3. 图形初阶.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VMAAIBK4uQJAAAAmaDYAQAAyATFDgAA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",
      "text/plain": [
       "Plot with title \"Regression of MPG on Weight\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "attach(mtcars)  #绑定数据框mtcars\n",
    "plot(wt, mpg)  #生成散点图\n",
    "abline(lm(mpg~wt))  #一条添加最优拟合曲线\n",
    "title(\"Regression of MPG on Weight\")  #添加标题\n",
    "detach(mtcars)  #解除数据框绑定"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>png:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{png:} 2"
      ],
      "text/markdown": [
       "**png:** 2"
      ],
      "text/plain": [
       "png \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#通过代码或图形用户界面来保存图形。\n",
    "#以下代码会将图形保存在当前工作目录中名为mygraph.pdf文件中：\n",
    "pdf(\"mygraph.pdf\")\n",
    "attach(mtcars)  #绑定数据框mtcars\n",
    "plot(wt, mpg)  #生成散点图\n",
    "abline(lm(mpg~wt))  #一条添加最优拟合曲线\n",
    "title(\"Regression of MPG on Weight\")  #添加标题\n",
    "detach(mtcars)  #解除数据框绑定\n",
    "dev.off()\n",
    "#除了pdf()，还可以使用函数win.metafile()、png()、jpeg()、bmp()、bmp()、tiff()、xfig()、postscript()将退休那个保存为其他格式。"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#防止创建一副新图形后覆盖先前的图形\n",
    "#第一种方法\n",
    "dev.new()\n",
    " statements to create graph1\n",
    "dev.new()\n",
    " state,ents to create graph2\n",
    "etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9cj7AAAwKuNHj06Li6uZ8+e0dHRKpVK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\n9ZYAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#例子\n",
    "dose <- c(20, 30, 40, 45, 60)\n",
    "drugA <- c(16, 20, 27, 40, 60)\n",
    "drugB <- c(15, 18, 25, 31, 40)\n",
    "plot(dose, drugA, type=\"b\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.3 图形参数"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "修改图形参数是通过函数par()来指定这些选项的。\n",
    "以这种方式设定的参数值除非被再次修改，否则将在会话结束前一直有效。\n",
    "调用格式par(optionname=value,optionname=name,...)\n",
    "不加参数地执行par()将生成一个含有当前图形参数设置的列表。添加参数no.readonly=TRUE可以生成一个可以修改的当前图形参数列表。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VlhYgcAgPadO3fuhRdeyM3NXb9+/TPP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\nrkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opar <- par(no.readonly=TRUE)  #复制当前的图形参数设置\n",
    "par(lty=2, pch=17)  #将默认的线条类型修改为虚线\n",
    "plot(dose, drugA, type=\"b\") #绘制图形，并还原原始设置\n",
    "par(opar) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.3.1 符号和线条"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![用于指定符号和线条类型的参数.jpg](./image/用于指定符号和线条类型的参数.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![参数pch可指定的绘图符号.jpg](./image/参数pch可指定的绘图符号.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![参数lty可指定的线条类型.jpg](./image/参数lty可指定的线条类型.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Umenp63bt2SD7t06UKrUy+eigUAwEF9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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#综合以上选项，以下代码：\n",
    "plot(dose, drugA, type=\"b\", lty=3, lwd=3, pch=15, cex=2)\n",
    "# 将绘制一幅图形，其线条类型为点线，宽度为默认宽度的3倍，点的符号为实心正方形，大小为默认符号大小的2倍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3.2 颜色"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![用于指定颜色的参数.jpg](./image/用于指定颜色的参数.jpg)\n",
    "在R中，可以通过颜色下标、颜色名称、十六进制的颜色值、RGB值或HSV值来指定颜色。举例来说，col=1、col=\"white\"、col=\"#FFFFFF\"、col=rgb(1,1,1)和col=hsv(0,0,1)都是表示白色的等价方式。\n",
    "\n",
    "函数rgb()可基于红－绿－蓝三色值生成颜色。\n",
    "\n",
    "hsv()则基于色相－饱和度－亮度值来生成颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0dd1y26hKJpmrObngAArJq1vhd4HdPp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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#使用RColorBrewer包中的函数brewer.pal(n,name)来创建一个颜色值的向量。\n",
    "library(RColorBrewer)\n",
    "n <- 7\n",
    "mycolors <- brewer.pal(n, \"Set1\")  #从Set1调色板抽取了7中用十六进制表示的颜色并返回一个向量。若要得到所有可选调色板的列表，输入brewer.pal.info；或者输入display.brewer.all()从而在一个显示输出中产生每个调色板的图形。\n",
    "barplot(rep(1,n), col=mycolors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多阶灰度色可使用基础安装所自带的gray()函数生成。这是要通过一个元素值为0和1之间的向量来指定个颜色的灰度。\n",
    "\n",
    "gray(0:10/10)将生成10阶灰度色。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NiAgADRiYgsglq+/hOpy7Zt20KGhegNete+8I1XYavDX7OxP1X4WRtUAUdjkZsD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y3n4KTcoSNw2lvcQ38yEynY+jWTmS51Vn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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n <- 10\n",
    "mycolors <- rainbow(n)\n",
    "pie(rep(1, n), labels=mycolors, col=mycolors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p1LlixZu3atXq+fOnVq/OxY7AXZL4JubASRucTxfLsuJPSAildeeWXJkiVOp5N2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\nh1YsyJ/FYhk5cqTf71+8eLFKpYrSW+zcuROD7mLJ7/eXl5fLvht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tWbPmit9LbuwRV0uBYj5G3nDHDuhzu91lZWXPPffc8ePHr3aMzWbb\nsmVLdnZ23M6GiKDhw4cvWrSIDLorLy+3WCy0K4qurKwslmVtNhvtQv4pTuYSY0xdNAiCsG3b\nNvIjdEXHjh177rnnysrKItKxveIv5+TGXmiIsRSPkTEEu5iqqqoio92uuFKVLFYdMWIE+aHs\nMde3vr4+tNNHisf0wuVybdy48dlnny0oKBg9evSqVasOHz7c45h//OMfPp8Pt+siJTk5mQy6\nCwaDX3755TfffEO7oihSq9Xp6el+v18kz+EIBoPx0IfFmLro8fv9mzZt6vHFw4cPr1q1atSo\nUTfccMOzzz67ceNGl8vVy0nC+Txifhh30OPaThbY3HXXXeSlFI+RMQS7WOsx+/GKK1VXrVrF\nMExJSUn33T1kZDb5VxI95mrS09MvXry4d+/eJ598MhAI/O53v7vppptMJtODDz64adMm8mH8\nwQcfKBSKYcOG9X4qCB/HcRMmTLjrrrsSExPPnj27Y8eO3j8GJC07O1sQBJHsjbXZbMFgUMYz\nBYPBoNVqtVqtcbX/OpZYliUxJRAIbNq06cEHHzSZTDfddNPvfvc7nueffPLJvXv3Xrx4MT09\nvffzhPN5RB411v3avmzZMvIbe6jpKcVjZAwDimNt2bJlx44dCw3y7fGy+2GXPxawx4oHKR5z\nTTzP79279+OPP/7kk08uXrzIMMzgwYNLSkreeOON3NzcO+64I/xTQZg8Hs8XX3xx7tw5juNu\nuOEG8SxEiyCv11teXq5Wq2+44QbatTCNjY0dHR0mk0mWd+x8Pp/VasVAk2hTqVSPPfbYli1b\nzp07xzBMbm7uggULSktLb775ZoVCEeZJBvJ51GOrnBSPkSsEu1grLi4uKCgIZZ0eL7vbtm1b\n92cYb926NfR7laSPCVMwGNy/fz9JeOTxiEVFRYWFhf07G/ROEITa2tqDBw8yDJORkTFp0qSI\njLYXlaqqKqvVOm7cOLpxKhgM1tbWCoJABuzJjMPhwECTWBoyZEhpaWlpaemUKVP6Mem6359H\nV0wOUjxGlhDsQOwEQbj55purq6v/7d/+LR52EVLU0dGxc+dOq9WqUqmmTp2amppKu6JIamho\nOH78eHZ2dk5ODsUybDZbfX29RqMxGAwUy4g4nuc7Ozsx0CRmWJadPn36rl275Pc7GAwQ1tiB\n2DmdzoMHD2ZnZyPVRZvBYFiwYEFBQYHf79+7d6/MBt2RO2QdHR10y5DlfliMqYs9QRAOHDiA\nHcdwOQQ7ELsdO3b4fL4hQ4bQLiQukEF3M2fOVKlUp06dqqysFMlO0oFLTExMS0vz+XzBYJBW\nDYIgdHZ2siyrVqtp1RBZgiDYbLaOjg6K/1XjlsfjKS8vp10FiA6CHYjdxo0bGYZBsIulYcOG\nLVq0KCsrS2aD7sje2NbWVloFOBwOnudlk+oCgUBbWxtuGlH02Wef0S4BRAfBDkSN5/mNGzca\nDIaUlBTatcSX5OTk2bNnhwbdXT5ZUIpIN7a9vZ1WAaQPq9PpaBUQQV1dXRaLxe/30y4kfrEs\nu3nzZmxAhh4Q7EDU9u/f39HRgdt1VHQfdHf+/PmKigqpD7pLSkpKSUnxer1U+oay6cOSMXXk\nqWi0a4lrgiBYrVaymR0gBMEORG3Lli0Mw8hysppU5OTkLFy4MDc31+Px7N69+7vvvqNd0YCQ\nbmxbW1vs39rpdAYCAamnOp/PZ7FYIvKsKoiIHs9XAECwA1Hbvn27Vqs1mUy0C4lrWq22pKRk\n0qRJDMPU1tZ++eWX0r1VQ7qxVIJdZ2cnwzBJSUmxf+tIcTgcbW1t6P2JB8uy5LdfgBAEOxCv\n5ubmI0eO5OXlYVATdSzLjh8/vrS0NC0trbW1dfv27TabjXZR/aHT6ZKTkz0eT+zf2mq1siyr\n0Whi/9YDx/N8e3s7hg+LjSAINTU1LS0ttAsBEUGwA/HatWuXIAi5ubm0C4Hv6fX67oPuTp06\nRbui/qDSjXU6nX6/X6VSxfJNIwVj6sRMEITPP/+cdhUgIgh2IF47duxgWRbBTlS6D7o7ffq0\nFAfdkW5sjGe4SLQPizF1koBpdtAdgh2I1/bt2/V6vVarpV0I9NRj0F1zczPtivogNTVVq9XG\nePk/6cNK6+kpgUDAYrFgTJ3IsSxbUVEh3WWvEHEIdiBSJ0+evHjxIm7XiVb3QXdff/21tGYu\nkG5szB4v5nK5fD6ftPqwZEyd5G7HxiFBECwWy8mTJ2kXAmKBYAciVVFRwTAMgp2YdR9019zc\nLKFBd6QbG7NHUJC5xFK59xwMBjs6OjCmTlq++OIL2iWAWCDYgUjt2rVLoVCQD2AQMzLoLi8v\nT0KD7vR6fWJiYsxiKOnDSiLYkTF1VHYNQ7+xLItgByEIdiBGgiDs2bMnPT1dWt2ruKXVau+8\n887JkyczDFNbW3vgwAHx3+zJysoij4KI9hu53W6v16tUKqP9RgOHrX9mzAAAIABJREFUMXUS\nJQjC7t27xf+XDmIDwQ7EqK6urqOjIysri3YhEC6WZW+88cbS0lK9Xm+xWMQ/6C5m3VhJ9GEx\npk7qLBZLXV0d7SpAFBDsQIyqq6sZhkGwkxy9Xj9//nxJDLozGAwJCQkx2PJJng8r5kEnGFMn\nD3v37qVdAogCgh2IUXV1NcuyCHZSFBp0p1arT58+vXv3bp/PR7uoKyA/YMFgMKp3Fj0ej9vt\nVigU0XuLgSDNaIypk4eqqiraJYAoINiBGO3bty8lJUWiD18ChmGGDRtWWlqalZXldDp37Nhx\n6dIl2hVdQQy6sWQNnzj7sH6/32KxSGUjM/SOZdn9+/fTrgJEAcEORKe1tfXbb7/NzMykXQgM\nSPdBd4cOHRLhoDuyO8fpdEbvLch+2OTk5Oi9Rf90dXW1tbVhTJ1sCILQ0NAQ4wflgTgh2IHo\nVFdXC4KAPqwMiHzQHcdxpBsbpU0DXq/X5XKJrQ+LMXVyJQjCl19+SbsKoA/BDkSHXJtwx042\negy6O3fuHO2K/ol0Y1taWqJxctKHFdVjxDCmTt4Q7IBBsAMROnjwoFqtTktLo10IRIxWqy0p\nKZkxYwbLsrW1tdXV1SJZrZ+RkaFUKqPUjRVbHxZj6uSNZVkEO2AQ7EBsBEE4dOiQwWBgWZZ2\nLRBh+fn5CxcuNBgM7e3t5eXlMRgOfE0cx2VmZvI8H/Eesc/n6+rq4jhODD/JGFMXDwRB+Oqr\nr9BhBwQ7EJezZ892dnYajUbahUBU6PX6BQsWkEF3+/btO378OO2Kvu/GNjc3R/a04unDut1u\njKmLE52dnfX19bSrAMoQ7EBcampqGIZBsJMxhUJhNptvv/12tVrd0NCwc+dOuoPuTCaTQqGw\n2+2RPS0JdnT7sIIgWK1Wq9UqksY3xMCRI0dolwCUIdiBuBw+fJhhmPT0dNqFQHQNHTqUDLpz\nuVwVFRUUB90pFAqTycTzfAS3FPj9fofDoVAoOI7aNZaMqXO73bQKACpqa2tplwCUIdiBuNTU\n1CiVSr1eT7sQiLrk5OQ5c+ZMmDCBLKykOOgu4t1Y8jQLihO2MaYuPpHNSbSrAMoQ7EBcampq\n9Ho9xfscEEssy06YMGH27NlarZbioLvMzEyO4yL4bDGr1cowjE6ni9QJw4cxdfFMEAS0YgEf\nnyAiLS0tzc3N6MPGm+zsbLqD7pRKpclkCgQCEdlhEAgEHA4Hx3Gx//0EY+rg/PnzeP5EnEOw\nAxGpq6tjGMZgMNAuBGItMTGR7qC7CHZjyd2y2O+HxZg6II4ePUq7BKAJwQ5E5MSJEwzDYDRx\n3Oo+6G779u3t7e0xe+sIdmNJHzYpKWngpwoTz/NtbW0YUwfEsWPHaJcANCHYgYicPHmSQbCL\nb6FBd4FAYP/+/TEbdKdSqdLT0/1+/wBnr/A8b7fbOY5TKpWRqq13bre7tbWV7sgYEBVyIYW4\nhWAHInLy5Em1Wi2eRzABFbQG3eXk5DADfm4s6cPGZj9saEwd9klACMuyp06dol0F0IRgByJS\nV1eXmppKuwoQBTLoLjs7mwy6u3jxYrTfMSsri2XZAT7oLGZziTGmDq5IEAQEuziHYAdiYbfb\nL168iGAHIcnJybNnzyaD7mpqaqI96E6tVqenp/t8vn6PfwsGgzabLQZ9WIypg15cuHChq6uL\ndhVADYIdiMWpU6cEQcACO+iODLqbN29ecnIyGXQX1U8ssje2391Yu90eDAYTEhIiWtS/wJg6\nuCZBEPDE2HiGYAdi8e233zIMgzt2cDmTyTR//vxBgwZ5PJ4vvviiqakpSm9Egl1HR0f/vj3a\nc4kxpg7ChG5sPEOwA7Egn9ZUhvWD+CUmJt55551k0N3Ro0f37dsXjYFtCQkJer3e7/f3o8sZ\nDAY7OztZlo1GH1YQBJvNhjF1ECbcsYtnCHYgFmfPnmUQ7KBX+fn5paWlBoPBarWWl5dHY9Bd\nTk6OIAitra19/UaHwxGlPizP8+3t7Vg1BeEjl1OITwh2IBZNTU0qlSr28/pBWtLS0roPuov4\nLNasrCymX91Y0oeN+H5YjKmDvmJZFsEuniHYgVicPXsWE+wgHN0H3TU2NkZ20J1Wq01LS/P5\nfH16ppkgCKQPq1arI1UJxtRB/wiCgGAXzxDsQBQEQWhqakKwg/BFb9BddnZ2X7uxDoeD5/kI\npjqMqYOBOHfuHO0SgBoEOxAF8hmGBXbQJ2TQ3aRJkxiGieCgu37sjY3sXGKMqYMBcrlc/d7c\nDVKHYAeiQBoHuGMHfcWy7Pjx4+fOnUsG3ZWXlw98k0FSUpJOp/N4PGF2Y0nPlGXZge+cwJg6\niBTctItbCHYgCufPn2cYJikpiXYhIEkmk2nBggWDBw/2er27d+9uaGgY4AnJ3tgwd906nc5A\nIDDwPqzX621tbcWYOogIBLu4hWAHokBm/WNLLPSbRqO54447ZsyYoVAojh8/XllZOZCRb6Qb\na7FYwjmY9GEH8msJGVPX3t7epx0bAL24cOEC7RKADgQ7EAUEO4iI/Pz8hQsXGgwGu91eXl7e\n1tbWv/PodLrk5OQwb56RPqxGo+nfewUCAYypg4jr95PxQOoQ7EAUyK0RBDsYuO6D7g4cOHD0\n6NH+nYfsjb1mNOzq6vL7/SqVqn/v4na7LRYLxtRBxIV5vxnkB8EORKGlpWUg9zwAuus+6K6p\nqal/g+5IN/aawY7MJe5HHxZj6iCqEOziFoIdiEJra6tGo+E4/EBCxAwdOnTRokWhQXd9XXKU\nmpqq1WpdLlfvh5E+bF9vNmNMHUQVx3EIdnELn6MgCiTY0a4C5CYpKWnOnDlms5np16A70o3t\nZR6Yy+Xy+Xx97cM6nU6MqYOoCgaD/XjeMcgDgh2IQktLCxbYQZQUFBTMnTtXp9M1Nzdv377d\nbreH+Y3X3BtL+rBarTbMEwaDwfb2drvdjvYrRBs2T8QtBDugj8x6GPhwV4CrCQ268/l8e/bs\n+fbbb8P5Lr1er9FoetmvSp4PG2awI2PqvF5vuEUDDEBnZyem58QnBDugr6urKxgMRvA5mwCX\n6z7orq6urrKyMpxmKOnG2my2y/+V2+32eDxKpfKaJ8GYOog9nucdDgftKoACBDugj7TG+j0w\nAiB8ZNBdenq63W6vqKi45qZX0o29YleLzCW+5u26QCDQ1taGMXUQewh28QnBDugjVx/csYPY\nSEtLmz9/fpiD7gwGQ0JCwhVjGdkP2/ugEzKmzu/3D7RogL5zOp20SwAKEOyAPhLscMcOYoYM\nups1a1Zo0N3Vlr6xLJuVlRUMBnt0Yz0ej9vtVigUV3sLjKkD6nDHLj4h2AF9aMUCFUOGDFmy\nZEleXp7L5dqxY8fVBt2RbmyP4RG992Expg7EAMEuPiHYAX1oxQItiYmJJSUloUF31dXVl+9v\nSE9PV6lUPbpapA+bnJx8+TkdDofFYsGYOqAOrdj4hGAH9KEVC3SRQXcpKSnt7e0VFRU9uq4c\nx5FubGilndfrdblcl/dheZ5vb2/HbRIQCfwoxicEO6CPdKzCGRsBECUmk2n+/PlDhgzx+Xx7\n9+7tMeiOdGObm5vJS9KH7TFS2+v1WiwWjKkD8cBe7PiEYAf0kT2DLMvSLgTimkajmTVr1hUH\n3WVkZCiVytD9DzKXONSHxZg6ECdsx45PCHZAH7n6cBx+GoG+7oPuysvLyaA7juMyMzN5nne5\nXH6/3+l0chxHfhXBmDoQLSz0jE/4KAX6yNUHwQ5EIjTojuf5AwcOfPPNN0y3ScXd+7AYUwdi\nhp/M+IRVTUAf7tiB2JBBd4MHD969e/fZs2ctFsvUqVMVCoXNZiM/rlqt1mq1YqAJiBnu2MUn\nfJQCfbhjB+KUl5e3aNEiMuhu9+7dCQkJPM87nU6WZTs6OpDqQOQQ7OITPkqBPgQ7EK3ug+5c\nLhfDMIIgCIKAj0wQP/yUxie0YoE+Mlrio48+ol0IwFXhyWAgOQ0NDbRLAAoQ7EAsjEYjRtmB\naLW1tfn9/lC8S0lJGTp0KNWKAK7K6/WeOnWKdhVABz5Hgb7rrruOYZjFixdnZGTQrgWgJ5/P\n9+abb/p8vtBXWJZ1OBxFRUXPPPMMnpgCInT69OkZM2aQSyvEG6xqAvrIjToMdwURampq+sMf\n/tDc3JyTk6PRaBQKBcuyeXl5arV63bp1c+bMaWxspF0jQE9kdR16IPEJwQ7oI/c8EOxAbD75\n5JO3337b7/fPnj37Zz/7mdfrHT9+vE6na2lp+fTTTwsKCr755pvbb7/9ww8/pF0pwL8gwQ63\nk+MTgh3QR36t5HmediEA3+vs7PzTn/70zTff6HS65cuXz5kzp6KiQhAEs9k8YcIEn8935MiR\nt9566+c//7nH41m+fPmyZcvsdjvtqgG+R6Yt4o5dfEKwA/pwxw5E5euvv3711VftdntBQcEz\nzzwzevRohmEOHz7McdyUKVPuvvtulmV37drFMMxDDz303nvv6fX6TZs23XbbbYcOHaJdOwDD\n/PB7Mu7Yxaf/z959BjSRrX0An4TQIrJSpAgqSrEhdZFmQ1BEQcECu3ZsqAiWawVB1nXXgqig\n7gqW1V0b9oJ0pSMIoggK0gWkCIjSCSnvh3k3l4uClCRnkjy/TzcwnPm/+8bJk3PmPAOFHUAP\n7rEDBMFkMi9duhQSEoJhmKOj4+bNmwcPHoxhWGNj45cvXyZMmCAtLa2iojJo0KCEhIS2tjYM\nw0aPHh0REWFhYfHhwwd7e3s/Pz94JwPkYMZOmEFhB9CDGTtABB8/fjx27FhJScnQoUN3795t\naWlJIpHwX+HrsObm5vhLXV3d9vb2lJQU/CWZTPb19fXw8CCTyX5+fqtXr/706ROa/xsAwDAM\nZuyEGxR2AD38eeqd20kAwGOxsbFnz55taWkxNjbet2/fyJEjO//2xYsXJBIJf/4EhmGLFi3C\nMAxfjWVzcHB49OiRiopKZGTk1KlTo6OjeRYegC7wp6Tgl1YgbKCwA+hJS0tjUNgBRNrb28+e\nPRsbG0uhUJydnVevXi0hIdH5gJaWlrq6ujFjxsjIyOA/0dDQkJSUjIuL6/KmlZeXf/DggYOD\nw+fPn1euXOnl5QXvaoBEU1MT9u+lFQgbKOwAevhtTO3t7aiDAKFTWFiIt6kbNWqUj4+PiYnJ\n18c8efKk8zosbuLEic3NzWlpaV8f7+npGRgYSKVS8UZ38FgnwHt4YYdfWoGwgcIOoAeFHUAi\nODj4ypUrdDrd1tZ2165dcnJy3zzs+fPnnddhcQsXLsQw7MmTJ9/8E319/YiICENDw6ysrFmz\nZl25coXj4QHoARR2wgwKO4AeLMUCHsPb1OXk5LDb1JHJ374Y0un02tpadXV1BQWFzj8fP368\nhIREbGxsd/0XJSQkAgMD3d3daTTarl271q9fD43uAM/AUqwwg8IOoAczdoCX0tLSAgICurSp\n686TJ0+YTGaXdVjcuHHjGhoaeu5dt2LFimvXrsnIyISEhFhaWqanpw80PQC9ADN2wgwKO4Ae\nzNgB3sDb1D1+/JhEInVuU9eDZ8+eYRjWZR0Wt2DBAuyrvbFfYze6q6iocHBwgEZ3gAeam5sx\nmLETVlDYAfSoVCqZTIYZO8BV1dXVeJs6BQWFLm3qukOn06urq0eOHDls2LCvf6unpycmJoZP\n6fU8Dt7oztPTE2905+zsDI3uAFc1NTWJiIhAuxPhBIUdQI9EIg0ZMgRvvAQAN8TExAQGBra0\ntJiYmHh6enZpU9edhISE7tZhcVpaWvX19ZmZmb0Zzd7eHm90FxUVNXXq1KioqN6mB6CPPn36\nJCMj892vLkAgQWEHCEFRURFfOwCAs/A2dXFxceLi4uvXr3d2du7Spq4HiYmJGIb1UNjNmzcP\n68VqLBve6G7p0qWfP39etWoVNLoDXFJTU9Nluw8QHlDYAUKAwg5wQ25urq+vb1VVlbq6upeX\nl6GhYe//lslkVlZWqqiojBgxortjTE1NRUVFo6OjWSxW70fetm1bUFAQNLoD3FNbW6uoqIg6\nBUADCjtACAoKCq2trd11jgCgH4KDg4ODgxkMhq2t7Y4dO7prU9edZ8+eMRiMHqbrcOrq6jU1\nNW/fvu3T4Hp6elFRUXijO0tLy/Pnz/fpzwHoQUdHx5cvX2DGTmhBYQcIQUFBgcViwW12gCPq\n6+vxNnXS0tJbt27toU1dD+Lj47Fu9sN2NmfOHKz7TsU9EBMTCwwM3LJlC4PB8Pb2Xr9+/Zcv\nX/o6CABfq6urY7FYUNgJLSjsACHg1yC89xIAA5GWlnb69OmGhoaJEyd6eXmNHTu2H4Mwmcyy\nsjJFRUV1dfWej7SwsKBQKNHR0f0Kiy1fvvzGjRuysrIhISFWVlbffEYZAH1SW1uL/XtRBUII\nCjtACPg1CG6zAwPBYDA6t6lzdXXtd4PWFy9eMBiM707X4UaNGlVRUZGXl9e/c6mpqYWHh+ON\n7hYsWACN7sAA1dTUYFDYCTEo7AAhQGEHBqgfbep6EBsbi/W4H7Yza2trrF+rsWx4oztvb2+8\n0d2qVavq6ur6PRoQcjBjJ+SgsAOEgG88hHuMQP88ffo0MDCwtbV1xowZ3t7ePexj7aWSkhI5\nOTktLa3eHDxz5kwKhTKQwg5nZ2cXERGhpaUVHR0Nje5Av3348AH796IKhBAUdoAQ8IaxUNiB\nvmptbT19+nR8fLy4uLiLi4uTk5OoqOgAx8zMzKTT6WZmZr2c8yOTyaqqqiUlJQNvXCItLX3t\n2rVly5Z9+fIFGt2B/ikvL8f+vagCIQSFHSAEeXl5KSmpz58/ow4C+Elubq6fn19tbS3eps7A\nwIAjw+Jzb728wQ5nZWWF9aVTcc+2bt167ty5QYMGXbhwYdasWbm5uRwZFgiJ8vLywYMH97W/\nDxAYUNgBohg5ciQUdqD3BtimrgfFxcVDhgyZMGFC7/9k7ty5IiIiA1+NZdPV1Y2MjDQ0NMzL\ny7OxsYFGd6D3ysrKYLpOmEFhB4hi5MiRDQ0NfergD4RTfX29n58f3qZu27Zt/WtT1503b97Q\naDQTE5M+7b2gUCjDhg3Lz88vKyvjVBK80d3WrVvpdLq3t/e6devgXgXwXUwm88OHD1DYCTMo\n7ABRqKmpdXR0wMZY0LO0tLRTp041Njbq6Oh4e3uPGTOGs+Pjy6m93A/bmYWFBYZhMTExnM2z\nbNmymzdvysrKPn782NLSEhrdgZ7V1NTQaDQ1NTXUQQAyUNgBosC/YsJqLOgOu02diIjIsmXL\nNm3aJCUlxfGz5OfnS0lJaWtr9/UP582bRyaTObgayzZy5Ei80V1lZSXe6A4evge6AzsnABR2\ngCjwzflQ2IFvYrepGzZsmIeHx5QpUwbSpq47+fn57e3txsbGFAqlr38rLi6uqKj49u3byspK\njgfDG90dPHhQREQEb3SH9yoDoAvodQKgsANEgfcMg76s4Gud29R5eHgMGzaMSyfCW8f1Yx0W\nN3XqVBaLxfHVWDZra+vw8HAtLa0nT55MmzYNGt2Br+Xn52P/Xk6BcILCDhDF2LFjyWQy/jAc\nAHAtLS3+/v6cbVPXg3fv3klKSurp6fXvzxcsWEAmkznV9OSb8EZ3y5cvb2hoWLVq1a5du1pb\nW7l3OsB38vPzyWQyx+89BXwECjtAFFQqVVVVFRaYANvbt2+PHz9eX1+voaHh7e3NqTZ13Skt\nLW1ra5s0aVK/a0cqlSovL5+Zmcnt7ydbtmw5f/48lUq9cuWKjY1NTk4OV08H+EhBQcGIESOo\nVCrqIAAZKOwAgYwbN66urg46ngAMw4KDg2/duoW3qfvPf/4jKyvL7TNGRERgfexL/LXJkyez\nWKy4uDgOherWxIkTo6KiDA0N8/Pz58yZA43uAIZhDAajsLBw7NixqIMAlKCwAwQybty4jo4O\n2D8h5Dq3qdu+fTtn29T14O3bt+Li4oaGhgMZZOHChdxejWVjN7pjMBje3t5r166FRndCrry8\nvL29fdy4caiDAJSgsAMEgn/RhNVYYZaWlnb69OnGxkZdXV1vb2+e3QNeWVnZ0tJiaGgoLi4+\nkHGkpaVlZGTS09Pr6+s5la1nS5cuDQ4OlpOTCw0NtbS0fP78OW/OCwiooKAA+/dCCoQWFHaA\nQKCwE2bsNnVkMtnZ2ZlLbeq6g6/D9ns/bGcmJiZMJjM+Pn7gQ/XSyJEjIyIiHBwcqqqqFi5c\nCI3uhBa+JRYKOyEHhR0gEHwFATbGCqHKykp2mzpPT08TExMeB8jKyhIVFTUyMhr4UI6OjiQS\niRudinvm6en522+/4Y3uVqxYAV+QhBAUdgCDwg4QioKCgoqKCjf6uwIiCw8PDwoKYrepU1ZW\n5nGA2tra5uZmfX19SUnJgY8mKyv7ww8/pKamNjQ0DHy0Ppk5cybe6C4mJmbatGmRkZE8DgDQ\nev369fDhwxUUFFAHAShBYQeIxdDQ8OPHj3Q6HXUQwAt4m7qUlBRJSckNGzZwu01dd8LDw1ks\n1gD3w3Y2adIkBoORmJjIqQF7D290t2LFCrzRnbu7OzS6ExI0Gi0/P5/bXYEA8UFhB4hFX1+f\nwWDAaqww6NymzsvLS19fH1WSzMxMERERDq7/Ojk5IVmNZXN3dz9//ryUlNTt27dnz54Nje6E\nQW5uLo1GQ/jvCBAEFHaAWPCrEqzGCjzet6nrzufPnxsbG3V0dAYNGsSpMRUUFKSkpJ49e9bS\n0sKpMftq4sSJkZGRhoaGBQUFNjY20OhO4GVlZWH/XkKBMIPCDhALvo4AhZ0AY7ep++GHH3jZ\npq47kZGRnF2HxRkaGtJotKSkJM4O2yd4o7vt27czmUxvb+81a9ZAk0gBlp2djf17CQXCDAo7\nQCzDhw+Xl5evqqpCHQRwxfPnz0+dOtXY2Pjjjz/6+PgQ4VHlGRkZZDLZ1NSUs8MuWrSIRCLx\nplNxz37++ecHDx4oKiqGhYVZWVmlpqaiTgS4Ijs7W1FRUVVVFXUQgBgUdoBwDAwMqqurmUwm\n6iCAk/A2daGhoSIiIs7OzuvWrePIFtQBamxs/Pz584QJE3744QfOjjxy5EgqlZqYmNje3s7Z\nkftBUVHx8ePH0OhOgNHp9Ddv3ujp6aEOAtCDwg4QjoGBAY1Ggy5cguTDhw++vr4lJSUqKipI\n2tR1JyoqihvrsDhdXd3W1tZnz55xY/B+wBvdiYqK+vn5LV++HLYoCZKCgoK2tjZYhwUYFHaA\ngPDu/6WlpaiDAM4ICws7f/58W1vbjBkz9u7dy/s2dT148eIFiUTi+DosbvHixRiGEWE1lm3m\nzJkRERFaWlqxsbHm5uYPHz5EnQhwBr7CzpFHpwB+B4UdIBxzc3MymQyFnQDA29SlpqZKSkpu\n3LgRVZu67rS1tX369GnMmDFycnLcGF9DQ0NSUjIuLq6jo4Mb4/ePlJTUtWvXVq1a1dLSsmHD\nBmh0JxjS0tLIZDKX5p4Bf4HCDhCOjIzMmDFjysrKUAcBA8JuU6epqent7U3Au3+io6OZTCZX\nPwu1tbWbm5vT0tK4d4r+2bx588WLF6HRncBIS0sbO3asjIwM6iAAPSjsABGZm5vX19c3Njai\nDgL6CW9Tx2QyFyxYsH37dmJ+3jx//pxEInF19WrRokUYhiHsVNwDbW3t6OhoMzMzaHTH7yor\nK8vKymAdFuCgsANEhE+iwKQdP2K3qZOVld21a5e1tTXaNnXdodPpNTU1o0eP5uqDNcePHy8u\nLh4TE0PMXagUCiUgIMDT05PFYkGjO/6Vnp6O/XvZBICIF1wA8CsU3GbHd1JTU/E2dUZGRl5e\nXqNGjUKdqFtPnjzh9josbty4cQ0NDS9evOD2ifrN3t7+/v37SkpKYWFhlpaWKSkpqBOBvsHX\n+qGwAzgo7AARaWlpycrKlpeXow4CegtvUxcWFkahUJydndeuXUuENnU9wLuQTJ48mdsncnBw\nwAi2N/ZrioqKjx49mj17dlVVlaOj4x9//AGNJPnIixcv5OXlNTU1UQcBhACFHSAiEok0derU\nyspKIjR3Bd/FblOnqqrq4eFBnDZ13aHT6dXV1SNGjBg2bBi3z2VgYCAmJoZPEHL7XANBIpEO\nHjx4+PBhERGRgwcPLlmy5OPHj6hDge9ramrKzs6eMmUKiURCnQUQAhR2gKCsra0ZDEZJSQnq\nIOA7Orep27NnD6Ha1HUnISGByWTy7GZzTU3N+vr6169f8+Z0A2FpaYk3uouPj588eTI0uiO+\npKSkjo4Oa2tr1EEAUUBhBwjKysoKw7DCwkLUQUC3mpub8TZ1VCp106ZNRGtT14OkpCSMh/ck\n2dnZYYRfjWXDG905Ozu3trZCozvii4+Px/69YAKAQWEHCEtDQ0NNTa2oqAh1EPBtb968OXHi\nRH19vZaWlpeXl66uLupEvcVkMisqKlRUVNTU1HhzRnNzc1FRUfzxZbw548C5urr+9ddfgwcP\nvn37trW1NTS6I6y4uLjRo0erq6ujDgKIAgo7QFwzZ86sra398uUL6iDgf7BYrODg4Nu3bzOZ\nTEdHR8K2qevOs2fPGAwGj7cQqqur19TUvH37lpcnHaDx48dHRUVZWFgUFhZCoztiKisrKyoq\nguk60BkUdoC4Zs6ciWEYTNoRSl1d3fHjx3NycuTk5Hbv3m1pacl3t2zjS1c8LuxsbGwwonYq\n7gGFQvH19fX29sYb3a1evbq+vh51KPBf+E0F+KUSABwUdoC4ZsyYQSaTobAjjtTU1DNnzrDb\n1PFsKZOzysrKFBUVNTQ0eHnSGTNmUCiU6OhoXp6UU+zs7B48eKCsrBweHm5lZQWN7ogjLi6O\nTCbPmDEDdRBAIFDYAeKSk5PT1dUtLi7mozuTBNXXbeokJCRQh+qPtLQ0BoNhamrK+1OPHDmy\noqIiLy+P96ceOAUFhYcPH9rY2OCN7s6cOUPw7i3CgMlkJiUl6enpycrKos4CCAQKO0Bo1tbW\nTU1N0KkYrfLycrxN3fDhwz09PYnfpq4HsbGxGKIe/XhDCr6+I2edAAAgAElEQVRbjWUjkUi/\n/vqrr6+viIjIb7/99vPPP1dXV6MOJdRevHhRW1sLjU5AF1DYAUKzt7fHMCw3Nxd1EOEVFhZ2\n4cIFdps6JSUl1IkGpKSkREZGZuzYsbw/tbW1tYiICP8Wdrjp06fjje4SEhKmTJny4MED1ImE\nV3h4OPbvRRIANijsAKEZGRkpKSm9e/cOdRBhxG5TJyUltWXLFicnJwqFgjrUgLx+/ZpOp5ub\nmyPZ8EEmk1VVVUtKSoqLi3l/dg7CG92tWbOmtbV148aN7u7uLS0tqEMJo/DwcBUVFSMjI9RB\nALFAYQcIjUwm29nZ1dbW1tbWos4iXNht6saPH+/t7T1+/HjUiTgAny1D+Kx0vC0Fv3Qq7tnG\njRuvXbs2ZMiQ27dvz549m786uQiAgoKC4uLiuXPn8t22dMBtUNgBops3bx6GYTBpxzNd2tS5\nu7tLS0ujDsUZRUVF0tLSEyZMQBXA1tZWAFZj2dTV1SMjI/FGd3PmzDl//jzsc+KZyMhI7N/L\nIwCdQWEHiM7S0pJKpUJhxxt1dXV+fn583aauO7m5uTQazdTUlExGdt2jUChKSkp5eXllZWWo\nMnAWmUyGRndIREREDB48GFoTg69BYQeITkJCwsjIqKysrLGxEXUWAZeSkvLHH380NTUZGxvz\nb5u67kRFRWFI12FxFhYWGIbFxMSgjcFZ7EZ3ERERlpaWz549Q51IwFVWVqanpxsaGoqJiaHO\nAggHCjtkSCSSi4sL+6W5uXnnlxiG+fv7kzr55iBhYWHfPYZo4/QS3qJp+/bto0aNiouLY7FY\nL1++HMiAoAcMBuPChQvh4eEiIiLOzs6rV6/m0zZ1PcjPz5eSktLR0UEbw97enkwmC8xqLBve\n6G7u3LnV1dVOTk6nTp2CRnfcExwczGKxYmNjR40a9Z///Cc5OXmA/7V7+DzqclX/mr+/f+eh\nCgoKevgtkUcTGFDYoVFQUID97zb15OTkzvenu7i4bN26tfOfkEiksLCwzj9xcXGZM2dOl2Pw\nkQk7zncxGIzY2Fg3N7fhw4dPnjz5xIkTLBZr06ZNoqKi79+/79NQoJdKSkqOHDlSVlY2fPjw\nffv28XWbuu4UFha2t7cbGxsj39grLi6uoKDw9u3bqqoqtEk4jkQi/fLLLwEBARQK5dChQ3Z2\ndvBvlkuePXsmLi6+adMmFot1/Phxc3PzESNGuLm5xcbGMhiMvo723c+j3vP399fU1Oz8k61b\nt5qbm/djKIKPRmRQ2KGRn5+PYRj7TYZXSFpaWuyXQUFB+GEsFovFYp08eRLDsIMHD7JHKCgo\n6HLM+vXrMQxbuXIl+xiijdOD5ubmv//+29HRUV5e3sLC4vTp08rKyvv378/Ozn7//v2ZM2fm\nzJlTXFzc1NTUy//CoJdCQ0MvX77c0dFhbW29Z88eRUVF1Im4Ar/THPk6LG7q1KksFkvAVmPZ\nTE1NIyIitLW1X758aWVldf/+fdSJBE1NTU1ycrKNjc2ZM2fev3+fnZ29f/9+JSWl06dPW1hY\nyMvLOzo6/v33383Nzb0csOfPI9zJkydZ3diyZQt+TEFBAf79v/NvMQxLTk7uMgtA5NEEABR2\naOCPFWI/rRJ/iT8mnP0yNDSUfcCWLVvMzMySk5PZE2C+vr5djgkMDOxyDNHG6U5dXZ26uvrK\nlStv3bqlpKTk6emZkZGRnp7u4+PD3sDo5OTEZDJzcnJ69x8YfB/epu758+d4m7oFCxYgn83i\nnnfv3klKSurr66MOgmEYtnDhQjKZLBhNT75p0KBBly5dcnNza2tr27RpEzS646yQkBAGg+Hk\n5IS/nDBhgo+PT3p6ekZGhqenp6Ki4q1bt1auXKmurl5XV9ebAXv+POo99qdA5x/iL/tR3xN5\nNIIT2Os4MZmbmycnJ7NfdrkLjUQirV+/PjAwsIcR2P/2srOzsa/+7Tk6OiYnJz9+/Jj9NYUv\nxqFSqfPmzVNRUVm0aFF3rSjmz59PpVKzs7OhGydHZGdn379/n06nT5gwwdnZefDgwagTcVFp\naWlra+vUqVNFRUVRZ8EwDKNSqXJycq9evaqpqRk6dCjqONyycuXKKVOmuLi43L59++XLl2fP\nnkXYaEaQPHz4UEpK6utGJ/r6+vr6+gcPHszOzr5z586HDx+oVGoP4wz886iLoKAgMzOzLp8C\nNjY2/WuCQ+TRCA5m7Iho7ty5GIbNmTOHPdfl7++fnJyML27ikpOTv15XwifP2Z1CiTZOdyQl\nJYOCgvbv39/DdZ9KpdrZ2ZWWljY0NPQ8GugZi8UKDg6+c+cOi8VydHR0c3MT7KoOw7CIiAiM\nMOuwODMzMxaLFRcXhzoId40ePToiIsLCwqKoqGju3LnQ6G7gysvLnz9/bmtr20PRpq2tvX//\n/qCgIElJSZ4Fwz8dtLW1MQzDH+4ykA0KRB6N+KCw46mkpCQWi4Xf0BAaGoov83d+iX890tDQ\nYN/0gL//tm7damZmxv7y1N3iZpc7Q4k2zgA5OTmxWKw3b95wcExhw25TJy8vL2Bt6nrw9u1b\ncXHxH3/8EXWQ/3J0dCSRSAK8GsuGN7rbv38/hmHe3t7Ozs7Q6G4gQkJCWCwWex12IHr5eYTb\nunVrdztP8QPwPxw/fjyJROo8EfjNDQpEHk0AQGGHwOPHj7FORU+XG1dx+A0BnfXmZrWvEW2c\ngZg9e7aUlBQUdv327NmzM2fO4G3q9u3bN3LkSNSJeKGysrKlpcXQ0FBcXBx1lv+SlpaWkZFJ\nT08XkirH1tb2zp07SkpKkZGR1tbWL168QJ2IXz169Gjw4MHW1tacGrA3n0e9h29QYG+hY7FY\n+J3W/ZsbI/JoRAaFHQJv3741MzPrcqcq+yWGYS4uLvgNAez3H36Pp6amZp9qKaKNM0CSkpKO\njo7l5eUfP37k2UkFA4PBOH/+fEREBIVCEdQ2dd0h4DoszsTEhMlkxsfHow7CI8rKyiEhIba2\nth8+fLC3tw8ICIBGd32Vm5v78uVLR0dHDq6xfvfzCNfDztMuR+bn53f+86SkJAzDbt68yS+j\nCQAo7HgKX90PCgpKTk5mzxXjXyPw/433hMT7huDvOZyNjQ1eS+EzZ1//q8PhX7bYiDbOwK1b\ntw7DsIyMDM4OK9iKi4uPHDlSXl4+atSo/fv3C2Sbuh5kZWWJiopOmjQJdZCuFi1aRCKRBK9T\ncc98fHxOnTolKip6+PBhW1vbkpIS1In4ybVr17B/L4MD18vPo17CJ/k614hs+MRYn7IReTTi\ng8KOcPA5sK8nGLrMjX/z7Yh/2cIbSxJtHI4wMTEZP37869ev6XQ6p8YUbKGhoX///XdHR4et\nre2uXbvk5eVRJ+Kp2tra5uZmPT09Xt5F3ktDhw6VlpZOTU0Vtv1AJiYm0dHRhoaGr169mjlz\npuA1m+ASGo12584dHR0dY2Nj1FkAoUFhx1NJSUn4RNc371TFb1bFv1J8XSR1mf3CN/h06ayI\nTynjm1iJNg6nrF69uqWlBS8ZQQ/YbeoGDx68ZcsWOzs7Mlno/r1HRETgd9KgDvJtRkZGDAYj\nMTERdRBek5CQCAwMdHd3b29vh0Z3vRQZGVlfX9/Llu+90ZvPo96PpqGhgX+97/IpUFBQ8M2e\nCfw7GvEJ3YUeuS69H795pyreRqTzdsWwsDD8aV3sp77g/6NzCxIXFxf8PcqebSbaOByxfPly\nUVHRV69ecXBMwZOVlXXixIn6+nptbW1vb+9x48ahToRGZmYmmUwm7AyH8OyN/aYVK1Zcu3ZN\nRkbm9u3b1tbWsC+qZ8HBweLi4hws7LDefR713r59+7D//RTA/n34EP4rgRmN4Ehf310IuMrF\nxSU7O5t9v1qXl2zfbELRpV0kvqehyzFdbg4l2jgcsXDhwvv372/btk3gG7D1A4vFunnzZm5u\nLplMXrhw4YwZM4Shock3ffnyZffu3bq6ur/++ivqLN1asmRJe3t7dHR0z71kBRiTydy9e3ds\nbCyFQvHy8lqzZo3QvmN7UFFRYWxsbG9vf/v2bQ4O25vPI/bX+O6YmZl1HuHrT4HOnxREHk1g\nwIwdr2VnZ+Orlt98ycb691mrbKGhoV3ef4GBgV0ekMJisbpUUUQbhyNWrlzJZDKzsrI4PjK/\nY7epGzp0qPC0qesOvg5L8D5VBgYGNBrt6692wgNvdOfp6clisby9vTds2CBsNx32xv379xkM\nBmen67Befx713tefAl9/UgjGaEQGM3aA/9DpdBUVFTqd7ubmJsyFSxfJycnR0dFMJtPExOTn\nn38WnoYm3dmzZ8+XL18uX748ZMgQ1Fm69f79ezc3Nysrq0OHDqHOglh1dfWaNWuqqqpUVFT+\n/PNPQjWURovJZJqbm7e3t5eVlQnwA50Bp8CMHeA/FApl48aNnz59evfuHeoshECj0c6ePRsZ\nGSkuLr5+/XpnZ2eo6pqamj5//jxu3DgiV3UYho0cOZJKpSYmJra3t6POgpiiomJISMjSpUsr\nKyvnz5/v5eXV0dGBOhQhREZGvn//3sXFBao60BtQ2AG+5OLiIiYm9vz5c9RB0CsuLj527FhV\nVdXo0aO9vLwMDQ1RJyKEqKgo4q/D4nR0dFpbW1NSUlAHIYRt27YFBQVRqdQLFy7MmzcPGt1h\nGHbx4kUxMbE+dZUDwgwKO8CXlJWVFyxYUFRUJORPoXj8+DG7Td3OnTvl5ORQJyKK9PR0EonE\nF40MFi9ejGGYsHUq7oGenl5UVJShoWFmZubMmTPv3buHOhFKubm5iYmJCxcuVFZWRp0F8Aco\n7AC/2rx5M4Zh6enpqIOg0dTU5O/vn5aWJi0tvXXrVuFsU9edtra2T58+aWpq8kWlq6mpKSEh\nER8fDyuPbGJiYoGBgVu2bGlvb3d1dXV3d29ubkYdCo2///4bwzBXV1fUQQDfgE8CwK/Mzc3x\n7/RtbW2os/BaVlbWyZMn6+vrJ06c6OXlNXbsWNSJiAXfRMIX67A4bW3tpqamtLQ01EGIZfny\n5Tdu3JCVlcUb3WVnZ6NOxGsNDQ23bt368ccf+ejNDJCDwg7wsY0bN7a3t2dmZqIOwjtMJvPK\nlSt3797FMMzR0dHV1RWa+X3t+fPnJBJp8uTJqIP01qJFizBYjf0WNTW18PBwCwuL4uLiuXPn\nnjlzhslkog7FO7du3Wpubt64cSPqIICfQLsTwMeam5tVVVUpFMqmTZuEYSGytrb2r7/+am5u\nVlBQWLdu3YgRI1AnIiK8D46ampq/vz/qLH2waNEicXHxqKgoERER1FmI6OHDh4cOHcJvJ/X1\n9f3hhx9QJ+I6BoMxbdq0+vr68vJyoe1fDfpB8D8LgQAbNGjQli1bamtrheFhRPHx8X/88Udz\nc/OMGTO8vb2hquvO06dP+WsdFjd27NiGhoaMjAzUQQhq3rx5ISEho0aNCgkJmTx5ckxMDOpE\nXPfo0aOioiJ3d3eo6kCfQGEH+Ju7u/ugQYMSExMFeO4Zb1P39OlTcXFxFxcXJycnUVFR1KGI\n69mzZxiG8V1hN3/+fAzDhPa5sb0hJyd369atZcuW1dfXL1u2TLAb3bFYrFOnTklJSbm7u6PO\nAvgMFHaAv8nKyq5Zs6a6urqwsBB1Fq4oKirC29Spq6t7eXkZGBigTkRodDq9qqpq+PDhKioq\nqLP0jZGRkaioKL7tA3UWQtu6deu5c+cEvtFdbGxsTk7OmjVrZGVlUWcBfAYKO8D3duzYISoq\nKpBP2wwJCfnnn3/w+4p27NjBF8070EpISODHdViclpZWfX3969evUQchOl1d3c6N7vC9RALm\nzJkzYmJiO3bsQB0E8B8o7ADfGz58+E8//VRcXFxWVoY6C8fgberS09OhTV2f4PU9nxZ2tra2\nGKzG9g7e6G7r1q1tbW2bN28WsEZ3L168SE5O/umnn1RVVVFnAfwHPiqAINi7dy+ZTE5OTkYd\nhDPYbep0dHS8vb2hTV0vMZnMiooKFRUVNTU11Fn6Y/LkyfhqrADfMMpZy5YtCw4OFrxGd3/8\n8QeZTN6zZw/qIIAvQWEHBMG4ceNmzZr17t27uro61FkGhMViXbt2jd2mbtOmTVJSUqhD8Y2U\nlBQGg2Fqaoo6SP+NGjXq48ePOTk5qIPwDTU1tbCwsMmTJxcXF9vZ2f3zzz+oEw1UcXFxZGSk\ntbX1uHHjUGcBfAkKOyAgvLy8mExmfHw86iD9V1NTc+zYsby8PGVlZU9PT0tLSxKJhDoUP8H/\nv88Xz4ftjo2NDQadivtIRETk5MmTBw8eZDKZu3fvXrt27ZcvX1CH6r8TJ04wGIx9+/ahDgL4\nFRR2QECYmZnNnTv39evX1dXVqLP0R1xc3J9//om3qfPw8Bg2bBjqRPyntLR06NChGhoaqIP0\n34wZMygUSlRUFOog/Mfa2joiIkJLSys0NHTy5Ml8eqtiTk7O3bt3bW1t+fr7CUALCjsgOA4c\nOIBhWFxcHOogfYO3qYuJiYE2dQORnp7OYDDMzMz4epqTTCaPHDmyoqIiLy8PdRb+Iy0tfe3a\nteXLl3/+/Hn58uX82Oju+PHjLBbrl19+QR0E8DEo7IDgMDAwsLOzy8nJqaqqQp2ltzq3qfP2\n9oY2df2GP4qAT/fDdjZr1iwM9sYOwJYtW4KCgvBGd3Z2dnzU6C47Ozs0NHTevHlwHQADAYUd\nECg+Pj7Yv5/xxNelTR10Ih2I9+/fy8jICMAO4tmzZ4uIiMBtdgPBbnSXlZVlZWV1584d1Il6\nxdfXl0Qi/frrr6iDAP4GhR0QKPr6+vb29u/evfvw4QPqLD3p3KZu27Zt0KZugF6/ft3R0WFq\nasrX67A4MpmsoqJSXFxcXFyMOgsfYze6o9Fobm5uxG90l5GRERUVZW9vP3HiRNRZAH+DzxIg\naPbt20cikYi8PbZLm7oxY8agTsT38PktAViHxVlaWmKwGssJS5cuvXbtmoyMzO3bt+fOnZub\nm4s6Ubf8/f1JJBJshgUDB4UdEDQGBgaLFi169+7d+/fvUWfpisViXb169e7duyQSydnZ2dXV\nFdrUcURRUZG0tLS2tjbqIJwxb948MpkMq7EcMXr06PDwcAsLi/z8fBsbm8uXL6NO9A3Pnj2L\niopavHixvr4+6iyA70FhBwTQ8ePHJSUlw8LCCNXBv6qq6ujRo/n5+crKyh4eHiYmJqgTCYjc\n3FwajWZiYiIwy9kUCkVZWTkvL6+8vBx1FkEgIiLi6+t77NgxDMP27t3r5OREqKZITCbTy8uL\nSqX6+fmhzgIEgYBcBwHoTFVV1d3dvaqqKjMzE3WW/xcXFxcUFNTa2gpt6jgO7/omYH2/pk+f\njsFqLEdNmzYtLCxMS0srISHBysqKOP9tb9269fbtW3d3d3gyLOAIEqGmNADglMbGRg0Njba2\nNjc3N7Rt4Wg02sWLF6uqqqhU6ooVK2CphePc3d0pFMqVK1coFArqLBzT3t7u6Og4fvz4S5cu\noc4iaAICAq5evcpkMlevXu3t7Y32+tDS0jJ58mQWi5Wfnz948GCESYDAgBk7IJgGDx7s5eXV\n0NDw7NkzhDEKCwvxNnUaGhpeXl5Q1XFcYWFhe3v7pEmTBKmqwzBMXFx86NChb9684aOmjPzC\n3d39/PnzgwYNwhvdod19HBQUVFVV5eXlBVUd4BQo7IDA2rBhw7hx45KSkpqampAEePTo0ZUr\nV/A2df/5z3+gTR03REZGYgK0H7azKVOmsFgsfmnKyF8mTpwYGRmJN7qbOXPm7du3kcSorq4+\nc+bM+PHjXVxckAQAAgkKOyCwKBTKgQMH2tvbExISeHzqxsZGf3//Fy9e/PDDD9u3b4c2ddzz\n7t07CQkJgZwKXbhwIZlMJs6tYAIGb3Tn5uZGo9Hc3d13797d1tbG4wwBAQHNzc0HDhwQsPlm\ngBZ82ABBtnDhQlNT07S0NF5ugnv9+rW/v399ff2PP/7o4+OjpaXFs1MLm9LS0tbWViMjIzEx\nMdRZOE9KSkpWVvbVq1e1tbWoswisFStW3Lx5U05O7p9//pk1a1ZOTg7PTp2Tk/PPP/+YmZkt\nWLCAZycFwgAKOyDISCTSuXPnREREHj58yIN9Qkwm89KlS+w2devWrZOUlOT2SYVZREQEJnD7\nYTszNzdnsVixsbGogwiyESNGREREODg4FBUVzZo1y8/Pj8lkcvukTCZz+/btJBIpKChIAB6X\nAggFCjsg4CZMmODq6vrhw4eXL19y9USVlZW+vr4lJSUqKiqenp7Qpo4H3r59KyYmZmRkhDoI\ntyxatIhEIsFqLA94enoeO3ZMVFTUz8/vp59+4vYc/40bNzIzMzdv3jxhwgSunggIISjsgOA7\ncOCAsrLykydPWlpauHSKuLi4c+fO4W3q9u7dq6yszKUTAbbKysqWlhYDAwNxcXHUWbhlyJAh\nQ4YMSU9Pr6+vR51F8E2dOjU8PFxLSysxMdHS0pJ7T/749OnTwYMHhw0b9ssvv3DpFECYQWEH\nBN/gwYOPHj3a3NzMjZkPGo129uzZmJgYCQmJjRs3Ojk5oW2LJTzw/bACvA6LMzY2ZjKZvN8A\nJJykpKSuXbu2cuXKz58/r1ixwsvLq6Ojg+NnOXLkyOfPn48ePQotTgA3QGEHhMKyZcssLCxe\nvHjB2Wc0sdvUaWpqent76+npcXBw0LOsrCwKhTJp0iTUQbhr8eLFJBIJnhvLS25ubhcvXsQb\n3dna2nK20V1GRsbVq1ctLCyWLl3KwWEBYIPCDgiL48ePk8nkyMhITu2iwNvU0en0BQsWbN++\nXUZGhiPDgt6ora1tamrS09MbNGgQ6izcpaCgIC0tnZKS0tDQgDqLENHW1o6MjNTV1c3Kypo9\ne3ZISAhHhmUymT4+PmQy+cSJExwZEICvQWEHhIWent727dtLS0vT0tIGOBS7TZ2srOzOnTut\nra2hTR2PRUREsFgsgV+Hxf34448MBiMxMRF1EOEiJiZ24cKFHTt2tLa2rl+/fufOna2trQMc\n89KlS+np6du3b9fV1eVISAC+Bs+KBUKkvb3dwMCgoKBgw4YN/X4ORHp6elhYGIPBMDIyWrp0\nKTQ0QWLXrl2NjY1XrlwRhruUKisrXVxcpk2bduzYMdRZhFF1dfWaNWuqqqpUVVX/+OOPH3/8\nsX/jlJSUWFpajh49OiMjQyA7LwKCgGkGIETExcUvXrzIYDD619YOb1MXEhIiIiLi7Oy8du1a\nqOqQ+PLlS0NDw8SJE4WhqsMwTFlZedCgQcnJydzb1g16oKioGBIS4uDgUFFR4eDg0L9GdywW\na8eOHTQa7cKFC1DVAa6Cwg4IF2NjY1dX15KSkr62tWO3qVNVVfXw8IA2dQgJ1TosTl9fn0aj\nJScnow4ivDw9PY8fP97vRnfXrl1LTk7evHmzsbExlxICgIPCDgidQ4cOjRo1Kioqqvd3o8fG\nxrLb1O3Zswfa1KH18uVLMpksVIWdo6MjhmHQqRityZMnsxvdzZgxIzo6upd/WFlZeeDAAXV1\n9d9//52rCQHAoLADQohKpZ46daq1tTU8PPy7B3d0dAQFBcXGxkpKSm7atAna1CHX0tJSX18/\nbty4IUOGoM7CO2pqalQqNSEhob29HXUWoYY3ulu6dOmXL19Wrlx55MgROp3+3b/y9vZubGwM\nCAigUqk8CAmEHBR2QBjNnTt3yZIlb9++ffXqVQ+HFRcX+/r6VlRUaGlpeXl5wUY2IhDCdVic\njo5Oa2trSkoK6iAA27Zt2/nz56lUqr+//4IFC8rKyno4ODg4+PHjx0uXLp0zZw7PEgJhBoUd\nEFJnzpwZPnx4aGhoXV3dNw8IDg7++++/6XS6o6MjtKkjjvT0dBKJJISFHb4aC52KCUJHR+fJ\nkyd42/Pp06dfuXLlm4cVFRV5eHiMGDHi9OnTPE4IhBYUdkBIDRkyBG8vfOfOHQaD0flX9fX1\nx48fz8nJkZOT2717t6WlJYlEQpUTdNbW1vbp0ydNTU15eXnUWXhNU1NTQkIiPj6eGw+5Av1A\noVB8fX337dtHp9N37dq1fv36LrftdnR0bNq0iUaj/fPPP0J15wBACwo7ILymTp26bdu2ioqK\nzq1f09LSTp8+3dDQYGRk5OXlpaamhi4g6OrJkydMJlMIp+twEyZMaGpqGniHbcBB8+fPv3//\nvrKyckhIiKWlZXp6OvtXAQEBr1+/3rZt29SpUxEmBMIGCjsg1H777TddXd24uLjy8nK8TV1o\naCi7TZ2EhATqgOB/pKamYhg2efJk1EHQcHBwwGBvLPEoKio+evTIwcGhsrKS3eguIyPD399f\nV1f34MGDqAMC4QJPngDC7tWrV8bGxtLS0i0tLS0tLaqqquvWrVNSUkKdC3RFp9Pd3NxGjhwZ\nEBCAOgsyCxculJCQiIqKEhERQZ0FdBUbG+vp6dne3m5lZVVaWvr+/fuUlBQ9PT3UuYBwgRk7\nIOz09PQOHDhQV1fX0tIyefLkXbt2QVVHTLGxscK8DosbM2ZMQ0NDZmYm6iDgG6ZPnx4SEjJy\n5Mjo6Oi8vLwDBw5AVQd4Dwo7ALCdO3eqqamRSCQdHR1xcXHUccC34c9dMDc3Rx0Epfnz52Ow\nN5bAZGRk3NzcSCTSqFGjduzYgToOEEZQ2AGAkcnklJQUJSWlixcvVlVVoY4DvoFOp1dWVqqq\nqg4fPhx1FpSMjY1FRUWjoqL68bhSwAMlJSXe3t7KysopKSlkMnzCAgTgbQcAhmGYgoLC9evX\nOzo6zp07B+0kCCgxMZHJZAr5dB1OQ0Pj06dPWVlZqIOArtra2vbs2UOj0a5du6agoIA6DhBS\nUNgB8P+mTZvm4+NTXl4eHByMOgvoCm9JI+Q32OFsbW0xWI0lJD8/v4KCAh8fn2nTpqHOAoQX\nFHYA/JeHh8fs2bMTEhLgwU2EwmQyKyoqlJSURo8ejToLelOnTqVQKNHR0dDTgFAeP3587969\n2bNn7927F3UWINSgsAPgv8hk8l9//aWkpHTjxg242ZbJ0mgAACAASURBVI44UlNTGQwGrMOy\njRo16uPHj+/evUMdBPw//LnSysrKly5dglvrAFrw/gPgfygpKeE32/3xxx8tLS2o4wAMw7D4\n+HgM1mE7sba2xqBTMWE0NDRs3769vb392rVrioqKqOMAYQeFHQBdTZ8+/fTp09XV1YGBgbD3\nkAjev38vLy+vqamJOghRzJw5k0KhREZGog4CMAaDsXv37rKysqCgoOnTp6OOAwAUdgB8i4uL\ni4uLS25u7p07d1BnEXbp6ekMBsPMzIxEIqHOQhRkMnn48OHl5eV5eXmoswg7f3//tLS0DRs2\nrFq1CnUWADAMCjsAunPq1Klp06ZFR0cnJSWhziLUYmJiMFiH/crMmTMxWI1F7cGDB9euXZs2\nbZowP+YOEA0UdgB8m6ioaHBwsIqKyvXr10tKSlDHEV7v37+XkZEZP3486iDEMnfuXBEREWh6\ngtCbN2+OHj06fPjw4OBgUVFR1HEA+H9Q2AHQLUVFxeDgYBKJdO7cuebmZtRxhFF2dnZHR4ep\nqSmsw3ZBJpOHDRtWXFxcWlqKOosw+vz58969e1ks1o0bN2DDBCAUKOwA6Im5ufnp06dra2vP\nnj1Lp9NRxxE60dHRGKzDdmPGjBkYdCpGgUaj7dq1q6Ki4syZM/DmBEQDhR0A37Fu3Tpvb++8\nvLwLFy5AS1geKywslJaWnjhxIuogRDRv3jwymYzXvoBnmEzmnj17MjIy9u/fv3btWtRxAOgK\nCjsAvs/Hx2flypUZGRmwSZaXcnNzaTSasbExdHz9JjExMSUlpXfv3pWXl6POIkQCAgLi4+NX\nrly5f/9+1FkA+Aa4XALwffhtdlZWVlFRUfgmTcADUVFRGKzD9gh/JinsjeWZ4ODgK1euzJw5\n89y5c3DfJyAmKOwA6BVRUdE7d+5oa2vfvHnz1atXqOMIhfz8/EGDBunp6aEOQlz29vZkMhkK\nO96IjY318/PT0dG5ffs2bIMFhAWFHQC9JS0tfe/ePVlZ2UuXLpWVlaGOI+BKSkra29snTZpE\noVBQZyEuKpUqLy//5s2bmpoa1FkE3Lt373x8fOTk5O7evSstLY06DgDdgsIOgD7Q0NB4+PAh\nhmH+/v5VVVWo4wiyiIgIDNZhe2Hy5MksFgvuEOCqkpISV1dXJpP58OFDdXV11HEA6AkUdgD0\njamp6ePHj2k02okTJ2pra1HHEVg5OTni4uIGBgaogxDd4sWLSSQSfj8i4IbS0tL169e3tbWF\nhISYmJigjgPAd0BhB0CfWVhYBAcHNzU1+fv7f/nyBXUcAVRaWtra2mpkZCQmJoY6C9FJSUnJ\nysq+evUKvmZwQ21trZubW0NDQ3BwsIWFBeo4AHwfFHYA9Mf8+fMvXLhQU1MTEBDQ0tKCOo6g\niYyMxGAdttfMzMxYLFZcXBzqIIKmoaFh8+bNFRUVFy5cmDdvHuo4APQKFHYA9NOKFSsOHTpU\nXl5+6tSp9vZ21HEEytu3b0VFRY2MjFAH4Q+Ojo4kEgkeQcFZra2tW7ZsKSgoOHz48IoVK1DH\nAaC3oLADoP92797t5uZWVFR04cIFeOAYp1RXVzc3NxsYGEhISKDOwh+GDBnyww8/vHjxoqGh\nAXUWAUGj0Tw9PbOystzd3Xft2oU6DgB9AIUdAANy8uTJFStWZGZmwsNkOSU8PBzDMHNzc9RB\n+MmkSZMYDEZ8fDzqIIKARqPt3LkzPj5+xYoVJ0+eRB0HgL6Bwg6AASGTyZcuXdq0aVNWVtbJ\nkydhTXbgsrKyKBTKpEmTUAfhJ05OTrA3liNaWlo2b96clJS0adOmS5cuweMlAN+Bwg6AgSKR\nSKdPn960aVN+fj7cbzdAtbW1TU1Nurq6gwYNQp2FnygoKAwePDglJQVWYweipaVly5YtGRkZ\nrq6up0+fhqoO8CMo7ADgAKjtOCUyMpLFYsF+2H4wNDRkMBhJSUmog/ArvKp7+fKlq6vrqVOn\noKoDfAoKOwA4A6/tXF1dobYbiFevXpHJZGgD2w/4aiw8N7Z/oKoDAgMKOwA4hkQiBQQErFq1\nKj8/PzAwkEajoU7EZxobGxsaGrS1teFZnP2goqJCpVKfPXvW1taGOgufaWtr271798uXL52d\nnQMCAqCqA3wNCjsAOIlMJl+4cMHFxeXNmzenTp2Cj9g+CQ8PZ7FYsB+23/T09Nra2pKTk1EH\n4SdNTU1ubm7Pnj3bsGHD+fPnyWT4WAT8Dd7BAHAYmUw+e/bs4cOH8/Lyjhw58vnzZ9SJ+EZG\nRgaJRDI1NUUdhF/99NNPGIZFR0ejDsI3Pn78uHr16pcvXx4+fPjPP/+Eqg4IAHgTA8AVu3fv\nPn36dFVVla+vb01NDeo4fKClpaW+vn7s2LEyMjKos/ArNTU1KpWakJAAt3j2Rnl5+bp160pK\nSk6fPr17927UcQDgDCjsAOAWV1fXS5cuff78+dixYxUVFajjEB2+HxbWYQdo4sSJra2tqamp\nqIMQXWFh4dq1a6urqy9fvuzq6oo6DgAcA4UdAFy0fPnyixcvNjU1BQQElJaWoo5DaOnp6bAO\nO3AODg4YhsXGxqIOQmi5ubmurq6fP3/+66+/li1bhjoOAJwEhR0A3LV8+fJbt261trYeO3Ys\nMzMTdRyCam9vr6urU1dXV1BQQJ2Fv02YMEFcXDwmJgYecNeduLi4devWNTc33759G6o6IHig\nsAOA6+zt7VNTU+Xl5f/8889Hjx6hjkNE0dHRTCYT1mE5Yvz48Y2Njc+fP0cdhIiCgoJ27Ngh\nLy+fkpIyf/581HEA4Dwo7ADgBR0dndTUVB0dnZCQkL///pvBYKBORCz4PWFQ2HHEggULMAyD\nTsVd0On0AwcOBAUF6erqpqSk6OjooE4EAFdAYQcAj6ioqCQkJNjY2CQlJUGLu87odHpNTY2a\nmpqysjLqLIJAT09PTEwsJiYGvj+wNTU1bdmy5eHDh3PmzElISBg2bBjqRABwCxR2APDO4MGD\n79279/PPP+fk5Jw8ebKxsRF1IkKIjY2FdVjO0tLS+vLlC9zTifv06ZOrq2tqauqSJUvu3r0r\nJSWFOhEAXASFHQA8JS4ufvXqVQ8Pj+Li4kOHDpWVlaFOhB7+pAQzMzPUQQSHnZ0dhmFPnjxB\nHQS9d+/erVy58s2bN56enleuXBEXF0edCADugsIOAF4jkUi//fbbn3/+2dDQ4Ovrm5aWhjoR\nSgwGo7KyUkVFZcSIEaizCA4zMzNRUdGnT5+yWCzUWVCKjIxcs2ZNbW3t2bNnDx48CA+BBcIA\nCjsA0NiwYUNKSoqCgsL58+evXLkitLdDJSQkwDosN2hoaNTU1Lx+/Rp1EDTodPrvv//u4eGh\noKCQmprq4uKCOhEAPAKFHQDIGBgYpKammpiYJCQknDhxQjhvuUtMTMRgPywXzJ07FxPW1dhP\nnz5t3Ljx7t2706ZNS09P19fXR50IAN6Bwg4AlJSVlZ8+fbpkyZL8/HxfX9+qqirUiXiKyWRW\nVFQoKSmNHj0adRZBM3XqVAqFEhMTgzoIr5WUlKxbt+7ly5dLliwJCwsbOnQo6kQA8BQUdgAg\nJikpefXq1aNHj9bW1h4+fDg9PR11It5JTU1lMBjwGDFuIJFIampqlZWVubm5qLPwTmRk5MqV\nK8vLy319fa9evSopKYk6EQC8BoUdAISwc+fOqKioIUOGnDt37vr160LyPKj4+HgM1mG5Ztas\nWZjQdCqm0WhHjhzx8PCQlpaOjo7esWMH6kQAoAGFHQBEYWFhkZWVNWfOnNjY2IMHD1ZUVKBO\nxHXv37+Xl5fX0tJCHUQwWVtbi4iIREZGog7CdUVFRUuXLr1169acOXOysrKmT5+OOhEAyEBh\nBwCByMnJhYSEnDx5sra29siRI4LdCeXFixf4Oiw0oeASMpk8YsSI8vLy/Px81Fm4KDw8fNWq\nVeXl5SdPngwJCZGTk0OdCACUoLADgFhIJNKWLVtCQkIGDx584cIFPz+/9vZ21KG4IjY2FoO+\nxFxmaWmJ/fufWvC0trauX7/ey8tLSkrq8ePHW7ZsgS8JAEBhBwARzZo16+7du2QyOS8v77ff\nfnv//j3qRJxXXFwsIyMzYcIE1EEE2dy5c8lkskA2PXn79u2yZcsyMjLIZPK9e/dmzpyJOhEA\nhACFHQBE1NraunHjRgzDduzY0djYePjw4bt37wrSjorXr193dHQYGxvDFAtXUSgUFRWVgoKC\n4uJi1Fk4pqOj49ixY6tWraqtrcU3Sbi4uLS2tqLOBQAhQGEHABHt3r07Ozt73759vr6+eIfV\niIgIX1/f6upq1NE4A9+qCfthecDCwgLDMIFpaFdaWrpmzZobN27o6+unpaX5+vp6enpmZ2fv\n2bMHdTQACIEk5E8SBICAHjx44ODgMH369OjoaDKZjGEYnU4/ePDgwYMHRURE7O3t8Run+Jqb\nm5uYmNg///xDoVBQZxFw7e3tjo6OmpqaV69eRZ1loK5fv3769Gk6nb5v3759+/bhbx4mk2lp\naRkXF3fv3r358+ejzggAYjBjBwCxlJaWOjs7y8rK/v3333hVh2EYhULx8fGJjIxUUFC4efPm\nuXPnGhoa0OYciPz8fBqNZmJiAlUdD4iLiysoKOTl5VVWVqLO0n+fPn3as2ePn5+foqJiVFSU\nj48P+81DJpP/+ecfGRkZZ2fn0tJStDkBQA4KOwAIhMFgLF++vL6+PigoSFVVtctvZ8yYkZWV\ntXjx4vT09F9++SU5OZlPZ9wjIiIw2A/LQ9OmTWOxWHzaqZjFYj18+HDRokXR0dGLFy/OzMzE\nF5c7U1VVPXfuXH19/fLlyxkMBpKcABAEFHYAEMihQ4fi4+M3bNiwYMGCbx4wZMiQmzdvhoWF\nycnJXb582dfXlx+nYfLy8qhUqp6eHuogwmLBggVkMjkqKgp1kD4rKipau3btgQMHZGVlw8LC\nbt68OWTIkG8euWDBAhcXl/j4+MOHD/M4JACEAoUdAESRlJT0yy+/6OjonDhxoucjZ8+e/fbt\n2927d5eUlPz666/8tWG2qKiovb3dyMhIVFQUdRZhQaVS5eXl37x5U1VVhTpLb9FotFOnTi1Z\nsiQ7O3v37t1v3ryZPXt2z39y8uRJHR0dHx+f5ORk3oQEgICgsAOAEBobG1euXCkiInLp0iUJ\nCYnvHk+lUg8fPvz06VN1dfWIiIgjR47wS687fN4I1mF5zMzMjMVi4Q/nJb6cnJzVq1dfvnxZ\nXV396dOnhw8fplKp3/0rCQmJv/76S0REZOXKlY2NjTzICQABQWEHACGkpqYWFhYePXpUX1+/\n9381derUzMzMvXv3fvjw4fDhw9evX29paeFeSI7IyckRFxc3NDREHUS4LFq0iEQiEf82u4aG\nhiNHjqxatSo/P9/Dw+PVq1dTp07t/Z8bGBgcOXKkoKAgNTWVeyEBIDJodwIAITCZzNLSUjU1\ntf79+bt379zd3SMjI6lUqq2trYWFBXtHLaGUlZUdPHjQ3Nwcuo7x3qpVqz59+hQWFiYvL486\nyzcwmczg4OCgoKDGxkZra+uAgAAtLa3+DVVSUjJixAhi/hMAgNvgfQ+IgkQiubi4sF+am5t3\nfolhmL+/P6mTbw7Cj8fgyGRyv6s6DMPGjBkTERHx8OFDeXn5mzdvHjp0iJhPGoD9sAiZmpqy\nWKy4uDjUQb4hKytrxYoVfn5+MjIyDx8+DA8P73dVh2GYmppaz1Xdd6827J93/vfr7+/fw5gC\nfzDgF1DYAUIoKCjAMMze3p79k+Tk5PHjx7Nfmpubb926tfOfkEiksLCwzj/hx2M4y87OLjMz\n083N7cOHD8eOHbtx4wbR2t29fftWVFR00qRJqIMIo4ULF5JIpNjYWNRB/senT5+OHj26du3a\ngoICNze3zMxMOzs7rp7xu1cbDMNcXFxIJFKXTRhbt2795tczgT8Y8Bco7AAh5OfnYximqamJ\nv8SrH/ZXdn9/f/wClJ+fz2KxWCxWaGgohmFz5szBr9F8egw3DBkyJCAg4MWLF6ampjExMV5e\nXqGhoTQajXtn7L3q6urm5mZ9ff3e7A4BHCcvLy8tLf38+XOClPttbW0XLlxwcHC4efOmubl5\nenp6QEBAd91MOKjnqw2GYf7+/kFBQRiGhYaGsjrBf9vlOXgCfzDgO1DYAULIy8vDMExDQ6Pz\nSxsbG/wlPu+Vn5/PPsDGxgavk3x9ffn3GO7R1dWNj4+PiooaM2bMgwcP9u7d++TJEyaTye3z\n9iw8PByDdVikjI2NGQwG8kk7BoNx/fr1uXPn/vnnnxoaGlFRUXFxcbq6urw5e89Xm4KCAvwf\nL4vFYv8Qx2KxzMzMkpOT2fPuAn8w4EdQ2AGU2Hd44Bca9q0e7JcuLi74/JaZmRn7QozDL0nZ\n2dnYv2sr/HUMD1hZWWVkZFy+fFlKSurmzZu//PLLixcveHPqb8rKyqJQKCYmJggzCDknJycS\n6r2x0dHRTk5Ofn5+VCr18uXLGRkZVlZWPDhvb6422L/fu06ePPnNQfbt29f5pcAfDPgRPKgR\n8LfedCLlx2M4hUwmr1ixYt68eb///ntAQEBQUNDEiRPnz58/fPhwnmXAffr0qampSV9ff9Cg\nQTw+NWBTUFCQkpJKTU1taWnpTWc4zsrLy/vjjz8SExMlJCR27tzp4eHBg4XXvsK/d82dO/eb\nv7WxsencSkLgDwb8CGbsAEpJSUksFgu/5YV9t0fnl4GBgfikV3Jycpdb0zovFvDjMbw0ZMiQ\no0eP5ubmLlmy5M2bN7/99ltgYGBFRQUvM0REROALPbw8KfiagYFBR0dHYmIiL09aWFi4a9eu\npUuXJicnL1myJCcn5+jRozyu6npztcEwLDk5+eu59u4I/MGAH0FhB9B7/Pgx1ule5i63NmMY\ntn79+i4/CQsLmzNnTudB+PEYHlNTU7t69WphYeG6detev379yy+/nDx5kmfPq3j58iWZTDY1\nNeXN6UB38NVYnj03NicnZ9OmTU5OTvHx8evWrSssLLx69epAOvsM0HevNgDwO2hQDNBzcXHJ\nzs5OSkrCX/r7+2/durXLO9Pc3LzLCub69euzs7OTk5M7b+biu2NQyczM9PHxefDgAYlEMjIy\nsrW1VVBQ4N7pGhsbd+7cqa2t/fvvv3PvLKCXnJycmExmdHQ0V7cnl5aWnj9/PiIigslkzp8/\nH38OMvdO10vfvdrg/T56+S9U4A8G/Ahm7ABK+O3MQUFBycnJX9/L3LmJaFJSEj4HhgsNDQ0M\nDMTXFNg/5MdjUNHV1b13715aWtqcOXNSU1N9fHzOnz9fVlbGpdPBOiyh6OrqtrW1ce9ez3fv\n3nl4eCxevDg0NNTGxiY9Pf3evXvIq7peXm3wd2kvexIJ/MGAH0FhB/hGYGAgu9+SjY0NfmHS\n1tbm92MQMjQ0fPToUXJy8rRp09LS0g4ePOjv75+bm8vxE7148YJEIsE6LEEsWrQIw7CYmBiO\nj/z8+XNXV9elS5dGRkZOmzbt2bNnjx49MjAw4PiJuMfR0RH7d8X2awUFBSQSid3pTeAPBvwI\nCjuAUlJSEt7a7Zv3MrNvZ8abpHf5iolv2mf3i+fHYwjC1NT0yZMnr1+/Xr9+fWFh4YkTJ7y8\nvJ48edLR0cGR8VtaWurr68eMGSMnJ8eRAcEAaWlpSUpKxsbGtre3c2RAGo12/fp1BweHTZs2\nvXr1av369VlZWU+ePCFUa5teXm3w7aJbt2795pzWypUrsX9rI2E4GPAjKOwAYl26g37zXma8\nEsKvODgXFxe8c/qWLVv49xhCmThxYmBgYHZ2touLS0NDw82bNw8cOBATE9PW1jbAkaOiolgs\nFswBEIq2tnZra2taWtoAx2lubg4ODnZ0dPTz86upqdmwYUN2dnZgYCBxpqU7683VRkNDA+/x\npqmp2eXZqexncLH/CQv8wYAfweYJgFiXe5m7vGT7eiMC9r/PdeDTY4ipuro6ICAgMDCwrq5O\nUlLSxMTEwsJCUVGxf6Pt27evtrb2/PnzXN2fAfokOzt779698+bN8/b27t8IpaWlwcHBISEh\nzc3N8vLyLi4ubm5u/X6T8EYvrzZYp69hX/v6Q1PgDwb8BWbsAGLZ2dmdv9x3ecnWZSOCmZkZ\ni8XqUiHx4zHEpKio+Ntvv1VWVuIP8YyJifH29v79999TUlL6+lyytra2uro6dXV1qOoIRVtb\nW1xc/OnTp31dcGcwGI8fP16+fPmCBQuCg4NNTU1v3rxZUVFx8OBBgld1WK+vNti/d8d2+eHJ\nkye/WfQI/MGAv8CMHQDgOxISEk6dOnXv3j06na6kpDRlyhRjY+PBgwf35m/DwsLu37+/YsWK\nxYsXczsn6JN9+/ZlZmaeOXPG2Ni4N8d/+vQpLCzszp07paWlFArFwcHBzc1typQp3M4JAOgT\neKQYAOA7pkyZMmXKlLKysj///PP8+fO3bt26e/eutra2ubm5tra2iIhID3+bkpKCYRjcYEdA\n9vb2mZmZT5486bmwo9PpiYmJjx49SkpKotPpCgoKHh4eGzduVFVV5VlUAEDvwYwdAKAPmEzm\n06dPg4KCHjx4QKPRqFSqjo6OiYnJ2LFj8canndHpdDc3N1VV1TNnziBJC3q2cOFCSUnJyMjI\nr6tzFouVlpYWEhISHx/f1NQkJiY2f/789evXz5gxg0yGe3gAIC6YsQMA9AGZTLaysrKysvrw\n4cOlS5f++uuvlJSUlJSUESNGTJo06ccff5SRkWEfHBsby2QyYbqOsDQ1Nd+8eZOZmdm51dzH\njx8jIyPDw8Pxjobq6up79uxZtWqViooKuqQAgN6CGTsAQP+xWKzY2NiLFy/ev3+/qamJRCJp\naGgYGRkZGBgMHjz4wIEDHz58OH369MiRI1EnBd+QmJh45MiRn376aceOHfX19dHR0ZGRkZmZ\nmUwmU0pKysHBYfXq1dOmTft6LhYAQFhQ2AEAOKC1tfXRo0c3btwICwtra2sTEREZO3Zsbm6u\ngoJCd10VABE4ODhIS0uPGTPm+fPnDAZDQkLCxsbmp59+srOzk5SURJ0OANBnUNgBADjpy5cv\n9+/fv379+pMnT+h0uoiIiLa2trGx8aRJk4jfDkN4VFdXp6amPn/+PCsri8lkUigUKyurn376\nyd7e/ocffkCdDgDQf1DYAQC4oqam5vfff8/JyYmLi8MfXzFq1CgjIyMTExMNDQ1Y3eM9/CFa\neD1XUlKCYZiEhMS0adPGjRvn4eExdOhQ1AEBABwAhR0AgLuam5sjIyMfPnz4+PHjmpoaDMNk\nZGR0dHT09PR0dXWhnuC2mpqaV69evXr1Kisrq76+HsOwoUOH2tra2tnZzZo1a9CgQagDAgA4\nCQo7AACPMBiMZ8+ehYSEREVFvXr1Cn+IhYqKiq6urp6e3sSJE6WkpFBnFBBNTU2vX7/OzMzM\nzMz88OEDhmFkMllfX9/KysrOzs7ExKTn7oMAAP4FhR0AAIG6urqnT59GR0dHR0cXFRVhGEYm\nk0eOHDlhwoTx48ePHz9eTk4OdUY+U1dX9+bNm5ycnOzs7NLSUrxuVldXt7S0tLKymjFjBvwn\nBUAYQGEHAECsqKgoKioKf7bB58+f8R8qKSnhFZ6mpuaIESMoFGi62RWdTi8tLc3Pz8fruaqq\nKvznMjIy5ubmtra2s2bNGjVqFNqQAAAeg8IOAEAUTCbzzZs3CQkJiYmJCQkJ5eXl+M/FxMTU\n1NTU1dU1NDQ0NDSEts7DK7mCgoKCgoLCwsLi4uKOjg78V6qqqlOnTjU3N58yZcqECRPg4RAA\nCC0o7AAABFVSUpKS8n/t3b1OFO8ewPEhOSwviwIGgQQVjGhBsMFKtrSSyspLWErxHuyFUi7B\nXrwCNv8GGl4KwSioURAViICACaeYsNmz8uY58ezy8/MpCDM7++xAsfnm2Xlm/5mampqampqe\nnt7Y2Ej319bWXjvU3d3d3d19+fLleMtsDw4OPn/+vLS0tLS0tLy8vLy8vLS09PPnz/TRlpaW\ngYGBgYGBO3fu3L171y2ggZSwA86Bg4OD169fp4U3PT09MzOzsrJSfLSxsfHq1avXrl3rLHHx\n4sUKnvDv2tzc/FRieXn53bt329vbxQM6Ozv7+/uLMXfjxo14LQv874QdcC59+fJlZmZmfn5+\nZmZmbm5ubm7u69evpQdks9nOzs6Ojo62trbW1tZLh1pbWy9cuFCRc97c3FxfX/966Nu3b2tr\naysrKx8/fixtuCRJLl261N/f39fXd/v27fSnpQ/AWQg7IIi1tbW3JZaWlt68efP27dutra2y\nI2tra1taWrIlmpqaGhsbs9lsQ0NDbW1tXV1dJpPJZDL19fWl1/Oln4SW7tnf39/d3d3b29vb\n29vd3d3f39/Z2dk6yvr6evGSuKJsNtvT03P9+vWenp7u7u6eQ21tbX/q3wSEJuyAyPb29lZW\nVt6/f7+6upr+/PDhw6dPn1ZXVzc2NtbX19fX1/f29v7Qq2cymZaWlpaWlubm5vb29s7Ozq6u\nro6Ojq6urvb29itXrnR0dGQymT/06sBfSNgBf7vt7e008jY2Nr5//767u7u9vb2zs/Pjx4+t\nra3S7Hv69GmSJI8fPy7uyWQy2Wy2vr6+oaGhsbGxrq6uqampubk5jbnGxsYK/D3AX0zYAZxV\nf39/kiSzs7OVPhGAo7nXEQBAEMIOACAIYQcAEISwAwAIQtgBAAQh7AAAghB2AABBCDsAgCCE\nHQBAEP86/RAAkiRJknv37lX6FABO4ivFAACC8FEsAEAQwg4AIAhhB/yGmpqa4eHh4mYulytu\nvnz5suYYL1++/HWosbGx0mPKHq3m0QCqlrADzmpxcTFJkgcPHhT3FAqFvr6+U584NDRUmoNJ\nkuRyuZGRkdI9xzXW+RoNoLKEHXBWCwsLSZLcvHkz3Uxb59atW6XHjI6OHvyn9Fnj4+NpF6ZP\nLBQKSZIUjxkdHU2SZGhoqOwVq3k0gCok7ICzOZNldwAABRdJREFUevXqVZIkvb29pZv3798/\n+Vm9vb1pG7148SLd8+TJk+QwE1OPHj3K5/PJ4aTgOR0NoOLcxw44RS6XSyexUmXXnNXU1OTz\n+WfPnp06TnFub3Jy8tdHZ2dnf+usqnk0gEoxYwf8WYuLi+klayfM7Q0PDxcKhXw+X5wOPI+j\nAVTeAcAZpJ9OTkxMHLl5cHAwMTFxwlvNwsLCcWOmyi6Aq+bRAKqWGTvgTNKr0IorJ8oWUpzx\n6ScYGRnJ5XIBRgOoIGEHnMn8/Pzg4GDZyolfP508cnJrcHBwZGRkbGys7ODe3t7iMfl8vlAo\nlN15pJpHA6hCwg44RS6Xq6mpGR8fLxQKxXv2ppempb+fWjzpioTnz5+fcEy6/GJ8fPzU86nm\n0QAqS9gB/w+Dg4OlS2uPOybAaAAVJOyAU0xOTqaLD45bOXGWe52U3TDlyO/pKhQKZ+ynah4N\noIKEHXC6snsR/+7KiTSV0tv8Fn/59Yu8kiR5+PDhuR4NoML+q7W0wN8ln88PDg4et5k6+ZYi\nZe82R85+5fP5czEaQNUyYwecbnZ2tr+//7jNU6XLUUv3TE5Opt/lVTQxMXGWj3SrfDSAyqop\ne0cDAOCcMmMHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMA\nCELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAA\nQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAg\nCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAE\nIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAg\nhB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCE\nsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQ\ndgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDC\nDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELY\nAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7\nAIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEH\nABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewA\nAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0A\nQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMA\nCELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAA\nQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQfwbxWa09wj2Kn8AAAAA\nSUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mygrays <- gray(0:n/n)\n",
    "pie(rep(1, n), labels=mygrays, col=mygrays)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3.3 文本属性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图形参数同样可以用来指定字号、字体和字样。\n",
    "![用于指定文本大小的参数.jpg](./image/用于指定文本大小的参数.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![用于指定字体、字号和字样的参数.jpg](用于指定字体、字号和字样的参数.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vLly56ennfu3JEPu3XrRqtTL96KBQDA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\nABAEwQ4AAEAQ/weYLBmEO4DpzwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#执行该语句之后创建的所有图形都将拥有斜体、1.5倍默认文本大小的坐标轴标签(名称)，以及粗斜体、2倍于默认文本大小的标题。\n",
    "par(font.lab=3, cex.lab=1.5, font.main=4, cex.main=2)\n",
    "\n",
    "plot(dose, drugA, type=\"b\", lty=3, lwd=3, pch=15, cex=2)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#更改字体\n",
    "#Window系统，等宽字体映射为TT Courier New，衬线字体映射为TT Times New Roman，无衬线字体则映射为TT Arial（TT代表True Type）\n",
    "#在Window中，可以通过函数windowsFont()来创建这类函数\n",
    "windowsFonts(\n",
    "A=windowsFont(\"Arial Black\"),\n",
    "B=windowsFont(\"Bookman Old Style\"),\n",
    "C=windowsFont(\"Comic Sans MS\")\n",
    ")\n",
    "#之后，即可以使用A、B和C作为family的值。\n",
    "#在mac中，请改用quatzFonts()\n",
    "#对于PDF格式，\n",
    "names(pdfFonts())#找出系统中有哪些字体是可用的，\n",
    "pdf(file=\"myplot.pdf\",family=\"fontname\")#来生成图形。对于一PostScript格式输出的图形，则可以对应地使用names(postscriptFonts())和postscript(file=\"myplot.ps\",family=\"fontname\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![用于控制图形尺寸和边界大小的参数.jpg](./image/用于控制图形尺寸和边界大小的参数.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "par(pin=c(4,3), mai=c(1,.5, 1, .2))  #可生成一幅4英寸宽、3英寸高、上下边界为1英寸、左边界为0.5英寸、右边界为0.2英寸的图形。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xcvXtyYlptUY0O40dHRxsFG1Wt9jX/GQqEw9u2xMDOHHBJve1veIQAmp9hRl71Q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\n7847E0A6FDugWS69NE45JR56KL7whfiP/8g7DUCC3P4AmuJjH4u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RFn/oQE2xg7xMXHI41rhGMvGEiXNRTc45sY/mGHKiKV5plW/OcS+x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\nIopTPAkheBm4AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DAwMGE3u8nPY4VWd9tt8aMfVccnnJBrFIA9pNgR4+Pj3d3dETEyMjLlo1Q3bdqU\nNb/+/v7ao1dr3W7NmjWNSgqNUHuM2KJFMeNTSwCajmJHtZnN/PSF2qNX161bVzuYHdm8efP8\nZ4QGqVTimmuq4xUr4tBDc00DsIcUO2J4eDge6oGqEXHkkUfWTq4/Ui6X5zMdNNStt8YvflEd\nn3pqrlEA9pxiB7DbrnsN4tBDw0NJgJaj2FF1++23z+aE2kIKSNKf/lQdvPnNsWhRrlEA9pxi\nR/T09MSDF0ZMNjo62t/fHxFLliypHczut1P1SMZ3vxuDgxER++8f73lP3mkA9pxiR5x77rnZ\noLu7e8o9hzs7O7Nls/UnDw4OZvfbrVq1qiExYd599rORrfY+7LA44IC80wDsOTtvEsVicWBg\nIJuQK5fLMzxhbGBgoFgsxoOfQrZixYoGhIQG+Na3qoOTTooFC/JMArB3zNgREdHX11fbo3g6\nIyMjfX19EVG/I3Gt6kGr+81vYtu2iIjHPCbOPjvvNAB7xYwdVV1dXZVKZXx8vKOjY8JbIyMj\n9VvcjY2N1QZaHcl417viv/4rIuLpT48jj8w7DcBeUex4kGKxWHukxHSyCtiYPNAY27fHl79c\nHT/1qblGAdgHLsUCxPr1cddd1fHpp+caBWAfKHYAu58P+6QnxbOelWsUgH3gUiwxwzLYKbkO\nS2K2bo2vf706PuWUXKMA7BszdkC7Gx2Ne++tjm3LCLQ0xQ5od7/+dXXw7GfHUUflGgVg3yh2\nROWhDAwM1J+Zb1qYW3/4Q1x6aXV8zTW5RgHYZ4odD62vry/bu25P78aD5rd2bXX7ukIhHvaw\nvNMA7BvFjlkpFos9PT0RMZg9Ix1SUdu+7uij41GPyjUKwD5T7JitlStXRsTatWvzDgJz6Z57\nqoPe3lxzAMwFxY49Uy6X844Ac+byy+PmmyMijj46Xv3qvNMA7DPFjtlat25d3hFgjn3yk9XB\nYYflmgNgjih2zEpvb+/w8HBElEqlvLPA3Lj99vjXf62O7UsMpMGTJ9izta7nnXfe/CWBRrru\nuupg0aI48cRcowDMETN27IGenp6urq68U8DcqD0ftqsrFi/ONQrAHDFjx2yNjIxodSTjhz+M\nn/60Oj711FyjAMwdxY7wMAna0Pe+Vx0cckj4DxYgGS7FAm2nUqnuchIRH/5wHHxwrmkA5o5i\nR/T29hYKhfHx8byDQIN897tx5ZXVcWdnrlEA5pRiR2T7mKxZsybvINAgtYOljEMAACAASURB\nVPWwhx8eRx6ZaxSAOaXYAW1ny5bq4KSTYv/9c40CMKcUO2JgYCB2zdtBO3jb22LJkjj++DBP\nDSRGsSP6+vpGRkYiolAojI6O5h0H5t3SpXHbbXH99fGwh+UdBWBO2e6EBz15oru7+yHPtz0K\nADQnM3akqVAoTH5UWrb+t6a3tzeXbAAwTxQ72kWhUJhwH+Hw8LCrzwCkRLEjKnso77x7ozY5\nNzIyUvsH6enpiYju7u7BwcFc0wHA3FDsaAvZXN2Ex90ODQ2NjY1FRH9/v/2ZE7ZlS5x+epx+\n+u5dTgBSpdiRvlpp65r0TNBisZitCLY/c6ruuCNe8IK45pq45pp44QvjjjvyDgQwnxQ70lcs\nFiOiVCpN+W5XV1epVNq8eXNjQ9EIP/tZdHbGz3/+oJc/+1mumQDmk2LXdgr7LO9/gj1Qu7Vu\nYGCgXC5Pd9qSJUtmeJcWdccdcfzxE6fo7rgjli83bwckS7EjZdm610Kh0N/fHxEWwLaPO+6I\nY47ZPVcXL//neNlXs+HPfhbHHKPbAWlS7EhTtu41e1pazXQLYIeHh6e7UEsrmnjJ9fTPxZf+\nLr58Upx2zdQnAKRCsWs7U+5gki0giIhSqTT53WxbkNi1V0h+2fdYX19f7Z9iQsmryS4ur1q1\nqrHRmC8TJ+RO/1xc+ZpYsDMW7IyrXl3rdtmUnm4HJEaxI8bHx7MniY2MjGzatGnyCUNDQ1nz\n6+7ubt1tQbKS19fXVztSu2WwVCrVH6d1TdvqMrodkDrFjupOHz09PZN3A6np6urKZrzS2xZk\nYGBgyjpLy5nY6k675kGtLjNVt9t9Kx5Ai1uYdwDyl23eu3LlyplPO/LII7OTh4aGGhFr/s3t\nZeUdO3bcdNNNW7dunf1HtuzaMLe1LnA3rTPOqGt1L/tqfOa1E1tdZsHO+MxrY9sh8dWXRcQd\nd8SrXhVWRQNpUOxIWW9vb+35sD09PfNaSW+55Zbly5fv3We3bds2t2Ha0N13x/e/v+vFgp1x\n0bvjgPumPfuA++LC82L9iti5ICJ+8IP4y1/ioIMakRNgXil2RKlUKpfLt99++wyXYiNi3bp1\nMf02v02os7Ozfne64eHh4eHhKefGsjvt9nHabOnSpRs3bty+ffvsP7J69eqNGzdGxCGHHLIv\nX5qIOPjg6O2Nyy6LiIidC2L59fHNY+LI26c++z+fFC/5RtbqIqK3V6sDEqHYUd2et7+/f8WK\nFdlDGiYbHR3Npr6WLFnS2HR7aXBwsFwul0ql2v1zWc8rFArzdN1z4cKFy5Yt26OP1GYTW2vb\n56Y1MBA7dsTHPx4REb98bPztzXHjsfG02yaed9vT4tgb47dHZK/e+Ma49NKG5gSYPxZPEOee\ne2426OjoqD2qoV5nZ2e2bLb+5Ca3du3a+lYXEZs2bcr2bens7MwvF/OoUIiPfjTe+MZdr397\nRBx7Y9z2tAedNKnVffSjoVcDyVDsiGKxWNvjrfaohnq1C5ojIyPTTek1m3K5PHlycWhoqKen\np1wuT9lfScDU3W7zrn8TtDogdYodERF9fX3T7d9bMzIyMvNNeC1haGioVCoNDw9P+QgKEjBt\nt9PqgDag2FGV7d9bewRFveyBE63V6rL2NuV2yldeeWVE9Pf3e3RsqgqFuOyyOOOMXa/vfFQs\nvz5e8o1aq3v1q+Oyy7Q6IEGKHQ/S1dU1+ZFirVXpMuedd15EdHR0TJ6ZKxaLCTxIg5ktWBCf\n+Uxdt/vlY+OXj82Gr351fPrTsWBBXtEA5pFiR5pqj8ro7++fvOa09m5HR4d5u1RN7HYREXHG\nGVodkDLFjmRlF5djmr33arcV1hb8kp6s273qVdWXZ5wRn/mMVgekzD52JG6GXev6+voior+/\nv4FxaLQFC+Kqq6rd7vjj3VcHJM6MHW0tm9XL9rcjVYVCLF8ey5drdUD6FDuIoaGheXocBQA0\nkmIHAJAIxQ5IwQ9/GM9/fvT0xD335B0FID8WTwAt7/77o7s7fvWr+M534kUvilNOyTsQQE7M\n2AEtb3Q0fvWr6vixj801CkCuFDugtf3wh/GKV1TH558fz39+rmkAcqXYAS2sUom3vCXuvz8i\nYtGieMc78g4EkCvFDmhhV14ZN99cHZ9zThx4YK5pAPKm2AGt6q674u1vr47/5m/ine/MNQ1A\nE1DsgFb1/vfHnXdWxx/5SCxalGsagCag2AEt6c4742Mfq45f/OJYuTLXNADNQbEDWtLnPhf3\n3RcRccABcdlleacBaA6KHdB61q2Lt741IqJQiC99KZ7ylLwDATQHxQ5oMffcE2edVR0/8Ylx\nwgm5pgFoJood0GI2bow77qiOzz8/1ygATUaxA1rJ+HiceWZ1vHJlnH56rmkAmoxiB7SSt7wl\nfvnLiIhHPCK+9KUoFPIOBNBMFDugZaxbF9/4RnV8yimxn7/AAB7M34tAa9i2Ld7ylur4MY+J\nD3wg1zQATUmxA1rDRRfFli3V8Qc/GIsX55oGoCkpdkALuOOOGBiojp/73DjjjFzTADQrxQ5o\nAf/8z3HvvRER++0XH/2ou+sApuZvR6DZ3XBDnH12REShEBdeGM95Tt6BAJqVYgc0tfvuize/\nufpY2Gc8I975zrwDATQxxQ5oauvWxe23V8eve12uUQCanmIHNK/f/S4GB6vjZz4z3vCGXNMA\nND3FDmheb3lLlMsREY97XGzYEAsW5B0IoLkpdkCT+uY347rrquOVK+Pww3NNA9AKFDugGW3f\nHr291fEjHxnve1+uaQBahGIHNKNLL42xser4/e83XQcwK4od0HR+9avdj4J92tPi9a/PNQ1A\n61DsgKZz9dXx5z9Xx5ddFgsX5poGoHUodkBzue22+OhHq+NXvzpe+MI8wwC0FsUOaCI7d8Zr\nXhN33BERcfTR8elP5x0IoKUodkATufba+MEPquPTTrNxHcCeUeyAZrF9e1xxRXV81FG7tzsB\nYJYUO6BZ9PbGjTdGRPx//198+cux//55BwJoNYod0BS++9246qrq+KST4klPyjUNQGtS7ID8\n7dgRr399VCoREYsXx9vfnncggNak2AH5GxqKH/+4Oj7vvHj0o3NNA9CyFDsgZ7/9bbznPdXx\nU54S/f25pgFoZYodkLOPfSz++Mfq+CMfsWYCYO8pdqRsdHS0MMng4GDeudjtd7+LL36xOj7x\nxHjJS3JNA9DiFDuS1dnZ2d3dPfl4f3+/htckKpVYubJ6d93RR8eVV+YdCKDFKXakaXBwsFwu\n9/T0VB5sbGysdk7W8MbHx3PM2eauuio2baqOTz89Dj001zQArU+xI01r164tlUpDQ0MTjheL\nxVrJy450dHSMjo42PCAREdddVx084Qlx5pm5RgFIgmJHmsrl8pIlS2Y+p1KpjIyMRER3d7d5\nu8Z773vjG9+IiDj00PjkJ2PRorwDAbQ+xY621tXVlV2cXbNmTd5Z2suPfhQf/GB1/Na3xrHH\n5poGIBWKHWnq6ekZHh6ezTxcsVjMTm5AKjKVSrz5zbFjR0TEAQfEKafkHQggFYodaTr33HMj\noqOjwzXWJvSZz8R3vlMdn3NOPPnJuaYBSIhiR5qKxWJ2/1xHR0ehUJj55M2bN5dKpYbkIn7/\n+3jb26rjJzwhzjsv1zQAaVHsSFbt/rmIqO1OPHkBbGdnZ7lcXrVqVcMDtqn//b/j97+vjj/4\nQWsmAOaSYkfKss1Nsqm7THd394QHUWTb3fX19eWYs33cd1985SvV8THHuLsOYI4pdqSvq6sr\n27huYGBg8rtjY2OTt7tjnpx4Yvznf0ZEHHlkXH553mkAkrMw7wDQOH19ffM3M7djx46bbrpp\n69ats//Ili1bskFtt+S0ffGLUZs8fcc74olPzDUNQIoUO1LW29tb28ekp6dnXmfmbrnlluXL\nl+/dZ7dt2za3YZpTbcL0r/4qTjop1ygAiVLsSFa2KqL2cnh4eHh4eMq5sWzZ7D5Omy1dunTj\nxo3bt2+f/UdWr169cePGiDjkkEP25Uu3hGuuie99LyKiUIg1a+Kww/IOBJAixY40DQ4Olsvl\nUqm0addD5rOeVygU5um658KFC5ctW7ZHH6nNJj7khiyt7mc/i9e9LrLS+573xBln5B0IIFEW\nT5CmtWvX1re6iNi0aVNPT09EdHZ25perTfX1xb33RkQsXBivelXeaQDSpdiRpnK5vGTJkgkH\nh4aGenp6yuVyb29vLqna05e/HOvXV8d9fdHRkWsagKQpdrSXoaGhUqk0PDw8ODiYd5a2cPfd\n0d9fHT/2sXH++bmmAUidYkeasvY25YNir7zyyojo7++f/BQK5tyHPxx33FEdv//9ceihuaYB\nSJ1iR5rOO++8iOjo6Jg8M1d7jGx3d/eUzY859KlPVQfPeU689rW5RgFoA4odaerq6sqeM9Hf\n3z95zWnt3Y6ODvN28+ecc+K//isi4uCD42Mfi/38fQMwz/xFS7L6+vqynU1KpdKU72bdrru7\nu9HJ2sMNN8SHP1wdf+pT8Zzn5JoGoD3Yx47EzbBrXfZ4sf7avf3MqXe+szp45COjqyvXKABt\nw4wdbS2b1cv2t2Nu/fKX1cFFF8XixblGAWgbih3E0NDQPD2Oop0ND8dxx8WFF8brX593FIC2\n4VIsMC9OOCFOOCHvEABtxowdAEAiFDsAgEQodsDeGx+Pyy+PX/0q7xwARIR77IC99u1vx4oV\ncffdccQRcdNNsWRJ3oEA2p4ZO2Bv1FpdRPz2t3HssbF5c96ZANqeYgfssfpWl7nzTt0OIH+K\nHbBnNm58cKv7X9/L/l+3A8idYgfsgfXr4/jj61rdh8+Of31u9A1mr+68M5Yti3/7t7zSAbQ7\nxQ6YrQ0b4uSTY/v2Xa8/fHa89SNRqMSl/1jrdnfdFccfH9/7Xl4ZAdqaYgfMyoYN8bKXxT33\n7HqdtbpM1u3Ouix7ddddcdxxuh1ADhQ74KHN1OoyhUoM9Ot2APlS7ICH8OMfx4kn1rW6950/\nsdVlsm7XM5y9uuuuWLHC3sUADaXYAQ9heDi2bdv14h8+Ge99/7SnFirxiTdE12j26s4743Of\nm/d4ANQodsBD+Nu/rXvxhZPjlqUznb1+Rdx4bDYsFKKzcx6DATCBYgc8hJNPjgsu2PVi62Fx\n7I3xzWOmPvXaU2PlurjvgIjYb7/45Cfj6KMbkxGACMUOmI3zz4/zz9/14i8HxQlfn6LbXXtq\nnHF17FwQEfvtF5dfHmee2dCQACh2wKxccMGM3U6rA2gCih0wW9N2O60OoDkodsAeuOCCePvb\nd734y0Fx4lfikrfHaz+TtbpCIQYHtTqA3CzMOwDQYi6+OCLikksiImLrYfGOi7PjhUJcdlm8\n+c25BQNAsQP22MUXx4EHxvvet/uIK7AAzcClWOBBtm2L66+Pb37zIU6rvybrCixAkzBjB+z2\nb/8Wp50W4+NRKMSNN8Yx02xXl7n44njc42LjxjjxxDj11EZFBGB6ZuyAiIgHHoiLL47Ozhgf\nj4ioVOLnP3/oT735zbF2rVYH0CzM2AFxzz3xspfFhg27j3R2xqpV+QUCYK+YsYN29+1vR2/v\n7la3YEG8973xrW/FoYfmGguAPWfGDtrXfffFP/5j/J//E5VK9chf/3V89rPxt3+baywA9pZi\nB21q69ZYvTo+/vHqy/32i69+NZYti8WLc40FwD5Q7KAdfeITcfbZ8Ze/VF8eemhcfnmsWJFr\nJgD2mWIH7eW3v41/+If46lerLxcvjjPPjDe9KYrFXGMBMBcUO2gj118ff//38etfV18uWBCr\nV8dZZ+WaCYC5Y1UstIv3vje6una3usc/Pm66SasDSIoZO0jf+Hh8/vNx0UW7V7+edFJcfnkc\nfniusQCYa4odJO5Tn4q+vrj77urLRYvi0kujtzfXTADMD8UOknXffbF+ffzDP+w+8r73xZln\nxuMel18mAOaTYgdpuvnmOOOM+H//r/qyUIhzzol3vzsWLMgzFQDzSrGD1OzYEe9/f3zgA7Fz\nZ/XIq18dp50Wy5fnGguA+afYQVJ+9rM4/fS49dbdR046Ka64IgqF/DIB0Ci2O4F0rF8fz3zm\n7lZ34IHx0Y/GF7+o1QG0CzN2kII//zmuuCI+/OH485+rR446Kq67Lp72tFxjAdBYZuxIU6FQ\nKEyap+rt7S3U6U1lz49bb41nPCPOOit+8Yvqkd7e+N73tDqAtqPY0S4KhcLw8HD9keHh4UKh\nMDo6mlekOXHffdHdHT//efXly18eP/pRfOITsWhRrrEAyINiR1uoTc6NjIxUdunp6YmI7u7u\nwcHBXNNNYceOuO66+Jd/eegzt23bffn1uOPi8stN1AG0L8WOtpDN1Y2MjHR1ddUODg0NjY2N\nRUR/f//4+Hhu4Sa5995YsSJOPTWWL493vOMhTj788Bgejle8Ij72sfjGN+KIIxoSEYCmpNiR\nvlppq291mWKxODIyEhFr1qxpdKxp3HtvvPzlu+fqLrnkobvd3/99fOEL8cY3xn7+QAO0Nz8H\nSF+xWIyIUqk05btdXV2lUmnz5s2NDTW1e++NlSsnXoGdTbcDgFDsSFvt1rqBgYFyuTzdaUuW\nLJnh3YbJWt311+963TEWh23NhpdcEu98Z165AGgZih0py9a9FgqF/v7+iGjmBbDbtsVxx9W1\nuqf/KDZ1xrdeGI/4fXbg4ovjH/8xKpW8AgLQAhQ70pStex0YGKg/ON0C2OHh4eku1DbGzp3R\n1RU337zr9dN/FBteHEf8Np7xw9jw4lq3GxiIt75VtwNgWoodKevr66ttbjKh5NVk+xivWrWq\nsdEe5Kc/rWt1T7ut2uoyU3U7AJiSYke7yEpeX19f7Ujt6RSlUqn+eOP96U+7Rk/+afzL8btb\nXeYZP4yvnxCLqycNDMS73tXQeAC0Cs+Kpd0NDAzMSavbsWPHTTfdtHXr1tl/ZMuWLbuGlYiI\nJ/80bnpRPPrXU5y69Ja4fnksvz7+tDgiPvjBeMQj4uyz9zUzAIlR7GhflTm9W+2WW25Zvnz5\n3n76njj0z3HjsfGYX017ytJbYu2qeMk3sleXXqrYATCRYgdzY+nSpRs3bty+ffvsP7J69eqN\nGzdGREQx/nxovO/8+MQbojBN3fzT4njf+bVXnZ37EhaANCl2pCm7ea6np2doaKgxX3HhwoXL\nli3bo49kDzqLiOrdrsM9ETF1t/vT4njJN+K7R2ev/tf/ikb9YwHQSiyeIE3ZGtjaPnaFQqG2\nWXETWrRo12i4J067JnYueNDbv39EvPBbtVb3ghfEt74VD3tYQxMC0BIUO9LU19eXPQS2pr7k\ndTbZhcwXvCAe+9hdL647JV712d3d7g+Hx3E3xA+eWTtz/fo4+OAcQgLQ/BQ7ktXV1VXbu65S\nqdT3vHK5XKiTU8DdDj00vvnNqbrdHw6PF2+otbrnP1+rA2Amih0p6+vryx4pMTg42NXVVdus\neGxsrP60Zqh3Rx4Z118fj3rUrtfXnRK9Q/HSr9Va3bOfHevWaXUAzESxI3FXXnllRGTPiq0p\nFouVOjlFm2jJkrjxxjjiiF2vP/W6KFcfdPbsZ8cNN8TDH55XNABag2JH4orFYnZBdnR0dLpz\nmqfeLVkSN99cd002IiKe//z49re1OgAemmJH+vr6+gYGBtatW5d3kFnJrsnW5u1cgQVg9uxj\nR1vI91Gwe2rJkti4MT7wgVi8OFavNlcHwGwpdtCMnvzkuOqqvEMA0GoUO8jfxo0bjzvuuLxT\nwD657bbb8o4AKHbQBH7zm9/85je/yTsFAC3P4gnIzZOf/OS8I8Dce8pTnpJ3BGhfZuwgN+96\n17seeOCB22+/ffJbd9xxxy233HLUUUc98pGPbHyw2fvd7373k5/8RM450RIhY1fOpUuXPv7x\nj5/87rJly5r5ucyQvgrQfNauXRsRa9euzTvIQ5BzDrVEyErr5IT25FIsAEAiFDsAgEQodgAA\niVDsAAASodgBACRCsQMASIRiBwCQCMUOACARih0AQCIUOwCARCh2AACJUOwAABKh2AEAJEKx\nAwBIhGIHAJAIxQ6a0aGHHlr732Ym5xxqiZDROjmhPRUqlUreGYCJduzY8f3vf//Zz372ggUL\n8s4yEznnUEuEjNbJCe1JsQMASIRLsQAAiVDsAAASodgBACRCsQMASIRiBwCQCMUOACARih0A\nQCIUOwCARCh2AACJUOwAABKh2AEAJEKxAwBIhGIHAJAIxQ4AIBGKHQBAIhQ7AIBEKHYAAIlQ\n7AAAEqHYAQAkQrEDAEiEYgcAkAjFDgAgEYodAEAiFDsAgEQodgAAiVDsAAASodgBACRCsQMA\nSIRiBwCQCMUOACARih3kb3x8vFBncHBwujNHR0drp3V2djYyZETUh+zt7Z3utHxDTjA4ODjd\nt7R5vpn1RkdHmyrnhKiT42VyDwlUVYBc9fT0TP6DWSqVZnnm2NhYA0KOjIzM8i+QHENOVos9\nMjLSVDmn+35O/pbmm3NgYGDyVx8YGGiqkEA9xQ7yVPsBX/thOTY2NuWPz9rPzglHenp65jvk\nlJGyIxO+eo4hJ6svTxNKRu45s8I0uSFNkG/Oyf9y1o40T0hgAsUO8lQqlSb/gM9+fNZP2k35\nA7Wyq13N99RI9nN6Qsha22uSkBPU4k2O1Aw5s9/3mb9W7jmzLzRhsjP7l6F2MPeQwASKHeRm\ncjeqmXB8yv5XmfRTdv5M+UO62UJOzpZNjE2YOso95wy/7/XyzTnlt26y3L+ZwAQWT0BuisVi\n9udwwvHx8fEJL8vlckT09fU1LtyDVSqVYrFYfyS7iT77uR7NEbImu3m/Npl01FFH1d5qhpxZ\nsevp6ckWdky5GCX3nP39/RFx7rnn9vb21kI24b+ZwAQL8w4ATLR+/fqIqN26NOFlvc2bNzcy\nWM3o6Gh3d3dEnHfeedmR5gnZ2dlZLpdHRka6urouvPDCiDjyyCNr7zZDznXr1kXE8PBw/cHh\n4eHNmzdv2rQpe5lvzlpr7+joqD/e0dGRfWObISQwJTN20FxGR0drkyXZkbVr10bEypUrp/vI\nhJ++86e2LUvW6up/xjdJyN7e3nK5PDAwkAXL5pNqIaM5ctZKT+3SSTa5WC6Xa9uy5Jvz9ttv\nj13fvVrIbHY2+61vhpDA1Bp86ReYQW13ifqbk7Ijk29xm+WtWnOofp3phA1ZmiHkhNvCsi/d\nbDmn+0ITwuebs3aFfcLxCf9y5v7NBCYzYwfNore3N5urGxsbq00yZXc1lUqlCbe4xa5btWo/\ngxugq6sr+4sjIsrlcu22sGYImc10lkqloaGh+i+9ZMmS2jnNkHO6GytXrFgRuybzcs+ZzdVN\n3mwvu+qazeflHhKYknvsoCkUCoVsMOFH/uR2UpPdqrVq1ar5TzdRpVIpFArDw8NZi8o9ZHbP\nX6lUqt2jVvvS9Ssncs85S02Sc/KF1Fb8ZkK7MWMHOctuXItdl+Fm/8Hs7vtspqfxsvmYCcsk\nJ2tMyKxJlMvl+odfZV+6v79/hgdhNTjnDGboSfUamXPyVNxPfvKTePBilCnl/s2EdqbYQZ5G\nR0ezeZGRkZHaNcTZyO6yn/JC2BzKtrqYshVlV+tm/uqNCRmzWIM58138DcuZPVB1ysfsZgt4\n66fEJmtYzulkja1JvpnA1HK6tw+Y6Umm9Sb/Ua3dnJ7XLrXZ8fp1CTmGnNLkp3dk8s0588qJ\n+uP55pzyWSOTHxTWbL/pQMWTJyBHs/wROOEHau1nZ15Pia3tW1a/HDLHkFOa7mGsuefMLmHX\nN87a93PyNzmvnJP/k6MlftOBimIHeZm85LDehEYy+YTJc1ENzjm5j+YYcrIZHmmVb84JD7Gd\n7nc895xTbjvc5L/pQMV2J5CX7H7/6Uy4P71St7VYRIyMjNQv/5xX2RYn9Ueyn9z1u/5mcgw5\nWXbX3ZR3g+WbM9vupD5A9v2c/FSufHMODQ1N6PTN/5sOREShsier8AAAaFpm7AAAEqHYAQAk\nQrEDAEiEYgcAkAjFDgAgEYodAEAiFDsAgEQodgAAiVDsAAASodgBACRCsQMASIRiBwCQCMUO\nACARih0AQCIUOwCARCh2AACJUOwAABKh2AEAJEKxAwBIhGIHAJAIxQ4AIBGKHQBAIhQ7AIBE\nKHYAAIlQ7AAAEqHYAQAkQrEDAEiEYgcAkAjFDgAgEYodAEAiFDsAgEQodgAAiVDsAAASodgB\nACRCsQMASIRiBwCQCMUOACARih0AQCIUOwCARCh2AACJUOwAABKh2AEAJEKxAwBIhGIHAJAI\nxQ4AIBGKHQBAIhQ7AIBEKHYAAIlQ7AAAEqHYAS2jUCgUCoXOzs68gwA0KcUOACARih0AQCIU\nOwCARCh2AACJUOwAABKh2AHNqFCnt7d3Nh/p7e2t/9TMi2c7OzsLDzY6Ojr782cZCaDBFDug\nuQwODhYKhfojw8PDE45MMDo6WigUhoeH6w+Wy+VCoTA4ODjlr18ulycc7+7uLhQK4+Pjszk/\nizRzFwRoPMUOaCKDg4P9/f1TvjXdDNzo6Gh3d/d0v2B/f399/RofH6/9+qVSqVKpVCqVkZGR\n2gmvec1rZpknIrq7uycXQYAcKXZAs5iydVUqlbGxsYiYPMeWqW91lTpTnrBmzZpsMDY2tmnT\npmzc1dVVqVR6enqyr1LratPlqVQqpVIpOz6hCALkS7EDmsX69euzQU9PT611RUSxWKzvUvVq\nV1qz4lX/Vv1HJl+QnWxoaCgrbcViMTtSa4EDAwP1eSJi06ZNtSLogizQPBQ7oFmsXbs2G5x7\n7rmT3z3vvPMmH/zJT36SDa688srJ79YO1k476qijskFHR8dDLoDYvHlzNujr65v8bi3kunXr\nZv51ABpGsQOaRXaxtVQq1ebM6nV1dU0+WOteU36kdrB22ooVK2rvZgsgZlgSm+XJZuZm84sD\n5E6xA5rLkiVLpntr8tXYWhec+SO1+/OKxWJ2x94E2ZLY+rW3tTvtBszS2wAAA1ZJREFU6vvf\nBLP9RwJoFMUOaC/ZHXsTbsirsYkJ0NIUO6C5zHBlc/LC2AkTctN9ZMopvdoS1/rtTiLiwgsv\nrH/Z09NTmdGEdRUAOVLsgGZRa2lTbg435cHadduZPzLD5d3Ytd1JbRVt1gXdQge0IsUOaBar\nVq3KBlNuDjflwdoq15k/Ujtt5qeNTeh/tQ1NptwtZXx83OPFgGZTmO5GE4DGq1+RUP+3U/3x\nUqlUf/VzNh+pHe/t7a09eWzC3361t2q//vj4eEdHx5RftP6JFGNjY1OuyQVoPDN2QBOpv91t\nwvrT6bYdmeEjk0+o3yFvwhLXWuGrbZhXLBYHBgaycfbk2Zpaq+vp6dHqgOah2AFNpKura8JS\nhpqhoaHpPlKrX5MNDAzUb4BXLBan+/UzIyMj9ef39fXN8Iv39PRMlwogF4od0FyypQz161iz\ndakzfKSvr2/yM8eyT/3/7d2xCcAwDABB7b+00gaUAcJzVxvXjzDWXRrx3gx7z99vkD8vn5nd\nVXXA33hjBwAQYWIHABAh7AAAIoQdAECEsAMAiBB2AAARwg4AIELYAQBECDsAgAhhBwAQIewA\nACKEHQBAhLADAIgQdgAAEcIOACBC2AEARAg7AIAIYQcAECHsAAAihB0AQISwAwCIEHYAABHC\nDgAgQtgBAEQIOwCACGEHABAh7AAAIoQdAECEsAMAiBB2AAARwg4AIELYAQBECDsAgAhhBwAQ\nIewAACKEHQBAhLADAIgQdgAAEcIOACBC2AEARAg7AIAIYQcAECHsAAAihB0AQISwAwCIEHYA\nABHCDgAgQtgBAEQIOwCACGEHABAh7AAAIoQdAECEsAMAiBB2AAARwg4AIELYAQBECDsAgAhh\nBwAQIewAACKEHQBAhLADAIgQdgAAEcIOACBC2AEARAg7AIAIYQcAECHsAAAihB0AQISwAwCI\nEHYAABHCDgAgQtgBAEQIOwCACGEHABAh7AAAIoQdAECEsAMAiBB2AAARwg4AIELYAQBECDsA\ngAhhBwAQIewAACKEHQBAhLADAIgQdgAAEcIOACBC2AEARAg7AIAIYQcAECHsAAAihB0AQISw\nAwCIEHYAABHCDgAgQtgBAEQIOwCACGEHABAh7AAAIoQdAEDEAw9FzH+yoP9vAAAAAElFTkSu\nQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#以向量的形式输入数据\n",
    "dose <- c(20, 30, 40, 45, 60)\n",
    "drugA <- c(16, 20, 27, 40, 60)\n",
    "drugB <- c(15, 18, 25, 31, 40)\n",
    "opar <- par(no.readonly=TRUE)\n",
    "par(pin=c(2, 3))  #修改默认的图形参数，得到2英寸宽、3英寸高的图形\n",
    "par(lwd=2, cex=1.5)  #线条的宽度设为默认宽度的两倍，符号姜维默认大小的1.5倍。\n",
    "par(cex.axis=.75, font.axis=3)#坐标轴刻度文本倍设置为斜体、缩小为默认大小的75%。\n",
    "plot(dose, drugA, type=\"b\", pch=19, lty=2, col=\"red\")\n",
    "plot(dose, drugB, type=\"b\", pch=23, lty=6, col=\"blue\", bg=\"green\")\n",
    "par(opar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.4 添加文本、自定义坐标轴和图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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je/MRoFWYSHJwAAcI533tH48TrkEIXDev55HX+8fvlL05mQRSh2AAA4xDvvaPhw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\nAxJR3DVhMpmYrgOOkzV2AACJ+H/qc8r+yjhtZgAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title \"Clinical Trials for Drug A\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(dose, drugA, type=\"b\",\n",
    "col=\"red\", lty=2, pch=2, lwd=2,\n",
    "main=\"Clinical Trials for Drug A\",  #添加标题\n",
    "sub=\"This is hypothetical data\",  #添加副标题\n",
    "xlab=\"Dosage\", ylab=\"Drug Response\", #坐标签\n",
    "xlim=c(0, 60), ylim=c(0, 70))  #坐标轴范围"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4.1 标题"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#可以使用title()函数为图形调价标题和坐标轴标签。调用格式为：\n",
    "title(main=\"main title\", sub=\"subtitle\",\n",
    "xlab=\"x-axis label\", ylab=\"y-axis label\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "ename": "ERROR",
     "evalue": "Error in parse(text = x, srcfile = src): <text>:5:31: unexpected numeric constant\n4: xlab=\"My X label\", ylab=\"My Y label\",\n5: col.lab=\"green\", cex.lab=0.75)1\n                                 ^\n",
     "output_type": "error",
     "traceback": [
      "Error in parse(text = x, srcfile = src): <text>:5:31: unexpected numeric constant\n4: xlab=\"My X label\", ylab=\"My Y label\",\n5: col.lab=\"green\", cex.lab=0.75)1\n                                 ^\nTraceback:\n"
     ]
    }
   ],
   "source": [
    "#函数title()中也可以指定其他图形参数（如文本大小、字体、旋转角度和颜色）\n",
    "title(main=\"My Title\", col.main=\"red\",\n",
    "sub=\"My Subtitle\", col.sub=\"blue\",\n",
    "xlab=\"My X label\", ylab=\"My Y label\",\n",
    "col.lab=\"green\", cex.lab=0.75)1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4.2 坐标轴"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "使用函数axis()来创建自定义的坐标轴，而非使用R中的默认坐标轴。其格式是：\n",
    "axis(side, at=, labels=, pos=, lty=, col=, las=, tck=, ...)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![坐标轴选项.jpg](./image/坐标轴选项.jpg)\n",
    "![坐标轴选项2.jpg](./image/坐标轴选项2.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3V1+I+RnJw8YsSI0PeZM2eOpKSk+J5o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",
      "text/plain": [
       "Plot with title \"An Example of Creative Axes\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#自定义坐标轴的示例\n",
    "\n",
    "#生成数据\n",
    "x <- c(1:10)\n",
    "y <- x\n",
    "z <- 10/x\n",
    "opar <- par(no.readonly=TRUE)\n",
    "\n",
    "#增加边界大小\n",
    "par(mar=c(5, 4, 4, 8) + 0.1)\n",
    "\n",
    "#绘制x对y的图形\n",
    "plot(x, y, type=\"b\",\n",
    "    pch=21, col=\"red\",\n",
    "    yaxt=\"n\", lty=3, ann=FALSE)\n",
    "\n",
    "#添加x对1/x的直线\n",
    "lines(x, z, type=\"b\", pch=22, col=\"blue\", lty=2)\n",
    "\n",
    "axis(2, at=x, labels=x, col.axis=\"red\", las=2)\n",
    "\n",
    "axis(4, at=z, labels=round(z, digits=2),\n",
    "    col.axis=\"blue\", las=2, cex.axis=0.7, tck=-.01)\n",
    "\n",
    "#添加标题\n",
    "mtext(\"y=1/x\", side=4, line=3, cex.lab=1, las=2, col=\"blue\")\n",
    "\n",
    "title(\"An Example of Creative Axes\",\n",
    "    xlab=\"X values\",\n",
    "    ylab=\"Y=X\")\n",
    "\n",
    "par(opar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![次要刻度线.jpg](./image/次要刻度线.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4.3 参考线"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "函数abline()可以用来为图形添加参考线。其格式是：\n",
    "abline(h=yvalues, v=xvalues)\n",
    "\n",
    "函数abline()中也可以指定其他图形参数（如线条类型、颜色和宽度）。举例来说：\n",
    "abline(h=c(1,5,7)) #在x为1、5、7的位置添加水平实线\n",
    "\n",
    "abline(v=seq(1, 10, 2), lty=2, col=\"blue\")  #在x为1、3、5、7的位置添加水平实线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4.4 图例"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "使用函数legend()来添加图例，其使用格式为：\n",
    "legend(location,title,legend,...)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![图例选项.jpg](./image/图例选项.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"package 'Hmisc' was built under R version 3.5.2\"Loading required package: lattice\n",
      "Loading required package: survival\n",
      "Loading required package: Formula\n",
      "Warning message:\n",
      "\"package 'Formula' was built under R version 3.5.2\"Loading required package: ggplot2\n",
      "\n",
      "Attaching package: 'Hmisc'\n",
      "\n",
      "The following objects are masked from 'package:base':\n",
      "\n",
      "    format.pval, units\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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EQIdjarr69funRpxkm4rq6uNWvWfPLJJynjW7ZsmTlzZjmKqxwvvaQ77sjpyCuu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\nAADHGjJE552nM88k1aFYNm3S1VdL0k036Z137K6m4hU0YzdmzBj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Wscdq8mRNnqyDDrKzSGAACgp2zc3NRrBbu3Ztyg12piU72+M1NzcX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\nwBAEOwAAAEMQ7AAAAAzx/wFtN9fqdKkHNwAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title \"Drug A vs. Drug B\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dose <- c(20,30,40,45,60)\n",
    "drugA <- c(16,20,27,40,60)\n",
    "drugB <- c(15,18,25,31,40)\n",
    "\n",
    "opar <- par(no.readonly=TRUE)\n",
    "\n",
    "par(lwd=2,cex=1.5,font.lab=2)  #增加线条、文本、符号、标签的宽度或大小\n",
    "\n",
    "#绘制图形\n",
    "plot(dose, drugA, type=\"b\",\n",
    "pch=15, lty=1, col=\"red\", ylim=c(0, 60),\n",
    "main=\"Drug A vs. Drug B\",\n",
    "xlab=\"Drug Dosage\", ylab=\"Drug Response\")\n",
    "lines(dose, drugB, type=\"b\",\n",
    "pch=17, lty=2, col=\"blue\")\n",
    "abline(h=c(30), lwd=1.5, lty=2, col=\"gray\")\n",
    "\n",
    "#添加次要刻度线\n",
    "library(Hmisc)\n",
    "minor.tick(nx=3, ny=3, tick.ratio=0.5)\n",
    "\n",
    "#添加图例\n",
    "legend(\"topleft\", inset=.05, title=\"Drug Type\", c(\"A\",\"B\"),lty=c(1, 2), pch=c(15, 17), col=c(\"red\", \"blue\"))\n",
    "\n",
    "par(opar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4.5 文本标注"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "可以通过函数text()和mtext()将文本添加到图形上。\n",
    "\n",
    "text()可向绘图区域内部添加文本\n",
    "text(location, \"text to place\", pos, ...)\n",
    "\n",
    "mtext()则向图形的四个边界之一添加文本\n",
    "mtext(\"text to place\", side, line=n, ...)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![函数text和mtext的选项.jpg](./image/函数text和mtext的选项.jpg)\n",
    "其他常用的选项有cex、col和font（分别用来调整字号、颜色和字体样式）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following object is masked from package:ggplot2:\n",
      "\n",
      "    mpg\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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Lu/2+yZhYIsS73edtZmc0z2qlbd762WW9JoKJNRuRw+vtPRxkb0pTodWZYKBWkv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\nTkSuQmCC",
      "text/plain": [
       "Plot with title \"Mileage vs. Car Weight\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "attach(mtcars)\n",
    "plot(wt, mpg,\n",
    "    main=\"Mileage vs. Car Weight\",\n",
    "    xlab=\"Weight\", ylab=\"Mileage\",\n",
    "    pch=18, col=\"blue\")\n",
    "text(wt, mpg,\n",
    "    row.names(mtcars),\n",
    "    cex=0.6, pos=4, col=\"red\")\n",
    "detach(mtcars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KDyP5wWOT8/f/bsWbPZnEwmg8HgzZs3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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opar <- par(no.readonly=TRUE)\n",
    "par(cex=1.5)\n",
    "plot(1:7,1:7,type=\"n\")\n",
    "text(3,3,\"Example of default text\")\n",
    "text(4,4,family=\"mono\",\"Example of mono-spaced text\")\n",
    "text(5,5,family=\"serif\",\"Example of serif text\")\n",
    "par(opar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5 图形的组合"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#使用函数par()或layout()可以容易地组合多副图形为一副总括图形。\n",
    "#可以在par()函数中使用图形参数mfrow=c(nrows,ncols)l来创建按行填充的、行数为nrows、列数为ncols的图形矩阵。也可以使用mfocl=c()按列填充矩阵。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following object is masked from package:ggplot2:\n",
      "\n",
      "    mpg\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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uqqqKgUFRVJbioqKtLV1a23kDI3N1+7dq3UTZ06dVq2bFnDk6mqqqIoSuoIvDZt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3766YEHHjhq1KiPP/5Yb/zwww/z8/MHDRr09ddfd7mH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\n/wYAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title \"Boxplot of wt\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建四幅图形并将其排布在两行两列中\n",
    "attach(mtcars)\n",
    "opar <- par(no.readonly=TRUE)\n",
    "par(mfrow=c(2,2))\n",
    "plot(wt,mpg, main=\"Scatterplot of wt vs. mpg\")\n",
    "plot(wt,disp, main=\"Scatterplot of wt vs. disp\")\n",
    "hist(wt, main=\"Histogram of wt\")\n",
    "boxplot(wt, main=\"Boxplot of wt\")\n",
    "par(opar)\n",
    "detach(mtcars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following object is masked from package:ggplot2:\n",
      "\n",
      "    mpg\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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EcmfvPE+dnc3Oz1eunjZrNZrVaTJHlv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\nHQBAIgQ7AIBE/AKmRkjaYFTjPwAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title \"Histogram of disp\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建三行一列排布三幅图形\n",
    "attach(mtcars)\n",
    "opar <- par(no.readonly=TRUE)\n",
    "par(mfrow=c(3,1))\n",
    "hist(wt)\n",
    "hist(mpg)\n",
    "hist(disp)\n",
    "par(opar)\n",
    "detach(mtcars)\n",
    "#高级绘图函数hist()包含了一个默认的标题，使用main=\"\"可以禁用它，或者使用ann=FALSE来禁用所有标题和标签。"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "更精确地控制每幅图形的大小，可以有选择地在layout()函数中使用widths=和height=两个参数。其形式为：\n",
    "widths = 各列宽度值组成的一个向量\n",
    "heights= 各行高度值组成的一个向量\n",
    "相对宽度可以直接通过数值指定，绝对宽度（以厘米为单位）可以通过函数lcm()来指定"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following object is masked from package:ggplot2:\n",
      "\n",
      "    mpg\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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AnBDgAgEoIdAEAkBDsAgEgIdgAAkRDsAAAiIdgBAERCsAMAiIRgBwAQiWUMds1m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\nHQBAJAQ7AIBICHYAAJH4/wWYcbZoT00oAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title \"Histogram of disp\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将一幅图置于第一行，两幅图置于第二行，但第一行中图形高度是第二行中图形高度的二分之一。\n",
    "attach(mtcars)\n",
    "layout(matrix(c(1, 1, 2, 3), 2, 2, byrow = TRUE),\n",
    "    widths=c(3, 1), heights=c(1, 2))\n",
    "hist(wt)\n",
    "hist(mpg)\n",
    "hist(disp)\n",
    "detach(mtcars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}