojEI9EIuBHq+0KiUf52dad9q/r1h2+f7N51hEzB40rdXQE6BBwu932IXOw6ghse2yeUAeMHDxysXldj+z9utcG5tu+RgTXSmw2zzpYS/bM+UZO1zp4RuB6jt6h630WgGQ6QOK248AxVYjcI+EMz6urq027cwzLbIFRIbzKKzRG7hi0Kb4wSLOY9ojc4jQan5Zh8+TNJ5MI05VjkmFktKTuGRIzuBYHUSH0zCGwcwScFlAoQDHSt0SsILQOgK3QPf3o3/3W+jzC7nJUxmnHa9Ns9VEh7Ii0K+Wi1YXXN+bAvGsrSNj2mSwYYteerav+cIfHW6Vn79TxuWyc0fjx3ILhLPiezWbr2M3Ke/hlq3S051Yce1vvaKfaFsMxBucqDMO2TdsvHJMXKDIbjAQDZC/t4XdRpD5UW2MOQkZL6iL+tnuVvBmJe05Ct+g8h8CcR0bo2F82LhU0EgsSdcbWsVuHjVE+OgLWniV264SYI0CiZ/PB5skbazTuCvlGK0s9txJ6Vr/tK3MMFWK3hM70pjrGc+aAUbz35ozkdSy2bxVibw1k2HWVyFuJHgPzDL941r7hKh13tTIcWz1FAZPq3mLYpqPggkl1293zUx6h43VkA0wPVSzNU9SOh6hnrDJqUhepvYNjaUa8kQNgDgFJPnIE6ATYtl1VLJGKbIzyLbnbM1uZZ8ar2+aRA6k4YNQ/m7tsvJ4zrJC5ze9K4uzDHmxHr9kZ0944rW5skOYRun22xYbY+1kbnLHx499IQF3Yer1x2fHhNZJm1b4Qbyxtr73AvPJuHfvZF8f27O0mWQwjdqtErvNq55jtukU7cXau2PyxeY7sJcPWVqzUnwwyelIX8Y0scghePhp4FN1XV+ysXmzf9tsTL7rFFblH7uoMPLBG7bF7EeF7c9OnXYyiPbL3iN0j8WhrPjqwD97qgjk2TxiJo+7YvOJzzN48PeMKm20FW6K3aaZ3L88bK8u39xjZR2TL0opbi9/KNjw7M0LvimNvx41hm+HX4sFrU+vR9jDtYdkuHGye/rzNGzu27ZF9Fijb9KJIfai2xhyEHBekrpIRt8jGf9nInAAjZ3QIuDpH5+A5GHRO2h97bcei4pGCNUBG5vgenYEyEuvEmQNl95jOq0EEtpvdj0jWI2aR+F18y+od22N9z8ahYkkZ76MtWELHfKZf9uWz5mueHX/rnynFMXkfWDKJbKLVrjw7ZeS9urq6abfNYt7DMsOxHWsrjpVI9doGTKpLDOAsnlmb2J4NEFgg6OVH81PFMo6H6aCLnc1LJlLfQmEA1vxKGQZSC95sRV5drWMbkZPC/jPJolkFEfswTs+27aytiNgzZ4rE0yro3CzheuUi3VjSbt16Z3Wxdu0Z0+wa8yN9MUKPyBwl2hrHoAdX6lEwM4Tj9XBSIXCPdL1dNkboGYa9XTfsn6YjQfvQObV6xZ02xK1doWev0bRu/U7G2gyuzjNdV20t648XcFsdbAWpPxlklKTuGVVmhBactjw+622ld92+i/oURflMPOPHa3UGFrRV8GNdtv5WwHtE39dJtET4GWF3vW/7YfUXkbqnb0vS1fEz3Wm+6tojcW3T9jkjc7QvnAdsZyhHXLE3xFsl8GZYZs96wQP2Ta8r4tmPHrgVb8m8xU/gnOk49B4LkDzb6orTlrJbTehDtTfmIGSUpN5Foug+2ob3juq79cwZiNSJ3RqK3ZbTexHhIEgrqwk8IlLuG9G3lEXCrfTd009UvuW9OjtjupJX1QPOPe6MsJ+Y2XxsU5/17MfTV0WPLQ6uak8Zltm5NTiPMNwVx6hPj9S1DrRxG5xjIIFBnLUL20aLbvvi3N6r4orpbNHEfiLLcUPqHsgrgGSE33LYr2a7Rvg2zxMLTPslMiMjBbfdOrbtLC8vb/jTnUjc3oqtC+ArBJ+NOyOICpFnB/vati+ps+tIsKwl70jYCs4SOzp7e2a/Tc8+ltNyXgCgfffGheWqQaCHZw/HGZ4rwXnWph0rnplYfdpr1Cd+yGYJ3QoLbu2ce/jNgnScn67SQsp9g8JJchk9qXsG5xE3PsfInF170Xv0sY2tR2Tjn63FvlcdmggnEQYAdQqeM8Dfoqugs2dfxLY4YqbzqmTRe4VohyD4VkJn+uwrSqremQlbsWMfGVlHutN7SEqYro6J5VUPtV8Py96WOyvDgnMPvxmpZ2PG+UD9sV8kaP9QMGjDOvFni3rf0zXOAytXmUdtm0lG3ltF7PrtzhD1jFVGTeqRQ8juRwf+XpVt1XX9YrZC6h5wMZ2Rut7zvkZmILKOhK3a2eqhenjz5ElG5tk9pp9Ih7Ys02sLqbP+dyE7JN6ovHff5tty7KztKolovkfc2Vx4/bBjxLwMt1iOEXp2jv4iJOKf4bdC6hGOI1JnuyR6T/2RJ4hXD8d9sOvNE14zu/B2FaweIpzNW4YKIBbV3y4yWlLPSKLVaFscAqbZH63wHIHmYZ+7kroCVJ2B1sm2VLM6vcgeCZ39G8YhSDwSjyT6EHyfA/s0NKlbsUSM5J2RvdcnfQ7PaFOVMWsag8dWB5nhF++xchluGX691XqG5T6kbtOod8xjfygIiR3rYq/Psr9AF/U9IveqMDywFa2H80mGkeOC1CsGOAShK+A1Ha3QcQse28F+RlGvBbte4xlJXNOMoPGsfVLw6Pt6+95ey2R/YtLTeTRXreJF+4s6bHvefOBcMUFyZvc80mb5lhC8djTN7ILpMes7lmPXFfFIG8tEhM5wxjBaIXuP0C12MUDHceA1wzELoJCQZ7PN/33NC6AsRhGvGBh4wQnTbzQ3HoY9O2C2xWxuK8h8qDbHHISMltRVIgPLyMaWrxI7i/S9ZzHfI0HPIbAxsdWVCP/b0dGfAmWgQoegeUruGYl7Os+InYnnEDCy98bC7nuEw859Cb2V2CrEjfPO7CCrG4MFSyhILpEuonqrY7bj8tKRPXlYivDmEb13XcFw1b49HHt6xr8Wh/i0ddnAzL428V6dMWK3QX5G3K141v6wvIjgt4rYT2Qpve3//Oc/L29605vk3HPPlRe/+MVy/fXXy+rqqjz++ONy7bXXynnnnSd79+6V97znPRuM8c4775QLL7xQ9uzZI6997WvlkUce6dXZyNAi8Hmg7QJ4L+pn9zwnUz28OqIApRKQZLpocW6Rw65INdr3Iv3s2RbCYs9mdXh9zAIHNqbK2QtaWoOPyngi3XhlVKrzb8tHgSSWiTCS2TR7LgoIbNmWP1oVYSgKOrJFQzYu1JWnW8yvBi8oGEiq4J98tmebvxXEfiJLaaX+4z/+43LmmWfKxz72MfnSl74kP/IjPyK33367fP7zn5d7771X7rjjDjl27Jjs379fTjvtNLnsssvk/vvvl6uvvlpuvfVW2bNnj7zvfe+T/fv3ywc/+MG0PWtkmIf3M2OtgKsKoCq4GFDYmFDY6owZvEbcbKXOxqd1YBl7jX0dksyzMdszS1cj/cqqU/UWPYvlI6KsXKMu7H3VjZ1z7xlbFuuyaW8M1qZsGsULPjx9VIWRh2dbEY4qmPUC3irRZ/it2LSnb5snshHP2Cetz+IYy7DnvD9ig34B5yYbWyQRhrHcVpH4k+Hr97Rnn/rUp+TgwYPysz/7s7Jjxw55xjOeIQcOHJB9+/bJ7/7u78oVV1whO3fulGc84xlyxRVXyG/91m+JiMgHPvABOf/882Xv3r1y0kknyZvf/GZ59NFH5e677y53LiN3LOs5g2hl6hF9dUXrOZSWqD3qW7aCz/qQ9TvqW6Rje+3NC+ZVnIUH9oywolWmR0iV5yrtsutofBFJVvrM6mrpa9SnyBln+exeNOeMzPE6wqyI/zM0ZuNab4SFaPXfgmMvmKj4IK8fFdxW+2gDj2iuWjDcEqB7tjtv8QL/LsdYJSX1v/7rv5bnPve5csstt8h3fdd3yQUXXCC///u/LysrK/K5z31Odu/evV72jDPOkAcffFCOHTsmDzzwgJx55pnr95aXl+U5z3mO3HfffZ0765GJZ5iek8hW3FVgMODZtrIVRQbIrsD1+sCcopZl91i91fnpIpVIPwOUR0zZCjMjW3b22qs6g2p7FR209LW1X6wPrcJsw8tjRGJtmOV5+I3sP8J8ZSWf4TjbLbB5FX9T9RtenhXVI+rfm5sumI6CUSw3ZpI83iTdfv/Sl74kd999t5x77rny4Q9/WB5++GH5sR/7sfVJWFlZWS+7srIis9lMjhw5IocOHZIdO3ZsqGtlZUUOHTo0WOc9ZzCE8UegayVr1lcUGzlv27ZxK1bTdsuHbbtboGZ/UEbH5W3Haxr1i/rxxuPNExtztsLEtL3uQ5he1O0FBeyM6YrY8myeIxvQdNZXW4fN8/qh19HYvbwugv3DcUWEhLhj5bsQIbtn62Z9RGHzxcTDF9tOt/dExL3PdMH0xq67kreOEb/e9wJnm94KIh+q3TEHISmpn3TSSbKysiJvectbZNu2bbJr1y559atfLX/2Z38mIiJHjhxZL3v48GERETnllFNkZWVFjh49uqGuw4cPy6mnntrUwYrReYbq3bfl9FoB461Y+0TTUb/QUXtg8IgW644clQ0C7Li890ORc2B9iM59JCJdVjYj92ilztpoWUFXBEkZiTcjZQwKsC4dC6ZxrNb+vL5X70djxLyMIJm94RZ03902rRfLRjtWIhtXuNG4K7aAWMwwjP7IC8iZP8z0G52ZZOOrBOr2epEkOWZCHkLS7fddu3bJ0aNHNxC0/qTiaU97mhw8eHA9/+DBg3L66afL9u3bZffu3Rvura6uykMPPSS7du0apOMVx1Al3MwRtNbJCNXLa3nXVnFWmfOy13iPpXHsTNdDSEScWEbTreSO97xVerbCz+pn7UT51dWx1061fxWdZeOpPKuSkQMjEUZskVh7ZXUNeXhb/9E78y7v4St+CvWFurDl7H2m66EFd4yycpMMKympv+QlL5GnPe1p8u/+3b+TY8eOycGDB+U3f/M35WUve5lcfPHFctNNN8nnP/95+cxnPiO33HKLXHLJJSIictFFF8mf/umfysc//nE5duyY/PIv/7I89alPlbPPPrtzZxlw8R6mbV4EfJvf9x1XlWyxbxHIvfJ6zRwOjhvvR6D38ublCDKJCAdJOiNMVndlN8Crs0KeUX7Wt6ydbCchG3e0sxH1KZKsTET4EX5Z8KnCAmX7bIQtD0MVssU+em32OWzfsH4vCMdykX4j6Yv5FizOWzxf0eUYq5S232+77Ta5/vrr5Tu/8ztl+/btcumll8orX/lKOXbsmNxwww1yySWXyOOPPy4XX3yxvOENbxARkec973lyww03yPXXXy+PPvqoPP/5z5ebb755/U+QtkhmVBUC88CmYrffsa4I0BUQdgXUtm1f+RmaN26tT6Nia2z2vrf9rn3FPOawMO2d+8pQq3Xvmahcywq1q5PSsmzu2Dl6NmtH62GHraOLk4qe8frXJb+C/wi3Nh0drB/eLkCrzGb8ny7ZOu2ceH3ztuztteczWL+HwHIWVHrlNb1Ignwy/KSt9Dv1Zz/72XLzzTdvyj/55JPlmmuukWuuuYY+t2/fPtm3b1+njvUlCM+AM9AyEHkkV3EQLWBhztwjdi1TCTzW1r7899w95xDpMCLz6LkhpeIssjLZKrdaVxfHpcII2stDG8h0GgUCVamMt6sDrvaJYcdeIya9gNkLqqO28IgIvSWowjTet1hmeTgORu4Mzyyf9X9ovDIZ02r9RJfR/5lYTyKQYTp632XLeQTmgR+3/6LgAPsVjUkkdgjeis4LZHAFYMWu4O3HNl6/vPqGJBLvflaH97y9n5Wp1Bn1L9sJEOHz7JFxhRi0TlyZe2WzMQwhlTpbMBwRs0d+DN9R8MvyWPsVHHvzijtpWN4e3q6MHV91xej5Ka9MlFeRVtwsSobaGRhzQHLckXol6rZ5FQCy91WsrYg4LdA8JxP1X8TflvXuo1Ow7XlOrvLlu97zXpUsIrJH8Ui2Cq4+IKyuWlv6EhF4tKrDtqJy3jZ7FMSwvMoWKkpkIy3BbYZ3K4hjTbNvR7L6PHKv9J8F3awdxCyW8wIONkY9vMA8kgq5R/lWKkFttfw85MlA6uN9MQDSGkW23qsQuk1nq4tqHVG9WVCR1e/9/Cb7WY5X31DPtKy+u5TJttWr9bUAtxXklW3I6q5CV2nV0yJX+iIx0Uarau/McMt227Kvxr0+RX3I8O7V5bXp1WHF20mM6h5S+r6ymaSbHHcrdRFu5Nm7xMgRYJ0VoHnPePVWyLjlPSxbmeO7OdY+G0f2MZ4n83AIXVfeiyBAdo7aRvHm0qbZaj2zba+/XZ4ZSqp1VexT86v3KphjeZWgO6vPex3CymWYZX3rEmgzsc9u5Vb4VvThRA8yRk3qLUZbIfQsvxIhR3kYmWM92XgY2D0DzO5FbXjXukrJtt2HJvN5g4w5j3muOqO657ky8trx3rHb+5W8Fln0qjCqv7Ky7YoZr2wU1GXYtv2sjCmTluBmqKBhrPJk+Pp9vD1bkFQNt7rl1aXurlJ1RH0dw1aB21uNd9km70pSQ2/Z99mmX4REq8Uh+1IJcKtl+9bf8lzXPgxBnK07Dy0y5Lj7fJ8xSX8Z9Uq9RbyPUVpl0dvNrI0sgq/ej1YYXbfcTwRZxGq9pS9D6Dv7+A7zhmivz/0xyVA7gtEzLa8j2HZ95bmuK/vjaa76yvSh3HEkJzoRTTLJImUe2+/Hi4zp1cEi5Hieq0k2ywlD6lbGHEVl0ncFVB37mN8JzVuybwNOdCc3hldHY5LqR5eL6MO82jmefeIkbXJCbr/Pox77sVHLF9pb6Ry7/kRrLA7Ae33Q8uGSLTOPcbXW26XvXertWv9Q31n01fW8n++KzaF/VdDyPUhWz9LSUie9DfkrEZH2nY5F+sgnw/b7CUPqXd8Z6V9Tqz7nfZ3u5bFnqv3MQJwFIFk9LJ+t4LsGB/OUro6gCwnPs3ylviHqGMKp9n333PUnTH2DUWw3+yUA+wYBf01QwbH3q4shxj42GxtjW56MwX/NU0a9BzukQWMUy8AVgTFrt7p9VnU82M+oHy0rAfY35FU32bbjvMAwxM9oopVqy8qh668hsjZbibWPTsbgOKtSteUWXGU4bulHqy+o+giLN88XZZjvEux00eMkx5eMmtStRIRTIT6bz1aj0TvmCuhYmwhczI/67a2ivcDEq4/1rQtYq30ci3jE2loHpltXq61fJFd+ijXkO/EhAiomrbaR2ayIv4uUfR8SYcI+q2U0rxIoVHBcDbo9XPXZ4ciCktadgxaZ988Wuwibs67HWOW4IfWqdAEAAzYDhAder1xWJ/YbQe0FBVjGqw+dk72uOBvvfvUVQpfnvTKMVIcky9b6qn2ptIVj6xJAePW27mB06Q97fTWvn1CpXbL3xwwviO0Mw1FwUQlmK4E8lvOeZ3WwPC/Yr+q5ameV+iLsjWEH6clA6sfdO/UqsFS8j0cUDNYh6TUDCHvPpuXwPap9l473o3euEZiZQVWMLnJI1iHYI/rgJgsyWqVvtF5ZuWb6x/mKyqkteHOL9bC+RNctz7V+OBjtHGzFFn8VBxXbsuUsjnV+WD32Ps43a9Mr6/U/wqmXHwUerE5s19u1yOpiZ08PQ8iYiP5Ek+OO1FGqJK8GHxE31heBzwIb29Y2GNkjAbDnWbvemKKxRwTP2szaYf31nhlKPPLySA51zAjYnll/K0FYVGao9/JZGSzXNUBqWV0NuarDsvYZL+DG8ljOEjubuyzo9QI8zYvm2iNOz49gn7x+Yh/ZjlvmA1gf5ymtu16LkmqQWKlnrDJaUu/rFCqTZ50CA5+IpPeRIFSQ2DOiiBxC18PWoY6g6hAqjof1dwipRvGtxIWEXiXryKmz56r9qaarW+pYFp+JVures1m91fJV3VQCRmaLHunjMwwfUYAdSQXH1o94uKziXeux9TG94O6b17dozF1tuVJmK1fpE6mPRBhI7RnLMmO35Myie1tOjW1paUlWV1c79WU2m4U/l/PGiHVWSFv7mpVhQQkbf9VRLdKwoxWpl4fkXKk/eiZb6WfkkBFj5Oy8MUZjaSFw9sw8VlsV/ET25mFD83CFHuHHbs23YLUyPq+P3ti98UR4FvFfL0b9YvmZT61Itrvk2fpWr95PNDkuSL0ijIgiY0QgI5CU0FuIkolG1tpORDAV52WJNwJ75Mww2veA7DmjaLxdBR1ClQDxPtseRaJmuystz9gzlo/6F933xl+pxwtsKmVanGrryjyzkYzYPSLE8rib5mEW68Z5zP5mBequiuMMz55f8XBvz7asvl7EtKfXoTFsdcPOXrlFy7zGPRY57kjdM35M2/LeKt2CQVfWNnr3gGXfyXsOwToBrJsZc2VcXQ8cK9ap/ccyrH+VfrNzH2lxCkhgqm/UfUTEVUK35Svbza0rdW/l4xEx3msl7OquQTYmzG+xCUZCjLQ1z3s9hnVFeKgE3LY/kU6qfYg+UM36zepnvg91inqN+pxJKyFHAfm0Wh9WRk/qkaF5RorkbMswcu5KkKxd5iAYIURjZW1UnYH9f8FR/1kZrMdzBvMgbtUZniNiw3ysixG79hdX2nYcrNxWr9SZ42Mr8Ex33nNZv6skr9JqE1jeXiOWPUJTu9UgWp/FPC8IsD7BC9DZtTeWqJ+IMw97ts7sOS3nYdfW4/U1mhMmqoe1tTVZXl4ur85b7WmSuoye1JlEEadnnIwkPWL3Vuxsxc++0o1WU55DiIBWIfOM6CvnSN+eM/DGUMnPVqSsvLeatATOnvGIGfsXkfWiV+pRGSaRo4xInN3LAqeuztgjOptnyyIeW1bttr7Kc1rOC7yzObfjw/F4GI3uMfyyD+s0HfkDT7fR/LBzVVrsepErdW/cXeoZq4ya1CPDigiGASQDfnRghI91qSPA93EKfCSBlrFmpM0i9sxJRPn4Li5ywtncsHnJpErm3sqUkbjerxBy5R6rG8c3z5U6W51neUx/LYET61OLZHPPCCeyteg1GNpBRPaerbJ6MhxHGGDvvz0sMyyy3bgM+6x/Hq69OeqCYRUvMGR2uiiZSH2LJTOyiHQYaL1oPXKKIhu36+wHdCIbf7rG6mLEHhlEBjrrHLyPYhD4UTmsOwoMWD+9ecrmESUjEnvNCM8SbKZ7JG2PnHGuIqceOfuuY44IHfWREX5WNgqcsv55YxKJMcxIu5WMrL1H2PbKR4G5tR+mE8+uPeyyoxKcR6/FWL6212UbPhpXJrgFj1KxqUn6yyhJvYXMvfK2XMUBeOVEvuLMPQdgy2H7GYGwseEYMxAzMvecRtWRZPqM7rdI5ACiMh4xIbkzx6x9jeYrumakX3H22VhwXHYcrFxG0N6zXv3V64pUMGzT7DrCpQbRFo94xrTFtEfo7PUZwzHqIxsbYjnDIwbkWbnMN7C+eLqP5pBJ1abttRdozlu6+CivnrHKKEndSmRkLY5AyyKQvQPf44l8xRHYtOcMkFREag6x1bmx62h7LtrqywIJ7CeW98YRScvqMCMuW84jczYXEUlbIs+CAC8vGjMbZ3bOiDt7ttIP79oLMKqS4bli87hzxggayV/7GH0TE/kE7Z+1kco4Izx5RM3KZFvurB7WPuram5tKPitnbcH6yyxIXZRMpL6FEkWPrWRedRQW1CKbHZctp3mVAIE5A0YqeG0DEQxMqk4BHQI7siAhInjrQLzxMMnIm10zEsO0JXMkZOt0mPOx9z1y9kgeg4GqdCV0vNZXQJVDy2IdLEhCPXt9jiQijyhwxGc8ItctXz1bfFpitxJtvevc2r8f7xFRFcdVP5Th1t6LggCrzwy/GeFX8RzpyLMhZm+T9JPjgtTZtY3Is2hUDwt6dGLe1p2V1dVVd2VgHaa2HQUImaPD8VjyZA6gSuDRSsBzEl6/2BiyefMkcwQR8L0gyiNHTHtkHgUFOEbMZ+Nmz2Zk6Tk/RsJeXuX5iOTxmWxMTNA27OqZlYuIL9pyt/UiflHsmFlQb31MVxxbzOg5IuIMt9GqPQrCvSOaIxyPpz/vXhYgemXmLVWfdLzKaEmdSRTNR2Cy17h9p2BgBK/PWIJHYkdCt04lWuFk4/TGocDVsUSR/fLyMgV8RvKoM+acsL/MgWbgqUT0thwjnCqh2TOSMJKER952XF5d1mZaxs3GysauabYyz3RV1RP2LZsX79qzFYZVDNIjO2SBNSPlqG8ismm17+12ZDpikvmjyvZ5RuZReW2rheijMTCJCJvlZfhdhEQc0lrPWGXUpB4ZW/WwjoKtxr2o0ZK0yFfIXGTjn3zNCH1oUrcEWtmuy6L+bdu+vIPBHEBV19V5Y+I54EqAxHSvh517exbZ+K7P1rdt2zb6h0nweTvOLs6ohdRx7B6hR/nZge16xIj96eqIo4CxelRW6vbsrdo9EopIpzJuRuoRsbfstmk5xS3i1wvWW+amSvKZ/iLxsD1JPxk1qatkROI5BRv9e4RuSSDbrsM/L2udqEj87pOdvXHimHBsLMpngMcVe4XgmQ4zMu/iPFCvke49Mo+IL9I5I2Mkc088Itfnqs6phdi7EHXXw2sPbT0bj9WLp1O0IUxXSD0LUCKxQZw3dptnxxrVXQlaRDb/EyYPny349fBa0Wdk+9G9agCIOlW9L5LUu/ooVs9Y5bggdZSIZBhw1GAssUfbdZq3vLy8oU1736bx4znmYPB/uGOb9p4lOG9sGOXbaL1ysPJVnbK+ZVIpx4jEkqVHPN6vEqyerb6zIKKLqJNqKe9dt5I62znqUk+rg20JZCJCaT0yHGvaYpJhmZF2ROia9sbNAl2bz3DFtti3bdu2YRVeJfcIx9FRmTNPMjwObXOT5HLckToDTnQoCNUBMMfgOQO7Mrf/G93WwyJOZujRH2Vg44tIFSNz5hgyJ4BOpAL81vus710ki/I1Hf2CAYm86kQ8stY2vetq3ew6Ixhma7j13nUr3nPSLJCwX9H3kQqmLUnYayQPplfVj9avaft33i22GaFjgNllPHjdsv1eIfcsEGJ9sX1iZfqIp6eJ0OcroyT1Knlk5dER2DwrzKg8o7aOwJ6t89M6PUeTtWfT2t/MEdgzA31lC48Rvbeth3pkjqDFMdjfD3uAR1LRQAlXTxW942oCx2Ntxl7j/T7i9a1K5BUC13tRmazNIaUlYBTZuNPGyuDP2FCX+hye9cAAUYN/JHQWlFdx7I0rInS9RtzaaxYEVPyml9dFvOci+7X5mJ63DBWwDFHHvGSUpB5JBMzWwzoMkY3OfXV1dX0LDA+P0LVv2XZoy/g07ZG7BTJ+7Z45BeZEGHG3OImqZMTBnIF1vjZtCcxbqeu8WOdvd1y8vw2udXjkrnro4pQ8Isfxe/rIiLwlMMA+Zc+3SGQnGT7ZH4vROdC03VpnYlfm9oykblfsdqzaNuooGzOOT2RjkN6yUlfsethGvTE8Z2TulY3Es1nPnjVt8bRImUh9RFIxzMg5iMgmZ4D3bFsisgHI9p51NizCt06ekQsaPAOXN+7IGWROIVuhR44B++k5BVvekwjI3pfplcOWxXfr2r/W9+mM0NkZhenAC17wnkeoFV20bMNnq3fsC+ZlDjlyoBXcZnj2/mKZnd+IuFQHNqjz9IG2hLqxY7Ft2bPFRgXDHoFnO28RoTM9RkReIS8PU7j7ZnWGNsR87STdZPSkHoESr5nRquP1nAE6bL3v1W2J2zoGjPC1TlufzfPGWh0nAy8DdotTsM9gm5WoP5o3Kx65VaJ+RkyWrJHQ8SM668CtI7JkYOfXkrclcHadjdHTQxdi935W2UL4XYOlyjjZ3Few6+UjnllgzgjV9tcG43Zede6j36m3rNRtP7Bv2F9G6IhdtmKvknh03+oa5wjH4wXCVSzbfDwsjhYhlUDleJZRkzoa29LSl/9Dml5nh4ikjgCdviV327YFiZbDLUH7Tt06XVt/JrjKsHkeOKMI33MKkQNg7WQ6t/e9OWTCHAD73XlGcliXrSdbSeiBP2tDMmf3dIxdnVJE6N64qod9n+69W/fqxHz8XoSNIRJGHpjPdB1hFYM1uyJkgbnFH5I6vj7DemzAVxkv2y1AvxQRL5J29WdtXVftVXKPhGHZ2o/q2rO3RQgbV9d6xiqjJnUVZmzZgVE5One2WlNhv0fHNFudaxsim/9zW8u2L3MINt8j4Azc7J07lokChojEmcNuFQtub1tUy9ko31uld9W/R+YY8Nn81nGzgITd60rs1VW5JXyvPdwVwP6yayseWUTYRWKPymIfGBkx32Dxy4J1TTOdVISt0jU/wxmSMvtDM4jbCnlHK3acH6ZLK4hXFvhUgkWLoUn6y2hJPSKLzClUCF7FGlNUhzoAXJWjQ2SrBZHNf4fakhIDDiNydAoZsVvwozNgAPci/MhZML1584b6joiMEQgGUViGkTv70Mq2aR0Rm2+W1jFZkm91TFU9oE7YtUfgaKPV1bq9HxG6R3Is0KnYS0b4dq6y1butA3dkrB1Ze/LI3OqAzaOHY3uNOI4I3cNitApn5ap4bcFvJlngibtwOj+LInXP33apZ6wySlJfWvrKNrsKc6IthmrB7jkC64i8oACjS0siWoe3WldhzhBJH8GFq3TbTw/gEZF7zgLrrOgVDRxXKEw8IsMzO/AePsO23ZHkmcO3/dFrJACW743VC2a8cdv8iEA9vXik7N3zdKv68vTujaciGV5Z8GX7xMpUMMyCMSR1b9wejvF1WkTsHo4jcveImmHVW/17uEYdeX305s+K1R3bJWM249nVvGUi9S0WNLYKgdutOyRym+d9Oatnz/GjI8AoX4RvvVvxVjdWcMWhZwvKlpW65wCqDoIdbE688aC0Erk9rP6z7XYkAmYvOOd2PIwE2BiZM2dk7V0zh4fXXkDDiIiRuUf2EdFnc8XOKF1wnGFcx41pD8N2DjHoszqwOGaBjhUWeHg4ro7ZI+8WrDMMV4L2aK5QvLm3r83sityzq0WT+pNBRk3qIhujx9XV1ZDItYwFOiP3yBHo2Ub21gF4H8bptX1e7yH40VmwMhZMlVV6RMpVx9CF3G1fkNhxHEwikHsHm7doda5pJAXMt0TASB7Pdg4r466SfGSPEcFH5F4hfkb+GdGzcTAdYFBk9ddC5NiezrESiYdhbZuRDhIQ2paH49aVur2f7bZ5eRmpV3VZxTOby0yQ4FXHVv9aruVblyGEzVHXesYqoyd1kY2gjEDCVmci+Sodo3v8iMbbbrdp7YPWr/XZsxXrEDIyZMDzgOk5AHbNVgLZVl/mcD2CZyBYW9v4V+FsvgW+1TFzCNaJRKtzRvCsv3buLcnb9iskbvOYDWSkbseP97OgJ7v2iDuqn/WH9ZnNu4fdql2xAI1hOHpna21Cz4hprY+9R89wHK3cK2NHbGqdWbkoQPdW7tERzWEkzG49+1SdWx+7KBkzIQ8hoyN15gRsPpbRs3XAzIHgKs46IyRo/N/KWr91kFo/OhuRfPtdRNK/goVEaceCwPcInJWtbONFzoM5CDZfbE4jscGTBbrVPSNyjPaj1XlE5t547FzjXNizt1qtCCNte6+V1BmRe3lRGbby9a4jHWBQVCV3W4YF68wGLIkz/CqJs+1hXK3jmFpxzEhSz9pXm86ODJ8R4Wf+IdJ9Jl6gZ68rBD/JMDI6UkdB54pGx7ZSPQePZKBn6wg0jYBHB6HP4krR1q3X1X/mYsesEq2Cq84xcgiV7b7WtqrOQHXV4gSQTLxtdzsmzKs6M+aQLTnhXHUVj8zxHBFrldy7XNs81SXac2bfqKcoyGIrcpv2giCL0SyAQaLPdCwyDI4tket1BV82KO8SoLfg1cNvZuuZbdrdNrsAQh8wST8ZJamj8TADRJK3xu2t3NDoWB4DfEQqNu2t2FWqhosAs3WxKBqBact623jsOov2M0fBxtFK7hVnoGec4z5kHhE6mw+P1Cvj9QgxI/euxI6ErfrEVbm9H5FiNh6mN5vn4dcSNs5htNXOgvBIN+we1s18hTdWJp5dVHFcPSpYbX2dFs2hFc8mKnZo54sFifOSFp+U1TNWGSWpq1gHwPJt2hI6Asj7KEakHt3bshVyZw6BXeO4vGtGJhjtoz4qjoA5gAqhV1YCnmTO1CuD5I1zXCFz+y6vSurROZs3Nnbv2tNBprfWQ/XDyL5rfZ5EJI55s9nGrXFcqetZZOMrLn3We2XWgmc2D9m8sTGza+9cXbV7AXoXDEev0FrJ3dNlROrqb3U8iyL1J4OMltQtmXvO1zoF5gRE/P+3zIBtHQE6OCzL6mFnTLeMP0pnYGwh4MghVOph/ayK6t2mbR77IFFE6BxreeYItX6P0JkTY044mhfsPxuPzUM9ZOco8PGIW8+Rg8UzK2/bbRVL2qhfhuGI0O0KT4kB8VsJTphOI+z2GTumI7uKsOzhryXgrrxjZ31vlcje2DwvitQrAUq1ni5y5513ynvf+175zGc+I9/8zd8s73znO+WZz3wmLfuLv/iLcvvtt8tTnvKU9bxbbrlFzjvvvLCN0ZI6imfoIhI6AXtf09a4POOzBJ8Re3RWaTFaNJjIGUS68QDbEunrdWULnrVdlcgBsPnCe0jgKriqZ6SO/bZlmL6zeaqOt3JdDSgZoXv3K9vujNxZXa12jfplGNaySOTYPrMJravS5zHhuAuWLT513BGe8ZzVz8YQSWQrdm5x/lZXV58UpH7//ffL1VdfLbfeeqvs2bNH3ve+98n+/fvlgx/8IC1/zz33yC/8wi/ID/zADzS1M1pSR+OyUb69r/ciJ9D6zi0j8YozsGVRWB4zEi9yHtopeETuOYWsDm8MbIw2iLLXOGfsnn3XXhmvXRVEemI6zvKyubTjjfI8O7Ljt2nPFrODrdAZ6Xt52ZiYTqzeNS/CsGcDjLz1+SqeWTrS/7xxnGHZy4+25CNC9/Bc6R/TA+oU50Lxh7jVvrNfFpxo8oEPfEDOP/982bt3r4iIvPnNb5bbb79d7r77bjnnnHM2lJ3NZnLPPffIz/zMzzS3M1pSR2HAYEaBKztvRZ45gKpTYOco3TJedl0Fno45Aq51CHrOnELkZLy+e3lI5t6qjK3Ko7Hj+G07mZPEvmZ6j8aXiUeOrUST2WpE6prGL9wjDHh9xzxG2jgX0c4avnbBd69dv4Gp6rlL8ILi4aIFxza/9dBdNtUfI3Ssn/UL01YnOK+ejxXZ/HGjfUW0CEFf1aceJseOHZMvfelL9N79998vz3/+89evl5eX5TnPeY7cd999m0j9wQcflP/7f/+v3HTTTfJXf/VX8rVf+7Xy+te/Xn7wB38w7dvoSF2VrkaATsGmrWIx2osIHZ2bR/DaVpXUozS79sZfua4Qm01HeS3v3PGabeVhG0wQ9PqMp2sb3bOtWkyjs2EEU9UlzkPm6Fols59qQFklNCR1j+hZObatXxHm+D29R69d9Lm1tc1/TyIaP9Nfhcy7EnuEY4/cPX14uMX7GY4j/Eb1VoWRuQjHLp67BExdZQjMenL33XfL6173Onrv277t22THjh0b8lZWVuTQoUObyn7pS1+SvXv3yute9zq58cYb5a/+6q/kjW98o+zcuVMuuOCCsA+jI3UrzAHYfC+S95wBOxiha5stDqBK7F3Gj9eeU9Bzq1PQe9kHNqrjikNg/bc6sfeQgO3Z+1YCyd0bI3uPXtFbdM7mqUU8+6jam2ebEZmLbP763T7HCN2r1xsDzqPVU4RnG6xpXtRu9v480xH23xvTUDjOsKvnPgSPmK3iF9u2/WQ2zua3qlfE8omy/X7eeefJvffeS+9deeWVcvTo0Q15hw8fllNPPXVT2bPPPltuu+22DfW+/OUvlw9/+MPHL6l7zsBe27IoFUJvIXKMOjNHwJxAxTGwsVSdggWxnvs4hcxhMCLP+oz6QEefOVWP0C2JeHmeHpiu9Gz7WLG7CsFntoFp1EtG8Fim8jV49edsXjuR2P4zHbHXZ1lQ4n08V8Wyp8MoHeXheLP8KqFH5N4Xz9X6MrE2audaidumcbGlfuRE2X6PZPfu3XLw4MH169XVVXnooYdk165dm8r+t//23+R//s//Ka9+9avX844ePSonnXRS2s5oSV0kdwYqrQQeOQNctWhaz+hM7BnT7Lp1/N515iBYGt/P2bQHatxer27xYTueeLqzDkGvtX17nR1I9HYcTHdZHqbZdVWq5J4RTmTbaM+Vw9tyZ5iIpBLYaV2466bP2Dw7pxU8M5xGOt1KHFfOHo77ELuHW1Y/6gOJnPlrxDS2seiftG2lXHTRRXLppZfKxz/+cXnRi14k73//++WpT32qnH322ZvKbt++Xd75znfK6aefLt/2bd8mH//4x+W//Jf/Ir/+67+etjNqUhfp//6j4gRENr738Uh7CDKPjDcaawuh23tdnALea3Uc2Vg8Qd0gsWteq4NieXbFF+mxC5lnBFbJr5BPFohWiS8j74wsW8Tiy9qj5rFfqVRX5RGZo34yHXvXWb4dV5ZfCSiHIHfMG+onbUrkqBPN83TEMHyibL9H8rznPU9uuOEGuf766+XRRx+V5z//+XLzzTev//+An/3Zn5VHHnlEDhw4IHv37pWf//mfl3/7b/+tPPbYY/LP//k/l3e84x00AEAZLalHxhI9k4Eer23dfcmcGTE6kqp4oGol98gpDE3qti+Yh+LpBB1CC4lXx2LbYe/kPZ1iml13kYhIIhLCV0EV4tN0ZQWvbWTEXrFxO68tOrOYZu3hh66RPjw9RmmvfEv/2XirdtaK4wzbmB99XY9jqMyb2hb7mxFYTst09ZFdpDqOSj1dZN++fbJv3z567xd+4Rc2XL/iFa+QV7ziFc1tjI7UVel2ktHRM8fKCFqP6NrW24fMPULvK55DqJI7ls+cRIUYs/IRCUZiHQLaACtbDUJE6ityj+Ar130ksx+PnKMzI30ka5vvBQVdSFwlC+wyLGd9s/9k5UTBcR9yt3kV/HrlRfi/kkVB3dhg2ZI2w6fdHX0yvFNflIyO1FGY8rxo3zoEj8j1+RbAtziBjIgyiYyFOcCM3G265VxxAl66Quw4J1ZYpM8cg7WDiNDVaUR9i3RXJfMq0FtsxFtl2jSzyci+qyt8L5/1jWEB5xfnDMWWt2WxbcRy5ZzpziuHMkQw0wXHnp1610Omq+MS2bjwinBsf5VibXKS/jJqUkeQe/lIEMwhqDCHZ9MeuK3RtUTzfaL8Vsdg0xFZVQm/S17WtshGQtd8TOOflWRp25b9sjYbq3U0laAI20KpkjmTyG6igDGz04jwszTmRSv+aAwqdu7wD8jYMoy02f0+AXnU73lgWPteycfrzE4zoq9i27vvEbsVz/eq4E8UVVZXVze001fHk3xFRkvqXlRvV13Zc0gG9pzliWwkcuaMWsh9CKk4h1bHYNNVsmfnbHubCc4T06+tn5VHsldnEY0X55WVifreh8QzqRALlvECzszmM3KMVvRe/SpZsK04rjzXit0xEHkkzH6GIvhq3hA49vDrzaElcMTvtP0+nIyS1NnE2zMSbEbkWdq75xlyJY9JpVzVWCqOAfO8iD4rV62nQuQo0TxbYT9rqvQlStt6Vbz3iH3mBaWPvbSs4L17ns23nqtj8XDUiuMssLHtzJPIF43j6HoROM5w7flc734UuE3SX0ZJ6lYQ4HhPhG/nar5NIxFE5VvzKvf6SuQoqqvKzEF4eV6ZlrJW7Jx58+uVj9pvGS+7Xl1d3VCXZ1ve810E7dQLcqpkVCV2755XFtPZK6lo9cbsxiN0xCjL058FZeOv5Gf3+khmL12CdbyuBrYtwUAm9psV1B3inAXki3ynPgRmxyyjJXU2+RbMnsPQcl4d9r6VrtH7VkaYXRyEl5/lVUGfXVvJ5qxS3muDrbhb9NFyP3qur310tb8KQXvPV4KE6mrdwyC7j9eefURtHm84rtjWPHDcN/hVwTnS68o8egHiPIUF/l3rGauMltRFOOBVsmgfpc+WW1fAD+Eo+hBK1/ut5NdnBcucgq2j4sxZW/iXyfo4z6GfQeliJ1W77Utm0fZotd9VHGdE0ndlPS89V2RetjUGHDOMtu6KTtvvw8moSV0kNsCqg7cylPGMyQiHihrHRmreyrzSH7t7g3+K0tvexh2fMUXj+BcPW8/6bJcV0TyDU2+7dt79GbKeoeRExHEVw/raa5L+UiL1T33qU3LdddfJ/fffL1/7tV8rP/IjPyKve93r5PHHH5frrrtO7rjjDpnNZvLKV75S3vrWt65vfd55553y3ve+Vz7zmc/IN3/zN8s73/lOeeYznxm21bI9MianO0lNWh3p2BzvJLm04nLC8fEnLbic525oq0zb7/LlFcKVV14pP/ETPyGveMUr5O/+7u/kVa96lZx11lny0Y9+VO69916544475NixY7J//3457bTT5LLLLpP7779frr76arn11ltlz5498r73vU/2798vH/zgBwcdQJ+t30VMTJ82FmHofQC3KCAO8fpjnn3tU/c8bTD69qFLHfOSrt86VMsMIROO+8lYv2k4ESUl9S996Uvy+c9/fv3PSm7b9uW/BnTyySfL7/7u78p1110nO3fuFBGRK664Qm688Ua57LLL5AMf+ICcf/75snfvXhERefOb3yy333673H333XLOOec0dbLrR1yVeir3upTbCqkCo8u7SfYOrOtHS9WyXert+961pdxWSIudeuNowUH2kVuLTDiuyZhwPMSKvJI/fSg3nKSkvnPnTnnNa14jb3/72+Vnf/ZnZXV1Va666io5/fTT5XOf+5zs3r17vewZZ5whDz74oBw7dkweeOABOeuss9bvLS8vy3Oe8xy57777yqTe56vNarksL8qP+jkviT5cYuUq+dlHK/huViT+AMb7wjXrT9SPrN9Vh9Q1ANkKou/6sWPVtpndRiTepSxrpwWLGbbmgeNFYRjTWdkov4prhuPqh27VPlYxba/HHEgfb1Lafl9ZWZF3vOMd8v3f//1yzz33yBvf+EZ51rOeJSIiKysr62VXVlZkNpvJkSNH5NChQ7Jjx44Nda2srMihQ4dKHbPAav2zngjOyDFUrrdye7DrtpoFpleuBXDVlbnqi/0r26jfUZoBfwhH0iWvS5lMutpRJa/l2iNfdPzM4WcYQRxV012CdE8vXXcbtgrDInwF22LfFjs6dywowzq0TAXHUbvYB+/e9Lffh5OU1P/4j/9Y/vzP/1x+8id/UkRE9uzZI6997WvlV37lV0RE5MiRI+tlDx8+LCIip5xyiqysrMjRo0c31HX48GE59dRT005FjqBC3lm5LN0SBGT5rWWGfDeG1wicjCwZGDHaZ2Cfzb7y18LY6iBrG9ur9q0yFkxXrr08JpVyfWylD0ljGp08CiMCW0f0LLYTYZWV956rpvHvFLTsDmQyTxxjnv0vdHq/xcajANnDpc3X/6mQjaELjlt2LIaSaJHWWs9YJSX1Rx99VB5//PGND23fLl/3dV8nT3va0+TgwYPrq/aDBw/K6aefLtu3b5fdu3fLwYMH159ZXV2Vhx56SHbt2lXuXOYIdIIyR1FxDl3/yYd3PeSkR0BsWbGy/1/cQuK2bQZULFeJ7lnbrH8V8mZ9y5yJV8a7rt7rIl1W460kHs0RI3tG7Nl97Gsl+G4px85eOaZDdo22yurpK8z+tN0umGZ/0S9bBeNcYdusz0rsHp4jjFZxPP1FueEkJfWXvOQl8p73vEf+w3/4D/KqV71KPv3pT8ttt90mV111lTzwwANy0003yVlnnSWrq6tyyy23yCWXXCIiIhdddJFceuml8vGPf1xe9KIXyfvf/3556lOfKmeffXapYxVg238+0Er4WAe7F6WzlUCWXxEPbJjvrcBtOgJ7FNVnBO+BvELsHvjZNetn64og+8cnUZpdZ/kVqdpNF/LWtEfMeM4IGvsTlW8h5qWlpabAvTVoj/SVEX6WX5EuOM5sUsnWPufhArHK7nvb/BX8sjyL4wpup+334SQl9TPPPFPe//73yy/90i/JjTfeKKeddpr86I/+qPzgD/6gHD16VG644Qa55JJL5PHHH5eLL75Y3vCGN4iIyPOe9zy54YYb5Prrr5dHH31Unv/858vNN9+84W80RxJF4HhgfnRt687+I5FH4lWHG43Jk5aVoV5HW3TR2W6RewSJZB4BHVcAmI4CDGyTjSO7l43XtlVd5WA6yovyrXQhcryObDRbvXqYiAidzXlLAMD6g0F5C5az/Gy8rF9en6PxeFLFsU0jjiMbRRxH/x43wo6K/ec6iF0dc4XEbb+7YHnewgK5rvWMVUp/fOb888+X888/f1P+ySefLNdcc41cc8019Ll9+/bJvn37OneOgZA5gsgJRMSekX7kMDAtshEYQxkPM/hKFK+SRfH6U0Vsy4u0NapmTtBG3NYJRNE+a6vSB017DiTKw/FH+utK7i3Sh8ytnVl9470KBpCg8doj9qi8TWMAEuHV3st25LLg3At2onSE8y7CgmO8b8+235kdr62tbQgIGEaw3W3bNv+lRdYfNr+RP0I8ZkRufcokw8go/0wsc2oZaVcO+6yIv+2Hz+Bz2MfqVnx2T6S+AmRAt2k929U4e86C3QMcOqHof8sjwUTjrBJ413w23ozkM716Y2sld2YHVTL3yKtK4iIb/z89s3ckaOxHFgBEY1TcITG34JzdZ2P09BTpNep/lG91UbmHuPLsLiNGXKnjfcS4fa6C04p0xScuOibpL6Mn9QjYGMGjY4gcgrf1xxxBxSlgml13kSgqtteVswd8Fl1Xj2qEHYHWe5/XckTPsDFHeeyM5SvjqooXxOK9iMzZcxEB2lVahJOoz3bsEQFmgXLXQyRe8Xu6jPBcue4ikd1ExM5slOFViT3DAmJW57Hy0zmcc1a+ik9vRT9vqdh2tZ6xyihJXYSvjJHQozwRKZO8BXcrqXe5rggzcs8R2OvIKVhQeg6hlcS9n7y0grQliGghdZH8FUOmPxxPNjdVieykL5lrOntdpWUtubN/W1sdQ1augkUP29XnGa6jMxsHG9cQOEY7QqLMSD0icK3Lw6yHfxGOYzte1tfqGEU2YpBhePqLcsPJaEldhTmsVoLPyJ85ji5nTHvj8SQjhgj8mMecQxTNW4fgEefa2hoFf+QQvDF5/W8lcy/qH4LcM31744vmMSOLochcD0vWFQJUPWXkjsFAVE7vZ0G23td2bfnWXThPjxXsVhz2vHBcPVu8ar6Hk23btm2wfd12zzBrSTwLPmy7tj82HeF3eqc+nIyW1COH5YEdgY9OInMQtkxfQm8heiYeebQ4BE1bgFlnEBEgA57VCzoFj8TRGeCYsnbRUWmb6LwssWfbkEwvXplM9951JhG5Vwipep0Rn8UEigZxrI/WnvQ6IsWsb0tLSyFOW3bdKiTeimdvXJFEAV9XYtdDP4yrYtd+W6NYwXfxng4i/Hr5rfhdlFib6FvPWGW0pI6SOa6M6DH6b/05jaZtf6Izpr0xicSEEIGf5SGwkcTttS1nwadlbARtv8S1f4wi0kcXZ2DTzCEwIo/KaJ0R0ds8pkNP595YovmMCM+mMY/pt0LkIhu/E1H7t0GanU8keUveVh/Wdi0hqFR/e24JPcNvhHkPr949r1/RnLB5s3NdtfmWoDEia8Q25jGbx922CMtsrqOxsSDDI3eP7CfpL6MjdQa8jMgZ8CNHER1em1Ha9pWl2XUkCJ6IRCIyqjgGKxjNWwKw0b5dwdn3dXpW58LS3ngzx+ARd7Ytnzkar/1It5V5yqRiO1UbzMh9Ntv4h0oQQ7jdbufKkoD9Yh4dfnW8Ge4qWLZ99d61Y16mx2wuvOtIqjjOgkkkbMzPbBvrRGK3dqDXFdxGY2V9tHmKTXueZBgZHalbyZyVd1gnwByC51Si1XuWb884hmh8IrWVK+ZVHIGXrhxI5iKb/7kDkoJ19Nh35iCyYINdV8nd2+aL6vTajM7R/Om9ig3YdIXUmc1a0sWfrOGzjEyts7fEacccETobK44vwyqeK7tu2diqpN4FxxmGvXsZflkew6fOR4XU7bwygmdkjmkcg22L5VWxWgkchpKWwOx4lNGSekS+6BSYI2COQcT/WKfSpi3D0rbvmOeNUaT79rtH3va61RFYQrRk7qUt8JkDYARfGVe2VVd1FK1HpNcozxsbSkQYrfZWccL2GgnS9hVX5N68oHNneWx8EdZYmYjsKwerMyLxiNgjQrdz7dm6p8tIxywPDztPimt7ZuSN5Zmu9Bk2ngjPURCCed5rsnmLHXPfesYqoyV1K1UgW0JvcQDe1/CRE7J5mrbnKF2RjPSys0dYltCtA7DibbN7W7hsntTprK6uhs6OjTEKNqrpLiSP7dvrSN+YrkoUCEZEHpGWJWwkcbtSs+9RbV601c50Y+2pauMRBllQzgidjbGF1CN9szObs0w8+4iI3F5bvWZ2q/OFZ1svrspVj4pR1C/ivBXDGeamd+rzkeOC1K1kDsEja3ZdObw2bb7tG6Y9J4D5XvSLaQZ+m2bkbfMteJaXlzd9GWsBZiN9fTbShXXs9tpzBlVCzd6bt2zJs3FWiB717c1JNJ/MFiqkkpG4Nx/eakznVucUiZzNhe17lcCr/fZwWX2FFhF79EqNkTubg2zurF6YVIJBpncPG9nBgnQVFpB3IXBPvADFC7Zt3iTDyKhJvYV8IwdQ+XK2ldzttabt2Y4huraChh2RRZUQ8UACx4/jRDb/jtXqTB06btEiSayurrrjZOPznEHkFCyhZ1vyXmCQEbuOCfvIHDMbB0o1ELQOt5XUdV6ZvXofSOHujNUP2oy2Ya+z8eK42T2205YRPuZlevL65BE8u/byVDIcR0RudYv3qmTuYZqJF6iz+fLGinjBfMzzMLwIqY6rUs9YZXSkzgyqQuje1ruX7krw2h/bL5uH93FsmWQOQOtgwLfpFkewbdu2DSs2FXzHurq6umkLHrdycc5axSNWbdM6gmyrvc9WfKRP7Qubr8o2onWwVkeMlNTRZ8SO29FI7LYtb6udETjqQK9tvz2HzGwgej3GgvHW3bcKsXv49fDaF8eYthi2+vXSFSJX3bI8DM4rurFjbcFxpb8ehicZRkZH6iiekbUeGblXid32qZXUNc9G5F6eCpK6zY8i/iqZ63PMweNY2DadRzje/Nl+ajBR6Wu0fcecBXvWI3a8b/vofdCD5M7myBN9h6liAyXUo7VNOw/6nCV/7705kridF5uHhI5khMQfSYUcmA1VSH+I12poo1VSR6xGZysMxxmRKz60Tkbm3qrc2iWzHduHKo4zcvd8VBQkop3NW1qDlKiescqoSd0zqlYib3EGkYPw+oH9jUjdu+894zkDC3QWIGSH1oNOnZG53sP2K7qI9BCBuRLtI5l7pJ6ReLZNb7cHcYXOHHNF8D2n1ZMlcSRnS+C6c4LEjmms21ud236gnejzjJSyufQItAV7XpnKTlyV1LG/Hia9+xHumb1YnXoEb+cCd9XQRnFOvQAuIvAIx9GYGGHjNa7Ot4LYJ1LfQvFA1sURRM9UnYJtn6Wjcx+pOAOP5L3oXmTzF+7oDNi2ele9VMZWjejRQXiEnp0r6cj5MHJvcUxMT/hqQx242iZbeVvyjubAC94sOajdROShZewcRvNcxXFXMm9dtWP7qC/sJ46hqzAcW/0x7GrbiFOP0HF+vR0aqyvbly44RlvIiD7C8iTDyGhJXYUBzCPkypbdEFt4th9eH71xVMUCzV57zkDzkFyiMp4zYCSj7aEz8MBfdYzMKbQc3sraI/GI7Ktb/LbfXbbfUR9s+x3tUedK51PPSOz2eW9+NV0J9ti82LzW8Xp4bsGuh/8My7a9LjjuimH7LMNxROxajr0a8Uic5aFtWOxiHm7ft+rAI3Obx1bskwwjoyZ1BJcHVtyuzEiZOYDWCD9zBH0cAlv9IOD1bOv23r+peO/LMZLXawQ+04F1Bi3jRBBHK5lqpN9K7njf27pX3TK9DknqNmCyJI7Ejo7fErutm80vc9iMMDyHjONk93GM2dnDoJZhNlfBsNVHhGfs0zxIXa8Rvx6Za3uRzUckzsaE7Ua+jgUD2dj0zEjcsyeLsUWIHWPfesYqoyR1qzBrZPY6I98q6D1CrzoE7KvnCFpJHdOWxD0AocNnJG+JQevwtt29tOcIvYCnOl5GoDhO5tw8so5W4aurqyVCt2evLyotW4jWvth2u01bO8U5tNfaP01XVukVIkfSsXNVFbQVOyZ23zsYhlt23bANe439wL5jOhPUlT6L+vSI3epY7UHFYriyOmcY9vAa6aIyzoptMdxOMoyMktRF4si5SiwRgWdbe8zoGdF7/cJxYNoTBbaX9pyBlmEkbyXbbmfEbdurHNG4WcBi05gXOQRvax3LInmvrq7SICAieO3PEFvw1kGjTWkezok9IzloHfbZiMxtsOft7njkjnPFxpsRYhWzHnnbc2XbvULwrF+VMXmC2MX8iNi1DZwH9soEX90wDFs/EOkgy6uIh2nPTyGmFiEt4zkeZbSkbiUCYWSIFZLv6wyYQ7DnKI2SEbqmcdVk0/bai367bLcvLfE/J8nmJXonx8aM6Uqkn0X9jKx1dR6RO6uPOR8kdy9YQbHzz+ZB67bvz+32OjszwkWix1VetGrP5oCNsWXMmpfhq7odz8r2ea/eB8OqiwjHiF+PzCPBXRuRzT+JtLhGW6vguGXcaP9dsDzJMDJqUreOSWQz4FrJuIXQqw5F87F/mI+CeRb8eo35XpSvabvqUv0h+Vnd4gpQZOOX13ZM6JCqDqHiAD1ix7NH5EjoLJ8RerRK94gdnZBdxUfjYrpgqy0th6899Ly8vLzupJlE+VFQZG3JthPNkXfNpGIniD28x1brLYSe2WxG6Dh/DMM2PyJ3RvBdyA39ofe6TNvBfLayZ3PEhNlFK7njq7ZJ+suoSV3E3wqrRPwZiVcJPXIGVYeAaTZOFQQ85ml5BALbbmf3bcSu+dYZ2Mje6sT2J3MALat1HV+X6D7biq8QureyZ/UyYkeCr4j3Th1tUOeCnZGA2dxr/V5a28CAkJEMa8OzN2brGYbwOYZD+5z3LUzkB6J+sDT2qYphqxsPx4hpraNi81ZHNuhjRG2JnY2Hbc+jeHhm8499rGJ5EVIJVqr1jFVGT+oqEbhZGbxfIetqmYpD0Gt7bhmrR+Ke480cuhV0BLbvjNBt2zaNQGdOmkkEYEaWmSPwVtIZuVdW7B6Ze8SeOSfVjepX5wP1Z7fg2Qpd27arWtQvBmRaJ6aZ3iy52L7atrVf0Vg9W2gh1gifWZDu7bhVvo+xZ0xXJMKxl66QG8NdprcIy1YnXfHsBXwtxyJkIvWRSuYQ9Ny6EmcOQyT/pxpeH7DPVbGRvZ5ZVI/1M6CwCNvWz1bp3jgZIHD13zLGCNAecTICYtfZyjzKw3q8tjJCt9eoNzu/3krdBk86l3Zevba0XiSkLk52COdrt81RIjx6B34gF5XLyqCuFoFjvbaYZvMX4QoDcqtLZk8VPdh6u5JWZC9jIPUng4yO1FsBaZ+JQNrqALpuwduz7V+rDiIjt/c9p2DFi+xFvuJ4GMm3OAOt17uXSUQqePYORsiMxL10tEJnwQPrH6ZR0G6Z3nROMZhk+oraYXPqrcIjMh9SGMZwfK2EVMFzxY6ZX8G+t44V7cLOL95n8+AFzV5g3ld/QwraEsubCH14GR2pRxKR+ZBHly14e8Y0u47EApbpAAm9IvjFM4vybb0R0D2doeOpRv3eGCIHUFmxR9vqLe/WoxU6W41kUrVh6/jR4XsfxDGCsnPtfTFfcbyo3xb7q+hjXnhuJTSGZ7xXkQjHrN6WwNxeY2DeStwelocg+Ra7WoQMFbwMHQANKccVqYvE299Rmei5av6iSB0Bbp1DhfBZZO/1D8db/elLq1Sei0iEETdbNWfkbIncI3rM9xyQR4aYZjpgdsZ0brfebZuZnu1Zf4rordb7OtlqIIPjasWhvfZ0iHXbPBH/VRrTXZQeUjJCZ+1bP5Dpo4Xgsa0K5is2VMH2JMPIcUHqFqhZuT5kHjkF6xg8Z2DTrK9VYrNlK9G+ddAqbOWckToSOlu54zXqByP8FjKP7rPy9jncKs+ObAveBhERseM2POsv00WV1EX4/8ReXV2ldWM9GZFXCR4PnNdKoOHd8wgE87Mv2z09Rs95uov6XrVpj4Q1jedMKrttOHZvTK1EH/Uvw24lKF7USv3JIKMndQ9UXUm78ny1/ujM+l4BbiSeM/CcQtQ+67fW00UPXtsZWNn9igOoHGwLPVvJeyv0obbg0Qatzm2+kpG2iyt2tv3OSJyRHxuDp2NP1tbWNvWBlccyjICtXuz1vHGN88HOXt/mKWoX0W4brtTRF+CBdpa1z8otLS1tCiar+MXyzP4WIVUdVOoZq4ya1D2ge+UiwPY5vFUAtuH1ORubNWrMrxoPWxl4H8h5QQFzCt54cSxsbrK+eytwlpeRty3LVu2z2WzD1rqeu34oFxFiJhEZqf7ZHwVhH03Z53A1r3n4u3ZL+pljrTjoaJzRte0r6iGyQVtXV6yzttk56rvNR114OPYwzcpgOSRyVpYReDZua29WGIlH4tl/NUCfZBgZLakjgNm1RzZdiD0rk9XN+sDS2VhVGEkzIvYcRtQndvYifOv4UQcVIs/GrsK+7s2IBNPe6pzlR6t0LB8FEF1XHFqW2aD3V7/0OfaHa/Qa67RlvN+lRwfrtzcHkTC7yIgywicb59CE3hfDIjmJV0ietRH12WK2ojNbZwt+IzvwbMh7lTWR+nAyWlK3UjW8yHiz+iPHyNqNnAOmozwUC0abl4ELib1K+Kx8xXHiuDI9eeNk6cxBeFE/cxj43hwJ3yPyaJWu17bvLcTu6V/zGaHbMwYYSN6svI6JETt7r+7pvjrGaOye/WRE35fEWR8q5I79qEiE40qA7unApr3nK/pguq2MscWH2esM14sk9eocHq8yelL3jM0DbYWQvKP1i1xsF/tYubbCQM2ImTkBL53VgWOy4MrAHl13AU5GJpjvETojan3WlvP+2Ex1+x2DCzYOFKtjq3NmiyKyiaDZx4+4WkeCt+3Yd+GRM/V0n6W9MXvpjOAz3Nm05ws8TGfPsj5HeSoMf/qMR9wWl6x+L3DHer3nse+oB1ZnZaxsHDbtYXqRJP5kk1GSegYij0wqhhg5DO9+5JSic9QPr28qCM5KdO8BulJHRTdYxl5H420l+EpE7xEsEriIuMRty0UfxrG01y/Wf08XzL5U7JZ5tFJnQVm0Irf5nn4zx1wRNib70VymhwyDEVlHgUCG3wzrrWOvkDjiU9NaF9bByDxKR7pkOmodcxbYVuxtIvnh5Lghde9eBMwqQUfEbst6bbBzlM4kA3dE7Oz5qK/oCFi/I2eA+mgVJEjvPpb16vJIGj+S07xsNe69W/cCCa/vWeCFTthbqdtgBYnbrspxCz8i9xYy70LwON7IbmyeF2xi2erB2vBsl+GZXUfSimN8Jrq29uKNCceejcUr12XcXpphZJGk3sdXYT1jlVGSukrXiNIzcFbeK+eBvkLoFTJHoLJ7Edjts4yQ2TVzJPgs3qs6ApbXxSEykmdp72Db7ezjNo+kKx/LWWJlpB4FJ8xBMz2zlTojZPY1e3ZEfbWrf7yfBVXsXtX5VQNJvG+vbT1ZwMDa9PKicXTFMTvrMywY7PKs19+I6LHd6hfwkc17AeOiiPzJJqMmdZWIHDzCrZatOAhWdyuhR84tImuWxmez+9kZyZ31z9NR1JY3voxYokgfyzGSjgibEX8lSPDyKuNhwuZXSdzTVbTCjgjce4/OdFDRe9cxi2wkC8zzAmjvsM9G7Xn1sjZZnzAvG5sKBnIRKTOs2zq0ngqhZzpjY6zqMxNmD1F6Ivfh5bggdZF8S8hzBuyZCkFnjsZ7jp2zcVjxQFpxEKyN6qqqxRFgX5h0cQ4t5J45g4zQI/KvkDn2oUJy6MCZ2BW6Vy/rl9YdEb/dyrflmN48/Q/pgCMyqeCEBaaZ7WZBd5XMo/4xrOp1ROy2jNeO56tsYBjhs6LnFuxmdoF2i+lFi8cLXeoZq4yW1DOwR4Bk+V6UXyHiSj9an/eERewecTOHoOWjfqIDYFF+1H+W1m26oSJ9L88joYiw7XMVQq+SvOeoIgeHxO6RvNbhfSRX6Qsjb0+/6GgjYm+VKkai8l5wXQ3OWf0tfamUxXIMl1VCZ1i2ZRDH6B+wL1FA4+VF8zUUKTPbm6SfjJbUVVqBVH0uMurIGVSi+wg8lQhfyw0R4bM6vMiejZUFPtk4KvczyUil6giU3ESEEv1Qh9fnrG9stax9tat1O59R4GEDADv+6Gt47BOm+5J5tVzFviKCz+5Hz0Rn1p8KjiMMZgEe8wUZ/vGIcB2NoSt2KzhgQbBXdpJuMnpSt1KJ+CNAR6TsAZkRfIXYo3Q2Pi9y7xPhYx2eQ/DAFekqcxIV8cCe3bcrUpZmz1WIHduMymYBiNUN5uOHaaysbUfnyGvb+9kaG4/NrzjYviRvxxbd98jXK9tifxmRLRrH+BySudbT8hzrTzUI7xuMM4nI3sP7vKSii2o9YxX+T5m3UCJlVQGp6VaQt7RdBUlUtpKf1cPI1rvP6sscZotE7XeRjEQqzsCuSkU2/lc1Rpr4HCPPKsln9bD7rf1herL32WsDzGf6jBwxK59Jhp+q7XiBdtRmJSj3ymf48voZtdP6bOtzrYuRoXA7T/uZpC6jXqlH0WOfyDJaDWRtdiFOVpZdZ1G6vedF7ZXnbR3Z2KK+9y2n/etSlq02vT8So2IJXc+YzrbobV0eSbeMk63i8Dnsi51br/2WFVDXOegqrWSr1y0kxTDZuvqu+B92zbBq0wy/mR14zw+xSvfG1EUy+/BwMhH8cDJqUvcMm0kE3upqNHMEUV8y4LesLKqA9pxABnSvbk2z+ry+9gmuUKpRPSPXqE77p1Ur5JetyrHNKrGL8IDMm3ctY8tXVur4rlz7bH/rvry87I4Z84aQKo5a7vUpi+U9e86Ccq/eFjxmhM4CdC8oz4L8aGzZc/OQluBzCGkJcrJ6xiqj234fQtBZZlJZoVaj/MpqvaU/fZ717nUxyC667GP4lYi+7yrfCx480vTKZnWyfmD9UXAR1RW1HwU8WTCTjaminywA7yIZybZiuU/bLe1Ug4ZKm5VFy1DklfWlIpE9TSv04WXUpF5dCVe3x+wxZN+6Pp/tInh51QCjWm9r+S6rl75tqlRW5dmKmqU9kmMrda9PXp3Ryjpq06ur2n5FttqpRiRXtbOhgoQWf6J58/Ip86qTpdl1i0SBY/W5rbbDE0lGTepVwZV5ldyGWlVGdXjBRZaX1TuUtOhgXv1oXaF2fUaE/9/2lrYyoo7qbAkqstUNK1/dLfD6NGapBvg23Wc1nD3XQvxd68tkXrtnfXb0Jtl6OSFIfQipOLcq+BcFhr6vF6qOqW/7LZJt9TJBos6er26nzyO4GHr1UinD/jtdl3r7BgBDbXu3vDceQlrwPY/dsnnVsUg5XoLHE0FG/aFcVY4XA6+sGKzx43WX9nAXw163vgtdlGBfVfrookpmkczDMc1m8Z+NbSljzyrZH5hh11H9i5KhbHAeW/aVNquLBFauK+7tq4CtJNHsFVlL+XnIVvu3ecsJsVIfwijmMdFjqvN4iZQX4ZCyberjRVdPVjnenPIi+nu86WSS+ckJQepDyLxWYcdDnWOSE318k/SXyUYmmcSXafv9BJZoK3/MjnHe86m6iLZmF6Wfod7BemVw671a3xDPPFllyNdGrW1WvwUZkyzStsby66d5ygmxUh/r9jtK60dUQ4Ez+jlUpR+LFPYdgL3nPZMJIzdWT5efNc1LupB5ly+w+35wOQ+JbLDSjyFfscwTly35WZmxkHlkY2MmwxNFTghSR+lCXn0+Fop+ftRaR4v0BXH0s6hKe0M5EQt078Oh6vPZ/ZafMjJHlAUW1b54dXb9pUJUh455aWlpSwm8q720/HphyHZb+uTlRz9TXJQMpfdJjg85rrffKwDC+/bo47iqz7NyrQFES9DQUm/X8vPcXqxuj3nEVcnD51vaw/lkrzjwfrUPbKcgy/Pqq8pWr5yqNh0FnIhnTffBaJSPfR9CGKZad/aq9WbPbsWrp0XZ4bT9vsXS9R0w+0lUHyNmK9rs2UW9v25ZaW9Ff/rWgZI5Al2NRoTu1cWItVJHtkpued6WqRC3twvRJTgaeou07+5Tl4Cya8Bs09GCoEXm5Seq9bbopo9P6LN7NWZyPF5l1KTOpA8BZ/X1WYEO9Q6v2v9W59fSh6y9RQhbndqzSuu7cqzD29ZGcvTyvDoj8vaezwKLlva9ciIbA59ID6pbT0fRsyhdcdYFg13KePjt6hNa2snGnxG0V6ZLvyPpW0fXXbJJ2mTU2+8tW1+ZQWNd0ZadbT/aTq1sz7GtWm+rL8prcQbabstfD8Oj2rfq9qknXVaKHmFmK++lpaV1nUTErfpDe6j0TYXZRkS83rhYeTZ2r04VRuRRO54M4YTnsbuV4ZJhL8JvVF8LjlvHVCH4lvqiNlpwPrRkQfC8ZKi2xhyMjG6lHhFZlfi8st69KjFVt+1YFI31RCTaUr/Xji1r72F+dbxeu5XnhpLqatgjNSzDnqnci8p7ffFIXA98bZCV91bamOftZHh6iuobWlpX4S24yey8gq/Mn3QJhiv1t6y6Pd+C/YtkKLx6ASaWYelJhpPRkXoXycARgasPYbLnWqLgrE/Rc11WyFHQkbUbjTnqa7V/EUFFjiAjJvvFd0SYeN+W8bar+5B/5XlG9F5/8dqSuVefp0emz2qeJ5mtVAPiSt1Rfutqt0t/WL1VPxH1tfqc134LhocOzD0MT8Q+vIx6+12kbUXM0jZPDzQkzWNnEX/LDsuz+uzzXQjYG3uUV3EGLQ6zoluvb63iRfYeoeq1bq0vLS2tp73VLsvD+bL37fziXC4tLTWPtUswUCF7DD68YCDTrXc/Iv2qdLU5q3c8dO48PNp2q1jGe/bZrjiuEGnmu6LnKsFN1EZf8eyiYmeLIveh2hpzMDJaUm+NRDHPGi8z/sgBaFmP/G2a5bG0SNv72ChdWYHgeJke2HOoo6xfQ0f2LavFCKCW2C3pzWazDURsV7VI3qwv+F7e1oPBnNVJRJB9iJ311ZbBtrxtfhxnRf+ZVG0iI7vsWQ+XVlqwHAXlXTDMxhjhJwu4q/it9skr1zcwz2xozMR4PMtoSV2lQh4VY0VAVqN85pgjwkcnj89VpcUptETiWcDAnoucSNa/PuJF+B654wpdZDMJ2/L2Gazb3rNltE6rB48QWD+9c3RkZbRPjNA131vFR2nUfVep2G5kixiI2zy8ts8zjNpxVeePBeitY4/0gOPMrqPg3Hs+8ydZv1CqdpFhmAWXk/ST0ZM6k8wp2HsM+B6Zs7oYwWcOQcuiI6gYbgSoLLpn4295zuoHSYuNo+rgsFxEbvaMeZiv5IqEzrbfcZWueaurqxvqZ8+KyCZi98aJz0XkbtvFw5KwvlLwymUf2bGxRLr2+qnPenPVIl5gyEiK2SjiMiJmhj+G1ei5Fgyz8WVYrAY1EaFX+hRhn7WdSV8Mb4Wc6AHEcUHqmcFljsB7xiNzLzL3CNuC3pbtSoJYNiP2SrRefS4ieczP+tZHPPBXInskaNyKxwBAyV5EZHV1lT4rsnnVjyTv2YE3NjuOyntyrwwSPFudV+pA/bExeHPbSnYZibHnGJmzgFrvefnaX0yzs/dMVVrwkWE5qpPVU8FvVEeLVO0cy2ZYnqRdRk3qkbFlkbDNR/Aj0KO2M4eg4kX92Kdqu+w6I2Z8LiLuLMr32s2CDdZPb2xWspUjA79HbEjgStpK0pbE7T1b3q7WkdhVDzYdEQiOBccTkXSV2Nn2O7vG9vAafwLH5iMLqKxEROYFm/ZedNhyqn+dY6/NLDDHMz7jjZONmV234irThXff03G1bypq9y0kX8FwFFRO0k9GSepra2uyvLy8Ia8KAFuGHZbYEbyRAxLxt+EQ7FivLV8BR5U4I0dYLRcFCF7QgG3YFWsWIKBkpFEhciT0aIXukbgXFKhYssf+VOwHx8ZWMYyQM2JnK3OP0Kt/Sc4j/WxuMqkGe4x82H3EsvapSsreM+wejnleOK4ENbaO7Pmo/SzAqBJ5ZhsRhhctQ7U75iBklKRupQUYGVExZ8AiewZizY8cREToLZFuNN7onOnEA7qnJ+8ethH1t0WyCN9bKTJij4hfiV3nyq5OWRBgydzmoV4qDr+6csm2zu1Wu7flHr2Lj45qf1kZFS+4q9grewbxq/cwHZEyzk+GyywwqEoVxxWcVX0dlmX12rw+47NSxXCWP0l3GT2pi+SRbRZZotEyB1CN0rENj8izZ6IxRmP3zh7oo/us/pYAoLX/VipRfUQy3mrSI2974NfrOn9I8JbQWT1oSxlZVAmdEbk9eyvz6H169J69QvAZiUeSBYIVImf3Ue+eTaNEgUDFD0R6yHAQ+TLvfkTk0TNZHVjG23HrQ/RMR5VgcpLuMlpSj4zKIxZ7r+KAIyCzdkXqJM5WBVG93tg9XVQIHe+tra3R+ywf9en1C8trXa0SkXnrStPbhsf34Uy/uHNjV+7W6Vk7wjm28++Ns0LoSMj2WF5e3kTi0eHVh7rHvnpzweYtksim9bpKSPaeratK6mycFULHsXbFceVcGXtrGdsPlo9BUjamajDOgu2tIvWh2hpzEDJaUkdhxpYZt2fkWF9EWkwq0T0r3zreKN3iCCzReiRd0S3ms/JZnicMbMwJ2LKM/HS8uFJfXl7ecK390+esYCCghI4rfCX8zI5wTHhmY8veoduDETzTTet2fGV+WgSDHWZbeI+VrQbmDHfZ/SEl8icefm26hcgrGGV9suXxe5EW/Ir4r8XYPa/cJP1lNKR+9OhRERH5h3/4h3VHpcfS0pJs3759kxPbvn37Bie2vLy8wYGxNHN66tQzhyfCDTVydn2MNSNdPDNQ269X8RpX6Hptz/aYzWayurq6oczq6qqsra1tOOuxtrYmTzzxxPrzNs3u23t6H8tXD+yXpu24rE7RFlCXOo9Wf9G3GJl49mTTWj8jdtZH/c09zreO3ZI/BgWKH2+lr/dsGcyzeMU8zN++fTttjwUgLR8DVoMVL83mCNOt0gfHam8Mt5rvYbgFzxmO2XWEVXvf1u/h+fDhwyLyFR6YlzzwwAOjqmceMhpSf/jhh0VE5A//8A+3uCeTPNkFyXNsYsn78ccf38KeTDLJsPLwww/LC1/4wsHr3blzp6ysrMjb3va2wepcWVmRnTt3DlbfULJtNs/9pwb5whe+IB/72Mfk2c9+tpx88slb3Z1JJplkkkkWJEePHpWHH35YvuM7vkNOO+20ubTxyCOPyBe/+MXB6tu5c6c885nPHKy+oWQ0pD7JJJNMMskkk/STce4vTjLJJJNMMskkzTIKUr/33nvl0ksvlXPOOUcuvPBC+Yu/+Iut7tKWy1/+5V/KK1/5SvnWb/1W+e7v/m553/veJ7PZTB5//HG59tpr5bzzzpO9e/fKe97zng1frd55551y4YUXyp49e+S1r32tPPLII1s4isXLoUOH5MILL5Rf+ZVfERGZ9JXI5z//eXnTm94k5557rrz4xS+W66+/XlZXVye9OfKpT31KfviHf1he+MIXygUXXCC/8Ru/ISKTnU0yIpltsRw9enT23d/93bMDBw7Mjh07NvuTP/mT2Z49e2af+cxntrprWyb/8A//MPvWb/3W2W//9m/PnnjiidkDDzwwu+CCC2a333777D3vec/sla985ewLX/jC7LHHHpu9/OUvn/3qr/7qbDabze67777Znj17Znfdddfs6NGjs/e+972ziy66aItHs1j56Z/+6dk3fdM3zQ4cODCbzWaTvhL54R/+4dnP/MzPzA4fPjx77LHHZt/7vd87+/Vf//VJb0RWV1dn3/7t3z77nd/5ndna2trsnnvume3Zs2f2iU98YtLXJKORLSf1j3zkI7MXv/jFs7W1tfW8N7zhDbNbbrllC3u1tfLJT35y9hM/8RMb8n7xF39x9m/+zb+ZveQlL5n96Z/+6Xr+H/3RH83+5b/8l7PZbDZ797vfPXvTm960fu+JJ56Yfeu3fuvsr/7qrxbS762WP/zDP5z963/9r2evetWr1kl90pcvn/zkJ2fnnnvu7OjRo+t5Dz/88OyRRx6Z9EbkC1/4wuy5z33u7D//5/88W11dnf2P//E/Zi984Qtnn/zkJyd9TTIa2fLt9wceeEB279694XegZ5xxhnz605/ewl5trXzLt3yLvPvd716/PnbsmHzkIx+Rb/qmb5LPfe5zsnv37vV7Z5xxhjz44INy7NgxeeCBB+TMM89cv7e8vCzPec5z5L777lto/7dCHnnkEXnXu94lN9xww/pP0f7xH/9x0lcgf/3Xfy3Pfe5z5ZZbbpHv+q7vkgsuuEB+//d/X1ZWVia9Edm5c6e85jWvkbe//e3yghe8QF7+8pfL61//ejn99NMnfU0yGtny36kfOnRIduzYsSFvx44d63+M4MkuR48elbe+9a2yY8cOednLXibvfve7ZWVlZf3+ysqKzGYzOXLkCNXlysqKHDp0aNHdXqisrq7K2972Nrnqqqvk2c9+9nq+jnvSF5cvfelLcvfdd8u5554rH/7wh+Xhhx+WH/uxH1sPsCe9bZS1tTVZWVmRd7zjHfL93//9cs8998gb3/hGedazniUik74mGYds+Ur9lFNOkSNHjmzIO3LkiJxyyilb1KPxyGOPPSavec1r5P/8n/8jv/ZrvyannnqqiMgGfWnwc8opp8jKysqmv8h0+PDh9edOVLn55pvlGc94hrz85S/fkK9OdtIXl5NOOklWVlbkLW95i5x88smya9cuefWrXy1//ud/LiKT3lD++I//WP78z/9cLrnkEjnppJPWP3rTjzInfU0yBtnylfquXbvkwIEDG/IOHjwo55xzzhb1aBzyN3/zN7J//375nu/5HrnmmmvkKU95ioiIPO1pT5ODBw+urw4OHjwop59+umzfvl12794tBw8eXK9jdXVVHnroIdm1a9eWjGFR8qEPfUg++9nPyrnnnisiX16hf/KTn5RPfOITk74C2bVrlxw9elSOHj26vpLUv1Y36W2zPProo5v+gt/27dvl677u6yZ9TTIe2dpX+l/++v07v/M7Z7fccsv61+9nn3327KGHHtrqrm2ZPPbYY7O9e/fObrrppk333vnOd85++Id/ePa5z31u/Svb97///bPZbDb7u7/7u9mePXtmH/vYx2ZHjx6d3XjjjbMLL7xw9sQTTyx6CFsqr3nNa9Y/lJv05cvRo0dnL33pS2fXXHPN7OjRo7MHHnhg9tKXvnT2m7/5m5PeiHz605+eveAFL5jddttt6x/KnX/++bPf/u3fnvQ1yWhky0l9NvsyWF71qlfNzjnnnNmFF144+6//9b9udZe2VH7pl35p9tznPne2Z8+eDceb3vSm2ZEjR2a/8Au/MHvJS14y27t37+y6667b4Bw+/OEPz77v+75vtmfPntmrXvWq2cGDB7dwJFsjltQnfcXy93//97Mrrrhidt55581e8pKXzH75l395tra2NunNkY985COzH/iBH5i98IUvnP2Lf/EvZr/+678+m80mO5tkPDL9mdhJJplkkkkmOUFkyz+Um2SSSSaZZJJJhpGJ1CeZZJJJJpnkBJGJ1CeZZJJJJpnkBJGJ1CeZZJJJJpnkBJGJ1CeZZJJJJpnkBJGJ1CeZZJJJJpnkBJGJ1CeZZJJJJpnkBJGJ1CeZZJJJJpnkBJGJ1CeZZJJJJpnkBJGJ1CeZZJJJJpnkBJH/B0E6R4v8mBuBAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 10, 1000) \n", "I = np.sin(x) * np.cos(x[:, np.newaxis]) \n", "\n", "plt.imshow(I) \n", "plt.colorbar();" ] }, { "cell_type": "markdown", "id": "ccdb110f-914e-4ca5-b6ae-d7e1d0638b2f", "metadata": {}, "source": [ "### 4.9.1 配置颜色条\n", "通过cmap参数" ] }, { "cell_type": "code", "execution_count": 107, "id": "5cf4535a-ab10-4041-8df6-200574350330", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(I, cmap='gray');" ] }, { "cell_type": "markdown", "id": "dd762449-feaf-4d52-bfce-b57167b10215", "metadata": {}, "source": [ "### 4.9.2 案例:手写数字" ] }, { "cell_type": "code", "execution_count": 13, "id": "277aa22c-a37c-4149-851d-0052e69334d4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import load_digits \n", "digits = load_digits(n_class=6) \n", "\n", "fig, ax = plt.subplots(8, 8, figsize=(6, 6)) \n", "for i, axi in enumerate(ax.flat): \n", " axi.imshow(digits.images[i], cmap='binary') \n", " axi.set(xticks=[], yticks=[])" ] }, { "cell_type": "markdown", "id": "1c66a43e-48c4-4caf-a354-7ab9abff70ac", "metadata": {}, "source": [ "\n", "\n", "### 4.9.3 colorbar\n", "colorbar 是Plt , fig的函数接口 \n", "colorbar 多子图中需要指定ax!!\n", "- matplotlib.cm:处理 colormap,用于从数值获取颜色。\n", "- matplotlib.colors:处理 颜色归一化、转换、定义新颜色。" ] }, { "cell_type": "markdown", "id": "67f7c01e-ccb5-40bd-8032-5fabd2fdae47", "metadata": {}, "source": [ "多子图公用一个colorbar" ] }, { "cell_type": "code", "execution_count": 34, "id": "9ee6b6a8-7040-44ed-97be-100c6d121185", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import matplotlib.cm as cm\n", "import matplotlib.colors as mcolors\n", "\n", "# 创建 3x3 子图,X 轴共享列,Y 轴共享行\n", "fig, axes = plt.subplots(3, 3, sharex='col', sharey='row', figsize=(8, 8))\n", "\n", "# 颜色映射\n", "vmin, vmax = 0, 1 # 设定 colorbar 的范围\n", "cmap = cm.binary\n", "norm = mcolors.Normalize(vmin=vmin, vmax=vmax)\n", "\n", "# 创建 ScalarMappable(用于 colorbar)\n", "sm = cm.ScalarMappable(cmap=cmap, norm=norm)\n", "sm.set_array([]) # 避免 colorbar() 警告\n", "\n", "# 遍历子图\n", "for row in axes:\n", " for ax in row:\n", " img = np.random.rand(8, 8) # 生成 8x8 数据\n", " ax.imshow(img, cmap=cmap, norm=norm) # ✅ 直接用 sm 的 cmap 和 norm\n", "\n", "# 统一色条\n", "fig.colorbar(sm, ax=axes.ravel(), orientation=\"vertical\")\n" ] }, { "cell_type": "code", "execution_count": null, "id": "4b1b2144-2d86-4fc2-8c87-a9e3946a1ea8", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "999f7206-945a-4c74-85ea-7c2395a87f6c", "metadata": {}, "source": [ "## 4.10 多子图\n", "- 画中画(inset)、网格图(grid of plots),或者是其他更复杂的布局形式\n", "- 一个figure,而ax有多个" ] }, { "cell_type": "code", "execution_count": 11, "id": "7fb2a3bb-46ea-4b9a-ac51-77379e6fd2a4", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline \n", "import matplotlib.pyplot as plt \n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "d6202cce-1595-4b1f-beb6-bdeb709661bc", "metadata": {}, "source": [ "### 4.10.1 plt.axes:手动创建子图" ] }, { "cell_type": "code", "execution_count": 115, "id": "f9332753-b4bc-4760-9883-e23208ce0a61", "metadata": {}, "outputs": [ { "data": { "image/png": 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cbrc2bNigpqamNE0OpB4BAgAp0tfXJ6fTqYyMjKm1goIC9fb2xu0Lh8PKz89Xbm7uj+4D5hMCBABSZGxsTDabLW7NZrMpEonErY2Ojia0D5hPstI9AADMV3a7XdFoNG4tGo3Kbrff1r4bxsfHJX1/hQX3nhvn/cZ/B3MVAQIAKeJwOBQMBuPWwuGwXC7XtH3Dw8MaHR3VAw88MLXP6XTO+H0HBgYkSVVVVSmYGnPFwMCA3G53use4bQQIAKSIz+dTZmamGhoaVF5err/97W8KhUJ67bXX4vYVFBToscce08GDB7V7925duHBBra2tqq+vn/H7FhUV6cCBA1q8eLEWLFhg4qHgLjI+Pq6BgQEVFRWle5Q7QoAAQIrk5OQoGAxqz549amho0M9+9jPV1dVpyZIlamlpUU1Njbq7uyVJhw8fVk1NjYqKirRw4UJVV1fL4/HM+H0XLVokv99v8qHgLjOXr3zcQIAAQAotXbpUjY2N09b9fn9cROTn56uhocHkaEBa8VswAHAXMnUH1USPc+nSJW3ZskWrVq1SUVGRamtrFYvFknqMGyYnJ7V582a9/vrrKXkso6OjevXVV+Xz+eT1elVVVaWxsbGkH6e/v18vvviiPB6P1qxZo7q6OlmWdUuP6bPPPpPX673p38/pO+haadLT02MtW7bM6unpSdcIAHBXGh8ft4qLi61gMGjFYjHr1KlT1sqVK63h4eFpe3/zm99Yv//9763x8XGrq6vL8ng81j//+c+kHmdiYsL61a9+Zb311ltWLBazhoaGrKefftrav39/Uh/LDYcPH7aWL19u7d27N6HHcavHqaystLZu3Wr973//s65evWo9//zz1h/+8IekH+epp56y3nrrLevatWvW5cuXrV/84hdWc3NzQse5fv26dezYMcvtdlsrV6686b47Of+3K1nP31wBAYC7jKk7qCZ6nOHhYTkcDgUCAWVnZysvL09lZWXq6upK2jFu6O7uVltbm0pKShJ6DLd6nG+++UaffPKJamtr9eCDD+onP/mJ6urq9Pzzzyf1ONL358eyrKmrHvfdd5/uv//+hI5z8OBBNTU1aefOnTfdM9fvoEuAAMBdxtQdVBM9ziOPPKJgMKjMzExJkmVZOnXqlJYvX560Y0jSyMiIdu/erX379t30Hih3epwLFy4oLy9PJ0+eVElJidasWaOjR48qLy8vqceRpB07dujIkSMqLCzUk08+qdWrV6u0tDSh47zwwgv68MMP9fjjj990z1y/gy4BAgB3GVN3UE30OD80OTmpvXv36vLly3rppZeSeoyamhqVlZWpsLAwoflv5zhXr17V0NCQzp8/r+bmZh0/flznzp3TG2+8kdTjSFJWVpZefvnlqas6nZ2deu+99xI6TiJBNNfvoEuAAMBdJlV3UL3d49zw3Xff6be//a26urrU2Niohx56KGnHOHHihL7++mtt3749odlv9zg5OTm6fv26XnnlFeXm5io/P19bt27VyZMnk3qcnp4eHT16VFu2bNGCBQvkdDq1c+dOvf/++7fx6O5slrsVAQIAdxmHw6H+/v64tZnujPrDO6j+2L47PY4kffXVV3rmmWeUmZmpY8eO6eGHH07qMVpbW/Xll1/K5/PJ4/Ho448/VlNTkzZs2JDU4zgcDknfv9xzw+TkZELHuJXjDA4O6tq1a3FrWVlZyspK3t0v7vT8pxsBAgB3mR/eQXViYkLt7e0KhUJat25d3L4f3kF1fHxc3d3dam1tVVlZWVKPMzY2poqKCq1atUpvv/123HsOknWMd999V93d3ers7FRnZ6fWr1+vZ599Vq2trUk9zrJly7RixQrV1tZqZGREw8PDeuedd6btu9PjuN1uZWRk6NChQ5qYmNDAwIDq6+u1fv36hI6TiDs9/2mXjF/JuR38Gi4A3Fxvb6/13HPPWS6XyyotLbXa29sty7Ksjz76KO7XMgcHB61t27ZZHo/HKi4uto4fP5704xw/ftxatmyZtWLFCmvlypVT/zz99NNJfSw/VF1dfUu/hnsrx/nvf/9r7dq1y1q9erXl9Xqnfo012cf5/PPPrc2bN1sej8f65S9/adXV1VmxWOyWHlNHR0fc90z2+b8dyXr+zrCsW7wrSpKcP39eTz311Kzv8gUAAHePZD1/8xIMAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYFxCAXLx4kVt2rRJLpdLpaWl6ujomHHf6OioXn31Vfl8Pnm9XlVVVWlsbCypAwMAgLlv1gCJxWIKBAIqKSnR2bNnVV1drUAgoCtXrkzb+9prr+k///mPPv30U3366acaHBzUm2++mZLBAQDA3JU124ZQKKRIJKLy8nJlZGRo7dq18nq9am5u1vbt26f2ffPNN/rkk0/017/+VQ8++KAkqa6uTpFIJHXTAwCAOWnWKyB9fX1yOp3KyMiYWisoKFBvb2/cvgsXLigvL08nT55USUmJ1qxZo6NHjyovLy/5UwMAgDlt1gAZGxuTzWaLW7PZbNOubFy9elVDQ0M6f/68mpubdfz4cZ07d05vvPFGUgcGAABz36wBYrfbFY1G49ai0ajsdnvcWk5Ojq5fv65XXnlFubm5ys/P19atW3Xy5MnkTgwAAOa8WQPE4XCov78/bi0cDsvpdE7bJ0kjIyNTa5OTk8mYEQAAzDOzBojP51NmZqYaGho0MTGh9vZ2hUIhrVu3Lm7fsmXLtGLFCtXW1mpkZETDw8N65513pu0DAACYNUBycnIUDAZ1+vRp+Xw+7d+/X3V1dVqyZIlaWlrkcrmm9h45ckQLFy5UaWmp/H6/nnjiCf3ud79L6QMAAABzz6y/hitJS5cuVWNj47R1v98vv98/9edFixbpwIEDyZsOAADMS9yKHQAAGEeAAAAA4wgQAABgHAECAACMI0AAAIBxBAgAADCOAAEAAMYRIAAAwDgCBAAAGEeAAAAA4wgQAABgHAECAACMI0AAAIBxBAgAADCOAAEAAMYRIAAAwDgCBAAAGEeAAAAA4wgQAABgHAECAACMI0AAAIBxBAgAADCOAAEAAMYRIAAAwDgCBAAAGEeAAAAA4wgQAABgHAECAACMI0AAAIBxBAgAADCOAAEAAMYRIAAAwDgCBAAAGEeAAAAA4wgQAABgHAECAACMI0AAAIBxBAgAADCOAAEAAMYRIAAAwDgCBAAAGEeAAAAA4wgQAABgHAECAACMI0AAAIBxBAgAADCOAAEAAMYRIAAAwDgCBAAAGEeAAAAA4wgQAABgHAECAACMI0AAAIBxBAgAADCOAAEAAMYRIAAAwDgCBAAAGEeAAAAA4wgQAABgHAECAACMI0AAAIBxBAgAADCOAAEAAMYRIAAAwDgCBAAAGEeAAAAA4xIKkIsXL2rTpk1yuVwqLS1VR0fHj+6fnJzU5s2b9frrrydlSAAAML/MGiCxWEyBQEAlJSU6e/asqqurFQgEdOXKlZt+TX19vbq6upI6KAAAmD9mDZBQKKRIJKLy8nJlZ2dr7dq18nq9am5unnF/d3e32traVFJSkvRhAQDA/DBrgPT19cnpdCojI2NqraCgQL29vdP2joyMaPfu3dq3b5/sdntyJwUAAPPGrAEyNjYmm80Wt2az2RSJRKbtrampUVlZmQoLC5M3IQAAmHdmDRC73a5oNBq3Fo1Gp13hOHHihL7++mtt3749uRMCAIB5J2u2DQ6HQ8FgMG4tHA7L5XLFrbW2turLL7+Uz+eTpKlo+cc//qHW1tZkzQsAAOaBWa+A+Hw+ZWZmqqGhQRMTE2pvb1coFNK6devi9r377rvq7u5WZ2enOjs7tX79ej377LPEBwAAmGbWAMnJyVEwGNTp06fl8/m0f/9+1dXVacmSJWppaZl2JQQAAGA2s74EI0lLly5VY2PjtHW/3y+/3z/j1+zbt+/OJgMAAPMWt2IHAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABhHgAAAAOMIEAAAYBwBAgAAjCNAAACAcQQIAAAwjgABAADGESAAAMA4AgQAABiXUIBcvHhRmzZtksvlUmlpqTo6Ombcd+nSJW3ZskWrVq1SUVGRamtrFYvFkjowAACY+2YNkFgspkAgoJKSEp09e1bV1dUKBAK6cuVK3L5r165p27ZteuKJJ/T3v/9df/7zn9Xd3a0333wzZcMDAIC5adYACYVCikQiKi8vV3Z2ttauXSuv16vm5ua4fcPDw3I4HAoEAsrOzlZeXp7KysrU1dWVsuEBAMDclDXbhr6+PjmdTmVkZEytFRQUqLe3N27fI488omAwOPVny7J06tQpLV++PInjAgCA+WDWKyBjY2Oy2WxxazabTZFI5KZfMzk5qb179+ry5ct66aWX7nxKAAAwr8x6BcRutysajcatRaNR2e32Gfd/99132rVrlwYHB9XY2KiHHnooOZMCAIB5Y9YrIA6HQ/39/XFr4XBYTqdz2t6vvvpKzzzzjDIzM3Xs2DE9/PDDyZsUAADMG7MGiM/nU2ZmphoaGjQxMaH29naFQiGtW7cubt/Y2JgqKiq0atUqvf3228rNzU3Z0AAAYG6bNUBycnIUDAZ1+vRp+Xw+7d+/X3V1dVqyZIlaWlrkcrkkSX/5y1/073//Wx9//LHcbrdcLpdcLpc2btyY8gcBAADmllnfAyJJS5cuVWNj47R1v98vv98vSdq4cSOxAQAAEsKt2AEAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIwjQAAAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIwjQAAAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIwjQAAAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIwjQAAAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIwjQAAAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIwjQAAAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIwjQAAAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIwjQAAAgHEECAAAMI4AAQAAxiUUIBcvXtSmTZvkcrlUWlqqjo6OGfcNDQ2poqJCbrdbxcXFamtrS+qwAABgfpg1QGKxmAKBgEpKSnT27FlVV1crEAjoypUr0/ZWVlbq0UcfVUdHhw4dOqQ9e/aop6cnJYMDAIC5a9YACYVCikQiKi8vV3Z2ttauXSuv16vm5ua4feFwWF988YUqKyuVk5Mjt9utDRs2qKmpKWXDAwCAuWnWAOnr65PT6VRGRsbUWkFBgXp7e+P2hcNh5efnKzc390f3AQAAzBogY2NjstlscWs2m02RSCRubXR0NKF9AAAAWbNtsNvtikajcWvRaFR2u/229t0wPj4u6fsrLAAAYG648bx943n8ds0aIA6HQ8FgMG4tHA7L5XJN2zc8PKzR0VE98MADU/ucTueM33dgYECSVFVVdVuDAwCA9BkYGJDb7b7tr8+wLMv6sQ2xWEwlJSV67rnnVF5err/97W/6v//7P7W2tmrJkiVxezdu3Kif//zn2r17ty5cuKBt27apvr5eHo9n2vf99ttvdebMGS1evFgLFiy47QcAAADMGR8f18DAgIqKirRo0aLb/j6zBogkXbp0SXv27NG//vUv/exnP1N1dbWKi4vV0tKimpoadXd3S/r+PiA1NTU6d+6cFi5cqB07dmjjxo23PRwAAJifEgoQAACAZErprdi5g+rdI9FzcenSJW3ZskWrVq1SUVGRamtrFYvFDE87/yV6Pm6YnJzU5s2b9frrrxua8N6R6LkYHR3Vq6++Kp/PJ6/Xq6qqKo2NjRmedn5L9Fz09/frxRdflMfj0Zo1a1RXVyf+v3RqfPbZZ/J6vTf9+zt6/rZSZHx83CouLraCwaAVi8WsU6dOWStXrrSGh4en7f3Nb35j/f73v7fGx8etrq4uy+PxWP/85z9TNdo9J9FzMTExYf3qV7+y3nrrLSsWi1lDQ0PW008/be3fvz9Nk89Pt/KzccPhw4et5cuXW3v37jU46fx3K+eisrLS2rp1q/W///3Punr1qvX8889bf/jDH9Iw9fx0K+fiqaeest566y3r2rVr1uXLl61f/OIXVnNzs/mh57Hr169bx44ds9xut7Vy5cqb7ruT5++UXQHhDqp3j0TPxfDwsBwOhwKBgLKzs5WXl6eysjJ1dXWlafL5KdHzcUN3d7fa2tpUUlJieNL5L9Fz8c033+iTTz5RbW2tHnzwQf3kJz9RXV2dnn/++TRNPv/cys9FOByWZVlTVz3uu+8+3X///aZHntcOHjyopqYm7dy586Z77vT5O2UBwh1U7x6JnotHHnlEwWBQmZmZkiTLsnTq1CktX77c6LzzXaLnQ5JGRka0e/du7du376b31MHtS/RcXLhwQXl5eTp58qRKSkq0Zs0aHT16VHl5eaZHnrdu5edix44dOnLkiAoLC/Xkk09q9erVKi0tNTnuvPfCCy/oww8/1OOPP37TPXf6/J2yAOEOqnePRM/FD01OTmrv3r26fPmyXnrppVSPeE+5lfNRU1OjsrIyFRYWmhrvnpLoubh69aqGhoZ0/vx5NTc36/jx4zp37pzeeOMNg9POb7fyc5GVlaWXX3556upgZ2en3nvvPVOj3hMSies7ff5OWYCk6g6quHW3+u/4u+++029/+1t1dXWpsbFRDz30kIkx7xmJno8TJ07o66+/1vbt202Od09J9Fzk5OTo+vXreuWVV5Sbm6v8/Hxt3bpVJ0+eNDnuvJbouejp6dHRo0e1ZcsWLViwQE6nUzt37tT7779vclzozp+/UxYgDodD/f39cWsz3Rn1h3dQ/bF9uH2JngtJ+uqrr/TMM88oMzNTx44d08MPP2xqzHtGouejtbVVX375pXw+nzwejz7++GM1NTVpw4YNJsed127lf6ek718Su2FycjL1A95DEj0Xg4ODunbtWtxaVlaWsrJmvbE3kuxOn79TFiA+n0+ZmZlqaGjQxMSE2tvbFQqFtG7durh9BQUFeuyxx3Tw4EGNj4+ru7tbra2tKisrS9Vo95xEz8XY2JgqKiq0atUqvf3223Gv6yF5Ej0f7777rrq7u9XZ2anOzk6tX79ezz77rFpbW9M0+fyT6LlYtmyZVqxYodraWo2MjGh4eFjvvPPOtH24fYmeC7fbrYyMDB06dEgTExMaGBhQfX291q9fn6bJ7113/PydlN/XuYne3l7rueees1wul1VaWmq1t7dblmVZH330Udyv9QwODlrbtm2zPB6PVVxcbB0/fjyVY92TEjkXx48ft5YtW2atWLHCWrly5dQ/Tz/9dDpHn5cS/dn4oerqan4NNwUSPRf//e9/rV27dlmrV6+2vF7v1K8eInkSPReff/65tXnzZsvj8Vi//OUvrbq6OisWi6Vr7Hmto6Mj7t99Mp+/uRMqAAAwLqV3QgUAAJgJAQIAAIwjQAAAgHEECAAAMI4AAQAAxhEgAADAOAIEAAAYR4AAAADjCBAAAGAcAQIAAIz7f3kXrNUbAxxyAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax1 = plt.axes() # 默认坐标轴 \n", "ax2 = plt.axes([0.65, 0.65, 0.2, 0.2]) # 百分比高度," ] }, { "cell_type": "markdown", "id": "dc705127-9ad1-4f1a-9d7d-035458f7a092", "metadata": {}, "source": [ "### 4.10.2 plt.subplot:简易网格子图:若干彼此对齐的行列子图" ] }, { "cell_type": "code", "execution_count": 116, "id": "78ca5104-a01b-4f05-83fb-fa5fb460f7bc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(1, 7): \n", " plt.subplot(2, 3, i) \n", " plt.text(0.5, 0.5, str((2, 3, i)), \n", " fontsize=18, ha='center')" ] }, { "cell_type": "markdown", "id": "8f03654b-95fa-4494-9ba2-b87115b90df4", "metadata": {}, "source": [ "### 4.10.3 plt.subplots:用一行代码创建网格\n", "- subplot不能隐藏坐标轴啥的, 太简单了\n", "- s表示一次创建多个" ] }, { "cell_type": "code", "execution_count": 117, "id": "64a73a25-9e4a-47d6-8d35-24ab286f6791", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, sharex='col', sharey='row')" ] }, { "cell_type": "markdown", "id": "3b73d12d-8159-4454-b835-d5ec17a62a85", "metadata": {}, "source": [ "### 4.10.4 plt.GridSpec:实现更复杂的排列方式\n", "不规格的网格图" ] }, { "cell_type": "code", "execution_count": 4, "id": "bdc6e8cf-464b-4165-b1ea-594bfdee1f5f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = plt.GridSpec(2, 3, wspace=0.4, hspace=0.3)\n", "plt.subplot(grid[0, 0]) \n", "plt.subplot(grid[0, 1:]) \n", "plt.subplot(grid[1, :2]) \n", "plt.subplot(grid[1, 2]);" ] }, { "cell_type": "markdown", "id": "28e9a18e-f9bc-4d8b-a7ce-2bed67860393", "metadata": {}, "source": [ "### 4.10.5 add_subplot 直接添加" ] }, { "cell_type": "code", "execution_count": 8, "id": "3b50848f-1a06-48fb-b1f1-8d1210c9886b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10 ,4))\n", "ax1 = fig.add_subplot(1, 2, 1)\n", "ax2 = fig.add_subplot(1, 2, 2)" ] }, { "cell_type": "code", "execution_count": 12, "id": "c7d2ff2a-d378-4476-a56a-0049d5e74271", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 创建一些正态分布数据 \n", "mean = [0, 0] \n", "cov = [[1, 1], [1, 2]] \n", "x, y = np.random.multivariate_normal(mean, cov, 3000).T \n", "\n", "# 设置坐标轴和网格配置方式 \n", "fig = plt.figure(figsize=(6, 6)) \n", "grid = plt.GridSpec(4, 4, hspace=0.2, wspace=0.2) \n", "main_ax = fig.add_subplot(grid[:-1, 1:]) \n", "y_hist = fig.add_subplot(grid[:-1, 0], xticklabels=[], sharey=main_ax) \n", "x_hist = fig.add_subplot(grid[-1, 1:], yticklabels=[], sharex=main_ax) \n", "\n", "# 主坐标轴画散点图 \n", "main_ax.plot(x, y, 'ok', markersize=3, alpha=0.2) \n", "\n", "# 次坐标轴画频次直方图 \n", "x_hist.hist(x, 40, histtype='stepfilled', \n", " orientation='vertical', color='gray') \n", "x_hist.invert_yaxis() \n", "\n", "y_hist.hist(y, 40, histtype='stepfilled', \n", " orientation='horizontal', color='gray') \n", "y_hist.invert_xaxis()" ] }, { "cell_type": "markdown", "id": "dc6e4436-6d58-4f5c-a537-0f8f655fba23", "metadata": {}, "source": [ "## 4.11 文字与注释" ] }, { "cell_type": "code", "execution_count": 1, "id": "8a667027-a12b-4c41-9965-e9477afac223", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt \n", "import matplotlib as mpl \n", "import numpy as np \n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 3, "id": "318b9bdb-1bf1-45ad-856a-98905375fb1c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearmonthdaygenderbirths
0196911.0F4046
1196911.0M4440
2196912.0F4454
3196912.0M4548
4196913.0F4548
\n", "
" ], "text/plain": [ " year month day gender births\n", "0 1969 1 1.0 F 4046\n", "1 1969 1 1.0 M 4440\n", "2 1969 1 2.0 F 4454\n", "3 1969 1 2.0 M 4548\n", "4 1969 1 3.0 F 4548" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "births = pd.read_csv('births.csv')\n", "births.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "71d18d91-2333-4627-a4bb-358cc94d9635", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([4358. , 4814. , 5289.5])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quartiles = np.percentile(births['births'], [25, 50, 75])\n", "quartiles" ] }, { "cell_type": "code", "execution_count": 7, "id": "2ce10df5-b78c-4fd4-bb9f-902e77bb2826", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(np.float64(4814.0), np.float64(689.31))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mu, sig = quartiles[1], 0.74 * (quartiles[2] - quartiles[0])\n", "mu,sig" ] }, { "cell_type": "code", "execution_count": 12, "id": "78b0f114-10fe-4af7-9bd1-175ce8954056", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearmonthdaygenderbirths
0196911F4046
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2196912F4454
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" ], "text/plain": [ " year month day gender births\n", "0 1969 1 1 F 4046\n", "1 1969 1 1 M 4440\n", "2 1969 1 2 F 4454\n", "3 1969 1 2 M 4548\n", "4 1969 1 3 F 4548" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "births = births.query('(births > @mu - 5 * @sig) & (births < @mu + 5 * @sig)')\n", "births.head()" ] }, { "cell_type": "code", "execution_count": 13, "id": "e1a9b45e-3c02-42ae-bba2-3b26ee83f0f5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearmonthdaygenderbirths
0196911F4046
1196911M4440
2196912F4454
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" ], "text/plain": [ " year month day gender births\n", "0 1969 1 1 F 4046\n", "1 1969 1 1 M 4440\n", "2 1969 1 2 F 4454\n", "3 1969 1 2 M 4548\n", "4 1969 1 3 F 4548" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "births['day'] = births['day'].astype(int)\n", "births.head()" ] }, { "cell_type": "code", "execution_count": 20, "id": "2c2514c1-52dc-4487-825f-7eb427501477", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['1969-01-01', '1969-01-01', '1969-01-02', '1969-01-02',\n", " '1969-01-03', '1969-01-03', '1969-01-04', '1969-01-04',\n", " '1969-01-05', '1969-01-05',\n", " ...\n", " '1988-12-27', '1988-12-27', '1988-12-28', '1988-12-28',\n", " '1988-12-29', '1988-12-29', '1988-12-30', '1988-12-30',\n", " '1988-12-31', '1988-12-31'],\n", " dtype='datetime64[ns]', length=14610, freq=None)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "births.index = pd.to_datetime(10000 * births.year + 100 * births.month + births.day, format= '%Y%m%d' )\n", "births.index" ] }, { "cell_type": "code", "execution_count": 21, "id": "37d63633-2693-411b-9d4e-821f050cb4bc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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births
114009.225
24247.400
34500.900
44571.350
54603.625
.........
12274850.150
285044.200
295120.150
305172.350
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366 rows × 1 columns

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" ], "text/plain": [ " births\n", "1 1 4009.225\n", " 2 4247.400\n", " 3 4500.900\n", " 4 4571.350\n", " 5 4603.625\n", "... ...\n", "12 27 4850.150\n", " 28 5044.200\n", " 29 5120.150\n", " 30 5172.350\n", " 31 4859.200\n", "\n", "[366 rows x 1 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "births_by_date = births.pivot_table('births', \n", " [births.index.month, births.index.day]) \n", "births_by_date" ] }, { "cell_type": "code", "execution_count": 23, "id": "5cec9d0d-fac4-4ce3-b0cf-2178083099c4", "metadata": {}, "outputs": [], "source": [ "births_by_date.index = [pd.Timestamp(2012, month, day)\n", " for (month, day) in births_by_date.index] " ] }, { "cell_type": "code", "execution_count": 30, "id": "395d3899-9f1d-4809-be1e-f427e2b91c61", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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births
2012-01-014009.225
2012-01-024247.400
2012-01-034500.900
2012-01-044571.350
2012-01-054603.625
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2012-12-274850.150
2012-12-285044.200
2012-12-295120.150
2012-12-305172.350
2012-12-314859.200
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" ], "text/plain": [ " births\n", "2012-01-01 4009.225\n", "2012-01-02 4247.400\n", "2012-01-03 4500.900\n", "2012-01-04 4571.350\n", "2012-01-05 4603.625\n", "... ...\n", "2012-12-27 4850.150\n", "2012-12-28 5044.200\n", "2012-12-29 5120.150\n", "2012-12-30 5172.350\n", "2012-12-31 4859.200\n", "\n", "[366 rows x 1 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "births_by_date" ] }, { "cell_type": "code", "execution_count": 25, "id": "328d1cbe-6902-489f-9a7b-3da290c01f91", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (12,4))" ] }, { "cell_type": "code", "execution_count": 32, "id": "f2bf821c-723c-4853-a1d7-9ca484d55534", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\63517\\AppData\\Local\\Temp\\ipykernel_13876\\4018282542.py:1: UserWarning: This axis already has a converter set and is updating to a potentially incompatible converter\n", " ax.plot(births_by_date)\n" ] }, { "ename": "ConversionError", "evalue": "Failed to convert value(s) to axis units: '2012-1-1'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\axis.py:1822\u001b[0m, in \u001b[0;36mAxis.convert_units\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 1821\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1822\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_converter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munits\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1823\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\dates.py:1834\u001b[0m, in \u001b[0;36m_SwitchableDateConverter.convert\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1833\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconvert\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m-> 1834\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_converter\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\dates.py:1762\u001b[0m, in \u001b[0;36mDateConverter.convert\u001b[1;34m(value, unit, axis)\u001b[0m\n\u001b[0;32m 1756\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1757\u001b[0m \u001b[38;5;124;03mIf *value* is not already a number or sequence of numbers, convert it\u001b[39;00m\n\u001b[0;32m 1758\u001b[0m \u001b[38;5;124;03mwith `date2num`.\u001b[39;00m\n\u001b[0;32m 1759\u001b[0m \n\u001b[0;32m 1760\u001b[0m \u001b[38;5;124;03mThe *unit* and *axis* arguments are not used.\u001b[39;00m\n\u001b[0;32m 1761\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1762\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdate2num\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\dates.py:444\u001b[0m, in \u001b[0;36mdate2num\u001b[1;34m(d)\u001b[0m\n\u001b[0;32m 443\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m d\n\u001b[1;32m--> 444\u001b[0m tzi \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[43md\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtzinfo\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[0;32m 445\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tzi \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 446\u001b[0m \u001b[38;5;66;03m# make datetime naive:\u001b[39;00m\n", "\u001b[1;31mIndexError\u001b[0m: too many indices for array: array is 0-dimensional, but 1 were indexed", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[1;31mConversionError\u001b[0m Traceback (most recent call last)", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\IPython\\core\\formatters.py:402\u001b[0m, in \u001b[0;36mBaseFormatter.__call__\u001b[1;34m(self, obj)\u001b[0m\n\u001b[0;32m 400\u001b[0m \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[0;32m 401\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 402\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mprinter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 403\u001b[0m \u001b[38;5;66;03m# Finally look for special method names\u001b[39;00m\n\u001b[0;32m 404\u001b[0m method \u001b[38;5;241m=\u001b[39m get_real_method(obj, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprint_method)\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170\u001b[0m, in \u001b[0;36mprint_figure\u001b[1;34m(fig, fmt, bbox_inches, base64, **kwargs)\u001b[0m\n\u001b[0;32m 167\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbackend_bases\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FigureCanvasBase\n\u001b[0;32m 168\u001b[0m FigureCanvasBase(fig)\n\u001b[1;32m--> 170\u001b[0m \u001b[43mfig\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanvas\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprint_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbytes_io\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 171\u001b[0m data \u001b[38;5;241m=\u001b[39m bytes_io\u001b[38;5;241m.\u001b[39mgetvalue()\n\u001b[0;32m 172\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m fmt \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msvg\u001b[39m\u001b[38;5;124m'\u001b[39m:\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\backend_bases.py:2155\u001b[0m, in \u001b[0;36mFigureCanvasBase.print_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[0;32m 2152\u001b[0m \u001b[38;5;66;03m# we do this instead of `self.figure.draw_without_rendering`\u001b[39;00m\n\u001b[0;32m 2153\u001b[0m \u001b[38;5;66;03m# so that we can inject the orientation\u001b[39;00m\n\u001b[0;32m 2154\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(renderer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_draw_disabled\u001b[39m\u001b[38;5;124m\"\u001b[39m, nullcontext)():\n\u001b[1;32m-> 2155\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfigure\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 2156\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches:\n\u001b[0;32m 2157\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtight\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\artist.py:94\u001b[0m, in \u001b[0;36m_finalize_rasterization..draw_wrapper\u001b[1;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[0;32m 92\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(draw)\n\u001b[0;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdraw_wrapper\u001b[39m(artist, renderer, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m---> 94\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 95\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m renderer\u001b[38;5;241m.\u001b[39m_rasterizing:\n\u001b[0;32m 96\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstop_rasterizing()\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\artist.py:71\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[1;34m(artist, renderer)\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 69\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[1;32m---> 71\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 72\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 73\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\figure.py:3257\u001b[0m, in \u001b[0;36mFigure.draw\u001b[1;34m(self, renderer)\u001b[0m\n\u001b[0;32m 3254\u001b[0m \u001b[38;5;66;03m# ValueError can occur when resizing a window.\u001b[39;00m\n\u001b[0;32m 3256\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpatch\u001b[38;5;241m.\u001b[39mdraw(renderer)\n\u001b[1;32m-> 3257\u001b[0m \u001b[43mmimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_draw_list_compositing_images\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 3258\u001b[0m \u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43martists\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msuppressComposite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3260\u001b[0m renderer\u001b[38;5;241m.\u001b[39mclose_group(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfigure\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 3261\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\image.py:134\u001b[0m, in \u001b[0;36m_draw_list_compositing_images\u001b[1;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[0;32m 132\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m not_composite \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m has_images:\n\u001b[0;32m 133\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m artists:\n\u001b[1;32m--> 134\u001b[0m \u001b[43ma\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 135\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 136\u001b[0m \u001b[38;5;66;03m# Composite any adjacent images together\u001b[39;00m\n\u001b[0;32m 137\u001b[0m image_group \u001b[38;5;241m=\u001b[39m []\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\artist.py:71\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[1;34m(artist, renderer)\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 69\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[1;32m---> 71\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 72\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 73\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\axes\\_base.py:3181\u001b[0m, in \u001b[0;36m_AxesBase.draw\u001b[1;34m(self, renderer)\u001b[0m\n\u001b[0;32m 3178\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artists_rasterized:\n\u001b[0;32m 3179\u001b[0m _draw_rasterized(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_figure(root\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m), artists_rasterized, renderer)\n\u001b[1;32m-> 3181\u001b[0m \u001b[43mmimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_draw_list_compositing_images\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 3182\u001b[0m \u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43martists\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mroot\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msuppressComposite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3184\u001b[0m renderer\u001b[38;5;241m.\u001b[39mclose_group(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124maxes\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 3185\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstale \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\image.py:134\u001b[0m, in \u001b[0;36m_draw_list_compositing_images\u001b[1;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[0;32m 132\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m not_composite \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m has_images:\n\u001b[0;32m 133\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m artists:\n\u001b[1;32m--> 134\u001b[0m \u001b[43ma\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 135\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 136\u001b[0m \u001b[38;5;66;03m# Composite any adjacent images together\u001b[39;00m\n\u001b[0;32m 137\u001b[0m image_group \u001b[38;5;241m=\u001b[39m []\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\artist.py:71\u001b[0m, in \u001b[0;36mallow_rasterization..draw_wrapper\u001b[1;34m(artist, renderer)\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 69\u001b[0m renderer\u001b[38;5;241m.\u001b[39mstart_filter()\n\u001b[1;32m---> 71\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 72\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 73\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m artist\u001b[38;5;241m.\u001b[39mget_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\text.py:762\u001b[0m, in \u001b[0;36mText.draw\u001b[1;34m(self, renderer)\u001b[0m\n\u001b[0;32m 760\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39mma\u001b[38;5;241m.\u001b[39mis_masked(y):\n\u001b[0;32m 761\u001b[0m y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mnan\n\u001b[1;32m--> 762\u001b[0m posx \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mfloat\u001b[39m(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert_xunits\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 763\u001b[0m posy \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mfloat\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconvert_yunits(y))\n\u001b[0;32m 764\u001b[0m posx, posy \u001b[38;5;241m=\u001b[39m trans\u001b[38;5;241m.\u001b[39mtransform((posx, posy))\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\artist.py:278\u001b[0m, in \u001b[0;36mArtist.convert_xunits\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 276\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ax \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m ax\u001b[38;5;241m.\u001b[39mxaxis \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x\n\u001b[1;32m--> 278\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mxaxis\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert_units\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mD:\\miniconda3\\Lib\\site-packages\\matplotlib\\axis.py:1824\u001b[0m, in \u001b[0;36mAxis.convert_units\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 1822\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_converter\u001b[38;5;241m.\u001b[39mconvert(x, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39munits, \u001b[38;5;28mself\u001b[39m)\n\u001b[0;32m 1823\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m-> 1824\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m munits\u001b[38;5;241m.\u001b[39mConversionError(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFailed to convert value(s) to axis \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m 1825\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124munits: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n\u001b[0;32m 1826\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ret\n", "\u001b[1;31mConversionError\u001b[0m: Failed to convert value(s) to axis units: '2012-1-1'" ] }, { "data": { "text/plain": [ "
" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.plot(births_by_date)\n", "fig" ] }, { "cell_type": "markdown", "id": "5db98643-4ca9-49af-b96e-c1769456a596", "metadata": {}, "source": [ "添加文字标题" ] }, { "cell_type": "code", "execution_count": 31, "id": "eb996f3a-785a-4f90-800b-e18a57a49272", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 4)) \n", "births_by_date.plot(ax=ax) \n", "\n", "# 在图上增加文字标签 \n", "style = dict(size=10, color='gray') \n", "\n", "ax.text('2012-1-1', 3950, \"New Year's Day\", **style) \n", "ax.text('2012-7-4', 4250, \"Independence Day\", ha='center', **style) \n", "ax.text('2012-9-4', 4850, \"Labor Day\", ha='center', **style) \n", "ax.text('2012-10-31', 4600, \"Halloween\", ha='right', **style) \n", "ax.text('2012-11-25', 4450, \"Thanksgiving\", ha='center', **style) \n", "ax.text('2012-12-25', 3850, \"Christmas \", ha='right', **style) \n", "\n", "# 设置坐标轴标题 \n", "ax.set(title='USA births by day of year (1969-1988)', \n", " ylabel='average daily births') \n", "\n", "# 设置x轴刻度值,让月份居中显示 \n", "ax.xaxis.set_major_locator(mpl.dates.MonthLocator()) \n", "ax.xaxis.set_minor_locator(mpl.dates.MonthLocator(bymonthday=15)) \n", "ax.xaxis.set_major_formatter(plt.NullFormatter()) \n", "ax.xaxis.set_minor_formatter(mpl.dates.DateFormatter('%h'));" ] }, { "cell_type": "markdown", "id": "e04b68a1-15bf-4286-ba72-b9f5cbc253f5", "metadata": {}, "source": [ "### 4.11.2 坐标变换与文字位置" ] }, { "cell_type": "markdown", "id": "c94ff0d8-25ab-479d-b4fa-ac2579669d65", "metadata": {}, "source": [ "### 4.11.3 箭头与注释\n", "plt.annonate 既可以画箭头 又能注释" ] }, { "cell_type": "code", "execution_count": 34, "id": "d21676de-15a2-4ad0-9fb6-021c50dcc345", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots() \n", "x = np.linspace(0, 20, 1000) \n", "ax.plot(x, np.cos(x)) \n", "ax.axis('equal') \n", "ax.annotate('local maximum', xy=(6.28, 1), xytext=(10, 4), \n", " arrowprops=dict(facecolor='black', shrink=0.05)) \n", "ax.annotate('local minimum', xy=(5 * np.pi, -1), xytext=(2, -6), \n", " arrowprops=dict(arrowstyle=\"->\", \n", " connectionstyle=\"angle3,angleA=0,angleB=-90\"));" ] }, { "cell_type": "markdown", "id": "6b33d8fb-c1cf-4cfd-b805-c06a578c2ee7", "metadata": {}, "source": [ "## 4.12 自定义坐标轴刻度" ] }, { "cell_type": "markdown", "id": "7eb0de5e-b71e-4732-8b2e-aa5502f2b97e", "metadata": {}, "source": [ "### 4.12.1 主要刻度与次要刻度" ] }, { "cell_type": "code", "execution_count": 35, "id": "cf2fabf0-50ce-4984-9548-0ec86c7d0a80", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt \n", "import numpy as np \n", "ax = plt.axes(xscale='log', yscale='log')" ] }, { "cell_type": "markdown", "id": "0e5fdd53-a272-49bd-bef8-4f226eee9d6b", "metadata": {}, "source": [ "**!每个坐标轴的 formatter(刻度) 与 locator 对象(标签)** 设置坐标轴" ] }, { "cell_type": "markdown", "id": "3150cda8-8bfa-4a7c-a6a6-6895ff51b8a5", "metadata": {}, "source": [ "### 4.12.2 隐藏刻度与标签" ] }, { "cell_type": "code", "execution_count": 38, "id": "4275d1bc-1ae2-4722-9f4a-06028ef1e940", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes() \n", "ax.plot(np.random.rand(50)) \n", "\n", "ax.yaxis.set_major_locator(plt.NullLocator()) # 隐藏刻度\n", "ax.xaxis.set_major_formatter(plt.NullFormatter()) # 隐藏标签" ] }, { "cell_type": "markdown", "id": "20afdeff-30d4-4164-95f9-86bae7305cca", "metadata": {}, "source": [ "比如人脸数据图像,不需要刻度" ] }, { "cell_type": "code", "execution_count": null, "id": "c94d80e3-ca9f-4bb3-871a-46e189995099", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 40, "id": "a0c1035b-b1c8-47b4-b25b-7b119c68266e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "downloading Olivetti faces from https://ndownloader.figshare.com/files/5976027 to C:\\Users\\63517\\scikit_learn_data\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(5, 5, figsize=(5, 5)) # 行,列,fig宽高\n", "fig.subplots_adjust(hspace=0, wspace=0) # 调整subplots\n", "\n", "# 从scikit-learn获取一些人脸照片数据 \n", "from sklearn.datasets import fetch_olivetti_faces \n", "faces = fetch_olivetti_faces().images \n", "\n", "for i in range(5): \n", " for j in range(5): \n", " ax[i, j].xaxis.set_major_locator(plt.NullLocator()) \n", " ax[i, j].yaxis.set_major_locator(plt.NullLocator()) \n", " ax[i, j].imshow(faces[10 * i + j], cmap=\"bone\")" ] }, { "cell_type": "markdown", "id": "d93575cf-785f-4522-b43c-55eb4c30447b", "metadata": {}, "source": [ "### 4.12.3 增减刻度数量" ] }, { "cell_type": "code", "execution_count": 41, "id": "c19ae1be-c93a-4ca6-9b10-437ad8be9e83", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(4, 4, sharex=True, sharey=True)" ] }, { "cell_type": "markdown", "id": "e4129499-ba81-4af5-b10e-06a7f1524555", "metadata": {}, "source": [ "### 4.12.4 花哨的刻度格式" ] }, { "cell_type": "code", "execution_count": 43, "id": "28444659-bea4-45d9-9d12-9ade37b99106", "metadata": {}, "outputs": [ { "data": { "image/png": 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RyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyZJZQ8yhQ4fQs2dPVKpUCQqFAlu2bDHn7YiIiKgcsTLnxTMzM1GvXj288cYb6Nu378tf6OEFQOcDWNkA9h6AjZPpCllGPcnJQ0KGBtnaPGhydcjS5CAmHbgclwYnOxvYWavg7mANGyuVpYtKREWlzQYyHwE5WUBeDhSaJ3DLvCG+V9q7AGp7wM4NUNtauqSlmiAISNfkIikjB0+0ecjTCXiiycHtdODaw3S4ONjC3loFFzs1rFR8cFEamTXEdOvWDd26dSv2ddQrewE2imc2OABOFQDnyoBnCOBVA/CqDlR8BbB3L/b95CJTk4sL91Nx41EGoh9lIPpxBu4nP8GjdA0yNLlGzrDCDxeP621xd7CGt5MNKrvaoVoFR4R4O6F6RScEV3BkwCGyJE0GEBcFPL4KJNwAEq4DybeBjMdATrreoVYAWgPA9c/1r2HvAThVAlz+ea+sUBvwrgl4Vi9XASc+LRvn7qYg+nEmbj3OQExCJu4lP0FipgbaPMHIGVb4/mJE/lcqpQLeTjbwcbFFZTd7hHg7ooaPM2pUdIKvmx0UCoWRa1BJMGuIKSqNRgONRpP/dVpamvEDtZlA0i3xdfuw3i7BMwSCbxPofJtCCGoHOFU0Z5FLVHJWDo7eTETknWScjU3Ftfh06Iz9/hVBUmYOkjJzcPVhOvZffZS/3dpKibqVnRHq74ZGga5oGugOO2uGGgDQarV6/6WXw3o08CQZipgDUNw5CuW9U8Djy1AIuuJdMytRfMVfAK7vzt8sqKwhVGoIwa+Z+ApoLrbelAGCIOB2YhYO3UjAqTspOHcvFXGp2cW6Zp5OQFxqNuJSs3EmNkVvn5u9Go0C3NA40A1NAt1Qs6ITlEqGmpL6vVYIglDMP4OFvJFCgc2bN6NPnz4FHjNz5kzMmjVLsj11mhOcbV7uhyLFLhDxLvUQ59IQqXaBgMwSc/wT4FyiApdTlLidDgiwTPnVCgHBLgJquwl4xV2Ai7VFikFUpjhmx6FSyklUSDsHt8xoKFAib8cSeQo1HjvVwkOXBoh3aYBstZtFyvGydAJwI02Bc4kKXElRIEljufd5Z7X4PlnHXUCIs4Dy+tkvKysLQ4YMQWpqKpydnc12n1IVYoy1xPj5+SHlIze4WOcVuwyCRzXoaveDrk5fwK1Ksa9nLnGp2dhx4SH+OB+Hy3HpLz7hBVRKBaxVSuTl5SJXUBS79UapAMKCPNC7ng861fKGo02patAzO61Wi3379qFTp05Qq9WWLo5sldt6THsA5aUNUF7aDEX8hWJfTlBaASo18vIEqAQtFELx3isFKCBUaQ1dnQEQavQArB2LXUZzEAQBUfdSse1cHHZfikdCRk6xrqdQAFZKBayUCuTl5SFHV/wg5GCjQvc6FdGnvg8a+buVqxaaxMRE+Pj4mD3ElKq/PjY2NrCxsZFsz/3XDcDNFdBmARmPgIx4IP0hkBwDPL4mPjN+fA3IfX6ToSLxJlSH5kB1aA5QpTXQeBxQvTugsnw16HQCjkYnYEXEHfx5Jb7QQcNKqUA1b8f8VxVPB1R0toWXkw08nWzgYG0FlVIBrVaLnTt3in2UlFbI1OTicYYG8WnZeJiajZiETFyPz8D1+HTEJmU9v6wCcDQ6EUejE2H3hwp9GlTCyOaBqFHRfD+opZFarS5ff3zNpFzUo04HxBwAIpcA13YBhQ0aSivAqybgFQJ4BAMe1QDnSoCjN+DgBdg4Q6FU5v9+d+/WDWqlAORkiu+VafeB9Djx0Xv8ZeDRZSDlznNvqYAARcxBKGMOArs/AF7pBzR5C6hYp/j1YAIZmlxsOXsfq07E4kpcAV0OjHC0sUKtSs6o6uWAIE9HBHo6wNvJBu4O1vBwtIa9tfh34Glddu3aDXkKJTKycxGfpsGD1CeIS3mCmIRMXH2YjqsP05H65PmPTDI1eVh/+j7Wn74PXzc7DG7ijyFN/OHmUPabskvqd9ryf70LS6kSRyXZOAEeVaX7c3PEnvl3jwOxEcCtg4DmOT/gMYfEl1MloPEYoPFYwM7VbMUvSFZOLn6PvIvlEXdwKyHzhcfbqpUIC/JAkyoeCA1wQ11fF9iqC99eqVAooLZSwtrKGm4O1gipIB3plfpEizOxyTh1OwknbiXh7N0U5BWQqp5o87Dm5F2sOXkXTau4Y1TzQHSuXRGqcvSJg6hAOVnAmeXAyQVikHgRK1sgsBVQpRXg2xjwqQ9YF6GvikIBWFn/M5LTHfCuIT3mSQpwLxK4c0x83YssOFRp/yn/meVAQEug6VsW++B3NykLiw7fwsbT95CZ8+IQ6OVkg9bBXmhaxR0N/F1R1cuxSC0hSqUCNmor2FtbwdvZFq/4uujtFwQB95KfIPJ2Ek7GJOH4rUTcTiz4A+C95Cf4es81zN1/A681qIw3WlRB9YocaVtcZv1JzMjIwM2bN/O/jomJQVRUFNzd3eHv72/am1lZA76h4itsApCnBWKPAzf2AJe3FfzpI/0B8NfnwNEfxSDTbDzg6GXashm7bbYWyyPu4NcjMUjMfH4zqJeTDbrXqYj2NSugaRX3IoWWl+Fip0a76t5oV90bAJCSlYOD1x9j/5VH2H8lvsA3kBMxSTgRk4QgLwdMbFcNvepV4rBEKp+yU4HIxUDEPCAr4fnHOngDtfsAIV2AgBaA2s68ZbNzBYI7iS8AeJIM3PgTuL4LuL5XMvIp350j4su9KtD6A+CV/iUSZm7EpyP8QDS2nntQ4Iepp2pXckb3V3zQvoY3alR0MuuoIYVCAT93e/i52+P1hr4AgFuPM7D/yiPsuxyPyDtJMNZZQ5Orw9rIu1gbeRfta3jjvQ7BqOfnarZylnVm7RNz4MABtGvXTrJ95MiRWLZs2QvPT0tLg4uLCxISEuDh4fHyBREE8dPG+d+BixuBJ0kFH2tlBzR6A2g1FXAoxj0LkKHJxaJDt7D0aAzSso0NgxY5WKvQo64PetevjGZBHsVu2chvbu7evVjNfE9y8vDnlXhsOXsfB64/fu6bSoCHPSa0rYbXG1YuU2HGVHVZ3pXJetSkA8d+Bo6HA5rUgo9TOwB1XhODQGArsaW5GExWlzlZwLWdwPl1wM39z3/s5R4kvk/WHWiWMBP9OAPf7LmGXRcfPvc4P3c79Gvoh571fBDkVfz+O6aqy4ep2dgSdR8bT9/DjUcZzz22LIaZxMREeHp6lp2OvS/DZCHmWdps4PJWIHKRGGwKYuMMtHhPbJkpSnNuQbfN02HNyVj8+OeN57a8BHs7YkRYAF5r6GvSDrPm+IMRn5aNVSdisfpELBIyNAUeV83bER91q4H2NbzLxHwKZfKPrwWUqXrM0wKnlwEHvwQyHxd8nHctoNFo8Q+/rene2M1Sl+kPgVNLgVO/ihPrFcQzBOj0udiSZILf70dp2fhh/w2si7xb4IckpQLoULMChjb1R+tgL5N2mDV1XQqCgKi7Kfjt2G3suBBXwLw0oq61K+Kj7jUQ4OFQ7PtaWkmFGPn0iTEVtS1Qb6D4enBWfIx0aQtgOLRRkyY+ZopcDLT/BKg3BFAWvTVBEATsuRSPL3dfRcxz+ry0q+6FN1tXRbMgd9n8oa/gbIspnUIwsV017LoYh4WHbuHSA2k/pJuPMjDmt1NoXtUD07vXRJ3KLkauRiRDggBc3Q7smwEkRRd8XLVOQMvJ4uMimfx+w6ki0O4joNUU8T0y4mfg4XnpcQnXgTUDxcESnWcDPnVf6nZPcvIQfuAmFh2OwROt8RYgO7UKg5v4Y0yrKqjsaubHbiaiUCjQwN8NDfzdML17Taw8EYuVx+8gyciH2d2XHmL/1XiMah6Iie2D4WIn83BfAspfiHlWpQZA/2VAuxvAke/FJlSdwSOe9Dhg6wTxU1aPbwGfeoW+fExCJj7dehGHbxT8TLxr7YqY2L6arP+wW1sp0bt+ZfSqVwl/XX2Euftv4Nw9aVP6sehE9Pz5CAY38ceHXWrAxZ6/oCRjidHAzg+A6P0FHKAAavUCWk4BKtUvyZKZlpWN+KGv7gDg+h7g4BzxA6ChmEPAgtZAwxFAx5mFnj1dEATsvRyPz/64jPspT4we42xrhVHNAzGqRRW4y3hkj/c/H/zebhOElcfvYMHBW5KWeW2egEWHY7Dh9D180KUGBjX2K1dDs4uqfIeYpzyDgT7zgDYfAn/PFsOMoXuRwMK2Yuffdh8/dyRTtjYP8w5EY/6BaOTkGZ9xs2PNCvigS/Uy1TtdoVCgQ80KaF/DGwevP8Y3e6/h4n39lhlBAFafiMWeiw/xyas10ad+Zdm0PBEBALRPgMPfAUd/APIKeDQc0hXoMAOoUKtEi2ZWCgVQvav42Ojmn8Bf/xWXRdAjAGd+A67uALr8nxh8nvP7fTshEzP/uIQD14w/grNVKzGmZRW81aYqnG3Lzocee2srvNm6KoY1C8DK43cQfiAayVn6w7WTs7SYvvkCNp65h/977ZUy9bfClMpOb0tTcAsAXl8IvHUICJJ2SIagA04uBH5pIv6SGnHiViK6/HAIc/ffMBpg6vm5Yt2bzbB4ZKMy+0OpUCjQtro3tk1oie8G1IOPi3SNlsTMHLy/7hyGLDqB24UYWk5UKtw5BswLAw59ZTzAVA4FRu0EhqwrWwHmWQqFOLJp3N/AawvFNewMZSUAm98ElvcWW6wM5OkELDp0C11+OGQ0wKiUCgxu4o+DH7TDB11qlKkA86ynYebAB+3wZusgqFXSwHf6TjJ6zD2ML3dfxZNCDC0vbxhijPGpB4zYAgzdKA4nNJQRD6wdAmx6E8gSRzo9ycnDrD8uYeDC47hjZK6Ais62mDu4AbaMb46mQaYf9VQaKZUKvN7QF3/9qy2mdg6BnZGh4RG3EtHtx8NYHnEbuuJOJUxkLjmZwK4PgaXdxUk2DTn5AH2XAGP3A4EtSr58lqBUio+ZJp4S+w2qjXRGjTkIzG8JnFwkTvgHsY9cv/nHMHvnFWhypR/0woI8sOu9Vvji9VdQwbl8LFLpYqfG9O418eeUNuhWR7reX65OQPiBaPSYexhRd1NKvoClGB8nPU9wR6BKBHB0LnD4G+mMwOfXAbcO4HrT/+LN415GJzpSKRUY3SIQ73UMKXfT8z9lZ63CxPbBeK2hL2Zuu4R9l+P19j/R5uHTrZew59JDfNWvnmw67FE5cecYsGW88fCiUAHN3gHaThMn4iyPrO3FeWPqDhKD3jWDVmptFrBzKoQr27Ha5wPMOpSOHCPhxdvJBp+8Wgs96/qU20fMAR4OCB8WisM3HuOTLRclH4hvJWSib/gxjG9bFe+2D4a1FdshWAMvYmUDtPkAmHBCHGFgKCMeIfvH4e3UH2AH/ZATGuCGHZNa4uMetcptgHlWZVc7LBrRCAuHh6KSkUdMR28mosv3h/D7qbsoxSP/qbzI04qjjgpqffFtArx9GOgyu/wGmGe5+gGDVwODVgPOvpLdipgD6Hm0H3oJf+PZ0aAKBTCqeSD2/6sNetWrVG4DzLNaBXthz+TWmNiuGqwMOvXm6QT89NdNvDbvKK49LP7aenLHEFNYboHA0PVA73mAjXQk0SCrA/jD+hPUVNyBjZUS/3m1Fn5/K6zcrSdUGJ1rV8S+KW0wrJl01uYMTS7+veE83lsbhfTsklnKnUgiKQb4tYvYeddw+gUrW3Eo8ejdQIXalihd6Vajh/ihr/E4yS5nxRN8o16Aueqf4YgsBHrY4/e3wjCzV204ldF+Ly/LVq3C1C7VsfO9VqjnK/2bc+lBGnr+fAQrjt8p1x/6GGKKQqEAGgzF3nZbcFhoINldTfkA22z+gyPtbmBMi0CuH/QcDjZW+G+fV7BiTBOjHX+3nXuAV386ggtGhmoTmdWFDcD8VsD909J9vk2At48AzScWe5bdMs3GEU86fYklQd/jviDtA9hLFYFDLjOwe4AzGgcWbih2eRVSwQkb32mOKZ1CJK0yObk6/GfLRUxcfRZp5fRDH0NMEWRr8/DhhvN4c0schmum4gPtm8gQ9P8Aq5ELr8P/ETv+PkmxTEFlpFWwF/a83xr9Q6XNz3cSs/B6+FEsORJTrj9pUAnRPhHnhNo4Rrp+kFItzko7erc4JQM9V/TjDPT+5Qg+v1wBXTVfYkNea8kx7pr7sP2tC3B8PowuMkT5rFRKTOoQjC0TWiDYW7q0wo4LcXh17hGcv5dS8oWzMIaYQrqblIW+4cew7tTdf7YosD6vLV7NmY1rSiMjmK7tFOeVib9UksWUJWdbNb7uXw/zhzWEk61+3yFtnoDPt1/GhNVnkKEpeK0pomJJvgMs6QycXSnd514VGPsn0GISW18KYffFh+j981FcjxfXC0qHPaZq38ZbOe8jS2nwB1inBXZ/CPw+XFx3ip6rTmUX/PFuS4xuUUWyL/afv1HLI26Xqw99DDGFcOj6Y/T8+YjRKfVDGzSG79QjQNhE6YnJMcDijmLzNL1Q1zo+2DmpFRr4u0r27bzwEK/9cvS5SzcQvZSb+4GFbYxPqV9viDhvlJxn3C0heToBX+6+irdXnpZ84LBTq9Dh9TGwe/cY4NtYevKVP8T3SiNzypA+W7UKn/ashUUjGkmWJdDmCfh06yX8e8N5ZBewdENZwxDzHIIg4Je/b2Lk0pNIMZhN0cFahe8H1sO3A+rBwd5eHKEwdCNg76l/EW2W2Dy9a5o42oGey89d7Oj3dhtp69aNRxno9fMR7L8Sb+RMoiLS6YBDXwMr+wJPkvX3WTsCry8CXgsHbIq/MnJZl5ihwchfTyL8gDSE1KjohO2TWmJAIz8o3AKAN3aJi+saenwVWNhOXNqAXqhTrQrY+V4rhAa4SfatP30PAxdEIC7V+DIOZQlDTAEyNbl4Z+UZfL3nmuRxbVUvB2yd2BKvNTDoxxHcEXjroDhrp6ET4eLslZmJ5it0GaFWKTGtWw0sfaMxnA0eL6Vn52LMb6fww5/XOTkevTxNhvgI46//QjL6yCMYGPeXOGU+vdCVuDT0+vkojtyUrhH3WoPK2Dy+Bap6PRMEVWqg02fA0A2Arav+CZpUYPVA4OBX+ZPjUcEqu9ph7ZvNjH7oO3cvFT1/OoKTMUkWKFnJYYgxIi71CfrPj8DuSw8l+7rUroAtE1qgmpHOVQAAF1/xk0boG9J9d44Ci9sDj6+ZuMRlU7vq3vjj3ZaoYWR5hh/+vIEJq89wGm4qutT7wNKu4urThmq8KgYYr+olXy4Z2n8lHv3Cj0kWbrRSKjCrV218N6Ae7KwL6EcU3Al48wBQoY7BDkFcw279CCBHOoEo6Xv6oS98aEPYG9R1QkYOhiw6jlUn7liodObHEGPg/L0U9P75KC7H6fd/USqAf3etjvnDQl88n4GVDdDzB6DXz4DKRn9f8m1gcScg+i+TlrusCvBwwKbxzdGzXiXJvl0XH2LQwgg8Ss82ciaREffPAIvaAw8v6G9XKMWVlweuBGw5t9OLCIKAxYdvYezyU8g0+CDh7WSDdW81w8jmgS+euM69CjBmL1Cnr3TflT+AZd2BdOmHSZLq9ooPNo9vgQAPe73tuToBH2++iNk7LiOvDLZeM8Q8Y9eFOAxYEIFH6Rq97S52aix7ownGt61WtNkkGw4Xh2QaLpCmSQVW9gMiF5ug1GWfvbUV5g6qj0961ITh1Dvn7qXitV+O4epDaadrIj2Xtoiz72YY/FG0dQWGbQRavv/cFZdJlJOrw/TNF/DfHVckj9ob+rti+6SWCA0owtwv1g7iulOd/yuGyWc9OAss6sBRnoVUvaITtk1oiTYhXpJ9iw7H4J2Vp5GVU7ZGeTLE4H8deN9ZdQbZWv3nsEGeDtgyoQVaG/mhKJTKDcXm6UoNDW6aB+z4l9jhV8dHIi+iUCgwtlUQlo9uKhmGfT/lCfqFR+Dva48sVDoq1QQBOPwtsH4kkGvQ0dGjmvj7WbW9ZcomM6lZWoz89STWnLwr2denfiWsHtcM3k4vsWijQgE0fxcYtkk6I3raPWBJF+DGny9Z6vLFxV6NX0c1xjttpf1k9l6Ox8AFx/Eorey0Xpf7EJObp8O0jRfw9R5pP5WwIA9sGt8cVTyNrM5aFE4VgVE7gFq9pftOhANrh/LZbyG1DPbE5vHN4eeuv0hkhiYXY5ZFYkXEbcsUjEqnvFzgj0nA/s+k+wJbAWP2AR5G5nkiifspT9B3/jFE3JIOTpjaOQTfD6wPWyMr1RdJ1XbA2H2Aa4D+9px0YHV/cTVseiGVUoEPu9bAV/3qSmb5vXA/FX1+OVpmWq/LdYh5kpOHt1acfmYCu/8Z1NgPy8c0gau9tWluZm0P9FsmrvZq6PouceRSVtnuRW4q1bydsGV8C8nQQp0A/GfrJXy952q5muyJCpCTBawbCpxZLt3XcAQwfDNgzynvC+PqwzS8Pu8obj7K0Ntuq1Zi3tCGmNg+2HQLN3pVF1vH/Jrqbxd0wM6pwJ8zOcNvIQ1oJP4dMxzl+SA1G/3CI3DMyIgyuSm3ISYpMwdDFh/H/qv6jyAUCuDj7jXxxeuvQK0ycfUolUD7T4DXFgAqg3B076S44FxKrGnvWUZ5ONpg1dim6GWkw+8vf0fjw43nkZvHIZrlVmYisLwXcH23wQ6FuHhjz7niUF96oYjoRPQPj0B8mn5fQW8nG/z+Vhi6v+Jj+ps6eAIjthnv8Hvke2DrRLGVjV6oeVVPbJ7QAv7u+h1+MzS5GLU0EjvOx1moZKZRLkPMveQs9Jt/DGdjU/S221gpMX9YKMa1DjLvcvD1BgEjtgK2Bs9+E66LI5cMR06QUbZqFX4cVB+TOkjXsvn91D28teI0h2CXR8l3xA8E9yL1t1vZAgNXiIs3sgNvoew4H4eRv55EusEMvNW8HbF5QgvU9XU1383VtsDri4HW/5bui1optrLxMXyhVPVyxObxzSWt1zl5OkxccwbLZfwYvtyFmCtxaXh93jHceqw/fb2LnRqrxjZFl9oVS6YgAc2B0XukI5cyHoojKGIOlUw5ZE6hUGBKpxDMef0Vycil/VcfYeji40jOzLFM4ajkPbwgroGUeEN/u62r+MGhZk+LFEuOlh6NwcQ1Z5Bj0KLZKMANG94OQ2VXuwLONCGlEmj/MdDrJ+nIpeu7+Ri+CJ62Xnd/Rf9vnCAAn269hG/3XpPlY/hyFWKO30rEgPnSIdSVXGyx4e0wNCrpJeG9a4pzJHjV0N+uSROnQr+0pWTLI2ODmvhjwfBGsLHS/5E+E5uC/gsiJJNxURl0+6jxIdTOvuIHBv9mlimXzAiCgK/3XMWsPy5Lup50qV0BK8c2NV1fwcJqOAIYuEpsTXvWvZPAr12B1HslWx6ZslWr8NPghhjeLECy76e/bmL65guyewxfbkLM31cfGW0WrV7BCRvHN0dwBemssCXCxVecS8a/uf72vBxgwxvGV9UlozrVqoBVY5tKFkW7+SgD/cKPIfpxRgFnkuzd2AesfF38APAs71riBwXvGsbPIz06nYCZ2y7hl7+layANbxaAeUNDiz8C6WXV6P7PY3hX/e0J18TH8I+vW6RYcqNSKvBZ79qY0ilEsm/NybsYv+qMrBaPLBchZsf5OIxbfgqaXP2E2STQHb+/FQYflxJoFn0eOzdxpIRhU7egA7ZOAI7Pt0y5ZKhRoDvWvx0GHxf9T2xxqdkYuCACl42sRE4yd2kzsGYwkGsw90VAC3EJEJfKxs8jPbl5Onyw4Tx+i5BOUT+1cwg+610bKsNntiXNv5nxCUTTHwBLuwFxRlYiJwmFQoFJHYLxf69JH8PvvRyPsb+dks2keGU+xPx+6i7eXXMGuQbTLXeuVQHLxzSBi30pGaGgtgX6/wY0Gi3dt/tDcbVdGT6vtISQCk7Y+E5zBBusb5WQkYNBCyNwJja5gDNJds6uBDaMBnQGK8TXeFWcOM3O1SLFkhtNbh4mrj6LjWf0H8soFMCc118x7RDq4nr6GN7TYH2rrATgt1eBu5HGzyOJIU39MW9oQ1gbPIY/cjMBI5acRFq2toAzS48yHWKWHo3Bvzech+FyEa83rIx5Qxtarlm0IEoV0OM748vU//VfYN+nDDKFVMnVDuvfDkM9P1e97WnZuRi2+ASORct/foRy7/h8saVSMHiGX2+w+IFA/RIzx5ZDT3LyMG75acmCt1ZKBeYOaoBBTfwtVLLnePoYvnIj/e3ZqWJnXw6MKLSudXywfHQTONnozyVz6k4yhi46gaRSPjCiTIYYQRDw8183MOuPy5J9I8IC8E2/erAy9RwwpqJQiMvUd/hUuu/YXGDHFC5RX0iu9tZYNbYpmlbR77CdlZOHN5ZG4q+r8RYqGRWLIIgtk7s/lO5rPA7oPQ9QWUn3kURathYjfj2BQ9cf6223sVJi4YhQowuvlhr27sCILeLMy8/SZgKr+gPX91ikWHLULMgDq8c1g6vBk4kL91PFRXZL8TIFpfQv+csTBAFzdl/FN3ulnbzeaVsVs3rVhtLSz3ULo9W/gG5fS7ef+hXY/CaQV/qb+UoDRxsrLHujCdpW11/7SpOrw5vLT8t+oqdyRxDEFsm//ivd13IK0P1rcVguvVBihgZDFh1H5G39x6sO1ir8NroJ2teoYKGSFYGNEzB0PVCtk/723Gxg7RCxvxQVyiu+Llj3Zhi8nGz0tl+Pz8CABRG4l1w65+QpU7/tOp2A/2y9iAUHb0n2fdClOj7sWqP0PNctjKZvAn3CpfMjXFgPrB8F5JbuZr7Sws5ahYXDG6FbHf35EXJ1At5dcwa/G1l2gkohnU5cNPXYXOm+DjOAjjM4iV0hPU7XYNDC47h4X7+ju4udGqvGNUOzIA8LlewlqO2AQaula9PpcsX+UmdXWaZcMlS9ohN+fysMlQwGRtxOzMKA+RGIScgs4EzLKTMhRqcTMH3zBaw8Lp22f1av2pjQrpoFSmUC9YcA/ZcBSoMOyFe3/7Mqr8boaaTP2kqJnwY3QN+GvnrbdQLw7w3nsfoEl3so1XQ6YPt7wKkl0n3dvwFaTSn5MsnUo7RsDFoYgRsG6yB5/bOMQH2DfmSyYGUN9P0VqDdEf7ugA7aOF1uwqVCqeDpg/TvNEeihv0zBg9RsDFgQgZuP0i1UMuPKRIjJ0wn4cON5rI3U/0StVABf96uLkc0DLVMwU6nVGxi8FrAyGAp+bSewbhigLb3PK0sTK5USX/erixFh0omepm++gBXHpUNLqRTQ6YA/3pUu5KhQAn3mA03GWaZcMhSflo1BC48j2mDG8squdlj/VhiqV7TQfFmmoLICev8i9osytP19roBdBJVd7fD7W2EIqaA/wvNpC971+NITZGQfYvJ0Aj7YcA7rT+sPDbRSKvDT4Ibo38jPQiUzseCOwLANgNpBf/uNveKzXy1npC0MpVKBWb1q4522VSX7/rPlIpYdjbFAqahAujxg20TppI9KK7GFsv5gixRLjh6migHmlsEjgQAPe6x/OwyBng4FnCkjSqXYL6rl+9J9O6dyzq0i8Ha2xbo3w/BKZf01/sSpKo7j6sPSMeeWrENMnk7A1PXnsOnMfb3tapUC84Y2RI+6Zlhd1ZICWwLDNgLW+ukY0fuBNYO4GFohKRQK/LtLdbxnZOHImX9cxuLD0j5VZAG6PHEIdZRBnwalGhiwXNoHggoUl/oEgxZK+zRU8XTA2jeboVJJrINUUhQKoONMoO1H0n27PwQifinxIsmVm4M1Vo1riob+rnrbkzJzMHjh8VIxeahsQ0xung5Tfo/C5rP6AcZapUT40FB0LqmFHEtaQJg4u6+Ns/72WweA1QOAnNLX8ao0UigUeL9TCN7vKJ16+787rmDhIem061SCdHnAlneAc2v0tyvV4krUNXpYplwydD/lCQYuOI7bifofcoI8HbBmXDPLz1huLm2nAe0+lm7fMx04+mPJl0emnG3V+G10EzQyWAE7OUuLIYuP4+L9VAuVTCTLEJObp8P7v5/D1qgHetutVUosGB6KjrVkMDSwOPyaAMO3ALb6zXy4fRhY2Q/QlJ7nlaXdex2D8UGX6pLt/7fzKuYduGmBEhHycoFNbwLn1+lvV1kDg1YB1btZplwydC85C4MWRiA2ySDAeIktMBVdyviEgG3+bXzOrX2fAoe/K/nyyJSTrRrLRjdBE4NFklOytBiy6DjO30uxTMEgwxCjzdPhvbVR+OOcQYD5Z3KmdjW8LVSyEuYbanwxtNhj4grY2ZZv5pOLCe2qYVo36QKBX+2+hp/237BAicqxvFxg0zjg4gb97SobcRhtSBfLlEuG7iZlYdDC47ibpN9frpq3I9a+2QzezmU8wDzV6l/iBKKG9s8CDhqZi4uMcrSxwrLRjdEsSD/IpGXnYujiE4i6m2KRcskqxGjzdJi05ix2XNCfoMzGSolFIxqhbfVyEmCeqtQAGPkHYKf/Q4W7J4AVfYAnKZYolSy93aYqPulRU7L9233X8f2+6xC43IP55WmBjWOAS5v0t6tsgMGrgeBOxs8jiacB5l6yfoAJ9nbEmnHN4O1UTgLMUy3eAzrPlm7/+7/A319wOZdCsre2wtJRTdC8qv48QunZuRi++ARO3yn5delkE2JycnWYsOoMdl3UX9/DxkqJJSMbo02IVwFnlnE+dYFR2wF7T/3t90//E2S42GFhjW0VhBk9a0m2/7j/Br5jkDGvPK04MdnlLfrbrWyBIWuBah0tUiw5upOYiYELInA/RT/AVK/ghDVvNpPMyFpuNJ8IdP1Suv3gHODv2QwyhWRnrcKSkY3Rspr+35x0TS5G/noSp24nlWh5ZBFiNLk6jF91Bnsv6691Y6tWYumoxmgZ7FnAmeVEhdrAqB2Ag0FL1IOz4mJoWSX7QyVnb7Sogs9615Zs/+mvm/h6zzUGGXPIyxFnoL6yTX+7lR0wZB1Qtb1FiiVHdxLFFpgHqfpzR9Wo6ITV45rC07GcBpinmr0tTo5o6NDX4uMl/n4Xip21CotHNkJrg8aDDE0uRvx6EidjSu5vTomEmHnz5qFKlSqwtbVFaGgoDh8+XKTzP9h4AX9e0Q8wdmqV2KxVrZwHmKe8a4hBxtFgVFbcOWB5LwaZIhgRFojZr9WRbJ93IBpzdl9lkDEhhS4Xqk1jxBmon/U0wAS1tUi55OjRE2Dor5GIMwgwNX2csXpcM3iU9wDzVJNxQA8jnXqPfA/8OYNBppBs1SosHB6Kdgbr0mXl5GHU0pM4E5tSIuUwe4hZt24dJk+ejI8//hhnz55Fq1at0K1bN8TGFn6a98M3EvW+trdWYdkbjRFWVUbre5QErxAxyDgZzI/z8AKsVr0O61yOWiqsoU0D8GXfVyRL8Sw4eAtf7rnO9zlTyNWgScxcKK/v0t+uthcndgxqY5lyydCtx5n46ZIK8Wn6y5DU8nHG6rFN4e5gbaGSlVKNxwA95wIw+AU/+iOU+xlkCstWrcL84aHoYDCgJisnDxPXRpVIGcweYr777juMGTMGY8eORc2aNfHDDz/Az88P4eHhL3U9B2sVlr3RBE3ltEBZSfKsJgYZ58p6mxWPLqL5jTlAZoKFCiY/Axv748u+dSVBZsnRO9hyR8kWmeLQZkO1YSQqpkXpb1c7AEM3iBM7UqHcfJSBYb9GIk2r/4Nap7IzVo9rCjcGGONCRwK9f4ZhkFGdmIfa91czyBSSjZUK4cNC0clgapMnOboSub+VOS+ek5OD06dPY9q0aXrbO3fujGPHjkmO12g00Gj+90kiLU1/mLCDjQpLhjdEA18naLVa8xS6LHD2B4ZtgdXKPlCk/W8yQJfsu9Ct7A3t0M2AYzkbyfWSXqtXEYIuD9M2X9J7TzsQp8TnO67gPz1qymtl9NIgNxuq9SOhvLVfb7Ng7YC8QesgVG4C8Pe7UG48ysCIpaeQkKG/on2dSs5YNjIUDmoF3yufp85AKHQCVH+8CwX+9wte7fEeaPd8BG2XL7gyeiEoAPzQ/xW8t06HP68+LtF7mzXEJCQkIC8vDxUq6Ce0ChUq4OHDh5Ljv/jiC8yaNcvotWxUAsYFaxB/KQI7L5mluGWOve8UtLj5Bexz/tf6oky4hswFHXG02jRo1K6WK5yM2AIYWlWBVTeVEJ751LbixD3cvhOLvoE6vs8VklKXgya3fkSF9At627VKW0QETEHyhSTgwk4LlU5e4rKAny+rkGHQAuPvIGBo5SQc/XufhUomN87wDXgTDe8s1Asy6tOLcevObVzwHc4gU0jdXIB4NyUuJJfcmCGzhpinDD+pCoJg9NPrRx99hClTpuR/nZaWBj8/PzjYKLF8TFN5LhFvaSntIKzsA0Xq//ogOWU/QJe4n5A7dDPgVEaXZzCx7gAanIvDBxsvQPdMi8zhh0r4+ftjRo+aUCr5Rvdc2iyo1o+A0iDACNZOUAxZj7DKjSxUMPm5Hp+OWUtPIcOglaVuZWcsGxUKJ1u1hUomV92Rd7EBVNvGQyH87zFIUMKfCPD3g67rl+Kq6fRCXXN1mPz7eeyJul0i9zNriPH09IRKpZK0ujx69EjSOgMANjY2sLGR9qCfP6QhGgeV03lgisurKvDGTgjLXoUi5Xb+ZkXiDahX9REny3OuZLHiyUnfRv5Qq63w/roo5D2TZFafvAcolPhv7zoMMgXJyQLWDwdiDupt1irtoBiyAVaBzSxUMPm5/CANw5eeRlKmfoAJdBSwbFQo3J3sLVQymWswGLBSQ9g0Ti/IqM4shUoBcUSTkkHmRdRq4JehoRj3JAPLS+B+Zv0/Ym1tjdDQUOzbp9+suW/fPjRv3rzQ16lT2fnFB1HBXP2QO3wrMqwN+sEk3gSW9QBS7xs/jyR61auE7/u/AiX0O/2tPhGL6ZsvQKdjZ0CJnExxcVKDACPYOONYtQ8hVA61UMHk59KDVAxZfBxJmfp9YBr6u+KdmnlsgSmuV/ohr89C6Az/NJ5eCmx/D9CVTGdVubO2UmKOkWkqzMHssXLKlClYvHgxfv31V1y5cgXvv/8+YmNj8fbbb5v71vQs58o4GjwdgnuQ/vakW/8EmXuWKZcMdatTESNDdLAyaHVZG3kX0zadZ5B5Vk4msHqguDjps2xdkDdkI1IcgoyfRxIX76diyKITSMnSb4FpHOiGJSMawrZEOgeUfUKtPjgVOB6C0qBCzywH/niXQaaQrK1KptXK7HcZOHAgfvjhB3z22WeoX78+Dh06hJ07dyIgIMDctyYD2dbuyB22FfAI1t+RHAMs7Q6kFH7unvKuvoeAHwfWlQSZ30/dwwcbzus9biq3NBnAqv5GAowrMGIbhEoNLFIsOTp/LwVDFh1H6hP9ANOkijuWvdEEjjZMMKYU59YEea8tBgyDzNmVwLaJgC7PMgUjiRKJSuPHj8ft27eh0Whw+vRptG7duiRuS8Y4+YhrLXmG6G9PuSO2yCTfsUy5ZKhzrQqYN7Qh1Cr9ILPxzD18sP5c+Q4ymnRgVT/gzlH97XZuwMhtQKX6FimWHEXdTcHQxSeQlp2rt71ZkDuWvdEYDgwwZiHUeBXo/xugNHhEF7UK2DqBQaaUYC+l8sipojghnlcN/e0psWKQSYqxTLlkqHPtiggfGgprlf6v0qaz9/Gv36OQm1cOm56z04CV/YDYCP3tdu5iR3KfepYplwydiU3G8MUnkG4QYJpX9cDSUU1gb80AY1Y1XwUGrpAGmXNrgC3vMMiUAgwx5ZWjNzByO+BtsGpz6l1g2atiXxkqlI61KmDBcGmQ2RL1AO//fq58BZnsNGBlX+Ducf3t9h5igKn4imXKJUOn7yRhxJKTSNfoB5iW1TyxZGRj2FmrLFSycqZ6N2DgSkBlMPPx+XXApjeBvFzj51GJYIgpzxy9xD8sFQx6kafdA5b2ABKjLVMuGWpXwxsLR4RKOrP9ce4B3ltXTlpkslOBla8D907qb7f3FANzxZIZrVAWRN4WA0yGQYBpFeyJxSMbMcCUtOpdgYGrAJXBFCAXNwCbxjHIWBBDTHnn4AmM2Cb9hJz+QHy0lHDTMuWSobbVvbFoRCPYGASZHefjMGntWWjLcpB5kgyseA24F6m/3cFL7INVoZbx80jixK1EjPz1JDJz9B9VtK3uhUUjGsFWzQBjESGdgcGrpUHm0iZg4xggj8s7WAJDDAEOHv8Embr629PjxCDz+LplyiVDbUK8sGRkY0mQ2XnhId5dfRY5uWUwyGQmAL/1BO6f1t/u8PSRZU3LlEuGjt1MwKilkcgyCDDta3hjwfBQBhhLq9YRGLIWsLLV3355C7BhNIOMBTDEkMjeXRw14lNff3vGw3+CzDWLFEuOWgZ74tdRjWGr1v/12n3pISasPlO2gkzaP0H3of5SAnCsIHYe965h/DyS+OtqPEYti8QTrX6A6VjTG+HDGsLGigGmVKjaHhiyDrCy099+ZRuwfhSQm2P0NDIPhhj6Hzs3YMRWoFJD/e2Zj8Q/VI+uWKZcMtSimhhk7Aw+Oe+7HI/xq05Dk1sGRjWkxAJLuwGPr+pvd/IRW2C8QoyfRxI7zsfhzeWnJQFXHMYfygBT2gS1NR5krm4H1o8EtNkWKVZ5xBBD+uxcgeGbAcPF+DIfi6OW4s5bpFhy1LyqJ5a+0Rj2Bp0w/7zyCGOWnUKmRsadAROjgV+7iRMlPsvFH3hjJwNMEWw8fQ/vrjmDXIN5hbq/UhE/D2lYYjOfUhEFtQGGbQDUBmtVXdspLrOhybBMucoZ/naQlJ0rMHwT4NtYf3tWghhkYo8bPY2kmgV5YNkbTeBgEGSO3EzAsCUnkJolw2foj66ILTBpBktVuFcFRu8CDJe2oAKtOH4H/1p/DobzIvZt6Iu5gxowwJR2gS2BoRsAtYP+9piDwIo+Yod3Miv+hpBxti7AsE2AX1P97ZpUYHkf4OafFimWHDWp4o7fRkunhj8bm4KBCyPwOF1joZK9hAdR4hIVGfH6271rAW/sAlx8LVIsOVp4KBr/2XJRsn14swB83a8urFR8e5aFwBbAsI2AjcFCxfcixQ996fHGzyOT4G8JFczWWfzlDGylvz33CbB6EHBpi0WKJUeNAt2xZlwzuNnrz/x59WE6BiyIwL3kLAuVrAhiTwC/9QKeJOlv96kvduJ1qmCRYsmNIAj4ft91/N/Oq5J9b7UOwme9a0NpsCYXlXIBYeKcW/Ye+tvjLwJLu3JdOjNiiKHns3EChq4HQrrpb9dpgQ1viCu7UqG84uuC398KQwVn/XkmYhIyMWB+BKIfl+Jn6Nf3Ast7iy1xz/JrKo5qs3e3TLlkRqcTMOuPy/hx/w3Jvvc7hmBatxpQKBhgZKlSfbE10slHf3vSLbH/WIL0/zkVH0MMvZjaTlw/5JUB+tsFHbDtXeDYT5YplwwFV3DChrebw99dvzPgg9RsDJgfgYv3Uws404LOrQXWDBJb4J5VpbX4yNHWxTLlkpmcXB3eWxeFZcduS/Z93L0m3usYzAAjd17VgdG7AbdA/e1p94Bfu3JghBkwxFDhqNTAawuAxuOk+/Z+Auz/HBDK8arNReDnbo8Nb4chpIKj3vbEzBwMXngcEdGJFiqZEcd+Bja/BQgGQ8KDOwNDfgdsHI2fR3oyNLkY81sk/jj3QG+7QgHMfq0OxrVmZ+gywy0QeGM34GUwyWNWgjhVRcwhixSrrGKIocJTKoHuXwOtpkr3Hf4G2DaRM1YWkrezLda9GYZ6fq5629M1uRj560nJH7sSJwjAvk+BvR9L99UdBAxaLbbQ0QslZmgwZNFxHL6RoLddrVLgx0ENMLRpgIVKRmbj7CNONVCpgf52zT8LpF7caJlylUEMMVQ0CgXQ4T9A5/9K951dKT524PwIheLmYI1VY5siLEi/M2BOng7vrjmLJUdiCjjTzPJyga0TgaM/SveFTQT6hIstc/RCd5Oy0H9+BM7f039MaG+twq+jGqNXvUoWKhmZnb27uJxLQEv97Xk54hIFEb9YplxlDEMMvZzm7wK9fgIUBj9CN/8ElnXnsMJCcrSxwtI3GqNr7YqSfZ9vv4zZOy5DZziJiDlp0oG1g4GoldJ9HWeJ4VXJt43CuPQgFf3mH8OthEy97e4O1lgzrhlaBXtZqGRUYmydxQnxavaU7tszHdjzMaArQ8uQWADfjejlNRwBDFwpnXo77hywpCN74xeSrVqFX4Y2xIgw6WOFRYdj8N66qJJZpiDtgTiJ3Y29+tsVKqD3L0DLyWJLHL3QX1fj0X9+BOLT9OcAquxqh/VvSx8jUhmmtgP6/2a8P2HEz8CmcUCujOaKKmUYYqh4avQQ50ewMxhimxILLOnE2X0LSaVUYFav2vh31+qSfX+ce4BRv0YiJcuMC8s9vAAs6iBdyNHKVgyqDYaZ795lzPKI2xj72ynJStTVKzhh4zvNUdWLnaHLHaVK7E/YYYZ038UNYj+ZrCTpPnohhhgqPr/GwJh90mGFT5LFydHO/26RYsmNQqHA+LbV8N2AerAymOws4lYiXpt3zDxzydzYJw7/TDfoTGznLi4IWqO76e9ZBuXpBHy+/TI+3XpJsoxAk0B3/P5WGCq62FqmcGR5CgXQagrQZz6g1J+9G7cPA4s7sPX6JTDEkGl4VhODjGFv/DyN2Fz650w++y2k1xv64tdRjSXrLcUkZOK1X47iiMEol2KJXAKsHgjkGIQj96rA2D8B/2amu1cZlpWTi7dXnjbaGfu1BpWxYmwTuNizMzQBqD8YGLxOut5S0i2xNTT6b8uUS6YYYsh0HL3F6eeDu0j3HfkeWDdU7DhKL9Q6xAvr3gqDt5P+7L5p2bkYufQkVkTcLt4NcnOA7VOAHVOkc8D4h4kBxqNq8e5RTtxNykLf8AjsuyztzP5eh2B8N6AebKxURs6kciu4I/DGDunsvppU8dFS5GLLlEuGGGLItKwdxDlEjHViu7YTWNIFSL5T8uWSoTqVXbBtYkvUqay/sFyeTsB/tl7Cp1svIjfvJVq3Mh6LSwicWmLkpv2A4Vu4jEAhHYtOQK+fj+BKXJredrVKgW/718P7nUI4Cy8ZV6kBMO4vwKee/nYhD9jxL2DnB5x3qxAYYsj0VFZAj2+AHt9Jn/0+ugQsagfEHLZM2WSmoostfn8rDN3qSIdgL4+4g2FLThRtFewHUcDCtkDsMem+VlOBvosBNfttvIggCFh6NAbDl5xEcpb+HxpnWyssH90UfUO5oje9gHMlcb0lY0OwTy4ElvfhdBUvwBBD5tN4DDB8M2Dnpr89KxFY3kt8xMSlCl7I3toKvwxpiHfbV5PsO34rCa/+dBin7xRiZMP59cCvXcR1XJ5lZQu8vlicxJCtBi+Urc3D1PXnMeuPy8gz6MFb1csBmye0QFhVjwLOJjJg7QD0X258JvQ7R4AFrTnK8zkYYsi8qrQWm0w9DYYOCzqxs+/aIcCTFEuUTFaUSgX+1bk6fhxUH9ZW+r+28WkaDFxwHEuPxkAwFgq12cD294FNY4HcbP19zr7A6D1A3f5mLH3ZEZOQidfnHcPGM/ck+zrW9MaWCS04hJqKTqkUP0S8vghQWevvy3gorrl0YgE/9BnBEEPm5x4EjN0nLhpo6NpOYGEbcYI8eqHe9Svj97fC4GMwVDdXJ2DWH5cxaW0UMjW5/9uRGC1OPHjqV+nF/JsDbx4AKtU3a5nLij/OPUDPn47gskH/FwCY1CEYC4c3gpMtRyBRMdQdIK6C7WzwKFKXC+z6tzjSk4Mj9DDEUMmwdRGHFbadDsDgkUXybWBxJ7FHPj9pvFB9P1dsf7clWlbzlOz749wD9Jh7GOfupgAXNwEL2kgnsAOARmPEOWAcOfX9i2Rr8/DJlgt4d81ZZDwbECGugTR/WENM6RQCpZKP4sgEKocCbx0CgtpK911YD8xvBdw/XeLFKq0YYqjkKJVA2w+BYRulM/zmacQe+WsGiaNn6Lk8HG3w2+gmmNhO2k/mcWIiri0cBWx4A8gx+NSmthcn23r1O8DKWnIu6bv2MB2vzTuGlcdjJfuCvR2xZUILdK3jY+RMomJw8ACGbQJa/Uu6LzkGWNJZ7FPIubcYYsgCqnUA3j4M+DaW7ru+GwgPA67vle4jPSqlAlO7VMfiEY3gZCuOAgtVXMMu62kYoDIyYZZndWDc3+JkW/RcOp2ARYduoedP0uHTANC3oS+2TmyBkApOFigdlQtKFdDhU3HKChv9aRagyxX7FK7oLa55Vo4xxJBluPgCo3YCTd+R7st8DKzuL07Gxue/L9SxVgXsGN8U37hvwe/Wn8FfKW3Juu3bC8K4vwDvGhYoobzcS87C4EXHMXvnFeQYzMNjq1bi63518e2AerC3tirgCkQmVKNHwR/6Yg4BvzQDzq4st4/iGWLIcqysgW5zgCHrAQcjfTNOLRF/QW/sK/myycm9U/Df0B39sn6HSqH/RpYh2OID7Ztoe3MgRq66jPspTyxUyNJPpxOw8vgddP3hME7ESIesV6/ghG0TW6J/Iz8LlI7KNbdAcT6ZVlMh6VOoSQW2ThBn+k2Vjpor6xhiyPJCOgPvRBhfriDtHrCqH7DpTSAzseTLVppp0oFdHwKLO4qTCBqI1IWgW84XWJ/XFoACh64/RufvDmLl8TvQGa5QWM5dj09H/wUR+GTLRUnnXYUCeLN1EB8fkWWp1OIw7FHbAefK0v3R+8UPfad+LVd9ZRhiqHRw9AKGrAN6fAtY2Un3n18H/NIEOLOiXP2CGiUIwJXt4hvWifkADAKJUo3s1v/B6prhuCtU0NuVmZOHT7ZcxGvhx3D+XkqJFbm0epKTh2/3XkOPuYdx+k6yZH9lVzusGdcM07vXhK2a6x9RKRDYEnj7CFB3oHRfTro4J9SSjsD9MyVfNgtgiKHSQ6EAGo8Fxh8DAltJ92clANsmikvW340s+fKVBvGXxXWP1g2VzrwLABXqAOP2w7b9VHw/uBEWj2iECs42ksPO3U1B71+O4qNN55GUmVMCBS9dBEHA1qj76PDtAfz0101o86QtU/1CfbF7cis0C+Lsu1TK2LsDry8EBq+VLiIJiEOwF7UH/ngPyCrEbN4yxhBDpY97EDDyD6DXT4CNi3T/gzPiJ41NbwEp0qGvZVJmgjgEfX4LIOagdL+VLdBxpjh53TMLynWsVQF732+DAY2k6/gIArDm5F20/fpvzD8YjWxtnuSYsijqbgr6hh/De2uj8CA1W7I/wMMeK8c0xTf963HyOirdqncDxh8H6g8zslMATi8D5tYXh2Nry2Z/OIYYKp0UCqDhCGDCCaDGq8aPOb8WmNtQXO01/WHJlq+kZCUB+z8Dfqz3z2SARh6lVWkDvHMMaPm++NzcgIudGl/1q4cVY5qgiqeDZH9adi7m7LqKNl//jTUnY19uZWwZuPwgDW8uP4U+vxzFmdgUyX4rpQIT2lXFnsmt0TJYOpEgUalk5wr0+UVcp85DOm8UslPF4dhzG4ihJi9XeoyMMcRQ6ebsAwxaJU6Q5xEs3a/Tiqu9/lgf2PufshNmnqQAB+aI4eXwt0BOhvQY58riwo0jtgIeVV94yVbBXtg9uRX+3bU67Iz074hP0+CjTRfQ6ftDWHsyFprcstEycz0+HeNXnUb3uYex97LxFYGbV/XAjkmt8EGXGuz7QvJUtb34YabDDHFSS0PpceLjpZ8bAaeWArmaki+jGTDEkDxU6wiMjwC6/J904icAyH0CHJsLfF8H2DIBeHSl5MtoCkkx4oij72oBB74ANNKJ1mBlB7SZBkyMFBduLMLK0zZWKoxvWw1/TW2DnvUqGT0mJiET0zZdQKsv/8aCg9FIz9a+7HdjMYIg4PCNxxi19CQ6f38IOy8YD7cBHvZYODwUq8Y2RfWKHHlEMmdlA7SaIr431Olr/JjkGGD7ZOCHusDRuUC2kfcYGeFsTSQfKjUQNgF4ZYDYOnFqCZBn0ClVpwWiVoqvqh2ARm8AIV2NPmYpNXQ6sZ/LqV+Bq9uNPzICAIVS/N7bfwK4Fm+uEh8XO/w0uAHGtaqCr/dcw+EbCZJjHqVr8MWuq5i7/wZ6N6iMIU38UaeykT5KpUh6thbbz8dh2dHbuBZf8ESJrvZqjG9bFSObB8LGii0vVMa4+AL9fgWavys+Srp1QHpMxkNg33+Ag18Cr/QDGo3W608nFwwxJD+OXuIkec0nAge/+me2SiOPPqL3iy8HL6DeYHGF2Ap1itRyYVZJt4Bz64CoVUDq3ecfW/t1oO1HgFeISYtQ19cVK8Y0xdGbCfhy91Wcv5cqOSYzJw+rT8Ri9YlYvFLZBQMa+aJrHR94OUlHPVlCnk7AiVuJ2HD6HnZdfIgnz+mg7GxrhXGtgjCqRSA77VLZV6mB+Lg5+i/gz1lAXJT0mJwMsa/M6WVApYZA/SFArd6Ao3cJF/blMMSQfLn4Ar3mAi3eEx8lRa0RF5I0lPlY3H9srjjyqVZvsbNwpQbi+iQlRRCA+Etia8uVP4D4i88/XqEUy9r6A6BCbbMWrUU1T2yd0AKHbyQg/EA0Im4Zn1jwwv1UXLifihnbLqFpFQ90r+uDtiFe8HM38gzejDS5eTh2MxF7Lj3En1fikZDx/GHirvZqjAwLxOiWVeBix/BC5UzV9kBQOzHMHPkeuH3Y+HEPzoivXf8W56Op2Ut8lO9epWTLWwRmDTGzZ8/Gjh07EBUVBWtra6SkpJjzdlReeVQFev4ItPsYOLkIiFwEPJFOXAZAbP048r34snUR56Op0gbwDRVbaaxM2LqQpwUSrgN3T4prnNw+LAaqF7F2AkJHAk3eBNwCTFeeF1AoFGgd4oXWIV6IupuC+QeisffyQxib3FcnABG3EvPDTqCHPVoGe6JxoDvq+boiwMMeChO2eGVocnHpfipOxCTh+K1EnL6TDE3ui0dRBXk5YHSLKujb0Bd21nxsROWYQiEuvlvtn3m2jv4AXNtp/PG1oBPfs2IOiV+7B4lByK8ZULmh+HUpadE2a4jJyclB//79ERYWhiVLlpjzVkRi82f7j4GWk4FLm4Ezy4G7Jwo+PjtVbBW5ul38WqkGvGuKL7cq4qcPFz9xYik7N8DWFVBaAbo8sVVF+wTIThKv8yRJnLMm+Q6QcltscYm/bLxlqCAV6gANhourTNtatu9JfT9XzB8eirjUJ/g98h7WRcYanVPlqduJWbidGIuVx8V5e5xtrVC7kgsCPR1QxdMe/u4O8HKygbuDNdzs1bC3toJOJ0AQxDWL0rK1yMjORXp2Lh6mZeN+8hPcT8lCTEImLj9Iw+3ErEKXXaVUoF11bwxt6o82IV5QKkvHmy1RqeHXWBz1mXofOLtCfK9Mu1/w8Um3xFfkYvFrOzfx/cqjKuBeVXyvdPAG7D0ABw9A7VBiC1IqBMH8d1q2bBkmT55c5JaYtLQ0uLi4ICEhAR4enDWzOLRaLXbu3Inu3btDrS5HzemPr4m/pJe2AqmlcGI8e0+g9mtAg2Fip7pS8unGUJ5OwMHrj7D57APsvxKPrJzSN/y6RkUn9Av1Re/6lUtNf52SUm5/v82gXNZlXi5w80/g4gbg2i7jUzoUUZpGgMucdKSmpsLZ2ciIUhMpVX1iNBoNNJr/fXJNSxOHfmm1Wmi18hvmWZo8rb9yV4+uQUC7GUDbT6GIi4Li6h9Q3tgNRcJ1ixVJcPGDLqQ7hBo9IPg2/V+/nNzSPQlVq6ruaFXVHdnamjh0IwF7Lj3CkegEJGVa5mdKoQAa+rmiY01vdKrpjQCP//XLKW8/5+X299sMym1dBnUQX9onUETvh/LadihuHYAiSzpysTQpVS0xM2fOxKxZsyTbV69eDXv7ku04SGWbbU4SvNIvwyv9EtyyouGoMd8keVlqDyQ5BuOxYy0kONVElrV3qW1xKSqdADzIAq6lKHAzTYHYTAUytOb53pQKAT52QDUXAcHOAqo6C7AvVR/DiMoYQQeXJ7HwTrsAt8ybcMuKhm1u4eaVKbUtMQUFjWdFRkaiUaNGRS7MRx99hClTpuR/nZaWBj8/P7Rr146Pk4pJq9Vi37596NSpU/lpIi0CrSYdiofnoYi/CCTfhiI5BoqU20DGIyiMTThnQFDbA86VILj4Q3D1B9wCIVSoC6FCHajt3VEBQIUXXkX+BEFAXGo2LtxPQ0xCJu4kPcGdpCzcS36ClKwcPNG+uDOum70alVxtUdnVDpVd7RDs7YhaPk6o5uUAG86maxR/v02HdfkcggBt2n2xVTspGorEaCD5FhSp94AnSVBoC993zVSKHGImTpyIQYMGPfeYwMDAlyqMjY0NbGykz7LVajV/mEyEdVkAtTtQra34MpSXC2SniB14dXnQ5mpx+OBBtGrXHmpHT8DGGQorawBA2WhfKZ4AL2sEeBn/5JWtzUNyVg6ytTpocrQ4ePAgWrVqDRdHWzjaWMHRxgoqdsR9afz9Nh3WZQE8q4gvY3KygKxEIFcDbcIjYE4LsxenyCHG09MTnp5cHI3KEZUV4OApvgBAq0W63U2xVz7f5IrEVq2Cj4sdAPET7zV7ILiCI/9YEJUF1vbiCwAUbiVyS7M+UY6NjUVSUhJiY2ORl5eHqKgoAEC1atXg6OhozlsTERFRGWfWEPPpp5/it99+y/+6QYMGAIC///4bbdu2NeetiYiIqIwz6yrWy5YtgyAIkhcDDBERERWXWUMMERERkbkwxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLDHEEBERkSwxxBAREZEsMcQQERGRLJktxNy+fRtjxoxBlSpVYGdnh6pVq2LGjBnIyckx1y2JiIioHLEy14WvXr0KnU6HBQsWoFq1arh48SLGjRuHzMxMfPPNN+a6LREREZUTZgsxXbt2RdeuXfO/DgoKwrVr1xAeHs4QQ0RERMVmthBjTGpqKtzd3Qvcr9FooNFo8r9OS0sDAGi1Wmi1WrOXryx7Wn+sx+JjXZoG69F0WJemw7o0jZKqP4UgCEJJ3Cg6OhoNGzbEt99+i7Fjxxo9ZubMmZg1a5Zk++rVq2Fvb2/uIhIREZEJZGVlYciQIUhNTYWzs7PZ7lPkEFNQ0HhWZGQkGjVqlP/1gwcP0KZNG7Rp0waLFy8u8DxjLTF+fn6Ii4uDh4dHUYpJBrRaLfbt24dOnTpBrVZbujiyxro0Ddaj6bAuTYd1aRqJiYnw8fExe4gp8uOkiRMnYtCgQc89JjAwMP/fDx48QLt27RAWFoaFCxc+9zwbGxvY2NhItqvVav4wmQjr0nRYl6bBejQd1qXpsC6Lp6TqrsghxtPTE56enoU69v79+2jXrh1CQ0OxdOlSKJWcloaIiIhMw2wdex88eIC2bdvC398f33zzDR4/fpy/r2LFiua6LREREZUTZgsxe/fuxc2bN3Hz5k34+vrq7SuhvsRERERUhpnt+c6oUaMgCILRFxEREVFxsZMKERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREcmSWUNMr1694O/vD1tbW/j4+GD48OF48OCBOW9JRERE5YRZQ0y7du3w+++/49q1a9i4cSOio6PRr18/c96SiIiIygkrc178/fffz/93QEAApk2bhj59+kCr1UKtVpvz1kRERFTGmTXEPCspKQmrVq1C8+bNCwwwGo0GGo0m/+u0tDQAgFarhVarLZFyllVP64/1WHysS9NgPZoO69J0WJemUVL1pxAEQTDnDT788EP8/PPPyMrKQrNmzbB9+3Z4eHgYPXbmzJmYNWuWZPvq1athb29vzmISERGRiWRlZWHIkCFITU2Fs7Oz2e5T5BBTUNB4VmRkJBo1agQASEhIQFJSEu7cuYNZs2bBxcUF27dvh0KhkJxnrCXGz88PcXFxBQYfKhytVot9+/ahU6dOfJRXTKxL02A9mg7r0nRYl6aRmJgIHx8fs4eYIj9OmjhxIgYNGvTcYwIDA/P/7enpCU9PT4SEhKBmzZrw8/PD8ePHERYWJjnPxsYGNjY2ku1qtZo/TCbCujQd1qVpsB5Nh3VpOqzL4impuityiHkaSl7G00afZ1tbiIiIiF6G2Tr2njx5EidPnkTLli3h5uaGW7du4dNPP0XVqlWNtsIQERERFYXZ5omxs7PDpk2b0KFDB1SvXh2jR49GnTp1cPDgQaOPjIiIiIiKwmwtMa+88gr++usvc12eiIiIyjmunURERESyxBBDREREssQQQ0RERLLEEENERESyxBBDREREssQQQ0RERLLEEENERESyxBBDREREssQQQ0RERLLEEENERESyxBBDREREssQQQ0RERLLEEENERESyxBBDREREssQQQ0RERLLEEENERESyxBBDREREssQQQ0RERLLEEENERESyZGXpAjyPIAgAgPT0dKjVaguXRt60Wi2ysrKQlpbGuiwm1qVpsB5Nh3VpOqxL00hPTwfwv7/j5lKqQ0xiYiIAoEqVKhYuCRERERVVYmIiXFxczHb9Uh1i3N3dAQCxsbFmrQRTaNy4MSIjIy1djAKlpaXBz88Pd+/ehbOzs6WLU6DSXo8A69JU5FKPAOvSVEp7PQKsS1NJTU2Fv79//t9xcynVIUapFLvsuLi4lOofJgBQqVSlvowA4OzsXKrLKZd6BFiXplLa6xFgXZqKXOoRYF2aytO/42a7vlmvXo5MmDDB0kUoE1iPpsO6NB3WpWmwHk2HdSlSCObudVMMaWlpcHFxQWpqqiwSZ2nGujQd1qVpsB5Nh3VpOqxL0yipeizVLTE2NjaYMWMGbGxsLF0U2WNdmg7r0jRYj6bDujQd1qVplFQ9luqWGCIiIqKClOqWGCIiIqKCMMQQERGRLDHEEBERkSwxxBAREZEslXiImTdvHqpUqQJbW1uEhobi8OHDzz3+4MGDCA0Nha2tLYKCgjB//nzJMRs3bkStWrVgY2ODWrVqYfPmzeYqfqlw6NAh9OzZE5UqVYJCocCWLVuee/yBAwegUCgkr6tXr+Yf07ZtW6PH9OjRw8zfjeWEh4ejbt26+ZNahYWFYdeuXQUeHxcXhyFDhqB69epQKpWYPHnyc6+/du1aKBQK9OnTx7QFL+W++OILKBSK59bPqFGjjP681a5dO/+YS5cuoW/fvggMDIRCocAPP/xg/sKXAvfv38ewYcPg4eEBe3t71K9fH6dPny7w+E2bNqFTp07w8vLK/znes2eP5LgffvgB1atXh52dHfz8/PD+++8jOzvbnN+KRT39uTF8PW9+lVWrVqFevXqwt7eHj48P3njjjfzlbwBg2bJlRq9ZluvxqfT0dEyePBkBAQGws7ND8+bNCz1j8NGjR2FlZYX69evrbV+0aBFatWoFNzc3uLm5oWPHjjh58mSRylWiIWbdunWYPHkyPv74Y5w9exatWrVCt27dEBsba/T4mJgYdO/eHa1atcLZs2cxffp0TJo0CRs3bsw/JiIiAgMHDsTw4cNx7tw5DB8+HAMGDMCJEydK6tsqcZmZmahXrx5+/vnnIp137do1xMXF5b+Cg4Pz923atElv38WLF6FSqdC/f39TF7/U8PX1xZw5c3Dq1CmcOnUK7du3R+/evXHp0iWjx2s0Gnh5eeHjjz9GvXr1nnvtO3fuYOrUqWjVqpU5il5qRUZGYuHChahbt+5zj/vxxx/1ft7u3r0Ld3d3vZ+3rKwsBAUFYc6cOahYsaK5i14qJCcno0WLFlCr1di1axcuX76Mb7/9Fq6urgWec+jQIXTq1Ak7d+7E6dOn0a5dO/Ts2RNnz57NP2bVqlWYNm0aZsyYgStXrmDJkiVYt24dPvrooxL4riwjMjJS72ds3759AFDge9qRI0cwYsQIjBkzBpcuXcL69esRGRmJsWPH6h3n7Oysd924uDjY2tqa/fuxtLFjx2Lfvn1YsWIFLly4gM6dO6Njx464f//+c89LTU3FiBEj0KFDB8m+AwcOYPDgwfj7778REREBf39/dO7c+YXX1COUoCZNmghvv/223rYaNWoI06ZNM3r8v//9b6FGjRp629566y2hWbNm+V8PGDBA6Nq1q94xXbp0EQYNGmSiUpduAITNmzc/95i///5bACAkJycX+rrff/+94OTkJGRkZBSvgDLj5uYmLF68+IXHtWnTRnjvvfeM7svNzRVatGghLF68WBg5cqTQu3dv0xaylEpPTxeCg4OFffv2Pbd+jNm8ebOgUCiE27dvG90fEBAgfP/996YpaCn24YcfCi1btiz2dWrVqiXMmjUr/+sJEyYI7du31ztmypQpJrmXXLz33ntC1apVBZ1OZ3T/119/LQQFBeltmzt3ruDr65v/9dKlSwUXFxdzFrNUysrKElQqlbB9+3a97fXq1RM+/vjj5547cOBA4ZNPPhFmzJgh1KtX77nH5ubmCk5OTsJvv/1W6LKVWEtMTk4OTp8+jc6dO+tt79y5M44dO2b0nIiICMnxXbp0walTp6DVap97TEHXLM8aNGgAHx8fdOjQAX///fdzj12yZAkGDRoEBweHEiqdZeXl5WHt2rXIzMxEWFhYsa712WefwcvLC2PGjDFR6eRhwoQJ6NGjBzp27Fjkc5csWYKOHTsiICDADCWTj23btqFRo0bo378/vL290aBBAyxatKhI19DpdEhPT9dbeK9ly5Y4ffp0flP9rVu3sHPnzjL9uPhZOTk5WLlyJUaPHg2FQmH0mObNm+PevXvYuXMnBEFAfHw8NmzYIKmjjIwMBAQEwNfXF6+++qpei1dZlZubi7y8PEmLk52dHY4cOVLgeUuXLkV0dDRmzJhRqPtkZWVBq9UWadHIElsAMiEhAXl5eahQoYLe9goVKuDhw4dGz3n48KHR43Nzc5GQkAAfH58CjynomuWRj48PFi5ciNDQUGg0GqxYsQIdOnTAgQMH0Lp1a8nxJ0+exMWLF7FkyRILlLZkXbhwAWFhYcjOzoajoyM2b96MWrVqvfT1jh49iiVLliAqKsp0hZSBtWvX4vTp0zh16lSRz42Li8OuXbuwevVqM5RMXm7duoXw8HBMmTIF06dPx8mTJzFp0iTY2NhgxIgRhbrGt99+i8zMTAwYMCB/26BBg/D48WO0bNkSgiAgNzcX77zzDqZNm2aub6VU2bJlC1JSUjBq1KgCj2nevDlWrVqFgQMHIjs7G7m5uejVqxd++umn/GNq1KiBZcuW4ZVXXkFaWhp+/PFHtGjRAufOndN7PF/WODk5ISwsDJ9//jlq1qyJChUqYM2aNThx4kSB3/eNGzcwbdo0HD58GFZWhYsa06ZNQ+XKlYv0QajEV7E2TMGCIBSYjAs63nB7Ua9Z3lSvXh3Vq1fP/zosLAx3797FN998YzTELFmyBHXq1EGTJk1KspgWUb16dURFRSElJQUbN27EyJEjcfDgwZcKMunp6Rg2bBgWLVoET09PM5S2dLp79y7ee+897N2796X6Bixbtgyurq7lrgO0MTqdDo0aNcL//d//ARBbTy9duoTw8PBChZg1a9Zg5syZ2Lp1K7y9vfO3HzhwALNnz8a8efPQtGlT3Lx5E++99x58fHzwn//8x2zfT2mxZMkSdOvWDZUqVSrwmMuXL2PSpEn49NNP0aVLF8TFxeGDDz7A22+/nf+BrlmzZmjWrFn+OS1atEDDhg3x008/Ye7cuWb/PixpxYoVGD16NCpXrgyVSoWGDRtiyJAhOHPmjOTYvLw8DBkyBLNmzUJISEihrv/VV19hzZo1OHDgQNHeRwr94KmYNBqNoFKphE2bNultnzRpktC6dWuj57Rq1UqYNGmS3rZNmzYJVlZWQk5OjiAIguDn5yd89913esd89913gr+/vwlLX3qhEH1ijPnvf/8r6W8kCIKQmZkpODs7Cz/88IMJSic/HTp0EN58880XHmesz8fZs2cFAIJKpcp/KRQKQaFQCCqVSrh586aZSm1ZmzdvlnzfAPK/79zc3ALP1el0QrVq1YTJkyc/9x7lpU+Mv7+/MGbMGL1t8+bNEypVqvTCc9euXSvY2dlJ+i0IgiC0bNlSmDp1qt62FStWCHZ2dkJeXl7xCl3K3b59W1AqlcKWLVuee9ywYcOEfv366W07fPiwAEB48OBBgeeNHTtW0i+zLMvIyMivjwEDBgjdu3eXHJOcnGz0vfDptv379+sd//XXXwsuLi5CZGRkkctTYn1irK2tERoamt9D/Kl9+/ahefPmRs8JCwuTHL937140atQIarX6uccUdE0SnT17Fj4+PpLtv//+OzQaDYYNG2aBUlmeIAjQaDQvdW6NGjVw4cIFREVF5b969eqFdu3aISoqCn5+fiYubenQoUMHyffdqFEjDB06FFFRUVCpVAWee/DgQdy8ebPc9R8qSIsWLXDt2jW9bdevX39hX6E1a9Zg1KhRWL16tdF+LllZWVAq9d/uVSoVBEHIb90uq5YuXQpvb+8X9v8pqI4AFFhHgiAgKirK6HtpWeXg4AAfHx8kJydjz5496N27t+QYZ2dnyXvC22+/nd/y3bRp0/xjv/76a3z++efYvXs3GjVqVPQCFTn2FMPatWsFtVotLFmyRLh8+bIwefJkwcHBIX9EwrRp04Thw4fnH3/r1i3B3t5eeP/994XLly8LS5YsEdRqtbBhw4b8Y44ePSqoVCphzpw5wpUrV4Q5c+YIVlZWwvHjx0vyWytR6enpwtmzZ/M/+X/33XfC2bNnhTt37giCIK3H77//Xti8ebNw/fp14eLFi8K0adMEAMLGjRsl127ZsqUwcODAEvteLOmjjz4SDh06JMTExAjnz58Xpk+fLiiVSmHv3r2CIEjrURCE/HoPDQ0VhgwZIpw9e1a4dOlSgfcoT6OTnmXYUmWsLgVB/PTbtGlTo9fQaDT59e3j4yNMnTpVOHv2rHDjxg1zFdviTp48KVhZWQmzZ88Wbty4IaxatUqwt7cXVq5cmX+MYV2uXr1asLKyEn755RchLi4u/5WSkpJ/zIwZMwQnJydhzZo1wq1bt4S9e/cKVatWFQYMGFCi319Jy8vLE/z9/YUPP/xQss+wHpcuXSpYWVkJ8+bNE6Kjo4UjR44IjRo1Epo0aZJ/zMyZM4Xdu3cL0dHRwtmzZ4U33nhDsLKyEk6cOFEi348l7d69W9i1a1f+z0+9evWEJk2a5D8VKeh3/Cljo5O+/PJLwdraWtiwYYPez256enqhy1WiIUYQBOGXX34RAgICBGtra6Fhw4bCwYMH8/eNHDlSaNOmjd7xBw4cEBo0aCBYW1sLgYGBQnh4uOSa69evF6pXry6o1WqhRo0aRv84lyVPh0wbvkaOHCkIgrQev/zyS6Fq1aqCra2t4ObmJrRs2VLYsWOH5LrXrl0TAOT/ES/rRo8enf+z6OXlJXTo0EHvezf282is3gMCAgq8B0OMyFhdpqSkCHZ2dsLChQuNXiMmJsZofRtep6z5448/hDp16gg2NjZCjRo1JPVjWJdt2rR57vuBIAiCVqsVZs6cmf8+4OfnJ4wfP75I0y7I0Z49ewQAwrVr1yT7jP1Mzp07V6hVq5ZgZ2cn+Pj4CEOHDhXu3buXv3/y5MmCv79//ntG586dhWPHjpn72ygV1q1bJwQFBQnW1tZCxYoVhQkTJugFZWP1+SxjISYgIMDoz+6MGTMKXS6FIJTxtkQiIiIqk7h2EhEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERyRJDDBEREckSQwwRERHJEkMMERERydL/A//urM8+rBoVAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 画正弦曲线和余弦曲线 \n", "fig, ax = plt.subplots() \n", "x = np.linspace(0, 3 * np.pi, 1000) \n", "ax.plot(x, np.sin(x), lw=3, label='Sine') \n", "ax.plot(x, np.cos(x), lw=3, label='Cosine') \n", "\n", "# 设置网格、图例和坐标轴上下限 \n", "ax.grid(True) \n", "ax.legend(frameon=False) \n", "ax.axis('equal') \n", "ax.set_xlim(0, 3 * np.pi);\n", "ax.xaxis.set_major_locator(plt.MultipleLocator(np.pi / 2)) \n", "ax.xaxis.set_minor_locator(plt.MultipleLocator(np.pi / 4)) \n" ] }, { "cell_type": "markdown", "id": "191821d4", "metadata": {}, "source": [ "### tick间隔设置\n", "有时候x轴太多了,比如时间轴" ] }, { "cell_type": "code", "execution_count": 14, "id": "2b698a91", "metadata": {}, "outputs": [], "source": [ "import matplotlib.cbook as cbook\n", "data = cbook.get_sample_data('goog.npz')['price_data']" ] }, { "cell_type": "code", "execution_count": 15, "id": "e2b25cc3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([('2004-08-19', 100. , 104.06, 95.96, 100.34, 22351900, 100.34),\n", " ('2004-08-20', 101.01, 109.08, 100.5 , 108.31, 11428600, 108.31),\n", " ('2004-08-23', 110.75, 113.48, 109.05, 109.4 , 9137200, 109.4 ),\n", " ...,\n", " ('2008-10-10', 313.16, 341.89, 310.3 , 332. , 10597800, 332. ),\n", " ('2008-10-13', 355.79, 381.95, 345.75, 381.02, 8905500, 381.02),\n", " ('2008-10-14', 393.53, 394.5 , 357. , 362.71, 7784800, 362.71)],\n", " dtype=[('date', '" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np \n", "import matplotlib.pyplot as plt \n", "fig = plt.figure() \n", "ax = plt.axes(projection='3d') # 3D坐标轴" ] }, { "cell_type": "markdown", "id": "f15f776e-6e2c-4c80-8e63-77778eb96900", "metadata": {}, "source": [ "%matplotlib notebook 可以交互浏览, 而非inline静止" ] }, { "cell_type": "markdown", "id": "94cb4baf-4308-4414-9d53-0d196562437c", "metadata": {}, "source": [ "### 4.14.1 三维数据点与线" ] }, { "cell_type": "code", "execution_count": 55, "id": "e302504a-f900-4681-9479-a795f5a7d0d2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "ax = plt.axes(projection='3d') \n", " \n", "# 三维线的数据 \n", "zline = np.linspace(0, 15, 1000) \n", "xline = np.sin(zline) \n", "yline = np.cos(zline) \n", "ax.plot3D(xline, yline, zline, 'gray') \n", "\n", "# 三维散点的数据 \n", "zdata = 15 * np.random.random(100) \n", "xdata = np.sin(zdata) + 0.1 * np.random.randn(100) \n", "ydata = np.cos(zdata) + 0.1 * np.random.randn(100) \n", "ax.scatter3D(xdata, ydata, zdata, c=zdata, cmap='Greens');\n" ] }, { "cell_type": "markdown", "id": "d6db9b82-8aa1-47fd-a0b3-44b37106e7c4", "metadata": {}, "source": [ "### 4.14.2 三维等高线图" ] }, { "cell_type": "code", "execution_count": 5, "id": "416cde08-9149-458d-afdf-a5a2adccc486", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(30, 30) (30, 30) (30, 30)\n", "(30, 30)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "def f(x, y): \n", " return np.sin(np.sqrt(x ** 2 + y ** 2)) \n", "\n", "x = np.linspace(-6, 6, 30) \n", "y = np.linspace(-6, 6, 30) \n", "\n", "X, Y = np.meshgrid(x, y) \n", "Z = f(X, Y) \n", "print(X.shape, Y.shape, Z.shape)\n", "\n", "fig = plt.figure() \n", "ax = plt.axes(projection='3d') \n", "ax.contour3D(X, Y, Z, 50, cmap='binary') \n", "ax.set_xlabel('x') \n", "ax.set_ylabel('y') \n", "ax.set_zlabel('z');\n" ] }, { "cell_type": "code", "execution_count": 58, "id": "f4f20a69-7202-4083-99be-1eb0312e24d8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.view_init(60, 35) # 扭转角度\n", "fig" ] }, { "cell_type": "code", "execution_count": null, "id": "5c3850dc-15ac-467d-a5b8-f43a499f8c7c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "9e8e00ce-2e49-4f79-9995-175b2bdc04c2", "metadata": {}, "source": [ "### 4.14.4 曲面三角剖分\n", "有时候数据没那么多,通过三点构建曲面三角,构建整体图像" ] }, { "cell_type": "code", "execution_count": 60, "id": "9931dc37-4f2d-4cce-9570-41c058ee64d7", "metadata": {}, "outputs": [], "source": [ "theta = 2 * np.pi * np.random.random(1000) \n", "r = 6 * np.random.random(1000) \n", "x = np.ravel(r * np.sin(theta)) \n", "y = np.ravel(r * np.cos(theta)) \n", "z = f(x, y)" ] }, { "cell_type": "code", "execution_count": 62, "id": "8400c52f-1939-4794-8f8f-2480b0946787", "metadata": {}, "outputs": [ { "data": { "image/png": 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gII888kilCdx0uZzW1laam5tnSCTVA7NZ63O52qYTT9gEbukIiWaNENzA586dQynFjh07VqS4DPVNSwbq0oY5mM/ExAR9fX0VYgSfZDs7OytJC6VSiVQqRTqd5sSJE7iui5SSsbExEokEjY2Nr2sL5/Vo0cyF4N6KxWIkk8lZ5XLOnDlDqVSaQTwLFRwvdv8LEcRcxBN2H106QqJZA1S3WK5+W1oI8ykuQ30r+qE+b9lKKfr7+zl79iw7duxgy5YtCCEqTbOqEY1GKxXrQeHg0aNHyefz9PX1AVSsnaWk0d4OeL3EaBaL6vbi1Zgul1MoFEin00xMTHDq1Cls265RLWhqalrWwq6UWjJhLUQ8ocUzN0KiuYmolpGp1nlaTFxlIcVlqC/R1MM6UkpVLLAHH3yw0k9lsXNIJpPEYjHWr19PV1cXU1NTNWm01dlMbW1ti+7BcqviTrJogntroX3H43Hi8Tg9PT1orSvEk06nuXr1Kp7nVYinra2NhoaGBRf24L5cKQHMRjxh99HZERLNTcJcAf96KS5DfVOBV1q0OTU1xeHDhwF47LHHVkwCUkqam5tpbm5my5YtlTTaVCpVyWZKJpMVa6daCv92wFou+Gtl0Sy1fkUIQSKRIJFIVORygvjOxMTEouVygvu63pZGkDgQYK4mcLNltb3ecfs8ibcx5muxPB/RLEVxeaGxlorF9raZDYEywYYNG+jv719RFtFc5Dk9jdZxHNLpNKlUqiKF39TUVCGe5bpYbibWimjW4rzUo4ZGCEFDQwMNDQ1s3LhxTrmc6hqeRCKxakQz2/xmI57BwUFGR0fZt2/fHdMSISSaVcRiZGTqpbg831jLwXKsI8/zOHnyJKOjo9x///00NDTQ39+/4nksBpZl1fRgme5iUUpV3nTb2tqWrc+1WrjTYjSrQXCzyeUE7tbR0VHOnz+PaZqVbMZisUgikbhpxx8QT/CMBv++E7qPhkSzSlhsbUy9FJeh/q6zpYyVzWbp6+vDsqyKMkEQe5ptMVttrbPpvv1cLlfJaLt06RJSyoq1M59Mys3EneY6W+39Tne3BnI5IyMjAHz/+98nEonUWDwrLXZeDIIanmqLJ7jH5yKew4cPs3nzZjZu3Ljq81sNhESzClhKbUw10axEcXn6WCvFUsYaGhri+PHjM0Q865G9Vo/FqNrFErzpZjIZUqlURSYlFotViGctrIs7zaKpt87ZYhDI5ZimyfDwMI899liljmtwcJDTp0/PKZdTTwREU41qcVCYSTy/+qu/yhNPPMHP/dzP1X0+NwMh0dQR0/vGLCbYaRhGXRSXg/3dTNeZUorTp09z7do17r333orbqnoMWDnR1HsRrtbnAl8mZWJiomLtuK7LiRMn6OjooK2trW61GwvhTrJo1io2BFRipYuVy6lWLahHZuNsRDMd04knl8stGKO9lRESTZ1QnbYMczcnm44gZfPs2bMrUlwO9nmzXGdBooLWek7raz6iuZX8zqZp0tHRQUdHBwDf/e536erqolAocOrUKRzHqSQWtLW1rUrh6J1o0azVPTCXNTWXXE7wAhIs9gHpLFcuZ6k1PEFNWWNj45L3dasgJJoVojqFMXhoF/sAZTIZTp06hVKKN7zhDSv2D98s19nIyAjHjh2ju7ubu+66a86H5la1aBazz0ACp7p2I5VKceXKFQBaWloqrrZ6BZRDi+bmYLELfSCXE7z82bZdSaWeTS6npaVlUeN6nrdkyyiXy5FMJpe0za2EkGhWgOkB/6VYMVeuXOHs2bN0d3czOjpalyDkarvOqmt69u3bR09Pz4JjwMrf1tdS62y22o3pmUyWZdUUji7Hr79Wx7hWlsWtaNEshEgkwvr161m/fj0wu1xOU1NTjWrBbMSzGNfZdISuszsU89XGzIdqxeUDBw5gGEYlC2alWEnty3RML9gsFoscOXIEx3EWVdMTjAGzL6KBfMdix7hVIISoafxV3X9lcHCQU6dOkUgkajLaFls4eidZNGuRDBAgeGZXirnkctLpNNeuXcN13RnEE3TBXarrLCSaOwzLabEcYDbF5ampqbpaIath0YyPj3PkyBE6Ojo4cODAkhfO29miWQizFY4GMvjVitQB8TQ3N8+6yN1pMZq1dp2txr4XI5fT0tJCPp+vaW64EILeTSHR3CEIXGWHDx9mw4YNtLe3L0lx+cKFC+zatatGcTl4w6kHViNGc+HCBS5evMju3bvZsGHDkhellcZYbjWLZiFM9+sXi8VKfCd4y60uHK2WSLnTLJrbzXW2FMwnl5PJZOjv7+fKlSuV2M5ccjngu82AkGjuBFS3WC4UCriuu6gHpVQqcfToUQqFAo888sisisuBG2mlD149x9Jac+nSJZRSPPLII5Vq6qWiHsH8W9miWQixWGyGInVQOHr58mWklLS2tlIoFFalZmMhhBbNzUF1Ldfg4CA7duwgEonUZLUFaffVcjlCCHK5HKZprvj++O53v8tv//Zv8+qrrzI0NMTf/u3f8qM/+qPzbvPMM8/w5JNPcuLECXp6evjwhz/MBz/4wSXvOySaBRC4yqpbLAe1LwthsYrLsDzZ8umodlWtZPEI3roaGhp45JFHVkWr7GZtfyshUKROJpNs3LixIpESEM+VK1cYGRmpaYWw2orUd2KMph7P2krgeV5FCqepqWleuZw//dM/rSgWrPQ65XI57r33Xn7hF36Bn/iJn1jw+5cuXeJd73oXH/jAB/jCF77Ac889xxNPPEFnZ+eitq9GSDTzIOgXM5vi8nxEsxTF5XoSTfVYy3mItdb09/dz7tw54vE4vb29K26rezu6zm7WPqslUrLZbEWnK51O09/fz4kTJyp1G0HhaL0VqUPX2c3HbMkAs8nlpNNpmpub+eY3v0k2m2XLli289a1v5S1veQvvete7llxz9853vpN3vvOdi/7+H/zBH7Bp0yY+/vGPA7Bnzx5eeeUVPvrRj4ZEUw8sVBtTLYw3HctRXIaVd7Nc6ViO43D8+HEmJyd56KGHuHjxYt26dd7JrrOlwDCMmoLBoG5jevpsdeHoShfMO9F1Vq+ss+ViMS+VUkra29v5rd/6Lb71rW/xa7/2a3zqU5/i6aef5tOf/jRdXV284x3vWNV5vvDCCzz++OM1n73jHe/gs5/9LI7jLOklNCSaaZguIzNbbcxcFs1yFZehPkSz3CyvTCbD4cOHSSaTlWy4erms5hpnsYvb7ZYMsFzMdo6m121UF45WK1IHbrblKFKHrrObi+Aldin7z+VyNDY28vjjj89Y+FcTw8PDlXsvwPr163Fdl7GxMbq7uxc9Vkg0VaiujQlcZLNhukXjeR5nzpzh2rVry1JcrldacrBgLHYsrTVXr17l9OnTbNu2jW3bttVkw90RFo3WgAuYsMakttCCPz19Nui9Mj4+zoULFzBNs6ZwdDFFwHeq62ylLuHlotoNv1isZQ3N9Gu02M6o0xESDUuvjamn4jLM74pbCgJyXMxYruty8uRJxsbGeOCBByrumuqxbgWiqfdiJLxzGN7XQTtoujDV9xHk0ERwzcfxzB+p3UBdB+8MiARSl0BIlHEfiKq2AsHxrWCuSz1Hs/VeCQpHA0XqeDxeo0Q82+K6Vi4srfWaWRVrXSwKLNmiWc66slJ0dXUxPDxc89nIyEhFE24puOOJZrF9Y6phGAau69ZFcTnY581UXZ6td8xs49SL/FbqOlsuUQnvGqb9CaTuR8kNKLEJw3seoacQTCHIo2lFi07QaUznT9FooBPIogv/DukdJkoRKcqy7TSB2Iod+SWUsQdR+jTCO4NkDIkLcjOe8Qie9b5aMlrksS4XQZp0a2srcEOROpVKcenSJY4fPz6jcNQwjDvWolkrklvIWzIbstnsmlg0Bw8e5Ctf+UrNZ9/85jd58MEHl2wR3tFEU10bs9T+5ePj41y/fn3Fistwc/vIXLt2jRMnTrB582Z27Ngx5w1/K7nOlgQ9BRgIb4BY6YNAEfCQ3nlAAX4tgsAGFIJRPD2JxgCtMe3fJxb9JaJ8DOn1EwMEgPb/Icmg9Ukipf+MSwSFxiSFpIhGgsph6EmkdwLX+Emk92WEEHjWT6GN/XNPu87naLoidaDLlUqlKorUzc3NKKUqb8w3c+Ffa6vidooP1ct1ls1mOX/+fOX3S5cu0dfXR1tbG5s2beIjH/kIg4ODfP7znwfggx/8IJ/4xCd48skn+cAHPsALL7zAZz/7Wb74xS8ued93JNHMVhuzFMXlq1evIoSY0xpYKm4G0QSdO4eHh2ftHTMd9SSIucZZzDlftGXlXUHaHwc9jgAsfRko4JNLeSwUUEBT+9BKHDyCehWb7Zs/gylKRCiTTPWxoIASgiFMQHDj2AQChQLtIvQLRLzvIND+fLx/RLGLUvyzIGe3dFZzoa/W5QrkUYL6nVOnTnH69Oma+E48Hl/V+dxpBZsBlkNy+Xy+LsrNr7zyCm95y1sqvz/55JMA/PzP/zyf+9znGBoaqqiTA2zdupWvfe1r/Mqv/Aqf/OQn6enp4fd+7/eWnNoMdyDRLMdVFmwXKC63trYipaxb29fVdp3l83n6+voq5LiYtsX1cp3VwzJacHs1jlX8PzDIoDHwaELoLALQInioyyZJzb99FQUPhSIPGAhiRKwJIFH17fJ3tH8+JAJJNTHoyv9LbDw9jCCHRNwgKq0xOE208Di2fCM68kEwNi3+GOuIQB4lHo9z9uxZHn74YRzHIZVKzVCkDlxt9VYtuJNdZ0vddzabrVimK8Gb3/zmee+zz33uczM+e9Ob3sRrr7224n3fUUSzlBbL1ZiuuJzNZuumuAyra9Fcv36dY8eO0dPTw+7duxf9NlVPDbZVSQbQU5ilTyK9b2HodPBlJGAw6X8FhdYghCQgFv/HQxMB7eDileMyGnDwyt90dQIlcv6/y98JZqLQCBRCy5kmDyCYIiAfXfmsnM2n8wh1Gkr/Fzr2MZA3FpC1WnillJUq9S1bttQoUgedJpPJZIV4gnbIK8GdbNEsx3W2devWVZrRzcEdQTTLabEcYDbF5UKhUDdiCOZTb2FNpRRnz55lYGCA/fv3LynnHernOqvHA109D60d3NJXSLi/iyDrWxbBaq9nWi0ChdIaKYzyoh8QDnhQJhmfnhQWGo2FoMQYBa1oEP73q++WGyNQzSSV30WN9RR8rBEIBJoo/bi6Bcf+EsR+ecYx3izMlaparUi9fft2HMepFI6eO3eOYrFYI38/lyL1fFhri+Z2IppCoXBbNz2DO4BolFKMjo4CVPpBLAbzKS4vVutssai3RVMqlfj+97+P67ocOnRoWTdpPVsOrGScgPC0mkI5/4Rh/w5xppDCpxE5axRF4+Gh0P7fK2QQw6UZU7QgcFD6Gr69Iqi40gAlNI5uRYgsQheJiIDMblgpOnCf3ZgpaF0VsdHT/ipq/mUxgeH9DUX9fhDRyrHeTCy2JsKyLNatW1eJ6xWLxUp8p1qROnCzzaVCXI21XuxvJ2sqm82GRHOrolpGZnBwEMMwaGlpWdS2i1FcrrdFU6/xXNfl1KlTdHV1sXfv3mX7ouuZdbYSWEY/6zo+i5E/SxynvHaL8n+zw8GpLPheYL1oG0evQ0f+d2y5GVO0I+3fQWsPQRGlU7g6i8ID4ZBWJRJyOzY2zXoAiVNOcRblpAKNQiDLhKJ1FE8XkEJUKMsoz3CumQqyGO538awfvKUsmoUQi8Xo6empFI4G8vdBKnV1qnWQWDDbvm+nxb5euBO7a8LrlGimB/yXUhA5NjbG0aNHF1RcvtUsGq0158+fJ5/Ps2HDBvbvnzuVdjGoZ8Hm9GPTWnP58mXGxsZm7cty44tp1jV9AkNcw8K9MSYzw/qVTSoOMjHjM7iOtv8UJRpRshPLeAjpPQ1EsFURsJDaI6MMNJqCN4Aw9+CQxtQZFBZKubjYCCQ2W0nKFJbO4lJE4RKt0Au4KIyKw8y3tDQaoQUSiRAepv1fkfZv8OAOj5LejVa/j5A35+11uURTjWr5++mK1MPDw5w9e5ZoNFrTcTQSiYSusyUgJJpbELO1WDYMA8dxFtxusYrL9arkD7BSoqm2wJqbmxdtuc2HesviBHBdl2PHjjE5OUlPTw+Tk5OVvixBXKCtrY1oxIPi72LKcYQo1aQRV5PLbFdIVH07WEx9G8RFkkeJTrRK4YhLROTdKPdFJA4aixLNjLuTGKb/fU/nSLOVJNew1BQOY5U5wHEmVTuNshuhC2iKFNUUcaFBgNK+Gy5Szlrzt9Nl0lFY2kSQQWASNVxiHEEVfhA7+jm0uWvF534h1INopqNahXjr1q24rsvk5CSpVKpGkbpUKpHNZmlra7vpGWC3U9ZZ0MMoJJpbBPPJyJimOa8FshzF5VvFokmn0/T19dHa2sr9999PX1/fLVVoWT1ONpvl8OHDxGIxHn30UeDGsWcyGVKpFIODgwxf/TJ3bfkK8cgYUthI4eEhMbjxFlqJv3Ajl8x3VikU5YiLro6paNCgRL48LwutrqISf8SE/gJ5+9so0YxDglzxMk0No4CD0lMYMoFh/m849h9C2ToJYJFCaxMhN6B0HldnQLvEhL+YuFpiCI2qPpfCT5H25yUxcCuEKXWJaOlJSvIP0HLDis//fAjuudW0LAK5kumK1KdPn2ZwcJDLly/T3NxcsWzroUg9H5RSa+62Cy2a2xQL1cbMRwzLUVy+FSyawP10/vx5du3axaZNm5akdbaYOdWTaIaHhzl27BibN29m586daK2xbbuyr5aWFlpaWti8KYMsfAZwuBF8F3jaK8c/AnLReFrjolDlrDEhGlHyEEp9G0NnypaDTw229sP3nhYY5egK+OfRFtsZ8/4eKGKKJI6K4ai7Mc0MrbH/k4R1gEL+/wdk/WNCVkm3aLROAd3Y6jqQoEQGW7k4SjCpNb2GxiyTS3nyyDIRGdReK7/A8xpW4X244hFU5BfAvHvF12E2rIZFsxACRerz58+zd+9eotFoJaNtYGAArXVNfKfeigXBs7GWrrOlyreERHMLYDG1MbMRw0oUlwPiqpdO1FKJy3Ecjh07RiaT4aGHHqpxldWLaOqZdTY0NMTk5CT33HNPRXZ8NhLz3CGc/M9iCf+lwI/F+Iu5xKjEN7QApQUFZSJko7+ACwswQfcjjPdiu/8LqW0QUNQKB4VA4WhIatePkRg9XCp8hbHSK6BNhBqhCOiYIKtTbLB+kWTkYHl2DpRTpe3AptEaCUSExlOZcnqAAcRAF8lqaJeqfBy1LzCuFkSqtW2qrCQ0GOQR+hm80nFc/RGw3kK9sVY6Z8G+DcMgkUiQSCTo7e2tKFKnUqkZitRBjGelRdK3AtEs5RiUUqHrbC2xlNqY6enIK1VcDqyeej2oS3HFTU5O0tfXR0NDQ6Wupxq3iuoy+LGjTCaDlJKDBw/Om6KptY1TeDcmLlS5xCIYRMSN21RLk6K3iWuTb6M18UUMOYmHRNGMIWMYRhpkB1O6CaXGkUKVM8Mol106ZL3TaNopiR9jvHQYISwmXQOTTqJiCkvksRCM2M/SGfsxpIxgWu/Gdb9NidoYkQfktCQhBVIH19AiTxtFHCTjeMQwKPrntZKJ5lXlpc0iOlrObjP0CKr063h8DmHtWeaVmOucrx3RzBaQr1ak3rx5c0WROnCpnj59uqJIHRSOLtU6uBWIZqnKzUBINGuB6S2WZ2tOVo1qohkcHOTkyZMrUlxeacvk2cZbKFlBa83AwABnzpxh+/btbN26ddZjvlVcZxMTE/T19SGlZMuWLQvWARSyP42lCzWLuDWdZBCgFVFjjN7Wr6F0ClWukzF0CcctUCgkUHwDL6pwhSDiJywTWA1KCzw8CjpPqfS7NBBlwtsASKSQtBhTCOUgZApDv8Jw7gm6Gn4Py3qcfHEbWp+bVrwpcEQTOvrvmMj/DgaKPAmEOkOLKCCFxiNLEd8tFsP063/EzAqg6bghX1PALb4f0/gKQrYt9hIsiLW2aBba93RFasdxmJiYIJ1Oc+HCBfL5/IzC0YUW8eUI6NYTyyWasI7mJmKhFstzIZD1P3r0KGNjYytWXA5uFM/z6tLDfSFycF2XEydOkEqlOHDgAG1tcy82a+06q26mtnPnTlKp1ILXyPMGkfp4Of0XlNYYQtSQDNwoqZQ6g6nTuGg/pC7AE2BFsliRRrLFrShvDC1NtHSqVuwbFTAGeRRRBCXa5DmU7qDFGPEtDSEQmGgknhomU/pzWmLvx4i8A1HKAGP4VogJtOJpSbr4CRQaW48Q12ki0qc3XYkFgSEC28qPLyFuaKfNVmtTQ/M6S7H4/xJP/NbiL8YCuNUsmoVgWRadnZ2VZ7dUKlUKR0+ePInrujQ3N1fcbI2NjTOOby1Tm5ez/1wuRyQSqbvW3M3GbUM00wP+iyUZ8CuZg596KC4H+623bMxsmJqaoq+vj2g0yqFDhxa84dbSdeZ5HidPnmR0dLRCiBMTEwuOYxc/UV78RcWZpLQGMVPKJfjNFBKlZTnHLMgFcxEYNLX9KrL4YQpuFkGp4jgTVGk560B6RmGIAu3GNYKlXYhgTwIpGim5rwLvxzLupiT/CSF6CRxoJe86jk5j6lZMYRBhCkN4le1VeS/+PkELXc6e02XNtMCJJmeQTRC5cbVfduo538LzLmAY2xe+GIvAWhGN1rou+45Go3R3d9Pd3V1JAw4KR/v7+wFq4jvxeHzNiWY5Fs1yWnTfargtiGa22pjFIFBcPnPmDEIIHnroobpcsKA2Z7Wl/QM335YtW9ixY8ei5r5WrrPpCtEBmS9EWEp5KO+rWNPe6gUCT2uE0OXPq0s0/b9bwqSgy5lrCN9FFvl5hLGOZPy/ogv/Hsd9CVEu9rSDRpgaHDRCl/yRhEaWQ/k3UCAqe9A4UA7kW8aj2DqJq64hSWARxdVppEgiRRShUuW5lc9hebYBoZRz42YUk8pZSCY4Rld7eGWtNUfnsXMfpDHx/2KZB+a7HIvCWnbXhPrGSYQQJJNJkskkGzZsqBSOptNprl+/ztmzZ4lEIiSTyUrG4/T45s3AUokmm82uSXfNeuOWJpqltliuRrXi8t13383Ro0frXphWT6Kpto48z+PUqVPLaqy2mHjPYrAUi2ZsbIwjR45UUsSrF5CFxnHs/4Xf36UqHR2BJXxrxS+jNJlNqFIiiGJSwi3TTxTMB/y/yR4aE3+E477CRP4JPF1A4wKKIhIXiRAKpQ08LXGcJFJqpFFCawFC4aoRPKEoKk3cPkzf1NNIL0+7WSQiJskTIyoaMKUvxaJxMcpxICluEFcwcyl8RYAKKs3U5r4vC9onSVdrHAzQ4xSKn8Rq+OOFLsuCWMvumrC6AfnqwtFqRerBwUFc1+V73/seyWSyYu3UQ5F6MViORbMY7bhbHbcs0Sy3bwzcUFxubGzk0KFDlSKteprN9RTWrCatXC5HX18fhmEsundMNepZ0b/QOIHw6MWLF9m7dy+9vb2zjjMX0bjedQr27xDRBP4qDASWqHoQNbO60AIYQhLRJi4eikaE3Faz74j1ELbYB6QpeRdwqRb89x1qEkks2ovQFq4aAOHL/DvKxtYxcrrI5NS/w9IlhDSZVC343Tldmo0iQtkU1TBKOzRJv6lAtLwPVytMIbDKdksAicAQtQuOJpCqUXhVrQnyWlPUoIUFKDw9jtYuQqxcqn8tieZm7jtQpPY8j2KxyH333Vdxs01XpG5ra1uSAO9SsNSCzcB1drvjliSa5bZYrl74du7cWVFcDt7w60k0q9FDJige7e3t5a677lp2Rly95P3ntUTKtTxTU1M88sgjNDU1zfq9uYjGU1nGCk8Q03k8NFIrLCExRO0x6xm/1daciDIx+c3IckzaT2HIdmLmfZWFWMpmSu4YTg1Z+cu4i0RqiIsEwpBI1UveOY8nBFmvFU+ZKG0jzQnQERQNvjtPSDQWjsqR11fLsSKXnDJISo2twRAGnhbkVCNdZoFAdc2YhWSCxGen3IbNLwT1raCkEJQ8idb+PpSewtN5TDH7OV8s1jJGA2uTYhy436crUhcKhUrh6LFjx1BK0dLSUiGeesVJlqocHRLNKiBwlZ05c4aenp4ltZOt1vt6+OGHaxSX650lFoxZTxmafD7P8ePHl1w8Oh31zDqbi2impqY4fPgwiUSCgwcPzuvrnmucTOkrKJ1GAzY3crhqqcCH0mAscBsYSAwULfb/n6uqlbTooTP5m1hGL63Rn2PA+VfUEpXA0Sa+bZEAofBUFq1dPC2ZUm1IaWFKf3RRTiVQnkbrG1Z2TkRpNhWUm53Z2sT2rHLRaRRh/CRj3gCt+vtIkUcCUkxfaETtv7SftOCVtacFgibpkFMKB8h7KaamfoauxG8Rs3bPf2LmwVpaNEtJ5qn3vmdb6OPxOPF4vEaROshoCxSpq4VBl+ppCPYdFKouFiHR1BnVtTFXrlyho6Nj0UGwhRSXA6voVtEnq0ahUOD8+fN4nsdjjz224ptqtV1nQ0NDHD9+fNEJCnMRTcHpQ9GIZggI4hTTsrSC4kZRnQwwPyJCs9VIUdITDOb/I92N/4O4dQCPLjT95Rwvn2QUBqBpjf44nYmfouReQIgYr45+BNOanlot8ZCYpgEYfsGwskEpiiWwLANdnqeJplmYlDQMO8+TcZtxTZcCJnHhYk2rxKkx0rRf2qkr2XIAGiEgKgWe0tg4uGqAwdwTbG36JlIu7zFea6JZCyzGq1GtSL1p06YaLb6hoSHOnDlDLBaryWhbTOFotZr8YvF6kJ+BW4BoZquNWUgEM8BSFZfrTTQrHW90dJSjR4/S0tKC53l1eXNZLddZ0LHz6tWr3HvvvRWXw0KY2zJqBnUFJfw4hItGC42rFREhodI7s9zvBQNf2ezGOZdMC64H+wSiwqNVncRVQ5iyGyG3UnDHy1TmErixJDHWx5/AkFGsiN+FdKqwlVbzEgizPAcHW3cCWXTZyrB1CVAMutvZFr2EgUuHgE0WmOJG9f9OLjPoGGgUJoqcThITN5x4Hl5ZcNPPTLO1hRLFmmOBcjY2vmWXxGVCSxw9zoT9D7TFfnRR12I61tJ1djv1oqnW4gO/ri0oHL106RLHjx+nsbGxYu20tLTMSibBi1tINDcZ02VkAnN6MaRQKBQ4cuQIrusuSnG53kSzkvRmrTXnzp2jv7+fvXv3kkgk6Ovrq8u8VsN1ViqV6Ovrw3GcBaVkZkNtK2bN5alPky39A8myLIvvPtPENRhCYGuBKSwk4Oo42k1gWTaadM24qpw8PDvZCJpEnkLxd8g5h9kuchQMxWUPHG0ihURisj720xhGbW2SNfYehmPfo8MaRAiXot7MhFrP9qhBUpxkxOnHVgambuXh+AAbzBzNRrWytMIgEM0UbLI0KQ9yGmKiSFHJqoLOG1rQGg3Cz4yrOX8EEaXgyMDAbz0wUfqr245o1tqiWWmLANM06ejooKOjA/CfjyC+c/r0aWzbnlE4GryYLlWVIJfLhenNK0F1bUygOhxgIVJYruJyvYlmOeOVSiWOHDlCqVTi0UcfpbGxkcnJyVWvyVkqAtfZxMQEhw8fpq2tjQMHDiw5xjXd8puyTzBe/BZJkcPRUSLceHvPaEUCA1MItOjGNN/AyORPYRT+mJ6OrzO9lgaCdgEQNBYLqlQEAlMIGtS3SRr+Z00S1pkw7Bpc9LrYHrufTnkYUfg5PPkwTuTngQitmGyM/gTnVR+2KiIx2BzrIWEWyTgmr2UtfqTpLJsjA0RRZQvmxuIRkEw1Wg1BzhNlaVA/0B9sIgCtfd1micLSEkcE/WtuWDMArg6Ix9/S06NLuh7VWKsF/3azaBZCNBqlq6uLrq4utNaVxIJUKsWVK1cAaGlpqShRL4Xgc7lcRYj2dsaaEE116vJsDB9IxkzHShSXV8N1ttQFPZVKceTIEdra2njggQcqi3Y9iz/rHaN5+eWXazL4loNqi2ak+A1EuQWAwsTBwionHWtgSmmG1TYuugd4Y8tPIUSCy2M/THfn8widJihxdLSBwMMSTiVoDoEYZW1wvboGRwDdpk2zMUaC7yKU7wJDncdw/xwBHNoNwmhjf+RnKZg/wlDxu1wq/D15V5F1c9yXGGJzJEV8gRqYmvMJxA2B0mVKLM+/IiCqBbrsRjSExNYzr6Gjy4SqBY6WSAwsY/mJI3eiRbPUrK+lQggxQ5E6KBwdGRnB8zyee+65irXT1tY2r9rH68V1tiavFYEFM5cZOVuMJpvN8uKLLzI5OcmhQ4eWnJm1Gs3KFjue1poLFy7w6quvsn37du65554ay6DeqdIrjdF4nsfZs2cBOHDgAFu2bFn2wjB9Pv47vUWwwBaJkNMmLhJHS4bUFq54B5FYvDb1D5WttOhB04wWrSCasWQDpmhC016TAj1bhb2PwOZRgCIhMsAEkEPrPFKXkLqE0CVMo4TJEBHn00TszzNV+gKWFhgihiEj7IgUiJTbDuhZ/qs5lygcXBzcG7UxQiCk9muHgniOuLGdp0XFavG138DRgqL2637SOlqu4tE4uhVHTS7r2qwl0byeLJr5IISgqamJzZs3s23bNuLxeKUPz+DgIM899xwvvvgiZ8+eZXR0dMYLdj6fr1vW2ac+9Sm2bt1KLBbjwIEDPPvss3N+9+mnn66EMqp/Tp8+vax9r5nrbL70xunWRz0Ul9cqRmPbNseOHSObzc5Iuw4QLMb1ePBXSlqBlEyAerSFriaa9Yn3kCq9iEcTRjnmotCUtAAkMTHOOtnHiLqPvMrg15NoPOtfYNr/DbTjL85aAxZaJMuWTqB5NsccmEm+Ahf0TGrSlSV+kqj3Ge41wTUtLrqbGWA9jjYx57lMAeH4FTH6BvmVDStdLs30pW0UCIFWvrabBpxKqwSN1oJ04QGuywhx41U8EQjb+P+b817myOSvs6/p/yZudM89qdnmeYcmAyy1tUA9922aZqVdOdxQpE6lUly4cIFCoUBjYyOpVArHcchkMnWxaL70pS/xoQ99iE996lM89thj/OEf/iHvfOc7K+vqXDhz5kxNjdxyxYjXPOtsNpimWUkSCEQa66G4XO+umAsRVyCV39TUxKFDh+a8wavbDqw0ULkS11mQBdfd3c22bdt4+umnV2wdTc86S5rbaY+9nbHCt7A0xBgr18MbeMSQQtEqz1PSTUzq7YC/vbbeiouH4fxP0DmQCTzr5zCcv0TrJOipxWZA34Cu/qcu00KV9aVvvBBZlNhhXmDSaWDQ28huJmbdnQZcnJpwvq84LavmFwh6xgkaqjlaYwiXonZqNNc0Bq51mlypFYcEEWkjhcLvKGoi8FA6w8XcH7Gv6d8v7fDvQNfZWlpTs8nPTFekLhaLpNNpvvOd7/DJT36SdDrN5OQkExMTvP3tb+e+++5b1vw/9rGP8Yu/+Iu8//3vB+DjH/843/jGN/j0pz/Nb/7mb8653bp16+rysrlmMqYL9Y8pFAo8//zzFItFHnvssRWRTDDmzbJotNb09/fz8ssvs3nzZu6///5536KqiWalWI7rLHDt9fX1sWfPHvbu3VvT3G0lqCaaSfsML459iIH8d8l7U0ypBFI0IkQnjo4RSOojoNU4zdb4/TUPlbZ+EDfx57jJv8NNfBFtvRNlvhO/IbKB0hpXB9lc03O3ps2rJrFgJslUxtCqXEGjsITDXuNFmuR1inOeFw26fMxV/i8l/KbSN34sNOtQxiGc+F/y2pl/S05Hy9Gm4EeS0yYR6dAQyWJKG4lCafC0wlO+BqDneOSdwcVdkOqZ3qGus5W+zC0Xi4kPxWIxuru7+bVf+zUuXrzIli1bePTRR3nuued485vfzHve854l79e2bV599VUef/zxms8ff/xxnn/++Xm3vf/+++nu7uZtb3sb3/nOd5a87wC3nEUTBM/Gx8fZvn0727dvr8vDcLPqaFzX5fjx46TTaR588MFK06aFxoLl9ROfbayltoU+evQo2Wy2RkomOOcrJb+AaEreBEfS/w2lCgjdX44wKFydwRAmEZnE0X6SAEBcxtnR8DbGS6n51Z+tH0V6zyC8U2g9hofG1S5+82dwUUypEp1GHGoshRtp0bPFVqj6Zk1GmYA2eYmcbiYq3AptBM4sn+BmjiZqvtmEk/grkDeyiXKFK9j8DAafRaLQmLgkcXUe8DBFiUCms+xUwysnBmTUBHIKXjz3YsUtsxiRyDvVdXYrWTTzISgy/6mf+ine+ta34rouIyMjS97v2NgYnufNyF5bv349w8PDs27T3d3NZz7zGQ4cOECpVOJP//RPedvb3sbTTz/ND/zADyx5DrcU0QSKyxMTE7S0tLBjx466jX0zLJpAmiUejy+qd0yAei3qwViLHSeYbzKZnOHaCx7Gelg0AGcyf8akc4WYmMLEQQi/+4zS0rcYRImE0VrW8/JIWo8hxCJqDoSFG/t9hPcK2n2K68WvM+mlQHiApkV6GEIzqWwapVUpAQXKLrtpemplQ0SI6RRTfglSfqZYRuVpltFKuvKNzXUV0ZTjMwL8ypcGIIYX+281JBPAlD+Jq/8RR00hApkaodDao6BjRISHLPfVCeaa8pJgKIrxKLu2tVFM64pIZFDL0dbWNmsTsDvRdbbaWWcL7Xup1lR11plpmvT09Cx7/0u5/nfddRd33XVX5feDBw8yMDDARz/60duLaKYfYLXi8vbt2xkfH6/r/lY7vfnq1aucOnWKrVu3LtkKC7LwbqbrLJCSmWu+we/1IJqiGGck9xSgMMopvUp7CDSTXoxWo4CiiFY2phCYsoOW2L+qjLHgHIRAmw+hjQdIFU/hkcEqB9TTyiAmFHkUrlY0SlnpEzOlPXJK0SxNouJGgN1vGW34c63E8TUFrSiU045d7dDvGPSYAqv8nZL2ddCMyjbl6flVPCDWoSK/BLP0kvEf+kaSsY+RL/4HlJ4ok1ScUTcFCOxySrMpfMuvpCO4GJQ8yGqXK7FneONdHwD8guZUKlVTyxGQTqDVFVo0N3/fKyGa5aKjowPDMGZYLyMjI0uq0Xn00Uf5whe+sKw5rLlFM5vi8tDQUF1JAXyisW27ruN5nlfpKjkyMsL9999fqRZeKupJNPONo5TizJkzDA4OzptgUU/X2Wjke2gSCDIV55JvTyhK2mDIaaPRsCmqJDa7eKzjP2LIlpp5uGoQxxvAMjZjytmzq4Qw6E78IpemfhW0h1VuL1DQBg4GEy5EcGk2FK7WlRhO1vNoEpI2w6xU4bjaF8hUlBACppRXIRkAD8moijNSctFaEzMcNNAgBL2mLquoCZSWGMaj6NhHQTT6pKg9Su738dRVIuZ9WMbOyrFa5m6aG76EUmOAgeUNMDb1IVB+73hPCxQWEkVORRhzG8uabXmuFr/D9dJjrI/uJR6P09vbS29vb6UJWLVWVzwexzRNpJS4rntTerEEuN0W+3phqRZN0NJgpenNkUiEAwcO8NRTT/FjP/Zjlc+feuopfuRHfmTR4xw+fJju7qVlNgZYU6KZS3G53tbHaowppcS2bV544QVM0+Sxxx5bUYvoelf0z4ZASsZ1XQ4dOrSgtEU92kILIXBkGku0oXUaWxnEpKq87fvOIMUVZx8j3kEKXpHe4jg7Ei3lAVyauz/F0NQwmjxSJIka99KR+C8IMTOe1RJ5MwnzR5ly/gYXF6ssVBNU0peQFLU3IwsmoxWO59EiTYQWDLlNPJu7n8ebvo4JSAEx8PvCAJMqiS926VHQFo4nSEiXKTTnHU2TAFMYRCM/R3P8Q1B2hXlqhFTug3hqBK0LCNFExLwbrd+Lp9MMZn+TonsShU3SeoT1sX9L0ujGEuMUVR4Hv8BUa8Go11ImGf/YDBHjWPYvWB/9jzXHVt0EbOvWrbiuSzqd5vLly0xNTfHss8/S1NREW1sb7e3ts7rZ6ok7OetsKYSezWYBaGxsXPG+n3zySX72Z3+WBx98kIMHD/KZz3yGK1eu8MEPfhCAj3zkIwwODvL5z38e8LPStmzZwr59+7Btmy984Qv89V//NX/913+9rP2vGdFMTk7y4osvzqq4HKQ31xP1LtjMZDJks1m2bNnCrl27Vnzz1tOigZn+13Q6TV9fH+3t7ezbt29Rb1b1KP4UQhDxOvC4SkmvZ8pTdIg0Bm7FrjGFS1JeYqtxnUH7AOdzF9iR2A5AkT8kkjiNJorvcstTcJ9novgZWuO/POs+tzX8Ci+lX0KqYRLSrgTQy0fFhBehUdoVl5dvYwlGVYRRpRi3mzltb+FtyefL7crKQXjhJyQPuhYOEp8mwZfPNJhShr8fASkNMeNRHkg8WTO3ify/w/Wu+jEqEQGKlNyXaels4Lr9P3B0P7pMJhOlATL2N9mQ/B2GCx/HECY5bwJbmwy7cWxd254hYTRjqyyuLmGKueODpmnS2dlJJpOhqamJTZs2VdxsAwMDAJWq9ba2tmVJ4s+HtXSd3U4xmlzOt2LrUUfzvve9j/HxcX7jN36DoaEh9u/fz9e+9jU2b94M+K70wMUKfrz8V3/1VxkcHCQej7Nv3z6++tWv8q53vWtZ+18zomloaGDPnj10dXXNKkGzGhZNPRZypRSnT59mcHCQSCTC7t3L7wdSjXoTTeAi0Fpz5coVzp49y65du9i0adOi3ybrZdG0FR4l3fL3FHSeom5kxI2QkJM0yAJS+DGbiCgAeTZHvoUlmih6+4kZPbjixRn1MVpD3vkWWf1TnMkO0WwmuLt5IzHDt3AsI8mW5K9zcuqPSDn9NMo8CVHCkhpP++H0cc/ABLTQmCgMAQJFQUfJY3Bv/CyNxhQKgdYSKYIiS4EhDaT2QGtsPb1LJqAFRSLc0/hvav6mdAFX9SOmNz3TmuaO71LSEl3Rfiu7LnWGocLvsqPpT5l0XmSodIRTmX5cBhHk/XgSggajFSn8rjwGi8tcDF5Gqt1sWuuKJP7w8DBnz54lHo/XSOKv1M221q6z24loYrFY3dyaTzzxBE888cSsf/vc5z5X8/uHP/xhPvzhD9dlv7CGRGOa5pz+vtUimpVaSfl8niNHjqC1Zv/+/Zw5c6ZOs1sdogE4ceIE4+Pji061rkY9dNOEEJheE2/s+HW+n/4jSvkXaTAyCDRGubbET9f1ZfQRHpK/5PTk8zRY9xDRHujpiQow4Uzxl4PPYAiJpxXfHDnGz2/+ATbE/WPcEH+MUXuIs/mvUvAg6zkYwmW9MUJSZukyS5hClSNFkutugikVR4sooGmQDmal9uWG600KTQSPvDYo6giTXpykLJUbnflxGQ+LiOikwdo+7WyoWoXMasgini6TmahWK9C43jCnMr/BhHsJTxfZEIEpT5NWFn7LtwgFZWOrMbYn3nwjY20BzJYMIISY1c1WXbkeuNmClsdLdYPdya6zpRJNIMR5u2PNkwFmQ0AK9cyKWalFMzIywrFjx+jq6mL37t1ks9m6Kg3Uy+IKzlfQsdM0TQ4ePLis+FG9XGdaa+JmC55OkzT8ttqiIsPi/2YE9fAiKJ8sMWm/RJu08GMSGkc7lLSNRlPSLhti15l0twB+AeOXrr7Ikzt+qHIOirqIFOswhImlM5S8EUZJsiMyQlQ6BCRi4tJjZjnnRNFIhIqQVzm0FoEUWWXhd7VkyG0i7cXwMJEossp3o0XK1pmrozzU8pGZ51MkMYwuHPdsDRm42uV8fj1dDdeQggoZBQ3fPEpknMMokUQIA0NAs3Bok72cK4zj6CJKexR0lIupV8l57byl7T0LPjuLcWEFbrYgaaQ6m225brYw62xxyGazr4vumnALpTdXIzAV65khslwrqbq52r59+yp57LeCGvRc4wC8/PLL9Pb2ctdddy37waqX60xrzfns18m7Y0SkRCPLsvg37IWAZPz/CwobBVOqgbjXRMnIYOP4WWtlC+fuhi/RN/WzZL0eDCHJeUVSTo72iO/T7onuY6B4hLyXJ+9NEpMF2oypCiFUzRJDKFpkgbSKInScCW1hYxCt6I758yxoi7SKl6MzvmqZpwUeEZyy6GXKbWKrE6NzFm5vif9XUrl/hafHQHt4RLlSbOTvBt/Mv9j198TFJFQoWCOw8FB4xGpnLCxy7gDj9n6K+hquVigkUOLZya/SaDbwUPNb5r02y3mRm+5mC4qrAzdbLBarSaOeze2zVplfy2mlXE8sNT4UpDaHFs0qIbgRllPgNN+YSyWGYrHIkSNHKg2/qoNy9VRcrtd4gZQMwI4dO9iyZcuKxquX60xrzXDxMFJYoJNoXQAtUEiMaqGYioEjy2TiO9RGLv4abXv+G+gpJGY5lgGmKLI9/i2OZH+uvL3AqLIUNsbu4cWJvyTtXqdB+hk8UaGQorZyPyA8S6iqzyUn7XY2mFM0Sz8tfsKLcMFpKUv5a7zyHD0Mrtqt5YXet0K+l/4GexrvnnE+TGMjnY1/RcH+BscnX+TZVJKXMg04yuWzA+/m/Rv/jqgsAKC0iSU7cXRyZlwHsFWJkk5ja1+uxl+O/PTpp9P/sCDRrNSFFSgTNzU1Vdxs0wUiq91sQQOwtbJognv5dnGd1VO5ea2xpkQz1xtz0D7AdV0ikcgsWy4dSyWa8fFxjhw5QkdHx6wNv4IHpl6m+EqJJpCSyeVyCCGWXc8zfU71sGiUVmhtUnAnUJ4gZhgY0qOo48RFoVKhDyCQaDdKSZUQUmG4O1DKdzsF37KkoqgcBJKYzADgKI/WSJIWqzplW6BFhLhoQYosAkHaa8LW45WYSgBPSya9OI5n4ShFjBi2buSUnUCX20cH1pes1AL5xJLxYmWSubFf25v7nhAixpBziC+P+K0GTHkNjSKnmvi9Kz/D2zsm6bCOsi66iV1N/4qLub8mb7/oE3UZWntomnC0TbVyW3AOHVUi40zQZLXMOY96F2xO7zxZ3QCs2s1WLBZvat1OgNuNaELX2Spjse2cl4LFjlddQLp79242bNgw68MY3DC3AtFUS8kcPHiQZ555ZsUEAfVxnSlczjT9PbowgdR5hNC4Ok6TMFA6x7gbQ6sOYsYkTcYooDAMD8uMIr312MNvwbFtCgUHw3KRwsCQEksYuNphyksy5RRosGL89MaDNfsuqRxKe8TNJtCtQJoSFiNuI93mZFkFGbSWTKgE/cX7mSg+xsBIivfftY8B+Se4XqHs2Cu78pwGLDmFJVxsbZF2ExTKacaBRaFUlL0N88t0fD99ibhhYZYzxaBEV+w6DUaGEXsnl4s/wa+sew8xI86OhveTnThPUY2XJXQ8LNHM9oZf5NXcn0GNE9K/bgKjTEJzY7WVAeLxOPF4nJ6enoqbLZVKMTExwcDAAGNjYwu62eqJtSaapboMc7lcSDSrjdUgmoUsENu2OXr0KPl8vkZgcq7xYOlFWHNhuURz7do1Tpw4USMlczOKPxcDW9l8N/83TBjDGEWFZUWJyyKedplwFY63g7NTjxARkp2N36CgPBJGEUs4mDLB3S2/Riy5jVdffZUW68eZ0l/EVTa4AikhShPtxvv5mY33srWhs8ZtBhCRcSQGHi7QCUyhtc3pUiejXgObzDSW8Mgpi+tOG5nSQQpeD1NFj7jYy/2Nv84rmd8i510DDAzRipQFStqgoC3GnEYCicugcZnSEkPdy2Pt9wHgqRwjpa+SdU7RYO1hXew9GCJR0VyTQrAz3sz2zn8kaZUwhAucpdXaRdL40fJxtHCg9XcZKjzFpHuCBnMbPbF3YclGdk6e5Gzx5XK0yG9pYGLQZHTQYrXPe31upgRNtZstk8lUWhsv5GarJ4Jnf61kd5Ybo3k94JZ0nUF90pGnjwdzB+QCrbXm5mYOHjy4oIpyPYUwYekFpYGUzLVr12ZIydSrnfNKXGcXslf4n1f+CkscxhQ2CdPBwcRTjeV3cphy8lzMjbOn6TxCpPCwyKlGNJomYpzI/hEPRP4LAFs6fonxYiejxc+jVAm8dpzRHyc/EsGxzuO0pWhvb6e1tbVy7QxhsiPxECdz30Vi4rGJojeAJWyuO90k8EgaWQSaTmuc9ubPcD77LgbERhJGhKO5Vxi0W4iIDA1ykkZxiaQJaTfBsNPCjaw1xXpzgoRU5FQ7b1z/TiLSpORd52TmQ9hqFLQm5TzLcPFv2dv03znYto2TmXNsb3iBFusMAhuNgdYWjWYEpS/Sn/8SW5M/Uz6WOBsS72UD7605zz/Z/S/4wrU81+yL5Uw+Sdxo4e0dP44xS1ynGmspqmkYRo2brVgsrnrR6FpnnAGhRXOrYbZ2zivBXFL8Qe+Yc+fOVbTWFvPwBZZDvea4FCskSFJwXZeDBw/OkJKpR2wFlu86c5TLb5//H2TcLDsSiqj0WwIoLf0YDAKFwhIuLZEpumNjKC1QeFjCqLyZOyqLix/EHyk9z5nc3+FqE0EES8a4Z+cDJHdvqgSgL126xIkTJ2hsbKSUjDJseHQ07GZ3XNKXfYqMO4GjE0y5bWyJjNEUm0SKG9Ehjxybk18ln/wFJrxBLpeOIoRJl5khLjOIcqwmarkoJAN2B1HhsCc2SER6gKSNLNcLH6Ej8gku5T6G7V33A/nle8r2rnMp+zukSv+Sfc1fJiInEMIhSGQ2pK/2rLVgpPRshWjmgiktfqb3lzmdPcq5/EkajEYONB+izVq4f9Ot1I8mFovR09Mzw812/fr1RWezLWe/NwvBOhESzS2G1Ugfnv6m7zgOx48fZ3JyclkFjfXs2rlYolmMlMxau87+ZuAbZNwsIEi7CZJmEa3BKYfRwQ9YSyEQwsNTkkCyS2lN0ghiHgJDRFDGJKem/heuyvvkh0dRjXIk85841PY/KgvQjh07KBQK/M9Tr3Bs8BKebaOA7rYhdvVcJm4IBmy/FfOe+ACGqM09M4TGkkXoeIG/m+pDiRzNxhRRaxJJ0IBZIIVivTXJkNPCtugIEemnQPu5XxJXjXM59zEK3uUZ2WJCGAwVT/Na6svsbMkBFn6XzfL5xisrW99o2bwQTGGyv/EB9jc+sKTrtJbqzfPtt9rNtmXLlkVnsy2EtZafgaXFh3K5HL29vas1pZuKNXedzYV6u86CMYMLnslkanqxLCe7rd4WzXzHWy0lc9ddd7Fx48Y5z99aus4mJib49vBLYPjL5JjdQKOZo8myUVrU1M9oFKO5Jk7qzTzSfgKAiDSJSBONR5O5DVPG8Zr78HSmJutKCImtJkk7x2iP3F/5vN/OckUV2bK+G7SmN/l3tCcOY5RTlDsi41wrtWDJmdctSFvOoimoLFHDZnPkWiVDLQi3q3J1S5MsEisXfvrSMxrTiCAQFLzLgJyxqHpaUfI8OmMjiErmml/wSXl8Xe450xF5pGZ+Wmsu5F/meO7beLpEb3Qv9ze9m6icXxx1LtxKFs18mJ7Ntlw321q7zgzDWNL5zufzYYxmtVFv1xncIK+BgQFOnz7Ntm3b2LZt27Iftptl0Xiex/Hjx0mlUouyvNbKdRb05Im2RZnSWYJsqDG7iZiRYnrncK0FllXgSn4D3bEim5NXiUsTKSwajK3c1/wh3JJAGXmkljM0zxQOrs7VfPbi6FUaLP+lIWqO05k8WV7Q/Y0NodgQTWMrk4jhTh8SpSGjLKRRJCZLZSKphUTjYPgWmvb10tCy4h7TWiMwaLYeZUT9w7TxNdcLuyioLlo5DoCnohiiUClalVg0mlvZMs1t9tLkX3Mm/2ylYPWU+12ulk7yo50fwZRLf1G6XfvRLMXN1tLSUnGVr3WLgKUec5gMcBOwGnpnUkrOnz/P1NQUDzzwAO3t82flLGa81Y7R5PN5Dh8+jGmai+7aebNdZ4HQ6NDQEA888AATRcXfDj2F/5auiUoHXRafDBKFA/pqiYwzXIjz7NhWtiV+lIdbO4jJNpKmr4PnUkBm9mCsu4DWNyw+rTWWbKTV2l8zF0sYqDI5tkZPYIpCubDyBqTwUEJQ1GalHTP4Cs5XS+0gFBpBu5HFQ1YsjGo4WjJsN9MgSvRG0pVj85uVCdojb6Un8fOU1CA59yyuzmKIJJbcwumJt9IUibIu8SKWzACSkhclbgkSRhv7G36V1si9NTI1JZXjQuH7vkutPBkDkyl3jDP559jXMH9x5mx4PXTYXIybrbGxkba2tsr31wLLKT4P62jqhJvpOstms5RKJQzD4NChQyvqHRNgtS2akZERjh49umQpmZvpOrNtm8OHD9ckJrzbexOvpE9wuTAIKFyv7CjTArdc5ChRSDQJ0yaCietJ7mm6i/ZI14xjEfkNtFn3knIOo5QLaAwZY0P8PUTKDdICvHH9Jo6lrxM1TDwdR2uJEKC0qKQgawQpJ0mblcPVEqOsFGArizPFXlS5y4uftCAoaZNIFSFpBEfzG5h0E7zmbsIUHm1mDguJKRppsO6hN/ELCGGyu+m3KHpXKXgDxI1NWLKbb157hpJSnJ/4GTY2fo2oMYLremxveAN7m34ZU8x0/aScaziqhJyWwi2QDBZP3nZEs1ourPncbOPj43iex9GjRysWz0I9meqF5RBNPp+vSy+aWwG3rEVjmiaOM9NtsRwEtSaWZbFt27a6kAzUV4ammrS01pw/f57Lly+zf//+JXe1u1mus0wmw2uvvUZLS0uNekLCiPGvt/08//7E/8STV7AMhaMlHkZFBVmVbRvXixKXSQqeQ86beb1zXoqp5AUmJx5kYGo9bYkjxI0ED3X8DJuT98z4fm+iiX1N6/jeSD8j+S10JeJEjDyWNHG1T1IlFeGfxh5gf9MFtsZHkfjdNE8WerCRaO0rQl+1W+m0pkAIXC39hAANBRXhSqmjfCySl7I7SHotNNtbed+Ot9PbsKVmTjFjAzFjQ+X39+/cy98M/ANpW3Fi/L20WQ3suF7g7rf+4IyFf8IZJuOOYckYprBQ1FrQCo9ms5acF4u1koK5mfutdrMNDAwwMjJCU1MTIyMjnDt3jmg0WpPNtlBZw3Kx3DbON4sIVxu3LNEYhkGxWFz4i/PA8zxOnz7N8PAw9957L/39/XVXXK6366y6aPTRRx9d1hvNzXCdDQ0Ncfz48RlxroJn8z8vPc3Xh47iaYdtzQpXmbjaBFElT6n9Pi+TpWYc5dJkxmmxbrzJa615cfJPuZR/iYn1abS2MJMJhjLvwNUeJ8au8qv37CZpRVDao7/wPc5kv8lANsd4bj/tYitTRZtrk+9j/7qv4uopbDePo01eS++lIBRH8xs4mt8Y7BFLKCwpcQqtGNEUKiK5ZrfQbU1gSQ+lJSVl8urUFrJuzE+N1iB1nGb3AJlSGxcygt553Oonpr7M6dzXaU1O0Zo0iMpGHkn+MmdGrtd8z1FFvj72acadqzi6RETEUNoFXExplc+RIioT3JV8E9++fp6Xxq8QNywe79rJ3uaFyef14DpbCrTWRCIRtmzZMsPNdvHixRo3W9ACoV6EuNQYjdaaXC4XWjT1wEKus5Us4vl8nr6+PoQQFZfOwMBA3VOm60k0QWvoxsbGRRWNzjdWvYhmukWjtebs2bMMDAxw7733sm7dusrfMk6Bf/nqZ0jbOYqeTUOkgMKuuK6mi1m6WhKPOHTpFtZHmtja0Fb525XiYS7kn8PTfvqzaYCWaRpbv4hSCbSW/O31V3lfz4d5fuLjXC8dp+iVsCzo6rhOW3EX2al30p+Os7/1v7G/fYI/Ofcc/e44ozqPKafLswgcbeB6YOOSK3Sy3ZCcK0S5VuqkzUyTceJctdsoaQsQ5Sw6v+I7P27gyDyJeXrBpEr9HMv8PbYqIhEYEmw1xfezn6KJH6t5Hp5Jf4Fh+yJBKzNPOyg8Go02PErl1guNHGz63/nD88cYyE/QaEZI23k+ef4F3tl1F+/p3Tvv9b1dkwGWi+kuu/ncbIODgyilZmSzLfd8Lcd1FtbR3ASspJ3z9evXOXbsGD09Pezevbtyc9UzplLv8SYmJpiammLnzp0ryoSD+miUwUwXnOM4HDlyhEKhwKOPPjojI+b3z/8jk3YeV/nBdK1v1M0Ecvp+wFzjKhOJSYNsxIo28S+3P1IjIXMy9w2U9ts9a3S5PbELwu/PIoUkp87yndTHyLhnywWhQf8YhRW9iMynaY628PLwCI92PcSj7R1c6n8GHTmOpwyQM6+dAnLaJWYk0GoDQm9iylGcyR1H4CcSmNKfVYCItx4hLOx8ntTJM7x8dZi2tjba29srb8Vaa565+teUrDxSGH5dkedhSIkjczjxGxaN1oprpXMY07L0hPZToX9i/X9AAFGZ4NXUVQbyEzRZfpKIKQTNMsq3R87zlvU7SJpzZ6O9HmM0C+13vsV+rmy2erjZlks0oUWzyliORaOUqrxtzxbbWI0i0JWOV90aOh6Ps3379K6My5tXvV1n2WyW1157jWQyyaOPPjrrQ3Zm6lpZ19hfwHJOFE9LLOmUixn9dGeNROooEWnxo90/zP2td2FOW3h8N5FftqiAiPRqmpB5WhMRBqP2SQyccmHkDXFJKQtYVj+u21IZ8+F1PXwz7TJW9GUyXS3KXTRvwFP+LG1d4FLxAlo1EBUWyhAYQqO0ge3JiiCn0pIOdw+trS38nw+/kfZItBJ4PnbsGFprWltbEZEEOTeLiNw4CIHAU36nUV2lJq3L/1VDA0VdYMoe4A8GPkpCJnm840fomxgnZsx8jG3lcTU/wV1N62b8rTLmHeY6W4r7ano2m+d5sypQLNbNtlSicRwH27bD9ObVxlJJoVgs0tfXh+u6HDp0aFaTczWEOleyoAdzVkqxd+9eLl68WJd51dt1FmS/bdq0iZ07d865SMSkRdDRxcDP8ip4Jpb0KClNTKpyaaOJISJMTm2noaN9BskA7Ei8kXGnv1yTUt16zI/vBI0oNb7igxC+QKXyOyGjtYlSCSbtEu/asrFyPAdat3Nm+BQKgaMMPGTZQgFXSRQGGomrFUIoNEUmHAdLm8RNx++AiUBpP7Ghy+riV3a+mfbYDbdKV1cXXV1dNY3BXjndT6rUReM9p5FSIaQoC2sqJA3ESj03rp8waDTaGPcGK1lmBZXDUTaaJOCQcdP87fUv0G2+DVt5RGTtIqa04rtj5/na8An2NnXxA507iBu1LwdrQTSBhXwrWjTzwTAM2tvbKyURgZstnU5z7NixBd1sy+muCYREUw/UK715bGyMI0eOsG7dOvbu3TvnBb2VumKmUin6+vro7Oxk7969TE5Orolu2nwQQpBOpxkYGODuu++mq2v+APODrdu4Wkhh4yEQtMTyKCQTdgJTQEn6ziApDJrsNxHx4DtDl9jTOvOte2fijVwufJ/h0nk//VgLEH6KtCE9BBagicv1GGKKksoQMUxKrovSipId5/CFJOsjDp3qRpbh5tgG0BKF9okJga38RU9rvy8NuiprQdg4OkrR8TtcRk23LEcDRc+kPb6djvjsmUHVb8VetAl5sZ1ScQQndhqFjdYa7cVY574drYyahf8tbf+Cfxj9OAVvCr89tIP/uLZWxna0jTbPY4h2lFYVUkqVslwtpciNZSnqAi+kzvKN6yf5T3vfTaN141ysBdGspVS/UqpuWWXT3WzZbJbx8XFGR0dndbMt1aLJ5fxC5DBGs8pYjDJAdRrwnj172LBhw7zfNwwD256/R8dSYBgGpVJpSdtUi3hWS8nUKyUZ6hOjcV2X0dFRSqXSgi0TAvzM5jcyUBjnxfHz2NrDMlxf00xLFAKtIygoC2gqhDDx5pinFAaPt/8aA7ljfO7knxNtydAQG/ddVsIFPCzRxMGWXyAqI7ww8fvYKodpaKbyFnrkvbx7/SbarBgnLo4gEGzvbac92kSuGCUWLeAqiRS6QhyulqhyXCmCWeYbk5iIkVMFJu04hqOQUqOV3xv0Qn64MmetNZcKfRzPfgeA/Q1vYWv8PoQQbOxs5vjl66wrvg/XGyIf7cMumaixXSQbmkk5k3zpK99CWAk2dXdy712b+Gfr/y9O5p7lWvE85/KX0MSpVleQSPJqkn+1/T18/vIrfnq41qScLDFTMe6mKt89nevn987/E/9uz7tr5rtWRPN6ig0JIWhsbKSxsXFON5tpmiSTSSYmJhaVzZbP50kkEmumZFBv3LJEs5D1USqVOHr0aCUwvZig2VpbNK7rcuLECVKpFA899BAtLS01Y9XTollpxt5rr72GUop169YtimQAEmaU39j3k5zMXOWr145yrvAqWkxhKIGqce1IJBZTbonH1m+cczxPaS6fS+INd2G3pEgXG0mYJSzDRWNgGq10Re9CCoN3d36cKW+I104N0VpqxozfeJBbGmKcHRhjW08bXbFWitrAsaOYhgvaV4q2pHdDybnsqzMQRGjnmp3GNPzPXC3Bo5wYAI6+cZ6/Nf5ZLhZewyvX6wyVLrA98QBvb/9FopbJm+7ZykunByhOdSCn3k53Q5xHHtvIZGaKZ44+w4YNPYwWpjh15CRPv3acN+/bSPf6PcQbN3FCfQk/tbnq/ODRE93IrqZO/vPdP0Ta9ltAP3nkLxiy84DAlBJDSITWvDxxAVu5RKT/2K9FrOR2dZ0tBdPdbMFa5bruotxs4LvOEonEmikZ1Bu3rOsssGhme+sKFIxbW1u5//77Fy0ZvpbJALlcjsOHDxOJRGaVkqln8aeUctnFroEbsqenB9M0l1zLJIRgX/NG9jVvZKh4gE9d+ixT2Smi0ThjpTygMN0upmyHu1vXc2/r3O64vnPXyORKNPQMgzRQGJQ8EzCwTANHKUbtQdZHN/luKrMHt5jDMmcuYq7ncWLqeY7kvs2D7QOk7ChDhWYCrQBbCSJSV4QzS8rF0EmuF3N4euaD4seKYEPMX0zG7atcLh5F4ZXvV4HC5XLhCCnnGm1WD60NcX7owV3kSw6GFEQtf9Tvnh8CS/D9Ypop10YnJcoFPT6CbHyKqVwGW5bQ0iMiTFrNBFooTBGhzdpKypmgzWqhLZqgb3yIgUIKLRQCQUn5igaGlESlyeX8GLsa/HMeWjQ3B9FolEgkQkdHBz09PWSzWVKp1JxuNsuy6pra/KlPfYrf/u3fZmhoiH379vHxj3+cN77xjXN+/5lnnuHJJ5/kxIkT9PT08OEPf5gPfvCDK5rDmls0c7l5ZutgqbXm8uXLFbfTpk2blnTD1tNqCOa4GHIIgukbNmxg165ds97sAdHU4+FfjussOLfnz59n79699Pb2cuHChRW54LpjXfxM7/v4k5N/RsSIsCUZp8PYSrexh/s7eumOJuY8f0pphsYyJGMRhGei0ZjCKPdqCY5TYk0Tk2xMRJnKl7DMG2+uWmvGmp+hf+IEnnZJWi4xw6YlUuToRDdC+zUxRUfSHMmzOTmBJRQZO8Gk04bUZlU+W9U5A35w3b0AXCocoaRyGKL2kSqqHJfzfbQ13wj2J6K1cYLJXImTbp6EilQEQbFgsP0l2swiMSNGREWwVZGSKpEtlHCFoKTifDH/NZJmgr0NO7grvpvfvfh1EtE8JU9Tck0oS4oq5b+0vZK6siiiGZ3I8cqFQbJFm6ZElId29NLWuPIq9cCKutWzzlZr39Vuts2bN89wsx05coT/8l/+S6W2x3XdFcWVvvSlL/GhD32IT33qUzz22GP84R/+Ie985zs5efIkmzZtmvH9S5cu8a53vYsPfOADfOELX+C5557jiSeeoLOzk5/4iZ9Y9jzWnGjmwnSicRyHY8eOkclkePjhh2vcTovFajRTm2+8pUjJBA9APYhmqdaR53mcOHGC8fHxGpfeUjXTcm6JF8fPM+nkOZ29xEhpAsdT2Ol2fqj5Tbx583baqwLnruvOOb4uy70gwBzcjtc+URboF2jtZ1U1mM20mutrttu3rYtvv3KeRAws08BTinR+kkL7OTztotHEZIScLhE3HDqjWQbzfoB9XWyKHY1jldTlhOnQGs3x8thGip6JJRW1l0bycPMOAJJGM5KZbhkDk4TZMu95c7RHXns0Vy2CWtiYsTwlTxIxQRqSmJEgquOUpEfeiSM0aNsja2d5pvgy/+Qdo6D9PjZR08UyFXnbQmkBvogB/+tKHz+54UFMObOFQYChVIavv3aOpkQMyzTI5Ev83fdP854H76KzeWVv2WtVrAlr3/hsNrfddDfb1NQUP/mTP8mf//mfMzg4SFtbG295y1t4/PHH+emf/ukl98z62Mc+xi/+4i/y/ve/H4CPf/zjfOMb3+DTn/40v/mbvznj+3/wB3/Apk2b+PjHPw7Anj17eOWVV/joRz+6IqJZm7O+CATs77ouk5OTPP/882itOXTo0LJIJhjzZlk0tm3z6quvMjQ0xKOPPrqgXlnwANRLDHOx4xQKBV566SXy+TwHDx6cETdarEXzlcE+fvy53+f/Ofn3fPLiV/jO6HEuZ8e5nE1xJTrOF4ef5j89/zTPDV6pbDPf2IaUNDfEcD2FmW2nM/8gpo6itMI0DJrNdn6484MzFsqGeIS3HthOYyJKyXYxDcmWXQ45PUFJF7B1EVsXMcubtUX8uIZGsyWZKpNMUFYKUcNha8M4SoGjJI4ncT2B40majCYihsn5/Am+m36aki5RVDlsVaKkihRVHoTB5ti98567ns5GXKVRWuOVrVrbczHkLM3PtKaoS8SsKNFolEQiQSQaxcFDiQKO66GFQgu/QZtleEhfUBpDJ8i5Nueyo5XzPxvRvHTuKi3JOKbh35OWadAYj/LyucF5j2MxWKsammDfa9kmYDH7bmxs5IknnuD9738/b3jDG3j22Wd5wxvewJe//OUlJx4Fa9Djjz9e8/njjz/O888/P+s2L7zwwozvv+Md7+CVV15Zkfbkmls087l5DMNgcHCQ/v5+tm/fztatW1d0k9ZbGWAu4gqaqi1FSia4CVdLOmY2pNNpDh8+XEkLn/62t9hxhgoTfPzcN8pvq15ZcgamvAJJEUcjcYwcUUPzV2dOcN+6LpLWwv1TDuzewNOvXaBge2zJPERj5h504wgP7tjOxsT2Ghn9ajQkojyy74Zb4I+vfsnvWlm+dfxj0kgBU3YUx5UkLKecDFB7f2mgOVpEIRFKg/TreKQQ/OqOH6K/cI4vj/wJjrKRogFDZFA45XEMJhzJl4b/Bz/X869nKC8H2NvbSUErXrs+5KdvC9jZ3kZcR8rdO2/Aw8Ok1oWlhEYLMA2DoKFn0IrBEBpb3+iToxHkXafy+2zPU65ok4zVxhBNQ5IprEx7MNhnaNEsjKAXzX333cd9993Hhz/84SXvc2xsDM/zWL++1upfv349w8PDs24zPDw86/dd12VsbGzJAr8B1pxo5kLgVhkYGODAgQOVfhIrwc0o2BwcHOTkyZNLbqp2sy2aK1eucObMmXm7dQaus2tjGV4+dYVc0SFiGdyzrZtdm270pP/85edwtfJjKOUeNL5FoHG0H4xWeNiihONFuZBOcc+6mUkA6XyBI9euo9Hc072e9mSCxx/exdTIJTqaE2xcv4GujvvKb/oLIzNV4KWTZxlpGQPL72IZFHcGi+7lbBuekkzZEd/FNAtsz0BrgRIgy/68jbH1PNK+gz+59rs4yi63YTbJe7GyNrXAEo0IIRm2BzmbP8bu5OyWzV+cOI2jFJZl+CnVWnAmneLNE/fRuPEEea/gp8Aj6I72kHEsxp2JCnFJvwsOlohjSQ9b+2Nooat68WgczyauY7jDKUY9n0hmW3gjpjmDhJTSxKyVLxdradGsZYxmqdZUPbtrTj/fi2mlPf37s32+FNySRDM1NUVfXx/g+wjrQTKwullnSilOnTrF8PAw999/fyWYt1gEAdLVJppgntevX1+QwKWUpLNFTrx8ltaGOE2JKFprXjp5BQ3cVSabsVK2yg4IyMaHv5wLhJBEieEKPStRvNR/lW+cuYghJQJ49uIAb9u5lce2bqSrJc69O7rmbNE7GxzH44XXLiMSDkKCp5JI6We9iXJ1/4QdZ8r2CxiFgPFSkq54pioOo3GVwZmJDkCglCwrAmiiIoKnFBP2hF/8iR838i0Jo3w+/P/1tMvp3NFZiSZn27w0MEyDtGhMJrFbB7BaxhHAsI7z853/nGt2P+POGLuTu9md3Et/ZohPD3yRKVXEkhLLNEnIBKgEjZZDys4ihF986rhmeSYCQ0XYwXoaRYRz584BcPz4cTo7O2lrayOZTCKE4P5t3Tx7op+WhljFqp3IF/jBe3YsfN5dj+EJf/9dLY0V91uAtW6nvNbJAItFPbLOOjo6MAxjhvUyMjIyw2oJ0NXVNev3TdNcUaPIW45oAotg8+bNjI2N1fXGWC2Lplgscvjw4UoMaSkLYjVWU3UZ/Hz+vr4+PM/j4MGDC85TCMH5oSm6e1uQUlQ+a2mIcfT8tQrRvLFzFy+nL1LyHIQQRERgz4ApDDxckqoJU0RImIpdbbU3bLZk89TZSzTHopW3Jq013z5/if3dnTXHk3VzPDX+Hc7nL5I0kvxg+1vYmdw2Y+6DwxMIIUjQiqEjuKKEUkm0Vpimn712LdeIrvT8hKPj3dAG7TG/KltpwdnJTtKlhvKc/NoZNHie4DPfeZXJToEbcxEITCMQy/GV3QJoNC3m7ISetx1KnocUAmP9FeJN5fgJ4OgMHz33p2yZeIxHeg+we90WJiYLvPDqNXS8g4w5isJjl9rAr93zHv5s+FtcKYyQdYs4nsK1o8iyokJcx3g0sofd7jo8q5lHHtnJM888Q0dHB+l0mosXL2JZVkUM9JGdPRy7MkrJdYlaJm/ev5WNnc3z3i+XRyZ46sh5nPIzZhkGP3T/TjZ23NjuTnSdaa2XJUGzUosmEolw4MABnnrqKX7sx36s8vlTTz3Fj/zIj8y6zcGDB/nKV75S89k3v/lNHnzwwRVlv6050QQLi+d5lTft++67j87OTiYmJupODMFFr8cNJ6XEdV2ef/75ipTMSoKN9SKa2caZnJzktddeo62tjf379y9qnkIICiVnxluppzVF28VTCkNKxvIFio7y1ZA1uLZJzHJJmhEMz4JcnEarByem+KV7H8Sapst1bjRVEeKs3jfA6etjQLk/h5fjv/f/ASk3jYHBCGP88eAX+OHOH+JQ68M1Y2bzNpbhO5V25N7KmYZ/xBXFSuO1TqsL0+nF80bK7ZcVSElfqhdDKCLSo+iZ6CpbLch2kxiojEkkYtCRe5iR2DfQwsX1IEg8M4lUCDJhJHmwafa6hdZ4nKhhkBUONKQIKNpTGikkWrhMJC/w4uUIRdfFSxf5dsMLlISNgYFAcpZr/NXF5/nQ/h8n7xUZKU3yV1df4fDwAJZp0Es797GdRhlDRgVXhifZs8V/Sejt7WXz5s0opWrSbPP5PDuammhpbaWzo2PBguiS4/KNvnM0xiMI4cfflNZ8/fA5fv7N91VqhtY6GWAtiCZYw5Yao1mqV2Q2PPnkk/zsz/4sDz74IAcPHuQzn/kMV65cqdTFfOQjH2FwcJDPf/7zAHzwgx/kE5/4BE8++SQf+MAHeOGFF/jsZz/LF7/4xRXNY82JBvyT2tfXh5SyxiJYDQsE6uOr1VozNDSEUoqdO3eyYcOGm56WvNhxAitxx44dbNmyZUlxo0TUwHE9LNOgZLucvzJGNl/C04qnv3+enbs7+ezFl9AqitYOCA+BpFCM8QeP/DybGtr4s3/8Ovfvu5d7ejfUkMy14jgXskNMuTPVigOYhqzM95/Gv0vancAor+ZSSDzt8a3U0zzScoD+0UlevXANRyl6GhvIFx0iEZNOdzvJzD9nIPYyWT3BwfaD3N96CFV4jeOTY/gtnn31Zyk0LhLHlUjpWxZKCRxXVJIPEtJiu9fJSOIkw5Ez6IJJImojETTRQTzqd/PUaGJGnHd3vo8Gc3Z1BdOQvHvXVr5w8mV0WZlAla03s0yUeWOSmOPxrVMXibanKFolzPI5EAhMKXgld4aS91YSRowtiRj/due7+JuB4/Spa5xyRjhFHwYGD0U2sN/smuF3l1JWigZ37NhR05sl6OsU/L2trW1GwfGl6+ma8fzrI1BKc2Vskp3dvhW7lr1otNZrknUWPItLjdHUo2Dzfe97H+Pj4/zGb/wGQ0ND7N+/n6997Wts3rwZ8BsYXrlyIxN069atfO1rX+NXfuVX+OQnP0lPTw+/93u/t6LUZrgFiGZ4eJgjR47Q29vLXXfdNaMx0XJ70syGYGzP81ZkBrquy/Hjx0mn/Yert7e3Lm9p9Uq/Dt6kg7YJV69erViJSx1n2/oGRoo28ajFyQvDKK1RaPZsWsdUvsh/f/Fpip7r04QyCW4pAfyvK4f5D/f8EFvjSXY2t1ZIxtOKj5/7W46mLpJXJeJGlGJScK97P1HhL2Ba+2/0e9Z18vKFc2itOT55lqLtQVn2RUpBzDJxlMM3Th3jzKU8TYkoUggOXx3Gzbvslx00JqNEnWa6Jn+A7ZvbuavN90//7JYH+PT5F/BUEPBUaCkqMRrXKytEawCJ1mAIwUONmyA/wbXoCVztIjDIlBrRaLK5Jv79vv+DaNLBUQ5tVueC98Y7dm5hfPQar3INje+Gs0yJWSbSybRBajSF7Xmo5iEsT1NVj+qToVSM2hk2xDsq1+5cYozDmUGi0kLgt6d+pniRLb1tCwZ4q0UjlVIVFeqrV69y6tQpGhoaaG9vp62tjebmZhxv7noot+pva9mLBtZG+sbzvIqe4WJRz140TzzxBE888cSsf/vc5z4347M3velNvPbaa3XZd4A1r6MRQrB//3727Nkz40KsRvBeCLGiMXO5HC+++CK2bfPww767pp7SMfWyaDzP49VXX2VsbIyDBw8umWTAvzaJiMG7D+3BdRUF2yFqmezbvJ6O5iRRy2TCLeLpmXP2UGSdUmWc6pjRV6+9xMujpyk5NpaS2KUSrsjT5/UxlJ4glcuTdxx+4p7dJCIWQgjytkN6wquMJ4RAaU3B9vvWnB7I0NoQ95MJhKA1GceMm7SsSyKkIBqxePDejdy1/UYQNGpaJEWsTCQCT0mUkngeKFVWc1Z+EgBagBZ0mk28Z+M+JprO4mm3nO9VOWPIZI5vnz5Pk9lKe2Tdol5AtNY80NbGuzc8QnsiTjJqlZWlFa4jMcY2EDVNYpZJMw2UPAdP++61ku1SKDooR1NMuzVjXpTjRISJ5yk8pfzMMcPiVefqgkSTyRYZHpsiX7SRUtLc3My2bdt46KGHeMMb3sCmTZsolUqcOHGCZ599lvzoIJlMBseZ9mKoYXNVbGetXGdrTTRL3e/rqbsm3AIWTVdX15xWy1JaBSwWK6mlCTp3bty4kZ07d1Ye1noSTT0UnIvFIsVikcbGRh599NFFa8FNR0AQrY0J7tnWhfQ0DYlal0m70wCWqGSXwY1Ms13R7ppxwE9I+IdLfrFYLBarLNMR5SFMj3tdgecUiDQb/M3I14ll4nTLCN7VURJjO5haP4aWrt84rKxN1qQ6wJ15jPGoRV57vO3BmckCAR5p38Q3h88jpEYrX8iT8qJQFTECfPLJuy5v7NrCM5OCnH3jrxrfVSQEpApT857XTKZAeiJPMhGlrS1ZOUdbYtt5QZ/GJuU3e7ObyF/oxnKjFDyHza0ttJutvESaguMglV/PY1iCzXRx/MgICRmjp6vFJyKtaW9O4LgentKYhsQ0JHnPnvM+c1yP7756kZHxLJTrirb0tPLoPZsrBBGJRGp67gyNjHN1aISumOD4uQvEIxFi8ThWJMpb79lBInqjZmotXWewdkRzJ3fXhFuAaOaDaZpLroZdCMuxkrTWnDt3jv7+/pq+LMHDequoLoPvijxx4gRSSu6///4VvT1WE9+69kbcM7WV4VdLGU6XJhCYaMutLEwCaKKBHY2+FRUQTSaT4bXXXkNGJTHTT50NhMsMaWDFTH7srW/mjy5/lVcnz+EUXVReIS1B2+h10hdaSBS3obadBelLKHueSX9xig1mAajNorMdl+ZEjPnw3t49fHPovN/vphyID5pu1sSNNGgt2d24HksaHGjfxzevP1PeznepITTSM2mJzJ6dlS5N8bsn/5Jh109w6HDbeJPzCHfvWMer4jJ9V55HaY2gBRcPBwPXMYkZgrva2ulI+mq+++x7uGSeQ1oeppRs1b0cVHcjmgQnzw7T09WCKSVNkRgZu4hlGlj4XTeH8lm6o00M5aZm1Rx79eRV0pkCzY03ztvla2nam5Ps2lJrFXue4p9ePc/gaAatQYgmDu1dTyyiyWanaJIOkwPn6JsarWSzBW6km43AZbdWGmvLIZpEYuXacrcK1pxoFmp+Vk/X2XLGtG2bI0eOUCwWOXjwYE3KYeB3vRUallXrqu3cuZOLFy/WRZwzmE97c5Lu9iaup6ZoTEQ5WRjlH9MXiUciRJ0kjmejLYdmK8Zmo4OETvBg9w0hybGxMb5/6RTtG7o4mNjPUyOHsaoEKD2t6I00M2KnOZbvxzBNDEzQmlKpxHBsFE8bOCqLLvpxmIAczHiJgbYTtEwerBQVekohhGTfhvldho+u24T2BFpp/BCS75ILam20FmhPg5ZIKXhP710AvL39rbyaOs64kyp/V2HoCK3jd/OGezfP2I+rPf6fs59j1JuoLDqDxjBfM78NZ97I4YYB8q5DSbugwRCSmKVZt8Vhp9dVSS8HiJSSvMf5ATrMOMITN9x3AkqlG/fiv9h6gI+dfhahYcqxuZ7PIpG0O4L//PLz3OVq3lI1R601V4bSM6zWpmSUM/2jM4jm5dNXGR6fornhBimlM0Xu29nNOx7ej9aafD5faW198eJFpJSYpsno6Citra3LtraXirWu31kK0WitQ4vmZmKtiWZycpLDhw/T3NzMwYMHZ30o6ilrs1yicV2XI0eOkMvlePTRR/36l/PnVzyf6bGVH3hwB+cGRjnXP8r3soN0NCZJxqMk7AgDU5PYRYuol6QhmeRHd+7GEn46ecrJ84eX/hE7KiE1SHzCJBaJ4WobV/kFlE1mkl/a8i6eTx+n6NlY5Z4pCIFCUzRd5H2jyEgeiUApUa5r0WhPYURtGhIG6akSWkNDLMI/e3Qf8cj8SR+WYbAu2sD1Ug7lVmSh0Qq/aKbKqDEwuKfNt2YTRpyP7PoQf3PpKY5mTmI4CTbad/ND++9hY/tMi+bw5BlSdgajKutOIsnKPMfti2R0ESeQ0Acc7eJ6Hp2tRQpDDk5gCWh4w45NGOMeJcdFGjcIaDAzxcnxMfq+Pca2dS28d9ce/sP+t/OFS4d5+tpl2mSSXquNqLBwPY9XMuOM5nN0Jnz3ndYzlNUq94Ga5Zm5MDg+Kymd7h/lvp09CCFIJpMkk0k2btyI53mcOXOGTCbDhQsXKBQKNDU1VUQlGxoaVs3iWOtizeVYNGGM5iZhtWI0iyGaILtmIY21eveRWepYuVyO1157jVgsVtFVy+fzdUsqqCYaKQV3bV5H+7okn//2MUpFl1LBJZ6IcFdbB1m7hG17NJeiPH38Es8cv0Q7Ht+PXSAX0cRNf9G3lcfklGCXuwHPLPJI71bevfFBYoZFo5GoCa97WpHBxRNgWR7aUGihkMrEKqcka8B2bLqdCXava6O5pZVNPV0zUnDnwkfu/QE+9NI/IoSiMVFCSkW2EL1RVV8+BUrD+vgNizYmo/zz7e/hn/OeBffRX7iOh6qkZgdwhEvWLOAKNS2twE8G0Ibi37z1Ec6PpCi6Ljs622iOx0h15PnuS+dpTEYxDMmxkRFeGLvKeM8UruPxrQHN56+9wv9139t4U9tOLg/naYpUnQ8NCnjl+hDv3Lqjcn3bmxPkCnZNm4VcwWbbhplV4WqOOI/SmompAleuTxCNmGztbiVimRiG4cflhGDPnj0UCoVKCnV/f38lxTrIZotEFtbDWyxuhRYBS0E+nw8tmnpiMc3P6omFiEYpxcmTJ7l+/ToPPPDAgrIL9bS6lko0o6OjHDlyhI0bN7Jr167KuQwskZW2HJhLYeDsyWGmpkpEym9pmUyBaNREWwK74NHYEsX1XMZGR7miiox0lWgUcTxPIaQgnS2Qt236ciO0X23n7167hvPAad53aD8HW/fyd9efp+D5+mFTTgmF3+1SagOUBYaNNhSOViDAwSFpJtl6912ISZvx8VGev3yRZDJZeVuer33uW7q3sS4GibYUhvTPf2tjnql8jNGU3xxNCIhoY1qW2eKxM7mBqGHhuB6iyg1maZN2s7lCLLUJFZKkTBA1Tfb1rKsZr601wRsf2c7JM0OkpwqcTo0z3juFKxUSvwao6Dn8zqln+KWth2aZkX9dI9PetA/eu4V/fO40xZJDxDIpOR4NiSh375wppriutYFUJl8pxgQolByyeZu/+PZRjPKLynNHL/OuQ7vpamusSQaIx+P09vbS29uLUopMJsP4+DgDAwOcPHmSxsbGCukspv3xfLidLBrbtnEcp25aZ7cC1pxo5sPNdp0VCgX6+vqWJCVTT4tmsW44rTWXLl3iwoUL7Nu3j56enpq/16u3zWzaa1PZIteuTnJXvJ0z9jhRYWCakmLRYbLkcCDew1Qpz+RYilgsRkdTgnPOEGbeT5MteR5Fz/UD0RY0xKMopfmnYxe4f0s3d/V28Mtb3ssf9n+VgirhaoVE0GDEMUyDoiPKSswuQvjNzwQGBc/kd6/9Ax/b+4ts3boV27YrsYFjx46hta68Lbe3t9e8LSsU6zozFFTQIsBPPGtKFpnKxiiWomgPepqaZizMF3PDfOHqtxl3pkgYUf5Z9xt4oGWmJtjdjdvpSXRwOTuMVrrSwK1dt/GWLfv4/vWzFGUJV/uipBKJJaLsbZwZ7wnQ3prkjY/u4Mr4JP9UvIIjPYyqigVDSrK2zZX8OKWcw8ikTcQyaWyMorTGlIKHumrvnWQ8wnvfvI/L11KkMwW62hvpXd88qz7dG+7ewt9/7ySZbJFo1KRY8t19rqfobLnh9vGU4qmXzvHT77h/zgVfSklLSwstLS1s37591uvX2tpaIZ5YbP4kj+m4nYgmm80ChERzs1Dvgk2YO7NrfHycI0eOsG7dOvbs2bPoG+NmJwN4nsexY8eYmJjg4Ycfprl5ZjygWgl6JQ/XbOnW46ksUgp+KLkVMQUX7DQK8KTC0TbPli7geh5NjTHekuhk9NoUslMgpN+8y3FsbK1QBkQ9iS38HvYlx+Pl84Pc1dvB7oZNfHTvL9FfuM4nLn2Na9lRTOEH45PRCCVPkHMLNFh+ISLaRApJ2snxYvosb2zfSyQSYf369YxkNANTJXL5ApGxFJs7p9CnT1cKDjs6Orgm00RMKNhVMRkBQmhaGgsMF2Kg4TcefEvNubiYG+a/nv8LCl4RKSTjdoZPXP4Kv7Dxcd7Yvq/2XArJr2//Wf5i6J84NnkRz1PsT2zjp7c8TiY1wSbaGJCTgfA1SmsarQTvWvfggtcpGbVQ0i+krb5rtfaVnU9cuMabIj18271Kulgklc/T3hznHc2dte60MizTYOemheuukvEI/9tb7ubC4DijEzm62hq5PJTmeqo2vduQkqxjk5rKLzowPj2FOigYHRoa4syZMyQSicqLQ3Nz84JjrmUvmuXonAkhwqyzm4WbYdFUtzDevXs3GzduXPJ4NytGk8/nOXz4MKZpcvDgwTljENXClCvBbK6zeDyCUhpDSN7VtB1He2RUic+kXiOL7fvtJYxT5O/yJzngdrF+tInCpiK2cslJD8/PBCYbK3Ch5xqbRtZh2iZae7iui5QSQ0q2Jbp5X88b+fjZL9fMw9UKKQxQEUq2i8Z/GREGDORHoeztfOnYFU5dGqExESHa0ojjelxOe/zom+6mkPcXrr6+PoaNSVRs2n0W7E4Brv/75sZaUv+zq9+pkExwvmzl8ldD35tBNABxI8rPb3gXbKj9PAP8sNjP+c48L02cxdOK9dEWPrDpcZqthReb9oYEdzV2cjJ/DS38GqZKRb5SbNSt7GhoZUuymat2Ftf16DajtCdX3l/GMg12b17H7rLhNTAyyey3XXley6ijEULQ1NREU1MTW7duxXEc0uk04+PjnDp1CsdxaG1trRBPPB6fYcmvdYxmqfIziURizea7GlhzolmL9OZgMQ+kZOazDhbCzbJogkWxu7ub3bt3z3sT1qu3zWyxns72RuJxC8fxsCwDSxicK44zonKVokfAT0vG44Q1xj9z1rPObuMrkbOkccAFQ0n/eIVmsG2M3e4GHtq+Aa11xYrNlxzGT3q0DrWS6sqgo5qGaJRdzT2cmbpGtlhCSFFxFmkX3CELNoLteJy5PEpT8gYZW6av23bq8hhio8Pfy2OU2hwejG8mmYkx5dlUl2lqLZhMNSCUxBKCxmlv/+NOZkYzMyEERWXjKg9TzlxcHMfDLrnEYhaGWeXmEpKf3vBmfnrDm5d1rX7x0Qfof36cVwpXUGgcR2EaAmsqyvlUhsmEww9s2sjWaDNEYWxsAtFY/wyv/VvXc/7qGNFIVeq6UiSiEdqa4lwfXLkygGVZrFu3jnXr1lVSgVOpFGNjY5w/f55oNFpxsQUp1GvtOluK5FU2m620bHi9YM2JBuYOOgekUM+bJCCvbDbL4cOHicViHDp0aNkZLvW2aKa3S9Vac+XKFc6ePbtoiyu4QVc6r9liPVIKDh3czp888ypXxzJ0yRjnitfwmz5KDBk0FfMD2k7Mo1TUNKs4YNAi4uRx/dbDyg/me6bi7fdvZ+/mropGW8l2+PJ3TuK6LhvHO7lX7CJnOWxpW8eP33MP/+alPyYrRvz54buJ2nQzzjUD23EplNxZ76l41OLvMt+n/+JQRTrnSmGMnlgLqphFGn66tedJpjJxisUoaGg1oyjPQ1aluCdkjGFnwndRSYFh+K2XLWFgTCMgpTRnjg9ybSCN7XkMp7JEGqPce89GRCTPN0v9fPn4NfY2dfPD3XfTaC0tBhGPWPz2m9/FyfR1fuvlZ8hrh22yg9KkgzbgymSGV69d56FePz3bsoyymGh9sa6tgft39tB37hqBZkLENHn3Y7srMb96LvhCCBoaGmhoaGDTpk14nkc6nSaVSlVSqAPXWiCsebMXcM/zlhRTer2lNsMtQjRzIahbqafZaxgGk5OTvPjiixUpmZXGMVZLGUApxYkTJxgdHeXBBx+ktbV1UeMEFd8rcZ1prRkZmeLS5SmOHbvKzp1dJBIRrmez/Mdnn/GzwSyP09nrNDRYSGHgBXUgws+dEkCjFeXiZJ7tHTYy4i+4TfEIVsSkVNbFaohGee+DeyvzllJy9soY+ZJNbjJFNBIhGW+gQQiuD2cZS2d4LHMfJ6xL9FvXQMBGp4t9pe1ktUPJ9kjEfL2w6RgvZbncOORndQVZegiul3LY471k3CyGqchmY7iOWVashK6IxbPPPktzc7Pvnkk0sb6/mwvNwyipUK7AcT0S0Qhv73xgxmJ28cwww1cnMCIGfaeG0FqhxjL0F9J8b905PMsjnolyZHKQb14/xW/f82N0Rpee3rqzsYOd+S4aYhG01pxihMHxKRCa5wuDjBXy7I41s6EjTi63/B7w8+GhvRvZtbmT105cZSKTZ8emzopludoSNIZh0NHRUZHYLxQKFTHQQqHAc889V5NCvRJx3cViqTGagGhCi+YmoVrWvx43hFKKVCpFOp3mvvvum7PL3FKwWjGaoJkawKFDhypvRCXbxXY9GuKRGTdiaiLHc69dIj2R50p/mp7NY9y9e9OS56GU5rnnznF1MEVm0uHc+eucPXudN7xhJ5849SpTuSJOyca2i7Q1NeBJgxhTZDzX1/sqxwgsDPZE19G63qW1xeJNDdv5B/sUMdMEBIloBNtzabSj/PE/fJ+YMDG6BbQL0pemGBsdpbmhia71nRhSlus2BPmiy+b1bWTOl9gd3wrcsOIilkEyHkFKwZ5t6zl2boimBr+hmu14jJsZHOlhTtOTdbXH/t4GvnFE3/CeVfH0v37DD3BPW3slE+qr3+rDLmj29mzmwrohPMNDasn+/HZ+ZP0jM87p1f4UycYo3z89iCkFpmGhLHi+6QIl4WJ4vlaaFAYpO8+nLzzL/733XUu6bgXX4ezEOBldJKkt0rkiE8USDfEIxZKD0HDteoZctEhSrmNsNEXEOMPBN+zwm8HVCbbj8a3vnWVyqkAsYvHqsQGOnLzGe9++76aLasbjcTZs2IBt25RKJbq6uhgfH6e/v58TJ07Q1NRUIZ6mpqZVmdtSYzShRbNKmOvtO3i7rUfmWSAlk81maWlpqQvJQP0tGq01ExMTHD58mPb2dvb9f+z9d5Rc+Vnnj79urpw651a31Mo5T86eGecBB4wBs15gYQm7fFnOfll21yxrDMsC/i3sD5PMGCdsku1xGE+OmpFGqSV1K3S3Oseq6srh5u8f1VXqVpZG4xlz/D5nzhlJVbdu3br383ye53k/7/fGjUiShG5afO+VM0zOp3Bx8WoqD+1fS1dzJcvJ5Er805P9eL1KZaYFeO61ISRJYcNlZiCuhtnZNLNzGSIRHzPTIj6vgihJPPvCGU4WZ7EME8s00TQNveySUgs4VoUVZuMi4BIQVLqlCA2Gj33ro6hGjjUlix1aHQNWClNwEBCJ58pkHJsRqZ+yYCAtiAhxcEwbqUFi+7TMXHKajpYIjXVBZEmiLhqkqT7E8FSKkm7i88iYpkW+ZHDn9lU4jo3rCuxY34rfp3JqaBbTsqmP+Fnbt56BieElGnHVBsDFcV121HcwHpnjTHqxdi0kYGNdA3vbKh386tzH4JhJ1LYoFAtEBv0YpoHP60OUVIrbK83c5aSM6gYiW9TxLvUvRAHyio60jEa+5FbAmdQcZd3Eo115g1UtEQZ8Kk9OD/PlkROULJOMpKOURVrSQVRZqmR2okBQlPEJMpbgIGki/oBCIpHnu0/0E436aWgMsqq3EU17c8vC8dPT5As64UBlPEBTZUzL5sWDI7TH3j7zMUmSiEajtcqAruu1jcPU1BRAzW+nrq7uugd+r+ezb+Q7V3s0/5rwjgg0V8OtGNpcLiWzevXqSzyx3wxudUZTKBR44403WLNmDV1dFxRzn3hpgIXFfE3yw3Fc/uW5E/zs+/YSDng41D+Bpsm1iW5JlIgEvRw6McH61c2X7NRm5zKcPjOD60Lfmiba26K115wfjeP3axeGB91K0D8/PEc5WkYUIBDwI0oiCb3AoqPjUWTW+5qYzmUxXJsoXtYrjdT5vAj4EMMR1jYFWVXKMbYwy9nsPP9kzIEJruxSFAxMwUZ0BRRdQJFkTK/D+aZFNidbGJ1axLRtNva2EPJXsrsPP7SV42dnmJxLEQp4eWBfKw1R/4qFfU1HjNbWAN+YO8Ez2XF6snWEZR8LRgacSnPewUV1FKyjIv/ntgf4y9df4A29hCJKvL9vLR/fsOmS30qWZGRNwef30dDQgGEYFAtF0pkcb7zxBqqq1mZ2Kg1pifnpNEa5YrUgCmBZNpIgYlKxOrAth5Ju1oQ9v/rNo+zf2c263pWbIttxeP6NEUYmEzguZKUyL3qm8WsKiigR9XuJZwuc8ydpKvtBEGjw+/CUQFZELMshaegcy2coLGZocDQe2drH8NAC54fj3Pvgerzem5/KH5tavESaRpElkpkizeG3R9jycuUrTdNoaWmhpaWlJvq6uLjIzMwMZ8+exe/31wJPJBK56QB5MxnNv6YZGvghCDRvlnk2OTnJmTNnau6S8/Pzt9zjxjCMN30cx3GYm5ujUCiwa9euFYoEuUKZ6XiW0LKHVxQFFFni8OAkt2/tJpnOr2D6VAYCXSzbRjesFTvjo8fGGTg9Q3CppPTiy+fo7qzjjtvXAJXyk+M4yFLleK7rkssWic8niUZlSl4ZccneOSeZ2I5DWPOgKjLd0RhF3cC0bVo1H+lkiRdHz5NIV2Yodq3v4Ccf2YmePI9xYhYRAcuysFQbwa0QCBxRqJiaiTL5gI41byMvGYE9tL+v9j08msK+LV3s21Lh1pqGRWaxgCAKhKI+XNdhvpTlNwe+waJRQETkVGaaoKzS7I0wm02jiDIaCvcYm4mqQV5+ZYT7Gxv5lQ3riMViV/y9NvQ1ceTEJKEllWNVVTEMl7tvX8XmdS01+u3Zs2cZP5sgv2iTSdlYjsDkYoGGhiCKKtMrNDLoTqNIIiXdrC3CG9xWggEPrx4ZpaMlgn/Zb//y0VGGJxMEvJW/O2TNkiuVUWUJVZaQBIH6kI9JssxGC2iiTE40abRUmlw/JSyeT81RKJXxqCrnpQLfmh3l/a092KbNwMlpdu1ZdQN370pIonDZprsAuO7bZ3x2tfK7IAiEw2HC4XCNQl2VxxkcHMS27RqFOhaL3dCMy83Qm3+U0bwFeCsozrZtc/r0aRYWFlZIydzKUlf1/N5sRmMYBsePH6dYLNYGCZejqJuXLS2msyWefGmQkeEFxqaSRMJeupY0qarlSEmSUJdJhBSKOmfOzhGNXHhQImEvYxMJNm5oJRr1s3ZtC6OjCdSYjGnanDg2xuxsgmLe4TanjTekLBnHoGSbFEUTR3RJlUuIgkBY0/BpCiUdEotFMukS2YKOz6Pgui5Hz0yyMJPG6q24copiheZcWhpWcZeGFR3HBkQ8isLudR0VJpjjXnZCHWByZIFzJ6aoireomsyOO9bw15OvkTKLNTFLGYmCZVHMe3l0YTeegELI9SKKEogV6ftM9trWFOtXN5HL6wyNxpcWVVjVWc+W9W2IolBrSMdCzWSnzhAJWfhDGYTpRQo5i4W4zeoNrWzNt6NHdOaENGXHRRFEOpwY2+1Kb00SREbGk2xZX5ngtx2Hc+PxWpABKLsWsihRKBmowUq5ar5YwBFcAqqCY4HpOIz68sgZkZLkUNBNSq6Da9uEPBops8y5fJoNoRjJ+NX9dK6FDWuaee3YWK10BlAsG3S0RBBIrwg0pbLJ6dF5cgWdnvY62pvCb0nGc6NsN0VRaGpqoqmpqUahTiaTxONxhoaG8Hg8KyjUVwskNzOw+aOM5geMmxHWLJVKHDt2DEEQ2L9//wopmVtZ6oI3H7iqHi2RSIS2tjbGx8cveU0s5EMSVz58iVSB8xMJNqxqJuDX6O1q4I3+cVRFpqWpMg+UyZW4e9/6FRLzCwu5lT4rS1AUianpFNGon0jEx65dqzh6ZIyJsTySVKS+IUKww4eRMdhrhWCVj39aHEKxJQzJRrctZvM5bMcmpGlIpoBPkpnIl2uZlm055DIlUq5Eey6I6hcpmiaINrIiYEkuIgKKKCGKUuVYeYGRxHlEUWXt6pbL7g4L2RJnjk8Qjl14OG3b4firw5yPJpCEFfPyiKJA2i7iRSVga7i42I5Vc+00LZvR8wmOHZ7F61PZsLGNSHTlDlYQBPZu72LbxjYKRR2fV71sP2V6NEG0PoQkiTTU19O7ehX5fJ7JyTixqIXX67A5sIbzyQwjOZvOYD0+1GWfA/byYVWr4pS5HH1ijFk7X9uMmI6DblnIokhLMIRhWZRMC8dV0AWHxEIJyakE9KJr4zomjYKP4VyadYHomyYGrOtpJJ7MMzKRXLJcEGiI+blj1yqOHT1SCyQz8QzfeH4A162Ysp0YmqWzOcJ77t5wxQ3FzeLNKAMsp1B3dXVhWRbpdJpkMsm5c+fQdZ1IJFILPBczxm6mdPavSVATfggCzY32aKqDjc3NzT8Qe+g3E7hmZ2c5deoUPT099PT0EI/HL3ssRZa4bUs3LxwZIeT3IIkCo5MJwkEvjUuaUl6PwraNbYxNLhIMeHAc2Lmxje0bV46hezT5slrwtuXgW1ae6e1t4PzQeZrqVLp62mlvbUbXLc6dnmExUeBcKE3G1nEFwAHdsRGEyk465vXx3qbVTIykVkyJF/JlJElCU2U8eZlWn58RYREQ0VwFxzWQRAmfV8HSHerEALcVOoknUhhGBm8mx1cnJ9iws5uGhgbq6+vxer1MjSbwXNQTkCSRYr6M4Fys+VYRGfOoCoIrIsky7tJ8hQvYpsXETJZMYobGxijFos73v3eSvft76V5Vf8l101R5ZcnyYlTtN6vnJYqEQyGkDoV996/Hdk3Onz9Pk6fE2cEF4n6TQMCPz+fD4/Fi2Q6rOy9kuJoq4/UoOI5b20D0ilFOWnGycsV2oWxblb6MEqiUIFUFj6pgOTZZXcenqbi2jSiAIIropsV8KofkGhweG+behy5VNbgRCILAXXt62bmpg3SuhM+jEA1XAnWV3uy6Lt8/cA6vJteCildTmJhLc24szvqeW0PWqeJWzu/IsryCQn2x546iKDVCQTQavWEyQLFYpKXlxgg873S84wPN9WY0y4Um169fT3t7+2Vfd6sDzc2Iarquy7lz55icnGTr1q00NjbWzu1Kx9q5voNY2M/hgUnKpkVLLER3c3TFzi8U8LJmVSOf/PB+XnvtNVZ1X9pjaGoK4/EoWJZd27nadmW319FRYeNYlsXJkyeZnVkgGPJQF6tkSJoms2lrJzPTizwtDiEJFUaT4rqYOFiujUdU+MPbH0S1Jf7q/EFqq6wLpumgyCIiINsGt41o9HZ1MahmqGsI8kjrOlp9IUbySZqEADOHEoynEqztbqanJYKqyCwupClnYN6ZrzVscws2riWjquEVysi48EDdWr42f3TlRRDg9obVbAm1c2JgClWVcV2Xsm6SdBMcq0sTjTlsdxUaZT+BoMoLR84wni8yWlgkonr5xKpdbIu2XfO37uht5PiBYULLSpW25eD1aXj9GqARi8VwXZcff/dqvvwvhxkdn8OyLDyaxF37Osmkkxh6gOnZPMOjcaycyVQ6S2tzpGJXXTJ4VO6he2sdB5JThBSN16dnVghsAhRNixZ8lDw26XIRRZCwrQopwRUEuh0/7R0RpseTzHXX0dwaueb3uxr8PhW/byWpoLrgZws6xbJB8KINQtCncWpk/pYHmrdSgsbn8+Hz+Whvb8dxHNLpNIuLi4yOjnLq1CkAZmZmaGxsJBgMXrM0+K/NXRPeIYHmzVoFVBfGTCZzTSmZtyKjuZHjmaZJf38/pVKJffv2rajFXiloLSRz/PP3+0nnyvi9Cr2d9aidDej6yoE7y7JrFrxXOpYoCjz0wEaef/EM2WxF68rjVXjw/vWoikypVOLo0aMoisLd9+7l6195ZsWOXBAgEPQi6ALU4r+AioTsiggONPj8yKLIu29fx+NPHGYxW0RVZERRoCHoxdTLUDRY3dPLZo+XhySR2/aur33GrrqK+sFLJwr0bF/pBRRrCGMULG67dwemaZJMJhm1Jzn68hAev0IwGCQcDhPwB5BkkY+t3kuSIq8lRyk7JpooszHUyi+tvgtZlOjqqmN0LEHRLPG38dcYMFO4ooBAkQES7HJa2eo28RXvANaCiyJKzBSz/PaJJ/nVNXfwUOvaK/7WjlPJkvwRH6nFwhLJAhRNYtv+XnLZMh6PvPRaOH8mzpbeVvIlo6Inh8vcVIl/OH+YsYk0pgWNjSF6expp9HrJLBYIdcTY2tfKtnWteDWFBzorytFPhUb4m4HjuIAsihi2RVcgjJYRMAt5yrqNiYMoCKiqzDpPmP3d3ZV5Jcfh9InpNx1oLn9NKnM0F5eCa//uuijyrQ8IPygJmqqnTiwWY/Xq1eTzeQ4dOkSxWOT48eMIglD791gsdlkK9Y9YZ28DrrWQ36iUjCRJNfrrrbjxbiSjyefzHD16FL/fz759+y5hwVzuWKfOzfJ//u5FXCq+9IoioRsW0bCvopmlKWiqjG5YlMsmD9+9AagE73xe5+Drw6TTJTo6Y6xZ3YSiygSDHt73nm3k82VcF4JLwSmVSnHw9cOocoDejWuobwzjCyjkcyU8Hk+FfZYp09PXRPNokNFsCsd1EZd6G5btEJU95PM6kZCXzb0tfPoXH+bZN4YZmUxQzJbIzCZYFfPQt7oXVVXJLObZeceay14vx74Mc0kQcOxK5FMUpabwG/Y1MnJ6krJeYmp8hmKxxPpdnUyMj/PJlj387KrbmCllaPKEqNMuMHrCIS8TgRSfPfMSKXRcsaJ47EHGFGyOSLPMkafkWPhEtWJNgIBh23x+9BB31XUjS1KN1FBFMpHn1RfOYuiVaOw6Dr19jXR2N7AQz/H0k6ewLKeiSB0AZJNSSSYY8hBYmqLP5coMnYuzdl0zvoCDJEI2W2ZgcJz6Og8uMhvbu+hb04J6kZPoQ529rA7H+MeR06TLZe5q62JPfQu//tffw7RtmgQPhmNRLFp4ZYkHejtr2bEoipdsYm4VqqWzgE+jLuwjXzRQlQv9i3xR58F9fVc5ws3h7dI6qz7jmzdvXqFCXTVWrJJ/YrEY4XC4NuLwVgSaVCrFr/7qr/Ktb30LgPe973386Z/+KZFI5Irv+cQnPsEXvvCFFX+3d+9eXn/99Rv67B/qQDM3N8fJkyfp6upizZo118VWWa42cKsCzfVkNAsLC5w4cYLOzs4rnuvFgSZXKPPVbx9FEAS8S41mx3EZn06hSBLvvX8T584vsJgu0NIQYu/27lotPJMxOPT6aerqY2iazNHDY5wenOU9792KtnSswDKv95mZGb7/7dewyh6iEZeXZ0/j9ar0rI7QUN9IetFEliX23N5LW0eM7aUJSpbJol5Ct2wsy0ZFpEcP8IV/PsTerV3s296NR1N49x3rawSNhZjEGcfm8fRZQpLKT23eRuMVds7hOj+FbAllWQ/ENCxCdZeWFTbs6KJzdSPzUylUTSbS4CebS5NIJBgbG6vV1e16CSumIcsyqWSeY+dG+OPES5QlZ8ngrBI0y1j4XYWSYDLpZFCkZfMfQiW46o5N3jYICVrtd6v8hi4vP3cazaPg8VaudTFX5pWnT9PRNsPUbJbuvpZaT2x6ep5CqURLx0pvmJmZNLIikMmUkEQRTVPQNA3DsGhubiCVynD6zBjxhYnagrV8wr0nHOU3d1wwPXv++Hl6Y1EmczkWcwVcFzySTETQkJdps1mmTTB0Y1pr14vlC/6779zAPz93kky+XPHHkSR2buygvenGxW2v53PfDpuA6jpTlVeqUqh7enpqnjuLi4sMDAzw7W9/m5MnTzI2NkahULjl5/Kxj32MqakpnnzySQB+/ud/np/6qZ/iiSeeuOr7Hn74Yf72b/+29ueb0YV8RwSaa9Gby+WVcuaO4zA0NMTk5CRbtmy5oSn/6k1+q2RtrpVxua7LyMgIo6OjbN68mebm5que2/JAc+rcHLphIi97QERRQNctckUdSRJ5+J4Nlz3W6cEEfr+/NngXCHrJ58sMnJpmx87uFed37tw5Bk4MIdghulZd8CGxTJuR0yn2/pudxGIxbKdiN2zbNr+0YyfxYpGpbJbZZBZVVGkUvewMNCOJIgf7x1nb20g05COdTtPf30+0vp4vl1OMZFKICMxh8D9HXufXQwJ3t19q8NW1rpnXnzmNxyPj9amUSyauCzu3X94MLBDyEthwgWEYDPlr7o2pVIpEIsHQ0BCFfJHZ0TKFnMkb/jilNhuEimeOALBEDTddB8EFn6iiKyt/Y8dxcR0HqSSg1WvYtl0TbYzPZ9DLBppHxnVcCtkSU8MLuAKcHU5gWzaHXznH2i0dRBsCeH0KiWS2pupchWFW2EqBoIdEatnC47ooikowFGbbtl5SyRynz06zkDiFrut4vRJbNraxaWMXdXV1tft8bjFPwKuxOeAl4UmhmxYBb4BTo7M8PTZOdyRMTyCIazjsufNS87ZbgeUSNEG/xk+/ZyfzyTxlw6QxFsDnuXX2zcvxdtkEXO1zL/bcCQQCKIrCoUOH+LVf+zX+9E//lIcffpgPfehD3H777W/qPE6fPs2TTz7J66+/zt69FYmkv/qrv2L//v2cPXuWtWuvXALWNO2q69b14B0RaK6Gi3s0uq7T39+PYRjs37//hgebqruLW9WnuVoDv9o7ymaz7N27l1AodM1zW64wW9ZNIiEf+UIKeVnd2gUQoC5y+e+u6yZ62ebi7DsQ8DA+nqwFGsuyOHHiBPl8nnCgDY+08nvIikS5ZPHU0RFOLxxFNy2CXpX371nPhs4m/vD+B3iqf4i/O3sYzRTx2nBKmaW3sx5JEjk7skB3i4fBwUFWr17NcavESDaFKl247RzH5c9PvsEdrR210k25ZPDys2dYXCxgmxbF+SxdnTF61zXT3tOAqinkMiXOnJwinynR2hWjp695ReZz8XWt7vbXrl3LkQNnGc6ewnYNXE2oqC9bgCLgCBWKtStUmGt1mo//tOFefm/gWUzHRgCMJWXo1U6MEy+cIVwfZNvd61AUZWkhlRCEC1YNcxMJVE0mn9eZmlwk6PfgAqeOjNPSVUesScPvU/D7NUolo7Y5UFUZBGio9zM7n1kicIhIsoTrOkiSyKFDo5imxfnxNKWyiSxK1NVFOdq/wNxcitYWlSHL5mi2QNawcYoOOyPNKKKIJQgMJhLoKpRxORGPM5TN8JuP3Uk4cuub0VXLieULryAINNe/9VTet6t0dr3UZkEQ2LZtG1u3buVrX/sajz/+OOVymSeffJLXXnvtTQea1157jXA4XAsyAPv27SMcDnPgwIGrBpoXXniBxsZGIpEId999N5/+9KdrBKbrxTs+0CzPGNLpNMePHycSibBjx46auvONoupPcStwpR5NsVjk6NGjqKrK/v37ryvdvFiWf11vI0cHJ/F4FHTdqjSTl+Y8tq9vr9XyL4YsS4jSpe6Ytu3gXSrlLG/679u3j4MvDWOUS5cca9I0OX9mksZYCI8qY5gOjz93jF959z7a68MM9c/hz0kVdtGSRcCZkXl6uuqYX5ijlC6xefNmAt4Q//jktzBKBpZoonoUZEVGEARKpsVELsOqcIX19sJTg5TLZq18E475SWbK3NZRh6opzE+nefmZQTxeBVWTOX18ipEzczzw3m2o19DpchyH44fPIsoO3Z29RBSDUY5j4iCbYCuVkU8EiGle/tPGe7mzsYdfsw0+P3KITL6IF4ktcgOPiX1IXpHMYo5Xv3UUYcmeOVQXQBTESuCxHWzLRdIE5uezRMNeDKvCvnNsl3y2hCBbeP0KDz20keP9E8zMZBAEuPvONZwfS1AsGmxY28y5kXkWU0W6u+oJh32IQDKZp1Q2MU0bv0/FthzODc5TH/IynCxw1nEYIAuWQ7Fskjct4nqRvXKYqVyZsuXQHAvSWlfZBBmWzXdPDfOLrXuueb/eKKr349slQfNODjTLUSgUaGpqYtu2bbz//e+/JecxNzd32eDQ2Nh4VUmuRx55hA996EN0dXUxOjrKf/2v/5X77ruPI0eO3JAW3Dsi0FyLdWaa5iVSMm/mZr1VQp3VY12cHSUSCfr7+2ltbWXt2rXXfYNfbMHcXB9ic18rruOSypZIpUvYrst779vEo1comUFlJ97cFGAxZbBcZCCbLbF3Xw+pVIpjx47R1NRUmzXqXdvMq8+fIbxsMNG0bOYcm26vQuVyC4gSeFWZ7x09x2O7N2BbDqoi1YJj1XNkbHyeTZ3N7Nq1C1XWeOlbx1AdcEVAECgXDVSPi6pV5Px9S+WdbLpIJlUkGLlQAhMEAVkRGTozy7Zd3Rx5bZhg2FubI/GHPBTzOmdPTbF5WVnwYlQZf4Zh0tPbg6zItKKxjWaOs4DjgEeUEAWXrUqUR6wGlPMLDGcd9tU388BtP8mT33idumBwRU8jOZUincix7a51AORTBRTLJJUsoHlkHBfyBYOAX6OxMcT4VArDtCtNcFFgZizF6i4PB755FEWR2NbXTO/mdgRBYMuWdk4NzjAznWb/7h42bWojGvEhyxJf/4c38HgUxiYXURQJXMgk81iWg9oYJO9YHF6Mo1s2oiSiaTJ+WaRgmQwZWWzdoS7oJaSJmJaJLMuossTM4ptTBrgSlvexftB4uwLNjfaGXNe9IQmaT33qU/zO7/zOVV/zxhtvAJdfZ6/lz/ORj3yk9v+bNm1i165ddHV18Z3vfIfHHnvsus4R3iGB5moQBIFCocDQ0NAKKZk3g1upDlBlsVV3a1Vb6KvN8lwJy/tHslzZ7T94+1o2rmlmYGgOTZXZsra11vC/GjZtaWLwVIJctgS4iJLIrt2rEIQShw8PsnbtWjo7L1gItLRH6eiuZ3IsjqLKWJaD6dgEIxrZbBbd0PFoHlS1sms+M7bAc4ZMoVBmTVc9Q+OJygS741AoFlnbGebuOyt202eOjCFKIvd7WxnNnauUTyQRQzcRFIHOcIwmX6XOZxg2rnBh9qZY0LFMG0WTKeZ1sqkiE0MLmKaN16fS3BFD8yr4Ahqzk6krBpoqGcHn83Hb3TuYGIkjL0nzvI81bCrXczqYorOzngfDvcy/MMb0+TnS3iKFvjIT/gkEQSA9mUZqMAmHQyiail4yyCRzeLxqxYZiNkNqPo1eMtn2wAaUoB+fJlNI5picSKMqEj2dMebmMngjPiQJFtMZFj0Cem6OSJ2fYqmMbZqs2d6Npins3N512b6UosrYtoPPq5Iv6IiOi2M7iJKIaTpMpHPoURfbdhEEl3LZxOtVCXs8OKZDbyiELCtkC0WGZpKYjkvYq9FSF8KyrJuuGFwJ1WfkB73gV8vRbycZ4HpRLpexbfu6lQF++Zd/mY9+9KNXfU13dzcnTpxgfn7+kn+Lx+M31ONuaWmhq6uLoaGh634PvMMDTalUYmhoCNu2ueuuu27Ipe5quJWzNNWbyDAMzp49SzKZZPfu3VelDF7tWKblsJDM0VhfmaAXBIG2pghtTTd2PEWR2bGrjc7OVZRKJoGAxujoCKdPT7J9+/baVHMVgiCw764+1m5qZXpiEa9Pobk1zOA3CtiWRa5QYmoyTiGnU7BcAkgE4iZz6RL1dQG2r29jMZ0nnkhQFwrx4ffdXkutFxeyeP0aXWg85G3j+fIsBpVGe4cvxP/Yf2/tPMJRH5IoYeoWQwPTGGUL16348ATv7eOFb/ezGM8RDHvJpossLuTo29KOx1cJNpdDJpPh+PHjNDU1sXbtWmzbIZ3Is5jIIykituWwKhThZ+65g3w6zz/9yZO4josv5KGY1Bl5ZZb979tOpDXI4FPPMHx0DBebSEOYlu4mCrkiTR11nD8xQTFbxuNXEYDBV86x79HtPPT+7Uycm2P+64cp5MpoXoUtu1YhqvDCE0cIeDyEl/p3yfkcmWQBSRDo2tCKKIk16vTFC9bqnnpefPEc9VEf8wtZDNvGtB3qQl5m4zkissakW6K6Ya0SSRSvTNSSWBOL8MZcmtGFPC6VzVLOKFLSTb7/3Au0NtTVelvLbQ9uFtXN3a0qnc1n8uRKOq3RID7tyqXptzOTuhn5GeC66c3LFQquhv3795PJZDh06BB79lTKogcPHiSTyXDbbbdd490XkEwmmZycvGHlgndEoLncjVctP1UlHG5VkIFbG2iqN9Hhw4eRJIn9+/ff1Lm6rsvTr5zhmTcSnBg/jKoqbFvfxgO3r72hB7NY1Hn9pSFO9Q+BAKvXFFBViZnpSWJNKvc+cPtV0/JI1E8w5KntPh/cspo/e+J1ygUdw7DI4WL7wREcjmcWaHQVpmZ0FMlGQCcc8NPb00ZP9wX2WjjmZ2E6heZVudPbzB5PA7NWEYo2H773duRlcxSKIrF1Zydff/wAsiSieRTKukl9Q4CBQ2O0dMZobI2QXiygaTKSJDI+NE9rdz07b7uUKbWwsMCpU6fo7e2lq6uSFciyxF0Pb2IxniOVyBOM+GhoDiOKAge/XdHI8y+V7rwBD3pR5+RL56hvi7Bt70ZGB6Yp5Irkc3lGjo9jYTM165KfLxOpi+C6FfHLto46xs9M07G2ha61LfzMrz/Ei98/RTFvkM3mmJ+fw+/x0NndiFk2cQGPV6VcNEmnyzi2i6yINTtzqDwrRtniu3//BiOnZ1ks6Jx0TGZXS2Q9Dk6dQ71Qon1apjMaZKJskFBNZKHieeo4DjICq1wPWztifHNw4kLZUxQqw52CyKwbZGtDQ01W5WLbg5vJDm5VoCnqBp976g2mF3PYroMiS9y1rov37Lz8s/LDFmhEUVyhz3grsH79eh5++GF+7ud+jr/4i78AKvTm97znPSuIAOvWreMzn/kMH/zgB8nn83zqU5/ix37sx2hpaWFsbIzf+q3for6+ng9+8IM39PnviECzHK7rcv78ec6fP8+GDRsIhUIcPHjwln7GrQw0mUwGAL/fz5YtW276Zn79+BhHB6bwqBWtL1VVOXxykqDfw77t3dd1DNty+O4/H8O2bDxehZnJNM8Pn8BxdTpXRXFMH8ODC2zdfXkJ+Ooga7WeLQgCczMZuoMhhrILGKqLIYLkgCtJlEICk7bLZsnLQiJNW5OPdavC7NrWSLFc5ssnB3l9chrLdvBmTD7Y2E1E86AJEnUFia6+thVBpoqOrjq6OqPk8gaWZdPSFqGuLsDA4TEWplOossTiYhZLt4lEA4DLtn2raGheOX8xMTHB8PAwGzduvKQ8IAgCdY0h6hovMAGNssnifAbVs/Kx0Hwas+fniTQEUD0KfTu6KGZL6GUTy7Spa4sycOgssmKRTCYxdAOv10uzE0XSFQqZIqonjM+v8chjOzl14izDQ2n23Hkbz3ytn8kzM0vSORV7hEhTmELewB/01cgmtm3Xfp/v/eMRhgemCYS8+EMag5E0WSzCAS+SJFLQDYa6DFoyDlsKPo4pBUrRCsnB40rc62tFdkpkLQtRFIn4PSuEOx3XpX9igX/7rr20t7dj2/YKEUnDMGoiktVs53pQZZy92UDz+AvHmEnlarNlAM+eOk93Q5TNXZeWgX7YAs1bZeP85S9/mV/91V/loYceAioDm3/2Z3+24jVnz56trWmSJHHy5En+7u/+jnQ6TUtLC/feey9f+9rXblj08x0TaARBwDRNTpw4QS6Xq9GBi8Vi7SG7VRf/VgWaiYkJzp49iyAIrF69+k3dyIdPThLwa6QXl6hLQDCg8cbJiesONBNjcYoFnVDYixG3SSUKCKKLKEg0NbXgD3g4dWyCNRta8V3EWHNdtzYLUl0MLMvm/GSStmgIfaHASTmLYgCuQMmwUAQRR3CYl3Xec9sGHr1/A/F4nPm5Wf7HCy8xbZh4FAVFUcl5HD6fGOHfBLrxqgprtnawan3rZb+HbTv4/RrNrdEVf+9YNqdSCwxvkcm12uiCi2qleFhopnftBZ5/dTZodnaWnTt3XlWSaDkkWcTj08gkcrX+DYBjO5hlgzOTc/x5+TwZzUZRJHb4G3jQiLF2xyosw2bwtSEikQiegIovppHJZkjMLzIXK+JpCLOzowsnlyexOMu9D9yG4CqUc68hihKiLFRoy47L9PA87/7EHRXSimlRLuhoXhVVU0kl80yfT+APehAEmJMNCpKD4ojoJYNYYwhZlcjmy0y6JbZ2NlJnx5icS1PWTVqawjQoXjbsipIwrBpXvqRXfIWq1y9VuDC7JklSLaisWbOmJiKZSCQYHh6uSebX1dURiUSuuLDeChvnkmEyFk/juUgJwasqPHNq5IqB5lYEuJvBzVgEvFWBJhaL8aUvfemqr1nOVPV6vXz/+9+/JZ/9jgk0uVyOo0eP4vP5VtCBlzfb3ymBxnEcTp8+zfz8PDt37uTo0aNvmlxgWnalJyMKNcVjQRAwrRtQro7nUdTKTb2YyGFZFtFoCAQZXbfwB8B1XBZmM3SvvkB1nBlPcPrIKLpu0tHbyJrNHZVGs+NSVaTXJRfDcqhcNqfGLnNwSVgOt+/p4/yZJGcHZkkYJaYdB69Xw3FsioUCCAKGIJDr1Xhw+xYWyzp5wyB4GYqkP+hBW2quLw/ecavI8S1Q9ljYQmWNtFSXJ9w5PAdf5bf334lt25w6dYp8Ps+ePXsuu9s2dZO5sTjlvE5jVz3hpTkOSZbo3drFM196mWw8i2nYRFvCqD4Nyyvz7eYMJdlFBEqWzUuFWeblIvdG97P34S2YZROPT0WSJQRRIF4s8NVIgWR2BjM1iX9ogK2eAD+9qo9CoYBbEohE/Xi8GsV8GaNkIAgC0aYQ3aubGOkfZ/TkJK5ToVu39DTSsKoR23LweBUEIKe4OBWn5qWMx0VWJPxBDz1dLRRmLRRHZuPqZtrbo2zb0k5DXZAzZ07jC/qIBDzMp/I1OX+WbK1lR2B0dpFVLSuFWV3HJZ82EEwP6/o2oGhSzeTt4IFjzE1kiMbCbNy+io6u1hUloItnaG4GpmWvUASvQhQEysblmaRvF+MMbpwMUM1o/rXhHRFoHMfh6NGjtLS0sHr16hUBpcp8sSzrpqQPLoc3E2h0Xef48ePYtl3zurkVLLbGWIBEqoCAUNtVGKZNY+z6NY/CYS+FXJlsNoVp6siyhNfno1wy8FZVdAWhNmviui6DR8Y4+foIgYgXURI5d3ySyZE4Dzy2E02ViQS9TM2lSC4WMX3OhR2P4+AIApIqEZY1Xnl6kKdHx5j1GhgapESTkKXQWFdRq7Vsm7Kh893TZ/jKiZPYoogqy6xvbOC/3Hd3jd5cOUWBffet46XvnkRAQFJEjLLJZKeA7RGxWar1L/3niC6vTE8wupgkPjyCIAjs3r37svdLJpHj4HeOVcQmFZnh/nGauxvZdu/6pf6HTjaeIZPMg+2SiWcINgRJ3tFAXjQQLbAFoTIz47jMeHTiZomwXbEbOPb8IJZpEY4F+MqaPDNWEXfJK6CMwGGjyG22iTU5ycS5aVwxj6wpqI6ML+TF59doaQmSnk+xMJEkVHehRDE/lkAURUIxP/nFPJpXJWbLyG4lQMiqjCSL4EJONzg0P4ciSkiSQFskyILp8PSLU4S9HnZGNTa2NfOB3ev4i6cOr2BOxvw+uuoiPHf8PJ9cFmhy6SIvfOs4erliUicIAuu2d7JhZxfn+hOkJmV8Sh3J2QLfPnuYzj4/Hb0NNcn8Kv39zSDo1Qh4VHTTXuGzVCwb3Ln+8ooRb3eguZF5k6py89uRfb2VeEcEGlEUuf322y+bYi6n/N7Kz7uZ42UyGY4dO0Y0GmXTpk21870Vrp2P3L2ev/3Hg+hmpUdSKBqIosAjd6+/5nvLJYPnvneSuakU/YeHcGyH3nVN5DOL6CWDcMSH11uhJWsemabWSEUWv6wzeGSUcN2FVN0f8pLLFJkcXqB7XQvvuXs9//F3/4Vy2USRoayC6LjggKgISIJAQ0bk7xcHSNcJiCbYlosbgKxt4i3ohIIeZFnCsWRmHJuApuHaNmXT5PWxcf7jP/4L/2n3Durr6wmHw7X+yaMf3cPQyUlOvTaMhEta0CvDlFWpmCW4QEbX+efXD/BgexcbN2687L3kui5HnxnAG/TWrKg9fo25sQXmJxoJRf2ceH6Qns2dOLhMyQaTIYfxoSSzegZJ8ILo4lY9biQBQ3AZS6UovDCB6lHZevd6LMNiOLPItLFQsb+pyl8LLilD58/Pn+EP73qQd/Wt5/tfeglHsshkMriOSTimopeLLM6nCURX7mx9IS+zowvc/uAGvv2Vg9j5MjGvil8RyGou/iVx1HS5jG7aBPwqCAK6ZfHK+SkCikxXKEy6VGZgosAnFI17Nqzh5f5x0uUSpu3SHPIT83lxqTi7Lscr3zuJpEiEvBcC+ODhcWRVYnx4nkhd5XyDYT/NrQ3ks2U6O7pIZ1IMDg7WZtdmZmaoq6u7oQW4CkEQ+PhdW/ncU29gG05NZLY5GuDejZfvPb5d8jPVz77RHs2/NuVmeIcEGqAm33ExBEF426X9ofJwDAwMXHZg9FZkNHXRAL/wsdv54tefxhFl1va2sX/7qhXT/+WSwfR0GkUWaW2/4IT49Lf6SSWzpDJxevpi2IbG5PkEdc1+goEgsbog2UwJn0/lwfduQxQrZa/sYgHXubQkqWgyJw+NoHkVZhZyOGkdSRYILji4QQfLL4IIog09ZY34ZJr0RqkyxCiA6LpIlo0tQ6pUIhT0YFg2hm3hVRUkSapYTANej4cFy2Y+k2VychJBqNgg19XVoactjn2/n2AsQLQpwrpEhmk7eSGVAXArtF3RtlnV0MjmzZuvuBss5croJR3Vu/JBDkT8TAxO09HXTLmoE6wP8J26HLOqhSW4mBs9OEJFaVlyBCqGnZUMwCNKeJIGedutERtkVeb11Czu0shX1fusWoZMlkr82je+TXcCdoy7WIYNrougCCwYSdq3NDEXnyMSDREMBgmFQ2iqhqFblHIl1m/roKE5zKtPD5KYSfGLqzZyvsWlfzEOgKU7NPr9CEuLayJfQhSgZNsVFXBAdB2eODPOPZvXU+f3UhfwrvA2yhd17t/WW/tzNlWkmNcJXiRN4w1oHHr+XI2lV4UgCLgOyIKX9esrWl7T09OMjo4yOztb8xJaLgR6vcGgtynGb//Y3bw4OMZCpsDmzkZ29rQhS5d//9uZ0fzIxrmCd0yguRpkWb5lk/xQCQyGYVzXax3H4dy5c0xNTbFt2zYaGhouec2tyGgAgn4PO9Y30NXVdQlPfeDEJC+/eBbbqvRHVFXm3R/Yjs+rMD0ZJ5tPEgqFaGhoRBAEfEGRaKPCR37qYTKpQkU5dmnqv9r09/o1BFYuysm5DOdPTRKtD2EUyrx4YhrBBcVycXWbYM4FwUGQBcI+GVmxkbwStuteuJkEgUBRwPCLIItokszmxkZm8jnmcvml6+pSLujYlg2igKJF2H/3NjKZDLPTc3zn808xMxzHKrr4Aj4isTD371xFfz7HnGssKS0DAihAkz/A+3fuvmrJQRCFy7qLOk5lgNQT0BBwGfTpTGtmpWyHgO2C6whYoovgCoiuW+kTCAJbYo1oRQdluRhm0cDOGxBzqQ6xLP9Y0XARXBiPukQOxSmPpGjsqCNUF2TdzjUEIj7kVoVcLkcun2d6apqZwTjFlIksyaTjWR76mTt57BOX6l/ZtsO/+9I3SWbySJKEx69h2nbtujiuS7FQQFYUTEFElEQeu309X3q2H0EQUGQR3bRprQ+xe+0FY7eL5Yxq30UUECXhEnvppdugUsqjEng8nsrA786dOzFNs+ZKefLkSVzXrZXY6urqrlkmD/s8vG/Xuqu+poq3u3R2I4HmRlQBfpjwjgk011JwfjsyGsMw6O/vR9f1qwp43kqlgctpp2UyRV587gyhsKd2nWzb4bvfPMa2nY3Mzs3R1d26YkhUUSqT9KIoEK2r7JCq1OXqg+cPemlojZBO5vH4VIyyyfjpGWRNoXtdM5brIsuV4UnHrYhsSo6N7bq4poPkimiqQqumMCMUsB0bSZBgybPFb0u8a91a/p/7KwNhf/3yIb46vYDsVOT+lSXRSNkVGH9xhCbZQ9e6ViaOz9C7qheKKpl0Hl0vMzk+RbaU4ePrW3lSzjLiNbBdB68gsDpaxx/c+65r+sx7Ax4CUT+Waa1glRUzBTbd3kekMUxTTxPflqYvvMmt3JuqJCKUIFRwKPgq8yZ9BZXP3PMgyakUU2fmUJeCTTqdITyawdcUpOSFFb+mCx5LAAF012GhQaEt6ccybBo765gfi1N/21ocxyFWF8O2bOZOJsnO6jiOjdascOrYGc6dGuGn/vsH6FjVgaZpFDIlBBH6nx8kmrWYsR1U2yVbMhBEF5eKWOjMwiKCAwFVwyM5qIrK5t5WfqMuxCsnx1jMldjU3cDm7iZcx8ayKg38UNSH6lEuWbSLOZ1996/n4AvnKgSFpfvTsmw8PpVo/YXd+XIygKIoNDU10dTUtMKnZXp6mtOnTxMMBi+xPaje94lMAY+mEPZf37za22URAD8iA1Txjgk0V8PbEWiqLLhgMMi+ffuuKsdxqzKaKx3rzMAMsrKSnimKAnNzcYaHC7S2Nl+iRKCXLTo6KjdstdFr2zbx6RTnB2aQVYm+rZ3se2gjh184y+xEkvj0IqIk0LelHVWT0Qtl9HIRyXEQZbm2LRcFAUUUaI742LS5nRNHJlgrBBlRS9imjeCAIAk0NYb5qT1bK9/hyCj+4ynCskzcKIHpYJg2jm2zaqjEsfk5kuNxfv73P0p8Mokv5CXaEEEvWITDIZx6h3w2j2bD/kmDT9zZQUkW6OrqZHNP73UTRXY+sImD3z1ONpMDsZLP9W7toq6lcv3e/fP38+Uv/T2OXUZYanh7/Bqu4yCYLg8n/fjnBFzH5d2/8ACKJNHYEcMf9VHMFilbZWYXZmgQ/NxpRDjqK5FyDEwqWYymgyxIleO5oBRtRFnENE1sqyIfk0lkCcYC3P6BXZx8+TTnT06jajKeoA9KlQ2CjcMrT7xBuOs0s6cWURUPrgGFxRJ33dbLVHqKrGUiyyKyaVN0bQTDxXQqgTNrF+l0FL73dy+z5e71FASXibkMmXyJfEGnLuSjszGyYlh0z31reeW7p0BYslg3bbrXNtG7vgVBFDj80hC2XXmt169x//u2rrhnr0RvFgSBUChEKBRi1apVNZ+WZDJJf39/zZVyNuvw8qkZzCVDvPaGMD/z6I5rWgv8MPVoflQ6exvxVpTOrhYYqoZqq1atore395oMkLc6o7EsG3HZOdi2zcTYDNlsiW07bkMvWBx+dYRA0IMki+SzZWL1AeqatFqAcV2XQ88OMHZ6Dl9Aw3VcRk5Os/2utex/aCOmYXH6jfOMn53FF/Cg6zqzUxN4PTIBTUXQFAzHxhIFTMOitS6IQCXgtbZHCAc9NLsFTklZHBE2rW7h3921h8agn0K2yPHnTxNrDvFJMcA3zp1jUjUoz+fpm3NoNmVQBE4dHuZPvvR9Jgt5Voth1reGmZ9IYJk2siLh9XoJeEKofTLBcIBV9fWk02leeuklwuEwDQ0N1NfXX3UOwRv0cPeH95JeyGLoJpH6ENoyX3tvwMuvPnovv/vqi0v9n0rfyTQtIrLE+t42FI/CxtvX0trbVPvN9j66jVe//zrDx6bo7emh6e4GZobnuU0WOEaG58pxFEHEpvJbuIBiujQtWNiGjeZTkWQR26qUNf0hH4qmEJ9cRPWqhOsuLD6lnE64IYise3AWNBpbmikW84yOTFIuGBSezfPYbasZ8dqMGSV0A8YNm7IDgigiAD4kzixm8QzmODy0wFmrRH19gGhdgHimyF986zC/+IF99LTGaqXWWGOQd310F9OjcfSSRXtPA5Gl8+pZ20xHTwOL8RyyLBFrCFzyG1ySDRV0Usk8Pr9GJHbhN7vYpyWbzXJmZIp/fGEAWXBQlIoB3Nhski989wi/+Nj+qz5TP0yls0KhQDQavfYLf8jwjgk074TSmeu6DA8PMzY2dkOGajdi53wxFtMFzo3FCfg01vY0XvZYa9e30n90Aq8P0qk8J4+ex7FdVM3DgafO8vBjO3jksR2cPDKGrlvsuXMNkQaZkZHh2iKRSeQZPzNfWxgANK/KiQNDdK9rRvOq9GxqZ/jEJHnyTE1NEYvF2Nca4h9ePUPZD4IgE3UlmjxeRLvSf4jVB3jPB3fgD2gkF3LIskhdY4XSbFs2B75xmJf/6SDTY0k0j0xzTxM7In68z09h6hYenwoRmZImcurOeo7PTFQGSxN5XlRVfnZXN4nhBRbnMkRbwjj+Mt1rW9i6dWvN0KtcLpNIJIjH44yMjKBpGvX19TQ0NBCNRi9ZZCqzKlce4ryno4vXV/XyytQEGV1Hk2WagkH+6N4HafUFEKWV2aXrugyPDCGGHT7+H3+8NjXdt6OHidPTrCk18XDDRv7sXD/JTJ5itowXgY3Hyvi9GonFIq1rmitad3qlrLdu/5qKkm+uWJuNqkLRFJIzaTo3dqCqSiX7i4ZxixLx6QSzZpmTU7PEBIedqsYLuQL1dQGcso0oSQgu5HI6NkBE43ypgMevkE4U8Ac8qJqMoMl84+UBfuMn7l6hKq4oCqs3tteEKqsbQFEUkSSRhuYrN/WrpTPXdTnwwjnOnprGtiski/qGIA9/cDuaZ+UgZtWVcih+nvq6KIokous6hm5gGEVOnMlw6IiPrvZmYrHYZc0Mf5jIAKVS6YbFeH8Y8I4JNFfDDyLQLDcB27dv3w1JLNxM6SyTL/G5f3qN4fEEIU1FlSR8HpU7tkQIBFYGmvqGIFt3dPHaK2cY7B9D01T8AS9NDQFmxpN8/rNP84v/+REeev/22nvi8Ti5dJFjr54mFA6SXSxe1qvFth2S81lau+sJhH3UdwV4/qljFLQgo8UCcdJ4VoUx0yVMy2YBG0zYWBfjJz5xO20dF+YsGpqCzI7GGRydJxDxMzs0y4FvvoHqU/EGNFRNYfb8HPXtdZSLBpIk1WjGpzolLE1Eclx8Po1yUSepl/leaoZ3tzfQvbkVN2pQ31BfszaowuPx0N7eXpNLqU6tDwwMYFkWdXV1NfHB66HUCoLA/7vvDqZzWY4tzFHv8bGrpRX5MouVbducPHmSYrHI7t27Vwwo+kJe1u29oL92+4bVDC8uMn5qkonvD5KQLQqKy653bcFxHPKZIuv39XLb+/cQiPpxHAdV02jpaWD2/AIenwdBFDDKBpIi07m+jUz8gqS/2hzkpXKcsqiiaAIKIp2FIj6/h6RtYZQMVE2honnmVoaDbRdLcpGXuHGLCzma26NIokgmv9LZtnrNqwtnVRrn4qAjCEJtEn/571QtnY2cmWOwf5LQMgZbOl3khacGedf7tl72N8nmyyiShCgKeL3eynV2XbL5Eg4iY2NjDA4OEgqFar2dQCBQGyz+YcloqsoA/9rwQxNobmXp7OLAUCgUOHr0KB6Ph3379t3wYOiNBsIDA+N8/juHmFrIIIsicwWB7lgYv6Dy1GsTfOIDkUve09Ht4cygQVNDhIbGCOl4jsWZDIoqUSyafP6Pvs+HP3kXnasbcRyH4WMznHx+Ct0YQZJErJJAfUOYzjWtK3bjglBp8lfZdcOpOLmGRkQXdMchmSvhM0Q0WcK1HFxBYNG1wLLIxHO1QFPIlnjy8y9w9sh5FmczKJpEbrFAOOajfU0LqqZU5nh8Gtl4lrrGIItLGZBt2ZRDXhRJrNCtRRFv0ItmOSRFkZ7bVnFo+CzrGjrZsGH9NbPfhoYGGhoaWLduHfl8nng8vqLJXC2xBYPBqx6rLRiiLXhlV1TTNDl+/Diu67J79+5rWoOLgkBfXR19d9fB3dsqxzAsElOLOI5DQ3tdjVAAlfs00hhi0+19eAMeZkYWsC2HQNTP3R/ay+otHbz6xDFUj4Lrunw3u4DrUxBLBqJlU7YtRrwKD7e08MpiEs0j4Dg2lmVhWhUJITI2coOH1GIOx4FS0aBY0PEFNaIRP6ZhIckietFA9ShIsrTi/JZnO8v/W/48VF9XzWhOHJ0gEFrZyPd4VWYmFjHNirzPxdiyupknXjlNwHdho+ACfp+HXds2Iksi5XKZZDJJMplkfHwcWZaJxWJYS5puP2hUy9Y3Sgb4UY/mbcLFds5vFst7KvF4nP7+ftrb2+nr67upG/JGSmf5ks7fP3ecXKFSkhGWpEPGFjPU+b0UdZtk+oLTpeM4nDlzhtnZWTZv2oCdn8SybMp5HW3JLVNVJRRN4cXvneAnfvFekvNpzh6bpG9DL+VCmcnzcxTLWfpfH6JoZQlFwvh9fkppg/RClvGBSYZHzmCLDpNJifq6CstnJJFCkSWKRR2PIBIOVXbrJctCq/dx/MAIa7d0IMkiTz7+IidePkMmkUXzaugFg1wqD46Lx5+iuTPG/HQKvWRi6ibr9q3Ge3aaWHMY1aNySCqhWzaBiL82IyNIAqlymf/4zAsIsoJnIUvv+Wn+27vuxn8dmwFBEAgGgwSDQXp6etB1nWQySTweZ2xsDFmWayW2WCx23TtP23F4dWSU1wcGWV9fx6P79940q0lRZVp6rmyLu+2+jbzyTwfpXNvCqo3tFPNlIvUh9j66HUkWaWirY2E6ieGTyFkmoiDgj3hwBQfZUjBNm+F0ltWCxqCtYwsCtgNYLo2jOQpejcV5g4K/ci9KjksxZ5HOlWh2VT77u9+mLaygKhKSJNK7pZPNd16qklwNJqWCTj5TIhj1IcniimynOlJgGOZlvukFUdfKpM9K7NnQyaHBKeYXc/i8KpblYFgWP37vltr8jMfjoa2tjba2NhzHqQmBxuPx2uffStuDa6G6JvxoYPMdFGh+0D0ay7I4f/48IyMjbNy4kdbWyws8Xu/xTPPyD8/FOHl+Dt2yV8yvVIbbHOL5IgqVXSdc2DFX6dWOJXD84CTJucyKMpjjuERjfvSSyWI8y/CJKbx+jdR8ltHBaSRFQpO9+LwG2SkTVTI5/dopLMOka0MDLz35GgIi9/3kfThOtvZbeBQZBxfXcdFdG6Vk4IoCJcdmPJVF8vgp5MqoHpmzh0YwdROPV0MQBTSviiSKFPNl8uki9a1RWrvqKOZK+IJefvI338vibIpnvvgymXiW5oDIfIOGJ7C003UhnS9imBYxv6+y2XBdTs3G+f1nXuF3H73vhn8nTdNobW2ltbWVqVSGrxw+ztzAMGu94/R4FOqXSmwNDQ1XtHpIFor8h29+j+lUGssVeGkxx0vpAr/3yH0obwGF1lREDjUKDEzEsUs2G5ob+PX37KhQw4Hb37eN6eEFDhwZQpREJA1cwUWTvBTKJRRFwhJd7q1vZmswzCtHh2huClOYTxEvCYx5XAxRRNYdbFXExMXGpaUkIGZKxBeLlDI+9u6sOH6eOzaGrEps2LdmxXnals2r3+lnemShopogCvRt62LnvetxHIdkMsnY6ASUfCQmF4knCnSubsAXqFD2HdshFPGhaZfPClVF4pd//DYODU5wfGiWsN/D/btW09pw+YxTFEVisRixWKwW7AKBwC21PbgWbibQ/GiO5m2EJEnoun5Lj2nbNhMTE+zZs+e61X2vBEmSKJfL135hFS5Ewl7yszqyvKyG7bp4PTLhgFor5/l8vhX06q27V/HtkTiGYSPLIqZp09gcRvPIGGUDWZGWMiyX8XNzaD61FjiCkQCt3XW099YT8vjQghKzs7PIqoJlWDz9tRcohMPIMqiKSmPAz1Q6S1G3cA2Lsuuie6SKqVfJ5AyLBF44wXv2rcOxbBzbXZK7BwQIN4ZIzabRi5XBTEu3cC2HXe/agj/swx/28bOfrrgDlkyT3/7e84wupimZJpLrIDgO0aUgU4UqS5yNJykYxnVlNZfDc8Oj/P9ePkjRrGQAZzICfXVRfqU3wtzcXG1qvVpiq8riAHzqyecYSSxiOBUyRDFXIFEo8aWjJ/jZ3duv8ck3Bttx+K1vPMNcJl/JKBSJU4uL/NcnnuOzH34EcakH0tHXzAe66/jmX06imyYBf4BCpoQkiZiuy0ZfZTHOnk9Qfm2cMUVCNxwEj4Le3FiRydEkcFwkQcAVBHIKxKeTiKJLMV5mZlYhFg0TjPgZOjp2SaA59uIZps/HCSzru5w5PEq4PkCkxcuxo/1MnCghYtLQGGJhPs/A4XG6+5rwBjyIksD9796EvTRcernKgqpI3LF1FXdsvbzUzJXgOA6apq3o41WznaGhIXRdvynbg2uhujm+3iqJ67oUCoUbluD/YcAPRaC5laWzYrFIf38/AHv37r0lBkM3Ujrb0tuCR5WQJYlw0EM2X66UDFyIeTw8elsH5XKZ119/nba2NtauXVmm2HtXH+Goj6/8+Qv4/BoNTSECIQ29bBJtCBKO+lmzpZ3+V4dwbQdBWBLQdFwkWaSuKcTwsUkaOoPMzs7WmFmO4zAzucBoXmdsYhFBFAj4NfylMmnDQrQcdJ+EYDuoZRtHEvEGPTzx2ml29bXiC3kwdJNSXl/mMSOwbs9qZElAViQaOurY8+7tdG/suOS6eBWFP3rfQ5ybj3PgxEnqFIkn5jMs5IuXvNZ1XYqGeVOBxrRtPnfgMKZtoy7baZ5NpBi34L7duzFNk0QiQSKR4NixYzVZHEGSGJydR69OwVfFTy2LLx05ecsDzRtj0yxkC6jL+iKKJDGbznFqeoEt7RVWpGVZnDzRz7t6GnlmKo1uVWRHTceh0+tjtTeA67iceHEQy7TRvB48kouhSji2jeVRkVip7FOUwRsJ4pdlCsUyhmEyMTEBgoDkyMzMzNLQUF/rS40MTBMIr3yWAlE/h547QdMmD7IVRsIiGPHh2A7NjUEmciWGT0xx//u3sXZLO65TKbFV7/crOYveKC4mAyy3PYDKmlDt7dyI7cG1UCUC3EiJ7kels7cYP4jSWTKZrFn65vP5W+aJfiOsM79H5eMP7OCLzxwjEPSgemRMw2ZPTxstXh+H3xijvg7uumMHHR2XLsgA6za38+FP3skbL53FNC0yqSKRmJ+HHtsJQLQxxKa9PYydnqnsVl0QJZHG5hCnXj3H4nyKkUGL3g1dRKPR2g5yKG0SawhiOiL5kk42Z1BMl2iOp7E8ConmAJJVWVxdHLx+lZJl89ffO0znxlbUE1PkUkVM3USSKzX9jrUtPPgzd9HYUXfNa1MqlUiMDLG1PsrmzZtZOHyCfzpxGm3Z7+S6Ln5Vo95/c7vO4cQiRdO85H5zgafOjXDfmlUoikJLSwstLS0Vangmw8jICPHkIgXbuaxlRcEwyOsGgatYCt8oRuIpLMe5RMPLsG3GF9NsaW/CMAyOHj2Kqqp8/F338mixzPdPDTOfzCIOxllfV48oCOTSBUpFA0VTECUR27RRbAeWbCncJV+airQOaJJIUZbQyjbRiJ9V3e04rkshX6BQKDA+Psbg4ACRSIRYrI5ySa9IGi27LrlcjtmZWR782Ad45TvnCIS9OI7LiTdGmZ9KV2SIdJNvfekgbd0jtHXXEWsI8OiHd6Jq8oph0SqL7UrZztVwLYqxz+fD5/PR0dGBbds124MzZ85gmibRaLQWeG5kY3ozg6I/CjRvI95soHFdl4mJCc6dO8e6detob29namoK27avyRS63vO7kTma3es62NDVRP/ILLbrkJvPc/DgKNPlacqlEiNjEuHI4hUDjeu6bNjeQe/6JhLzGTxeldhFter9D29mZnSBxfkcmk9BFgXOHjlPsVikoSeIkbLJLBSYHp6nfU0zC4k8RQeckolQtgkio3gl5uZyhFQvRWwExwXXwQVMRWa6WMICUrMJ4o1h7DY/G5uDaHN5HNthy13ruOOxPZUG/zWQzWY5duwYjY2NrF27FlEU+cj2Tbw2NsVsNocsSViOg0eW+Pd3XF3T7GrwKgqSKGJd9HtV1RNeHZmgMxamI1oppwqCQCKRIJ/Ps3/vHrSRGQxdv0T7yyNJpIulWxpo1jbXXVYoUpNlVjfEKJVKNfWKTZs2IYoiDUE/H99foQhPrp7hyDOncCybdDyLx6chySKSKqHrFrIj4MnqmF4FQajJPiAKIl5ZQfWpuKUynQ0+cqk8siJj6y4Pf+w+Gtsrn1/N/FK5OMlUnFA4iN/vxzRMZqbn2LF/Ew0NDQSCEyTmMmTTRWbGF1GUij6e7YJHEpmbWKR3fQv5bJmXvjfIez665xL69HIr6MvRp6+EG6E3S5JUo8L39fXVsp2FhQWGhobwer0rsp2rHfdGqc3V0tmPejRvE96MMoDjOAwMDBCPx9m1a1dt6vatlo25Fvxelds2dZHNlviTJ57G0PO4jk00GkbXdY4cn2DPrh4aG1bWa5fbLcuKREtH3RUX3Tvfs42v/fGTzJzLkE3msUWb5p4I67esITWbYWZkgckzM4TqAliqRLpoQKFiwOW4LE2pu+RMi0ZFYo7KZLmuiTiKVNkJC5VexUK6wKrmKFPAp37pEeqbI0hXUNO9GPF4nJMnT9LT00NXV1ft+wQ0lc9+8F187uUjHJ6cobshzL+/aw8dkZvvqXVFw9T5vMxkczVtNMdxyZZ1Tk0tcHx8Dr+qsq6pjv/+yN0MnT1LKpVi9+7d+P1+3ru+j78/MbDCjE9CwA+cOXaE1FJfp76+/k1vYnZ0ttIWCTK5mEWVKwaAhu2wujFGe8DDG2+8UaNxL78HLNtBFAQ61rXSurqJTCKPZVpkEjmyqQL5xQKaIlLWLUJzeUoNQZwlFWxFqJR0Qz6Nn3hwO/PHRxk5PkEhW8Tr07j7w/tpbK9Q2r1eLx0dHXR0dNDZuopv/s3zlAolMqkZykWDQMhPz9ZmSqUSO+5Yw7/87atMjyUQhIrAqVG0UJTKoKehmyzGKzM80+PJGs15OX16uQvs5ejT1f+/GDcrQSMIAn6/H7/fT2dnJ5ZlkUqlSCQSDA4OYtv2imznYgLJjQ5rFotFXNf9UY/mrcRbUTorl8scO3YMgNtuu23FjXArmWxvRoLm1OkJ4okkoaCHxsZGSqVSRcgRGDwzQ2PD2tprl8vJwNWbjOl4lqe/fICmjiiRRj+HnulH1RR6V3ehyDKNHXXUtUZZnE3z8E/fwXdfOIPTP41drpSVXMvGtcGRJdy8jqlJtMzaTDf7cBQJQZFwBJCFykJhWRaziRReVeb4xCT31PuRpJXDkbbjsJgv4ddUfEvsosnJSYaGhti4ceMlSgyZUpn/9x+eZi6Tx7IdhgtJ/vd3XuUzH3oQn3pzi7ggCHz6kfv4f7/7LMlCibxeKXnhuJiig6ZUMqdjU3N85htP8nBHA3v27KkNev7cvh0cmZplJpvFdUERRXyKwi/ctpPd7c3E43HGx8cZGBi4blmcK0EUBD7zwQf5/KtHOTY5i4DA7u5WPrixhyNHjtDR0UFPT0/tuBMLaf7iyUPEMwUkUWTrqmZ+9sGdxJorgfmOx3bz5OMvEWkKEWsVKWbKDNd58ftUSmWrEjxth1SqgGc+z9/9+hdBEOjd3M62ezciSSJDR87Tub6Vxs76Feda1xTho7/6CC9+93VGz06w74HtNHaHSWdTjL06is/no3dblKGBqYqmm1jRdVO91d+xwry0LQfHdbEtm+PHJ3j99fOYpk1La5hHHt5MZIlscCPDordqYFOW5dqMluu65PN5kskkc3NznDt3Dp/PVws64XD4puRngB+Vzt4u3ExQSKfTHDt2jLq6ussaYd3KQHOz2VEikWB46CyaptYak4Ig4CxZ8vqWGUwtDzLX41R48Lv9eP0qumkQT87T1FGHrcPE2TnW7+7BtmwmTk+TnE3z1N++xMlkAY8qkc7bWGVzyUq+8vBrpRLBhgaCokRIh7F6DVN0MXFRllSQRVFEEGUkWSaZSPDyyy8TCoVqdOHDYwt87dVT6KaFKAps6mjioTV1xOfn2LFjxyWioAB/9sxBZtJ5VEmsTeWPJzP8zUtH+JUH9t3w9a6iJRTk8x9+H7/+z99nYDaOYFVk/1PFEj5VIeTRsAyDE4k0v/3BR1b08sJeD3/+4+/mS4dP0D8zT8Sr8fGdW9ja1lz593CY1atX37AszpXgUxV++d69tT9XhSZXr15NZ2dn7e/ThRK/9/UXMG0bSRSxHYfXzk6QLpT5zx+6G4Dd79pKa28jB7/TT3ohS9t72hl49SwiEPCpWLaDXjbBtDFcCAgikiwx3D+JazlsuK2PQNTPmYPDlwQa13WZnB7H1yTw048+tmKxrFoCxONxdj3cwve/mMYXlFEsmVLJxhUq9tHTkymmJ1MomsxXv/w6U3MZAn4NURSYnFjkL//qJX7pF+8lENBuaFj0rRDVXD6j1d3dvcL24NSpU7iui9frxbIsdF2/LkWKQqGAJEk3ZQj3Tsc7KtAIgnBJ7RtuvHQ2NTXF6dOnWbNmzYpSzHLcytLZjWY0y3tGd9+5nZn5U9i2g2M7ZDMlymWDYFBk88a22utvJMgApBM5dLNEPB6nqbkZT4eH06+PkFss4LouA68NkU/lWberB8UjEx9LUCqbmLqFK1ekPiTXQbYdZFGkq6+Zd/+7+9HqAvyPLz2P7bqcn1+snZPrgkdTCPg8pBwfb5xLIDgFtnfmcaxBvnk6garIKIqKJIm8MjDC7OwM//3jj16xJn1mNoF6UflNEQWOjc9d97W+Ek7PJRiPp/HLCll0qtLUJdNCxkWWRDxe32UJIxGvh1++c89Vj3+rZXEA5ufnOXXqFBs2bLjEr+j7R4Yo6iYe9cL5arLM8GySeKZAQ7hyjdtWt/DYr1Xe+/SBs9i2U5vEl0QR0XUrQ51LabUgVowH5yeSrNpSxuPTMMorZ8Zc1+X06dMkk0l27959CT14uSXAhg0bKMYVjr4yhOsYmKaJZbloHrXSM1UVOnsaeOWlc3T1NCwT2pQpFA1ee32EBx/YsOL4Fwed5eVlXdfRl3pqpmneUG/nRnA524PR0VFKpRIHDhwgEAhc1vZgOar9mbdLLuetxDsq0FwJ1ezjcmyf5Vg+Rb9jx45alnClY76VistXO8fTp08zPz9f6xn95Ef8/NFnn2JhPotlWriuQ10kRrlsoi1j31QfkmvBdV1SmRSFYp629nZ8S0yZdXt7mB6aJ5vM4ZgWm2/vwx/y0v/aebxlg5TlIpRNFMmuSMErEl7LQhJEXBc6+ipDrRu6mzg+Mkt90EciV8SybURBJOjTMA2bI+em0RQZx3V57swigkfA49FwHIdSqYTrVjSvZgs2tnsVozJuruF/PXh1ZALdslFlCUUU0S2rlsE5SAiSxLqm+msf6DpwK2RxpqamOHfuHFu2bKmZ780ksxTKBp2NESYSGRT50gXKsh0S2WIt0CxHKlcZ6LQdB8dycJxKJu0KEGZJNgYXURIwdAujbGDpJrvedUGPzDRMvv3F7zPSP0FrSytS6jQ7H9yM5r08KUIURT7+Kw+y6861nDw0huPYDJycRDcMBNEhEBbJ5LO4uMzPpglGfLW7wOdVGB9PXvVaL9dj03WdkydP1gY3qxu25a+9FfTpi1G1PagOgvb19a2wPQBqQScWi9Ukr94qi4BPf/rTfOc73+H48eOoqko6nb7me1zX5Xd+53f4y7/8S1KpFHv37uX//t//y8aNG2/qHH5oAg1cvblmGAbHjx/HMAz2799/zaGrW92juV4jtePHj2OaJvv3769RJcslk5BfI9bXXNmBlQsoisxXvvI6P//zdwFcd5CxLIuTJ09StyqANqGhiDIzI3MVQUWvh0f+zV0ILoi4BMI+ZscTjJ+bRxAFZAF0TcWhsr/XygbBXBFPxLvCQfLn37OHf375FIdOTxIJeFFlift3riaTL/P04SG8S/0XURDwqDLnEyma6gIIS+cnSfLSQmDw7Isv0d5YV1uIl2c361vrOXh+ekVWYzoOO7tX7uZvBsvp0RGPh3ixiF2l0koSTcEAv3L31bOWm8GNyuKIYkUwcmxsjO3btxONRknnS/yvf3iJuVQO23HRFJk1rTEMy8arrlw0VVmire7yzeU1nfWEvBqzcxncpdkgxwFRcGkWBMTWCPHJRWzbJhT2YpYtWnoa6drUsfRahy/90T+yMJFkzbpeJElifGCKhfEE7/2lB69IBpEkkY07u9m4sxuAP/+D7+HxquC6lHWdbDZPvqCTyZTI5kt4fSpdqxoQBJF1667vty+Xyxw5coRwOMzGjRtr4prLqwPXIwT6ZlDt0VzO9iCZTDI5OVkTAn322WfRNO2WDYsuh2EYfOhDH2L//v38zd/8zXW953/9r//FH//xH/P444/T19fH//yf/5MHH3yQs2fP3hRZ4R0VaK5WOoPqInVpoMlmsxw9epRIJMKOHTuuaz7mB92jyefzHD16lEAgcMk5vvrqED6vhiyLSBLo5QKyLJBI5shmS0Sugx4MlTmU6q7lAx9/lJf/6Q2e/sIruLjIqkS4PsTk6Rk237W20nR1HE4fm8CSBExFBdvBmy0hmhaaJBD2q9R3N1DIltj37m21z5ElkQ/fs4UP37Nlxef/j797dkXppgqPLJEvGYiOiaKoeDwVnxxv0M+77r2bZLJCkR0ZGcHj8dQW2l+6bzfTqSyzmTymZaPKMj0NUT55147ruh5Xw4MbevnakVOUTQsch7AgYioSkizxa/fs48F1vXiUt/7xWC6L4zhOjdV09uxZdF1HVVVM02TLli01xuQf/uPLTCUyKLKELAlYts2JsXl8HpWSaeJR5ApDzXK4a1M3Id/l5XRWd9RTyOl4tIqpneO62KaNa9i4loXm1ahrjVDIlOjb2c19P3k7LUtWFul4hie+9CTnXj/Plv0XeqC+oJdsMsfUuVm61rdd9nMvRjDkpVw2kSQRj8fD6HgaWZRAEZFliVLJZODkBE0tARqbOkkmk1ftc5VKJY4cOUI0GmXDhg0rBkDhUvXpaqmt+gwvn9d5M0HncmSAqu1BOByubTTm5+d5/fXXeeWVV7Asi0984hM8+uijPPTQQ7fEm+Z3fud3AHj88cev6/Wu6/LZz36W//Jf/guPPfYYAF/4whdoamriK1/5Cr/wC79ww+fwjgo0V0L1h7/cYj47O8upU6fo6elZwcC5Fm51RrOc7noxqsKdnZ2drFmz5pLXGKaNuCTdIgiVB940LVxX4Hqre5lMhuPHj9fmUAASE0l2PbQZ27JRVBlBFJgZmqN3Wyd1LREGDo2QyOgUJRnJBUGSkMMBjKKOWizi8auU8mW23beBTXdc25+9rSHM2FwK7aJgE1YVSo6OKypoWqXpDPCxO7fi83nx+SoUWcuyak3jEydO4LouP7e1kwVLJG26rG1tZHN74y0RQwx6NH7rkbv4zLefJ1M28fu81Af9/Ld330NH7M1JEt0sRFGslVRWr17NiRMnSKfT+P1+jh8/jt/vR/YGmU6kUZapBQhCpcjY0xQlEvRyZmoBRZJ4YNtqHty++oqfd3p4nub6IPmSQb6gIwgQjAUxiwb5somSK9HUWc8dH9jJpjvW1hbd/hcH+N6XnsEsGtgFl4GXz9Kxro3mVRVxUNWjsjCRuO5Ac8+jm/nnLxzA49ewbYdMpkRQU/DX+cnmdUTJRRRV9u3uxeuRan2uWCxW63NVGaWlUonDhw9TX19/Ce37ctf7SvTpWzEsej2sM03T6Ozs5F/+5V/4whe+wF/8xV/Q0tLCpz/9aX7yJ3+SiYmJN6XDeDMYHR1lbm6Ohx56aMV53n333Rw4cOBfd6C5ODC4rsu5c+eYnJxk69atNDZeWQH3crjVGQ1Ubiz5oin28fHxGn33SjfM7l3dfOMbFaUASayk2vF4HFVRiMenEMWmFXpbF2Nubo7BwUFWr15NR0cHgiCQXsiglwyC3opzYxXeoJczB88z8No5Dj93hnJdBCwLS5bQfCqKIuF4NUL1Pu55/3Y237WO9jXN13Ud3rd/PYfOTOI4LqIoYDsu07OLuK5DYzRA2QWPotDZEOZDt21iTevKHogsyzQ2NtLY2IjrumQyGeLxOIFEAqFQwFwwmHR16uvr33SJwXVdtHyaX1jXQsOq1URCQdoil2/S/qBR9bgpl8vcdtttaJpWk8U5OTxBvlBEFECWFRS5wvSTRJGyYfELj1x/uc9aMh1rbQhBA8wvZEmnipiWhSfsp3ldOx/72TtrlGKAdCLDd7/4NKG6ANHuDk5nhvH4NabOTlPXGkXRFAzdpL7t+nfi9S0hIruaefaNYaySieYVWN/VtKLPYxoWquxhw4YNNWpxIpFgdnaWM2fOEAgECIfDLCws0NjYeM0gczGu5bVzM8Oitm3fkOWIYRi0trby+7//+/z+7/8+MzMzP/AgA5X1BLhk3KCpqYnx8fGbOuY7KtBc7cZYzjwzTZP+/n6KxSL79u27qQbarc5ogBWEAMdxGBwcZGFhgd27d1+WvlvFli0d9J+YZGRkgZJhsZi1UFWN979nU03BGaj1Merq6mpZ1OjoKGNjY2zevLnWJIZKIx9BwDIsJs5Mk5pNkZrPIIgCumGSjJdwFQVkpSaEqZctbAe8msj6uzbwyCfvuaHr0BDx8xsfupPPP3mYVK7E9NwiruPQ2hBGkWU0x4W8zc/9xC4aIlf/zQRBIBKJEIlEWLNmDaVShUEXj8drMwvV63G1IHw52LbNqVOnKiZ3t0jv7lZh+e+9a9eu2tBnVRanobGRfz4+S6msV+widB2nVMJFYN3WdorF4nUH4Y19zXzjqcp9VCgaLKaKSJJQmbOKBSkUdL7wldf4tV+6HwBd13nmW8+hqAqtbW2IgkAg6qeYLaKXDYaOnCfWEiHWGqVz3fVlM7ph8duPP81MMovql0ETmLFMwo7OKi4s0rpu0b2qcn8v73OtWrUKwzCYmZlhZGQEqLDzLMt6U4OzV8t2rpdQcKMDmxerAlwtyHzqU5+qlcSuhDfeeINdu3Zd9+dfjEtkmq5Bxroa3lGB5mqoBoZqr8Pv97N///6bnr5+KzKaaqAxDINjx45hWdaKpv/lUOlJuXz0I7v5k889x8TQPKomo3oVvvPcCB//8T3cddcGMpkMCwsLnDt3Dl3XicVimKZJuVxm9+7dlzTogtEAgbCP48+dxLEdkjOpCt2zZJDJWhWNK0lCEEVwHVhyWJRlAUFRaO64udrwmvZ6/ufPPshzrx7i8WeyBAIX6JqiKFA2LL73+ll++uGdN3Rcr9dLZ2cnnZ2dmKZZa6BXRS+rQScWi121R3exWdmNmty9ldB1nWPHjqGqKlu3br3sIiVLEj913zb+6snDiJKAV1UwTIvmsJfukMSBAwfw+Xy1Plc4HL7izjsc9PLuezfy7edOMbeQBVwcB5qjgZqQZyKRJ50pkphd5OBrx1Bdlcb6BkRBoFzUaelp4ORLZ0hMJ9GLJkbZxBfwUMqXr0t66NnjI0wns7XenqrIeD0y57JpOrw+ZFGiVDIIhbxs2nL54GWaJuPj43R2dtLb20s2myWRSDA2NlYbnK0Gnarr5o3gZp1Fb2Zg83o3zb/8y7/MRz/60au+pru7+7o/ezmamysVjLm5uRU0+oWFheu2t78YP1SBZnFxkYmJiSv2Om4EoijeMtfO5T2kfD7PkSNHCIVC7Ny586qL3nIGzMCZWeYTedqWlRxc1+Xr3zzCp/7Tu4lGo0SjUfr6+kin05w6dQrTNLFtm9OnT9PY2HgJa2vNzlW88b1jGLpJuaAjySIuwhK1SAKvCrYNklgdI8Eb8IIgsHb9zTG7dF3nxVcOcex8ChsZLqIoK7LIbCJ7U8euHUNRaiyeqsFVIpFgaGiIcrlMNBqtBZ7lahDlcpmjR4/i9XrZsmXLW+JBcrOoNrCrLKmq1UOhbODVlBWaZ7dv7Ka7Kcq3Dp4hlSty24Yubt/QhSJXfJaSySSJRIITJ07gOE5tkb3c7v7ufavZtLaF3/8/36dQ0KkL+dCWkSBs2+HxP3uWqfE5VFkhEAiQnkwSPD1NOa+TTeVJzaaQFIlA2EMw5keQJV746gHe84sPXva7uq5LaiFLKa/z+uDECnVqgEjETy5fpuQ6BFyRjZvauO/BDTUPnuWoPm9tbW309vauyISXD84mEglGR0dRFIW6urobNrtbjusdFl2uRH09uJFAU/093wqsWrWK5uZmnn76abZvryiSG4bBiy++yB/8wR/c1DHfUYHmSj+K67oYhsHY2BhbtmypRdw3g1vtcSNJUm2x6+rqYvXq1Ve9yZYPlYmiyMFj46gXPUiCIFDWTWbmMnQsBaBCoVDbpW3cuBHLsmolpSprq6GhgcbGRnKpHBvvWEt8IoFZNihky5jG0oPgAo4LpgXIIFV2YppXoaExRMsN1NiryOfz/P+/9DRnJgsgyqRyRTK5Mk31gRrl2TAdtqx+8/TkKpYbXPX19VEoFIjH4zVfmUAgUAvAZ8+erc2yvJOG4qpZepXIIQgCTx46y7deOY1hWciSyD3bevjIfVtr91RbfZhffPfeS44ly/KKwcFsNntNWZy6qJ8ff/d2vvGt4yuCjOM4pBI5TLNMNBYiFAyBAGMDOvOJDKplkY2nwbZRNAUEkcRUkmK2SMfaVkzDuiQ4FHNlnvjrF0nNZ3BclzmnTN4rEAovK/cJEAx6+PlP3kPDVbKiXC53WSme5Vg+OFtl9cXj8RqrLxqN1hbtm+n7XWlYNJvN1hTiDcO4rt5OoVC46uzfzWJiYqK2Sbdtu1aaXb16dS2wrVu3js985jN88IMfRBAE/sN/+A/83u/9HmvWrGHNmjX83u/9Hj6fj4997GM3dQ7vqEBzOVTnQgzDoLu7+5YEGbi1A5tVxtnZs2fZtGnTNRt4y+u91ZvP61FwXAcQMXSLhXi2orArSWRzFVO1ZDLJiRMn6OjoqO3ecMEtiITlOlbv6qOkF1hYWOD48ePMzyWYnZ4nEAlQyJaRVQnRlBG8ciWBKZvg84JhguvS1tfMqnXNhMI+YnU31vdaXFzkmRcPcWayQCDgRwBitkk8X2JiNkXI78HnUWlvCnPvjt6bus7Xg6oIYnd3N4ZhkEgkmJmZ4fz587XdazKZZC5n8Y+vDpAtltne28pjt28k4L056Y/TE3H+8eUTpAs6e9a2895962tabtdCVSqps7Oztli+dmqcrzx9HEmsZMq6bfGd186gKTIfvGvTdZ/XcirttWRxdmztoP/EFKPjCSRJwLZdBBxUvUi0IUowEAQBkrNpCpkSss+H1zXIpRRkrwdZgXyqQLQpTD5VpJSvsNguxvf+7hXymQKBaGVR32KqPLmYwNAUVE91M2LT2xK7apCpjjRUr9v1YDmrz3VdisVi7XpU+37VoHMtZeYrHR8q2enJkyfp7u6mvr7+Evp09bUX93YKhQJdXV039JnXg//23/4bX/jCF2p/rmYpzz//PPfccw8AZ8+eJZPJ1F7zm7/5m5RKJX7pl36pNrD51FNP3bTg5zs60BSLxZrXxq1Qw12OW9WjqTb9bdtmw4YN1wwyy9Ps5UOY99y2hhOD0xRNncmJRVyXmsXtF776Oh9+31oy6VnWr19f+4z4VJIn/uI59GLFi12SRfY+uo2td2+q2OduWOTrZ79JcnERw9IxDAEDBUF0K1P3joOdLyIEfAQjPtrXNBMMevnIJ267oWswOzvL4OAgszkZTdMq3R7XxShaiKaDI1CZk3AFdvW24bmCIKbruqSyJVRVuulFfzlUVUWSJLLZLOvWrcPn8xGPx/nq06/z7Ok4gliZ0xhfSPPa6Un+9889gt9zYz2bp46c42+fOlpj2n39pZO8cmqMP/i3j1wz2FTLW2vWrFlhCfEvLw8gihekhgRBQJZEnjkyfEOB5mJcSxZnz44YG9dHmZkr4ffJCE6CN54xaouL67osTC4uLZACgiPg8VVM90wBSvky3oAHy7TwhTzIF80hFbIl4tOpFQZpEUVhbyDEqaKOqlWIKWvb6/n1H7vjit8jk8lw9OhRVq1addN9iOXKzF1dXStKjidPnsRxHGKxWI18c70yQfl8nsOHD18SAK+HPv1WWQQ8/vjj15yhuXh+URAEPvWpT/GpT33qlpzDOyrQLE99E4kE/f39tLa2snbt2trDcKtwKwJNtelv2zY+n++aTf/lEhgXT/p3tsd49P6N/M0XD2DblUVLkgQ6WqOUS0X+4ZtH+c//8d21AS7Hcfju37yAosp4fFrtMw586ygda1uINUdoaKznZ//7x3jhaweYODxHNlPGFlwkucJKc5AQJQW/V+H2B9fzvp++nYam66f4Vllv4+PjbNu2jfHMMJACoFg2KekWqiCjuC4t4RCaKvPS4REeuWM9Qf/KB3fg/Bx//Y1DFMoGAgJdLRF+9SN3EPDdfMCpKkNv2rSpRn8PRyL8r+8OoC1J4lQf/KmFRf72O6/wMw/tvu6GsWnZ/P2LJwFqU/CaIjO7mOe7h87y43deOSjMzc0xMDBwWd2ykl6xmF4OQRAwzGvLMF0vriSLYxgJIoHKzra+sZ6uXpH4XB7No2DqVsVITwSvLKAIMpIiIZRN8jm94tpZLCOIIm1rW3jyr5/DNCw23NbHqi2dWIZV6wUWLIu0aeGTJDo9HtYFouz7yB5kUaC5/sr3YDXIVC0lbhUuLjnmcjni8ThTU1MMDg4SDAZr2c7VtMqWl/KW41qEgiqlfd26a8+r/TDiHRVoYOXsyfr162lvbwdurZ0zvPlAk8vlOHr0KOFwmM2bN3Pw4MErluIulve/kjDmfXeu5ennT1MqmUiSgKbK5PN5DN3EKsuM9M+zfqcXf9BDYmqRUq5MaJm8SKXHojJw4Bx3PlaZp/AFvciKSrQlhqjlKRkV9lfRqQxo+gIygggDh8/jC6j8xC/ef13fv6rZlkwm2bVrF8FgkLt3uxw6NQFAvnih/yWKFSkaBIFiyWB4Is729e21f0+kC3z2qy/juC6iIODicm48wR9+8QV+5xfedV3nc/H1HhkZYWpq6hJl6LlUHmNJYUKSJBRFqTGHTowtcOjQIVRVrS3CV5tAn0lmMcxLG76KLHLw7OQVA83k5CTnzp0j1rKKv3vmDGMzryEIAltWN/OJ9+yiMRpgaCqxggDguC6xixwsl8O0bA6fmGBsapHernp2bGxHlq+v0b2cLhwIBDhx4gStra2YpklDl83w2UXspICqqliWSzQaQCnmkWQJQQDbtvAGNBoaK+VW23Z44s+eYvv9m5Bkiae/8CLdmzp56GfvRvMpvJZYZK5sYLousiDidV22drdy5M8rYq0+r8qHP7CTjRfJzVTLjL29vSuUq281qlploVCI3t7eWgk2kUgwMTGBKIq1oBOLxVAUhUKhwOHDh2lra7uuUt7ysplt2/z2b/82uVyO++677y37Xm8n3lGBphrVqyqwyxcISZIwTfPKb75BvJlAs7CwwIkTJ1Y0/a8kQ3Nx0/9au1GvR0FcYrDNzSbJpXUM28FRRP7o8ZfwfukV/s1P3kZvd8Nl3y+IwoWGP5CaT/PMl17G0k30nE7JdBBUGUfR8Hs1QtEAetkg0uDn+MFzBFssevo6VszrXAzTNDlx4gSmabJnzx48Hg9TMyme+N5J9LzBfDEHUsVQTJQEGusCVAv2iiLhv6gs9r0DZ9ANa4WigKKIzMSzzCaytNSvdA+9GqoBcHFxsWZWthwhn7Yko3/hGgmCgCBKdLc1c889d9bUCQYGBrBtu8ZSqqurW0GHDvk8iEu2DsthOy4NoUtLINUM8PuvnuLYlM7E/Ci27eDVVOrCXl7pH2UmkePfvm83v/OFZzFMq8IkWzIyuxIlPJMr8Qd//gyL6SKCAC8eHOZbsQD/+d89QMB//Rnh7Owsp0+fZsuWLbUMcPNmh127kxw5eI7J0XkEQ0YywedvIh8vks8UMU2Lhno/qioTiAVITi+CAEbZJBBRCdeHGB+YZGE8gbqphcmnF5AEAVkQcG2HRdfh4MQca+piSIJAuWzyN198ld/45QdobYkAkEqlOHbsGH19fbXN5w8KqqqukAmqshxHRkY4efIkwWCQQqFAU1PTDamTQOWe+N3f/V2+/vWvc+DAgR9lND8IZDIZSqUS+/fvv8StTpIkyuXyLfusmwk0rusyNjbG8PAwmzZtWlHyuBy54HJN/2vh7tvX8E/fPML8TBrLcilbNrYiIjouNlBwHP70717hD//HYyiaguu4tYFLgHKxzIZ9F2RHnvzbFykXdbwBD/VtCr6CSSJnIC6ZlaXiOXwhLyIqsaiXiL8ZRVFWzOs0NjbW5OyrZnKyopLO+vnfn32WQklnJpkjEvZT7/fhVxQW8yUUv0RdxFcLVpbtEA54WH2Rl8l8MndZy2LTckjnStcdaGzbpr+/H13X2b179yX3EFSCw5rWOvpHZ5GXzst1XRRJ4qN3b1lRUlpeQrmYtdXQ0EA06KenJcbg+EIte3DdisXAh+7avOJzq0oWRwZGOTCcp2za2JZTyfLKBuBSH/EzOZ/Csl1+95MP8dVnjjOTzBIL+fjofVvpbbs8I+mL//wG6Wypolm2hGSqwFefOMLPffT6+m1VdeitW7euYD6JokhjYwOPvLdyPVKLaZ74/AsMvD5CYiqDVbZQPQpKyE/Xmkay8RyObSNIErrj4F8q9SmawuiJcY5PxqlrDKGXDGzLQdEU9GwJ3XVW2GAIgsD3nh3gkx+/ncXFRY4fP87atWtpa7u+QdC3ChezHBcXF+nv70dVVebm5kilUrVsp6refCW4rstnPvMZHn/8cZ5//vl/tUEG3mGBpq6ujj179lx2QX4zds6Xw40GmqoldCKRYM+ePYTDK/WwLs5ortT0vxb6eoJ4RQPbWWIgyyIiIFEZdvR7lUpv4F+O8OGfvI2nHn8ZFxdJlrAMiw371tDUVVnITcMiNZvBcRxmxpLYpoUoiWh+DyUHECX8YR+iKDA1soDmUWjrbKKnr4U1a9bUqMJVOXu/30+pVKKuro4DB1OcG57HoylMzKcplk103aa9LYpXVWiNyhiug+xRKOlmhYUW9vJrH7+rputWxY717ZwcmePiZ9KjynQ2Xx/NutovkyRpxUT95fAbP34nf/zPr3B2KoHjungUmZ+6fzs9LbEVr7u4hFIul2tU8uHhYbxeLx/cXikxTSZzuC5oisJP37+dVcvOu0oYSafTDCUFBEHEtAxcKlNGglD5bR3XpaxbTCcy3Ll1Ff/PR++6ru8+MpHAdRzSKR1ZEfH7NTRF4txo/LrePz4+zvnz52vq0FeCIAjE6qK86yN3khjN0tnTRjFfYOTYGBNnZ5g8O41HE1mI+ij1xBh2DeRUig0eD52mgz8SwD4/iyiJ+IKVfqZlOeBWrkT1egDIskg8ka9J669bt+5tkWO5GorFIgMDA7S2ttLX14fjODWCxenTpzEMo6bHdvFMl+u6/NEf/RGf+9znePbZZ29afv+HBe+oQANXnqW5lZP8cGPGZ9WJbcdxLpttVc+v2ti7WtP/SlguJ9MQiBDqDTE3k2asUERYeghtx6VYMMBxGDw1hf/HdvNT/+2DDB0do1TQ6dncTn1brPZ5tmlTLhkk57JY5pLzomWjGxZuRCEQ8dWa2JIkYehW7c+CIBAIBAgEAqxatYrZ2VkGBgbwer0MDc9wrH8Wn1fDskVMy6n4vhsWpZKBz6dWdrGuyO/9h0eZS+RRFImW+st7rdy5bRVPv36OqYUMmiotlRvhodv78F/B12Q5quzEUCjEpk2brklL9agKv/XReymUDXIlnYawH+k6qKwej4eOjksFQB/s8VJoU/AFw/R1t9PYcCFjs22bEydO1BQcvnn0aURRQFNkCoJx4eBupdTo1RQ6GyPXPJfa8R2HudkspaKO61Y2J7JUoLkljKZd/fF2XZfz588zOTnJzp07CYUunznatsPpo+MceWkISRExsiX8YS+qR8EX8DAuTiOKBuWQRnxdHSWfAraLYJiIksiRQgFHUvipnavYmi/w7MGh2syYJC2VVCVxBQGirJt0tAbo7+9n/fr1lxAm3m5UB2wbGxvp6+ur6TEuz4YLhQKJRKI20+X3+3n22WfZuXMng4ODfPazn+Wpp55i69at1/7AH3K84wLNlSBJ0i3PaKqB4WqBoDoUFolE2Lx58xVT4Wrgup6m/8Wo7nhTqRS7d+9m9MxhZqfT1NUHGSsUsZaCl+uCI1R8XhTH5Uu//x1+4jceoW1NE08//iKHv3ccSRLo3d7NPR+9DY9fY3RgGkmpCC9apoXgCiBJKJKArEiYho0AeHwqja0RRgZn6FqzUmZiamqqNiPU3NzMq68NI0sJHNchn8th2ya2U/m+xaVA47ouiiKhKjJdrVfPShRZ4r///IM8eeAsB09N4NUU3nPnenasu3YtPpvNcuzYMZqbm2sP/PXC71FvmM5cxZUEQMfHRjk9OEA0GiUWizE/P78iy+rrbGAmkcWrKZXAbzu4VAgTtuWwuquOrpbrH5Z95eAIjuXgutQyRcdxmZ3NcteyEurFcF2XoaEhZmdn2bVr1xUn0l3X5R/+8iVGBmbwBSr2DiMnp6hr8NPdU49ZtlA0heKOVlIBBVOTAAFkF8N2UG0HF5fRoMLkzAQP7uxkYGSO+cV87VxjUT9Bo3ItJEmkXDbxqCKRQIENG27NgPatRFUhuqGh4Yr33PKNWtXqOR6Pc/LkSf7kT/6EcrnMgw8+yJkzZ2rzNv+a8Y4KNNcS1bzVrLOrSftDpenf39/PqlWrLgxIXgFVSRvHcW5ITtwwDPr7+3Echz179lTkuB9Yzxf+4iV8fhUFAdNdWkiW3uOKAg2agieg8dSXD1BYSKN65Np8wvCRUUrZEu/99w9VhjRFAQEBWVFxHBdBkTER6OptQNaUpd2YSCFbIrxsUNN1XYaHh5menmbHjh21skpjQxCPV8OjKbh+F1EpMRXPYds2plkml3NxEXn/w1sve81c1+XcyAIH3jiPpsncd8damhtDfOCeTXzgnuufE6mWVapU17dLefliAdBiscjc3Byjo6PYto3f769kqg0N/Nh9mzl2dppMoUxTLEAyW8QwbRpjAe7ftZqPvevGvHZeOThCU0OQuXi2kqm6IAoV5tsDt6+jVDI4emScdLrIps3tdHZWyoNnzpwhHo8TCXbw9194A8dx2HfHGjZv61hxHSdH4pw/PbNi9qW+JcLsWILWtgiu41DWRDIhFQFhiTVIxa1UlAgEvciKjKKImKbJuTODPLTBx3whwFzGpK+7hfv39DE2luR7zw5QLBn0rorQUqeza+fWm9bWeqtQNVSrr6+vqThcD6qiqA899BAvvPACn/vc55ienuZP/uRP+MQnPsHg4CB9fX1v8dm/fXhHBRq4svnZrS6dVTMT27YvCQrVMtbIyAibN2++5o6qsntXmJycRNd1Ghsbr8jYWo58Ps/x48cJhUJs3HjBPGp1XzMPPLqZ554aQHXAFUR0nCUXTAG/C+mcwaq6AKOnpqiv860YjvOFvEyemyWbzFPXEsEybCzLxjZtVK+CoskkcnZtYBFYaszKbNxZmU1wHIdTp06RzWYvYW+t7m2kvi5IcjGPpsqEAz5sG1KFMnWxIILgsL43hOLOcehQqSaJ4/f7cV2Xv/7yAY6emKx8juvy6qHz/Ph7t3Pv7df/oFWHRC83h/JOwMzMDI2NjaxZs6Yme3Ls2DFEUeSn71vFa+dSTCUK9LbX86H7trB+1Y3ZXCyHgEBbUxjdsDEtC1WRUWSJ+bkMX/7iAYqlylzO88+fYd36ZvbujZHNZpmflPnuwUOomoQgCHzl8VfZuLmdj3/yjtoCeu7EJOJF93GkIcj8/9feecdXVd///3nuuTt7A2EkbMLKAEFxoIAKCAH3qFrt16p1YP3VWkfraKu1ttaqxbpXax1MAVFQhjgZGUBIWCEEQva++6zfHzf3kJAASUhI0Pt8PL6Px7dXknzuSe55nc/n/X6/XiW1VBypo+/AaOoizCgCmAwCclMUtABogoBP1RBVSIjy/403t8WpqqrC4Sgjb4f/b+T2myfjcDjIy8tj7Ni0Dkd/dDcej4etW7cSHR3d4RgCTdN47733ePjhh1mxYoU+kf/kk09SWlra63ZtXU2vE5rj0Z1C07xwrCgKeXl5VFdXt1n0P5ZAPSYpKYmYmBjdzsLr9RITE6N3bB3rEtymnUwzLpg2ilFjEnn6qVWYLSIVxTWoqAhq0/FIU9u07JOw2lsf/6iKirPOSdpFY1jz3ibMogFjmM1vvdHo4fxLxyGGhVJd7je4DI2wMf/WC7DazC0cjs8666xWaxcEgXvvuoj33v+eg8XVoMHIYX246YbJRITb9Kl2r9erF88LCwuxWq14JDNbsouwNjuy0jSNZatzmZSehP0kNZnAnFVhYSGpqand4g11IrbvOcLK9bvweiXOmzCEqWcNaTGvEpivan6Ud6wBaGVlJRMHORnXRyM6OppQoxePx9Nm7e9knD95KO8v2YrVYsJiNmIxG5EVlZioEBZ9tAVV1fRrqqGxdct+rFYX06dNYvWStdhDjl5vu91C/s4SSg7V0H+g/7qGR4eiyi0/dwbRQP8h8Uw8dwh1ZXUMHZVIRWU1clOAn2o06GKDpmE2ifxilt+u/kS2OPv27UPTNGJjY/Wj7d7iSRfYyURHRzNq1KgOi8yHH37Ib37zG5YsWaKLTIDe+KDU1ZxRQtOVNZq2Zl8CRX9N045b9A9wbNFfFEXdYTnQsVVRUUFxcTG7du0iMjJSd1iuqqpiz549Lexk2iIuPozY+DAcjW4wCDhqPP4ETkEgMsqGo9bF2TPHsz/7AOHHmBeKooGoPpHM+NkU6irqyf9hPw3VDgRRYMTEZC77xQX0GRSLs9GDIquER9n9NRaXi+zsbEJDQxkzZsxxd2WhIRbuvO0Cf41B09ocDrRYLC0sT6qrq3n3ox9wu91IPq//SMVoxGg04nZL7DtQybiU47evBvzkysvLmTBhwnGL193FB6uy+GzTbsA/WPrusi18m32AR+6cgWgw6AOFgwYNIjk5udXN6NjWWJfL1aYBaFxcHGFhbTdOHMuUs4awo+AI+XvKkCTF3ykXZuWK2am8/camFm3XDocDgwEqKw0cKqrF51UwH2MHpAE7cw/rQjP2rGQ2rshFVVQMooCj3k11WT1mi5HUc4eRMCCGsw+Us+25pcgGQNMwIuATQNBgbFICv5wzieRjOvoCaxIQ6du3n+7OnpycjNfr1Z1AYmJi9Hbh9trAdDVer1ev03ZUZACWLl3KPffcw0cffdQitfKnxBkjNEajsV3F+47QfJcUMOmLioo64Q0WWg5hQuuif/NC4ODBg/F4PFRUVOiuseAPNQoLCzvh+xEEgRtvPIenHl+OxyNhshqRfAomRcV1uJbxmWlckJlOxYFyXA1u7OE26isaKNp1iOi+kez6dg/jpqZw/UNzqTxcw+p3NlFSWInHo/Cfv6wgLjGaa+6fSWi4//y9vr6e7Oxs+vbt2+7CutjG/MvxrnV8fDzJg/qzp6gRkyggyTIej8c/8KgZqKutxutt+4YS2Gk2NjYyceLEU07Y7CgNDg/rv9+HaBAINOGajCL7i6vJ2VXCwAQrO3bsaOVbdjyae201NwANzOwYjUbdZflEdvYGg8Cvfn4+h0pqKdhXRkxUCONSEqmrc+n/RtM0Gh2NAISGhmI2GQkLt7ZqMwfQVBWzSWTpW99wcF85VpuZSdNGkvvdfvbtKKGxzoXVZiIm2sabf1rB9KvPQnF7yNCMbDdpSE0eM3YExrlVfpY6rE2R2bf9EJ+//z1Ohwefz0tEoolr75xFXHycvuaALU6gvT4sLEwX4s7kynSGgMhERESQkpLS4Z+5YsUKbr/9dv773/8ye/bsblpl76fXCc2JajTQOi75VA4Ky20AAHCrSURBVAgITXl5Odu3b2fw4MEnnextPoTZ3qK/1WqlX79+VFdXY7fbSUxMpL6+ns2bN2OxWPQaRmRkZKufndgvgqQQE3XGUNxeGcEjIfpkwvtGcriwCpPFxDW/y+S7T7bx3fKtlOwtJWFgDHH9Y/jqo+/I/24P1z0yn7LiakoPVhERe9SypqasnhWvb+DqBZdQUVHBzp07GTp0aKfsPSRJoaHORWi4FUsbZpL79lWwZGkWldWNVFc7iIq0Y7dbkUUTzkYPJpOAUXCxadMmwsPD9RtKSEgIsiyTm5uLoig9Fla2v7gKp9vXwr0AAE1j3Xf5pA8WGT16dKfP2o+dPg/UdQoKCvD5fLo7wfGe7AckRulREgAxMaFERNqpr3Picrn0hx+vV2Lq1JEMG9mX0DArXo9EQ52LxgY3BoNAeGQIP3y2E8knY7WZ8Th9rFueQ/o5Q6g5XMXAQVGYm9qmNU1j/ZJtXHDZGGIlmBMaQo2m+memDCIOpwNjG38LZQer+PhfX2IPs6JqMi63E63Yzra1+7j0htYpmoMHD8br9ephd0VFRRiNRn0+pbO5MifD5/Oxbds2wsLCGD16dIdFZvXq1dx66628/fbbzJs3r8vXdybR64TmeOjT5bLcZUIjCAKHDx+mrKys3UX/jk76g78dMicnB7PZzFlnnaXXhAIOuoHuNkAXncCHx+eVMWgQaTJQs6cKVdEQRIG6ykYO7inFcaQKUTSQPHYA1SXVCEBFcTVVR2oZMLIfFYeq2LPtAFu/yCMkouUuwBJi4dCeMgry97BuSz6xCf0YE9r66fNk12Ttpzv4al0BiqwiigKpE5K4/Nqz9CfmvXvL+dfCdYC/uy3SaqGyshGT4ET2qQhoxEaHsXJ1KXfdcT6a5tbrOhaLBVmWsdvtJw2SO1Vcbh/rv9lDwd5yBvaP4pKpKYSH+Y9Pw0KsmEytb2Y+SULyNJCaemGX1Yua29mPGDFCf7I/fPgw+fn5rYT4eO21N900iWf/uhJZVjFbrCiKyqTJQ0gZ3Q9BELjljgt4/Dcf4XT4MIj+301DWT2KxUjiAP/fgUE0YAuxsH5FLn0SQnWRCfwMn9fH13sr+M4rQUUDNtHAuHAbmlHDbDczcFQiklci79s9HNhxiKg+EXz/XRHldW6sLjeC5m1yRzaT98N+pl01sc2AM4vF0qYQB3JljjcY2VkCIhMaGtopkfnyyy+5+eabee2117jqqqtOeT1nOmeM0ARM6LqqIUBRFGRZpqKigkmTJp30vL+zIlNfX09OTk6bgVvHDnjV1dVRUVGhf3j0s2mbid05xX67eLM/DdPpcGEQoKrSQULfcD55eS115XXEJ0br6z2w4xDD0pPZt60Q2ddG2p+mUeJo4NG3vkbWDCi5NSz7ei8XTRjK/2We1a73t/X7Qtas2o7ZbKSx0UNDnYsD+yvZv7ec+x6cicVqYsmSLAIiAxAZYsOgQlWtk74J/sFCQYBGh4c33/mO3z98Gf3799eP8oxGIy6Xi6+//lq/Xu3p6usIdQ1unvz7p9TUORFFAzsKSvjqu308ePcM+veLYsjAGGIi7VTWOHW7HK/Xi4DK9fOmdFpkVFVjw9e7+errvWiaxuSJg5l+4Shd1Np6sg8csRUWFrZpAJq9rYjVn+RQUV5NbEwI508bj8VmYviwPsTEHm1fP3ygirhIO33jw9E0MJtFDu4tp77eTZ9+aovhXQEBr1vC3sw7TVU1djW6cGzbj6CBJqtIBpVvqxo5NyqE6+69FEVSeO+JRTRUNYLZRN6neTicPv9nWVWx283ExgZOKzQ8Ll+bQtOcY3Nljh2MDA0N1UXneE7LJyIgMiEhIe0aAD6Wr776iuuvv55//etfXHfddR362h8rvU5oTvRH0VWdZ16vl6ysLFRVZfjw4ScUmUDRvzN2MmVlZezatUt3mz3R1wmC0CKu2eFwUFFRwaFDh4gYKNC40YXZYsRoMuJ1S2iqRkikjdIqJ4c9KnUh4SgD7NSiEKlKIAg4I0P5ptpNQV4p/WLDUErrMYVZCDGKWASorKxmj82ICQOiaEAUwSvJrNm8h7PHDmT04JMfA3352U7MZhMV5fU4Gj1N71EjZ2sRL/z1M+5/ZDb1De5WtZxGpz8OwGo9+idoNBqornFSW+dCwEdOTg79+/dnyBB/UFqgY6u5D1vgJnuqheL3l2yhts6FualNXDQYcLl9vPG/73js/81CEAR+98vpPPfWBiprHHg8Xoyixq9umkrSgM53Df3r1fVszyvRky2XfpLD9rzD/Pa+S9r8e7FYLCQmJpKYmKjviCsrK9m5cyeqqlJSLPH9V4dRVQmz2YyjQWX18hz+38OzW4gMwM6sg/g8EpVH6lEVtelG70VRVPbnl5I0NF4PI4uIDUVUZb2mqGmwZ3sxdVFWzEKgxcwfP2EJsWBOT6bf4AS+/O/XNFY7cDa42VtahVfzh6rJyBhNRlxOH9tzDpGWPgCTxYg9rGO7kbYGIwNOy1lZWS2clmNiYk66I5YkiaysLOx2e6dE5ptvvuHqq6/mueee46abbuqx2a7eRq8TmhPRFUITKPoHjqY6UvTvjJ3M2LFjiYtr22n5eDR/ih0yZAgjho8i/5sK6iob8Xl9gIrNLqIYoF4wYpX99SLNYMAhGhFUEV+IEYfVCmioRgPZByv90bpeL0ZBwCr5iDUJWCPsaMe8J58ks+Lr/HYJjc8roygqLoe32YfSLzblpfVszy4mJMSC2y21KD5rmtZ2MVqDivIKSkoKWxXWj+3qq6ys5MiRIxQUFLTrOOlE7DtQ2epoTBQNVFQ26qFmsVEh/Om+mXzzfRZ19Q1cdP5kQkJaNyXs3FXCqs924HL5yEgfxMXTUrAeU6twOr289PJ6vt9yAJp2E9ExoVgsRg4erGb33nJGDj/x9W+9I65n5aLlyIo/OlhRFWRFBsXAiiVZ/OLOqS2+vuxgDaUHazGaDLidXlRFQzQa0DQNyStxYHcpQ8f0x+eRGDMhiZTU/nz63rf4PBLuRg9un4TZGqb7kwkGAUVSMIoGSiv8bfP7sos4UlhBY60Lnz0UWVHR/A5vupuBW1I5vK+CGx6Y2e7mkuMRGIzs27cvqqrqjg0Bp+WoqCi91nVsQ4kkSWzbtg2r1crYsWM7LDI//PADV155JU899RT/93//FxSZZpxRQnOqxpplZWXs2LGDIUOGkJycrIeWtcWxGTLt/aM71k6ms9GnzYmKjiAlbTBHDlZjMotUl9ZQeqCCRlVAQEXTDGhoGI3+48VGgwnJYgJNJSw6lHqXF0lW/CPjBgFFVfGEWBl6wShKdx9CaSNHR1Fav3aovI6KWgfJ/aKJDvd/SPv0i2RHziEUVdN9q8Df7iyIAgV5R5g7Zxyvvb4JQRD1Zo8Qm4ljr7yqqpjNBg4f9g/KHm9g71gftrbmdQI34LYaLNrC2HSDbd2SLAQSDnR3aJNB5pJp57bZlLDi01xWrt4Bgv9rP1mZy5ZtRfzhd5fpQlZf7+LRx5ZTUdmAIiuIoojXK1NeXk+/fpHIssau/NKTCs2x18TjkXC5PNhsNixmM5IsIfkkJFlmV14he/b0Iy4ujoiICBrq3DgbPBhEAbfTiyz7i/iSpGAPMWM2ifg8MrUVjUy5dAyzrzsLo0lk6LgBlB2sZuua7dizBLaoWquYBK9XZlhTjIXkkWiscWC2mlFUDU1ombGjqmAWDSQMiCLtvBHtfr/twWAwtDglOF50c1xcHHa7nZycHKxWK+PGjeuwyGRlZXH55Zfz+OOPc9dddwVF5hh6ndB0x9FZwDywsLCQcePG6bYWx/t+na3HtGUn01VceeeFvPPX1dRWNGC22bBarfhsFkSLf7BNEAVUWcVoERGMIopFxGzyuzM3VDeiqf4jQJ+sYcI/TZ6fV4LNbqTR7W3xHk2iyMxz/B96n1diy9d7ef2LbBplWQ+mmjiqP/deex6XX3cWewpKCUQnBoQ5LiEcVVHp2y+SsWMH8PObp7D8kxxcLh8Wi4n589LJyi1m776KprZ1MBhUzj07toXdTXtoa16nsrKyRYPFyeo6U88ZzqKV2RjFo9dBllUmpfdHEAQkSdIn+zMyMtp0h3a7faxdl49BPNrubrYYKS2r5+vv9nLh+SNZtz6fDz/cQll5Q5ORpt+mWwMkSaO4uAarzUhU1PHTWtuirq6OXbt2YLfbMJv9pqYW0YLFYkGSZPr0C0OSJP2aNFaB2+2BJg89HQ0Un0LS6H74vDKp5wwh86azj14TScFkMtB/aAJ7tu6nv8VIkUdCaBJpFQgLtTDvYn9MQvygWOR1CqrgQzMawWhssQNCEIiPDyUmIbJD77cz2O12Bg4cyMCBA1tEN+fm5iJJEhaLhQEDBrTpFnIicnNzmTt3Lr/73e+47777giLTBr1OaE5EZ4Y2FUVh586d1NbWtir6tyU0gbRFaP9RGRzfTqarCAm3cecf53PkQBXOBjdhkTZe+sunHDhci+RVUTUDBosRTRAwaApGkwkJqKxsRFIVAncT0WBA0DR8bonD+ysYEWGlNkREsBjRALvVzKTRA0gbnkhNRQP//uMKst0OakX/gYfB4A/62ph9gKEDY7ns3BQe+eM8HvvtImqqHFjtFqJjQzGIAkajyFnn+Osr6emDSE8f1GLXcO65Q9m3v4Lc7YfxeOromyAyadLxDR7bQ2BeJ2B22d66zqUXplBSWkf2jkN4fTImk5GUEfHceOVZegaPzWY7obHqoZJavF4Z0djyJiUaDWTlHGJsSiJLl2bj88kIAnpBXJVUNBH8x0kqkk/h+01+YWoPAc+3ESOG47k4inWf79JtZVRVQ9MErrruHAYmxeoGoDuy9uF0uJAlCZPJgKb6w9X8DtAa++obcQkCoQ4X1XVOoiPsfPrWV+z4eg+K7LdDqi1rICk5BpvdwkGPhKyqxNrM/Om3c4lq2vGOvzCFjUu+p67eg0GV0AwGNIPBv7sWBEQAj4/JM8ee8D12NYHo5piYGBwOBzabjejoaH3AOpA7FBsbe8Kj2Ly8PObMmcN9993Hb3/726DIHIczSmg6aqwZuEEIgsDZZ5/daofRXGiaF/399YP2i8zJ7GS6CkEQSBx8tN5zw50X8ej9H6Ko+MsiPhWfBHajgKYJSIr/OERrcuQUABEN2aegCWBySfRLiCSs0UOt1UK91YRZNdBY5qTwYBWfv/UtXq+E0+g39FQBn6oiOf0xze+u3Masc0YRFRPK0/+8jv+8sYmDB6oAiIoJ5We3TmnRpRR4D83//8HJsTgaj+Dx2ElLS+uS1tTm378jdZ3bfjaFugY3peX1xMWEEhsdqkcQREVFMWrUqBM+6UaE21qJDPh95OJiw/jm2/14vRKWJiNT8NeBFFn1d20JYBRF+sWEUVrawOHDNfTvf+J288D8U8BKPzExEbPZxNcbduPzyYRH2Lni2gkMTIrVr0lkZCTnXpjBp//diaOuAqNRQJEEZFlDMwo4+4VQp/h3LlsLStj99CfMGt2fXevzCQk/utPyhNtxNniIs1uIM4r0HdyXzDun6230mqah2iWiB4QRGh9FyREnRrEpe0cAm80MqsaI1IGMmpDc4d/vqSLLMtnZ2ZhMJsaPH48oigwbNkzPHQqkaFosFv2IrXm0d0FBAZdddhl33HEHv//974MicwIEra3pyB5EVdXjRjbn5ubqbZ4no76+nqysLGJiYo7bPbJ7925kWSYlJeWEk/4nIpD/fjI7ma7G6/Zx79wXqaxzodrM/qdENPDKaDYTJrMRU3wobklCkhQUo4ABDUFW/JklskpcSS1jJw6hVpLZ7vRij7RjNIooqorJKBLb4CPcauZ71YWEhqzh/xn4u4xEQeC6Gan84vJJ+rokn4yiaFhtxw8eC+Dz+TvLBEEgNTX1hGFlXU3zuk5NTU2bdZ2Ab1nfvv4guOLKet7fkEtVg5OLxg3m4vRhmI6x3vnzXz+lqLhar8domt+u5rGH5/D1pr18vmYnFouRiopGvF7Zv6NR/JHXFquJfnF+6xmP28edd01jfOrxXQYC0ctjxoxps551MheN/flH+PN9HyJLKggamqLREGnCYzNiNouYrSKi0W/7r9a5GdboJSwqBFuo9ej3Nwj86q/XIRgEvUMt8N/27NlDWVkZpdlONny0lRqH/6TAaDIwYHgfTGYTotHAA/+4VnenOF0oiqJ3paWmph53l9q8s6+qqoqCggKWL19ORkYG7733HjfddBPPPPNMr/Fk662cUTua9tZoAkX/oUOHkpSUdNwPm9FoxOv1dqroH/gglZaWdrim0BX8sGYnDXX+UDSDyxdo9EITQDGYURSVMJ+PMKsRWRVwObwoVhHVLSE2urHVORGtot/M0GRD4ehuQzQYkCSFYklivM2CGQG3pqGLTBNGg8CmrEJunjtB99QymY20Ry7cbjdZWVkn9VTrLk5W1wkPD6e2tpakpCQGDx7Mlzn7eX75t9Q63ABk7y9l2Xe7+NddmZibic2Cu6ax8NUNFB+u8begh1i48brJxMeFcc45Q1i3Ph+AuLgwGhrc1De4UVWN8HAr0eF2/XdgtZnp3//4f1OB6OVx48YdN8vkZA9LQ0b1Y/qc8Wz/oRCL1YRoFMlyNGIziYSEWf2mrbKMq8GN6pUp3l+G6lMQNLCHmLGH2+gzJAHLMaaumqbx2bJNfLUyD0E2UXW4loGj+hHvkTh8qB5FUag4XMuQsf2Zf+u5PSIygZOOE4kMtO7sS0hIIDs7m3/+858oisKmTZt46qmnuOyyy0hNTT19b+IM44wTmhPVaDRNY//+/Rw4cIDx48ef1GbcYPBnZCiKv/OnvbsYWZbZsWMHbrebs84667T7bgHkby1CNBnQpGbdYU1ig6aBALJPITImAuzgcXpQyhqwllQgSSqy2ciwscMwWg1IbglNA5/kQ1RFRNHgt4Y3GfB5JUaaLGzW3E1tqZr/bF0QsJmM/tZmj0R4aPuFIhBWlpCQcMJMj6qKBg4WVhEVHULysPhuO5o4tq5TVFTE/v37MZlMFBUVUVtXx4sr83SRAf+80d7SGlb8kM8VU45m6ISGWPjtry+h0eHB65GJjg7R27j79IlgxowUvli7C69PxmIxMqB/NIKm+QPoBP/fsORTSE0f2GruJUB7o5fbw3V3XciI8f35/ssCXF4Jo+zBLcm43D5sVhM+l+Q/RjYYkD0yqtz0UGZQ8fkkvG4fnyxcgyIpJA7vQ953e1n/5R5cnqZGGk3FIMC+vSpDh8UyfFQCbpcPn1vi1gcupV9yx1r/TxVFUcjJyQEgLS2tQw84giBgs9nYuHEj//d//8cf/vAHPvvsM1auXMmXX37J+vXru2nVZz69TmhOFn7m9Xrb/G+KorBjxw7q6+uZPHnySduKNU0jNDSUvXv38v3335OQkKC3fp5oDc3tZCZOnHhaj3uaExUfTmxMCIdKG5oEwI8ACD4FzWrEarMiCEJTIBsMjrcjhvWjqrQeRVE5lF/C4PGDEDFgDrNgNBtRFQVJklBVHxGRViyyAbneS5QB6oz+oxKLScTS9AE1m4wYEcj+ei/bfzjAkeJqDAYD6ecOZerc1FazKYF6VlJS0nF3m6qq8fbC9eTlHsLh8uKxCoSH2/n9w3OIj+tex+bS0lIOHDigt1c7nU627NqP2+tr9W8lWWFt9r4WQhMgLNRKWBs6kTk3jbMnD2XzlkLMJiNnnZWM2SyybGkWeTuPYDQamDJlGNMvbp0hr2kaP2Tl8fqybbgkA8YvS5k4eiC3X3k25jbscdqDIAhknDec0D4R/O2ltSiyiqKquN0+PB4JQ5OnX7RowKP4xUNDQ5FAUBXqK+tY9dYXWKwWqg7XI0dGoWAAwd9GLwj+5FDcPsrLGhkwMJKQUAuiAMZOrrmzBERGVdUOiwz4M4Yuu+wypk+fzksvvYQoitxyyy3ccsstbfozBjlKr6vRaJqGz9f6Qw1QWFhIY2Njq4xtj8dDVlYWoiiSlpZ2UtPFQD0mUPgP+I1VVlbqW+X4+PgWhT84sZ3M6abicA0vPfQxFaWNVNS5OHqkpfk7muwmDKE2ohPCQVGxNToYEOsPL1MVlZqKBqqO1HPWrPFETxjC0nU70dSmFtWmY7KZFyST3M/EwT3lOFwG1u6rwSf752X8YW9Gpo1J4tCGfRwqrMLrkRCNBuL6RmAyGRk4PIG7Hp+ri0kgrOxk9axNX+bz0Tvf0WDTOCJIBPawVqPIY3dczOQxg7rlmhYXF7Nv3z7Gjx/fwlKmpLqBO15cRk2zHU2A8QNj+PON09o9r9NZNE0jd0c+f3r7W5xeDdEg6EOvaSP78+SvLj2l7//A75dQVtkAqkZNoxvZoPkPShWVEJ9MimjkcEEJiqwiSzIWixkBBYMgYA+30lBVh9scgoIIZn8DPeDvLtM0RFUlPCqE4SPiUBUVo8nI/3vpxtNWQA/MQMmyTHp6eoc988rKypg5cyaTJk3irbfeOu1HvQFKSkp48MEHWb16NW63m+HDh/PGG2+QkZHRI+tpL71uR3Mi2hrYDBT9Y2NjGT169Alv/sdmyAQ6ywLHJgGzvkAnTyCEKT4+HkVRyM/Pb5edzOkgvn801y64mJVvfU1srZP9e8rwyhpmAxhVDYvPgF1ViVRVJk1JYsfGAv1rDaKB2L6RmM1Gzp8/gWHpyZhDLaz6cieSpGAyisyeNprZ0/1P6qmpLioqKui/7xArvi6iwa0QFmJj/tQxbHprMz6vjCwrmEwiGlBV1sDAYfEcLqyksKCUIaP6UVRURGFhIePHj9drCpqmUVxaB8DAvkdv1Ju+zAeLwBFBQuKohLplhX+8v4m3H+uHrQ1X4M4SOHI9fPgwGRkZrcLuEmPCiYsIaSU0oVYTl4zp16F5nc6ur6CggFWb8nH5tKaogoDTOew5WElZdSN9YsJodHj4est+PB6ZcyYkk9COHaDPJ1Pf6MYgCDgdboySilEAVQDBIxNaWIErMQqDaMBkNiFLRqITQqkpqUVFw2q3UKdoYBD9rYnNS3mqhmDwD2eiqrgaPJitRq554OLT9hlSVZXt27d3WmQqKyuZM2cOaWlpvPnmmz0mMrW1tUyZMoULL7yQ1atXEx8fz/79+4mMjOyR9XSEM0pojm0GKC0t1a3tT1T0h/ZN+jc36xs5ciT19fVUVFToIUwRERGYzWZkWe6xI7PmpExIZmT6IHK37eSjFzbgrpWpKa3HYBJRFZX6inocNQ7mXD8Z+Yu8Fl+raRpGi4mDJfWs27CWxEHRPPPgXIwWEYvZ1MIexm6360dd086fRGVlJRUVFWzdkEdleTWST0ORFQSTfxhPUVSc9R7MVhP7dpYgGxopLS1tcRPfW1TJs6+to7GpVTosxMIDt13EsKQ4FFmlSlCQWxwK+u9d9U4PP+QVMzV9SJdcw8BNvLKykgkTjj/D88ytl/Kb1z+lssGFJCuEWM1cOWU0mReltZjX2bt3Lzt27OgyH7aA00RdXR1uzUpbf+Fur8SRinqKDlbz73c34XB6UTWNpZ/lcskFo7jh8okn/BmiaEBs+uzITbUiAIMKVosJo1mkrqIBs9WEu9FDRFwYEdGhVB+qxmw1I1r9OTaiQUDRa4RN30TwDweLRoGRE2MYMnoAk6aPo0+/0xPTrKoqubm5+Hy+TolMdXU1c+bMYeTIkbz33nvd6h5+Mp555hkGDBjAW2+9pb+WlJTUY+vpCL3u6Aw4bh2mrKyMAwcOMHnyZPbt28fBgwcZP378Sb3EAvMxgYnf9j5JBT7kNTU1DB8+XE/NdDqdREdH6zuhnshHCawvLy+Puro68r6s5LuV2/0C2uztyZLMDQum46p1svObPVhsJlRFxeOVqbeF4lP9Q5iKohIaZuWeBy+lT7/IFq2qx+PFhxfz7do8FEVDUcFgAFOTjXxsn0isNhOTZw8mfpCV9PR0vWnC45W4/fcfU9fg0n8XmqYRGW7nlT9exZerdvDWqq1UmdSWQtN0rv/ADRcwY9LwLrl+O3fupLGxkfT0dGy2E3c/aZrG/tIa6p0eRg6II8Ta+vcecBMOtE43NDS0mtdpqHOxdnkOB/dXkDysD9Pnjic8snVDiaqq7NixA6fTSUZGBsvW7+LdVdtaiU2o3cLffj2HP/x1FY1OD+C3khHwxzM/9bs5DGpjHsfr9vHD5zvYn3uI3Y0eiuucuOrcLf5+ki1GYkUBn0fi4p+dQ8XBKop2HkKRVQ7vLsESbkQ0CtSXOCmv96HZ/cezCP6hTMEgYBYFrrh5EudflapfF1VVW2TsdMeDW2An4/V6SU9P7/DPqKur47LLLiMxMZHFixf32Oc8QEpKCpdccgmHDx9m48aNJCYm8qtf/YrbbrutR9fVHnql0Ph8vjaLa5WVlXrSXkNDA+np6e0q+p+qnUxqamqLp1KXy3+UVFFRQUNDAxEREbronOxm1VUE7EQURSE1NZX8Hw7w9/v+h2g8+h5VRUXQVEJEjZTJQ0gaOwCP04vFZqGkQSY3pxhzkyW7qqjUVjQgqirJkSbiB0Qz9IIxbN9xBFuImVlzx5PUbFh0d04xrz+xnLKyhqa6moKq+u8vRpNIRLwVi9VE8qgo8FoYktKfqZlphEXa+fKb3bz4n6/bfF/3/OxczpswhCcfX8b3NVUoul+J/8k7OtzGvx6Yz4HialRVY3xKYqeO0WRZZvv27fqTbnfdRI6d13E7VNZ+tB/Zp2K1WZB8MvZQC/f/cT7xfY8e2QVqCs3X53B5uevpJVTWODA01WhEg4Gzxg7kkrOG8+zCL/B4JLw+hebzTmeNH8gfH5zTYl2Oehf/+s0H1Nc4sFhMeLwSh0URtyAgK/7dSazRwCCLiMfh5ezLUpl583n616uqysY1m1j7yjdYDFbKjjRQUeaPAsB69LNiElQe+uf1jL9glP6apmk0NDTosykOh4PIyEh9KDIkJOSUr3tApN1u93Etg05EQ0MDc+fOJTo6mmXLlnXpIHFnCazh/vvv56qrrmLz5s3cd999vPLKK9x00009vLoTc0YJTVlZGbm5uURGRna46N8ZO5mwsLCTzngEpogrKiqora0lNDRUF53OuAi3B7fbTXZ2Nna7XbdEcda7ePSql6ir8/gHTwWQ3D4Mbjfh0XaiE8KpOlxD0pgB3PXCz3nmiZU4Go7WHKpKalFk/45vZIKFfbUSLkUjOj4cVQOjUWTelRlcctk4AF59bCmH9pbT2OClusqBoqrIst9gMa5fBOFxJhxVLhRZxb/JMhASZmPBM1fzbf4R3l26pZVTr6Ko3DR/IlfNTEVVNZ56ZS3f5B/EJ/vfjwmBSI+GQ1JRRQGjSSQ81Mr/XXM2UycNbff1CwyKBob1TtdxiKIoPPvwIg7ur0DV/G3pRtGIQTAwNCWRBY/NBfwimJOTg6ZprQZZK2scvPThNxSV1GAQBS5IH8yNl00ge+dh/vzPz3C5JQK+cwHMosg7L95EdNTRG/iiF9eSs7EAq/2oKCiyginMissroTq8mIwGVEUlYWAMt/3pSiw2s/4+AiKdlpZGRVE1T932Jg01TkSjAbXJlVlrOkZ7YOHNjD1n2HGvi9vt1s0ua2pqsNls+g4wIiKiw003AZFxuVxkZGR0+CHC4XAwf/58rFYrK1euPG0PjyfDbDYzYcIEvv32W/21e++9ly1btvDdd9/14MpOzhlTo6mrqyMvz19nmDhxYqeK/u2ho3YyVquVAQMGMGDAACRJ0kXnwIEDWK1WXXQ6E8DUFoHOt2NnUEIi7KRNGUrhjkMgGPC6vRzZfQTNAIpX4mDeYQRg58Z8/nLDi/gS++qT4z6PhCwr/rqMAPVeFbeigaoheWUsdgtej8TiDzYzYVIyMXFheD0SgsFAZLSdkDALDfV+0TKbDZx/wwh2biwBtwGTSURR/S3TLqebhU9+xNlXj8VmEfFKaotrEmq3cNZ4f0eZwSDw6J0Xc+BIDau+zueHL/IJdcgUi6q/QUDWUFWNOtXFa//7lvEj+xEVcfJ5pkCHYiDU6nQWdkVRpL7Goz+xK4qMLMtIssTuvCKys7OJjo6mtLQUk8nUogXX55MxGATiokN54s5LWn3vsaP64dN3Mi1RvAqbvttH5qyj3Zr7dxxqITIAolHE1+jhkVdvYdcP+yk7WM2Qsf0Zlp6kPxRUl9bw0UvLqCur54K559JQ5eTg7jJ8bn+nqCAYCPiSCgIoqnrSNmabzaZ/hgJml82HZwM7nfbkyQSOQzsrMi6Xi6uuugqj0cjy5ct7jcgA9O3bl5SUlBavjRo1isWLF/fQitpPrxSagJV8gCNHjpCXl8egQYMoLCw8qcg0L/p3xE7m8OHD7N69u9N2MiaTSY+bVRSFqqoqKioqyMrKwmg06m3TkZGRnWqNrqys1GMO2up8u+aBy/jwbys5mFeCs8YBgkBkbCi1R2oxmkRUVUMVVNxOL1pFDXJYOCaziCIrflcBDcIsBup9WtNcpoDPK9PQ6NUdlh9e8AFX33g2Z01PYcm/N2ALsWAyicTEhuL1SXh9LkaNH0zWqhJ9hkY0iIgWEavFiiALpI4ZwrfbK8nbV4OsqgiCAbPZSMaY/gzq13IAMblfNCm2EPbWyjitBmSO1m001X88VO/w8OV3e7jy0tQTXj+n06lnEZ3Mt6y7EI0GfF5/2qkoGhFFI2az37InLCyMffv2oaoq4eHhFBcX43SJvPXfzdTVuRAMAiOGJXD3L6f6fcKaYTEbCbOYqHW1dM4QmuZ5Janl6yazCZ9bajMWwWI3kzGt9RzP3uxCXr7/LX99JS6GD/66koZ6L3EDYvC5vHgaPVhCrJisgZ2Pij3UytBxA9t9fQJmlwkJCboBaFt5MnFxca1EQNM08vLy9JpWR0XG7XZzzTXXIEkSn3322SmZu3YHU6ZMYffu3S1e27NnD4MGdU+7f1fSK4UmgKZp7N27l+LiYlJTUwkPD6ewsFA/Cmvr33emHtMddjKiKOofGFVV9VmdHTt2oGmaLjqBALaTEZjxGD16tB5zcCwWu5mb/nA5zgY3m1dls+6/m6g+UotgALdHQVE0VA2OHKrFUukk9ZohFB+qBcGfuWI3GegfaeaIQ0bV/IOTPqc/RCuw21EUlcXv/8Ctv5pKTP9oqktq/HkqHi9eycO1909n+PDhiKZvkKWW8dGapmE2m+jfvz9/fuAKvt12gGVrc/H5vKQk2xk5SKSgoKCVeWHRngr/kQxai85ZjaOxBG532/54AQKBd4mJiQwdOvQ0ttZqFO0pw+3wkjSiD5MvGMHaT3IQjSLOJtNTk6IyddZoysvLiY+PZ+jQodTU1FBYeJiX38rB42lyrjAY2JJVxNPPfc6Tj8xp9bOGD05ga04xitAULdbkGiQaDZgVePCe9/F6ZcLCbYxLHUj26u0tTE89Li/jzhvR5mdLkiTe+P1/cDV68Nb7qD7UiFcGo9mIz+2l/9A+HNhVgtfp0TvOjGYjt/3xCr1BpKMEDEAjIyMZNmwYLpdLPzHYs2cPISEhuuiEhYWxa9cuGhsbmTBhQodFxuv1csMNN9DY2MiaNWtOGu3eE/z617/mnHPO4amnnuLqq69m8+bNvPrqq7z66qs9vbST0muFJmDz0tjYyOTJkwkNDdVnaNrKi+isyJwOO5nmcbKBVtiKigoKCgqQJEmf1YmNjW11NHCsCLanZz4k3MY58ybw3YptcKQOn09DUf0ioyEg+1Qkn5s9q7O4d+EtaEYjX334LSV5hzEIYNYUfxKi3xPF37WnCZhNIoIAlaV1/PPPqwgLtyGYzPSLt9Inys7s6y5gyIgkACZNG83aRZuxNuvM8nllzpvtP74RBIEpEwYzZYLfIPXYGSZVVfXrMmhYHLnfFxJhNFKGgkyTA0LT9wm1m7lw8vFrADU1NeTm5pKcnNyudlBN0/hmTR4bV25H8smMGD+AuTeeTUgHY4YrS+v512PLqa9xIssKNruZafMziBsax5ZdR1CaRNJuM1Gv1DAkKolRo0b5XboTE1m36TCSJGA0Gv0hYU1///sLy9iZV8iokYNaPKTcdvMU9u4rp97h0TNmDAaB4YNiWbUkSz8qdTq8VFU0kJGRTMnOQ0g+GdEoMmT8QObfcVGr9yHLMt999T3VB+twN3gRRQOqIqAqGj6PRH2Vg+i+UQwdO4DSg5VExIWTMnko8++4iOiEiFbfr7PY7XYGDRrEoEGDWkU2Bz73w4cP7/BxqM/n46abbqKiooIvvvii186lTJw4kaVLl/LQQw/x5JNPkpyczPPPP88NN9zQ00s7Kb2yGaChoYGtW7diMplITU3Vn040TePzzz9n6tSpLbpAOlv0D8QImM1mxo0bd9pnYzRNo7GxUe9gc7vdett0XFwcoiiyc+dOHA4HaWlpHRbBiuIq3nz4A7Z+6Tdy1PC3mwqCgAaYbSZi+0Vz4yOZjJkyjG1rd/DD6lxy91Sjmoy48Xcg+SchNMLDrHgcXhRZwWozExFpw+fzoWoqj/71cgYP7a//bFVV+ehf68j+dh/VDh+SpjFsRB/+3x/nYbOfeK4k0JUUcGtoqHew5r19+Dwq9XYjVYLaZAIKkRF2pk0Zzi+vPafta9AkXCNGjCAxMbFd1+1/C9fz3Rf5GEV/q7jkU4hJCOOh56/D0g5X6sB7+OOv/kttZaMeHeAPnlOpjbTi8R7dgcmKQniohVdfvAlrs7byp//+Gdm5h1rMNAVcG+bNHEhCnKnVvM7hI7W89vbXFBZVYbEYuenaSSx77wccjZ4WnwtVURk8PIF7/9/FVJbUEhkbRmRc6w7Omop63nluKaV7qynKOoxJUDAJIMngVQA0zFYTIyb655qcDW6uuGcGky4d3+p7dQeB47KamhpiY2OpqalpkTsUGxt7wo4xSZK45ZZb2LdvH+vWrTuuQWmQU6NX7mgKCgqIiIggJSWlxc7Ff6591FjzVIr+vcFORhAEwsPDCQ8PZ+jQofqczuHDh8nPz8dgMOgi2JmdVvzAWH73n7u599wnKT9UjSwrIDQ1vor++ktlSQ3vPfUJ0X0iuPvv19N/9ACKf7/Mn/+uqhypcjVZ04DH6Xe6FgwCVrsJn8+HoqoYBJGs7w61EBqDwcAFl2fwdfZhPB4VURTYd7iO3z+wmD88NZ/wiOMXWQVBICIigoiICD1Hpl/fAXzyzg9oh+oJMxkRE8MZPCqRuTPGMWRg2zeHI0eOkJ+ff8JY6GNprHOR9fW+Fh5tZouR6vIGvvtiF1PntO8GWlpcQ32No0U+jSAI1KFS3+DGZjP7Q/YUGVE04PYqZOce4uxJRyMwxo5OJHv7oRbf1yAIhNgtzJ55AUajSkVFRat8nQfuvVDvePR6JBa9+W3rWoxooK7GSUi4rUXGTHNqK+v54y9eweOUCA0LAYOIVxVAUBBFDZry9IzNIhHMVhNjzj7+7rIr0TSN/Px86urqOOuss7BarfocU1VVFaWlpRQUFBAaGtriiC1wLWRZ5vbbb6egoID169cHRaYb6ZVCM378+ONmaQTcAQJDmJ3JkCkvLycvL6/X2MkECAkJITk5mfj4eLKysjCZTIiiyObNmwkLC2vRNt0RUi9K4dsV2Tgb3IhNqY4+n4zRKGIwGDBZjHjdPt750zJueHSeP2IXf1xAdJiFmno3iqyiBo5jBA1FlvyCY7GgKCo1VQ7ef2Uj2T8cQFU1Bg6OpbLejcPptxwJUFFRz/vvfMsd907r0HUZlzqKcamj8Hg8epNFTU0NFSV70Xx1xMfHt7iJNHc4jo4+cXgYQNmhGqrL6vG4JbweHyZTy4+GaBTJzy5ut9D4vDKq6veFa46G/zhS1TQURcZgEP2/E0VtscsBmD51JJ9/kUdpeYNuO2MQDWSkDSKiSaiTk5NJTk7G6/Xq16WwsBCLxXL0ONYk4vH4v7fX5fN3iAkCCQnHn0Hz+Xy88/eleJwSkdH+eoXFbvZ/vQYW1YvZYEAVRYwWM84GNxarmXnNgs+6k4CjQ01NDRMmTNB3LYIgEBoaSmhoKElJSfh8Pr11+uDBgwiCwPvvv8+MGTNYs2YNWVlZbNiw4bh1zyBdQ68UmhPlzgR2NIF6jL9Q3f4MmaKiIt2d92SOAj1BXV0dOTk5LYrWPp9PL4IWFhZis9l00Wl+cz0eV9x7CftyiynaeRgMArJXQUDAZDGBANYQCwaDQHlxNZ+/upaGslpkDAgC+Dw+VI+MwWIizGbErfiPxVx1bmL6RvmvvyhyuLCSssO1+q5yx7aD1HnlVhPvRqPInoKyTl8fq9Wq58hIkkR1dbXfDqfpqDUuLg6fz0d1dTUZGRknLep6XD7+/dgyDu2vwNcUw9zY4CUqPrzFBL4iK/RLijnu9zmW/smxWG1mfN6WnV2hmoYUYsYny4gGv9Brmj+PJn18y+4sq9XEnx/L5L8fbmZXQSlGo8jFF43i0hmtO8IsFguJiYkkJia2yNfZvn07g0fY2PptA656D6rib6cwoFG/vYhvlm9jSmYGe7YWsvbtDTjqXPQb3ofYseEc2VtDeGQYQtOVCI8JpV5tBAES+8Vis5vweWUuuO5cIuLCGXvOsNMqMoHf8YmOxsxms94JqqoqRUVFSJLEnXfeidfr5eKLL2bNmjXMnj27V94Pfiz0yhqNoijHzZ35+uuvGTp0KNHR0Z22k0lLSzupo0BPUFZWxq5duxg+fDj9+/dv89/Isqw/uVZVVWEymXTROZGDsMfl5aX7/sPubQdwNnr0uOr4/tGERoXgdfko2VtK4sBIRKuZPSVOf2qnIICqYXQ6CDGokBCFQ/O784ZFh2AwGBg0JI7yQ7V+O/gmNE2josGDLcTcoq7hNyoN49mXru/Sa6eqKtXV1ezZsweXy9WinfxEJpdv/WUVOd/sxWQ+usay0nosdguRMf72VlVRMZqNPPrS9UREt383mfPtPv7zwpd4PRKGptrYgKEx1Npk9h9045P8beUhIRYun5vKvMtST+katEWg+eTtf3zGt18dBIOAUYA4I4Rb/EJ36c/PY9mLn2G2mhAEKNpXjiyBJTwUSVKIjAsjIiYMDXDUOmiobmTw4GjiEqOZe88l9B9++pJlNU1j9+7dujddR+dcVFXlgQce4NNPP2XhwoVkZ2ezYsUKtm3bRnFx8WlNyf0pcUYJjaZpbNu2DafTSZ8+fUhISCA0NPSkYnMiO5negKZp+lFPR3ZagZjZQNFcEIQWbdNtdeYV7y5lyQtryN9aSEyfSIxNFjTFBSUIwKAhsZQW11JV5QKT6BcaSfYP4Uke+g6JwxwezqEKFyariUizgCgaqFZEwqJazh3UNLrxKRoGQUPAP8lvDbVy+TUTmXtFeldcOp3mvmBpaWlUldXy4QtrKd5dhobGqMmDuOzmKfTp26dFc8nvrnsF5ZgZE0VRcbp8RMZF+D3YYkL42YLpDBracSPImopGvvp0O/U1ToaMjcNDNWPHjaXRKbB2XT4mk8il00fTP/HUW+pPxGsP/o+Du0pA8AfcST7Jn1Mka5hFA/YwGwaDgUNFlbidMqLBgCXUilfS0FSN+AExhITb8Hklxk0Zxk2/u6xb19sWgQ7MioqKTovMww8/zNKlS1m/fj1Dhx51k6ioqGh3HS9IxzkjhCZQ9FdVFUmS9JtrVVUVZrOZhISE407fO51OsrOz22Un0xOoqsru3bupqKggLS2t0/37qqrqbdOVlZXIsqy3Bx87Ua0oKu88uYw9WUVIPgmDKFJRVE5iUgyiaGDvrnLdlNH/59F0TVWZ/kkxKLJC1eEaBo8biCga8CkaRfUqtggbtpCjefLV5fUIZhHNYEABDGjEhlv518e/amU/cyrIsqxnjaSlpaGpAk/d9iYVJbW46j1IkozBKJA8NoELbhxJZGQkcXFx7N9WzptPf4aqqohGkai4MMxNvmn2MCuPvX4LiqJi7uQcSHNKSkrYvXv3CaOXu5MPn11F9pc7dRsZALfLS3lJLT6vhMUmYLUaqK2SMDalzYpGkfA+EdRWOhCNIv2HJTByQjLX3ncJJvPpPXUPzNSVlZUxYcKEDjfHqKrK448/zn//+182bNjAiBEjummlHePpp5/m4YcfZsGCBTz//PM9vZxuo1fWaI4d8mte9DeZTPTp04c+ffroZ9HNp++bHyPV1NR0yE7mdHPsDM+p2F0YDAaio6OJjo5mxIgRenvwvn372LlzJzExMXrbtMlk4tYnLqf0QCWFOw8R3SeCj/+yDFlS8HkV/wCnpvnnaJpERgMQRGoqHchuLzH9InWxMIsCNpOAu9GD1W5BEARcDg+ippFkB5+q0FDvQWpwIVfAnq376ZucwHersnE7PEy8eBwDRvTt1Pv2+XxkZ2djNBrJyMjAaDTy1SfZlBZV0VDrgqZ3IHtV9mWVcvVdlxCZYOXz97/j+xW7UBTVP8iqqFSW1BLfP9rvMXbuMESjoUXXWGcJDNumpqa2qzGhO7jwmknkrNupN9k0NrgpLa7BYBKRfCpet0oDgCyjmkUMogGDyYDFaqR/Ugxmu4VH3rkdSztcvbsaTdPYt29fp0VG0zSefvpp3nvvPdatW9drRGbLli28+uqrjBs3rqeX0u30yh1NYOfSngyZ5l9TU1NDeXm5bkOuKAqDBg1i6NChPZqG2RYej4ecnBxMJlO3z/A4HA4qKyspLy/H4XAQFRWli06gkPrle5tY8/YGjFYzRfur8bl9KKr/5CwwdyOgERpmJcRuIjo+DLfDQ+WhKiSvhCAaEPvGkzBqEKqmorq9aNV1WM0iJXvLkDz+LjVZVoiICcMeYfd3Chr8R28ZM8Zw3YNzWjwMSJLCB69+Rfb3+1EVjX6Dorn1vhnEJoTr1zArKwuDaqTugJeqkjrGTRnO1q9288UHm1sZs6qKSvrUEfzmpZt49JqFeN1evF6J6ionqqqhaf5W5qSUfvzuhRsIizx1F+EDBw5QVFREenp6q0C1rkRVVXZv3k/loWqSxw6g/4h+rR6sctbvYtm/1uBxejlcVI0gGpA8Ej6PpDsuaLKCoKkYrWbikqIRRH8H3dC0/lz/u9mnnK/TUQKhdCUlJUyYMKHDHZeapvG3v/2NF154gXXr1rVK5+0pHA4H6enpLFy4kD/96U+kpqb+qHc0vVZofD6fLjIdaV0OFAuPHDlCdHQ09fX1LSxfYmJielx0HA6HbqB4uj233G63Ljr19fWEh4frorP2zU1krcnlcHE9jkYPiqI2jWoKiKJAYnIsRpMBZ60TR2UtjdWNaJp/tkM0i1jsVi7/9Uwuv282W9fs4P1nVuCqc/rjB5p2P2pTloBoNNB/+NFdjOSTufv5nzF47NHOq+d+v4y87GJd7BRFJSIqhD+/ciMaMllZWXhqNFb+82vcDi+WEAsGQcAcYuHQ/iq9Tbs5g0f15Xev3cqTN7/a5JXmX1NjoxefVyYk3MwVD57lj6Q+hcTMwFN4SUkJGRkZp9x8IvlkHPVuwqPsiMaWa2mobuSfd75BbVk9iixjMptIHjeQ2//+M4zHtGkrssL+3GL+/cjHuBrdVBRXH/UWbHJb1nwS9gg7A1L64/NIWOxmrnt0Bh7V1Wa+TneeFASSTzsrMi+88ALPPvssa9asYcKECd20yo5z8803Ex0dzT/+8Q+mTp36oxeaXnl0lpOTQ0hICH379vV7PHXQTsblcjF58mTsdrtuzFdeXk5BQYFeu0hISOjyyN32EHCHHjhwIIMHDz7tx3k2m42BAwcycOBAfD6fXtPZt28fCRMiuO7CuZQUlrL+fzkUZpXpPmcx8WFYbCZ8HgmDAZx1rqYgRcFvj+KTSRwWxdbPcpl123RSL0xhzX++Ju9AhT7ZrqoaZosJn09GVVQUWdFvmpqm8d2qHF1oKkrr2Z9f2mIqXhQN1Nc4+XTRZhBqKFh/iO0b9usddIYaJxGxYUiS7B9MbTaLpWn+nx0VH4491ILRZMTnCfi4GYiIsCFLCsNSB3LRtAv1dNU9e/bg9Xr1o8fY2NiT+mgFHnYqKiqYOHHiKeWrKIrKhy+tY+vG3SiKislsZMZVE7jk6qOpme8+vojasjrqGiU8HhnwUbEun/gXPmfq1ZOJ7helC71oFBmUkohoNFBf1aC3LguCgCaAAQHRaiQk3EZ0QgTJY/pz8c/OISLGL5SBeZ3Kykp9XifwENcZS/8T0TxeuzMi8+9//5tnnnmGzz77rFeJzAcffMC2bdvYunVrTy/ltNErheY///kPL774ImlpacybN4/MzMyTRjU3t5M566yz9KOo5sZ8w4cP12sXgRtIQHTa8hnragKT6p11h+5qzGZzi5mUQE1HsylccucEPnt+M44aN7YQq/7Uq6oaJqOALcyK2+FBU/3hWwajAWedC6PFyNY120kc1pd7XriJh2c9S/WRWgyigfAYO1a7hdLiKhAEGh0SDpfTP11uAEU5urkuL6nF09QW3BwNlS+XbkGorKfmSAOy5K/daaKKYBCoq2wgfmAM0bEhNDZ4UGQNBLDZLIRF2ph187mIRpHz5qby+X+/w2jyP8ioioooGpj3y6mtzBwDjg3FxcXs2rWLyMhIfRfYloPwrl27qK2tZeLEiadsM7/s9U1s+nS7fgOXvDLL3/yayoOV7P82H5fDQ3HBEQS7HUVrMj/VNFxemQ9fXMsPK7ZgtVuZd+9MJjTZwsiqRGiCGfYJep9H4OgsMF86ZW46Nz9+Rav1HG9epzOW/ieisLCQQ4cOnTBe+3homsYbb7zBk08+yapVq5g8eXKn19HVHDp0iAULFrBmzZpeEaZ2uuiVR2eaplFeXs7SpUtZsmQJGzduZPTo0broDBs2rIXo1NXVkZub2yE7GU3TcDgcVFRUUF5ejtvtblUw78r3U1hYSHFxMePHj++xgvCJ8Hq9ZGdnYzKZGDNmDA0NDRTuLuLjZ9biqHVjNBixh9k4LzOdjf/9mvqqRhqrHfrxlKZpGMxGNEEkul8UqBqNtU5sNpHa0nrs4TbikxIwiAaK8kvQrBYwNj0M4N8V9R+awB//ezshYVaqyht47O7/4vMe7T5UVRWP24vV58OOSnlxNU2uOmiAySwCAvZwK6MnD2VgSiJZGwr0zrHZPz+Pc5oyWTRNY8OSraxfvBWfVyYyNpSr7p7OkLEDTnidPB6PvgsMBN0Fnujtdjt5eXn6+fup3kg0TeOBq/9NQ40DZ70bVVYQDAaMZhHZ7SMx2gSCQFHBEVSzf5dmEA3IPgm1KUKhX2IYdpsRyStz/+u3E5kYzrZt24iPTWDRX9az4+s9TcPRAqIAgqZisZp58dvHiYht/3Ff4OQgcG08Hk8rH7b2cuDAAQ4ePNipI0dN03jvvfd44IEHWLFiBVOnTu3Q13c3y5YtY/78+S1OUhRF0XfWXq+313XGdgW9Umiao2ka1dXVLF++nMWLF/Pll18yfPhwMjMzmTdvHj/88ANvv/0277zzDoMGDer0UVTgqTVQMA+YW8bHx59SzG9gULS2tpa0tLRel3EBR1vAIyIiGD16dAuhVlWVvTsPUHq4FM0qIXllVj21AUETKN9f5f9HAn6LGtFIWHQIkfERlBZWoKoqRqOI3WakoboRk8VEZEIk9ZUNuI1WaDL5NJqM2CNsmCwmLrt5CnN+fi4A/3z8E7ZvLfLPjKoqPq9ESIgFQ0UtRlGg4nANsqLpTsWi6N9ZWWxm7nvxRtIvTEHyyXicXkIibF1eCws4CAda7f1rEElJSSEuLu6Uj0UVRWXBnBeoPFzjf6FJUWVJwSgKDErwC1lxYRWS5q9jGs1GpCYrG4NBJDrGSlSkFcknMzQ9iVGZSXoXpqqqvPXoh2xds5OGGidoGqGRdh5463aGpiad0tqdTqfuZtGRuk5RURFFRUWdFpkPPviABQsWsGzZMqZPn35K76E7aGxs5ODBgy1eu+WWWxg5ciQPPvggY8aM6aGVdS+9XmiaE3hq+uSTT1i0aBGrV69GURRmz57Nww8/zNixY7vkZuJ2uykvL9c/JIGjkvj4+A49pUqSxPbt25EkibS0tF43KAp+c9Hs7Gz69evXaqd4LAFX5ZWvrGHj/75HURRcNR5kn4JgNBISGUp03ygaqh3UVzX47VXQ6DMgCpNRpL6qAUXRMJjNNMr+qF9N1bCFWgmPDUVVNYaMTuT/Pe93DVBklUXvfMM3X+zE4/YyZGQ/Lpo+mv/8cSlGk5EjhRUoioKi+s0dDQYB0SRybmY6d//9+tNW/wpEL3u9XsLDw6murgbocOZQW/zi3KdorPcgNPuzln0ySDJ2g0xEdAiaBmXlTkDDaDIi++QmAReJj7Njt5uQJRmDHe78180kJye3+BnlRZXs3rKfyPhwUs4Z3qqB4FRpXteprq4+bl0nMLTcHuugtli0aBG/+tWv+Oijj5g1a1aXvofuJNgM0MsInJ1fc801rFu3joSEBO666y62bdvGjBkzSEhIYO7cucyfP5/09PROi47NZiMpKYmkpCT9qCRQ1wl0aSUkJJzw/N3tdpOdnY3NZmPChAmnLZe+IwQSO4cOHcrAgSdPQQy4Kt/w26tIP388n725ntqqOvqkxHJkfzUV++vxSRKS13f0Jt8kJpIkU13W4N99CAJCRAQGUUBsKsprGiiSwsBhR80NDaJA2nkJ9Bmq6sOsiqKy/KU1uBo9RMaFUVvR4I8MMIoYTCLRCRFcueCS0yYykiSRnZ2NKIpMmjQJo9HYInNo9+7d+Hy+Fs0EJpNJTyw92eBqdJiIo5GmxguQZRVN1dAcDrxGA5VuidAIG3a7GUlWsUfYcNX7GzVMJhGbzYgsK9RW1zFtzrmtRAYgISmOhKTu8/lqT11HEATKy8uZMGFCp0Tmk08+4c477+T9998/o0Tmp8IZtaMJ8Nxzz/G///2PTz75hL59/S2yTqeT1atXs3jxYj799FMiIyOZO3cu8+bN46yzzuqSc89Al1bAOTg0NFR3JWjeFdPQ0EB2djbx8fGMGNF2YmFPU1JSQkFBAaNHj6ZPnz6n/P22frmdNx75GAQNV6MbZ627KdbBQGJyLEf2VeBxepuKzwJCaAiYzf7WaJPo7wYLt/GHN28lMjYMVVXJz8+npqaG9PT0Ftf3YMERFv6//+Ju9OBwSjQ2ejFajISG2zGIAvYwK4+8fiuxfSPbXKumafjcPkxW0yn9bnw+H1lZWVgsFsaNG9fm31jzWmBlZSU1lbVkLSqgYl81RoORPoPj+fkfryb+OFEH/7jtNfbnHabRCz5JRXJ7we1B9Un+5Mqm47T4xEhGnpfCkaJqGqodOCrriIqy+BskqutIGBjHHz76DdaQ3rOrDpxQ7N+/n5qaGgRBICYmpsN1nU8//ZSbb76Zd955hyuvvLKbVx2kM5yRQiNJEpIkHXdC2O12s2bNGpYsWcKKFSuw2WzMmTOHefPmcc4553TJ7kKSJH0epaamBpvNRkJCAiaTib179zJkyJBTqhl1F5qm6cXWrmxMUFWVfz/wPwq27EdTVSoOVaNICiHhJkwWkZrDjc0GKJuuid2OwWLCbDMz+uxh/Px3s+g/JAFFUdi5cydOp7NVUX3jkq2seGUdXrcPWVZocEiERtlb3ORlSSHjwpGcdcEwcjfkEz8wlvOvnERoVAjffbKVFS9/gdftxWgycv5Vk5l120Ud/j0FhkVDQ0MZM2ZMuwXr6Z+9SNHOQ2DwF4HRICTCzqMfLyA2IabVOvblFPGve97GaBSprmjEUe8CBKyhFhSfjKJoaGj87OG5zLn9aE3iwM5iPln4OYf2HyZt2lgu/9Vl2EJ7X5fToUOH2LdvH2lpaZhMpg7Xdb744guuv/56XnvtNa677roeeAdB2sMZKTQdwefz8cUXX7BkyRKWL1+OIAi66Jx//vld0l0WcFQuKiqisbFRtyY/nv9aTxGwV6+oqCA9Pb3LHaxVVSX/h/388GkOlhALqk/iQE4RjkYXB3YcRlO1Zg7PTfMbaNz61DVcdscM4Gi9Q1VV/eYT4EDeYf52x1ugHR3grK52YTQbW6RDapqGu95FiEGGptZle5iVi2+9gFUvf4GhaTZL0zQUSeGyO6dzyS1T2/0+3W4327ZtIyoqipSUlHb/fg/vKeXZn798dHhV05BlGbfDTerckaTNStFrgREREfr33f5VPsv+uZrD+yuor3ISFhNKaFSIHmMgSzL3vHAzwzOOHovV1taSnZ19Qifwnubw4cPs2bOnzYjy49V1YmJiCA8Px2w2s3HjRq666ioWLlzIjTfe2Gs+Z0Fa86MXmuZIksRXX33Fxx9/zPLly/H5fFx22WVkZmZy4YUXdrpYHzD8O3LkCGPHjkVRFN0KJ2Djn5CQ0OLmcbppvktIS0s75fmOjiBLMnekPURdZYNfIGSlaSpfIDzWxtPrHqJPvwRk2T/tbzabGT9+fKujqJfuf5+87/YiGkV/Y0K1A5fkj5q22s2ERYdiMAg46l3ILg/x0Uef4BVZoba8nug+EYjNdrSapmENtfCXzx9u13txOp3+9uCmY9ET/T69bh+FuQcxW/2T+ju+KuDfv3631c5C8smkzxjL7HsvpLKysoUTd1xcnN5MUFvRwJ+uewlZUvT5IkVWCI8N48kl9+m7qpqaGnJycjoUX326CZiMpqWlERV1Yufq5nWdL7/8kqeffpqUlBRycnL461//yt133x0UmV7OT0pomqMoCl9//TWLFi1i2bJlNDY2MmvWLDIzM5k+fXq7b8SKopCXl0dDQwNpaWktagmBjJTmNv4B0YmMjDxttRtJksjJyfGbRaamnlK7dmf5fkUWz9/xOrKsYhAEEDRMZiPnXZ/BqEsHNxXHNUJDQ1vtZAI89fNXKdlXjiAI1JTVInllNNGIZjDoXVZR8RHUVzUQYROwNDkMe5weasvq8Lq8mMxGrKE2YvpF6zNABtHAs+sfbfX7KC2swFnvYsDIflhsZhobG9m2bRv9+/c/qUnr9yuy+Oivn+B2eDGIAmFRoVz36DzefvQjjv0qn0fihj9cztlzMoCjTtyBYyRJkvRByJqDjfz3z5/gavQgCAJR8eHc+fcbiOvvPwKtrq4mNzeXkSNH9oqh4LYIRE+3R2SORZZlXn75ZX7/+98TFRVFfX0906ZNIzMzk1tvvbVXNt0E+QkLTXNUVeX777/XRaeyspJLLrmEefPmcckllxzX/iKQc9OeG7iqqtTW1urNBJqm6cckbWXHdBWBWoLdbmfs2LE9OgxWmHuQVx74D7VldUTGhjPzlxcx9ZpzcDgcbNu2DYvFgqIobXZpAax57xsWv7QW0Kgtq4OmQU+MIkazCVWDfslx2E3gqKrHYDAgeSXKi/zXW5VVfTdkC7USNzAOTdUIjwvlyeUP6Ousq2zghTveoOpwNbKsYLVbuOimcwgZaiIpKanNzq3mVJXU8OTlz7WwwFEVlZBIO0PGJ5G7MV+Pt/Z5JOIGxPLIh/e2ab3fvJmgoqICp9NJZEQkgs9EQp94+g856hdXVVXF9u3bGTVqlN4k09sIiExnnay3bdvG3Llzeeyxx1iwYAF79uxh+fLlbNmyhY8++ii4s+mlBIXmGFRVZdu2bSxatIilS5dSUlLC9OnTmTdvHjNnztRbLwsKCigtLSU6OrrDOTfN21/Ly8tRFKVdaZAdxeFwkJWVRWxsbLsdE043gTmewC4BaHVjDQzPRoZH8bdfvkVRXgmOWieCQUAQICLCis1mxOeVmXrN2QxJTeLt33+EyWKiuqQaV0NTB5xJRJUVf6uwQSA+KR7RaODWp64l9cKj8ch/uvqflOwp1UPhZFnG7XZz+ws3cPaMs076nhb/YxVr3trYIvsF/E0Kdy+8lUP5JXy7fCuKrDJq0lDmL5iJPbx9O2i3261fm/r6esLCwoiPj8doNLJ7927GjBnTJV2E3UFpaSn5+fmMHz+emJj2x2IHyM3NZfbs2fzud7/jgQce6DFRefrpp1myZAkFBQXYbDbOOeccnnnmmV4TP9AbCQrNCVBVle3bt7N48WKWLFnC/v37mTZtGsOGDePNN9/koYce4t577z2lP/jAEGRgQNTn8+mBZafiv1ZTU0Nubi6DBg0iOTm5Vz7pBY55TjTH43K59BtrQ0MDdmsIOz4/wMb3tyCKBsLCzJhMfmGWfBI3//EazpqVxv/+vIwtn+VSsvcIiqRgNBuJ6x+Noqg0VDYiSzIpU0Zy3SPzGJ4xWP95lYer+eNVz6M1+a7JiozX40E0GEmfNo47n7/ppO/rvccX8e2yrf7242Z4XD7uevHnjJ+a0tlL1gKfz0dlZSWHDx+moaFBb0KJi4vr0XpgWwRiyjsrMnl5ecycOZMFCxbw6KOP9uh7u/TSS7n22muZOHEisizzyCOPsGPHDnbt2nVKBqo/ZoJC0040TSM/P58nnniCRYsWAehnw5dddpk+dHaqP8PhcOii01n/tfLycnbu3MmIESN6bcdRYI0pKSntPubxeDx6S/n/Hl5OTXE9VrsVo9GIIilE943isWW/0Y+g6irq+d9Ty9j6eS4hzXYMmqZhtpp56vOHW+06igtKePbGl0Hw72Q8Xg9WixWDwcDAlEQefPeuk65z77ZCnr/99RbDmJqmIZqMPLX6d+3evbSH5tdRFEW9HmgwGE4Y6306KS8vJy8vr9PpogUFBcycOZNf/vKXPPnkk71KQME/+BwfH8/GjRs5//zze3o5vZJg5awDrF69mk8//ZSlS5cyatQoFi1axNtvv819993HueeeS2ZmJnPnziUhIaFTHwZBEAgLCyMsLIyhQ4fqR0gB1+D2+K8F0hzHjRtHXFz3TXufCoG21o6u0Wq1MmDAAAYMGMDIj0fyzhMfsevbPXh9XvoMi+Xy38zE5XYSbvK3lEfGR3DTE1dRvOswteV1mCwmNNWf2HrhdVNaiQxAvyEJWELMNNY7kHw+rFYrRtHvHxYo1p+MoenJjL8ghZwNeaBqqJq/8WHOnTO6VGQCu4Tm1zE+Pr5FrHd+fr7eTHCqu+TOEBDCzorM3r17ueyyy7j55pt54oknep3IgP/4F+iVZrm9heCOpp0oisItt9zCvffe2yLbQtM0ioqKWLx4MUuXLmXz5s1MnjyZuXPnkpmZSWJiYpd8OI49QgqkZMbHx2OxWFoEbaWmpraaS+gNBK5VUVERqampHe44Oh6KorQwtzQajfrTfGRkJI5aF8tfXM2erYVYQyxc+ouLyLj4+PG5q95Zw6K/forRYMJkNqHKCgNHJfLAu79qs2B/vPdasHkf3yzZgsVuYdoNU+g3tOtqJ4F6x8lu4Jqm0djYqO90mte8ujsts6Kigh07dnT6oefAgQNceumlXHHFFTz33HO9ssaoaRqZmZnU1tayadOmnl5OryUoNF2IpmkcPnyYJUuWsGTJEr799lvS09P1eIOucgoI+K81T8kMpJJ2JiTqdKBpGnv27KGsrKxbhkUDBCK9AzfW5umq7TG3DEQv94vsz3dLsqmrqOesWWmcNSu1y80mO0tgBqUz9Y7AA0tlZaX+txO4Pl35d1NZWcn27dsZO3Ys8fHxHf764uJiLrnkEmbPns1LL73UK0UG4K677mLVqlV8/fXXvfaYujcQFJpuQtM0ysrKWmTqjB07VhedoUOHdonoOJ1OcnNz8Xg8qKqqdyF19Y3jVAhEJdTV1ZGenn5c66Cupnl3X/N5lLaOkALZ9IFEx+4SwlMlcOzY2fbg5gSaCQLefTabTRedU3G0CIjMmDFjSEhIOPkXHMORI0e4+OKLmTZtGq+88kqvFZl77rmHZcuW8dVXX5205f2nTlBoTgPNM3UWLVrEunXrGDFiBJmZmWRmZjJq1KhOfaibh5WNHz8eVVX1G0d1dTUhISH6gGh3Z7sfD0VR2LFjB263m7S0tB5LFWx+hBRotAgcIcXGxlJUVER5eXmv3RGC3xds7969nRp0PBmyLOvDxVVVVYiiqItOVFRUu2/2VVVV5ObmdlpkysrKmDlzJpMnT+bNN9/slSFgmqZxzz33sHTpUjZs2MCwYcN6ekm9nqDQnGYCT9mffPIJixcvZu3atSQlJenxBu01aHS5XGRlZbUZVgatQ7msVqvuNB0WFnZaREeSJHJzc9v0LetpAkF3gZqXwWBg0KBB9O/fv1dG7BYXF7N//37S0tK6vf4WGC4OPLQoiqLvBE8U0RxoV09JSenULE9FRQWzZs1i/PjxvPfee712yv9Xv/oV77//PsuXL28xOxMREXFarZ3OJIJC08M0NDSwcuVKFi9ezGeffUbfvn110UlLS2tTdDoSVgYti+UB/7WA6HTXvEXAQv94vmW9AVVV2blzJ/X19SQmJlJTU0NdXV2vO34sKiriwIEDpKenExERcVp/dmDOKyA6LperTSv/gMh01pWgurqa2bNnM2zYMD744INe9VByLMf7vLz11lv8/Oc/P72LOUMICk0vwuFwtMjUiY6OZs6cOcyfP5+JEyciiiLLli1DURQmTJjAoEGDOvwzFEWhpqZGN/0URVG/qUZFRXWJ6LjdbrKysggPD29zt9UbaH6kl5GRobeLt1W3CFyf07UTbE4g0iE9Pb1TgWBdzbERzREREYSEhFBaWsqoUaM65a9WW1vLnDlz6N+/P4sWLeoRL74g3UtQaHopbrebzz//XM/UsdvtDB48mB9++IGXXnqJn/3sZ6f8MwJHJIEBUeCU/dcCtjftcTfuKRRFIScnB0VRTnikF4h/CBw/Bpy4A23T3f3eCgsLKS4u7rXNCV6vl6KiIoqLixEEAbvdrrdNt7eZoKGhgblz5xITE8PSpUt75bFlkFMnKDRnAG63W4+ptVqtLYLczjvvvC45ZtA0rYXpZ2f81+rq6sjJyWHAgAEMHjy4V4pMwMlaEARSU1PbXQcI7ASbO3F31+S9pmkUFhZy6NChXisycDTzZsSIESQkJOj5MYFmgoDoHK+ZwOFwMG/ePOx2ux5QGOTHSVBoejmaprFgwQI+/vhjVq9ezejRo9m4caPuNC1JEnPmzCEzM5OpU6d2yQBeIGI3MKsTaAtOSEggNja2TdEJOAefyLesp2lP9HJ7aD55X1lZiSzL7SqWt4fA4O2RI0fIyMggNDS009+rO6mrqyMrK6vNYLVjncpVVdVrOpGRkVgsFpxOJ1dccQWCILBq1ape+z6DdA1BoTkDeO6555g/f36rXn1Zlltk6jgcDmbNmsW8efOYNm1alzwhNm8LLi8vx+PxtJhFMZlMlJWVkZeX1yHfstON1+tl27ZtHY5ePhmBYnngpurxeDrlTxf4Xnv37qWsrKxXt1nX1dWRnZ3N0KFDGTBgwAn/7bHX59Zbb6V///5UV1cTGRnJl19+2Wt3bEG6jqDQ/EhQFKVFpk51dbWeqXPxxRd3yU1L0zScTqde03E6ndjtdlwuV6+2pw9EL0dGRpKSktKtzQkOh0M3/nQ4HLpVUFxc3AnrDwHnhPLyciZMmHDahlo7Sn19PVlZWe0SmbbYvHkzt956qy7K55xzDvPmzeOaa67ptWmgQU6dM0JoVq1axZNPPsn27dsJCQnh/PPPZ8mSJT29rF6Lqqps3bpVz9Q5cuQIM2bMYN68eVx66aVd0r0UuDEePnwYm82Gy+Vq5b/WG+hI9HJX43a7ddEJ2L0Erk9zIdE0jd27d1NZWUlGRkavF5khQ4Z06njU5/Nx4403UlJSwhdffIHX6+WTTz5h2bJl3H333cyePbsbVh2kN9DrhWbx4sXcdtttPPXUU1x00UVomsaOHTu48sore3ppZwSqqpKbm6tn6hQWFjJ9+nQyMzOZPXt2p+Zo2vItOzaQKyIiQp/V6alOosbGRrKysujXr1+XWf50Fp/Pp9d0mrs2xMXFcejQIWpra8nIyOi1BfGGhga2bdvG4MGDO9VWL0kSP//5z9m/fz/r1q3rlJNzV7Nw4UKeffZZSktLGT16NM8//zznnXdeTy/rR0mvFhpZlklKSuKJJ57gF7/4RU8v54xH0zR27drFokWLWLJkCfn5+Vx44YV6pk5MTMxJb8bt8S3zer266NTW1hIWFqaLzul6Wg88fbcnevl009y1obKyEoB+/frRr1+/XhdYBn7B3rZtG0lJSSQlJXX462VZ5rbbbmPHjh1s2LChUyabXc2HH37IjTfeyMKFC5kyZQqvvPIKr7/+Ort27eq1zSxnMr1aaDZv3sykSZN48803eeGFFygrKyM1NZW//e1vjB49+uTfIMhxCRSeA6KTm5vLeeedR2ZmJnPmzGkzU0dRFLZv347H4yE9Pb1dx2OBAcjy8nJqamoICQnRRae7Oo1qa2vJycnp9BHP6UDTNPLy8qirqyM5OZm6ujq9bbr5AG1PD7sGRCaQ1NpRFEXhzjvvZPPmzWzcuLHXNItMmjSJ9PR0Xn75Zf21UaNGMW/ePJ5++ukeXNmPk14tNB988AHXXXcdAwcO5LnnniMpKYm///3vrFmzhj179gSDhroITdM4cOCAnqmzZcsWJk+erJt+9uvXj+rqal555RUuvvhiUlNTOzW7E3iSLy8vp7q6ulum7gNt1iNGjOi1xeWA9Y3D4SAjI0MX7OZt052dZepKHA4HW7duZeDAgQwePPjkX3AMqqpy77338tVXX7F+/fpONQ90Bz6fD7vdzscff8z8+fP11xcsWEBOTg4bN27swdX9OOkRoXn88cd54oknTvhvtmzZwp49e7jhhht45ZVX+OUvfwn4j2X69+/Pn/70J26//fbTsdyfFJqmcejQIZYsWcLSpUv55ptvGDduHMXFxQwaNIgvvviiSwr9Abfg8vJyqqqqMJvNutN0Zy3qA2mOo0eP7rUdcKqqsmPHDlwuVwvrm2Npq2362Lby7iQgMgMGDGDIkCEd/npVVfnNb37DZ599xoYNGzp15NZdHDlyhMTERL755hvOOecc/fWnnnqKd955h927d/fg6n6c9Ig96t1338211157wn+TlJREY2MjACkpKfrrFouFwYMHU1xc3K1r/KkiCAIDBw7kvvvuY8GCBfzwww/MmTMHURTJzc1l+vTpeqbOkCFDOr0LMRqNJCQkkJCQgKIoukV9VlaWPlWekJDQbquX5omTvTXCOiAyx/qrtYUgCERERBAREcHQoUN1t+mDBw+Sl5fXrSmZgU69UxGZhx56iFWrVrF+/fpeJTLNOfbvStO0Xlcf+7HQI0ITGxvbrq6TwLHC7t27OffccwH/8UtRUVGnOl+CdIxdu3Zx+eWXc/311/Pcc89RU1PDsmXLWLx4MX/84x8ZOXKkLjojR47s9Ie0ubFn84TM3Nxc3eolISHhuDWLQE5LZxInTxeB7j+v10tGRkaHdiSCIBAaGkpoaCiDBw/WO/xKS0spKCggIiJCP2I71WYLp9PJ1q1bSUxM7PRx2WOPPcbixYtZv349Q4cOPaX1dAcBd4uysrIWr1dUVHQqQyfIyenVNRqA++67j0WLFvHmm28yaNAgnn32WVasWEFBQUGXhz8FaUlxcTFLlixhwYIFLUQk4IvWPFNn8ODBerxBVzk2N69ZlJeXt4hljomJwWAw6Bb6pyOnpbMoikJubi6SJJGent6lx15er7eF2/SphN0FdjJ9+/btVDu4pmn8+c9/5o033mDdunW9umFn0qRJZGRksHDhQv21lJQUMjMzg80A3UCvFxpJknjooYd47733cLvdTJo0ieeff/60/RF7vV4mTZpEbm4u2dnZpKamnpafeyZRX1/PypUrWbJkiZ6pk5mZyfz580lNTe0S0Qn4rwVcCSRJwmq14vF4uiVxsqtor1N0V3Bs2J3FYiEhIYG4uLiTtk27XC62bt1Knz592pVxdCyapvHss8/y0ksvsW7dOsaNG3eqb6dbCbQ3//vf/+bss8/m1Vdf5bXXXiMvLy94WtIN9Hqh6WkWLFjA3r17Wb16dVBo2oHD4eDTTz9lyZIleqbO3LlzmTdvnp6pc6oEurYqKysxm834fD69UB4XF9drkhkVRSE7OxtN00hLSzut62pe92qeO9SWm7Lb7Wbr1q3Ex8czfPjwTonMCy+8wLPPPsvatWvJyMjo6rfTLSxcuJC//vWvlJaWMmbMGP7xj39w/vnn9/SyfpQEheYErF69mvvvv5/FixczevTooNB0EJfLpWfqrFy5kpCQEF10zj777E6JjqZp5OfnU11drU/SOxwOvTvL6XQSExOjP8n3VFKjLMtkZ2cjCAJpaWk9mjB6rJuypmm6MNvtdrKzs4mLi+uURY+mabz88sv86U9/4vPPP2fSpEnd9C6CnMkEheY4lJeXk5GRwbJly4iNjSU5OTkoNKeAx+Phiy++YMmSJSxfvhyTyaRn6px77rntEgRVVcnLy6OhoYGMjIw2rW0C3VnNTS0DonO6/NdkWda751JTU3tVjPWxERAejwebzcaQIUM63DataRpvvPEGv//97/n000+ZMmVKN648yJlMUGjaQNM0Zs2axZQpU3j00UcpKioKCk0XIkkSGzZs0J2mFUXhsssuY968eUydOrXNtl9VVdm+fTtut7vdrgSB7qzy8nI9dri7/dckSSI7Oxuj0cj48eN7lcg0x+PxsGXLFsLDwwkJCaGyshKn06m3TcfHx5+w/VrTNN59911++9vfsmLFCqZOnXr6Fh/kjOMnJTTtHRT99ttv+fDDD/nqq68QRTEoNN1IIFPn448/ZtmyZbhcLmbNmkVmZibTp0/HarXS0NDABx98wPjx4zvdteXxeHQrnLq6Ot1JOSEhocuMLCVJIisrC7PZfErBat2Nx+Nh69atREdHM2rUKP24zOVy6cdrAWEOiE7za6RpGv/73/+47777WLZsGdOnT++ptxLkDOEnJTRVVVVUVVWd8N8kJSVx7bXXsmLFihbn1YqiIIoiN9xwA++88053L/UniaIofPfdd/pOp6amhmnTppGdnU1UVBQbNmzokppLwEk50BIcGhraoiW4s98zKysLq9XKuHHjetyj7Hh4vV62bt2qZ/McryYTEOaAMWpoaCgbN25kxowZFBYW8qtf/YqPPvqIWbNmneZ3EORM5CclNO2luLiYhoYG/X8fOXKESy65hEWLFjFp0qRW0bVBuh5VVfniiy+46aabqK+vRxAELrnkEjIzM5k5c2aXpTJKkqTfUJv7ryUkJBAaGtqu4rjP52Pbtm3Y7XbGjh3b60UmIiKC0aNHt7vwL0kSJSUl3HHHHXz33XcoisIVV1zBgw8+SEZGRnCaPshJCQpNOwgenZ1+ysrKmDFjBiNGjOC9994jPz9fz9QpKipi+vTpzJ07t9OZOm0hy3IL+/7AHEp8fPxx/de6KyK6qwmsMzw8vEMi05xVq1Zx8803c+edd1JWVsbKlSuJiIjgnXfe4cILL+yGVQf5sRAUmnYQFJrTT05ODq+99hr//Oc/W8yfBOz1A/EGu3fvbpGpEx0d3SWic+wcitFo1OsVAf+1wM07LCysy9wQugOfz8fWrVsJCwtjzJgxnbo+a9eu5frrr+f111/nuuuu079vYDizX79+Xb3sdlNUVMQf//hH1q1bR1lZGf369eNnP/sZjzzyyAkbGoKcPoJCE+SMJZD0GdjpBDJ15s2bx5w5c4iPj+8S0VFVtYXoCIJAdHQ0tbW1REdHd3qHcDoIHOuFhIR0ese1YcMGrr76ahYuXMiNN97Y697rZ599xocffsh1113H0KFD2blzJ7fddhs33ngjf/vb33p6eUEICk2vIvhk1nk0TaOwsFDP1Nm6dStnn302mZmZzJ07l379+nWZ6JSXl5Ofn4+maYii2Mp/rbfQFbWjTZs2ceWVV/KPf/yDX/ziF71OZI7Hs88+y8svv0xhYWFPLyUIPeTeHKRtCgoKUFWVV155pcWTmdPpDD6ZnQRBEBgyZAi//e1veeCBBzh06JAuOg8++CATJ07Ug9wGDhzY6Rum1+tl37599O3blxEjRujDjwUFBciyTGxsLAkJCT0SVNacQKv1qYjM999/z9VXX81f/vKXM0pkwO+/FwxG7D0EdzS9nOCT2amhaRpHjhxh6dKlLFmyhE2bNjF+/HhddDqSqeNyudi2bVubdi3Ng8rKy8vxer266MTGxp5WnzNJkti2bdsptVpv3bqVuXPn8sQTT3DvvfeeUSKzf/9+0tPT+fvf/87//d//9fRyghAUml7Po48+ymeffcbWrVt7eilnPJqmUVlZqWfqrF+/nlGjRpGZmcm8efNO6PUVsNBPSEg4qfGkpmk4HA7dadrtdhMTE6ObWna3g3NgaHT8+PGdEpmcnBxmz57Nww8/zG9+85seE5n2DlhPmDBB/99Hjhzhggsu4IILLuD111/v7iUGaSdBoenFBJ/Muo9Aps7y5ctZvHgxX3zxBUOGDNEzdVJSUvSb9MGDBzlw4ACJiYmdymlxOp266DgcjnbbvHSUgMeayWTqtMjs3LmTWbNmcd999/HII4/06E6mvQPWATuhI0eOcOGFFzJp0iTefvvtXlUv+6kTFJrTQPDJrPdTX1/PihUr9EydxMREMjMzGT58OA8++CDPPvss11133SnfeI+1eYmMjNRF51T81wIicyoea/n5+cycOZPbb7+dJ5988ow6LispKeHCCy8kIyOD//znP73W/uenSlBoTgPBJ7Mzi8bGRj799FPefPNN1qxZQ1hYGLfccoueqdNVvw+Px6OLzqn4rwUiCQwGQ6fdovfs2cPMmTO56aabePrpp8+ov7nAQ9nAgQN59913W7z/Pn369ODKggQICk0vI/hk1jvIyspixowZ3HvvvYwdO1bP1AkLC2Pu3LlkZmZ2OlOnLQKRzOXl5bq3WMCV4ET+a4qikJWVdUoiU1hYyKWXXsqVV17Jc889d0aJDMDbb7/NLbfc0uZ/C97eegdBoelFBJ/MegeapjFlyhQuv/xyfvOb3+ivezwe1q5dy5IlS/jkk08wm81cdtllzJ8/nylTpnRZkT/gv1ZeXk51dTV2u10Xneb+a4EET6DT4WoHDx7k0ksvZfbs2bz00ktnnMgEOTMICk0vIvhk1ntwuVzY7fbj/ndJkli/fj2LFi1i+fLlqKrK7NmzmT9/PhdccEGXFfllWdZNP6uqqrBarcTHxxMbG8v+/fvRNI309PROiUxJSQmXXHIJ06ZN45VXXgmKTJBuIyg0P1EWLlzIs88+S2lpKaNHj+b555/nvPPO6+llnZHIssymTZv4+OOPWb58OS6Xi9mzZ5OZmcm0adO6LGRNURSqqqooLy+nvLwcQRBITEykb9++HTYWLSsr49JLL+Xss8/mzTffDB7RBulWgkLzE+TDDz/kxhtvZOHChUyZMoVXXnmF119/nV27djFw4MCeXt4ZjaIofPvtt7orQV1dHZdeeinz5s1jxowZJ9wltff75+bmIkkSgwYN0j3YDAaD3kgQGRl5wt1JRUUFM2fOJC0tjXffffe0DpMG+WkSFJqfIJMmTSI9PZ2XX35Zf23UqFHMmzePp59+ugdX9uNCVVU2b96si05ZWRkXX3wxmZmZXHrppR3O1FFVVReZ9PR0XSBUVaW2tpby8nIqKyvRNE1vmY6Ojm4hOtXV1cyePZvhw4fzv//9r1uHR4MECRAUmp8YPp8Pu93Oxx9/zPz58/XXFyxYQE5ODhs3buzB1f14UVWV7Oxs3Wn64MGDTJ8+nczMTGbNmnXSo6+AyPh8vhPGWWuaRl1dnT4gqigKJSUlAEydOpVrr72WAQMG8PHHHweNWoOcNoLVv58YVVVVKIpCQkJCi9cTEhIoKyvroVX9+DEYDGRkZPDUU0+Rn5/P5s2bSU9P55///CfJyclcccUVvPvuu1RXV7dq/FBVle3bt+P1ek8oMuA3F42KimLkyJGcd955pKenU15ezh/+8AdGjhxJaWkpV199NT6fr7vfcpAgOkGh+Yly7NOzpmln1CT4mYwgCIwdO5YnnniC7du36zk6r732mm6D88Ybb1BRUYHH4+Hmm2+msLCQjIyMDh11CYJAREQEv/zlL0lOTmbChAncfPPN/PnPfyYuLo5bb721G99lkCBHCQrNT4zY2FhEUWy1e6moqGi1ywnS/QiCwMiRI3nkkUfYunUr+fn5XHzxxfz3v/9l6NChDBs2jK+++oohQ4Z0qmjvdDq56qqrMJvNrF+/nr/85S/s2rWLrKws5s2b1/Vv6BTwer2kpqYiCAI5OTk9vZwgXUhQaH5imM1mMjIyWLt2bYvX165dyznnnNNDqwoCRzN1HnzwQTZt2sSsWbOwWCwkJydz3nnnMWPGDF588UWKi4vbNVfldru55pprUFWVlStXtnAYGDVqFHPnzu3Ot9Nhfvvb3/ZoJHSQ7iMoND9B7r//fl5//XXefPNN8vPz+fWvf01xcTF33HFHTy8tCP5jzFtuuYX9+/eTk5PDDz/8wMGDB7nuuuv47LPPGDt2LFOnTuW5557ThzaPxePxcP311+N0Olm1alWHO9xON6tXr2bNmjXBgL8fKcGus58oCxcu5K9//SulpaWMGTOGf/zjH5x//vk9vawgTfznP/9hxowZrY4zNU2joqJCz9TZsGEDKSkpeqbO8OHDkSSJn/3sZ5SWlrJ27dpenzRZXl5ORkYGy5YtIzY2luTkZLKzs0lNTe3ppQXpIoJCE+S08vTTT7NkyRIKCgqw2Wycc845PPPMM4wYMaKnl3bGoWkaNTU1eqbOl19+yeDBg9E0DaPRyPr164mNje3pZZ4QTdOYNWsWU6ZM4dFHH6WoqCgoND9CgkdnQU4rGzdu5K677uL7779n7dq1yLLMxRdfjNPp7OmlnXEIgkBMTAy33norK1eupKysjAULFuB2u1m1alWPiszjjz+OIAgn/L+tW7fy4osv0tDQwEMPPdRjaw3S/QR3NEF6lMrKSuLj49m4cWPw6O5HRHszmK699lpWrFjRorVeURREUeSGG27gnXfe6e6lBjkNBIUmSI+yb98+hg0bxo4dOxgzZkxPLyfIaaa4uJiGhgb9fx85coRLLrmERYsWMWnSJPr379+DqwvSVQSFJkiPoWkamZmZ1NbWsmnTpp5eTpBeQLBG8+MkaNsapMe4++672b59O19//XVPLyVIkCDdSHBHE6RHuOeee1i2bBlfffUVycnJPb2cIEGCdCPBHU2Q04qmadxzzz0sXbqUDRs2BEUmSJCfAEGhCXJaueuuu3j//fdZvnw5YWFhuudaREQENputh1cXJEiQ7iB4dBbktHI8h+i33nqLn//856d3MUGCBDktBHc0QU4rweeaIEF+egSdAYL8ZHn66acRBIH77ruvp5cSJMiPmqDQBPlJsmXLFl599VXGjRvX00sJEuRHT1BogvzkcDgc3HDDDbz22mtERUX19HKCBPnRExSaID857rrrLmbPns306dN7eilBgvwkCApNkJ8UH3zwAdu2bePpp5/u6aX8aFi1ahWTJk3CZrMRGxvL5Zdf3tNLCtLLCHadBfnJcOjQIRYsWMCaNWuwWq09vZwfBYsXL+a2227jqaee4qKLLkLTNHbs2NHTywrSywjO0QT5ybBs2TLmz5+PKIr6a4qiIAgCBoMBr9fb4r8FOTGyLJOUlMQTTzzBL37xi55eTpBeTPDoLMhPhmnTprFjxw5ycnL0/5swYQI33HADOTk5QZHpIFlZWZSUlGAwGEhLS6Nv377MnDmTvLy8nl5akF5G8OgsyE+GsLCwVpk3ISEhxMTEBLNwOkFhYSHgT9N87rnnSEpK4u9//zsXXHABe/bsITo6uodXGKS3ENzRBAkSpAXtjWFWVRWARx55hCuuuIKMjAzeeustBEHg448/7uF3EaQ3EdzRBPlJs2HDhtP680pKSnjwwQdZvXo1breb4cOH88Ybb5CRkXFa13Ei7r77bq699toT/pukpCQaGxsBSElJ0V+3WCwMHjyY4uLibl1jkDOLoNAECXKaqK2tZcqUKVx44YWsXr2a+Ph49u/fT2RkZE8vrQWxsbHExsae9N9lZGRgsVjYvXs35557LgCSJFFUVMSgQYO6e5lBziCCQhMkyGnimWeeYcCAAbz11lv6a0lJST23oFMkPDycO+64g8cee4wBAwYwaNAgnn32WQCuuuqqHl5dkN5EsEYTJMhp4pNPPmHChAlcddVVxMfHk5aWxmuvvdbTyzolnn32Wa699lpuvPFGJk6cyMGDB1m3bl3Q2idIC4JzNEGCnCYCQ6L3338/V111FZs3b+a+++7jlVde4aabburh1QUJ0n0EhSZIkNOE2WxmwoQJfPvtt/pr9957L1u2bOG7777rwZUFCdK9BI/OggQ5TfTt27dFhxbAqFGjgh1aQX70BIUmSJDTxJQpU9i9e3eL1/bs2RPs0AryoycoNEGCnCZ+/etf8/333/PUU0+xb98+3n//fV599VXuuuuunl5akCDdSrBGEyTIaWTlypU89NBD7N27l+TkZO6//35uu+22nl5WkCDdSlBoggQJEiRItxI8OgsSJEiQIN1KUGiCBAkSJEi3EhSaIEGCBAnSrQSFJkiQIEGCdCtBoQkSJEiQIN1KUGiCBAkSJEi3EhSaIEGCBAnSrQSFJkiQIEGCdCtBoQkSJEiQIN1KUGiCBAkSJEi3EhSaIEGCBAnSrQSFJkiQIEGCdCv/H/0tn/ARkvXLAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection='3d') \n", "ax.scatter(x, y, z, c=z, cmap='viridis', linewidth=0.5);" ] }, { "cell_type": "code", "execution_count": 63, "id": "f26459e5-797e-4fbc-afb0-3e9e9288d20c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.axes(projection='3d') \n", "ax.plot_trisurf(x, y, z, cmap='viridis', edgecolor='none'); # 把散点连起来三角" ] }, { "cell_type": "markdown", "id": "b93c0b62-ca94-4fac-bc00-7ab40133ae80", "metadata": {}, "source": [ "**案例:莫比乌斯带**\n", "\n", "莫比乌斯带的参数方程为:\n", "\n", "$$\n", "x = (1 + v \\cos \\frac{u}{2}) \\cos u\n", "$$\n", "\n", "$$\n", "y = (1 + v \\cos \\frac{u}{2}) \\sin u\n", "$$\n", "\n", "$$\n", "z = v \\sin \\frac{u}{2}\n", "$$\n", "\n", "其中:\n", "- $( u \\in [0, 2\\pi])$ 控制绕圈的角度。\n", "- $( v \\in [-w, w] ) $控制带的宽度。\n", "\n" ] }, { "cell_type": "code", "execution_count": 75, "id": "a4b11948-aac9-4271-995e-38dd39978256", "metadata": {}, "outputs": [], "source": [ "theta = np.linspace(0, 2 * np.pi, 30) \n", "w = np.linspace(-0.25, 0.25, 8) \n", "w, theta = np.meshgrid(w, theta)\n", "phi = 0.5 * theta\n", "# x - y平面内的半径 \n", "r = 1 + w * np.cos(phi) \n", "\n", "x = np.ravel(r * np.cos(theta)) # np.ravel多维数组展成一维数组\n", "y = np.ravel(r * np.sin(theta)) \n", "z = np.ravel(w * np.sin(phi))" ] }, { "cell_type": "code", "execution_count": 77, "id": "b3817cc6-034d-4e01-b614-a6356fe96438", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.tri import Triangulation \n", "tri = Triangulation(np.ravel(w), np.ravel(theta)) \n", "\n", "ax = plt.axes(projection='3d') \n", "ax.plot_trisurf(x, y, z, triangles=tri.triangles, \n", " cmap='viridis', linewidths=0.2); \n", "\n", "ax.set_xlim(-1, 1); ax.set_ylim(-1, 1); ax.set_zlim(-1, 1);" ] }, { "cell_type": "markdown", "id": "41cade44-8e3b-4cfc-aefe-407a08a69be4", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## 4.15 用Basemap可视化地理数据 (过时)现在:cartopy" ] }, { "cell_type": "markdown", "id": "263011b3-85e8-4e3f-a4b3-9af91a3983b6", "metadata": {}, "source": [ "## 4.17 Animation动画" ] }, { "cell_type": "code", "execution_count": null, "id": "3c2807d7-01ae-480f-8d21-443184f81df8", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "3701edf1-06fe-4b03-a4aa-5a03da1ddc7a", "metadata": {}, "source": [ "## 绘制hline和vline\n", "- `vline(x坐标,y起始,y终止)`" ] }, { "cell_type": "code", "execution_count": null, "id": "185281a9", "metadata": {}, "outputs": [], "source": [ "t = np.arange(0, 5, 0.1) # 时间点\n", "s = np.exp(-t) + np.sin(2 * np.pi* t) # 一个正弦波,随着时间指数衰减\n", "nse = np.random.normal(0, 0.1, t.shape) * s # 引入噪声" ] }, { "cell_type": "code", "execution_count": 18, "id": "4a6c25ad-3008-480f-85ee-b196c1e158ed", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Horizontal lines demo')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (vax, hax) = plt.subplots(1, 2, figsize=(12,6))\n", "vax.plot(t, s+nse, '^') # \n", "vax.vlines(t, [0], s) # 没有噪声的线\n", "vax.set_xlabel('time')\n", "vax.set_title('Vline')\n", "\n", "hax.plot(s + nse, t, '^')\n", "hax.hlines(t, [0], s, lw=2)\n", "hax.set_xlabel('time (s)')\n", "hax.set_title('Horizontal lines demo')" ] }, { "cell_type": "markdown", "id": "ddab7b0b-f67b-4596-9af9-3ac438212d1f", "metadata": {}, "source": [ "## 4.19 茎叶图(stem plot)\n", "绘制脉冲信号。 常常用于稀疏系数,大多数为0" ] }, { "cell_type": "code", "execution_count": 2, "id": "98ba8a2c-b17e-4cfb-a354-b67d8f6c9f23", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# 生成稀疏数据(大部分是 0)\n", "x = np.arange(10)\n", "y = np.array([0, 3, 0, 0, -2, 0, 4, 0, 0, -1])\n", "\n", "# 画茎叶图\n", "plt.stem(x, y, linefmt=\"b-\", markerfmt=\"ro\", basefmt=\"k-\")\n", "plt.title(\"Stem Plot Example\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "4dc998de-b702-47c0-8027-50eecffc7ac7", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "7859228e-93e9-4f5f-9ab6-609c44a778ed", "metadata": {}, "source": [] }, { "cell_type": "markdown", "id": "19201c9f-fbbe-4899-af26-31b353a1c7be", "metadata": {}, "source": [ "## 4.20 patches补丁图形" ] }, { "cell_type": "markdown", "id": "54b99c7c", "metadata": {}, "source": [ "每个画出来的图形都叫patch" ] }, { "cell_type": "code", "execution_count": 6, "id": "e02fb21f", "metadata": {}, "outputs": [], "source": [ "import random" ] }, { "cell_type": "code", "execution_count": 15, "id": "1987f624", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 3., 12., 27., 58., 53., 34., 10., 3.]),\n", " array([-4.55417271, -3.42191846, -2.28966422, -1.15740998, -0.02515573,\n", " 1.10709851, 2.23935275, 3.371607 , 4.50386124]),\n", " )" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "fig,ax = plt.subplots()\n", "x = np.random.normal(0, 1.5, 200)\n", "ax.hist(x, bins=8,linewidth=0.5, edgecolor='white')" ] }, { "cell_type": "markdown", "id": "a09ab9f6", "metadata": {}, "source": [ "ax.patches 就是绘制的8个柱状图. 每个都是Rectangle.\n", "- 高度就是计数" ] }, { "cell_type": "code", "execution_count": 25, "id": "b3606466", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Height(count): 58.0\n", "Left x: -1.1574099773757962\n", "Width: 1.1322542435161185\n" ] } ], "source": [ "rec1 = ax.patches[3]\n", "print(f'Height(count): {rec1.get_height()}')\n", "print(f'Left x: {rec1.get_x()}')\n", "print(f'Width: {rec1.get_width()}')" ] }, { "cell_type": "code", "execution_count": null, "id": "791bf494", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "7ffd940d-7c37-4fa2-a50f-a2e605826e84", "metadata": {}, "source": [ "### Ellipse 椭圆形" ] }, { "cell_type": "code", "execution_count": 5, "id": "0e64986e-73d5-4991-b93c-a7afcc4166c3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Ellipse\n", "ellipsis = Ellipse(\n", " xy=(0, 0),\n", " width=1,\n", " height=2,\n", " angle=30,\n", ")\n", "fig, ax = plt.subplots()\n", "ax.add_patch(ellipsis)\n", "ax.set_xlim(-3, 3)\n", "ax.set_ylim(-3, 3)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "id": "a03bde0d-e3c3-4b59-91fd-14e3f05e7d85", "metadata": {}, "source": [ "### 示例1: 绘制二维高斯分布的等高线" ] }, { "cell_type": "code", "execution_count": 28, "id": "508b92e7-8c42-4fd0-aa99-ec8ceab9c0cc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "eigen val: [1.38196601 3.61803399] angle: -148.282525588539\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.patches import Ellipse\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "cov = np.array([\n", " [3, 1],\n", " [1, 2]\n", "])\n", "vals, vecs = np.linalg.eigh(cov)\n", "angle = np.degrees(np.arctan2(*vecs[:, 1][::-1]))\n", "width, height = 2 * np.sqrt(vals) #\n", "e = Ellipse(\n", " xy=(0,0),\n", " width= width,\n", " height= height,\n", " angle= angle,\n", ")\n", "print('eigen val: ', vals, 'angle: ', angle)\n", "fig, ax = plt.subplots()\n", "ax.add_patch(e)\n", "ax.set_xlim(-width, width)\n", "ax.set_ylim(-height, height)\n", "ax.set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": null, "id": "3796f29a-56f3-43dc-944d-6cd4bfc10e4a", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "7d85459c-e436-48f1-a1d6-99b0dbcc8848", "metadata": {}, "source": [ "## 4.21 颜色\n", "https://matplotlib.org/stable/users/explain/colors/index.html\n", "- 基础颜色直接指定: 'red' , 'r', (0.1, 0.2, 0.3), '#1f77b4'\n", "- colormap把`[0,1]`的数值映射为颜色\n", "- 其他内置调色板:如tableau `'tab:green'`" ] }, { "cell_type": "code", "execution_count": 6, "id": "31503f98-2040-4e28-a9da-61df4ff9303f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['magma',\n", " 'inferno',\n", " 'plasma',\n", " 'viridis',\n", " 'cividis',\n", " 'twilight',\n", " 'twilight_shifted',\n", " 'turbo',\n", " 'Blues',\n", " 'BrBG',\n", " 'BuGn',\n", " 'BuPu',\n", " 'CMRmap',\n", " 'GnBu',\n", " 'Greens',\n", " 'Greys',\n", " 'OrRd',\n", " 'Oranges',\n", " 'PRGn',\n", " 'PiYG',\n", " 'PuBu',\n", " 'PuBuGn',\n", " 'PuOr',\n", " 'PuRd',\n", " 'Purples',\n", " 'RdBu',\n", " 'RdGy',\n", " 'RdPu',\n", " 'RdYlBu',\n", " 'RdYlGn',\n", " 'Reds',\n", " 'Spectral',\n", " 'Wistia',\n", " 'YlGn',\n", " 'YlGnBu',\n", " 'YlOrBr',\n", " 'YlOrRd',\n", " 'afmhot',\n", " 'autumn',\n", " 'binary',\n", " 'bone',\n", " 'brg',\n", " 'bwr',\n", " 'cool',\n", " 'coolwarm',\n", " 'copper',\n", " 'cubehelix',\n", " 'flag',\n", " 'gist_earth',\n", " 'gist_gray',\n", " 'gist_heat',\n", " 'gist_ncar',\n", " 'gist_rainbow',\n", " 'gist_stern',\n", " 'gist_yarg',\n", " 'gnuplot',\n", " 'gnuplot2',\n", " 'gray',\n", " 'hot',\n", " 'hsv',\n", " 'jet',\n", " 'nipy_spectral',\n", " 'ocean',\n", " 'pink',\n", " 'prism',\n", " 'rainbow',\n", " 'seismic',\n", " 'spring',\n", " 'summer',\n", " 'terrain',\n", " 'winter',\n", " 'Accent',\n", " 'Dark2',\n", " 'Paired',\n", " 'Pastel1',\n", " 'Pastel2',\n", " 'Set1',\n", " 'Set2',\n", " 'Set3',\n", " 'tab10',\n", " 'tab20',\n", " 'tab20b',\n", " 'tab20c',\n", " 'grey',\n", " 'gist_grey',\n", " 'gist_yerg',\n", " 'Grays',\n", " 'magma_r',\n", " 'inferno_r',\n", " 'plasma_r',\n", " 'viridis_r',\n", " 'cividis_r',\n", " 'twilight_r',\n", " 'twilight_shifted_r',\n", " 'turbo_r',\n", " 'Blues_r',\n", " 'BrBG_r',\n", " 'BuGn_r',\n", " 'BuPu_r',\n", " 'CMRmap_r',\n", " 'GnBu_r',\n", " 'Greens_r',\n", " 'Greys_r',\n", " 'OrRd_r',\n", " 'Oranges_r',\n", " 'PRGn_r',\n", " 'PiYG_r',\n", " 'PuBu_r',\n", " 'PuBuGn_r',\n", " 'PuOr_r',\n", " 'PuRd_r',\n", " 'Purples_r',\n", " 'RdBu_r',\n", " 'RdGy_r',\n", " 'RdPu_r',\n", " 'RdYlBu_r',\n", " 'RdYlGn_r',\n", " 'Reds_r',\n", " 'Spectral_r',\n", " 'Wistia_r',\n", " 'YlGn_r',\n", " 'YlGnBu_r',\n", " 'YlOrBr_r',\n", " 'YlOrRd_r',\n", " 'afmhot_r',\n", " 'autumn_r',\n", " 'binary_r',\n", " 'bone_r',\n", " 'brg_r',\n", " 'bwr_r',\n", " 'cool_r',\n", " 'coolwarm_r',\n", " 'copper_r',\n", " 'cubehelix_r',\n", " 'flag_r',\n", " 'gist_earth_r',\n", " 'gist_gray_r',\n", " 'gist_heat_r',\n", " 'gist_ncar_r',\n", " 'gist_rainbow_r',\n", " 'gist_stern_r',\n", " 'gist_yarg_r',\n", " 'gnuplot_r',\n", " 'gnuplot2_r',\n", " 'gray_r',\n", " 'hot_r',\n", " 'hsv_r',\n", " 'jet_r',\n", " 'nipy_spectral_r',\n", " 'ocean_r',\n", " 'pink_r',\n", " 'prism_r',\n", " 'rainbow_r',\n", " 'seismic_r',\n", " 'spring_r',\n", " 'summer_r',\n", " 'terrain_r',\n", " 'winter_r',\n", " 'Accent_r',\n", " 'Dark2_r',\n", " 'Paired_r',\n", " 'Pastel1_r',\n", " 'Pastel2_r',\n", " 'Set1_r',\n", " 'Set2_r',\n", " 'Set3_r',\n", " 'tab10_r',\n", " 'tab20_r',\n", " 'tab20b_r',\n", " 'tab20c_r']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 返回所有调色板\n", "import matplotlib.pyplot as plt\n", "plt.colormaps()" ] }, { "cell_type": "markdown", "id": "bd738161-f9fd-4a01-a522-3cbb148de0f0", "metadata": {}, "source": [ "### 调色板分类:\n", "- 单色渐变: 'viridis'; 密度,连续值\n", "- 正负变化:'coolwarm'; 残差\n", "- 离散分类:'tab10'; 多酚类\n", "- 特殊:'flag';周期 特效数据" ] }, { "cell_type": "code", "execution_count": 22, "id": "16084fbd-f765-41c9-9a1e-14ad2b35db07", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 4, figsize = (12, 3))\n", "rng = np.random.RandomState(0)\n", "axes[0].imshow(rng.randn(10,10), cmap='viridis')\n", "axes[1].imshow(rng.randn(10,10), cmap='coolwarm')\n", "axes[2].imshow(rng.randn(10,10), cmap='tab10')\n", "axes[3].imshow(rng.randn(10,10), cmap='flag')\n" ] }, { "cell_type": "markdown", "id": "073524ee-015d-4634-8bf8-783849c9c1ba", "metadata": {}, "source": [ "### colors接口" ] }, { "cell_type": "code", "execution_count": 17, "id": "c7ecae06-5ddf-4d35-af27-04155f67afa4", "metadata": {}, "outputs": [], "source": [ "from matplotlib import colors" ] }, { "cell_type": "markdown", "id": "c5d91940-e5e6-4d65-a72f-907dcb5c524f", "metadata": {}, "source": [ "解析到标准RGB" ] }, { "cell_type": "code", "execution_count": 18, "id": "4d8b0f15-357b-472d-a96c-336068003b6b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.17254901960784313, 0.6274509803921569, 0.17254901960784313)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colors.to_rgb('tab:green')" ] }, { "cell_type": "code", "execution_count": 19, "id": "9409c511-6696-4bb5-81b5-1e41811a0470", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.0, 0.0, 0.0, 0.5)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colors.to_rgba('#ff0000', alpha=0.5)" ] }, { "cell_type": "markdown", "id": "8cf93217-4e60-4455-95f0-18955bc88e2a", "metadata": {}, "source": [ "数值映射到[0,1], " ] }, { "cell_type": "code", "execution_count": 20, "id": "9b256524-0c2d-4c93-bae2-ca176e4b1ca9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = np.random.randn(10, 3) + 1\n", "norm = colors.Normalize(vmin=0, vmax=1)\n", "plt.scatter(X[:,0], X[:, 1], c=X[:, 2], norm=norm) # 必须携带c参数" ] }, { "cell_type": "markdown", "id": "cb6cbee6-8f04-4da4-b444-dd6dc8e4a58f", "metadata": {}, "source": [ "颜色表" ] }, { "cell_type": "code", "execution_count": 21, "id": "8bad2498-2dd6-4fe3-8657-db3226ad4855", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'tab:blue': '#1f77b4',\n", " 'tab:orange': '#ff7f0e',\n", " 'tab:green': '#2ca02c',\n", " 'tab:red': '#d62728',\n", " 'tab:purple': '#9467bd',\n", " 'tab:brown': '#8c564b',\n", " 'tab:pink': '#e377c2',\n", " 'tab:gray': '#7f7f7f',\n", " 'tab:olive': '#bcbd22',\n", " 'tab:cyan': '#17becf'}" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colors.TABLEAU_COLORS" ] }, { "cell_type": "markdown", "id": "5d764417-4838-495c-982e-5c29506c4b90", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "id": "f82b5175-7620-4413-8e0d-4749e6e3f059", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "6deee028-781f-4788-9784-8ad087e6d20c", "metadata": {}, "source": [ "### cm接口: 方便直接取色" ] }, { "cell_type": "code", "execution_count": 24, "id": "2436ae52-5127-439b-b1a8-d9e49ed1821e", "metadata": {}, "outputs": [], "source": [ "from matplotlib import colormaps" ] }, { "cell_type": "code", "execution_count": 27, "id": "9df05c9b-cece-4f87-87fb-31c7a1e26815", "metadata": {}, "outputs": [], "source": [ "# 获取colormap对象 调色板\n", "cmap = colormaps.get_cmap('viridis')" ] }, { "cell_type": "code", "execution_count": 28, "id": "51f4d146-4421-4b28-9c69-f6e2285eeaf9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(np.float64(0.127568),\n", " np.float64(0.566949),\n", " np.float64(0.550556),\n", " np.float64(1.0))" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cmap(0.5) # cmap可以直接调用,将[0,1]映射到RGB" ] }, { "cell_type": "code", "execution_count": 31, "id": "4b220e62-f081-4761-b9f4-eb88a281dfbd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib import colormaps\n", "\n", "x = np.linspace(0, 10, 100)\n", "y = np.sin(x)\n", "colors = colormaps.get_cmap('viridis')((y - y.min()) / (y.max() - y.min()))\n", "\n", "plt.scatter(x, y, color=colors)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "1a78aee6-cf96-49c3-a9a9-8e2af8289272", "metadata": {}, "source": [ "### facecolor 填充色, edgecolor" ] }, { "cell_type": "code", "execution_count": 28, "id": "eb324651-f4a4-4696-bfc4-8852561abc57", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.patches import Rectangle\n", "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots()\n", "rect = Rectangle((0,0), 1, 2, facecolor='green', edgecolor='red', linewidth=10) # 填充绿色\n", "ax.add_patch(rect)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "3bbe106d-b0a3-4cdc-b3cc-f4257c41ca7f", "metadata": {}, "source": [] }, { "cell_type": "markdown", "id": "1d69db19-cb37-4950-87ae-61ec9f63bf10", "metadata": {}, "source": [ "## 4.23 线条lines\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "b8607bbf-8e07-44af-b773-24512e17d17c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.lines as mlines\n", "line = mlines.Line2D(\n", " [0, 1], [1, 0], # 线段起点终点\n", " label = 'custom line'\n", ")\n", "fig, ax = plt.subplots()\n", "ax.add_line(line)\n", "ax.legend()" ] }, { "cell_type": "markdown", "id": "d95d3fe4-6fc1-4e07-8ed8-625d46e19de8", "metadata": {}, "source": [ "示例:自定义legend \n", "[] 不会画线,只有符号" ] }, { "cell_type": "code", "execution_count": 8, "id": "6af65d0e-415d-48d0-8800-52825c79d62a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.lines as mlines\n", "\n", "lineA = mlines.Line2D([], [], color='red', marker='o', linestyle='None', label='Class A')\n", "lineB = mlines.Line2D([], [], color='blue', marker='x', linestyle='None', label='Class B')\n", "\n", "plt.legend(handles=[lineA, lineB])\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ca655113-afa9-4f90-8183-176cd5495832", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "data-analysis", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 5 }