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@zhusimaji
Created December 20, 2017 07:56
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"sns.set(rc={\"figure.figsize\": (6, 6)})\n",
"np.random.seed(sum(map(ord, \"palettes\")))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 设置调色板\n",
"最重要的函数就是color_palette()\n",
"\n",
"color_palette() 可以接收seaborn调色板或者matplotlib调色参数 (except jet, which you should never use). 同时可以使用以下参数 (RGB tuples, hex color codes, or HTML color names). 返回值是 RGB 元组.\n",
"\n",
"如果没有任何的传递参数,那么就是返回default默认值\n",
"\n",
"对应的函数set_palette()根据给定的参数来设置调色板,类似get\\set等函数表达"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 丰富的调色板"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABECAYAAAAiJuZQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAXlJREFUeJzt2iFKRFEAhtE3rsUV6B4MwjBB0GoxmAfrBKtMNrgCbSIY\nBKNRF6TIcwVqet8Lc0695U8fl8tdjOM4DgAk9uYeALBLRBcgJLoAIdEFCIkuQOjP6H5+fVc7AHbC\n4r8vY8v1Y7Ul97RdDaf3l3PPmMzD2e3wtjqZe8YkXvfPh812OVyvn+aeMonNdjm8v1zNPWMyh0c3\nw8Xzx9wzJnN3fPDrmecFgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUI\niS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5A\nSHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQB\nQqILEBJdgJDoAoREFyAkugAh0QUILcZxHOceAbAr3HQBQqILEBJdgJDoAoREFyAkugChH0lkImw4\n8q9zAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1116ee1d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#由于没有传递任何参数,所有返回的都是默认值\n",
"current_palette = sns.color_palette()\n",
"sns.palplot(current_palette)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 使用色彩空间\n",
"最常见的有hls或者其他色彩空间可以使用"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAABECAYAAAAMTwWHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAZJJREFUeJzt27FNwwAURVGHWVyyAiNQu8wGiBEyAmKDlK4ZgRUovUkk\nzAIo3CZxiM4pXb1fXdmSd+u6rgMAcNbD1gMA4D8QTAAIBBMAAsEEgEAwASA4G8zv0+laOwDgpu3+\n+q1k2U/X2nJ143Eels87vu9pHt6X+73vZZyHaTlsPeMi5vEwTF/L1jMuZn4ch+n1ju97G4fjdL/3\n7edxWKaPrWdczDg///rcJ1kACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBA\nMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALB\nBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQT\nAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACAQTAALBBIBAMAEgEEwACHbruq5bjwCAW+cNEwAC\nwQSAQDABIBBMAAgEEwACwQSA4AcSZydumgMo+QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f41a6d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#显示hls其中8个颜色\n",
"sns.palplot(sns.color_palette(\"hls\", 8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 使用类型色彩空间"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAABECAYAAACF4e8fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f3f7250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.palplot(sns.color_palette(\"Set2\", 10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 使用命名色彩空间"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IxARG05ArnnQZ5FFRUSgvL+/wvscffxyLFi2Co6Mj1qxZg2PHjmHatGn3/X5u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\nkBNCiMhRkBNCiMhRkBNCiMj9H/as4fxd2dRoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f5c9790>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot([0, 1], [0, 1], sns.xkcd_rgb[\"pale red\"], lw=3)\n",
"plt.plot([0, 1], [0, 2], sns.xkcd_rgb[\"medium green\"], lw=3)\n",
"plt.plot([0, 1], [0, 3], sns.xkcd_rgb[\"denim blue\"], lw=3);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 连续颜色空间"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABECAYAAAAiJuZQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAXtJREFUeJzt2jEuRUEAhtH7lKIVK1CI0hpYgajFNtQKmxC1vBVQWIAo\nRSGiFo1ClK4VoHG/W7xz2mn+6stkMotxHMcBgMTa3AMAVonoAoREFyAkugAh0QUI/RrdLx8bAP7V\n4q8vY0+vn9WW3PbW+nDz+Db3jMns72wO57fPc8+YxN3L+7A82RsOL+7nnjKJ5cnesHt6PfeMyTyc\nHQwbR5dzz5jMx9Xxj2eeFwBCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQX\nICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6\nACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHR\nBQiJLkBIdAFCogsQEl2AkOgChEQXILQYx3GcewTAqnDTBQiJLkBIdAFCogsQEl2AkOgChL4BZGsk\ndsjjjE8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f638510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#由图可以看出当前的颜色是以渐变的方式来展现\n",
"sns.palplot(sns.color_palette(\"Blues\"))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABECAYAAAAiJuZQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAWxJREFUeJzt2rFRAzEARUEdQxUuwnWQuAPHtMGQugRid0DiJkiuCLch\nKsAR9y7wbqrkR280Gi1zzjkASLzsPQDgmYguQEh0AUKiCxASXYDQw+jO4WMDwH96fXS4jGXcx73a\nkjuMw7jdb3vP2Mzb4W1cfi57z9jEel/H9XQd5+/z3lM2cT1dx/HruPeMzazv61g+l71nbGZ+/H1h\n9bwAEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqIL\nEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJd\ngJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDoAoREFyAkugAh0QUIiS5ASHQBQqILEBJdgJDo\nAoREFyAkugChZc459x4B8CzcdAFCogsQEl2AkOgChEQXICS6AKFfew0egRR/KFoAAAAASUVORK5C\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f826650>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#用户自定义设置连续颜色\n",
"sns.palplot(sns.light_palette(\"green\"))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 开始设置调色板进行绘图设置"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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B3aSix/A03oHDv06LUYgi8iVK4p2BjQQ73ks+PUKs52dXUNrSLDvlXcjGiZz94WQaoDgU\nRlCUOXfMIoIgsGLDJwCV4SqPxnJzAwBSv6G8lyLDJx+nkI2zYv3HsbqaJjM/LjcRxV23XctAiZ0g\n2v1MVTIUWhshk0McNhqZLTVUVWbo2D8DIivWfwLyBcShMEp97Qx/dymCnR9AEM2MnPw2qlK4MgLP\nwbJT3kWru37NI4iSdVKBys31l13rrr8Jh38DiYGXScVOViyDUudHNZsMy3sJIueTRM//FJOtluDq\nhwAw9QygWi3a6ewyNG76FIJoYeT0d1HVyq3m4kYh9RjVuEuNWO/zZEbP42/bia2mDWloRDMAmy9t\nAAKY7QH87e8klxoi1vOLKyDt3Cwr5Z3PxCatbn/7OwCQ+rWI/uUsb5iwvtd/AoChY1+vXBBJQm6s\nQwrHIG2U6ywloj0/QymkqF31LgTRhDA2jhgfRW5pKKvRkNkWwNdyH7lkf1Wpg0XlbTLyvZcUipJn\n+NjXEUQz9es+Bky5P8tR3gB1XQ8jiGaGT35rUa3vZaW8QxdZ3agqUv8QisuBWuMq6xruuutwBbcx\nNvxGVYUZxc1CGjCs76WCqiqEzz6JIJoJrHwQmCqWKegYIhtY9W5Ay2iqWJYaF0LAa2QlLTESfbvI\npYYIrPxVLI6ZsatyDEDQMtj8bTvJJfuJ972wYLJejmWjvBU5O1HyHpi0uoXRccTxlBZA1DGLsK7r\nQwBEz1fu1yzu0obrZOkwNvQGufE+vC33YbJ6gWknszKtKtCykxz+jYwNv1FVaqmwsgkhk0OMxCu+\nhsH8Er3wLAC1He/RXlBVxP5hFI8b1e0s+zp1XY+AIDF88tuLVrizbJR3YuAVlEISf9vbNaubqYBh\nuTtmEVfdNsz2OuJ9u1AKmYrkkRtXzJDBYPEJTVjKwY73Tr4mDY6giqIWjNJB8eEOn/tRxfKIrVpg\nWxwwinWWAtnkIOOh/Thrt2B1aTUhQjSOmM7o2twBLM4GvE13kh27QCp2fCHEvSzLRnnHen4OgK/1\n/snX9Pi7pyMIEr7W+1EKqcqrLu1W5Fof0sCI0f5zCZAZvcD4yB6ctVuweyfml8oy4nBYC1Sa9DUm\n8zTdgcnqJ3rhWeRCZVWXYstEVpLRYXBJELvwHAD+trdPvqbXZTKdoi5arMDlslDe2VSYseE9OHzr\nsLmnJqBI/cOaVbVCn1UF4G/bCUC057mK5ZKbG7T2nyPRiq9hMD9Eun8MQO00q1sciSLIyiVzd+dC\nnPCbK/lkxQ+n0BREFUWkwZGK1hvMH6qqEO15DtFkx9N05+TrU9lq+pW3u247JquXeN8LixK4XBbK\ne+jMc4CCr/WBqRfzBc2qWlGr26oCsLqacQQ2Mj6yj1yqsodrqlhnsKL1BvODqsrE+3YhWTx4Gm6Z\nfF0anDiZNVY2izCw8lcBseKCDMFkQqkLIA6HoWCczhaT8dB+8qlhvE13I5nsk69LfUOoFnPJtgmX\nQxBNeJvvRc4lGBt+cz7FLYtlobwHTz2DIJjwNt89+dpkbmYFx50i/tadgDrpktGLUayzNEhGjlDI\nxvA03j6jb7s0oG3KlQ6SNdsDuIJbSEWPVb7BN9YhKAriiFGss5gUA5X+9imXCakMUiSO3Fhf8bxK\nX8vbAIj1XnnXyZJX3un4GcYjp6hp2IHJ6pl8fcrfffninLnwNt+FIFqI9jxXUcRY9dWg2G3GsXiR\niff9EgBv010zXhcHR1DNJpSAt+Jrexq1I3alsZGiy8a4RxYPOTdGov8lrK4WHP6Nk69LQ9pvUo0O\nsfvWYHW1kBh4FTk/XrWseljyyjvWOztQCSBWGKycjmR24Wm6g9x4H6noUf0XEASU+lrE+JhRrLNI\nqKpCYuAlJEsNruDWqT9kc4jhmKY8q5gC7mm8HRBIDLxU0Xql0VDei01i4BVUJYevbSfCtJRiaUgL\nJCsrKp+iJAgCvta3oSo5Ev3Vt5zWw5JX3omBVzBbPbhX3DzjdWlwBMXlLLs4Zy6Kx55KH065Qfvh\npWEjo2AxSEaOUMhE8DTcNtNlMhxGAJSG6sabme0BnIGNJMOHyGf0uz4UvxfVYkYcMJT3YpEYfBUA\n77RAJYA4FAZArkJ5A3gnXSeVuV8rZckr77rOD7LurkcRxamOgUIyhTiWrCjL5GJcwa2Iko3Rwdcq\nWq/Uaz+8OGQo78Ug0f8iAJ7mu2a8XsytlhsqPxIX8TTdAagkBl7Rv1gUkVcEESMxyC5+G9FrDUXO\nMj6yF6urZTK3u4g0FEJx2HQV55TC6mzQkh9CB8hnYlVdSw9LXnkHVv0qde13zXhNHJ7YMXUWXpRC\nlKy46raTHe8lO6a//3Jx15YmdnGDK4eqKsT7X0Qyu3EHr5vxt2JutVyl5Q3gabwDmNoo9CI31iEw\ndUw3uHKMh/ajyBlqpmUhAZDOICbGNONLR3X2XHgabgPUK5p1UpXyjkQi3HnnnZw9e3a+5CmLoqKs\nxlc1nZqGHQCMDr2ue63qdaPaLMaDuQikokcpZMLUNM50mcCEW81uQ/VUP/Hb4qjH4VvHePgAhaz+\nUnfFCFouGqODuwGoabh1xutS0QCch80dtGlMAGPD+nVIpVSsvPP5PI8++ig2m20+5SkLccK/PB+W\nN0DNhD99dGi3/sWCgFwfRIwlIGMELa8k8QlL+OIsEyGZ0qyqxrp5saoArbBDVSb9p3ooZpwYfu8r\ni6qqjA7uRrLU4PSvn/G3yWDlPOkQq7sds6OeseE9V6xgR391ywRf+MIX+OAHP8hXv/rV+ZRnFs/0\n/Rvdpw+Ty2tFDq3OTt4/YkOy26oOVhYx2wLYfWsZDx9Czo0hWfRZa8qKIFzoRxqJQMv83AwGlycx\n9DqDdgtns/s5duhrJHIRtvpv49bsFjaiVlRZOReepjsYPPIYif6XCUw0RisXtcaF4rQblvcVJh0/\nTTYT4nzTOn505FOYBDM1Zh9eS5D7Q0FWUn2wsoggCNTU30yk+8cko8dw1W6el+teioqU95NPPonf\n7+f2228vW3n7fA5MJkn3Z509dZAjkb2T/38i8RZ7u+z8evId7Kir0X29uRjruJNze08gZI4QbLr/\n8gumIXe1kH/jADVjowAEg9Uf1a8ky0neoqyh6Cm+a+1l0AIMPIFJMGE3u3hx+Me8yI9puqGGz67a\nQet8/duCa+j1riQZOUDAb0WULLrkzbU1ohw7S61NRKgyQLZQLKf7AC4tr6qqPHPySZ6shZhyHFPK\nhIKKMjHe7lW/xIfbbuCdHQ2IVaSSTkdYczeR7h8jj+4juG6mm2YhvltBraA65UMf+hCCICAIAseP\nH6e9vZ1/+qd/IhicexcLhcYqElBVVQK1DkLhMQpKgZ8f/wo/TfwIWVS4Jfh2PtrxWUSh+i8/FT/N\n6Rd+A1/L22i94U90rRWicVxfeYL8hk7cn3hPxf/WxSAYdC8beYuyxrIh/ubQbzFcCLPOsop7V/0G\nXTVbMYsWjsff4s193+B1x3E8Jh9/sPFLNNjb5uXz+w/+A+GzP6Dj9r/FFdxWtrwAlpfexPrqW6Q+\n8E7kVS3zIs98spzuA7i8vD/p+yZP9X4dQYVbgzt5V9sncZt9pApjnIzs4dunvsC4OccW3238l9X/\nE6epeuWqFDIc+cmDWN2trLn3X8qW9XLMpfgr0nrf/va3+da3vsXjjz/OunXr+MIXvnBJxV0NgiAg\niSYkwYRVsvFrqbv4q70P0Ca1sTv0LD/tf3xePsfuWY3JVsvo8Bu6h8+qPo+Wy2sELRec4XQvf330\nvzNcCLM5Cb/V+f+x2XcLNsmBJJjY6LuJ3zl5Gx87fxOJQowvHv00g+kL8/LZ7rrrARgbeUv32qJv\nVRwxspIWmjfDz/NU79dxF+C/Khv4aOcf47EEEAURl9nDjdl1fGHPTtbKqzgYe4XHTv7ppEVeDaLJ\nhiu4jUzibMXtFHR93oJ/wjwjDYVpSXn4vfY/J2BdwdO93+BwrPoIryAI1KzYgZwbJaV3wo4gTOTy\nxlGNXN4FI1tI8w8n/ohIdogdSSt35+tndJkEIJNFTIxxH7fzwfbfYzQf5YtHP00kW31PbWftVhAk\nxkb2Xv7NFyFPzM+UjIHEC8q5saP865n/jVWw8I4YdKy4d9Z7xOEw/pyDP/T/MVt8t3FydD8/7Zsf\nI7CY/DA2/Ma8XO9SVK28H3/8cTo6OuZDlrIQh0OoFjOuYAu/1fV5JMHMv5z+PCOZ6ge9TqUM6v/i\nlfpaBEDtN4JSC8UTJx9jJNPPnb57uW40R039DTPKnQEtaAwo9QHuafg13tf23xjNR/lO95eq/nzJ\n7MDp30A6dpJCblTXWtVbo53ODMt7wYhkh/nHk3+CrBZ4j7COQEHAXb991vuKNQDqinr+S8cf4bfU\n83TfNzmZOFC1DO7JzLWFTxlcXpZ3Po8YiWspgoJAm6uLD6/6A1LyOI+dfJRClSk6rtotgMh4WP+P\nWIxaK8ZYtAWhe+w4T5/9NkFrE3eoms/YXXfDrPcVu/fJdZqb4r6G99NVs5WDsVfZH62+94S7bjug\nMh7ap2+hIKAEA9pItMLiDa29mnmi++8Yy8f4QPt/pz7ci8kWwOpqnfU+cTiEarWg+mpwmmv4ja5H\nERD4l9OfZyxf3cg6q7MRq7uV8ZG3UOSFPYUvK+UtjkQRVHVGbuYtdW/nluBO+lJn2B36aVXXl8xO\n7L4u0tETyIW0rrXKpPI2Rl7NN3klxzfPfgEFhY92fIZs6AAg4Kq7btZ7i9W3Sr3mphAEgQ+t+gMk\nwcR3ur9ERq5sKk4RV/2E33tYv99brg8gqCpi6MqVUF8rnEjs41BsN53uzexwXEchG8MV3DbrZEY2\nN8MABOhwb+RdrZ8gng/z3fP/ULUs7robUOQMqdiJqq91KZaV8pbmKM55d+snMYtWnu79V7JyZTMp\ni7iC21DVAqmIvi6Dit+DajahGsp73nm2/9sMpLt5oO0hVjvWkIwcwe5bg8kyO1VUGomgSiKKf6oN\nbIO9jZ2NjxDLhXi69xtVyeLwrkE0OxmvwO+t1BlBy4VAURX+48KXAXhf+2+TnDg5u2q3znqvNBLR\nGpZdlN/9QOPDtDg72RN+nv7UuarkKX5usoITvB6WlfIW5yiL91oC3NfwEIl8hBeGflDVZxS/+PHQ\nfp3CiSjBAOpI1JhpOY+M5eP8bOAJvOZaPrr+d7UHQpUn3BcXoSiIoShKrR+kmTUFb2/6MEFrE88P\n/oC+ZOXtHATRhDt4HbnUINlxfXGWyaClMZhhXnk99HN6k6e5qfZttLvWTj67pdI5p9xqgZmvCyLv\navk4KipP9/5rVfI4azcBMB4ylPck0nAYVZJKNtd/oPFhHJKb5/r/nWReXzBpOs7AJhBExsM6lTcg\n1/k1BRKpzm9mMMULgz8gr2R5oOlhHGbXZKaHu76EvzsaR5BlbeDwRVgkKx9Y+TsoyDzb/62qZHJN\nbBx6s06UoB8VjKk680hWzvCj3q9hFiy8u/U3UFWF8fABzPY6LM7GWe8XQxMB7RL3yCbvDla61rMv\n+iI9yVMVy2SyerHVrCIZPYqi5Cu+zuVYPsq7aFUFZ1tVAA6Tm19p/jBpeZxnB75d8cdIZgcO31pS\nsRO6p4YrQe2GMB7O+SEjp9g19CQuk4fb6t4JwHhoH6Jkw3FRrwq4fLfJTd6baXZ08FbkRcKZyueO\nFvO9dbtOLGYUv1drilTB5CaD2bww9APiuRD3Nb6fgLWeTOIccm60tL8bEENRVEFACfhm/U0QBN7V\n8nEAnur9elVyOWu3oMpZ0gvo9142yluMJTSr6hKDQu9e8R58liC7Bp+sKmrsqt0KqkIyfFjXuqJs\nxd3doDpeGn6KlDzOvQ0PYZVs5DMJMqPncfjXz+jvXqS4aZayqkB7ON/W+AEUZJ4f/H7FclmcTZjt\n9YyHD+oen6fUBxCyOYTRKzsy62qkoBTYNfgkNsnBzsZHACZPzCUrYFUVKRTV4iFztOpY59lOp3sz\nh2KvcW5MZ73HNFzBLZo8oYMVX+NyLB/lHYoCIF9CeZtFK/c3fpC8muPVkcozT4o/vN6UQTlY9GlG\nK/5sA428kuMXA9/DKtq5a8V7AIgPaQ+CM7Cp5JpiAUwxTbAUNwTuxWsJ8srIMyQLlZUsC4KAs3YT\ncm6U7HjB5NVGAAAgAElEQVSPrrXFjcUIWlbPgdjLxPNhbgnuxG7S+sUU/cyllLcwOo6QzaHUza1D\nBEHgV1s+AcBP+/+tYtmcgQnlHTaU95RVFSxtVRXZEXwAi2jjpeGnKi55dQQ2gCCR1BtwcNigxmVY\n3vPAa6HnSOQj3LniXZN9J+JD2u/hnKNjmzgSQalxgd0653VNoon7Gh4iq6R5afjHFctX3ED0ns6K\nG4tRaVk9uwafBJjc3FVVZjx8AIuzEYtj9gSlcnXIGs9WVrrWczj2BtFsZUV3ZpsPq7udVOQwirww\nfu/lo7wnLO9L7Zqg+b5vrL2XcHaQo/E9FX2WZHLg8K0jFT+JnE/qk7MhiDiWNAYSV4Gqqvx84LuY\nBDP3Nbxv8vX40AEQRBz+dbPWCMkUYjI1p8tkOrfXPYhNcvL84A/IK5UVUkwq74hO11q9YXnPB92J\nU5weO8R6zw2ssGuFOOn4aZR8smSKIIBUPL1fRocA3F7/TlSU6k7wtVtQ5Axj4YXxey8b5S2Foqg2\nK6rTcdn33ln/bgBeHP5RxZ/nCk74vXU+nELDhGVlWN8Vc2bsECOZPrYH7sZr0b5PRc4yGjqK3dOJ\nZJp9D4hluEyK2E1O7qh7kNF8lD3h5yuS0VbTjmR26b4/VJcTxW4zLO8q+Wn3dwEtzlXkUi4TKN/y\nBrghcA82ycErIz+p+ATvCmqbSGxAf01AOSwL5a3m8gixhJabWcZklDZXF+2udRyOvU4kW1m5evGL\n15urKTZOTE0JGX7vStk98hygVc8WScVOoCqFS7hMZlZWXo67Vmgb/O7QcxXJKAgiDv9GcskBfVPl\nBQGlLoAYHzUGEldIMj/KS/3PUmttYJPv5snXU1GtsG7OeyQUQbWYyxqNZ5Xs3FR7H7FciCPxyuZS\nFuWIDepspVAmy0N5D4e1qqjayx93itxV/y5UVF4afrqiz9RS0cTJG6Jcipa34feujKycZm9kFwHr\nCrpqpo6/yfAh4BLBypFiQLs85V1ra6DTvYVTowcq3uCLxRjJyBFd6yaDlsYGXxGvhp4lJ2e4a8W7\nEQUta0RVVZKRI5httZjtJSYoyTJiNKHpkDJH491e/yAAL1eoQ8y2AFZXC/GhAwsyGm1ZKG9lcMKq\nKsNXVWR74B4ckptXRp6hUEGivGRyYPOsJBU7qSvRXqgPoAqCkXFSIfuiL5FV0uwIPjBjyEbRPeEM\nbCy5TgxHUU0Sqq/86Uo7gg8A8EboFxXJWrHfeyJjSgob90gl7B55FpNo5tbgr0y+lksNUcjGcAQ2\nlM7vjsQRFKUsf3eRVmcXbc41HIq9RixbWa9+94qbkPNp5Pz8p4YuC+WtTrRwvFSO98VYJCs7gg8w\nlo9xtNJjj38DqpIjEy+/nFowmVACXs3yNgoxdPPahMvk5gnFCloWQTJyFIenDbOtxD2gKIiRmFZ4\noWOk1XWBOzELFl4L/Vx3vjaAw7cGQTTrzzip1QpExLDRoEov/alzDKS7ua7uVpzmqY160mXi31By\nnR5/93TuqH9QC1xW2PSuYcNvcMsHn8RknV0VXi3LRHlPVM7pcJsA3Fh7HwB7I7sq+lzHxI2Q1Ok6\nUYIBhFweIbF8xkotBSLZIU6M7qPTvYU6W9Pk65nEOZRCEu+K0lkEQnwMoSDrcqsBOEwutvhvYzjT\nw4Wk/owAUbJi964hnTitqxq3KKfhNtHPnvALANze9MCM14uuK0dgDuV9ibL4S3FD7b1YRTu7R56r\naIMXJSsOz+y2tPPBslDeylBIy9+1zZ2/W4p211oC1hUciL5CTtafuuecuBH0+r2nKi2Nh1MPr4V+\nBsAtdTtnvF50S3gb5kgBm3A/KMHZJc+Xo+g6KX62Xpy1m0BVSEWPl7/IakGpcSEabhNdqKrKm+Hn\nsYg2ttffMeNvqegxBNGM3dNZcu1UTETfBm+THGz27SCcHaAneboywReIpa+8UxkYTepymRQRBIHt\ngbvJKmmOxvVPx7E4m5AsNbot76JfzUgXLB9VVXlt5GdYRBvXB+6a8bdJ5b1ijhSwCSWo92QGsN67\nHbfZx57wCxXFRqb83jqDlrU+xPGUUQ+gg/PjJwhnB9jquxWbyT75ulxIk06cwe7tQpQsJdeKoQiK\nywl2m+7PvT5wNwBvRX5ZkdwLxZJX3kUFWG4WwcVsD9wDwJ4KXCeCIODwryefGiafLl8RTzWoMiyr\nculJniaU7dceTMlBqlBgKJMkkc+SiBxHsvqw1zSXXFscbqDXbQIgCSZurL2P8UKiopSwoo9Vd9Cy\n1gha6mVPRMvJv6FWm0spqypDmSQnBg+hqMrkSXkW6SziWGUGIMBG701YRTv7or+syHWyUJgWW4DL\nMVlZWeEX3+rspM7WxKHYbrJyGqtkv/yiaTj9Gxgbep1k9CjepjsuvwBQPW5tXqFheZfNgYkRZY3O\nW/l/pw+ya6SPrDJRHOF6hDrS5PsusMXqR7wom0AMR7VBGN7L5++W4ubat/H84H/wVmQXW/236lpr\nsnqwultJRY+hqgqCUJ49VDy+i+EockuDbpmvNRRVZm94F3bRzZlkkG88/ww9Y6PkFAUAl/+T3KT4\nuS8eZqMnMCPjRKrQ313EIlnZ5NvB3sgL9KXO0OIs7Zq50ix5y7ta5a25Tu4hp2Q4HHtN9/pi0FKX\n31sQUGr9iNGEMZihTPZEXiMmv4cvn0vy3NAFvGYrd9c1c4PTzKpcDxFs/OmeV/n0/hc5EJuWtjXR\nP10J+MrO372YVmcXPksdh2OvVTQH1eFbh1JIkR3rLXuNUsw4MUailcXp0UOM5EQi6kf5xvkT9I6P\n0eJwc2ewiRuFEIog8fxojj8+vJt/OHOQvDL13E261SrUIQDXB+4EYO8Scp0seeUthSIglu6/Wy7b\nJ3xWlXzxDv9aQNTv9671ISgKYqzywRDXCicS5zgyfjNpdRXra/x8bv0NfPWGe/kfa67jk9Z+PpH4\nPl9sr2dnSzvdyVEePfIau0Y0RSnERrVWwbWV3x+CILDVfyspeZzTY/q7wDl8awFIxcoPWk5mnBhu\nk7L4t/P7CcsfIp63cV99C0/vfA9f2nYnf7jmOn4t/hR/mv4hf7FpBx0uDz8f6uF/HtpNOKvNoS2m\nZFZzj2z03oxFtPFWZOm4Tpa88hYSYwh1gTn775ZDk2MVDfY2Dsde0z2Atlisk9ZZrDNpWRkP5yXp\nS43zZ8cOUaCO67wCf7X5Vm4ONCBNWNFFhdhev4E/u+FW/nrLbdhNZv725H52jfROyzSp3KoC2Oq/\nHYCD0Vd0r3X41k3IqiPd0GJG8biN+6MMfjJwjoOjtZhI8fmNN/Hprm14rFrmWS7Zj5xLUONfzxZv\nkL/efBt31zVzcizGp/e/RE9yDDEyobyrMACtko1NvpsZyfTRl6p8jN58suSVd/aBOzC//4HLv/ES\nCILA9YG7yKs5jlSQdaIV6+TJxM+UvaZ4oxiFGHMTzqb5o0OvMFYQqRF384drbptU2gCqqpCKncDq\nasFk0fzZ62r8/MXGHZMK/IWQNkeykkyT6XS6t+CQXOyPvqLbsrJ5ViGIZn3pgkxknCTTWkaVQUle\nCQ3wlbNHEElyb3CQbb6ZrV6TE4PCi+5NqyTxB13b+I1VG4jns/z58TdJxeJaqrFl9gAPPRSzoJZK\n1smSV96FrpWI7U2Xf+Nl2Oy7BYDDsdd1r62kWGfS8o4YyrsUsqrwf068RSKfo0bcxfXeDDWWmZZR\ndrwPJZ+cdEsUWe32Tirw/6vEOOYyV3UkBq3P9ybfDmK5EXpT+vJ5RcmC3bOaTOIsilx+sykj4+TS\nHIqH+b8n92ESVPzSk9wSvH7We1JRbdrN9MpKQRB4V1MHDzWvZiCd5C+bbBRqq69w3OS9GbNoZV/0\nxaqvNR8seeX9emSQ/eHhqq/T6uyixuznSPwNFFXRtXaqWKd8y0r1uFHNJsPynoMnLpzi6GiUTpeK\nU9jHtgm3xXSKbgh7if7dq91e/mTdDaio/MUaP2mXviyiUmyZyDQ5UIHrxO5bg6oWyCTKP1LLhmtt\nTkbzOb5wYi+gstrxOnYxynrP7KHTqfhJBNGMzbNq1t8+0r6O6+w1vOa38c16/fndF2OV7Kz3bGco\n3UMoM1D19aplySvvfzl3lD/Y/Usi2eqOlqIgssl7M2P5GBfGT+paa3E2IZqdpOI61gmC1uMkEgdF\n32ZxtXMwHuK7vaeotzpoML+KIEz5nKdT3CwvtryLbK7x877BJH12E984r89lUYqN3pswCWYORF/V\nvXbK760jaFmsBzAyTmbxtXNHSORzPNTcQiK7m66aLZOjzoooSp5M4iy2mlUli3MkQeCPTbU0ZAp8\nS0rzVqyyqTjT2TjRgrYS9+t8s+SV93ubV5MqFPjaOX0VbKXY5NsBwOG4vpRBQRBweNeQG+/T1R1M\nCfgRZBkhbvQ4KTJeyPPFk/sQBYHf6VzHufG9tDnX4LfObuOZjp1AEEzYPR0lryXGEvx6d4I2WeSZ\nwfPsq/LhtEkO1nquoy91Rvd0eS0rSV/QUqn1omJY3hfzVnSEF0b6WO3y0GLTZoQW3Z7TySS6UZU8\nDt+aOa/ljYzyv45HEYHHzhyekUJYCRu9NwGVuV/nmyWvvO9f0cZGfy0vhwfYX+XDud67HUkwVfTF\n2ydukHS8fH+o4feezfd6ThHNZXm4dQ2KchZFlUs+mIqcI504g83TgSiV7mkjhqJYVfistQ5JEPi7\nUwdIFaqbF7jVfxsAB2L6XCdWVwuiyakv48RsRvXWGMp7GqlCgf935iCSIPC7nVsnDa2i4TWd9MRJ\n2H4J5S2Go3Ql87yzrpXBTJIf9p+rSr6AtZ5G+0pOJvZV1C9pPlnyylsUBP5o6w2IwJfPHCZXxc5p\nkxx01mzhQvIk8Zy+6keHV7tBUrHyXSdF5S0Zfm8AhtJJnhrops5q59eaOyZb9W7wzvZlZhLnNKuq\nhL+7SDGesKqunve3dBLNZfhhf3VpXJt9mt/7SEzfsVgQRBy+NWTHevSdzmp9iKkMQlJfCuvVyuMX\njhPKpnmoeTXNdhvHE2/RYG+b0WWySPFZLD6bpRAjcRSXg0c6NuAxW/huz6nJ/O9K2ei7ibya4+To\n/qquUy1LXnkDdHn9PNi4isFMku/3lp+uV4pN3qLPSp/1Xdzd9ShvOWAEpKbzr+ePU1AVPta+HrMg\ncjT+Jg7JTbtrtk+76Dsu+pJLUfxelVo/721ejc9s5Yd9Z4nlKo+PeC0Bmh0dnB49qNuymirW0XGP\nTJbJGxv8YDrJMwPnabQ7+UBrFydG95FXsiVPZgDp2EkE0YKtpr30BXN5xMQYSsCHy2TmY+3rySoy\nX+8+VpWcleqQ+WZZKG+AD7WtxW+x8oO+MyRylR9XNhf93jpdJxbHCiRLzeRRrRxUXw2qJGpBy2uc\nY4kIr4QHWOP2cUewkaFMD9HcMOu92ydHWU1nUnn7SwcrQVN4qtmEWuPCJpl4uLWLjCLznZ5TVcm6\n3nMDeTXH6bFDutZVUqwzWQ9g3CM80XMSBZUPt63FIkocju0Gpp7Z6ciFLOnRc9i9nQhi6RZNk8U5\nEyfg++pb6HJ7eSnUz+F4uGI5O9ybsEkODsfeWNRqy2WjvB0mE+9r6SKryFUdjevtLdTZmjgW36Or\nBaggCNi9a8glByjkygxAiiKK36tZiEukpHYxUFSVr3VrOfK/vkobU1V0mawv4TIBLdNENDmxulrm\nuKiizSSc1tPk/hVtNNicPDd0gcF0smJ513u3A3AsvkfXuuJGk9alvLX842s9LtKbGuOXI320O9zc\nVtuIqqocib+JQ3Kxyj27W+B45BSo8iWDlReXxYuCwG+u0lr4frtHX8bZdEyiifWeGwhnBxjJ9FV8\nnWpZNsob4P76VnxmK88MdjOWr3zy9ibvDrJKugLLqhi01Of3FvIFhNH5n2G3XNgTHebUWJzbahtZ\nV6O5CSb93SVyd+V8iux4r2ZVzdGlT0iMaz1NppU8m0SRj7SvRVZVvnVB/2ScIp01mzELFo4l9Clv\nsz2IyRYgqaMeQPEXlfe1bXl/p+cUCvBI21pEQSCU6SeSHWKt53okYbZlPRrSvmP7Jf3ds1sFr6nx\ncb2vjiOJCMcSlXf93OibyDpZRNfJslLeVknivS2rScsyP64iarzBeyMAx+Nv6Vpn93YBOoOWASPj\n5Ad9Wpzi4Vbt+8vJWU6NHqTRvhJfqRTBhPZ+h69rzmtO9auYWTl3W20jq10eXgz1cz5ZWVMws2il\nq2Yr/alzxHP6jtcO7xoKmTD5TJmKwWZFcTmv6fvjfHKUl0L9dLg87AisAOB4Qns213lmV1UCjIY0\nv3VZlvdF98j7WrSWrt/rrXwyzlJIGVxWyhtg54o2PGYLTw+cY7zCtLDOms1Igonjib261k1Z3uX7\nVJVrfNjs8dEox0aj3OCvp82pDYw9PXaIvJKd3EQvppiOWdwsSzGX8hYFgUdatd/pR1W414runGNx\nffeI3asphrSuPjhexNFxyFWX5rhceaLnJCrw4ba1k324j008m+smXFgXMxo+hijZsLrncKuhZXkp\ndhuqY2b17UZPgA01fvbGRjg3nqhIZq+llhbH6ooC2/PFslPeNsnEe5o6SMoFnh6ozPq2SnZWuTbQ\nkzxFslB+AY3ZXofJ6iVdQbrgtaq8i1b3e5tXT752bDJFcC7lrW2ORUVYiqKboVSnuO3+eprsTn45\n0l9x5smGSeWtb7pOccPRVQ9Q9HtHrz3XyUB6nN3hQTpdXrb7tFOYosqcTOwjYF1B0No4a41cSJOM\ndWP3diGUCHYDUCggxEe1569En/f3t2i/UzXW91rP9RTUPGfG9E1Rmi+WnfIGeEfjSmpMFp7qP0e2\nwmEH6zzXoaJyMlF+ruZk0DI1RCFb3oOm+LyognBNHov7UuO8ERmiy+1lQ82U3/FI/E3MopXOmk0l\n16XjpzWrylV67BlolrcqCCg+z+y/CQLvalxFQVX46eD5imRvsLfjtQQ5ltirqxfOlOWt43R2DbvW\nnhk4jwq8u6lj0uruSZ4iJY+zznP9jIk4RTKJM6Aqly7OiSYQVHXONrDX+YJ0uDy8Gh6gL1VZPGqt\n5zoATo7uq2h9tSxL5W2XTOxsaGOskOeliZagelk74Us7kdDn9y66TlLlPpwmCdVXoxXqXGMZJz/s\nP4uKZnUXH8JYdoTB9HnW1GzFLM6unFTkLJmx89i8q+e2qtAsb9VbM2ef93vqW3CbzDwzcL6iDV4Q\nBNZ7tjNeSNCbLN8FYrYHkSwenZb3tZkumCoU+MVwD36LjVtrp0bBFV1V6z2lXSaTxTmXqayEuQcw\nCILA+1s6UaHi7LXOms2IgsTxhKG8dbFzRRsiVGxZtbvWYRXtk4GRcilGt9Ox8i0rOeBDyGQRUtVV\ndi0nYrkMzw/30mBzcnNg6sE8MVGVNlcgKpM4p1lVnrldJkIqjZjOzPJ3T8cmmdjZ0M5oIceukcrS\nuSb93onyXSfa6ayLXGqQfLa8gOm1mi74wkgvKbnArzS0YxKnVFHxmVwzYdleTLrMykqYHROZzs2B\nBuqsdl4c6SNZQfzMJjlY6VrPhfGTpApXPpts2SrvOpuDGwMrOD0e5+SY/pveJJroqtnKcKaXaLb8\nninFDAhd6YKBay8d7BdDPRRUhXc1rZoxYKHoplrj2VZyXfFE47hksFL7HuXL9PB+Z8NKTILAj/vP\nVlRMUdxg9Gclaf79sXB594jqdmoDq6+h+0NRVX4y0I1JENm5om3y9ayc4ezYEVqcnbjNpRVvOnEa\nyezA4pq7z/+lYiJFJEFg54o2Mopc8QavuV8VTo3qH59XLRUp73w+z2c+8xkeeeQRHnroIZ5//vn5\nlqss3tHQDsAzA90VrS/6rPS4Tky2WkxWn85sgolj8TUSkFJUlZ8N92AVJe6pm+m3Pjm6H4fkptmx\nuuTaqUyTSwUryxtrFbDauD3YRG96nP3x0CXfWwq32Uuzo4OzY0fIK+XXFRQ3nrFwmbnmgqAVc0Wv\nnfbB++Mh+tLj3BFsxGuZcp+dGTtEQc3P6TLR3Go9uAJz1wCA9qypJq369lK8bUUrkiDw7OD5ijb4\nNTUTfu9FcJ1UpLyfeuopvF4v//7v/87XvvY1Pv/5z8+3XGWxxRuk0e7k5dAAibz+dJ1Jy0qH8hYE\nAZtnNbnUIHKZlZbXWiHGwXiI4UyKO4JNOExTo6fCmUEi2SG6arYgzvHgpeOnteb6c/WrYJpV5b/8\ndJTiBv+LoZ7y/wHT6KrZSl7NcX68/MKb4sZTtvJG24gEWUFIXBvtg5+eqNP41caZQxSKp5y53Wrd\noCq4A3O3TUBVEaNxFL+nZKbJdHwWG7cEGriQGuP4qP4eRKvc6zGLVt3u1/mgIuW9c+dOfu/3fg8A\nVVWRpMqHA1eDKAi8o6GdvKpU9HA2OVbhNvs4kdina9ctHovTZU5NudaU93NDFwBmHIcHkyrP9vaQ\nzr2TWPqDPNcrcyahkFemvndVKZAZPYe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NCwT1LcyWUgzN9tEZXmcr6JSd6UXoflvDYUpl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JPIMnqxz/RpZthav9rRRGcixrsraiiwZc4FPh37B/zdVh5MYDBTxh2wUnwRMosvLLap\nPRf4u4F4xB+aTgxZSL8w9/VkUd45BS2zK2/DMPh9Ux0y8IHpuVc4DiWlJzjYt50q9ywCztzH6aVi\nHWjJ3sEdZi4MutVKp45bLR+m3tNzhvnIgqUAPDHE+l7qN/Pg9/ZuzrjG7Z+PrsVJ9GcfZ6WXBJCS\nKaT+yEnHVV3nN8cPYZNkPlide0e/oRiGwb7erXiUAmYU5P6QGYZBNHQAu7s854HDg9PAp2gganaB\njxX+Unb1BjnYbyqpgLOMSvdMDvbtIKUPb0Bm+ooloqHhfXLSnLC8h+/OdvYEqY/0cnFpFZXu3FL1\nTuVw3y5SeoKl/gssrRtdsFJY3iMhlPcYc2FFJXO8PjYGW2iOmkUM6Rt+T2hTxjVpqyS3bfHJD+dL\nHY20xaNcM62WcpcnL5k74810JdpY4FuNLOUeyErFOlETITyBhTmvSbt+9JJRTFWe5NxaY/7evzp2\nYljHYv/5pPRExsHVit2Ds7CWWM+hrLszw+NGd7tQMrjWnmwyDYkbq/OzugH29mwelNMKaXegpTTB\ntNukVCjvkRDKe4yRJImba+ZhAE8MPDSV7pkEHOXs7dmCZgzP5/YMZpyMoLxLh2ecpHSNx48fwiHL\n3FKT+8NxKukcY6suk7QlmLPLBJCDputoKj+Yy/2lrA6UsbMnyPYB3/fi07hOPIGF6Go0++5Mksx6\ngJ4+UE/cY9tCHezoCbLSX8p8i33dh7KnZzMO2cU8C/MqIY8CLsx73HA5MDzWmqpNNYTyPgNcXFpJ\njbuAl9ubOBbpQ5IklvovIKr1cyw8fOtrdlqTB1OqMpEp4+T5tuN0JmK8t3ImJU5X3vLu6x3I77Za\nnDPg77ZkeQ/6M6eu8gb4p5mLAfjlsf3ohsH8ohXYJPvgb3EqnoEX5Iiuk9IA0kBDJzBnmP6/I3uR\ngI/NWpK3rF2Jdlpjx1hQtAq7bC3YGes5hN1djs2Zo5tM05BDveb9nkfW1FRCKO8zgCxJfHz2EnQM\nHqrfjWEYLA1kd50oNre5Le49nDWXVy/2D1TRmQ9mQtP4beNhnLLCzdW5WzWnktJT7O/dSqmzijJn\nlaW10R5TkVjaEnd2m6PPpqjPO82cAh9XlE2nPtzLG8EWnIqbOYVLOR45RH9qeIOHmi0AACAASURB\nVNDRPfCCHFl5m66o9O7shbbjNET7eXdFDbMLfFnXnY59Ay6TJf7T9zAaSioWRE10W/N3D1TfasLf\nfVqE8j5DnFdcwdriCvb0dvF6sIVFvjUoko09PZn93p6AmcubCGfZFtvTI9HMB/O3jYfoTsa5vmoW\n/jxTvwD2Bt8hrkVZEbjYUuGFYRjEQgfNfhU5poBhGCjBkNm21JZXce85xYdmLESRJH517ACqrg/6\nk9P+5aGYKaUj98EZ6lqLqiq/btiPU1ZYP2PRqOTcMyDPUovKOxoyffoeK2414e/OGaG8zyD/Mnsp\ndknmf47sBRzMK1xOQ+RgxpRB90Cf42j3SBkFAeRIjCNdnTzZWEeZ082ttfn7ugG2tm8AYEXxJZbW\nJSPNZr8KCy4TKRpDiifQyqZusHIolW4v106bQWs8whNNh1nmvxCAXaE3h31WVpy4fXOI9dah66mM\n5zuhvLt5sukwPakkN1XPHZVLTdVV9ve+Q5lzOuVua1OZot0Dyrs495fHiYC2UN6nQyjvM0il28uN\n1XMIJuP8rvHwoOskU8qgt9j0gaatlUzoJQFU4Ad1O9Ex+Ny8FbiV/C1YwzDY0r4Bt1LA3MLcR56Z\ncqZdJhasqk4RrDyV9TMWUuJw8fjxQ8T0Ykqdlezp2ZQxZdATWIChp4j3Hsl4LsPrwXA5OdLfy++b\n6il2uPj7UWSYABwN7yWuRSy7TCB9L0v5xUSmuFstF4TyPsPcXDOPMqebp5rqcNnMHPBMfm+Xbw6S\nbCfavS/rufQSP7+bXkB9MsrVFTWsDuReLJGJ5ugROqItLPGvxSZbewlErRbnIKyqTBTYHXxx/ko0\nw+DBg9tZ4r+MuBbNOFX+tH5vSSJcFuDbVXZUQ+dz81YMNsDKl92htwFYYjFF0DA0oqEDOAtrUey5\nt56Vu0IYioLhm1rVt/kglPcZxqXYuGP+KgwDfnakmQLbjIwpg7LiwO2bS6y3Hl3L3FyorsjFL2YU\nETAkPj6K7IE06e35isDFltfGQgcA2XIKGIAu3CYnsSpQzvsrZ9EYC9OcMF0MO7vfGPY5T8D820h+\n7+9XuWh027gxUMX5eTYoS2MYBtu6N+CQXSwcHCaSG/E+c7qSFasbw0AO9phW9xSsvrWKuEJngeX+\nUj46azGhVIJu/X1E1AiH+4Z3GfQULwZDy5jv3RGPcnfHYZKyxBe7odA++m5ru0JvIkuK5ao5Q1eJ\n9RzGVTQTxZZ7Lq4c7MZganUTzJWPzFrEdLeXDcEwOsvYGXpjWJdBc0aoK6vl/VL7cV60p1jUn+Sj\nUv7ZJWlaY8foiDex1H8BTsWa33zQrTbgDswFqacPSVXFyz1HhPI+S3xg+mwuL5tOMOmmV38X7wRf\nG/aZ9I2eDvSk6U0luGfP23SnEnyqJcbljbkPI85GX7Kbo+H9LCpeiddubTp3vP84uha35DKBgeIL\nfxHYRabJqbgUG19ZsAaXrNCurqMl7uN45OSXuCTbcPvnEe87hqbGTvrb5q42flS3G6+kcO+BbpwW\nBlZnY1u3GcxeVXyZ5bWDwcpA7sFKJR0TEco7J4TyPktIksTn561gpqeQqLGCv7TLRNWT3SPpqHxk\niPIOqym+uWcTTbEwN1bP4SYKkMMRiMUZDbt63sLA4PyKyy2vzac4R4rGkGNxkWkyAnML/fz70gux\nSxIh/f083TS82tL0e+snNal6vu0439lnfvZfZy2lMqGN2Ps9V7Z3bcAm2Vmeh1stGtqHJDuyDhjJ\nRDqgrZWKeyQXhPI+i7gUG99ZdjGljij92iy+sP1l2mInGk05PJXYnH6ioX0YhsHGzhY+tfVlDod7\nuLqiho/OXDxolSjBzDMPc2VXt+nvPm+adeUdGQiq5tXTRGSajMgSXwl3LzkPCY0XOgt4rOEg0SHl\n7ulrHgsdIKlrPNZwkP9zeAdem43vLLuINVW1GE7HqJV3Z7yFxmgdC31rMk6AGglNjRHvPYo7MB/J\nQiB8sHWCeMHnhNi/nmX8Did3zJvFffuepTW+is9ue5ULSqZxSWklS4pK6PKfx7GeRn63eyNbe0PY\nJZn1MxZyU81cJEkatFzlzhBajbWKyDRxLcre3i1UuGqZXjCDzpi1ydbR7j3IisssHMmRE2mC4sE8\nHasCVazx7Wdb71weO36Qv7Ye5Zaa+SwsCmBzz6RTCfBaRw9vB1+gT01S5nTzraUXUuMxMzT00gBy\na6c5sFqxPjEHYHv36wCsLs5jZ9ZzCNDxBnL3d8NA9a3dJjJNckQo73FgiX8NVY5vEzWiaNI6Xuts\n5rXO9JSU5VC0HHpDLPeV8pl5y0+a8q0PKu/8Le8d3RtJ6QnWlr7b8lot2U+87xje0hUWrSpheVvh\nqvLlNIV/yMyiT7Gzz8bPjgzpNlj8UdChUDa4qXouN0yfTcBxIqColQZQmtuRu3vztmK3d29AQrZc\nvAX5FeegaeaM1opS0dMkR4TyHgdsso0VxZfwVuez3LVkPYZczZvBVo6EeynWwzia/sLCypVcsez6\nYSXreknA7HEyCrfJ5uCLAHkp70hoP2DgLVlqaZ3cNZBpIoovcmJ1yRX85ugPkPTn+Pn5P+Sl9kZ6\nkgmimkpX+zaq+97hlsvvorBg+O5raI+TfJR3T7KL+v49zC9aSaHd+u+VrlWwVFkZ6kXSdRETsYBQ\n3uPEmpIreKvzWbZ1b+DmmZ9mboH5kGipMHvq7qMgLGfuNWK3YQR8puVtGJatlP5UD/t6tjLDu4AK\nd41luaNdpgVoWXl3pjNN8pv0M9UotPtZ4l/L7p63iKZauXHIoI0ODtDasQc1tA8yKu8TZfJgvcJy\nxyhcJmBWVtqcAezu3PPMZZFpYhkRsBwnFvnOw6V42Nb92kn5vIq9AGdhLdHQgayN97WyYuRYHCka\ny/j3kXin6xV0NNaWXp2X3JEB5W0pfzcaQ47GhMvEIheUrQPg7eALJx1PvzjTv8WpnNpd0Cqbgi8i\nIeWVIpiKBUnFOvEEFllqdCaUt3WE8h4n7LKDFYFL6Eq0cSS896S/eQKL0NUo8b7M08QHH848/N6b\ngi8hIXF+6bssrzV0lWhoP87CmdgcueeGp5WIJpS3JVYELsGleNgcfBF9SKtgt38+kmzPqryNQq+Z\ncZLH/dEea6S+fzcLfWsszapME+k272UrL3cYOqRDKO9cEcp7HLmo7FoAXm//y0nHvSVm6Xs0m2WV\nZ9AyGG+lvn83C4pW4XeUWhWXeN9RdDU2KF+uyB1dAOjlJZa/cyrjVFysLr6crkQb9f27B4/Lsh1P\nYCHx3iNoqejwhQNZSXJ3z0lTdXLhjY5nALik/Lq8ZI4Ezcphb6m1RmdKZzeGy4lRkN8ov6mIUN7j\nyELfakqdlWzteoWYeiLfO33jh7uGl9BD/sp7S9fLAKN2mXiLLfq7hfLOmwvK3gPA253Pn3TcU7IU\n0LM2MtPLSsypOhZcJ5qh8lbns3iUAlYVX5qXvJHgLqSBl0vOpFSkUJ8ZrBSZJjkjlPc4Iksyl5S/\nj6QeZ0vXS4PHnQW12Jx+Ip07hvW3ANCLfRiyPFhOnAuGYbCp8wVskp1VJfkFoga3xBYtb6WjC0OW\nRU+TPFhQtBK/vZStXa+S0k9U5HpLzFmSke4su7OBF2X6xZkL+3q20pvqYm3p1ZbHnYEZbI/11uEp\nXoys5N57R+4KIRmGcJlYRCjvcebismuRkE9ynUiShLdkOal4kGS0bfgiRUEv9pl+wgzKPRN1/bto\niR1leeBivLb8iiCiXXtQHEU4Cyxkqeg6crDbDFbmWTAylZElhbVlVxPTwuwaaM8KJ/q/Z/N7awPK\nW7GgvN/o+BswCpdJ1x7MNFJrQ4pFt8n8EMp7nAk4y1gWuICGyEEaIyf6VXhLVwAQCe7MuE4vK0FK\nppD6wjl9z0utTwHwrsoP5iVnKma+SLzFSy1lEUg9fUgpVbhMRsHFA7GRV9p+P3jM5vTjLKgh2r0v\nY1bSCddabsq7LxFiZ+gNpntmU+vNbzpT2t9dMHDv5orINMkPobwnAJeWXw/Axo6/Dh4rGPB7px+I\nU7Hi9+5KtLOjeyM1nrnMszgxJ016e56PywROWIIC61R5ZrHIdx6H+nbQED7RadBbsszMSuo9OnyR\n04HuL0Ju78ppd/Za8zNohsol5ddZejkPJRzcBch4ii3eI2LCUl4I5T0BWBa4AJ+9hE2dL5AcGMTg\n8s1GtnsJZ7W8BxpU5aC8X2v7Izoa76r8YN4PZiTf4hwRrBwT1lXeAsCLrb8bPOY5Tb63Vl5i1gNE\nMmSkDP2cofK3I49jk+xcULouL/l0LUEsdAC3fx6K3VrGiBzsRvd6MDy594YXCOU9IVAkG5eUX0dU\nCw9a35Kk4C1ZRjLSTCoWHLZGK8stIJXQ4rze8RcKbf68yuHThDu3I8kOa1kECOU9Vizxr6XSPZMt\nXS8TSnQCQ4t1TrM7O809sjX4Cm3RJi4pf29e5fDAgPtGtZwiSDyB3NsvXCZ5IJT3BOHdlTfhlN08\n2/zoYFZB2neYKWXQ8BeahRjtwxX7UDYHXyCi9nF5xd/llUEAkIqHiPfW4y1ZiqxYO4fS2YXucWN4\nRf7uaJAkiasrb0Y3tEHft7OgBpurhHDn9sxZSTlknOiGzt+af40sKVxTdXve8kWCZh56gdX87rRb\nbZr1uoOpjlDeE4RCu5+rpv09PangYOaJdyS/tySZ2+LuHkilMp5TN3Rean0KWVK4YtoNecsWCZrD\ncAvKrc0xJJFE7ukXVvcYcWHZOgptfja0/4m4FkWSJArLVqMmQsT7hvu9tXJTISod2V1rO7o30ho7\nxhXV11HqqsxbtnCX6d6znGnSZu4i9AqhvK0ilPcEYl3VrThlN88MWN9u/3xkxZU946Si1CzEyPJw\nbgq+QEvsKOeXvCuviso0/R3bACgsW21pndIpXCZjiV12cuW0vz/JvZZ+oYY73hn2eSNQhGG3Zc04\nMQyDvzU/goTEB+d9NG+5DF0l2rXXbJvgtOZ2SVveQnlbRyjvCUTa+u5NdfF6+1/MMujixcT7jqIm\neoZ9XqtIW1bDXSdxLcofGn6KXXLwgdp/GZVc4c53kG1eS5Pi4cR2XbT5HDuunPYBXIqXvzT+kv5U\nDwUDL9T+zuHKG0lCLys286i14emEe3o2cTxyiNUlVzC9YGbeMsV6DqNrcQpKrVndAHJ7EMNuQw+M\nfmDyVEMo7wnGUOs7qSWG5HvvHvbZQZ9mBr/3c82/oScV5D1Vt1HizL0156kko20kIy0UlK20NHwB\nhgQrhVU1ZhTa/dxQ8zGiWpjfN/wEh6ccZ0ENkeBODH14HxOtvARJ15G7Tn75q7rKHxt/DsB109eP\nSqb+jq0AeEtXWluoagM9x0tAFqrIKuKKTTBM6/tGelNd/KnxfygsH7CsOjYP+6xeVmyWyZ+ivLsS\nbTzf8jh+RxnXTs8/CAUQ7tgOMGjhWUHp6MaQJPQSkb87llw57QNUe+bwRuffqO/fQ0H5GnQ1RjS0\nf9hn9SxZSc+2PEpj5DAXlV1LjXfusHVW6G/fAkgUlp9naZ0c7DYHMFQIt1o+COU9Abmu+kOUu6p5\nvvVxGuQoir2AvvbNwzMKFMWcV9jRDfqJlqFPNTxEykhyY+0ncCqjy51Nb8cLylZZW2gYyJ1d5uQc\nmyiLH0sUycY/zPoiAI8d+W88AxZvOjYxFD1DmXxj5DB/aXoYv6OMW2d+dlSyaKkwke49eAILsTmt\nuT7SO0a9omxUMkxVhPKegLgUD/88725kSeEX9d9FLltOKtpOInx82Gf1ilIkVUXu7gXg9fY/s7Xr\nFWYVLM67e2AawzAId2zD5gzgKpplaa3U24+UTIlg5RliXtFyLiq7lsZoHZv0Y4CUMWipnZIuqOop\nflH3ALqh8eHZX8GTZ5+bNOGO7WDoFFastbxWaR+IiQjLOy+E8p6gzCxYyAdq/pneVBfPOzowMOhv\nG+46SQct5fYgu0Nv8+iR/6bA5uNjc7+BLI3u5030H0dNdFNQttpyZWbalSOU95njg7X/i0J7gD82\n/5IjJRVEu/ehqadMV3I50X2FZmBQ1/lj489pitZzWfn7WRq4YNQy9LWb92Q+yltu7zTdaiKgnRdC\neU9g3lN1GwuKVrEvcZhXfdDd/vawz6SDgcc7dvCTQ/eiSAqfXfgAFe7qUX9/OF+XCSfyd7Vp1qex\nCHKjyFHMHYu+h1sp4FlHG3XOVMaaAG1aKUYswm8O/RfPtzxOiXMaN8349Ki/3zAM+js2o9gL8QQW\nWF2M0jHgVhNzTfNiVMq7vr6eNWvWkEgkTv9hgWVkSebj8+6mxjOXfR74lf4OHZFjJ30mUebj5cp6\nvmf/f6T0JP8y/15mF1prDJSN/nYzi8BycQ6gtKaVt/BnnkmqvXP4wqL/xCE5eN4Pr7X8jpSePOkz\n0Wk+/mvp67wa+ivTPbP5ypIf4rZ5R/3difBxUtF2CsrXWM5EkkJ9A241kYmUL3lPjw+Hw3z3u9/F\n4ci96brAOn5HCV9d+iN+vu2T7OAI9+35JMsCF1Pmmo5L8fBa+9MEF7Ri12U+NOtOVuY5AeVUNDVG\nf8dWXEUzcXotVt4ZBkprB7q/CNz5leQLcmdW4SI+u+A+frD/y/w5sZVX37mZS8rfR6HdR33/XuqU\n7fSV9LFMX8A/L/nvMVHckM4yyc9lkq5NEGXx+ZOX8jYMg7vvvps777yTT3969Nsvwcg4FCfrZ3wO\n/zt38KY/xeYhU3dskoN14TV8YFc1juVXkdtohtMTbt+KoScpqrT+MpB6+5HiCdRZFoY2CEbFgsD5\n/It0Pm+Ht3DQl+LZlkcH/+azFfP+Ywu5yXgfyUvGRnED9Kf93RZTBGFIpomwvPPmtMr7iSee4OGH\nHz7pWFVVFddddx0LF+beYS4Q8GAbRcpYWdnoouJnkzMha0nxxSzf5GV1pJgFN/yYtkgT3fEOlpWu\nxbfhMGryDezxKMps6/0pMsnbscf0r89Y/B58Fv8/WnMzKcA9t5rCMb4Wk+k+gLMr79KF1yO/spXb\nFnyYjmm16IbOwuIVlLkrSd7/M4x4N0WlBVmDz1Zk1dQ4u4M78RbPYfqMOZZlTYZ60IHA4hlIeQ4d\nnkz3wpmQ9bTK++abb+bmm28+6di6det46qmneOqpp+js7ORjH/sYjz76aJYzmIRCI/cUHomyskI6\nO/vzXn82OZOyektX09e6kWR7L5UFi6h0LUIPQ19hER4gfKiRZJm1AGEmeQ1dpePY69hdpSSotvz/\ncRw6jhNTLm0Mr8Vkug/g7MsreVeBJBOsf40FtT82D0YgGAnjKi/Bvr+erroWDH/RqGXta9+MriXw\nlKzJ6//obWyHQi/BmAYx6+sn070wWlmzKf68ApYvvPACjzzyCI888ghlZWX8z//8T96CCXKnaMC3\n2Nd2ctaJPuA3lFs7xuR7Il270ZJ9FFVdipRHuqEIVo4PNkcRBaUriYb2k4p1nvQ3feC3UNo6My21\nTG/zBgCKpl1kea0UjiCHI6JtwigRqYKTiKKqSwCZnqaXTzpuFBagF3pRWjpyHkg8Er0tGwHwVV5i\nfbFhoLR1ohX7wSmC2WcbX5UZo0j/hmnSL1K5dfTK29BVels2YHOVWB++AOZ9CmhV+ffcEYyB8n75\n5ZdxOkVGwdnA7iqhoGwl0e59JCKtJ/1NqypHjkRzHkicDcMw6G3diGzz4i2z2GgIkEK9SIkkeqWw\nuseDdIC5t+X1k45rg5b36Hdn/R3voCX78E+/EkmyHseSm9tNmaYL5T0ahOU9yfDXmKPMTrW+9QEr\nRmlpH9X54711pKLtFE27EFm2XjwhXCbji8NTjjuwkHBwB2qy78QfXE70gM/8fUa5O0vfe/7qd+W1\nXmlpxwC0SlHANRqE8p5k+KouR5Js9DS+dNJxbVB5j86yGnSZVOWXL572qeriwRw3fFWXgaEPi41o\nlWVIiSRSqC/LytOjawl6WzZi91TgKV6cxwl0swagNCDcaqNEKO9Jhs1RSOG0C4j3HTlp9JU2rQxD\nkpBHYXkbhkFP08tIsj2vwgswg6aGJA32XBGcfXxp10nzaycdT1u6o3Gd9LdvRlcj+KdfZbnfDYAc\nDCGlVOHvHgOE8p6EpLeroaHWt8OOXlZsWr4ZpqbkQqRrF4lwI77pV6DY8yjm0HWU9qDZr8Ih+lWM\nF66iGbh8c+hre5tU/EQr2MGMk1EELcfCZQIn3HyC/BHKexJSVHkxsuKip+nlk3p8a1UVSKqWdabl\n6eg6+mcASma+P6/1cnev2a9CuEzGnZKZ14Oh0X3smcFjWkUpBieahllFU2P0tb6Fo6Da8ki8NOmd\noVYl7pHRIpT3JESxuSmqvIRkpIVY6MDg8XT0Pp+gpZrso7f5NZwFNYOj16wy+GCKYOW4E6i9Gllx\n0XXszxjGwE7M6UAvCZi7syHDO3Klr/VNdC1OoPpdeblMAJTmdnNmpWgDO2qE8p6kBAayTrqO/XXw\nmD5gzeSjvEPHn8fQUxTPen/+D2ZTGwBa9bS81gvGDsVegL/m3aSi7YPdIcH8baRkCrk980T5bBiG\nQbD+KQACNevyEyqRRA6GTN+7mFk5asQVnKQUTrsAh7eK0PHnBv2aekkAw+lAtphxYhgGXUf/giTb\nKa69Jm+ZlMZWDIddDGCYIJTM+jsAuo7+afCYVmP2vlGaWjOuyUa0ew/R7n0UVV6CszC/hmNKawcS\nwmUyVgjlPUmRJIWyebdi6CmCdU+lD6JVlqF090As9x7r0e69JPqP4au6DJvTn588kShKdw/a9GnC\nqpogeAILcPvn09f6FsnoQFVj9YDybrSmvDsO/RaAsnm35i2PCFaOLeIpm8QUz7gWmzNA8OjTaKkI\nMCTfuzV310naMivOM1AJQ1wmNda7GgrOHKb1rdM94F4z/IXoBV5TeedYrJPob6Sv9Q08gUV4S5bl\nLYssyuLHFKG8JzGy4qR0zgfRU5HBTBGrxTrh7npCx1/EWTiDgjzK4dOkLTmhvCcW/pp3Idu8dB19\nGi0VNndnNZXI0RhSqDenc3TW/Q4wKJt/a97xEAwDpaUdvdCLUTh2PcWnMkJ5T3JKZt+AbHPTWfck\nupZET2ec5LgtPvz2DwCdqqX/K68OgmmUxlYMWRYlzxMMxeahfP5tqIke2g88ApwIKOdyj6TiIbob\nnsPhqTQrN/NE6ulDjsREP5MxRCjvSY7NUUjJrOtR40EzY8TjRisNmG6M0xTr9LVvpqvxDQrK11CY\nR2vPQZIp5Pagmd9tz3uynuAMUTbvFhyeaQTrniLR3zi4O7LloLw7Dj2KoScpm3dzXk2o0tgamgHQ\naqfnfQ7ByQjlfQ5QNvdmZMVFy54fk4y2oc2oRlLVEVMGDV2ldfePAImqZZ/OfzsMKM1tSIaBKlwm\nExJZcVK57NMYhkrz7v+LXlaM4XQMximyEe7cQbDuKRwF1RTPuG5UMihp5T1TKO+xQijvcwC7u4yq\nFZ9HT0Vo2PId1BkD2+KGlqxruo/9jXjfMaoW3oDbZ32M1VCEv3vi46u6jIKyVfS3vU1fxxa06dOQ\nQ71I4cwTrrRUmONbHwBJova8u5Btrvy/3DBQGprRCzzoxfllMwmGI5T3OULxjPfim34l0a49NCde\nw+CEtXMqka49tOz5MbLiYs75nxr1dytNrWaLz+miOGeiIkkSVcs/C8g07/hvolWmMs7m927e+UNS\nsXYqFnwIbz7dA4cgd4VMf/eM6TCKHZ7gZITyPkeQJInqVV/C7i6nve5RQtPjKM1tkEqd9LlI126O\nvPEVdC1BzXlfx+kZZfc/TUNp7jDLnd1iKMdExu2bQ8WifyIZbeNA74+J2fuHFesYhkHXkT8ROv4c\nbv98KhZ+eNTfqxwzjQh1hnCZjCVCeZ9D2ByF1J7/bwDsK/gT9aWbMY7VA6aPu699M0fe+Fd0LcmM\ntffin37FqL9TbutEUlXhMpkkTFv0T0xb8i8kk0F21b5MvGXXYHOzVKyTY2/dRdOOB5FtbmrP+waS\nPPoA9KC/WyjvMUWkBpxjFJQuZ85l36N583/S5q8nuOdLOJpnEOutx9ASICkDivvyMfk+23HTry6U\n9+ShYsE/otjcNO/8P+wq/B3Kn//GseIZhLuPoasRCspWU736yzi9VaP/Ml3HdrwF3V+YcWq9IH+E\n8j4HKShbxbx3/5z+h+/ieOleoqGDuIpm4vEvIFC7joKyVWP2XUpdg+nvnlk9ZucUnHlK59yIq6GX\nUOMLREsM+oOHkBQH1au+TPHM940q+2gockcXUjxBasGsMTmf4ARCeZ+jyC4Ple4rqKybR/izH0b2\nFo79l8TiKM3t6NMrMDzusT+/4IxStOR6KjfFSfnnUfDxv6Ozs29M3CRDES6TM4fweZ/DqDOmo+gy\n9hZr7T9zxXak0czvnjPjjJxfcGbRy0vQC73YjhwHpDFX3AC2Y0J5nymE8j6HSRdE2LKkDI4WW30D\nAOpcobwnJZKEOqcWKZ7AaLDWZTAnNA2lsQWtJIBRIPqZjDVCeZ/DaNMrMOw2U8nm2EEuZ3Qd5Ugj\neqFX9O+exGgDuyZtf/2Yn1tpbDWHDYuqyjOCUN7nMjYb6uxa5O5e5GB+cy2zIbd0IMfiqHNqReHF\nJEadWY2hyOj7joz5uW0HzHOq80Ww8kwglPc5jrpwNnDiQRor0i4TTfi7JzcOO1rtdIyWDqS+8Nid\nV9exHTqC7nah1Y5ByqFgGEJ5n+Ooc2ZgKAq2A2O7LbbVNWAoMqpIEZz0qHNqAQYCl2OD0tyGHImh\nLpglJiudIcRVPddxOlBn16AEQ8hdoTE5pdQXRunoMtt7Ouxjck7B+JEOOCt1DWN2zkGXyYLRNT0T\nZEco7ymAumBsXSeDWSYDFptgcmMEfEjlxdiONUFKHYMTGtgOHsFwOdFmCJfJmUIo7ymAOm8mhixj\nOzhGynvPIQxEIOpcQl42Hymljsk9Ije3I/dHzPtDyX+Ag2BkhPKeCricTERf2QAACeRJREFUaLOq\nUdqDSN25zS3MhhwMYWtqQ5tVg+E7A1WbgnFBWWsOFrbv3D/qc9kHXgCpgR2f4MwglPcUIbXQ9D3a\nR2lZpR/u1IpFo5ZJMHGQywKoM6qwHW9B6u7J/0SGge1APYbTIfrdnGGE8p4iDLpO9h7Kv2BH1bDt\nPojudqHOmzmm8gnGn/QL2b7rQN7nUJrakPvCZhDUJlwmZxKhvKcKbhfqgtkond0oR5vyOoXt8DGz\nMGfZAvFgnoOoC2ZjuJzYdx087fDqbNg37wTEzuxsIJT3FCJ54UoAHJu257XevmMfIB7McxabjdSS\n+ciRKLZ66znfclcI26GjaJXlojDnLCCU9xRCn1aGOrMa27Fm5NZOS2ulnj5sx5pQq6ehlwbOkISC\n8Sa1csB1kkfg0r5pBxIDRoJomXDGEcp7inHC+t5haZ1j2x5AWN3nOnp5CVplOUr9caSu3AOXUn8E\n+55D6AGfSCE9SwjlPcXQZlajVZRiO1CPFOrLaY0cDGHfshu9qAB1kaiYO9dJXrgSyTBwvbAx5+C2\nfesuJE03jQNRDn9WEFd5qiFJJC8wH86crG/DwPncBiRdJ7HuUrCLcvhzHXXBbNRZNdiONuZWlRtP\n4Ni+D93rJrV0/pkXUAAI5T0lURfNQfcXYd+xD+3A0RE/a9t7GNvxFtS5M8R2eKogScTfcxmGouB8\n8Q1IJLN/1jBwPfMqUiJJ6vwVYBOTFc8WQnlPRWSZ2A1XgyyTeuRP2asu4wmcL72JYbMRX3fp2ZVR\nMK4YxT6SF61CDkdwbtya9XOON7dhP3AEtaaS5NrlZ1FCQV7KW9M0vvOd73Dbbbdx44038sorr4y1\nXIIzjF5VQfy9V0AsgfvJZ4ZZV1I4ivsPzyNHYyQvWYPhLxonSQXjRfKiVeYObcsu7Ft3D/N/2w4d\nxblhM3pRAfEbrxF9TM4yee1xnn76aVRV5fHHH6e9vZ1nnnlmrOUSnAXUZQtQ+nphwzt4Hv8LqRUL\nUWfVoLR24Hx2g1mQM6uG5AUrxltUwXhgsxG7/t24n3wG1wsbsR0+Rvy9VyCHIyhHGnFs2YVhsxG7\n6b0YHvd4SzvlyEt5b9y4kXnz5vGJT3wCwzC4++67x1ouwVnCdv1VxFu7sB8+htLSPng87SpJrVkq\ncnanMHr1NKL/fCuuv72Crf44BT9+dPBvhiIT/7ur0StKx1HCqYtkGCPnAj3xxBM8/PDDJx0LBAJU\nV1dz//33s2XLFn7wgx/w6KOPZjmDiapq2ERJ9YTEMAyMzhD6waPoB4+CLGN7/5XI5cXjLZpggmAY\nBtrbO9G27kWuLENeMAt5bi2S2zneok1ZTqu8M3HHHXdw7bXXcs011wBwySWX8MYbb4y4prOzPz8J\ngbKywlGtP5tMJllhcsk7mWSFySXvZJIVJpe8o5W1rCxz6+W8ApZr1qzhtddeA+DAgQNUVlbmLZhA\nIBAIrJOX8r7lllswDINbbrmFu+++m3//938fa7kEAoFAMAJ5BSwdDgcPPPDAWMsiEAgEghwRRToC\ngUAwCRHKWyAQCCYhQnkLBALBJEQob4FAIJiECOUtEAgEkxChvAUCgWASIpS3QCAQTEKE8hYIBIJJ\niFDeAoFAMAkRylsgEAgmIXl1FRQIBALB+CIsb4FAIJiECOUtEAgEkxChvAUCgWASIpS3QCAQTEKE\n8hYIBIJJiFDeAoFAMAmZsMpb13Xuuecebr31VtavX09DQ8N4izQiqVSKr3zlK9x+++3cdNNNvPTS\nS+Mt0mnp6uriiiuuoL6+frxFOS0/+clPuPXWW7nxxht54oknxlucrKRSKb70pS9x2223cfvtt0/o\na7tz507Wr18PQENDA//wD//A7bffzr333ouu6+Ms3ckMlXX//v3cfvvtrF+/no9//OMEg8Fxlm44\nQ+VN8+c//5lbb711zL5jwirvF198kWQyyW9/+1u+9KUv8R//8R/jLdKI/OlPf8Lv9/PYY4/x85//\nnG9/+9vjLdKIpFIp7rnnHlwu13iLclo2bdrE9u3b+c1vfsMjjzxCW1vbeIuUlddeew1VVXn88cf5\nzGc+w/e///3xFikjP/vZz/i3f/s3EokEAA888ABf/OIXeeyxxzAMY0IZH6fKet9993H33XfzyCOP\nsG7dOn72s5+Ns4Qnc6q8APv27ePJJ59kLMtqJqzyfuedd7jssssAWLlyJXv27BlniUbm2muv5Qtf\n+AIAhmGgKMo4SzQy3/3ud7ntttsoLy8fb1FOy8aNG5k/fz6f+cxn+OQnP8mVV1453iJlZdasWWia\nhq7rhMNhbLa8xsSecWpra/nhD384+O+9e/eydu1aAC6//HLefPPN8RJtGKfK+uCDD7Jo0SIANE3D\n6XSOl2gZOVXeUCjEgw8+yF133TWm3zMx7ywgHA5TUFAw+G9FUVBVdcI+DF6vFzDl/vznP88Xv/jF\ncZYoO7///e8pLi7msssu46c//el4i3NaQqEQLS0tPPTQQzQ1NfGpT32KZ599FkmSxlu0YXg8Hpqb\nm3nve99LKBTioYceGm+RMnLNNdfQ1NQ0+G/DMAavp9frpb+/f7xEG8apsqYNjm3btvHrX/+aRx99\ndLxEy8hQeTVN4xvf+AZf//rXx/wlM2Et74KCAiKRyOC/dV2fsIo7TWtrKx/+8Ie54YYbuP7668db\nnKw89dRTvPnmm6xfv579+/fz1a9+lc7OzvEWKyt+v59LL70Uh8PB7NmzcTqddHd3j7dYGfnlL3/J\npZdeynPPPcfTTz/N1772tZO2zxMVWT6hCiKRCEVFReMozen529/+xr333stPf/pTiouLx1ucrOzd\nu5eGhga++c1vcuedd1JXV8d99903JueesNpw9erVvPLKK1x33XXs2LGD+fPnj7dIIxIMBvnYxz7G\nPffcw0UXXTTe4ozIUEtl/fr1fPOb36SsrGwcJRqZNWvW8Ktf/YqPfvSjdHR0EIvF8Pv94y1WRoqK\nirDb7QD4fD5UVUXTtHGW6vQsXryYTZs2ccEFF7BhwwYuvPDC8RYpK08//TS//e1veeSRRybsfZBm\n+fLl/PWvfwWgqamJO++8k2984xtjcu4Jq7zXrVvHG2+8wW233YZhGNx///3jLdKIPPTQQ/T19fGj\nH/2IH/3oR4AZuJgMAcGJzlVXXcWWLVu46aabMAyDe+65Z8LGFD7ykY9w1113cfvtt5NKpbjjjjvw\neDzjLdZp+epXv8rdd9/Ngw8+yOzZs7nmmmvGW6SMaJrGfffdR2VlJZ/73OcAOP/88/n85z8/zpKd\nfURXQYFAIJiETFift0AgEAiyI5S3QCAQTEKE8hYIBIJJiFDeAoFAMAkRylsgEAgmIUJ5CwQCwSRE\nKG+BQCCYhAjlLRAIBJOQ/x/D6Eaa/hIy8QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11f826810>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def sinplot(flip=1):\n",
" x = np.linspace(0, 14, 100)\n",
" for i in range(1, 7):\n",
" plt.plot(x, np.sin(x + i * .5) * (7 - i) * flip)\n",
"sns.set_palette(\"husl\")\n",
"sinplot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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