{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 借助 [SciencePlots ](https://github.com/garrettj403/SciencePlots) 进行优美的科研绘图\n", "\n", "## 安装\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "! pip install SciencePlots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 使用示例\n", "\n", "构建数据,导入相关包\n", "\n", "From version v1.1.0 on, import scienceplots is needed on top of your scripts so Matplotlib can make use of the styles.\n", "\n", "包 scienceplots 在 v1.1.0 之后,需要先导入才能让 Matplotlib 使用该包提供的样式。" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scienceplots\n", "from mplfonts import use_font\n", "\n", "\n", "def model(x, p):\n", " return x ** (2 * p + 1) / (1 + x ** (2 * p))\n", "\n", "\n", "x = np.linspace(0.75, 1.25, 201)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "未使用SciencePlots,绘制结果如下:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(dpi=150, figsize=(4.5, 3))\n", "for p in [10, 15, 20, 30, 50, 100]:\n", " ax.plot(x, model(x, p), label=p)\n", "ax.legend(title=\"Order\")\n", "ax.set(xlabel=\"Voltage (mV)\")\n", "ax.set(ylabel=\"Current ($\\mu$A)\")\n", "ax.autoscale(tight=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "若使用 SciencePlots 中 Science 的提交格式,绘制结果如下:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context([\"science\", \"no-latex\"]):\n", " fig, ax = plt.subplots(dpi=150, figsize=(4.5, 3))\n", " for p in [10, 15, 20, 30, 50, 100]:\n", " ax.plot(x, model(x, p), label=p)\n", " ax.legend(title=\"Order\")\n", " ax.set(xlabel=\"Voltage (mV)\")\n", " ax.set(ylabel=\"Current ($\\mu$A)\")\n", " ax.autoscale(tight=True)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "IEEE要求黑白印刷出来的文章也需要能够区分颜色,使用 SciencePlots 中 ieee 的提交格式,绘制结果如下:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context([\"science\", \"ieee\", \"no-latex\"]):\n", " fig, ax = plt.subplots(dpi=150, figsize=(4.5, 3))\n", " for p in [10, 20, 50]:\n", " ax.plot(x, model(x, p), label=p)\n", " ax.legend(title=\"Order\")\n", " ax.set(xlabel=\"Voltage (mV)\")\n", " ax.set(ylabel=\"Current ($\\mu$A)\")\n", " ax.autoscale(tight=True)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "莫名的 `-` 显示不正常" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n", "Font 'default' does not have a glyph for '\\u2212' [U+2212], substituting with a dummy symbol.\n" ] }, { "data": { "image/png": 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bt6dt27Zs3bqVo0eP8txzz9GiRYs8t/XMM8+wbNky+6hUx44dOXHiBOvXr+eRRx6hR48e+e6nEEKURPp0a2FPJQNV5Ppfee2Fp0hPT+fR3gOYPf9bVQpFV/EC/0IMVCAjVaKA+vfvz4YNG2jTpg0rVqxg8eLF+Pr6snDhQvuE7969e/PZZ5/h7u7OggULiI6OZurUqSxZsgSAlStX5vv6mzZtws3NjS+++IIbN24wffp0vvjii3y1pdVqWb16NTNnzuT69et89tlnnDx5kmnTpvHrr78WSR0wIYQoKmoEKoAjB/dZA1WfgaUqUIHUqSrRbDU2kpOTcXFxKZK9/4qKrU6V/O8rhBDKUytQAVgsFn5buYzQXv1VCVRVvcHPI+fjGff+8/T0lDpVIrOi3PtPCCFE6aJGoPpzz3bS9HoANBoNjz8xuEgCFUBERAQ6nc4+BUVJEqpKgaLc+08IIUTpocak9E2rf+KFp7rw8nN9MSiw6jsnjgQqgPDwcAwGQ6a9Z5UioaoUKMq9/4rKV199Jbf+hBBCQbZAZVIwUG1ctZyJowZhMpmo4FcJJxVGpwCqORiowLrIyva+qTQJVUIIIUQZp0ag2vDrj7wxejAmk4le/Z/lzY+XqPLhv5o3VHQwUKlNQpUQQghRhqkRqH5bucweqPoMfI6ZHy0u9YEKpE6VEEIIUWapEajW//oDk8cMwWw203fQcKZ/8EW+tw7LTXUfqOCueLMFIqFKCCGEKIPUCFQA1WrWxt3Dk9DeA5j23udlJlCB1Kkq0Wx1qpSssSGEEKL0SzVaN0dWOlDZxJ4+Sc3agcU6UKnxHipzqoQQQogyRI1AtW7FdxyLPmB/HFC3viqBqkYxHaGykVAlhBBClBGpRjh9Q9lAteqHr5g89hlGDniEi+fOKtfwXWr4QPliHKhA5lSVCkajEaBMbVMjhBAib2yByqxgoPp12ZdMf2UEFouFx/oMolrNAOUaz0DJQJVxmxqlyUhVKSDb1AghhMhNigqB6pfvF9sD1cDnxjB5zqdoNBrlLnCb0iNUam5TIxPVS7CyvKGyEEIIx6TcnkOlZKBa8d0iZr76AgCDR7zIxLfmqhKoavpCOTdl25QNlUWuyuI2NWrYsWMH69atA8BsNjNp0qQi7pEQQhSMGoFq26Y19kD19AsvqROoNOoEKlB3mxqZUyXEbZGRkYSFhQFw+PBhAgLUmRsghBCFQY1ABdD2wS60eTCEBo2b8frMD9UJVD7qBCq1SagS4ra4uDiqVKkCwPbt2+nWrVsR90gIIfJHrUAF4O7hwYLvfsNFp5NAdRe5/ZdPW7duxdnZmbNnzxaonZYtW6LRaLJ8Pfzww4r0UzhGr9fj7n5nJmRMTAyNGjW65+uU+v9ACCGUkmxQPlD98OUCPnl7KrZp2DpXV1UCVa0SHKhARqry5dy5cwwYMACTyVSgdgwGA0ePHiU4OJgOHTpkOlanTp0CtS3yZu/evbRr1w4Ai8XiUNE6pf4/EEIIpdgClZJL0JYt/pQ5U14EoFW7TnR4WIVR/NuByrcEByqQUJVnR48epXv37ly7dq3AbR05cgSDwcDIkSMZOHCgAr0TjkpMTGT8+PGYb3+Ui46OpkGDBqxfv56EhASuXr3KsGHDAJg2bRp169bN9Hol/z8QQgglqBGovl/0CW9PHQfAc2Mm0L7zI8o1blNKAhVIqMqTCxcu0LFjR2rWrMnIkSP53//+V6D2Dh48CECLFi0U6J3IC19fX5YsWWJ/HBYWxsKFCwGYO3cuoaGhBAUFZftapf8/EEKIglIjUH37xVzeDX8ZgBEvvsG4ybPVueXnC76uyjZbVGROVR7Ex8fTvXt3du3aRdWqVQvc3oEDB/Dx8aFBgwYK9E7kl16vx8PDw/74+PHjOQYqUP7/AyGEKIhbKgSqbz7/yB6onn9psgQqB8lIVR40bdqU77//XrH2Dhw4gJeXF126dOHAgQM4OTnx4IMPMmPGDFq1aqXYdURWGW//Xb58mbS0NIYNG4bFYmH//v32W38A4eHhBAYG2h8r/f+BEELk1y0DnL2hbKA6GfM37894FYAXXp7C2IkREqgcJKEqD5QsrmkwGDh8+DAGg4GaNWvy/PPPExcXx4oVK9i0aRO7du2idevWDrWV3f5FRV1d/d+4JL7efppz8beo5efF0M51qVfFp8j6c7eMt/8mT57M+PHj8ff3Jzo6mj179jBq1KgcXytFVoUQxYEagQqgfqMmhL/3OVcunmf0hJmlIlDZqqhnpMbefxKqikhcXBwdO3akT58+jBs3zv783r176dSpExEREaxevdqhtrLbv2j69OnMmDFDqe7myTc7TvHikv2YzHd+0uetj+GT4W14plNgLq8sGteuXcPf3x+w1qfq2rVrEfdICCFyp0agStPrcXWzzhZ/csgLyjWckQYCfMGnkEeoIiIimDlzpurXkTlVRaRWrVpERkZmClQA7du3p1evXqxbt46kpCSH2kpOTsZgMGT6Cg8PV6Pb9/RvXFKWQAVgMlt4ccl+/o1z7M9UWFJTUzOFUkfrUwkhRFFRI1At+eQdnu7eloT/4pVr9G5FFKjAOo3j7vfJ5ORkxa8joaoYatCgAWaz2eGCkrY9jDJ+FdUtqq+3n84SqGxMZgvf7DhdyD3K3d69e2nfvn2m59TYFFQIIZRwM035QLX4k7f5eNYb/HPsML+vW6FcwxkVYaCCzPv9ZfxSmoSqInTmzJlsn79+/TpgXZVW0pyLv3WP48p/MiiIw4cP07lzZwBiY2Np3rx5EfdICCGydzMNYhOVDVRfzJ3N3FnWzePHTozgqaH/p1zjNkUcqAqThKoiMnnyZBo2bGgPUDbp6els3rwZJycnGjZsWES9y79afl73OJ51/ldRevnll+37/QUEBNg3VBZCiOJEjUD1v4/e4pM5UwAY+8ZbjBw/VbnGbTRQu4wEKpBQVWS6du2K0WhkwoQJ9ucsFgsTJ07kzJkz9OzZE19f3yLsYf4M7VwXJ232t8+ctBqe6VQ322NCCCGyl5QGZxUOVJ9/GMGn71jn3o6bPJuRL09RrvHbNLcDlXcZCVQgoUoVhw4dYurUqURGRuZ4TkhICD169GDx4sUEBQXRvXt36tSpw4cffkhAQACffPJJIfZYOfWq+PDJ8DZZgpWTVsOnI9oWq7IKQghR3CXdHqFCwUCVlHiDX75bBMDLU97m+XGTlGv8Ns3tW35lKVCBlFRQRXR0NLNmzcLZ2ZmQkJAcz/vpp5+YM2cOS5cuJTIykoCAACZOnMiECROoUKFCIfZYWc90CqR9A3++2XGac/HJ1PLz5JlOxatOlRBCFHdqBCoAH99yLP5lK7u3bmTAsJxr8uVXWQ1UABqLRemyYaKwGI1GdDodBoNBlVUMQgghiobSgcpisXD23xPUqZ/zFlxK0Gigdjnw0ql6GUWo8R4qt/+EEEKIYiRRhUA1/91p9AtpxtaNjhWVzo+SFKjUIrf/SgFbqf2i3ppGCCFEwSSmwTmFA9Unb09l0dzZAFw8l30pn4IqSYHKtmWNGtvUyEhVKeDp6YlOpyMiIqKouyKEECKf1AhU8+ZMsQeqCREfM+SFl5RpPIOSFKjAumWNTqfLdou3gpI5VSWY7X5wcnIyLi4uMlIlhBAllBqBau6sSSz59B0AJr41l6efH3ePV+WdRgN1yoFnCQlUkHmkytPTU9E5VXL7rxRQq9y+EEII9SXq4VwSigaqjyIm8tWC9wCYNOsTBo0Yq0zjGZTEQAXWLWvUGoCQUCWEEEIUEaUDFVhD1Y3r1o2RJ8/+lIHDxyjX+G0lNVCpTW7/lWBSUkEIIUouNQKVjdlsZv/urbR7qIvibWu11krpJT1QSUkFIYQQohRQ45bfmp++IT09HbCuBpdAVfgkVAkhhBCF6IYKgerdaeOZ8uJQprw4FLVuQGm1csvvXmROlRBCCFFIbujhvMKB6p2pL/H9Yut+sa07BqPRZL+pfUHYApWHzDTJlYQqIYQQohCoEajenjKOZUs+RaPRMP2DL3hi8AhlGs9AApXjJFQJIYQQKktIhQtJyrVnsViYPWksP361AI1Gw4wPFtF38HDlLnCbBKq8kVAlhBBCqEjpQAXw3vRX7IHqzY+W0HvgMGUvgDVQ1S0H7hKoHCYT1UsBo9GI0WjEZDIVdVeEEEJkoEagAngw5DHc3D148+MvJVDlkclksr9vKk1CVSkge/8JIUTxo1agAujwcDfW7z9N7wHPKt52aQ5UIHv/iRzI3n9CCFE8XU+FiwoGKrPZzNxZk+gz8Dnq1A9SruG7ON2eQ1VaAxWou/efjFSVAra9/yRQFcyOHTtYt24dYP0FNmnSpCLukRCiJFIjUM189QW+nP8uIwc8QmpKinKNZ1AWAhVY9/5Ta89cCVVC3BYZGUmrVq0AOHz4MAEBAUXcIyFESaNGoJrxyvOsXLYErVbLy1Pfwd3DQ7kL3OakhbrlS3+gUpuEKiFui4uLo0qVKgBs376dzp07F3GPhBAlyX8pygYqk8nE9PEj+PWHL9Fqtcye/y2PPzFYuQvcZgtUblIPoMAkVAkB6PV63N3d7Y9jYmJo1KhRjudHR0fTrVs3fHx8cHV1pUGDBvzwww+F0VUhRDH0XwpcuqlceyaTiWkvD2fVj1/h5OTE2wu+p3vfQcpd4DYJVMqSv0YhgL1799KuXTvAWlRPq83588Zff/1Fx44dSUlJoW3btnh6erJt2zYGDRqEi4sL/fr1K6xuCyGKAaUDFcDieXNY89PX9kAV2ru/shdAApUaZPVfCWZb/afkyoWyIjExkfHjx2M2mwHryFODBg1wd3cnISGBq1ev0rBhQwCmTZtG3bp17a/t2LEj0dHRrFq1ii5drLvAb968mW7dutGsWTOio6ML/w8khCgSagQqgKTEG4x5ujvPjBxPt15PKd6+BCp13kMlVJVgEqqUExYWxsKFCwGYO3cuoaGhBAVlXbZ8/PhxmjZtynvvvcfLL7+c6ViTJk04evQo6enpshJTiDIgPgUuKxioLBZLps2QzWZzrqPm+eWshTplPFCBOu+hZfyvVCjJYrGQYtLneo6Hk5sqO6gXhF6vxyPDaprjx4/z0ksvZXtuUFAQt27dyvYXndFoxNlZfqSEKAuUDlTp6elMHfcs97VozTMjXwaQQFUCyUhVCVbcin8mp6fiFdk713NuhazC09k913MKQ8bbf5cvXyYtLY3atWtjsVjYv38/bdu2tZ8bHh5OYGBgru2dOXOGunXr0r59e/bs2aN294UQRUiNQDV57DNs+PUHnF1cWL3rBDUC6ih3gdskUFmpWfyzjP/Vlg62UvvTp09nxowZRduZEsLX15clS5YAMHnyZMaPH4+/vz/R0dHs2bOHUaNG5am9d955ByDPrxNClCzXkiHulnLtpaenM2n002xcvRxnFxc++OInCVQqi4iIYObMmaq0LSUVSoHk5GQMBgPh4eFF3ZUS6dq1a/j7+wP5q08VFRXFokWLaN68OYMHK19DRghRPCgdqIxGI2+MGmwPVB8uXkHwo7mP9ueHBKrMwsPDMRgMJCcnK962hKpSQLapyb/U1NRMm2reqz5Vdq9/9tln0Wg0LF68WP4NhCil1AhUE8MGsWnNT7jodHy0+Bce7tZTuQvcJoEqKzW3qZG/ZlGm7d27l/bt22d6Li8T6ceNG0dMTAyzZ8+2b3EjhChdribDFQUDFcCOzWv5fd0Ke6Dq9Mjjyl4Aa6CqWx5c5Z2+0MhftSjTDh8+zMCBAwGIjY2lefPmDr926dKlLFq0iNDQUCZOnKhWF4UQRUiNQAXQpXtfxoe/S72G9/FQ1+6Kt+/iZN0cWQJV4ZLVfyVYcatTVZJW/xXU7t276dKlC5UrV+bgwYNUrFixqLskhFCY0oHKaDBgMKTh6eWtXKPZkEDlGDXeQ2VOlRB5dPToUR5//HE0Gg0rV66UQCVEKXRF4UBlSEvjleefZNSgR0m+pUIJ9tskUBUtGakqwYrbSFVJLf6ZV8HBwWzbto3WrVvTrVu3LMdHjBhBnTrKL4kWQhSOK8lwVYVAtWPzWlzd3Pjipy20aN1BuQvcJoEqb2SbGpFJcQtVZYVOp8NoNOZ4fOvWrTz88MOF1yEhhGJUCVQj+rHj93W4urnxyddraNepq3IXuM3FyTopXScLkB0m29QIUQwYDIai7oIQQgVXblnnUSklTa/nlRH92LnlN9zc3Zn39RraPdRFuQvcJoGq+JBQJYQQosxTI1C9/Fxfdm/dgJu7O598s5a2D4Yod4HbdE7WOlQSqIoHCVWlgO1WVFHv/SeEECWR0oEK4MrlCxw7fAA3d3c+/WYdbR4MVvYCSKDKr4x7/ylNVv+VAp6enuh0OiIiIoq6K0IIUaKoEagAatWpx6KfI1nw3XoJVMVMREQEOp0u024aSpGJ6iWYbZJdcnIyLi4uMlIlhBB5EHfLuv2MUvSpqZw6cZT7WjygXKPZkEBVMBlHqjw9PaVOlchM9v4TQoi8UTpQpaakMO7ZXjzXtxNRu7cp1/BddDIpvcDU3PtPQpUQQogyRY1A9eLQnvyx43c0Gi1alT7g2gKViwSqYktCVT5t3boVZ2dnzp49W6B2EhISGD16NNWrV8fb25thw4aRlJSkTCeFEEJkcvmmsoEqJTmZsc/0YP+uSDw8vfhs2QZatXtIuQvc5uosgaokkNV/+XDu3DkGDBiAyWQqUDupqamEhoYSFRVFaGgoDRo04Ntvv+XSpUts2rRJod4KIYQAa6CKT1GuvZTkZF58pgdRe7bh6eXNZ8s2qFIp3dXZWildAlXxJyNVeXT06FEeeughrl27VuC2PvroI6KionjllVfYsGED8+bNY8OGDWzevJnly5cr0FshhBDgeKAyGgzs2bKGdGPuRX5TkpMZO+Rxe6Ba+MNGCVRCQlVeXLhwgY4dO+Lj48PIkSML3N6iRYvw8vLizTfftD/Xpk0bQkJC+P777wvcvhBCCLiUhxEqi8XMyq/n8/aE4bmGKxedDt/yFfDy9mHhj5to/kB7BXtsJYGq5JFQlQfx8fF0796dXbt2UbVq1QK1FRcXx5kzZwgJCclSKyMkJIRt27YVqH0hhBDWQPVfPm75JV6PzzVcubi48O7CH/hm7V6at2qnUG/vkEBVMsmcqjxo2rSpYiNIV65cAaBZs2ZZjgUGBpKYmMj169epUKGCItcTQoiyJr+BKiNbuIpc8yMdu/Uh9uxZhoa9glarxUWnI7BhY2U6m4FtUrqzDHuUOBKq8kDJOlC2FX7+/v5Zjvn6+gJw6dIlh0JVdqX2pRCoEKIsu5gE11OVay8xIZ7fflzEiRMnuB5/lVemvatc4xlIoFKHreBnRrJNTSni7GzNs+7u7lmO6XQ6AFJSHPuIZdumJuOXbFkjhCirlA5UGbm6uRPaq786bUugUo1ta5qMX2psUyMjVUXE9o+p1+uzHLOlZ4Mh99UnNrZtajLSauWnUghR9qgVqPR6PZcuxzHjo6WqbEMjgUpd4eHhTJkyJdNztm1qlCShqohUq1YNINvioVevXgWgXLlyDrWlVrl9IYQoSS4kQYLCgcpkMnPixHGSbiXz+Y+badyspbIXQAJVYXByciqUKTHyT1hE/Pz8qF69OgcOHMhybP/+/QBUrly5sLtVpu3YsYN169YBYDabmTRpUhH3SAjhKKUDlW95P24m69my5XeSbiXzv+W/qxKo3FwkUJUm8s9YhLp3787OnTs5ceKE/bm0tDRWrlxJUFBQtpPYhXoiIyNp1aoVAIcPHyYgIKCIeySEcISSgUqj0dJ36FjeeG8JTwwdQwW/Snzx0xYaNb1fmQtk4OZiLZsggar0kH/KIjRmzBi0Wi2DBw/mwoUL6PV6wsLCuHTpEkOGDCnq7pU5cXFxVKlSBYDt27fTuXPnIu6REOJelB6hctHp6NClB84uOrr1eop1f/xLUJMWyl3gNglUpZP8c6rg0KFDTJ06lcjIyFzPa968OR988AF//fUXAQEBlCtXjq+++oo2bdrw+uuvF1JvBVgnoWZciRkTE0OjRo1yfc3mzZt56aWXGD58OO+++y5xcXFqd1MIkcF5hQNV0o0EXn3+KS5fOGd/zsPTS7kL3ObmAnXLSaAqjWSiugqio6OZNWsWzs7OhISE5HruuHHjaNWqFXPnziUuLo5u3boxYcIEe1kFUTj27t1Lu3bWqsgWi+Weqydfeukl5s2bR8WKFfH29ubLL7/k/fffZ+vWrdx3332F0WUhyrTzSXBD0TpU1xk54BFiDh/kyuULfLN2DxqNRrkL3GYLVE4SqEoljcVisRR1J0T+GI1GdDodBoNBVv/lUWJiIuPHj7cXg4uOjqZBgwa4u7uTkJDA1atXadiwIQDTpk2jbt269teuWLGCJ598kpkzZxIeHo5Go2H16tX069ePbt262Se7CyHUoUageqF/V44fOUT5iv4s+jmS+o2aKHeB29xv3/KTQFU8qPEeKqGqBJNQpZywsDAWLlwIwNy5cwkNDSUoKCjbc1u2bImzs7N9laZN+/btOXbsGImJiar3V4iy6lwiJGYt75dvN67/x8j+XTn+919U8KvEop8jqRek/GizBKriR433ULn9J8o8vV6Ph4eH/fHx48d56aWXcjz/66+/zvb2rBqF5IQQVhaLdYRKyUCV8F88I/t35cTRaCr6V2bRz5Gq7OUngarskFBVCtgqsBer/f7S9XBknvX7Zi+Bk2vR9ucuGW//Xb58mbS0NIYNG4bFYmH//v0MGzbMfm54eDiBgYH2x02aZL0tsH37dg4ePMjw4cMLo/tCFDqLxUKKKfdE4+Hkpso8JDUCFcDsSWPsgWrxiq3UbZD74pT8kEBV/Nj2AVRj7z+5/VeC2YYubaZPn86MGTOKrkMZHZkPO8dav+80H5qMLtr+5GLy5MmMHz8ef39/oqOj2bNnD6NGjXLotevXr2f9+vV8/vnnBAUFsXXrVoc2wRaipElOT8Ursneu59wKWYWnc9b9TAtCrUAFEH81jjdGP82UOfOpUz/72/0FIYGqeJoxYwYzZ860P5bbfyIT295/xWa/v3Q9HJxz5/GB2dBoRLEbrbK5du2avdDq9u3b6dq1q8Ovfe211zh27BgAzzzzDOXLl1elj0KURWoEKqPRaH8D9atUhUU/b1Gu8Qw8dFDbVwJVcWTbB1CNKRvyz10K2Pb+Kza3/mIWQ/LFO4+TL1qfK4ZSU1Mz/VA5Up8qoyNHjrBv3z66du3K66+/TkREhBrdFKLMUSNQ/XftCgO7tWLVj0uVazQbHjoZoSrOnJycVNszV/7JhbJMaZlHqWwOzLEeK2b27t1L+/btMz2XlzkhWq2WNm3asHbtWho0aMB7771HSkqK0t0UokxRI1DFX41jxBPBnIw5woJ3p5Gq0s+pLVBplZ9aJkoACVVCWXePUtkkX4CYJYXfn3s4fPiwfTua2NhYmjdv7tDr7p6K6OrqSnBwMLdu3eLSpUuK91OIssJiUb5sQvzVOEb0C+b0yRgqV6vBFz9vwT3Dil+lSKASEqqEckxp1vlTOTkwu9iNVr388sv2/f4CAgIICwvL9fyEhASqVq3KrFmzshy7ceMGgJRVECKfbIEqScFfE9euXGZEv2DOnDxOleo1WfLLNmrVqafcBW7zlEAlkFAllJTTKJVNMR2tyovy5ctTs2ZN3n33XY4cOWJ//p9//mHVqlU0bdqUqlWrFmEPhSiZ1A5UVavXYskv26hZO/DeL8wjTx3ULieBSsjqP6GkoOHQ8Nncz9EUk8n0BTB//nweeugh2rZty5NPPom7uzs///wzGo3GXpVdCOE4NQIVwLoV33H23xNUrV6Lxb9so0ZAHWUvgAQqkZnUqSrBZJuaonPw4EGmTp3Kvn37cHFxoVOnTsyaNYv69esXddeEUIVaxT8tFohNhJsqzAywWCws/uRtHu09UAKVyEL2/hOZSKgSQpRkagSqa1cu4+NbHlc3NwA0Bj2YTLm/yMkJi84tT9fx0kFAOQlUJZns/SeyVSy3qRFClHkGg4GNGzcSGhqaZb9MNQJV3MXzjOgXTK069fn4y5W4urlRfv0Sqn8yJtfXXRy3gOu9HNtFASRQlXRqblMjE9VLAU9PT3Q6nRSeFEIUK2azmfnz5zN8+HDWrFmDwWAA1AlUly+cY/gTD3P+7CnOnjrBjYT/AEh4bARGv+o5vs7gX4OERx3fs1MCVckXERGBTqdTZaW23P4rwWxDlxm3qZGRKiHKhqLc4NhRer2ePn362B/7+fnRf8AAgtqGkmbR5fzCPLp0PpYR/YK5eO4MNQLqsnjFVqrWqGU/XmHVghxHq/IySiWBqnTIOFLl6ekpc6qElcypEqLsKqoNjvPi7lBl41vej5CeA2jTKRRnl4KFq4vnzjKiXzCXzp+lZu1AFq/YSpXqNTOdozGk0XBoIC7xmUu+GPxr8M/Sf7Ho7r0vqbcrBPhCEWZUoTA13kPl9p8QQohClZgQz8qv57Nz06oCtXPx3FlGPPEwl86fpVadeiz+ZVuWQAVg0blyddCkLM9fGzhJApVQlIQqIYQQJdL1+Ksk3rhOQN361kBVrUaO5949t8roV52Ex0bc8xoSqEReyOo/IYQQhSrj7b+CaNqyDV/8tAX/KtWoXDXnyegAFp0bVwdNovonYwG4OmjyPUepJFCJvJJQJYQQQhXmu2bs+lbwI6THQNp06pbvuVQXYk+TdCOBxs1bAdDk/tYOvzbhsRFo9cn273Pj4wq1JFCJPJJQJYQQQnFmC8TesH5vC1Nt23XGWauFdKP1Kzu5FOI8f/YUw594mJTkWyxesZWgJi3y1CeLzo34ARPueZ4EKpFfEqqEEEIoymyBszcgNV1L36Fj7SNTuZU2sMmpxMG5M/8yol8wVy5doE79IPwqVVGl7xKoREHIRHUhhBCKMVvgzA1INoCLTkeHLj3st/ryW4gz9vRJhj/xMFcuXaBu/UYsXrFVlVAlgUoUlIxUCSFECeTh5MatkNxLEng45W0/u4KyBaoUQ/bHraUNJuc4WnUtm8njZ0/9w/P9grkad4nABo1ZtCKSiv6VFe45+LpBTR8JVKJgpPhnCSYV1YUQxcW9ApVNXgpxXog9zbO9HuTalcsENryPRT9HUtG/kuJ9l0BVtqhZUV1u/5UCsvefEKIomcyOBSrIWyHOiv5VqFO/EfWCmkigEoqRvf9EtmSkSgihJIPBwMaNGwkNDUWnc6zkgckMZxMdC1Q2GoOehkPr2UerjH7VOfH1qWzrRqWmpKBPTaF8RT/HL+AgCVRlk4xUiVy5uLjg4uIigaqAduzYwbp16wAwm81MmpT107QQpZnZbGb+/PkMHz6cNWvWYDDknpTyMkKVka0Qp03GQpyn/4lh8SdvY/u87+7hIYFKKMrJycn+vqk0maguxG2RkZGEhYUBcPjwYQICAoq4R0IUjfj4eObPn8+PP/7IgAEDsh25sgWq1BzKTd1LdoU4T504xoh+wVyPv4qnlw8DnxtdkD9GjiRQCbVIqBLitri4OKpUsS7T3r59O926dSviHglRtHIKVwUNVJC1EOe/x4/y/JMhXI+/SlCTFjzae0DB/wDZkEAl1CS3/4QA9Ho97u7u9scxMTE0atTI4ddPnz4djfyWFqWULVytWrVKkUB1t5Mxf9tHqIKa3s8XP22hXIWKyl3gtnLuUodKqEtClRDA3r17adeuHQAWiwWt1vEfjRMnTvDOO++o1TUhig2zGU7fUDZQ/RNzhOf7BZPw3zUaNWvJF8t/x7d8BeUucFs5d+sIlRBqktt/okxKTExk/PjxmM1mAKKjo2nQoAHr168nISGBq1evMmzYMACmTZtG3bp1c2wrLCyMtLS0wui2EEXCz8+Pp/oPoH7bUPS3A5Up3cS5fTHUahOEk0vmtxKLxUKqWZ9rm+5aN27dTGLkU11JuB5P42at+N/yzfiUK694/yVQicIioUqUSb6+vixZssT+OCwsjIULFwIwd+5cQkNDCQoKumc7X375Jdu2baNmzZqcP39etf4KURT8/PwYOHAgXR7pxoVkHXrjnTB1cssh9InJ1HygYZbXpZr1tPu7d65t/9FkFd4+vox94y1++W4RC3/YiI9vOcX/DBKoRGGSUCXKPL1ej4eHh/3x8ePHeemll+75uvj4eF5//XXatGlDaGioFF8VpYYtTHXr1g2ts866l19KOuf2HedkpDVMKeXJIS/QZ+BzODsr/3ZU3h1qSKAShUhClVBOmh5MptzPcXIC18Ldjyw7GW//Xb58mbS0NIYNG4bFYmH//v32W38A4eHhBAYGZmnjlVdeISkpicWLF/Pzzz8XYu+FUIdWq2Xs2LF069YNnU5Huhn+vZbOP7uUD1MJ/8XjUakmgAQqUWpIqCoFjEbrJIcir6i+cgnMyn6jVLupC2DAqMLpTy4y3v6bPHky48ePx9/fn+joaPbs2cOoUbn3MTIykm+++YapU6fSpEkTCVWiVNDpdPTo0QOAdDOcToBjkUeIWbdP8WvNfzec2e9/pXi7IIFK5C5jRXWlyeq/UqDY7P33xAioVD3n45VrQN/hhdcfB127dg1/f3/AWp+qc+fOuZ6flpbGqFGjCAoKYurUqYXRRVGKxcfHEx8fX6jX/DcuiWk//sWw+buY9uNf/BuXlOm4LVClpavXh/Hh76rSbgUJVOIe1Nz7T0aqSoGMe/8VKZ0rvDA559GqFyZbzylGUlNTM/1gxcTE8OKLL+b6mlmzZnHy5El27tyJq2vx+vOIkiUtLY2tW7cC0KtXr0L5/+mbHad4ccl+TGYLrmYDThYzi9Ye4oOhDzCoY13Sb9ehMqSDBghs1wBnVxf7xHSleHp5K9aWTQV3qC6BStxDeHg4U6ZMse/9pyQJVaWAWnsY5csTI+CL2XD1Yubni+ko1d69e2nfvn2m53Ir4nn8+HHeeecdRo0aRceOHdXunijFLBYLu3fv5tatWwDs3r2b4OBgVYvI/huXZA9UAM/8t52PLnxlPfiX9T/OQP0Mr7k4bgHaXqOo1bZRplV/dzMaDETt3EibTqEO3QNJNetx17op9ueVQCUc5eTkpNpUGQlVQlk6V3h+Eswem/n55ycVu1EqsO7xN3DgQABiY2Np3rx5rudPmTIFg8GAs7Nzplt/O3bsALA/99Zbb6nUY1FaxMTEEBsba38cGxtLTEwMjRs3Vu2aX28/bQ9UAF9XfJjXrqyiujEh2/MN/jVIeNT6YcjJ2Yk6HZvkGK4sFjMrv55P5NofebD7E2gqgCWXd5jgYwP4o8kqPJzccz7JQRKoRHGhsdi2AhcOSUhIYMqUKaxatYqkpCT69evHvHnz8PHJ3090y5YtOXToUJbnO3fuzLZt23J9rdFoRKfTYTAYis9IFVhXAXavd2e0qlJ1WH+qWIaqvHr44YfZvn37Pc+THyuRm/j4eNatW2cvPmuj1Wp5/PHH8fPzc6iddKOJv7bF0KJzEM66e39GHjZ/Fyv2ncv03PPXNt8ZrbrLxXELuN4r+0UbpnQT5/Yfp1brhji5OGNI0zNlZB/7ce9y5fEOOkmFBkl8UrEWBk3W4SslQlVFD6im/J1EUQao8R4qI1V5kJqaSmhoKFFRUYSGhtKgQQO+/fZbLl26xKZNm/LcnsFg4OjRowQHB9OhQ4dMx+rUqaNUtwufq1vm0apiOJcqv3IKujNmzGDmzJkSpsQ92eZR3R2oAMxmM1u3br3n/CpbmNqz+hA3E5Jp9lDWApzZqeXnleW5nEarMo5SZcfJ2Yk6He6zPzalZy6ncvNGAjf/8MPwlxdP3p/Istblcx25yg8JVKK4kVCVBx999BFRUVG88sorfPDBBwAMGTKEtm3bsnz5cvr375+n9o4cOYLBYGDkyJH2W1ClxhMjIDX5zvdCiAJLN6Tz1/bj9jCVV0M712Xe+phMtwANWhc+qNyLDy8szXTutYGTsDjwYchkTOfcH0c4sXFntsfj9W6w141AJxP/tlFuvpgEKlEcSUmFPFi0aBFeXl68+eab9ufatGlDSEgI33//fZ7bO3jwIAAtWrRQqovFh6sbDJ9g/Solo1RCKMHV1ZXg4OBsV+tqtVqCg4OzjFKlG9L5c/PfLHh1GRuX7spXoAKoV8WHT4a3wUmbOdx86x9Mkk8V+2OjX3USHsv9w5DJmM6ZXX+zZc4yjvy6j9SU3N9OWqcl5Xo8L/wkUIliSkKVg+Li4jhz5gwhISFZlmCGhITcc/5Tdg4cOICPjw8NGjRQqJeiqMyYMUNu/QmH+fn50bp16yzPt27dOtv5VFGbjhQoTGX0TKdA/pj1OMO6NKZriwCeCW7MVxP6cvPZOwsvrg6afM9RqtM7j3Bk5a57llnwc9Mzpukx3qp2GJ0l6y3PvPLzgKoSqEQxJbf/HHTlyhUAmjVrluVYYGAgiYmJXL9+nQoVKjjc5oEDB/Dy8qJLly4cOHAAJycnHnzwQWbMmEGrVq0U67sQovhp1KgRcXFx9hWAAQEBNGrUSPXrGk2gdfNh5KMtMj2f8NgItPpk+/cF5eemZ2D903SrdQGdkwUsMDzpIgt9a+a/TQlUopiTUOWgpCTr0LWt8nZGvr6+AFy6dMnhUGUwGDh8+DAGg4GaNWvy/PPPExcXx4oVK9i0aRO7du3K9pNsdrIrtV/kW9YIIXKl0Wjo2LEj//33HwAdO3bMsWZT69BmuLi65HsulY3RZK2Ubshmi06Lzo34ARMcbqtup2a4uGg4/dtGbhl87c/rtO7UdG/Auw/NxVOXluk1kxPOsMSnerYrAe/F3xOqZJ1nL4RDbFvTZKTGNjUSqhxk2/DT3T3r8l+dTgdASkqKw+3FxcXRsWNH+vTpw7hx4+zP7927l06dOhEREcHq1asdaiu7irDTp09nxowZDvdHCFH4bPOrbN/nxNnFiQceaUKLhxtlWvWXFwYTnMkhUOWHk7MTLavt4bGWU/nrSgd2XuhGoGdzqrjVQqtxwsUp6+3wmulpHPfqydU6IwFw1zq2uboEKlFQERERzJw5U/XrSKhykC246PX6LMdsaddgMDjcXq1atYiMjMzyfPv27enVqxe//vorSUlJDtW/sm1Tk1GRb1kjhHCIozWpIP/hSulABaAxpVHpxGyctek8UHUHLSrv4a8rHdhzsRw3DeUxuFXlZOhBLE53hUWNEx5OjoUpkEAllGHbmiYj2aamCFWrVg2As2fPZjl29epVAMqVK6fItRo0aIDZbObs2bPZzuG6W7HapkYIobqM4Sp6+3G02pxLFagRqE4cjaatbgcuqXe2o8oYrqKvdsAt7SLlLvzI9cDsi4c6opInVJZAJRSg5tY0GUmocpCfnx/Vq1fnwIEDWY7t378fgMqVK+epzTNnzmRb5PP69etA9qNiQghh4+ziRKuu9+V4XI1A9cfOLYwb2pNHHn2ciI9u4OSc9W3EFTgOoMn/m5gEKlESyT2iPOjevTs7d+7kxIkT9ufS0tJYuXIlQUFB2U5iz8nkyZNp2LChPUDZpKens3nzZpycnGjY0LEqyUIIcTdVAtWO33nxmR7oU1NJvJlKusYNi7Nnzl95uM2XkQQqUVJJqMqDMWPGoNVqGTx4MBcuXECv1xMWFsalS5cYMmRIntrq2rUrRqORCRPurLaxWCxMnDiRM2fO0LNnT/uqQiGEyAtDLqv88mvPtk28OLQnaXo9nR7pwYeLV6DLZXJ9flXykkAlSi7ZUDmP5s2bx/jx4wHrXKa0tDTatGnDzp077asADx06xIoVKwgJCSEkJCTHtnr27MnatWtp2LAhdevW5dixY8TGxhIQEMCuXbuoUaNGrn0pthsqCyGKTFo6nLlhLZ9wN4vFQqo592kF7lq3LKUddm/dyEvDemNIS6Nzt5588MVP6gUqZecNC5EjNd5DJVTlw+7du5k7dy5xcXF069aNCRMm2AMVwFdffcVzzz13z7IGer2eOXPmsHTpUuLi4ggICKBv375MmDDBoXpXEqqEKMXS9GC6x1CTk5N1SyjbS3IJVAApplTa/d07azMmLa1O1uZg/bPsar4SD6c7pWN2RW7g5ef6YEhLI/jR3rz/v+W4ZPh9pxQJVKKwSagSmUioEqIU+2EBzBqT+zlTF8AA6+q6ewUqyBqqbGGq898N8U1xZ+agVey8/5dMoWrPtk2Me7YXD4Y8xnuf/3jPQKUx6an47zwA/qv3UtaSCtmQQCWKghrvobL6TwghiqMnRsAXs+HqxeyPV64BfYcDjgWqjJxvh6lOt8PU3ZJvxAPgWc6PDg93Y+mqXTRo3MyhEaryZxdT9e+JAJidvbgeODrX8yt7WSemC1EaSKgSQojiSOcKL0zOebTqhcmgc81ToDIZTbQ9XjfHMGU9x0DMnt9wdnamWXA/nF1cadK4CZiMkJrLth5OTuAElU7MsT9V6cRsEmqPyHG0SgKVKG0kVJUCtorust+fEKVMTqNVt0ep0tKtq/zSzdm//G7nd8fQc3+LnE+wwOGtq3HFhDndxPF9m7mv4+NUWL+E6p/kfivy4rgFcJ85U0FQl9SLlD+7ONvRKglUoqjY9gFUY+8/KalQCnh6eqLT6YiIiCjqrgghlKRzhecnZX3++Unota55ClSOCE6th6slHYvFgsViQZ90jauxMSQ8NgKjX/UcX2fwr8GNR57ONEpl439iDhpT5o2Vq0igEkUoIiICnU6n+BY1UAQT1Q0GAxcuXOC///4jNTWV9PR03N3d8fT0pHr16lSsWLEwu1Oi2SbZ2fb+k5EqIUqhND10r3dntKpSdfRrTnEm2TXPgepW2i1e/vU1+8T0jFy8NZRv44zzXZ+1NRotQe0fp+b25TmOVllHqSxU/yuH4y0W2LerqeJl3c9PiKKScaTK09OzZK3+O3z4MOvWrWPfvn0cOnSICxcuANZ6KZk6crsuiru7O02aNKFly5Z07dqVbt264eUlleCyI6v/lLVjxw5u3rzJ448/jtlsZsqUKcyZk/WTtxCFbtl8mD0WAOOk+fz7yOh8jVDZVv/dvepP4wz+bXQ4u2e/h6DO3Yv72jzKfSMa4RKf+Vakwb8GJ5ccpcHWxplu/WU6x70G/4T+S2VfVwlUotgoMav/rl+/zuLFi1m4cCGxsbG0aNGCFi1a8NJLL1GrVi2qVq2Kr68vrq6uODs7o9frSUlJ4cqVK1y+fJnjx49z9OhRRowYQWpqKr1792bs2LE89NBDanRXCAAiIyMJCwsDrB8GAgICirhHQtz2xAhITcZohlOdR+T7lp+71o0/mqyyPmgO5j4m9ixby7WDsfiT+zZbFp2Oq4MmUf2TsZmevzZwEuUufZtjoALQpV6gdtwSvKrlf3NlIUoCRUOVwWDggw8+4P3336djx47Mnj2bRx99NN/brZjNZv7880+WL1/OgAEDaNSoER9++CHNmzdXsttCABAXF0eVKlUA2L59O926dSviHglxm6sb+qETOFPAOVQajSZTDSqcoF3fRxn946M87NOV+zvWy+YugpbA+4NxdnEl4bERVFo2xz5aZfSrTsJjI8DJQkLAszlet4oX+HnK1ARR+ik2UT0mJoY2bdpw+vRpDhw4wOrVqxkwYECB9q/TarW0adOG999/n3PnzjFgwAD69evHrFmzlOq2EIC1ur27+503m5iYGBo1apTj+S1btkSj0WT5evjhhwuht6Ks0edxlV9e+PiWY+HyTTw3cyY1GrXJcrxGo9Z4lvMDwKJz4+qgOxPnrw6ajEXnisUp542Vq5T3xM/XE5zzt7myECWJIiNV69evJyIigiVLltCyZUslmszC2dmZkSNH8swzzzBlyhT69u3L8uXLZS6RUMTevXtp164dYJ3vp9Xm/HnDYDBw9OhRgoOD6dChQ6ZjderUUbWfouyxBSqTgoFq46rlXI27yDP/Z93H1MvbB4BKAY24+V8cN67EAlCucgCVAjJ/uEh4bARafbL9+4zurqZetZwrFT2U67cQxV2BJ6r//vvvfPPNN3zxxReZ9r9T27p16/jmm2/44YcfCu2axY1MVM+/xMRExo8fj9lsfaeKjo6mQYMGuLu7k5CQwNWrV2nYsCEA06ZNo27duvbXHjhwgAceeIBly5YxcODAIum/KBvUCFTrf/2ByWOGYDKZ+GzZBjoGh2Y6nm5M49iu1QA0frAXzi6Ob5xc4dR8qv9lnXN1q918vFrmXk1diKJULCeqV69enaVLlyrRlzx5/PHHM73RCZEXvr6+LFmyxP44LCyMhQsXAjB37lxCQ0MJCgrK9rUHDx4EoEWLFqr3U5RdagSq31YuY/KYIZjNZnoPGEa7Tl2znOPs4krg/cH27x2lMekz1anyOjIbmo8AB/b+E6K0KPCcqtzmnaitKK8t8ibdaOLPzX+Tbkgv6q5kodfr8fC4c4/i+PHjOQYqsI5U+fj40KBBg8LoniiD1AhU63753h6o+g4azsyPFudY186znJ99HpWjyp9dnHkFYPJFiFlckC4LUeIUevHPuzk5OWEyObgLqMikJBT/TDea+GtbDHtWH+JmQjKvLxqBzq3ob1VmvP13+fJl0tLSqF27NhaLhf3799O2bVv7ueHh4QQGBtoft27dmkuXLtGgQQMOHDiAk5MTDz74IDNmzKBVq1ZF8ccRpYgagWrtz98yddyzmM1mnnj6eaa993mu8wbzSmNKo+HGwKxlFTxrwJB/ZbRKFCsluvjnvWi1Wvu8FpE3tlBlM336dGbMmFF0Hcog3ZDOX9uP28OUTXEJVRlNnjyZ8ePH4+/vT3R0NHv27GHUqOzr6RgMBry9vTEYDLRt25YOHToQFxfHihUrANi1axetW7cuzO6LUiTVaN0cWclAderEMfoFN8VsNtNvyAuEv7tQ0UAFUOHUghyrqdNpATSR+lSi+JgxYwYzZ860Py5Wc6oKylZJXeRfxpGqopZTmCrOrl27hr+/tfDh9u3b6do16zwTm7i4ODp27EifPn0YN26c/fm9e/fSqVMnIiIiWL16tep9FqWPGoEKILBhY8ZNms3F82eY8vYCxX9PaExpVP1nds4nHJgNjYbLaJUoNsLDw5kyZYp9pEpJiocqk8nE3LlziY2NJTg4mD59+gDwyy+/kJCQwIgRI3JvQOSZi4tLsVn9F7XpCJE/7CvqbjgsNTU10w9VTEwML774Yo7n16pVi8jIyCzPt2/fnl69evHrr7+SlJSEj4+PKv0VpVOqEU7fACUH7U0mk306wPAXJ2KxWFT5EFs3bjHalJyrqZN8AWKWyGiVKDacnJxUmyqjeKgaPXo03t7eBAUFsXr1alasWMGSJUt44oknqFSpkoQqUazs3buX9u3bZ3ouv288DRo0wGw2c/bsWZo1a6ZE90QZoEag+nXZl6z8YQkLvvsNTy9vQJ27AjV8wKPicGiaczV168WL11xPIdSieKhq2rQpY8da65SMGjWK48ePM3XqVKZPn17gtg8fPszFixepUaMGTZs2LXB7QnmtQ5vh4upSYm7/HT582F5rKjY21qEtkM6cOZNtkc/r168D1tWEQjgi5fYtv+wClcViIdWc+/9L7lq3LGFp5fdLmPHq81gsFn75fjHPjHxZuQ5nUMMHyrsDSKV0IWwUn6i+cOFCHnroIX799VfGjx+Ph4cHer2er776iokTJ5KYmJjpfEdX/61bt4777ruP2rVrc/r0aaKjo+nbt6+SXS9xinPxz7tX/dkUx4nqeTF58mTef/994uLiqFChgv359PR0GjRowLlz5/jvv/8KtD2TKBtyC1QAKaZU2v3dO9c2/miyKtNefiu+W8TMV18AYPCIF5n41lxVRqhq+kI5yVKihFPjPVTxmc1hYWGcOnUKLy8vXF2tExPd3NwICwtj8eL81Sw5ePAgrVu3pnbt2gDUrVuXtm3b8scffyjVbaEwZxcnHnikCaM/HEzosw/iXV7ZyYBFpWvXrhiNRiZMmGB/zmKxMHHiRM6cOUPPnj0lUIl7ulegyo+fv/nfnUD1/Dh1ApVGApUQuVFl9V+vXr2yff7JJ5/MV3vXr1+nZcuWmEwmXn31VaZMmUK1atX466+/CtBLURhs4arFw42I3n4crbZkr/YMCQmhR48eLF68mF27dlG3bl2OHTtGbGwsAQEBfPLJJ0XdRVHMqRGofvr6cyImhAHw9AsvMeHNj9QJVD4SqITITaGtwY+Njc13/R7b7UGz2cyVK1cwGo2AdYRAlAzOLk606nofzroir+JRYD/99BPTpk1Dr9cTGRmJq6srEydO5ODBg9SoUaOouyeKMTUC1c2kRBa8Z52z+sz/jZdAJUQRKtTinzdv3sTb2zvTc47MqYqKiqJWrVpUrlzZ/tylS5c4f/58psrXZU1xnlMlhMgs2QBnEx0PVHmZU/Xv8aNsXvszYa9OUyVQ1fIBXwlUopQplhsq3y05OZmYmBgeeOABANasWcPff/9Ns2bNePzxx/PVZuvWrVm7di1BQUHUq1ePU6dOcezYMXr27Klk14UQQhXJBusIlVofYesF3Ue9oPuUb1gClRB5ovjtv8WLF7N69WoMBgOzZ8/m+PHjVK5cmWPHjvHhhx/mu90ePXpgsVjYsmULFotFAlUGRqMRo9EoeygKUQypGagO/rFT+UZtJFCJUspkMtnfN5WmeKgym828+eab6HQ6WrRoweuvv87w4cN5/fXXKV++fIHarl+/Pl26dKFevXoK9bZ08PT0RKfTERERUdRdEUJkoPYI1Z9/7FCnYQ3U8pVAJUqniIgIdDqd4lvUgApzqjZu3MjXX39N27ZtuXDhAj4+PlSvXp0LFy4A1j13MnK0TpXIynY/OOPef2qV3heizEjTw71+Jzk5gWvuieOWAc7eyH+gyq7457IlnzL3rTcAeHbM64x/bbbye37aApVs1SdKKZPJhNlstu/9p+ScKlUmql+/fp3ly5fz999/k56eTrVq1QgJCeHBBx/Mcq6EqvyTiepCqOCHBTBrTO7nTF0AA3Ley66ggSo7Xy/8kPdnvArAyPFTGTPhTXUmpUugEmWEGu+hqoSqpKQk/v33X1q2bHnPc3MLVVevXuWHH37A19eXqlWrUqVKFdlTLQMJVUKo4GYi9G4M1y5lf7xSdfj1KHhnX+RVjUD11YL3+fDN1wH4v/HhjJ4wUwKVEAVUIiqqA/j4+JCYmMirr77KpEmT8l2ks1KlSowbN45WrVrx7bffcv/99yvbUSGEuNu673IOVABXL8Jv32d7KLtAZUo3cWb335iM6fnqjtlsJvrAXgDCXp3OmInqjFAFSKASosAKNFK1efNmHnnkkVzP+d///seoUaNyHI3Ky+2/1q1bExUVled+llYyUiWECgxp8Gjd3Eeq1p8CXeYEcnegMqWbOLcvhpNbDqFPTKb77BE4u+bv59RoMLDlt5U82mdAvl6fq9uByseRQKXQfDMhioNiN1L166+/3vOckSNH2mtWZcdisXD27FmHrte+fXsHeyaEEPmkc4WRU3I+PnJKlkB1M+1OoDIZ0zmz62+2zP6eI7/sQp+YnH0797ArcgPm25VCXXS6og9UACuXQFuv3L9+/VL5fgpRQhQoVP32228sWbKEmJiYXM9r1apVrsfff/99h67n5iaffoQQheCJEeBfLevzlapD3+GZnrqZBrGJkG64HabmLOPIyvyHKYAv5s5m9ODHmPXGGPW248proALr30ul6jkfr1wjy9+PEGVJgSqq37x5k5kzZ3L+/HnKly9Pu3btaN++PR06dKBt27b2GhD3CkObN2/mm2++uecvj7179xaku0II4RidK7wwGWaPzfz8C5MzjVLZApXFAqd3HiFm3b4CX/p/H73Fp+9YS89UqV5T+flTABqo7QveeZ1DZft7yWl15F1/P0KUNQWaUzVu3DjmzZvHhQsX2Lt3L3v27GHPnj389ddfmM1mmjZtSocOHYiOjmbnzuwr/2q1WjQajUOfxjQajZRfyEDmVAmhojQ9PBZ4Z26VfzXYcNoeGpJuBypu/+o6GXko11DlyJyqhR+8ad8cedzk2Tw/blKB/xh309weocpzoLIxpFn/Xq5ezPx85Rrw278SqkSJUezmVL377rsA1KhRg6eeeoqPPvqIffv2kZiYyJYtWxgwYAAXLlzgwIEDubbTp08fzGbzPb969859c9GySrapEUIFrm7WkRebDHOp7g5UAHU7NaPpEw/i5pu/Ks2fvT/THqhenvJ28QxUYP07eD6bvj0/SQKVKBHU3KZGlTpVd3vhhRf44osvsj2m1WrZuHHjPVcRAmzatIlu3bop3b0Sy5aybaZPn86MGTOKrkNClDZpevhunvX7IS+BzjXbQJXR3av+bHIbqco4QjU+/F2eG/O6kn8KQKFAZZOmh+717oxW5bAiUojiaMaMGcycOdP+uNgX/7zbrl27sq2mDtZQZVvhIvJGtqkRonDdK1BllJeSCpvW/MzEsIG8NOVtho1+TdlOYw1UtcuBl+6epzpu2fw7c86mzIeBoxVsXAj1FOttasLDw4tsI9+ZM2cyffr0Irl2cSBzqpS1Y8cObt68yeOPP47ZbGbKlCnMmTOnqLslionENDjnYKDKyJRu4tz+49Rq3RAnl5zXBsWePklA3foF62Q2VAlUkO0onhAlSbGbUwXQrFkz+vXrR2JiohL9cUhiYiIDBw6UCutCUZGRkfbyH4cPHyYgIKCIeySKi/wGKgAnZyfqdLgvU6CyWCws/ewDLl84Z3+uRAUqsM45Gz7B+iWBSghAgVD11FNP8dxzz9G+fXuWL1+uRJ9ytWLFCh566CGGDx9Or169VL+eKDvi4uKoUqUKANu3b6dz585F3CNRHBQkUGXHYrEwb/ZkPpj5GiP6BZOSnP96VrlxJFClG038uflv0g3520JHCJGZInv/9ejRgw0bNvDFF1/QvHlzli1bhl6vV6JpwDqJ7Mcff+T+++/niy++YP369UU2YT0hIYHRo0dTvXp1vL29GTZsGElJScWmPZE/er0ed3d3++OYmBgaNWrk0GvHjh2LRqPh999/V6t7ooioEajmzprE4k/eBuDpF17CwzN/qwVzo9FAnXI5BypbmFrwyvdsXLoLs1n1qbVClAkFKv6ZUa1atdi8eTNr167lzTffJCwsjB49etC1a1c6d+5M3bp189RebGwsO3bs4Pfff2f16tU0bNiQOXPm8OijjyrV5TxLTU0lNDSUqKgoQkNDadCgAd9++y2XLl1i06ZNRd6eyL+9e/fSrl07wPrGp9U69nnjzz//5LPPPuOJJ56ga9euanZRFLJEPZxLQtFA9VHERL5a8B4Ab7w1j8HPv6hM4xnYApVnNoEq3ZDOX9uPs2f1IW4mqDNCJkRZptrqv6ioKL7++mvWrl1LbGwsXl5eNGzYkEqVKuHr64uPjw++vr5oNBoSExNJTEwkKSmJa9euceLECW7evElAQAA9evRg2LBhtGzZUo1u5sns2bOZMmUKr7zyCh988AEA+/fvp23btvz444/079+/UNuTier5l5iYyPjx4+0rT6Ojo2nQoAHu7u4kJCRw9epVGjZsCMC0adOy/VBgMplo27Ytx44dIyYmRuZglSJqBKoPZr7O1wutP+eTZ3/KwOE5VCUvgJwC1b3C1OuLRqBzk98homxR4z20UEoqnDx5kj///JPo6GjOnj3LxYsXSUpKIjU1FYvFgoeHBz4+PtSoUYPatWvTvHlzHnjgAerVq6d21/Kkbt26XLt2jbi4OPsWPABdunTB29vboQ2mlWxPQpVywsLCWLhwIQBz584lNDSUoKCgXF8zd+5cXn75ZWbMmFGmV6GWNkoHKoCvFrzPh29aa09NnjOfgc8pX35Aq7VuPZPdCNXetYeI/CHnau8SqkRZpMZ7qGK3/3JTv3596tevz6BBgwrjcqqIi4vjzJkz9OrVK1MAAggJCeG9994r0vZE/un1ejw8POyPjx8/zksvvZTray5dukR4eDi1a9dmwoQJandRFBI1AhVAz6eeYdUPXzJoxIv0fzYsx/OMBgNROzfSplMozi6OL9nLLVAJIQpPoYSq0uDKlSuAtYTE3QIDA0lMTOT69etUqFChSNorDgwGAxs3biQ0NDRTpffiKOPtv8uXL5OWlsawYcOwWCzs37+fYcOG2c8NDw8nMDAw0+vHjx/PzZs3CQ0NZdq0aeh0Onr37k2bNm0K+U8ilHJDD+dVCFQAFf0r8+Pmg+hccy89YLGYWfn1fCLX/khIjwEOhSut1nrLzyOXD9qtQ5vh4uoic6mEUJmEKgfZVuT5+/tnOebr6wtYRy8cDUFKtpfd/kVFUV3dbDYzf/58fvzxRwYMGFCsw5Wvry9LliwBYPLkyYwfPx5/f3+io6PZs2cPo0aNyvG1e/futZcP+fnnn+3Pz5kzh2nTpslWQSWQ0oHKYrHw3vRXaNi4Ob0HDgO4Z6DKKPF6vEPhypFABeDs4sQDjzShxcON+GtbjIQrUebYqqhnpMbef4qUVCgLnJ2t+TPjsnsbW3BISUkpkvY8PT3R6XSZvoqqyj1AfHw88+fPZ/jw4axZswaDwVBkfXHEtWvX7OHWkfpUs2bNAqBx48b8/vvvnDt3jpUrV1K/fn1mzpzJqlWrVO+zUI4agertKeP49n8fM+PV5zl35t98t2ULV2+/Ppw9W9aQbrzzs+RooMrIFq5GfziY0GcfxLu88uUchCiOIiIisrxP3j31RgkyUuUg219+dvW3bGk3L+FByfZse/9l5GhJADXZwlVxHrlKTU3N9IMVExPDiy/mvMw9LS2NzZs3o9Fo+OWXX+wrBGvWrElgYCDNmjVj8eLF9O7dW/W+i4JLSIULGcrCaUx6Kv5r3Xrlv3ovYXHKW6Vwi8XC7Elj+fGrBWg0Gqa99z9q1Sn4gpvEBGu4StPrCX78qXwFqowyjlxFbz+OVqspcB+FKM7Cw8OZMmVKpudse/8pSUKVg6pVqwbA2bNnsxy7evUqAOXKlSuS9lxcXIr16j9buNLr9Tz11FNF3Z1M9u7dS/v27TM9p9Hk/Abz33//YTAYaNOmjT1Q2TRt2hQ/Pz9OnjypSl+FcuLj40lKg2Rnv0zPlz+7mKp/TwTA7OzF9UDHV+mZzWZmTxrL8qWfodFomPnhYvoMek7RfoN1hKpuOXC/60c+P3ManV2caNX1PsX7KERx4+TkVChTYop+OKOE8PPzo3r16hw4cCDLsf379wNQuXLlImtP5M/hw4ftt/tiY2Np3rx5rud7e3sDUKdOnWyPp6enF7vROJFZWloaWyK3snfnVtKNafbnNSY9lU7c2UC70onZaExp2TWRhdlsZtYbo+2B6s2Pv1Q0UPmW96Pv0DF0frR3toHK1oeSdNtdiNJIQlUedO/enZ07d3LixAn7c2lpaaxcuZKgoKBsJ50XZnvFlZ+fH2PGjCmWt8Refvll+35/AQEBhIXlvNwdrKEqICCACxcuZDl24cIFbty4wX33ySf/4spisbB1x25Skm9hSL3F2cO7sZXqK392MS6pF+3nuqRepPzZxQ61G7n+V376+nM0Gg0Rc7+i94BnFemvbwU/+g4dyxvvLeHBR3rSwF+XbaDKqKTNaRSiNCmyUHX9+nWWLl3KCy+8QI8ePXj44Yfp27cvYWFhzJ8/n/j4+KLqWo7GjBmDVqtl8ODBXLhwAb1eT1hYGJcuXWLIkCFF3l5x4+fnx9ixY1myZAk9e/YsNSM4/fv3Z8+ePZm2EjKZTPZ6VXmtrC8Kz4HDMVy+EGt/fONKLFdjY9CY0jKNUtn4n5jj0GhVl+59eW7MBN6at5Re/YcWuJ/2MPXuEjp06YGrqy7HEaqcSLgSovAVSkX1u0VGRvLss8/SsmVLatWqZV+9lpKSQnJyMidPnuTo0aN8//33BAcHF3b3cjVv3jzGjx8PWOcypaWl0aZNG3bu3GkPDYcOHWLFihWEhIQQEhJS4PZyUtwqquv1evr06YOfnx8DBw6kW7dupSZIZfTff//RsWNHTp06RZ8+fahatSrbtm3jyJEjPProo/z222+5zssSRePUxXh2bl6HxZJ5WbVGo6VNrRQaH89+/tTFFgu4HmgtsZFxIvu1ui9iNGsdKpVw/loSa6JOc/n6LapW8KJn67rU9PfJcp61+Ocm2nTqZi+h4HR7Uvq9ApXt5y8nI0aMKHZzGoUoSiW2ovrdfv75Z44fP57rrPv4+HjeeOONYheqxo0bR6tWrZg7dy5xcXF069aNCRMmZAoP0dHRzJo1C2dn53uGKkfaKym0Wi1jx44ttWHKpmLFiuzZs4d33nmHlStXsnbtWipXrsz48eN58803JVAVQ1cS0/hj59YsgQqsBTePxqYQiDuupGY57n9iNgm1h2Nxcs00kX31ryv5+i9f5n75K65ubjlee23UKd7+eT9m853Pr99vj+GNJ9vQo3XmorIuOh0duvSwP3bSQt3y4CZLioQoEYpkpOqTTz7Jddm6zccff8zLL7+sfodKqOI2UiVEcfRfCpy7nsaxXasxpN7K9hwv8zV6pc3INlSBdbQqofZzNNxYzz7v6kICNIjQMu+7zbR9MPsPT+evJTHo/XWZApWNVqth2WuPZztiBXkPVDmNVPn5+RXbkiZCFKVSM1J1/PhxvvrqK3r27EnFihWzHI+Pj+eHH37gzz//LILeCSFKi/9S4NJNcHZxJfD+YI7vze72n4Za7Qdx0ndMzg1pnLJMZK9RHlZ/PIzKOQQqgDVRp7MNVABms4W1UacZ1b1FlmNKjFCV9tvwQhRHRRKq3n77bV577TVGjx6NRqPB3d3d/kN/8+ZNNBoNvXr14qOPPiqK7pU4tmKhRbE1jRDFlS1Q2XiW86NGo9acP7Yv03k1GrXBo2LNTAXV754D1btVdRoczzqRvZPrJv4xpeVYJPTy9exHxuzHs9kqpqCBSsKUELmzbVmjxjY1RRKqvL29+fzzz/n44485ceIEV65c4fr163h5eVGlShVatGght7PywDY3bfr06bLvnBBkDVQ2lQIacfO/OG5csa4ALFc5gEoBjTKdk90cKI+YeTxa+yJ306VeoPzZJfaJ7HerWsEr135WvWubmIIEqrIyp1GIgoqIiGDmzJmqtF0kc6ocpdfrcctlAmhZZ7sfbNumRkaqhID4FLicTaCySTda51cBNH6wF84ud0aZ7p4D5aoxMLbqesZXW4Ovc/bzrQzuNfgn9N9sR6vyMqfKWQt1ZFK6EKrLOFLl6emp6JyqYl3884033ijqLpQItm1qJFCJsu5egQruzK8KvD84U6CCrHOghlbaxoxay3MMVHBntCo7Nf19eOPJNln21tNqNUx6sq0EKiGKgJOTk2rbuxXJj/CuXbswm7Mubb7bzp07C6E3QoiSyFYg2M/Pun+fI4HKxrOcX7bPZ5wD5aox8Gq11fbHlwzlmWD+ljcGdM76Qk3OH2h6tA6keW1/1kad5nJCMlXLe9IjQ50qCVRClB5F8mP83Xff8fPPP+Pllft8g+y2AhFCiLS0NLZu3YoFC488Hkpiuo4r2cwJd9e65aluWMY5UEMrbaO6a4L9cTVdAj1cdmFx7p7n/tb098l2lZ8EKiFKlyL5Uf7www/x8fHhnXfeyfW8AQMGFFKPhBAlhcViYffu3dy6ZU1RU1fNZUGFXZBNdvqjySo8nNwdbrtn67p8vy0GZzKPUtn01nzNKdP0HFf7OSL5hnWEzbeCnwQqIUqZIplT5e7uTu3ate95Xrdu3dTvjBCiRImJiSE21rp6z4KFB/Q16ZJcP8t5TiYt5/ccx2RMd7jtKuXcqX3zT4b6R2YapbJxN1zMcf6UI9KNaZw6tJXTf22lumeaBCohSplivfpP5E4qqouyJj4+nnXr1mWZk5mOidn+v3NWdx0nk5ZWJ2vT+e+G+Ka40332CJxd7/3zYTQYmBA2kJ2bVnLqTSdq+JoyHTeYtGw8V52QhnCm+8k8j1ZZLBZOHdxqL+cQEBBAcHCwbGskRBEp8RXVDQYDWq0WZ2f5eCaEyBvbPKrsFrk448So6x1Ze+M47f6uh2+K47f8wBqoXv+/AUSu/5UXg52p4Zt1dMts0TD/SGN+PJlKaHI4Tfq9RVpyEpDzxPeMrsbG2AMVQGxsLDExMTRu3DhPfRVCFF+FevuvRYsWTJo0KcfjCQkJPPfcc7Ro0YL333+/EHsmhCjpfJPdefRg0zwHKrDWrUm+dROdqytNnl/B371vZfk62uMKAPF6d75bf5j3J4/k2J51nDq0lXRjWq7tJ9+I50JMVJbno6Ki7KsYhRAlX6GGqscff5x33nmHtLQ0UlOz1n0ZPXo0p0+fZtasWURGRrJ169bC7J4QohhzdXWlWbtgNJqsv7YsZguJh01YHJ8+lYmbuzvzlq5m8YqttO/SC4uzZ5YvnDNXP29Yry4azBhSb3Fwy88YDdkHq3RjGqf/2pplz0EAs9nM1q1bSUvLPZQJIUqGQg1Vnp6ejB8/nnLlylGuXDmmTZtmP5aWlsYvv/zCzJkzefzxx/n+++/5/vvvC7N7JZbRaMRoNGIyme59shB5ZDAYWLNmDQaDoUj7cSUZDDrr/n02lts79iWdTMd4M2/TQw1paaz56Rts00rdPTxo/kB7h15bv359atasicViwWKxoDUb2Lf552zPdXGylk4QQhQPJpPJ/r6ptEL9UddoNERFRTFu3Dj+7//+j2+//ZbVq63Lli9dukR6ejrNmjUDoFy5cvesYyWsPD090el0REREFHVXRClkNpuZP38+w4cPL7JwdSUZrt6uQ1UpoBHlKgcAoEHDAdfzLKt2kESPnKue382QlsYrI/ox5cWhLPzgzTz1pXz58rRo0cJ6fY3GPtHcFYO9XIKNixM0qORKSHAwWm3WX7darZbg4GBcXfNfokEIkTcRERHodDr7vrlKKtRQdf78efbs2cM777zDvHnzOHjwIBs3bgQgLi4OsP7CspEVbY5JTk7GYDAQHh5e1F0RpVh8fHyRhKsrt+4EKrAGmdrNOqJz98LF3ZPBHV9i3pMf0XfqCzTs0xZXX49c20vT6xk//Al2/L4OVzc37m/T0eG+uLi40KFDh2wDkkZDpvlVLk7WzZF1Ttaq761bt87ymtatW9srwgshCkd4eDgGg4Hk5GTF2y7UUOXv75/pcbly5fDxsW7VYPsFnXF5sVR7cIzs/aeMHTt2sG7dOsA6OpPbooqyrDDD1ZVbcDWb33u2/fvq3R+Ct5svHk7ueLl60fCh++k6+WmaPvEgbr5ZP4Wm6fW8/Fxfdm75DTd3dz75Zi3tOnVVvN+6DIHKplGjRgQEBNgfBwQE0KhRI8WvLYTInZp7/xVqqIqNjeXUqVP2x2vWrLGHqJs3rZt2ZfwFLatiRGGKjIykVatWABw+fDjTG6DIyhauVq1apUr7OQUqG89yftmWMnBydqJOxyZ0mTyYpv0eQnN7M+M0vZ6XnuvD7q0bcHN359Nv1tHuoS556pPRaOTw0WNk93FPo9ESeH8wHm6u1LkrUFmPa+jYsSNeXl54eXnRsWNHqVElRClTqAWjnn32WRo1akTFihVJTU3FycmJ/v3788knn/Dxxx/zwAMP8MMPPzB06FBWrFjhUNV1IZQSFxdHlSpVANi+fbtU9C9C9wpUjnBydqJOh/sA68jjy8/1Zc/Wjbi5ezD/23W07vhwntrTaLT0HTqWNp268d/Ffzl/bF+m4zUataZ8Rb9sA5WNq6srwcHB9u+FEKVLoY5UhYaG8ttvv9G2bVt69erFnj17mDlzJjVq1OCHH35g165dfPzxx7Ro0YIJEyYwbty4wuyeKMP0ej3u7nfqG8XExGR7a+bs2bP2yck5fQ0bNqwQe150/Pz8GDNmDL1791a03TgFAtXdtFotXR5/Ag9PLxZ891ueAxWAi05Hhy49cHbRZZosD1CucgA16jbKNVDZ+Pn5yTwqIUqpQi9t3rVrV7p2zTyHoW/fvvbvt2/fzpYtW+jQoUOmSetCqGnv3r20a9cOsM7ly24iMljnAU6ZMiXbY5cuXeLLL7+kUqVKqvWzOPDz82PgwIF069YNnU6naNtxt+Ca8nNHAXhyyAsEh/amon/B/31sk+WP7foPgAb3dySwggYXmdYoRJkme/+VYLL3X/4lJiYyfvx4+5Yn0dHRNGjQAHd3dxISErh69SoNGzYEYNq0adStW/eebYaFhbF06VL+/fdfqlevrmr/C5Ner6dPnz6qhilQPlClpqTwwczXGP36TCr4+d/7BfmQfCMeFydoVsdPApUQJYwa76FFEqrWrVvHF198wb///kuVKlUYOnQoQ4cOLexulHjFPVTZFhqUhFsdYWFhLFy4EIC5c+cSGhpKUFCQw6+PjY2lfv36vPjii3zwwQdqdbNIGAwGNm3apFqYArh8E+JTlGsvJTmZF4f2JGr3Vlq07sDS1btUmRTu6gx1yiGBSogSSI330EKv8zt27Fh69uzJ+vXrOXv2LJGRkTz33HMMGjSosLsiVGTb/LYkbMGh1+vx8LhT2+j48eN5ClQAb731FjqdjjfeeEPp7hU5nU5Hjx49SlageqYHUbu34unlzSvT3pNAJYQoFIU6p+qbb77h0qVLnDhxgvr16wPWN999+/bx6aefsmjRIp5//vnC7JJQgcViYffu3dy6Za3YuHv3boKDg4vV8vGMt/8uX75MWloaw4YNw2KxsH///kyTzcPDwwkMDMyxratXr/L111/zwgsvZKnFJnKnRqAaO+Rx/ty7HU8vbxb+sNHhrWeyc/5aEmuiTnP5+i2qVvCiZ+u61PT3kUAlhMhWod7+Gzx4MN9++22Ok4CHDx/OkiVLCqs7JZ5t6DI5ORkXFxe0Wm2xKAB67Ngx9u3LvNy8bdu2NG7cuIh6lLvJkyczfvx4/P39iY6OZs+ePYwaNcrh17/11luEh4dz7NgxKeaYB5duwn+KBqpbjHn6cQ78sQMvbx8++2EjzVu1y3d7a6NO8fbP+zGb7/yK1Go1hPdvw0uhgRKohCihTCYTZrMZo9GIp6dnyb39V7NmzRwDFWCvri7ypjjt/RcfH09UVFSW56OiooptMddr167ZR5i2b99O586dHX5teno6CxcupEuXLhKo8kDpQAUQMSHMHqgW/riJCrUas+C3vwj/dhcLfvuL89eSHG7r/LWkLIEKwGy28Nby/cTmoS0hRPFSavb+0+v1BTousldc9v6zzaOyrajLyGw2F8v5VampqZl+sHKqT5WTdevWcfHiRbltnQdqBCqAsRPfokHjZnz+42bOmfwY9P46vt16jC3R5/h26zEGvb+OtVGn7t0QsCbqdJZAZWMyW/hmx2kluy6EKESlZu+/1NRUduzYke2xnTt3kp6eXpjdKTVk77/827t3L+3bZ55zk5e5Xz/88ANubm706NFD6a6VSheTlA1UGWcvVK9Vm+W/H6JczaAcR5ne/nm/QyNWl6/fyvX4uXiVimkJIVSn5t5/hTpRferUqbRv356QkBDq1auHm5sbcXFxxMTEEBUVxZ9//lmY3REKs23BsW7duiyjVVqtluDg4GK3Ncfhw4cZOHAgYC2L0Lx5c4dfm5KSwpo1a+jWrRteXl5qdbHUuJgE11OVa+/WzSTGDe3FkJEvE/JYH8D6/9nqqFOYNAZcnQ2Mqvw7AAuuPILB4oIJmL58BzOeeohalXxzbLtqhdz/PWv5KX/bQAhR8hVqqKpVqxYbNmxg6NChfPfdd/bn69Spw/r166lTp05hdkeowM/Pj9atW2eZqN66detiWa/q5Zdftn8fEBBAWFiYw69dv349ycnJmXYEENlTOlDdTEpk1KBHOXzgD06fjKFdp0fwuH0b90JCAsmDvuPZG+d5K/44ANdbHuYz35oA/AkM+vg6k/p2pEfr7Fd19mxdl++3x2R7C9BJq+GZTvcuBiuEKHsKvU5V06ZNOXToEPv27WPZsmVs376dkydP0qZNG7Zs2VLY3REqaNSoEQEBd/ZFCwgIKJWTuDdu3AiQp4ntZdEFFQJV2MBQDh/4A59y5Vnw/Xp7oAKoUsELV7OJSQln7M9Nvn4GneXO6Om9bgXW9PchvH8bnLSZbwU7aTV8OqIt9arIohohRFbFapuadu3a8ccffxR1N0qM4lxRPS0tjdWrVwPQq1evYnfbTwmBgYGkpKRw+fLlou5KsXUhCRIUDFRJiTcIGxjK34f241u+Av9b/juNmt6f6ZyTV66y5Xhn5t8epbIZ7R9kH63yXPY0GpMLzwQ3ZlT3Flmu4+ZirUN19moS3+w4zbn4ZGr5efJMp7qKBCqLxUKKKfeFOR5ObsWqtpsQpY0a76Gq3f4bMGAA165dc/j89PR0mVNVitjmV9m+L23OnTvH6dOneeKJJ4q6K8WWKoFqQDf+/isK3/IV+OKnLQQ1aZHlPK05LdMolc2khDMs9qmOQXNngP5yQtYJ57ZA5ayFelV8mNk/6zUKKsWkxyuyd67n3ApZhaezu+LXFkKoR7VQdfToUW7duuXwPKliNGAmFFIc51AppVatWvL/bC6UDlQAP329kL//iqJchYp88dMWGt6XdVGBxqSn1h/PUMOctXRHzfQ0hiddZOHt0SqAquUzTzjPGKiEECKvVAtVFSpUIDIykkqVKjn8mg4dOqjVHSFEITmfBDcUDlQAz42ZQEL8NXoNeJYGjZtle0750wupbt6eYxuTE86wxKc6YK2O3qP1nQnnbi5Qtxw4SaASQuSTaqFq+vTpeQpUQLGoCF4SGY1GgGKzTY0ou5QOVEmJN/Dw9MLZ2RmtVstrMz/I8VyNSU+VmBm5tmcbrfpOq2FS37bU9LfOj5JAJUTZkXGbGqWp9iukS5cuhfIaUby2qRFll9KB6sb1/3i+XzCTxwxxqDBw+bOLcTImZnruZb8GeNYNyfT1pXc1vnrpUR6/PUrlLoFKiDJFzW1qitXqP5E3xXVDZVH2nEuERAV3mUr4L56R/bty4mg0Ffwq8d1v+6heq3aO52tMaTTcGIhL6sVMz18wVKDZ4XcwWFzQajW81rc1oS1r4661rqxzvz2HqrADVXJ6qkxUF6KIqLmhcqEW/xTqUKvcvhD3YrFYR6iUDlQvPNWFf44dpqJ/ZRb9HJlroALrKNXdgQqghu46s5sf57DPEHq0rmu/3QcUWaASQhQtJycn1QYgJFQJIfJFjUB1Pf4aLzzVhZMxR/CrVIXFK7ZSp35Qrq/RmNKodGJ2jseH+/zIP6GzsDjdKe0hgUoIoQYJVXmQkJDAlClTWLVqFUlJSfTr14958+bh45P/YoAtW7bk0KFDWZ7v3Lkz27ZtK0BvhVBPcQlUkPMolY0u9QLlzy7heuAooHgEKg8nN26FrLrnOUKIkkVClYNSU1MJDQ0lKiqK0NBQGjRowLfffsulS5fYtGlTvto0GAwcPXqU4ODgLOUkZB9EUVypEagAzvx7nHNnTuJfuSqLVmylTr2GDr0uofZwEgKezf0kjXWo30MHtX2LfoRKo9HIfCkhSiEJVQ766KOPiIqK4pVXXuGDD6zLuocMGULbtm1Zvnw5/fv3z3ObR44cwWAwMHLkSAYOHKh0l4VQnFqBCqBVu4f45Ju1VKlWk9qBDRzvk4MjOh466wiVNredX9L1cGSe9ftmL4FT6dsNQAihnjK9+u/mzZt4e3vnek5KSgqurq7Ur1+fa9euERcXl2kZZpcuXfD29ubXX3/N8/W/+OILRo4cSUxMDEFB977NcbfivPefKH3UCFT/XbtCUuINh0el8suhQAVwZD7sHGv9vtN8aDJa1X4JIYqOGu+hZXaaZkxMDIGBgaxcuTLHc/R6PT179mTUqFGcOXOGkJCQLHUtQkJC8j336cCBA/j4+NCggeOfyoUoChaL8mUT4q/GMeKJYEY88TBnTh6/9wvyyeFAla6Hg3PuPD4wG0xZt7sRQoiclNlQVbt2bRo3bszAgQNZunQpYWFhBAQE4O3tTZs2bVi6dCl9+/Zl+/btVK9u3daiWbOsW2MEBgaSmJjI9evX89yHAwcO4OXlRZcuXfDx8aF8+fL07NmTAwcOFPjPJ4RSLHo95+OSuXkjGU1qDl+GvKWta1cuM6JfMKdPxuDk7IyzSiOtno4GKoCYxZCcYcJ78kXrc0II4aAyO6fK3d2dNWvW0LVrV4YNG4a/vz/Dhg2jUqVKREZGMmzYMAC+/PJLAgMDmTFjBv7+/lna8fX1BeDSpUtUqFDB4esbDAYOHz6MwWCgZs2aPP/888TFxbFixQo2bdrErl27aN26tSJ/ViHyy2KB68uWUOvDMbmed3HcAq73GuVQm1fjLjGiXzCxp/6hSvWaLF6xlZq1A5XobiaeOqhdzsFAZUrLPEplc2AONBohc6uEEA4ps6EKwNvbm8qVK1OrVi327dtHlSpVAHjttdeYM2cOkydPJigoCNu0M3f3rKt1dDodYJ17lRdxcXF07NiRPn36MG7cOPvze/fupVOnTkRERLB69WqH2spu/yKpri4KynbL72bXEfh8PRuX+OzLFhj8a5Dw6HCH2rxy+SLP9wsm9vRJqlavxeJftlIjoO69X5hHeQpUkHWUyib5AsQsgSaOBUYhRPFkq6KeUYna+68kiI+PZ+3atbz11lv2QGXzxhtvUK9ePb755hv7PCq9PustDts/isFgyNO1a9WqRWRkZKZABdC+fXt69erFunXrSEpKcqgt295/Gb9kH0BREBYLxCZCUhpYdK5cHTQ5x3OvDZqMRXfvkZyrcZfsgapajQAW/7KteAQqU5p1/lROZG6VECWebb+/jF9q7P1XpkPV6dOnsVgs3H///VmOaTQamjdvzpkzZ6hWrRoAZ8+ezXLe1atXAShXrpxi/WrQoAFmsznb62UnOTkZg8GQ6Ss8PFyx/oiyxRaobmbIEQmPjcDoVz3LuXkZpXJz98Dbp1yGQKVMLTaNQW+f2+VtSqa2LhltajKkZPhKy2XOV06jVDa20SohRIkVHh6e5X0yOTlZ8euU6dt/lSpVAuD8+fM0adIky/ELFy4QFBSEn58f1atXz3YC+f79+wGoXLlynq9/5syZbIt82ia9Zzcylh3Z+08oJbtABbbRqklU/2RspuevDZzk0CgVgI9vORb+uInkm0lUrVFLqS5Tfv0Sqn+S+5wvpi6AATncwgsaDg0dKx4qhCiZ1NzvL6MyPVIVEBBAkyZNePfdd7m7XNeuXbvYv38/jz76KADdu3dn586dnDhxwn5OWloaK1euJCgoKNtJ7LmZPHkyDRs2zLJqMD09nc2bN+Pk5ETDhurW7hEio5wClc3do1VGv+okPDaC89eSWPDbX4R/u4sFv/3F+Wt3blvHXTzPiu8W2R/7+JZTNFDZ+pXun3UUza5yDeiby2iasxu4eOb+5Sxbxggh7q1MhyqNRkPTpk3Ztm0bjz76KDt27OCff/7h888/p2fPnlgsFnuwGTNmDFqtlsGDB3PhwgX0ej1hYWFcunSJIUOG5PnaXbt2xWg0MmHCBPtzFouFiRMncubMGXr27GlfWSiE2swWOHsj50AFYNG5cXXQJPvjq4Mmsyb6AoPeX8e3W4+xJfoc3249xqD317E26hSXL5zjub6dmfnqC5mCldI8vVzRvpDznC9emAwOjqYJIURBlOmK6hMnTuTdd99l6NCh7Nmzh3///RewDhMOGTKEbdu2odfr2blzJ/Xr12fevHmMHz8esN5yS0tLo02bNuzcudO+ChDg0KFDrFixgpCQEEJCQnK8fs+ePVm7di0NGzakbt26HDt2jNjYWAICAti1axc1atTItf9SUV0owWyB2Btwy4G1FhqDnoorrdu4RD/0HAPm/o7ZnPVXiFYDHvs+Iu7En9SsHcjiFVupUr2mwj0Hb1cI8AWNMQ0eC4Srd82NqlwDfvtXQpUQIgupqK6ggwcP8t577zF+/HiWLl3K8ePHOXr0KLt27eLKlSt89dVXbNmyBScnJ1599VUAxo0bx44dO+jXrx9t2rQhIiIiS6ACiI6OZtasWezYsSPXPvz0009MmzYNvV5PZGQkrq6uTJw4kYMHD94zUAmhhLwEKrCOVsUPmED8gAms+utitoHK1u51j0Bq1anH4l+2qRuoNFhD0/OTSNc482fFTqRrbk8XfX6SBCohRKEp0yNV27dvp1OnTmg0Oa+9Pn78OOXLl8/XRHS1yUiVKIi8BKrz15JYE3Way9dvUbWCFz1b1+V/Gw+zJfpcjq/RXTvCj3PGUrlqLvOd8ilToALSjSb++v0Ie77exE0nH14/8hI6P39Yf0pClRAiW2q8h5bp1X+dO3e+5zn52ehYiOLONocq2YFAtTbqFG//vD/TqNT322No26Bqrq/r0b276oEq3ZDOX9uPs2f1IW4mJIOTz50TZS6VEKKQlelQJURZlJdAdf5aUpZABWA2W9h34jIajXXV4N20GhgQ3FyZDmfg4wq1fMFkvCtM3W1sBDwxQvHrCyFEbsrsnKrSxGg0YjQaMZlMRd0VUczlJVABrIk6ncu8KQvtGlZFe1fpcq1Gw6Sn2lHT3yfb1+WXLVBpNBC16Qgbl+7KPlABPDNeRqmEENkymUz2902lSagqBWzb1MjWNCI3eQ1UAJev38r1uCY9jWYJGxnQMZCuLQJ4Jrgxy15/nMdbK7v9TMZAJYQQBWHbskaNbWrk9l8pkJycjIuLC1qtZGSRPbMFztyAlLxtUUnVCl65Ht+/+Wdu7FpKBTd4a95X+e5fbrILVK1Dm+Hi6pLz7T8hhMhBeHg4U6ZMwWg0Kh6s5F24FLBtU1MYJfhFyZPfQAXQs3XdLLf37jRsIjF6LYENGjM+/J0C9TEnvm7Zj1A5uzjxwCNNGP3hYEKffRDv8sp/4hRClE5OTk6qbe8moUqIUqwggQqgpr8PbzzZJmuwMpvQ711E3Wp+LFqxlYr+ypcc8XWDmj653/KTcCWEKE7KdJ2qkk7qVIncmMxwNjH/gSqj89eSWBt1mn/PXSZq888kHl5HYHV/Fv0cSQW/vO176QhHAlV20o0morcfp3mnhjjrZHaDECJnaryHSqgqwSRUiZwoGahsLBYL/bvez4mj0dRv1JQvftpSrAKVEELkhWxTI4S4J5O5YLf8cqLRaJgz/zvad36k2I1QCSFEcSAjVSWYjFSJu9kCVaqC5VeMBgMud+1vqQYJVEKIwiQjVUKIHKkRqP49fpSeHRuyf9dW5RrNhgQqIURpIKFKiFJAjUB1MuZvRvQL5tL5s8x/bxpqDWqXc5fCnkKI0kFClRAlnMkMp28oG6j+iTnC8/2CSUpIoNfDT/Pxol/QqJB6yrlbR6iEEKI0kDXHpYBt/yKtVisFQMsYW6DSKxmojh3m//o/Qv2KjenatRceLp54+5RT7gK3SaASQhQFk8mE2WyWvf9E9mTvv7IpXYVAFRN9iE9fmcTwh16mV5tBeLioU0xTApUQoqioufefrP4rwWwrFzLu/ScjVWVD+u05VEoFKpMxnXP7jnNgZSQ6sq706z57BM6uyqyOKe8ONe4RqOLj4wHw8/NT5JpCCGGTcaTK09NT0dV/cvuvFFBrDyNRPCkdqABO7zxCzLp92QYqJTkSqNLS0ti61brasFevXri6uqraJyFE2eLk5KTaAITc/hOiBEk3w+kEZQPVhdgzqq3sy8iRQGWxWNi9eze3bt3i1q1b7N69u1D6JoQQSpBQJUQJYQtUaenKtXks+gADurVk+YZFNOnbETdfdeZQVXAgUAHExMQQGxtrfxwbG0tMTIwqfRJCCKVJqBKiBFAjUB39609e6N+Vm4k3+Od4NFVbBtJl8mCaPvGgouGqgjtUdyBQxcfHExUVleX5qKgo+xwrIYQoziRUCVHMqRGo/j4Uxcjbger+Nh35bNkG3D08cHJ2ok7HJoqFK0cDlW0eldlsznLMbDazdetW0tLSCtQXIYRQm0xUF6IYUyNQHT64j7AB3bh1M4n72z7Igu9+w9PLO9M5tnBVq20jzu0/jkab98KfjgYqIYQoLWSkSohiymhSPlBFH/jDHqhatnuIz75fnyVQZeTk7ESdDvfh5JK3z18VPfIWqFxdXQkODkarzforSavVEhwcLKsAhRDFnoQqIYoho8laNkHJQAVwLe4SqSnJPNC+Mwu++w0PTy9lL4A1UFXLOaflyM/Pj9atW2d5vnXr1lKvSghRIkjxzxJMin+WTmoFKps/dm6hWct2eKhQTTi/gcrGYrGwdetW+wrAgIAAgoODVdl3UAhRNqlZ/FNGqkoB2aam9FAjUEUf+IPLF87ZH7d7qIsqgcqvgIEKQKPR0LFjR7y8vPDy8qJjx44SqIQQipJtakS2ZKSqdFEjUB3ct4vRgx+jfEV/vlq1k8pVqyvXeAZ+HlC1gIEqI9mmRgihFtmmRuRKtqkp+dQIVAf+2MnowY+RmpJMs1bt8PEtr1zjGSgdqEDClBBCPWpuUyOhSogiZlvlZzAp1+afe3cw5unupKYk077zI8z9ahVu7u7KXeA2f0+oovxcdyGEKJFkTpUQRcigRqDas90+QtXh4W4SqIQQopDISJUQRcRggjMKB6pD+3cz+unu6FNT6BAcytwvf8XVzU25C9wmgUoIIbKSUCVEEVAjUAHUqlOPajUCqFojgI+/XKlKoKrkCZUlUAkhRBay+q8Es63+U3LlglCfWoHK5nr8NTy9vEtkoPo3Lomvt5/mXPwtavl5MbRzXepVkb1uhBDKU+M9VEJVCSahquRRI1D9seN3rly+SO8BzyrXaDbUDlTf7DjFi0v2YzLf+ZXkpNXwyfA2PNMpUL0LCyHKJDXeQ+X2nxCFxDYp3ahgoNqzbRMvDeuNIS0N/8pV6fBwN+Uaz6CSF1RWvk6e3b9xSVkCFYDJbOHFJftp38BfRqyEEMWerP4TohCkpSsfqHZv3ci4Z3uRptfT6ZEePNC+s3KNZ6B2oAL4evvpLIHKxmS28M2O0+p2QAghFCAjVaWA0WgEkIrqxVRaurWwp5KBalfkBl4d0Y8WtdriHViRd//3Ay46nXIXuK0wAhXAufhb9zierH4nhBBlQsaK6kqTkapSQPb+K77UCFQ7Nv3GNxHvMfbRqfRqM4jZn35TogMVQC2/3Cdr1fIrpI4IIUo92ftPZEv2/ivelA5UJmM6h9Zu5/imKHw8ytmf7z57BM6uyi5UqOxlnZheWP6NS+KBN9ZlewvQSavhz7cflzlVQghFqLn3n4xUlQK2vf8kUBUfSgYqkzGdM7v+ZsucZVzadTJToFJDYQcqgHpVfPhkeBuctJpMzztpNXw6oq0EKiGEYpycnFTbM1fmVAmhMNuk9HSzMu2d3nmEmHX7cjxuNBrYv2sDbTqF4uxSsNuARRGobJ7pFEj7Bv58s+M05+KTqeXnyTOdpE6VEKLkkJGqfNi6dSvOzs6cPXu2wG0lJCQwevRoqlevjre3N8OGDSMpKangnRRFQq9woAI49c+xXI9bzGZWfj2ftycMZ8+WNaQbDfm6TpUiDFQ29ar4MLN/C74c3ZGZ/VtIoBJClCgSqvLo3LlzDBgwAJOp4Pd1UlNTCQ0N5bPPPqNp06Y899xzrF69mieffFKBnorCpk+3FvZUMlBt3bCK8DkvsHr/MkxOuTeceD0+3+Gqipd1Pz8hhBD5J6EqD44ePcpDDz3EtWvXFGnvo48+IioqildeeYUNGzYwb948NmzYwObNm1m+fLki1xCFQ41AteW3lbz6/JOkpaVS4b5qdH9zBE2feBA339zTjz1cve5YuJJAJYQQyijToermzZv3PCclJQWTycSFCxfo2LEjPj4+jBw5UpHrL1q0CC8vL9588037c23atCEkJITvv/9ekWsI9akRqH5f9wuvj+xPeno6j/W1lk1wdXOlTscmdJk82LFwlWANVzs3rcrxnKreEqiEEEIpZTZUxcTEEBgYyMqVK3M8R6/X07NnT0aNGkV8fDzdu3dn165dVK1atcDXj4uL48yZM4SEhGSplRESEsK2bdsKfA2hPjUC1aY1P9sDVfcnBjPrk69xdr6zpsTJ2elOuOr3EJq7Vsw5qqo3+Hko1WshhBBlNlTVrl2bxo0bM3DgQJYuXUpYWBgBAQF4e3vTpk0bli5dSt++fdm+fTvdu3enadOmfP/99/j6+ipy/StXrgDQrFmzLMcCAwNJTEzk+vXrilxLqEONSem3bibx1sQwTCYTPZ4ckiVQZeTk7ESdDvfh5JL9cd/yfvQdOoaHuvXOckwClRBCKK/MllRwd3dnzZo1dO3alWHDhuHv78+wYcOoVKkSkZGRDBs2DIAvv/ySPn36KH592wo/f3//LMdswe3SpUtUqFDhnm1lV2pfCoGqyxaoTAoGKgAvbx8+/XYda5Z/zRuz5uXr39C3gh8hPQbSplO3bEssVPOGihKohBBliK3gZ0ZqbFNTZkMVgLe3N5UrV6ZWrVrs27ePKlWqAPDaa68xZ84cJk+eTFBQkCrXto0+uLu7Zzmmu73lSEpKikNtZVdqf/r06cyYMSP/HRQ5UiNQ3bqZhJe3tXxAs5ZtadaybZ7buFeYAglUQoiyKSIigpkzZ6p+nTJ7+w8gPj6etWvX8tZbb9kDlc0bb7xBvXr1+Oabb1S5ti0I6fX6LMds6dlgcGxJfHJyMgaDIdNXeHi4cp0VdmoEqt9WLqN727ociz6Qr9drNFr6Dh3LG+8uoUOXHhKohBDiLuHh4VneJ5OTld+ovUyPVJ0+fRqLxcL999+f5ZhGo6F58+acOXNGlWtXq1YNINsColevXgWgXLlyDrWlVrl9kZkagWrdL98zZewzmM1m1q74lsbNW+W5DRedjg5deuR6TnUfqJB1UFQIIcoEJyenQpkSU6ZHqipVqgTA+fPnsz1+4cIF+zlK8/Pzo3r16hw4kHV0Yv/+/QBUrlxZlWuLvFMjUK39+Vt7oHri6ed5bcYHyjWegQQqIYQoHGU6VAUEBNCkSRPeffddLBZLpmO7du1i//79PProo6pdv3v37uzcuZMTJ07Yn0tLS2PlypUEBQVlO4ldFL5Uo/KBas1P3zB13LOYzWb6DXmBae99jlar/I+jBCohhCg8ZTpUaTQamjZtyrZt23j00UfZsWMH//zzD59//jk9e/bEYrHQsGFD1a4/ZswYtFotgwcP5sKFC+j1esLCwrh06RJDhgxR7brCcalGOHND2UC1evnX9kD11ND/I/zdhaoEqhoSqIQQolCV6TlVEydOZNmyZQwdOpQ9e/bQuXNnwHrvdciQIWzbto3HHnuMnTt3Ur9+fYfbPXToECtWrCAkJISQkJAcz2vevDkffPAB48ePJyAgABcXF9LS0mjTpg2vv/56gf98omBSjXD6BpgVDFQWi4XffvkOi8XCU0PDmPL2fNUCVXkJVEIIUajKbKg6ePAg7733HuPHj+fDDz/EZDJx4sQJEhISCAoKomLFipw6dYpOnTrx6quvsnr1aofbjo6OZtasWTg7O+caqgDGjRtHq1atmDt3LnFxcXTr1o0JEybYyyqIoqFGoALr6OhHS1by67IlDHhutAQqIYQoRTSWuycTlSHbt2+nU6dOaDQ5b/Nx/PhxypcvXywnjRuNRnQ6HQaDQVb/KSjl9i0/JQPV0b/+pHHzVrn+v3a35BvxAHiW83P4NRKohBDCMWq8h5bpOVWdO3e+55tcUFBQsQxUQh1qBKqfv/2CQY+25pO3p2ZZEJGTdGMapw5t5dShraQb0xx6TU1fCVRCCFGUynSoEiIjVQLVN//jzddGApCa4lihOYvFwtnDuzGk3sKQeouzh3fnHsY01kBVzk2JHgshhMgvCVWlgNFoxGg0YjKZirorJZYagWr50oW8+fr/ATBk5MtMePMjh27/XY2N4caVWPvjG1diuRobk/3JGqjpI4FKCCEcZTKZ7O+bSpNQVQp4enqi0+mIiIgo6q6USGoEqh+/+oy3Jo4CYOj/vcLrMz90KFAl34jnQkxUlucvxETZ51jZSaASQog8i4iIQKfTZbtvbkGV6YnqJZ1tkl1ycjIuLi5otdpCKcNfmiQb4GyisoHqhy8XMHvSGACGhr3Kq9PfcyhQpRvTOLZrNYbUW9ke17l70fjBXji7uIIGavmArwQqIYTIE5PJhNlsxmg04unpqehE9TJbUqE0kb3/8ifZYB2hUvpjhcvtchjDRr/O+PB38rTizyESqIQQIt/U3AdQRqpKMCmpkH9qBSqbwwf30fT+NnkOVMk34jm+dx0WS+ahM7PZjMm1PK2De1C3ok4ClRBCFJCUVBBCAWoEqtXLv+a/a1ftj5u1bJuvESrPcn7UaNQasK4CtH3m+euvv/jl2//x3oTh7Ni8BoPBoEzHhRBCKEZClShTbqkQqL75/COmjnuWF57qQkpy9vOh8qJSQCN8/Gug0WjQaDScP3+ekydPAnD9v3jmz5/PqlWrCnwdIYQQypJQJcqMWwY4e0PZQPX1wg95b/orAAQ/2ht3j4KvJtFoNNRs1JZbt25x69YtoqKyrgYUQghR/MhEdVEmqBGovlrwPh++ad34euT4qYyZ8KZik9KdXHTs2bMHIFMtFT8/PwYMGEBoaKgi1xFCCKEcCVWi1FMjUC359F0+fmsiAP/3yjRGvz5D8VV+CQkJ9u/9/PwYOHAg3bp1k822hRCimJJQJUo1NQLVj199Zg9UYa9OZ/TrM5Rr3OZ2PpMwJYQQJYeEqlLAdntIin9mdjMNYhOVL5vwYMhjVK1eiz6DhjPqtenKNg6ggYByWsaOHSthSgghFJax+KfSpE5VCWarsWEzffp0ZsyYUXQdKkbUClQ2SYk38PEtp3zDGgjwBR9X5ZsWQggBM2bMYObMmfbHStapklBVgsk2NdlTI1At/uRt6tQLIuSxPso1ejcN1PYFbwlUQgihGtmmRuRKtqm5I+l2oELBQPX5hxHMf3cazi4urNx+lIC69ZVr/DbN7REqCVRCCKEuNbepkVAlSg01AtVn78/ks/dnADBmwpsSqIQQQuRIQpUoFZQOVBaLhQXvzeDzD98E4OWp7zB87ARlGs9AApUQQpQeEqpEiadKoHp3Op9/FAHA+PB3eW7M68o0noFGA7XLgZcs7hNCiFJBQpUo0RLT4JzCt/y2bVxtD1SvTn+fZ0e9qlzjt1lHqCxotHqS03M+z8PJTfGiokIIIdQhoUqUWGoEKoDO3XryxNPPE9igMc/833hlG+fOCJVGq8crsneu594KWYWns7vifRBCCKE8CVWiRFI6UFksFsxmM05OTmi1Wqa//z9VRogy3vLLbYRKCCFEyaMt6g4IkVdqBKq5syYxMWwQ6enWpJOS+B/JN+KVucBtGg3UKSdzqIQQorSSUCVKlES98oHq47feYMmn77BpzU/s3b6ZdGMapw5t5dShraQb0xS5ji1QeUqgEkKIUktCVSlgNBoxGo2YTKai7oqqEvVwLglFA9WHb07gy/nvAjB59qc8GPIoZw/vxpB6C0PqLc4e3k1BNx2QQCWEEMWHyWSyv28qTUJVKeDp6YlOpyMiIqKou6IaNQLVBzNeY+ln7wMwec58Bg4fw9XYGG5cibWfd+NKLFdjY/J9Ha1WApUQQhQnERER6HQ6PD09FW9b9v4rwcrK3n9qBKr3Z7zKN59/BMDUdz6j/7NhJN+I5/jedVgs5kznazRagto/jmc5vzxdR6u17uWXU6BKTk+V1X9CCFHI1Nz7T0aqSgHb3n+lMVDdUDhQAZw99Q/Ll34GwLT3Pqf/s2H2eVR3ByoAi8XMyQO/52l+lYxQCSFE8eTk5KTanrlSUkEUWzf0cF7hQAVQp15DPvl6DRfPn6Xf08879Jp0g550owFnl3vvJ2MLVB73+Hn1cHLjVsiqe54jhBCiZJDbfyWY7fafkkOXxYXSgcpisXDtymUqVamW4zk53f6zKVc5gMCWwbnWr3I0UAkhhChaaryHyu0/UewkpMJ5hcsmzJ40lgGPtOTMyeM5nudZzo8ajVrnePxek9YlUAkhRNkmoUoUKwmpcCFJufbMZjOz3hjDj18t4Hr8VY4dOZjr+ZUCGlGuckCOxy/ERGVbFFSrhbrlJFAJIURZJqFKFBvqBKrRLF/6GRqNhjc//pLHnxic62s0Go11tCqHW3wWizlLUVBboHKXQCWEEGWahCpRLKgRqN6aOIqfvv4cjUbDW/OW0nvAsw691tlFx/+3d/dxNd7/H8Bfp1uh6Ea5STeiklpthcl9kjRthmEWYhYxpi3ad7ZhP7PJMIwNGX3N3YxQ5iYSUuQm2VJCuQmlFEUd1en8/sg5X+m+rtPt6/l4nMf3sXNd5/35nPq2z2uf67o+H1W1qi1jwEBFREQyDFVU7zIVEKi+mzcdf23bCCUlJXy/9r9w/2BilT+voqqOrvZDIBKV/vMQiZRg9uZgqKiqQ5mBioiIXsFQRfUqMw+4L2CgAgBxXi4Sr10tDlS/bMOIMR7VrlHeTeuG3XuiVVs9KL+8KZ2BioiIZLikQiPW2FdUV0Sgksl++gSxFyLR39mtxjWkUiluXT4p37ZGtqSCirIIXbSBFlzljYio0eGK6lShxrj33+NcYQOVRCJBRNgR+T9rtWlbq0AFFN+0bvJGX6hptIaaRmuYvNGXgYqIqJHj3n9UpsY6U/U4F3iQI1w9iUSCb+dORfCe/2Le4pWYON1HuOKAfAkFLR09BioiokZOkTNVHB6aAEXtYaQIighU33zmiZC//oCysjIMOhgKV/wl2T1UDFRERI2fsrKywiYgOERQnVFEoPp6zmQc2rsdysrKWPbbLri4jxGugZcYqIiIqCp4T1UNnDx5EioqKrh9+3ata7311lsQiUSlXoMGDap17YYkQ+BAVVhYiAWzJ+HQ3u1QUVGB/4bdCglUKgxURERURRwqqunu3bsYN24cJBJJrWvl5+cjLi4OgwcPhqOjY4ljpqamta7fUGTkAg8FDFRSqRQLZk/C4aCdUFFRwfKNf2KI2/vCNfCSihJgykBFRERVxOGiGuLi4uDm5ob09HRB6v3zzz/Iz8+Hl5cXxo8fL0jNhkboQAUUP5Vn0cMOoSF/4aeNf8Jp+EhhGwADFRERVV+zvvyXk1P5aJ+bmwuJRIKUlBT07dsXWlpa8PLyEqT9y5eLN/e1s7MTpF5Dk/5c+EAlM/XT+dh/+hoDFRERNRjNNlTFx8fDzMwMQUFB5Z4jFovh7u4Ob29vZGRkwM3NDREREejQoYMgfbh06RK0tLRgbm4uSL2GJP05kPpMuHoFBQVYv3wRnuX8b3ErI9OuwjXwEgMVERHVVLMNVSYmJrCyssL48eMRGBiIGTNmwNjYGJqamujVqxcCAwPx/vvv49SpU3Bzc4ONjQ127NiBNm3aCNaHS5cuoXXr1hgyZAi0tLSgra0Nd3d3XLp0SbA26oMiApXfjA/x24rF+Gzye1DU0moMVEREVBvNdvjQ0NBAcHAwnJ2d4enpiXbt2sHT0xP6+voICwuDp6cnAGDLli0YOXKk4O3n5+fj6tWryM/PR+fOnTFt2jSkpqZi7969OHbsGCIiItCzZ+m958pSUFBQ6r36Wgj00XMgTeBANX/GeJw4tA+qamqY7O0LkUgkXAMvyZ7yU2+2fxFERE2XbMHPV5U1dtZWs52pAgBNTU0YGBjAyMgIV69ehb+/P3x9ffH3339j6dKlAABLS0uFtJ2amoq+ffti9erVOHfuHFauXIkdO3YgPDwcRUVF1dpyRrZNzauv+tiyRvBAlZ+P+dPHyQPVz78HYcDQd4Rr4CVVZQYqIqKmTLY1zasvblMjsIyMDOjr6yMwMBATJ04scUwqlcLc3BwuLi5Yt25diWOLFi3C4sWLkZycDBMTE8H7NXr0aOzfvx9ZWVnQ0tIq97zXt6l5VV3PVCkiUPl6jcXJIwegpq6On7fsRz8nV+EaeElVGTBty0BFRNSUlTdTxQ2VBZSUlASpVIo333yz1DGRSARbW1skJyfXeb/Mzc1RVFRU5cVFZdvUvPqqy0CVJnCgAoAlX86UB6rVWw8wUBERUY0pKyuXOVYKrVmHKn19fQDAvXv3yjyekpIiP0cRygtsmZmZAIqfPmzo0p4DjwQOVAAw0csHHQ2NsSbwIPoOHiZ4fQYqIiISWrMOVcbGxrC2toa/v3+pJ8oiIiIQHR0NV1fhZ0gA4KuvvoKFhYU8QMkUFhYiNDQUysrKsLCwUEjbQlFUoAKArpY9cPDsdTgOchG8Nu+hIiIiRWjWoUokEsHGxgbh4eFwdXXF6dOnkZiYiA0bNsDd3R1SqVRhwcbZ2bn4ybb58+XvSaVS+Pn5ITk5Ge7u7oIu3yC0tGfCBqoXYjG+mPYBzkeEyd9TU1cXroGXZIFKre4fjCQioiauWf+3up+fH3bu3IlJkyYhMjISAwcOBFB87dXDwwPh4eEYPnw4zpw5g27dulW5bkxMDPbu3QsnJyc4OTmVeY6TkxNGjBiBzZs3IyIiAl26dMG1a9dw584dGBsbY+3atYJ8R0VIe1Z8Y7pQXojF8Jk6ChFhh3ExMhyHLySjZavWwjXwkppy8TpUDFRERKQIzXam6vLly1i+fDl8fHwQGBiIhIQExMXFISIiAmlpadi6dStOnDgBZWVlfPHFF9WqHRsbi++//x6nT5+u8Lw9e/bg22+/hVgsRlhYGNTV1eHn54fLly/D0NCwNl9PYRQRqOZOeR8RYYfRQkMDyzf+yUBFRESNUrNeUuHUqVMYMGBAhYtJJiQkQFtbGwYGBnXYs6qRLakg5OOgFRE6UInz8jB3ykhEhh9DC42WWPfHIfTsO0i4Bl5ioCIiotcpYgxt1qGqsavLUJX6rHj7GaGI8/Lwmed7iDoVihYaLbF++99wcBwoXAMvMVAREVFZFDGGNtvLf1R1QgcqAPhj08+IOhUKjZatsH7HYYUFKt6UTkREdaVZ36jeVMj2L1LEKuqKCFQAMNnbF8k3EjDqo2mwf7u/4PVlgUqVgYqIiF4hW12de/9RmWR7/wm939/DHOEv+cm2CVBVVcX3awMVEqjUVRioiIiobLJ9ALn3H5Xw+t5/Qs5UPcwBMnIFKQUAyH3+HLMnjoBJVwss+HE9lJQUk+fVVYpXSmegIiKisrw6U8W9/6gUoff7U0Sg+tTjHVyIDMff+3Yg5U6ScMVfwUBFRESVeXUfQKExVFEJDwQPVM8w6yM3XIw6hdaaWvht9zEYmXYVroGXGKiIiKi+8UZ1knuQAzwWOFDN/MgNl8+dkQeqN97qLVwDLzFQERFRQ8BQRQCED1TPn+Vg5kduiDkfAU2tNvht1zHYvNVLuAZekt2UrsI5VyIiqmcMVYT72UBmnrA1/4mJxtWLUdDUaoMNu0Nh/WZPYRsAAxURETUsfPqvERNiNVhFBCqZE38HoX3Hzuhh5yB4bQYqIiKqDW5TQyXU9v8QQgeqnOyneJ6TjfadOgtXtAwMVEREVFvcpoYEk6KAQDVj/DBMeX8gHqbcFa7waxioiIiooeLQ1AQUFBSgoKAAEomkSuenZANZAgaq7KdPMH2cC/65fB7Pcp4i+2mWcMVf0UKVgYqIiGpHIpHIx02hcXhqAqqzTY3ggepJFqaPHYp/Y6LRVkcXAX+FwaKHrXANvNRCtXjZBAYqIiKqDW5TQ2Wq7jY1ighUXmOH4trVS2iro4tNe04wUBERUYOmyG1quKRCE1CV5fbvZQNPBAxUT7My4TVuKOKvXoa2jh42/XUC5lZvCNfASy1UgS5tAWUGKiIiEoCysrJg27q9jqGqGRA6UAFAYWEh8sViaOu2Q8BfYejW3VrYBsBARUREjQsv/zViVXkcVBGBSuZxehqeZD6GmYWV4LU1Xl7yY6AiIiJF4JIKVC13nwobqJ5kPsbxQ/vk/6zbzoCBioiI6CUOW02QVFocqJ6KhauZ9TgD08Y44YtpY3Bo73bhCr+GgYqIiBorDl1NjFRafMlPyECVmZGOaWOckHjtKnT09NHd5i3hir+CgYqIiBozDl9NiCIC1eP0R5g2xgk34v+Bnn57/L4vHF3MuwvXwEsMVERE1Njx6b8mQpGB6tb1OLQz6ICAvSdh2tVCuAZeaqkGmLRhoCIiosaNoaoJUESgev4sRx6o9Nt3RMDekzAxMxeugZdaqhXPUCmJBC9NRERUpxiqmoCkxwXIlaDSFdWro2Wr1ug/xA052U+wee9JGHfpJkjdEm0wUBERUR17dUV1ofGCSxPQvWMr2HdWw4aVle/9V1UikQg+3yzDn6ExDFRERNRkcO8/KpNs4bJzSVXb+68y6WkP8duK7zBv8Uq00NAQsKcltVIDTNoyUBERUd3j3n9Uoars/VeZR6kP8PHowbhzKxEF+S/w3c+/C9S7khioiIioPily7z9e/qMSgapDJyN4+XytkHYYqIiIqCljqGrm0h7ex8ejBuHOrUR0NDTG5n3hMDTuIng7DFRERNTU8fJfM5b6IAXTRg/G3eSb8kDVychE8HZaqwHGbRmoiIioaWOoaqakUinmeo4sDlSdTfD7vnB07GwseDsMVERE1Fzw8l8zJRKJsODH9bC0eRNbgk4xUBEREdUSl1RoxGRLKly6V/XHQaVSKUSi/6WcoqIiKCkJn60ZqIiIqCGTjaFCLqnAmapm5MG9OxjnYo+4Kxfl7ykiUGmq86Z0IiJqfhiqmoCCggIUFBRAIpGUe879u7cxddQgJPwTgyV+3lDUBKWmOmDcBhAxUBERUQMkkUjk46bQGKqagLe7VLxNTcqdZHw8ahAe3LsNI9OuWLUlqMQlQKEwUBERUUPHbWqoTFXZpiblThI+HjUYD+/fhXGXbgjYexIGHToJ3hcGKiIiagy4TQ1VqLxtalLuJGHqqEFIvX8Pxmbm2Lz3JPTbdxS8fS11wIiBioiIGgFuU0M18tuK75B6/x5MulowUBERESkYZ6qasAU/rod6ixaY8cVCtDPoIHh9BioiIqL/4UxVNcTGxsLFxQVaWlpQV1eHubk5du3aVauaWVlZmDlzJjp16gRNTU14enoiOzu75vUeZ8if7NNo2RLf+P/GQEVERFQHGKqq6MqVK3B0dERoaCisrKzQr18/3Lp1Cx9++CH27t1bo5p5eXkYNmwYfv31V9jY2GDKlCk4ePAgxowZU6XPy5ZQkP3vnaQb+GCILdb8sEBhSyYAQJsWDFSKIJFIsGjRogqXxqDGhb/TpoW/z6bl9TFUCHz6r4r69u2L2NhYHDhwAEOGDAEAhIaGwsXFBW+88QZiY2OrXXPp0qVYsGABPv/8c6xYsQIAEB0djd69e2P37t0YO3ZshZ/Pzc1Fq1atcC7pOdIe3MO00YORnvYQZhY9sP3vc2jZqnX1v2gl2rQAOmsxUCmCIlb3pfrF32nTwt9n0yIbQ58/f46WLVsKUrNZh6qcnBxoampWeE5ubi6Sk5NhZ2eH5cuXY+7cuSWOW1tbIy4uDoWFhdV+mqBLly5IT09HampqifUyhgwZAk1NTezfv7/SvrVq1Qq7Qi9htscIpKc9RLfuNti05wR09NpVqy9VwUClWPwXdtPD32nTwt9n06KIUNVsL//Fx8fDzMwMQUFB5Z4jFovh7u6O1atX49mzZ5g1a1apcwoKCqCiUv37/VNTU5GcnAwnJ6dSC5A5OTkhPDy8yrVmTnATPFBJJBKsX/6/aW6hA5Uip9Eba21Fa6w/l8ZaW9Ea689F0T/zxvo75c+87msrQrOdqcrLy8Pw4cMRFRWFjRs3IioqCocPH0ZmZia6d++OWbNmYdeuXQgNDcVff/2FkSNHlqqRnJyMLl26oE+fPoiMjKxW+7GxsbCzs8PXX3+N//u/kiuh79q1Cx9++CEeP34MHR2dcmvIUjYAmFu9gU17TkBbV69a/ShPQUEB7DsXb9asp6kq+AyVIv+Lj7Xrvj5r13191q77+qxd9/UVWVsRM1XNdkkFDQ0NBAcHw9nZGZ6enmjXrh08PT2hr6+PsLAweHp6AgC2bNlSZqACgGXLlgEAvL29q92+7Am/du1Kzyq1adMGAPDgwYMKQ5UsD5tZ9MDabSFQ12iJ3NxcAChzdfXqkO2J1FK5AO01gMLCGpeqsL4i9l5i7bqvz9p1X5+1674+a9d9faFqy1ZRf5VsvBR0bknazLm7u0uNjIykDx8+LPH+0qVLpQCkUVFRZX4uOjpaqqysLLW1tZUWFhZWu93IyEgpAOnGjRtLHTt+/LgUgPT8+fMV1sjOzpYC4Isvvvjiiy++avjKzs6u9hhenmY7UwUAGRkZCAkJQWBgINq3b1/i2Jdffonff/8d27Ztw9tvv13iWF5eHiZPngyRSITNmzfXaEZIdtlOLBaXOiZL5Pn5+ZXWyM7OhpKSUqkNkms7U0VERNRUlDVTJZVKUVRUJOjGys06VCUlJUEqleLNN98sdUwkEsHW1hbJycmljs2ZMwfx8fFYunQp7O3ta9R2x47FW8bcvn271LFHjx4BANq2bVthDSUlpUqfXiQiImru6uppzWb79B8A6OvrAwDu3btX5vGUlBT5OTKBgYEICAjAsGHD4OfnV+O29fT00KlTJ1y6dKnUsejoaACAgYFBjesTERFR3WrWocrY2BjW1tbw9/cvdaNaREQEoqOj4erqKn/v7NmzmD59OoyMjLB9+3YoKdXux+fm5oYzZ87g+vXr8vdevHiBoKAgWFpalnkTOxERETVMzTpUiUQi2NjYIDw8HK6urjh9+jQSExOxYcMGuLu7QyqVwsLCAgAQFxeHd955ByKRCEFBQdDV1a11+7NmzYKSkhImTJiAlJQUiMVizJgxAw8ePICHh0et6xMREVHdabbrVAGAn58f/P39MWnSJERGRuLmzZsAAGVlZXh4eCA8PBxisRhnzpyBl5cXwsPD0bNnT7i4uJSq9fHHH8PU1BQAEBMTg71798LJyQlOTk4V9mHNmjXw8fEBUHzN98WLF+jVqxfOnDkDNTU1gb8xERERKUqzDVWXL1+Gg4MD5s6di5UrV0IikeD69evIysqCpaUldHV1cevWLQwYMAD29vY4cuRIhetknDx5EoMGDQIAbN26FVOmTMHChQuxaNGiSvty9uxZrF69GqmpqXBxccH8+fMZqIiIiBqZZhuqAODUqVMYMGBAqeUIXpWQkABtbW3eNE716uTJkxg6dChu3rwJExOT+u4OVSIrKwsLFizAgQMHkJ2djdGjR2PNmjXQ0tKq766RAPj3SOVp1vdUDRw4sMJABQCWlpaNIlDFxsbCxcUFWlpaUFdXh7m5OXbt2lXf3SIB3L17F+PGjWs0e181d3l5eRg2bBh+/fVX2NjYYMqUKTh48CDGjBlT310jAfDvsfFT5HjZrNepaiquXLmCvn37Ijc3F71790arVq0QHh6ODz/8EKqqqhg9enR9d5FqKC4uDm5ubkhPT6/vrlAVrVq1ChcuXMDnn3+OFStWAAA8PDzQu3dv/Pnnnxg7dmw995Bqin+PjZ+ix8tmPVPVVMyaNQsikQjHjx/HuXPncOLECRw5cgQA8N1339Vz7+hVOTk5lZ6Tm5sLiUSClJQU9O3bF1paWvDy8qqD3pEQAgIC0Lp16xJ/e7169YKTkxN27NhRjz2j2uDfY9Og6PGSoaqBqurgGxcXh+joaCxZsgRDhgyRHxs6dCh69OiBq1evcpq6gYiPj4eZmRmCgoLKPUcsFsPd3R3e3t7IyMiAm5sbIiIi0KFDhzrsKdVUamoqkpOT4eTkVGrrCycnJ4SHh9dPx6jW+PfY+CUkJCh8vOTlvwYoPj4eAwcOxIYNG/D++++XeY5s8DUzM8OzZ8/KXIi0oKAAKir8FTcUJiYmsLKywvjx47Fx40ZERUXh8OHDyMzMRPfu3TFr1izs2rULp06dwuzZs2FjY8OZjUYmLS0NAPDGG2+UOmZmZoanT58iMzMTOjo6dd01qiX+PTZ+lpaWCh8vOeI2QNUdfNXV1UvVSE5ORmJiIvr06cONlRsIDQ0NBAcHw9nZGZ6enmjXrh08PT2hr6+PsLAweHp6AgC2bNmCkSNH1mtfqWays7MBoMzdENq0aQMAePDgAUNVI8R/jzYNih4vGaoaICEG32XLlgEAvL2966jXVBWampowMDCAkZERzp8/j/bt2wMAfH198cMPP+Crr76CpaVlPfeSakr2X7oaGhqljsnWnsvNza3TPhFRxYQcL3lPVQP16uB79epV+Pv7w9fXF3///TeWLl0KAOUOvhcuXEBAQABsbW0xYcKEuuw2VSIjIwMhISFYsmSJPFDJfPnll+jatSu2bdtWT72j2pLdRyUWi0sdky0enJ+fX6d9IqLyCT1eMlQ1UDUdfPPy8jB58mSIRCJs3ryZU9YNTFJSEqRSKd58881Sx0QiEWxtbZGcnFwPPSMhdOzYEQBw+/btUscePXoEAGjbtm0d9oiIyqOI8ZKhqoGq6eA7Z84cxMfH47vvvoO9vX1ddJWqQV9fHwBw7969Mo+npKTIz6HGR09PD506dcKlS5dKHYuOjgaARrGYMFFzoIjxkqGqgarJ4BsYGIiAgAAMGzYMfn5+Cu8jVZ+xsTGsra3h7++P13eIioiIQHR0NFxdXeupdyQENzc3nDlzBtevX5e/9+LFCwQFBcHS0rLMm9iJqG4parxkqGqgqjv4nj17FtOnT4eRkRG2b99e5iOjVP9EIhFsbGwQHh4OV1dXnD59GomJidiwYQPc3d0hlUphYWFR392kWpg1axaUlJQwYcIEpKSkQCwWY8aMGXjw4AE8PDzqu3tEzZ4ix0uOvA1UdQbfuLg4vPPOOxCJRAgKCoKurm49957K4+fnh507d2LSpElISkrCwIEDYWFhgVmzZuG9996DsbExhg8fjhs3btR3V6mGbG1tsWLFCly5cgXGxsZo27Yttm7dil69emHevHn13T2iZk3R4yWXVGigXh18IyMjMXDgQADFa6V4eHggPDwcw4cPx5kzZ/Dpp5/i6dOn6NmzJ/bt24d9+/aVqPXxxx/D1NS0Pr4GveLy5ctYvnw5fHx8sHLlSkgkEly/fh1ZWVmwtLSErq4ubt26hQEDBuCLL77AwYMH67vLVENz5syBvb09Vq9ejdTUVLi4uGD+/PnyZRWIqH4oerwUSV+/tkT17vLly3BwcMDcuXMrHXzt7e1x5MgR+ePaZTl58iQGDRpUd1+AynXq1CkMGDAAIpGo3HMSEhKgra3NG5qJiASmpqam0PGSoaqB4uBLRETUuDBUEREREQmAN6oTERERCYChioiIiEgADFVEREREAmCoIiIiIhIAQxURERGRABiqiIiIiATAUEVEREQkAIYqIiIiIgEwVBEREREJgKGKiIiISAAMVUREREQCYKgiImrG8vLyMHv2bOjq6sLExATe3t44evRofXeLqFHihspERM3En3/+idjYWHz//feljhkZGeGbb77BJ598Ikhb165dw/379zF06FBB6hE1Bir13QEiIlK8kJAQ7Ny5E3v37i11LCUlBffu3YOjo6Ng7XXv3h0//vgjCgoK4ObmJlhdooaMoYqIqIm7e/cufH19ERkZCSWl0nd9REZGom3btrCyshKsTZFIhE2bNmHQoEEwNjZGjx49BKtN1FDxnioiqhMnT57Ejz/+iMTExFrVKSoqwuLFi+Ht7S1Qz5q+qVOnYuHChdDR0SnzeGRkJN5++22IRCJB21VXV8cvv/yCCRMmQCwWC1qbqCFiqCKiOnHs2DH85z//QXx8fK3qKCkpIS4uDhs2bMDp06cF6l3TFRISgrS0NIwfP77ccyIjI9GnT58yP2ttbQ1PT0/cvHkTR48ehbW1NT799FMEBARg0aJF+Ouvvyps397eHg4ODli5cmWtvwtRQ8dQRUR1Qk1NDQCgqqpa61qrVq2ChoYGZs+eDYlEUut6TdnixYvh5+dX7ixUXl4erly5Uub9VP3794eDgwM8PDzQtWtXDBs2DA4ODhg5ciSmTZuGb7/9Fp988gmuX79eYR++/vpr/PTTT8jIyBDkOxE1VAxVRFQnZGFKiFDVqVMnzJs3Dzk5ObW+nFiW48ePo3///ujRowc++OADwevXlQsXLiAhIQGjRo2q8ByJRILevXuXeD8sLAw3btyosH52djY0NTWhra1d4XmmpqZwdHTE5s2bq955okaIN6oTkWDS09Px+PHjMo89ffoUAPDgwQMkJCSUeY6hoSFat24NAPD29sbjx4+hrq4OZWXlUufm5eXBwcEBy5YtK3VMKpWisLAQYrEY/fr1g4+PT7W+h7OzM6ytrdG7d2+kp6dX67MNSWBgIEaMGIGWLVuWe05kZCRsbGygqalZ4v2QkJByL9ldvHgRT548wfbt2xEZGQl9ff1K++Lh4YGvvvoKfn5+1fsSRI0IQxURCWb16tVlroH0Kk9Pz3KPHTx4EO7u7gCAc+fOITMzExoaGhCJREhISIC6uro8dL0uJycH+fn50NHRQVFRESQSCfLz89GmTZsafZf27dvD1NS0Rp9tKEJCQvDNN99UeE5UVFSpS38bN26scEbRwcEBzs7OuH//Pnbu3Il58+ZV2hdXV1d89NFHuHLlCuzs7KrUf6LGhpf/iEgwGhoaAIqf9JNKpSVey5cvr/SYurq6vFZMTAzu3LmDhIQEXLt2DXp6eujXrx8yMjLKfNnb20NXVxcZGRnIyspCdnY2xGIxfv/997r/QTQAiYmJuHPnDgYOHFjm8TNnzmDatGk4evQoYmNjMXfuXHh7e6NXr16YPn06xo4dW2kbPXr0QEhISJX607ZtW9jZ2eHQoUPV+h5EjQlnqohIMCoqtftXSnmfF4lEGDp0KA4dOoSioqJSay29ePECly9fhqurq+DLAjRWFy9eRKtWrWBmZlbm8f79+6N///4ICAiocRuampry+64ePXpU6WVAOzs7nD9/vsbtETV0DFVEJJiyFpYU6vPu7u7YuXMnTp8+jUGDBpU4dvjwYbx48aJOtkS5c+cOlixZghYtWkBDQwN3796Fm5sbJk2aVOrco0ePYuvWrTAyMkJ6ejqMjIwglUrx/PlzHDp0CDExMWjRooVC+hkbGwsLC4tahcyQkBBcvHgRAGBiYoJbt27h4sWLKCoqgpmZGRwcHDB48GD88ccfMDMzqzRUWVlZ4eeff65xf4gaOoYqIhKMImeJRo0aBV1dXWzevLlUqNq6dSs0NDQwYcIEhbUPAP/88w+GDRuG7du3Y/DgwQCAwsJCfPDBBzh//jzWrVsnP/f48eMYMWIE4uLiYG5uDqlUCkdHRzg4OGDVqlWQSqW1DqEVuX37dpVuIK/IiBEjMGLECPk/y5ZVeNX27durXM/IyAgpKSkQi8UKC5NE9Yn3VBGRYIqKigAUb4uSkJBQ4iV7iq6iYxVRV1fHtGnTsHv37hILiF69ehXBwcEYP358pY/214ZUKsXEiRMxePBgeaACii9ZLlu2DOvXr0dwcLD8/bVr10JHRwfm5uYAigNn//79sXHjRhQUFGDFihXytbsAIDc3FzNmzCi1oGl2djZmzpyJ1atXY8aMGThx4kSV+nv//v0a36SvKB06dABQvNcgUVPEmSoiEoxsIc7JkyeXe05FxwoLCyus7+fnh4CAAHz66acIDQ2FkpIS5s2bB1VVVSxcuLBmna6iixcvIjY2Fu+9916pY926dYOqqio2bdokf3pRS0sLeXl5Jc4Ti8UoKiqSh0+Z9evX4/bt29izZ0+plc99fX3x9ttvY+rUqXj27BksLS1x5coV6OnpVdjf7OxsaGlp1eSrKows5D1+/Bhdu3at594QCY8zVUQkGNn+bjV9+i8/P7/C+tra2vjhhx8QFhaG+fPn45dffsGxY8fg6+sLY2NjhX63W7duAUCZl61EIhFUVVVx8+ZN+XsLFiyAsrIyDhw4AAB48uQJgoODMX/+fLRq1arE52fOnAl/f/9Sa0Xl5uZi27Zt8qDWunVrvPXWWyVmxMqTl5fX4GaqZE93vh42iZoKzlQRkWDGjBkDGxsb9OjRo1qfe/fdd2FiYlKl9Ys++eQTREVFYcWKFVBRUUHv3r0VPksFAB07dgQApKamljomFouRm5uL9u3by9/T1tbG2LFjERUVhaioKDx9+hSrVq3CyJEjq9ymbPuXdu3ayd8zMjJCREQEpkyZUuFnpVJphfe4KfopSalUWuo92dOdlc1IEjVWDFVEJBgbGxvY2NhU+3Pm5ubye48qI5VKYWFhAaB4cFZXV8ejR4/QqVOnardbHX379oWpqWmZG0JHR0cDACZOnCh/7+zZs7CyssJnn31W4zbT0tLka3/JtGrVCklJSZV+tmXLlvJV7Mty5MgR/Pbbb9i/fz+6du0KZ2dn+Pr6lrsEgxBkM5mvfyeipoKX/4io0bhx4wZGjBiBL7/8Eu+++y5WrlyJ6Oho2NjYYOXKlRWGiJooLCyUz6ooKytj586duHDhAk6dOiU/RyqVYu3atfjggw9KrBZvaGiI1atXIzg4GOHh4YiMjERSUpI8WFRFZmZmiZvZgeKNqZ89e1bpZ7W0tCr8eQwbNgxBQUEAii9V/vrrrwoNVEDx5UwApS5/EjUVDFVEVCdk90vJbmavKolEgrCwMIwePRqWlpY4e/YsfvnlFxw4cAA+Pj64dOkSrKys8MUXX8DQ0BBeXl44ePBglYJHeY4fP44+ffogMjISkZGR6NWrF0JDQ9G7d29cvHgR//3vf+Hl5YXPPvsMU6ZMwdChQ7F79+4Sl9Ts7Oygp6eHd999F4MHD0bfvn1hZmYGLS0tjB8/vtw9El9V1pY8ubm5VXrK0dDQENnZ2dX74gqWlpYGAAqfVSSqL7z8R0R14sWLFwAqvxldZseOHQgODkZoaCgeP36MFi1aYMaMGVi0aFGJe4ysrKwQERGBffv2wd/fH5s2bcKmTZugqqoKS0tLfPXVV6WeqKuMs7MznJ2dyzxmZmaGzZs3V/j57OxsDBw4EHPmzMHp06fRokULSCQSZGVl4erVq1i4cCE+//xzBAYGVlinffv2yMnJKfHe8+fPYWBgUOl3MDExqfLyC3Xl4cOH0NDQKPH7I2pKOFNFRHUiIyMDwP/CVWW6deuG3bt3w8DAAEuWLMHdu3exbt26cgfkUaNG4dy5c4iPj8e3336L7t27QyqVYvTo0YJ9h6o6ceIEJBIJpkyZIn9aUFlZGXp6enBycoKfnx9iYmIqrWNnZweRSIRHjx7J37tx40aV7luztbWV3+jeUCQkJMDa2rq+u0GkMAxVRFQn1q1bB6lUWuWn33r27Ink5GTExcVhwYIFVZ7dsLS0xOLFixEbG4uYmBioqqrWotc14+joiJycHOzZs6fUU3BPnjzBunXr8NFHH1VaR01NDe+++y527doFoDiY/vvvvxg3blyln3VwcEBOTg6Sk5Nr9iUUIC4uDm+99VZ9d4NIYXj5j4garNquPVXbDZ5rysDAABcvXsTatWsREhICPT09iEQiFBYWIicnB76+vhgyZIj8/ICAABw7dgz37t2Dj48P+vfvjx9//BEtW7bEzz//jLlz56KwsBD//vsvduzYUaXtZ7p16wYTExOcPn0apqam1f4OaWlpVbrMWFUSiQRRUVGYOnWqYDWJGhqRtKzFRIiIqNGbPXs2njx5gm3btpV7jkgkwpYtW0o8uSiVSrFmzZpaLQfxuujoaPTr1w8ZGRkNbqV3IqFwpoqIqIny9PSEk5NTtTcw/vfff8sMPtHR0cjMzISSkhJ0dHTg4OBQ5Zq7d+/Ge++9x0BFTRrvqSIiaqLs7e1hYWEhX4+qqvz9/eWbH8sEBwejc+fOcHV1hYuLCzp37oyQkJAq1SsoKMCOHTswa9asavWDqLHh5T8ioibs8OHD+M9//oMrV66UeP/o0aPyFdUdHR3Rp08fvHjxAlFRUbh06RJiYmLk2wYlJiYCKF75Pj8/H0pKSlBRUUFSUhJycnJga2tbYR82btyInTt34uTJk4r4ikQNBkMVEVET5+LiAi8vL4wZM6ZGnz9+/Lh83a7x48dDX18fa9asAQAcOnQI77zzTrmfzc3NhY2NDfbs2cMn/6jJY6giImriUlJS4OrqijNnzlRpNfbXJSYmQklJCV27dkVKSgpUVVVhYGCAW7du4dmzZxXOVPn4+EBbWxvffvttbb4CUaPAe6qIiJo4Q0ND/PTTT5g+fTqKioqq/Xlzc3PExcUhJSUFhoaGMDAwwP3793HlypUKA9WhQ4eQlJSEr7/+ujbdJ2o0OFNFRNRM7N+/HzExMVi8eHGNPn/u3Dn5yvg6OjpwdHQs99xr165h0aJF2LZtG9TV1WvUHlFjw1BFREREJABe/iMiIiISAEMVERERkQAYqoiIiIgEwFBFREREJACGKiIiIiIBMFQRERERCYChioiIiEgADFVEREREAmCoIiIiIhIAQxURERGRABiqiIiIiATAUEVEREQkAIYqIiIiIgEwVBEREREJgKGKiIiISAAMVUREREQCYKgiIiIiEgBDFREREZEA/h+kNjmHcKEyzwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "use_font(\"Source Han Serif SC\")\n", "with plt.style.context([\"science\", \"scatter\", \"no-latex\"]):\n", " fig, ax = plt.subplots(figsize=(4, 4), dpi=150)\n", " ax.plot([-2, 2], [-2, 2], \"k--\")\n", " ax.fill_between(\n", " [-2, 2], [-2.2, 1.8], [-1.8, 2.2], color=\"dodgerblue\", alpha=0.2, lw=0\n", " )\n", " for i in range(7):\n", " x1 = np.random.normal(0, 0.5, 10)\n", " y1 = x1 + np.random.normal(0, 0.2, 10)\n", " ax.plot(x1, y1, label=r\"$^\\#${}\".format(i + 1))\n", " ax.legend(title=\"Sample\", loc=2)\n", " ax.set_xlabel(\n", " r\"中文 $\\log_{10}\\left(\\frac{L_\\mathrm{IR}}{\\mathrm{L}_\\odot}\\right)$\"\n", " )\n", " ax.set_ylabel(\n", " r\"$\\log_{10}\\left(\\frac{L_\\mathrm{6.2}}{\\mathrm{L}_\\odot}\\right)$\"\n", " )\n", " ax.set_xlim([-2, 2])\n", " ax.set_ylim([-2, 2])" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.9.17" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }