ggplot绘图学习笔记

0、查看R的系统帮助文档

标度 scale

breaks, labels, limits, labs

dose <- c(20, 30, 40, 45,60)

drugA <- c(16, 20, 27, 40, 60)

drugB <- c(15, 18, 25, 31, 40) # 数据准备

opar <- par(no.readonly=T) # 保存画图环境

par(lwd=2, cex=1.5, font.lab=2) # 设置画图环境

plot(dose, drugA, type="b", pch=15, lty=1, col="red", ylim=c(0,60), main="Drug A vs. Drug B",

     xlab="Drug Dosage", ylab="Drug Response") # 画药物A

lines(dose, drugB, type="b", pch=17, lty=2, col="blue") # 在原来的图形上画药物B

abline(h=c(30), lwd=1.5, lty=2, col="grey") # 添加水平参考线x=30

install.packages("Hmisc") # 安装坐标轴精度的packages

library(Hmisc)

minor.tick(nx=3, ny=3, tick.ratio=0.5) # 设置次要刻度线是主刻度线的一半

legend("topleft", inset=.05, title="Drug Type", c("A", "B"),

       lty=c(1,2), pch=c(15,17), col=c("red", "blue")) # 添加图例

par(opar) #恢复原来的图形环境

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sPB96tiR+/oN+hJovd7oXkLvnIokuejp+P3eRcfseYvFxh8QDvdqhJIryXk7vkI4su+T1H+tfGh7+RzPnvGBVXGy4d4L0ONTkk96Jyl3xk0SWFa5zOX1P12PqXP+A6Rn6/ZfQqhqtlT4J3OtREsNu9gtwlH1n0sIebtTzskv9lvO8vYYihplHCex25Sz6y6EpPx15Hr2lbh/yOY6hpkeReTe6Sjyw6iPyOY6hpi93uleUu+ciig8jvOIaahgjv9eUu+ciig8jvOIaaVkjuTeQu+ciig8jvOIaa/dnt3lDuko8sOoj8jmOo2Znw3lbuko8sOoj8jmOo2ZPk3lzuko8sOoj8jmOo2Yfd7p3kLvnIooPI7ziGmh0I7/3kLvnIooPI7ziGmq1J7l3lLvnIotv0MWypJ3//eZhkqNmO3e4G5C75yKKDHCC/G5jYhS+nuVr8dri5i5kwwrsNuUs+sugg6fndRnsZy+/FMzx3MZOkjaXFKXnJRxYdJDq/m9k9OOd36VtEr184t9zXweYuZmK0sa44y13ykUUHOUx+7zq9h/P7+sPlAjx3MROgjRXFrdwlH1l0kNz8fgjvdvN74qez5S5mWtfGcuJB7pKPLDpIaH4/h/euPWc0oZf+VvfcxUzT9l5FDMld8pFFB2kkv+fm8dDjh35l5byfPv+94BVsuYuZRjXwJzAjcpd8ZNFBWsjvpcJ46FfmPv98E9efL/sRstzFTIuEd/Nyl3xk0UFayO+ZG5r+b3M+P0YmyZ0gd8lHFh1Efi9h7Pz3Jdud/6Ypdrtz5C75yKKDZOV3TXjv0ZHGrzC/nANf6gL03MVMK4R3lNwlH1l0kKz8btXEJ8SWDfC+h5q3Se40uUs+sugg8nsJ8psEdrsz5S75yKKDyO8lVB0/X+oMeN9DzauEd6zcJR9ZdBD5vYSR/F7+Buh9DzUvkdzJcpd8ZNFB5PcSpj4/tuTXl3Q+1Mxktztf7pKPLDqI/F7CaH4v/QXgfQ81cwjvQ8hd8pFFB5HfcQw1VST3UeQu+flF3+wLfX7/O5+AXPDo5cHI7ziGmgl2u48ld8nPKfp6qdBdfv/muQwvkd9xDDVjhPfh5C756qKfwvuS3zf/3nmCj5yiXerJ338eJhlqBknuI8pd8rVF/x01//o5PXzn8jXCl76S6ADkdxxDTYHd7uPKXfKVRT9+zfJdfjuGPkx+xzHUPBLeh5a75CuLfvySp4f8/o13+f1Ifscx1NyR3EeXu+Tn5ffA/vfj3jlX8juOoeaP8O5A7pJf4Pz3w4+4Jb/jGGpOJ8fMO5K75N+6/vyeve8C+R3HUCO8u5K75N/6/Pct+95F8juOoe6d5O5M7pKfXfRziNvvHiG/4xjqftnt7lLuko8sesrIgYKt/9iQ33EMdaeEd69yl3xk0UOmz9FvfrRffscx1D2S3B3LXfLziv75uo2+m28yaeHs97WcsX3sv4jfpmT5HcdQ98Vud/dyl3x90Q8f8n76Sua9T4OfC6pK5RkPfZf8jmOoOyK8SV7ytUU/fk3JU3zvneA/XzMqOL+aLQJcfscx1B2R3CQv+Zn3P3/a+75+BfjeAS6/WYahhlwvrN3cJT/z/qmXyHs81dzA/c+7yG828/5bBmzstZMhuUv+pe8veboIrIH87uL8N5t5/y1ja7cns4v/cXTyu+guv5+v4W7i+0MPff05MEF+9+3ldzu3S7/w/d9PEXgNzt0/RVa6qq5oszP1uTMDwsjvvsnvQaVbozxeiL57fP8aifGta8ydGRBGfnfsnTc8t0vXF/0UiucovAZ7M+ndlNyZAWHkd8fk96Tivvb9Pdn6UHWM/sbe9UIH5Hev3nzPc7t0ZNGvOP/tsfkn1HNnBoSR372S30cnv+HY5HeX3n/bc7t0ZNEl1Zee/0m6fwswQX53SX7Xmf56zr3vvya/oVvyuz+T73nNO5/bpauLrsrHXa9j+/vzonSU3PFzODb5zUtyu/Tc7y9pOL9Pp9PtnxkPtchvAJ7kdumZ31/SQkRPKu6Iy2+Atu1yxCS3S7/2/WMB/v7iOGe2/AZoz+5nPHK79Lzj53t+wfcLbo76f33Jb4Dm7H6VQm6Xnnn9WliAn04Pp+7lNwA3crv0jKLvvwM8y+/RdPkNwI3cLj37+rVROafHt5I7MyCDz4a1rf1P8OV2afm9rtyZARlaToa+pXwCP7dLy+915c4MCNByLPQqJbavcrt0ZNFBcmcGtC4lHzoTlNxnuV06sugguTMDWhcUETQst0tHFh0kd2ZA04Q3C8nt0vOLfrwVeuTnyTaTOzOgXVnHZw8k68R2pdwuPavo4W8xEeIDcmcGtOtI6dG83e9vurbcLl1f9NRXkLn2vCR3ZkCjjhQdCQ6Z2bdyu/Qr3/99l9RD/87pdEqeGdCiA8cIO8nt0rVFX2O6ENJjP+vIyLGJvUuDoxDeLC23S8+8f0v5PPf10HrfAV6SOzOgOcJ7Bcc+Nl4jt0sv8/3feV8PvpXcmQFt6TxkVnDU69Hmyu3S9r/XlTszoC09J8yixPaD3C7t/Pe6cmcGNETOLEdyP8jt0q4/X1fuzIBWSBvWlNull/v8t1u4lOTODGiC8J7J7vVcuV16ofuv2fcekDszoAmCqJoT26/J7dLv3/9cdI/JnRmwPylUQWy/KbdLRxYdJHdmwM7EUR3J/abcLh1ZdJDcmQE7k0hsIrdLzy765npzF65Ny50ZsCfhzVZyu/Scop+jW4hPyZ0ZsBuHg284PL623C5dXfTUx8dEeFHuzIDdCKvT6eTCtK3kdunZ9197ut7cDVzG5M4M2Ef3SSW2N5bbpWfe/7wc0W6gOih3ZsAORJYD5pvL7dK+f2xduTMDdiC12Fxul64s+vfs93h+OwP+JHdmwNb6CG+7163J7dK1RY8F+O/PxPez3JkBm+og05zYblNul37h+0vuI9x3f4/KnRmwqeMGmthuXG6Xnnv92iwiPXhmwHYOHWuSu3G5XVp+L2ZkIPYuDRom3NhVbpeW3+vKnRmwEeHNrnK7dGTRQXJnBmwhP7wdHk+X26Ujiw6SOzNgdeG558K0Y8jt0pFFB8mdGbC6zNAT2weT26XnFf3zdXtS253Pp+XODFhXbPRJ7oPJ7dLzP/99uUvL0xVt7t5SkjszYEUCkGbkdum591/73dcuXZAuwZ/lzgxY0Sbh/doW7F73JrdLz7z/+dPe9+f3PzdQHZE7M2AtW4X33O04sd2n3C792veP3cf35NebbO3mYMHexwhyZwasYqtsrN+O2O5cbpeel98PcX0N7EbyeyS3H2xWaO7MgFVsG941W5Pcncvt0q/k91N8t/H9348HBYqea19X7syA5e0R3tYf43K79Mzz35/f/54j8BqcDcR3VQkzHvqu3JkBC9v8yLkIp0Zul37h+vP7g9CtfAj852tiz/vW+dVsUW/uzIAl7RreliAjcrt0fdFPnxg7x18r3/8tv6FhW6XoUH5bhQzJ7dKzii7ua9/fk2038hta1UB4W4UMye3SkUUXOf8NLdr7yLkIZ1xul44susz159CgNna+5TdDcrv0/KJvDqJfb77WwPHz0+lUvqtr0Wa3ccmdGbCAlsJbhFOU26XnFP10Dfrn979GPvt9byTGt64yd2bAu2QmCXK7dHXRpQ+Q3X8avKUEb0buzIB3CW8S5Hbp2qL/dmm/fk6/af54O9Vuvr+k4gj9nf9uXJ/kv3v+3b8f6t9/w7uVevy7fx/991OgF+6/9vf/17xu8Bj6rftjB5sWmfuXHbzOkXNy5Hbpl76/5Cm/G/n+klPpI+rFk+G+vwRWtHJ4+9uABeV26ZnfH1re/27k+7+fT9F//Vz+7SavL/+yUa25MwNetGa6upKcxeV26QXOfz/8aC+PST1S1na3XwueGfCKNdNVeLOG3C791vXn9/bd+y5k8iXBCzn97/tzo3pzZwa8Yv2db1hWbpd+6/Pf94eqV6uxSun+54P3RHf/c1iBgCVQbpeeXfRziLfxqbFSVg/GtPyGFchvAuV26ciiSx6uiK94rPPfAN3L7dKRRZc9fsatbOPvK8+dGQA9yO3SCxb97/tz55PgU1fC//3c95dAm1xhzsZyu/R00TU3L2vo/mtjl5ZveNz8V+7MgI35ojB2kdulx4suXnF+H453tzdrIL8bkzszYEuSm73kdumxogc/L/ab4E+3JpXfj3JnBmxDcrOv3C49UnThm0FvbqNaCHfp/Sx3ZsDFw3Ht5/8WenrYRW6XHin6und9m8vFbwMR3YNyZwZcrJzfsK/cLv1+fovuMbkzAy7kN4eW26Xn5vfdYXPRPSl3ZsCF/ObQcrv0y/ndxl1Tm5c7M+BCfnNouV365fy2710ld2bAxUL5LetpU26XfjW/7X7XyZ0ZcPF2fttXp2W5Xbomv+t1vVM+Mi57lwZveC+/hTeNy+3S8ntduTMDLl7Nb8lNhNwuLb/XlTsz4OKl/BbepMjt0pFFB8mdGXDxRn5D+3K7dGTRQXJnBr146UpyOIzcLh1ZdJDcmcHxvfRJMEfFOZjcLh1ZdJDcmcFhvXcDFvnNweR26ciig+TODA7oveR+fgI4gNwuHVl0kNyZwXG8HdtDzwQHkNulI4sOkjszOILlkrv4ZKY2B5DbpSOLDpI7Mwi2QszOv30LZMjt0pFFB8mdGeRZM13lN0eV26Ujiw6SOzNIsnKovnQHF8iQ26Ujiw6SOzMIsFWQym8OLLdLVxY9617ovlv0T+7MoGkbRuhkeItwouV26TXy++Pjw1eZXOTODFokNmFpuV16tfyW4KfTKXlm0JZNLkyDDuV26RlF//v+LOTy879es16AJ88MmrDmDredeTgld+nqoi+pXMrkS4T/nfa+PNZ58OSZwZ42OcMstuGU3KUriy7ve189hPvEo3uSOzPYh51i2FZul555/ns8v39/LL+vcmcGmxLbsJPcLj33+rViJD/+VH5f5c4MNuLCNNhVbpeuLfrmAvTy9Ws3J7x//6mz898fw/Yujfa4MA3akNulq4u+zekBXz93j+ssvstyZwarWPPCNLENL8jt0nOKHv0Q+O9euU+P3cmdGSxsw+vJzTiol9ulZxddCPHbpL7sfgvvi9yZwTLsFEPbcrt0ZNFBcmcG75LckCC3S0cWHSR3ZvAisQ1Rcrt0ZNFBcmcGs62c3P4kgDXkdullv7/Eae9HuTODWttemCa/YVm5XVp+ryt3ZjBhzU+CDW0BWFxulz5kfo98Vn3rD6XnzgwGbZWrkhs2kNulFyi6nW8bq7jHzNZ/aOTODB7ZHYYjyu3SixT99AWiu7geIxir4y/it4nw3JnBH8kNx5XbpZcpuoUAP8d3VSrPeOi7cmcGrieHHuR26UXze8/z3z9fM/6AONe7RbW5M6NrLkyDbuR26SWK3vqYdJH85m1iG/qT26UXvf58z+Pn8psbxQ93TSbnytEquaFBuV16wfxu4vI15785nV7Nb6A/uV16qfxu4JPfrj/nSn4DdXK7dGTRgypvM7PhsYLcmZFtp/z25wHEye3SkUVPGYnxrY8T5M6MbJvnt917CJXbpWuLvkRiA4fJs+TOjGwb5rfkhmi5XXrm+e8GbpLagsqj9Fd719ufTfJbcsMB5HbpyqKvl321vgN+dwv0ob82Lg/y+bHj2ja/gVy5Xbq66CZu0jKheN67UK78PjzXnwN1crv0gb4/9Pl70IaO+svvXJUxLL+BOrld+jD5fc7k5yPmpa9Wkd9BXovhJfJb3EMPcrv0YfJ75P6pTxEuvxu39K7z3F+yuw79yO3SkUWXjN///D6x5Xdr1jzWXf80Yhs6lNulI4sumfz+kpsD7PK7BVudn34tv4FO5HbpyKKLKr6U5Pch8nsXe1xQZn8aGJfbpV/4/Nitlu7n8nz9+eBjtjtbnzszlrH3ReDyGxiX26Uriq64dq2Rj4TfVDpc0d+D5Pc6dg3syUIAbuV26Ymiy3vdJa3siQ99juzOdl8AnjszZth7J3tWXQC3crv0aNHTN/vGtAgAAA9QSURBVCO93TdvJcGbkjszJrSa2VdtVwe0IrdLjxX9F85155QF+LPcmfGo+cB+EFUssJvcLj1SdPUdz68PFOBPcmfG6ZSX2VfjhbddO7Cp3C49UvR1v3ryPHH9I7uTNzOaD72aiuQ3UCmvS/9aJL9jvl10ewEzIy3oJqubDO9WXxmwg4AuPUB+r6vRmdFSsjVTCNCjRrt0Bfm9rlZmRkuBXV8awNpa6dLzye917TkzGs5sgEYcO7/rye9HtTNjkbO1bQR2AyUA1JLf8vs0Mi41v/xi+raR2ZUVAbRGfsvvsq3ze2XyGDiYQ+Y3C1g9v9fXZFEAy5DflL2W3x8fDe3qNlMIwPLkN2Uv5PdfUq4Tm/anAa7kN2XyG6Bl8puyufn9GKiiFWBN8puyN/P7L8Knf9X+NMBs8puyWfldzmD5DbAa+U3Z+/l9iXAAViC/KaufGXajAbYnvylbJL8zpxZAAPlNWeXMGA9vEQ6wEvlNmfwGaJn8pqxmZtSEtwgHWIP8pix3ZgD0ILdLRxYdJHdmAPQgt0tHFh0kd2YA9CC3S0cWHSR3ZgD0ILdLRxYdJHdmAPQgt0tHFh0kd2YA9CC3S0cW3aaPYXuXBkBZbpeOLDpI7swA6EFul44sOkjuzADoQW6Xjiw6SO7MAOhBbpeOLDpI7swA6EFul44sOkjuzADoQW6Xjiw6SO7MAOhBbpeOLDpI7swA6EFul44sOkjuzADoQW6Xjiw6SO7MAOhBbpeOLHrKv+/PoTuhfX7/27SU3JkB0IPcLh1Z9JCR3H7w9bNRSbkzA6AHuV06suiyn6+Kfey/iN8mwnNnBkAPcrt0ZNFF5/iuSuUZD31X7swA6EFul44suuTna8bZ7fNe+BYBnjszAHqQ26Ujiy6R3wDMltulI4sukd8AzJbbpSOLLnL+G4C5crt0ZNFlrj8HYKbcLh1Z9KBrhE/Z7DYuuTMDoAe5XTqy6CkjMb7ZjVsucmcGQA9yu3Rk0UFyZwZAD3K7dGTRu6s8Sn+1d70AlOV26ciig+TODIAe5HbpyKKD5M4MgB7kdunIooPkzgyAHuR26ciiS6o/OvbH/dcAepfbpSOLLpof4PIboHe5XTqy6EGXDN/s7izTcmcGQA9yu3Rk0WMuEb71fVqG5M4MgB7kdunIosedE7yRffDcmQHQg9wuHVn0lA2/X2xK7swA6EFul44sOkjuzADoQW6Xjiw6SO7MAOhBbpeOLDpI7swA6EFul44sOkjuzADoQW6Xjiw6SO7MAOhBbpeOLDpI7swA6EFul44sOkjuzADoQW6Xjiw6SO7MAOhBbpeOLDpI7swA6EFul44sOkjuzADoQW6Xjiw6SO7MAOhBbpeOLLpNH8P2Lg2AstwuHVl0kNyZAdCD3C4dWXSQ3JkB0IPcLh1ZdJDcmQHQg9wuHVl0kNyZAdCD3C4dWXSQ3JkB0IPcLh1ZdJDcmQHQg9wuHVl0kNyZAdCD3C4dWXSQ3JkB0IPcLh1ZdJDcmQHQg9wuHVl0kNyZAdCD3C4dWXSQ3JkB0IPcLh1ZdJDcmQHQg9wuHVl0kNyZAdCD3C4dWXSQ3JkB0IPcLh1ZdJDcmQHQg9wuHVl0kNyZAdCD3C4dWXSQ3JkB0IPcLh1ZdJDcmQHQg9wuHVl0kNyZAdCD3C4dWXSQ3JkB0IPcLh1ZdJs+hu1dGgBluV06sugguTMDoAe5XTqy6CC5MwOgB7ldOrLoILkzA6AHuV06sugguTMDoAe5XTqy6CC5MwOgB7ldOrLoILkzA6AHuV06sugguTMDoAe5XTqy6CC5MwOgB7ldOrLoILkzA6AHuV06sugguTMDoAe5XTqy6CC5MwOgB7ldOrLoILkzA6AHuV06sugguTMDoAe5XTqy6CC5MwOgB7ldOrLoILkzA6AHuV06sugp/74/PwZ8fv/btJTcmQHQg9wuHVn0kJHcfvD1s1FJuTMDoAe5XTqy6LKfr4p97L+I3ybCc2cGQA9yu3Rk0UXn+K5K5RkPfVfuzADoQW6Xjiy65Odrxtnt8174FgGeOzMAepDbpSOLLtk0vyvPsl+9uh0A1pXbpSOLLrH/DcBsuV06sugi578BmCu3S0cWXeb6cwBmyu3SkUUPukb4lM1u45I7MwB6kNulI4ueMhLjm9245SJ3ZgD0ILdLRxYdJHdmAPQgt0tHFh0kd2YA9CC3S0cWHSR3ZgD0ILdLRxYdJHdmAPQgt0tHFh0kd2YA9CC3S0cWHSR3ZgD0ILdLRxYdJHdmAPQgt0tHFh0kd2YA9CC3S0cWHSR3ZgD0ILdLRxYdZPBGcAA0Y++seEVk0UH2npMATNs7K14RWfThbT+ZNt6izUVv0eZyN7f9Fo+9uX119FKDWNI21/IWbS53c9tv8dib21dHLzWIJW1zLW/R5nI3t/0Wj725fXX0UoNY0jbX8hZtLndz22/x2JvbV0cvNYglbXMtb9Hmcje3/RaPvbl9dfRSg1jSNtfyFm0ud3Pbb/HYm9tXRy81iCVtcy1v0eZyN7f9Fo+9uX119FKDdDUFN2A8l2U8F2Qwl9XVeHb0UoN0NQU3YDyXZTwXZDCX1dV4dvRSg3Q1BTdgPJdlPBdkMJfV1Xh29FKDdDUFN2A8l2U8F2Qwl9XVeHb0UoN0NQU3YDyXZTwXZDCX1dV4dvRSg3Q1BTdgPJdlPBdkMJfV1Xh29FKDdDUFN2A8l2U8F2Qwl9XVeHb0UgHgMOQ3AOSR3wCQR34DQB75DQB55DcA5JHfAJBHfgNAHvkNAHnkNwDkkd8AkEd+A0Ae+Q0AeeQ3AOSR3wCQR34DQB75DQB55DcA5JHfAJBHfgNAHvm9l5+vj1uf3/+KD/v3/Xn7sK+fjctMcT9OQ6NpPF9xHrPymBrPSQ8rfWSsDGat+zHtt3nK7x08TKvBaTjwuANOw/fUjpPxfMXvqD03SeNZY2i1P4yTwaw0MFB9Nk/5vbnrxLqZSr9/Tt5Owue+WfpNfkelMJx342Q8X/HXBocapPEcd56ME0NiMCtdlvZ4o+xnPOX31i4T8HEWPaVQ+XGXhw0fH+7OeZwGwuU5043nHLc7MQ9jZDzrlOdn8UEGc8rQiDwOcjfjKb839hws9z/4nVwDMX/EObiKx70e4znfb1f8KZz/Np51xq4duDKYdQab54N+xlN+t+J+bg7P1No53LfHP8iN52x/Q1jIIONZ6ffvyLvTsQ8BYjArVZ2K6Go85XcjKne/T5UH5LpWOP1tPGe6HZVCfhvPOoMXr90OkMGsczsPx/4e6mg85XcTBs5+F+fZ0abggm4+VVJc0saz0v2YDOa38ZxSujD16TCuwazzOxjfpQ/kPf091MV4yu8GFK6p7GgKLudxZ+dp/9t4VimffJDf8w2dcL0/jmsw69x+6Pt25/rxeFtH4ym/dzbwsYaOpuAqHg9oGM9ahVOE8ntxd4NkMOsUD2acTqeO/x6S33uqnZCFXzrOFFzJ/a6P8axTHKdZ168Zzxp342cw6xSOU/7qdTzl916uO97FydTRJZRrqVzSxvPG8OVWvyb/HjKeNUzOF4yMRq/jKb93MX0zoH4+wvie2rVqPGtU57fxrDE8Oe/3Aw1mneELy+8PEfUznvJ7e8M3lL7VzS2E3jSxVt3P7n3Fe5AYzwpDk7Pb+4W9yWJ/IL+3Vrhd9/gD/x55zFv4vqs4oCO3STaec5XvIWY8K4xNzudLBA3mlOK+T8eLXX5vbOjLBH8VJ+G9Q03ARQwM6tA95o3nPEP3ADWeFQYGaegjZQZzisV+Q35vayq+p74G72DTb0F13whsPF8wdg9v41njfnIODpLBrFQ5UMcfT/kNAHnkNwDkkd8AkEd+A0Ae+Q0AeeQ3AOSR3wCQR34DQB75DQB55DcA5JHfAJBHfgNAHvkNAHnkNwDkkd8AkEd+A0Ae+Q0AeeQ3AOSR3wCQR34DQB75DQB55DcA5JHfAJBHfgNAHvkNAHnkNwDkkd8AkEd+A0Ae+Q0AeeQ3AOSR3wCQR34DQB75DQB55DcA5JHfAJBHfgNAHvkNAHnkNwDkkd8AkEd+A0Ae+Q0AeeQ3rODn62PE18/e9Y2KLh66Ib9hBeMR2HgORhcP3ZDfsIKKCGw3BaOLh27Ib1jBXwQ+xtx9ODYZgtHFQzfkN6xgOAJPp9O/78/nDLz+4+f3v5sHfH7/u/2Fh2cb2cztRi4/vT56InjnFz+w2d/6Cx4fN/TI58cNFD/r9d7/HTJUI7RNfsMKRiPwLj9+f/6X35+3ifX1c5qf38+h9/Hx8fWzSH4Xix/eaikgqx84eCD/oa45r3do4w4mEEd+wwomIvBxB/s0lCvn356X39Onr9/L70Lx01v9e6bh9B56xsIQ3Qb9nNc79li74YSR37CCiQgs7MMWjv9ezcnv2+f5S6T70Hwvv0s74Le5OBDqTw8t/8lx/e3C425exUuvt/gHwNDhBGid/IYVvJXfTzuCc/J7cMul8Fuq+L9/eaz9eat3u8Az93nfe71//3K/2acdfYggv2EF7+T3c4rMyO+Rp5mq6fXi62q//Gzw+PlwVYVfeeX1vn1iAZoiv2EF75z/rsjA4c1UXZG+9Pnv0V8Y+xtjPEFrHjfn9U7ntx1wkshvWMEb15/PyO/CIfEN9r9fPXYwWHsxmZ9+/vXz7vGG6gGACPIbVjAeFaVLpl7JwNLzDG65/jqt+cXPOf89usHrM5R/b87579FLDAQ4ByC/YQUjEXgXVqVrq8fye+DC682uPx8ofsb156VLzQsvv1jDgtefF59AqhNFfsMK5t9CfCy/5115teDnv+ufZPxT3bUfwf4oXeX2Ox41fzu8s3Envwkjv2EF87/CazS/h57w715tk3dC+/z+nn/+u7b4wa0WX9FI1lffEObuKee83qGNS2/iyG9Ywfyv0J7I79Nj8ozfGL20t/rC9Wu1xQ8VORKLzxt5fuLCUfDBz2rPeb2PRTpuTiT5DZ3o7fLr3l4v3ZHfcCjl67nG7++WrLfXC1fyG45l8uz1weKst9cLv+Q3HM1ooh0wzXp7vXAmv+GIBr4Se++yVtPb6wX5DQCJ5DcA5JHfAJBHfgNAHvkNAHnkNwDkkd8AkEd+A0Ae+Q0AeeQ3AOSR3wCQR34DQB75DQB55DcA5JHfAJBHfgNAHvkNAHnkNwDkkd8AkEd+A0Ae+Q0AeeQ3AOSR3wCQR34DQB75DQB55DcA5JHfAJBHfgNAHvkNAHnkNwDkkd8AkEd+A0Ce/wEzoEgtx1Y8cQAAAABJRU5ErkJggg==" alt="" />

1、不同Data Set数据在同一图中展示

huron <- data.frame(year = 1875:1972, level = LakeHuron)

ggplot(huron, aes(year))+

geom_line(aes(y = level - 5, colour = "below")) +

geom_line(aes(y = level + 5, colour = "above")) +

scale_colour_manual("Direction", values = c("below" = "blue", "above"="red")) +
scale_y_continuous("Different level")

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alt="" />

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2、调整X，Y和标题的字体外观等

简单画出click随时间的变化图，如下：
p + geom_line(aes(y = click)) + labs(title = "this is a test",x = "date",y = "click") # 标题="this is a test" ,x = date, y = click  

修改上图的标题，XY轴的外观，如下：
> last_plot() #上面画的图+ theme(plot.title = element_text(size=20,colour = "blue",face = "bold"),axis.title.x = element_text(size=15,colour = "black",face = "bold"),axis.text.y = element_text(colour = "red"),axis.line = element_line(colour = "red",size = 5),panel.grid.major = element_line(colour="red"))# 标题设置为"大小20，蓝色，加粗；X标题设置为"大小15，黑色，加粗",Y的标签设置为"红色" 




上图中，为了明显区分XY的标题和标签设置，所以单独设置了axis.title.x和axis.text.y。当然，以此类推，也可以单独设置axis.title.y和axis.text.y，这样可以画更特别的图形。
另，上图还单独设置了坐标轴线(axis.line)，以及背景网格线的颜色和大小(panel.grid.major)。相信有了这些单独的设置，可以满足大多数画图的需求。

特别注意：如果panel.grid.major 和panel.background = element_blank()，则会看到白底的图形。更多细节展示，见P152。

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3、迭代和绘图模板

上图绘制中使用了last_plot()，以及通过"+"一步步添加其他图层和修改坐标轴和图例，得到自己想要的图形。实际工作中，在没有完全了解数据展示情况下，首先绘制基础图形，然后通过"last_plot() + "一步步得到自己想要的图形，比如：
p <- ggplot() # 基础图形
last_plot() + geom_line(data = x,aes(dt,click,colour = "blue")) # 画x数据集中的click随dt变化趋势线
last_plot() + geom_line(data = y,aes(dt,click,colour = "red)) # 画y数据集中click随dt变化，跟x做一个对比
last_plot() + labs(title = "Campare of Y and X's click",xlab = "Date",ylab = "Click") # 添加标题和坐标轴标签
...

以此类推，一步步得到自己想要的图形。

另，在不停重复画图过程中，很多图形使用的标题和坐标轴选项，或者颜色面板的设置都是一样的，因此，我们可以制作一个绘图模板，一次制作，永久使用。 其实很简单，就是把常用的绘图的设置代码做个“封装”，何为封装？简单啦，qplot就是个封装的函数，我们也可以做任意的不同的封装，比如：
xquiet <- scale_x_continuous("",breaks = NULL)
yquiet <- scale_y_continuous("",breaks = NULL)
quiet <- xquiet + yquiet
p <- ggplot(data = x,aes(dt,click,colour = "blue")) + quiet

后续画其他图形的时候，如果涉及到scale_x和scale_y的设置编辑，都可以直接"+ quiet"，这样在复杂图形绘制中省去了很多的麻烦。
每个人的审美观和使用习惯都不一样，所以自己可以定做个人绘图模板，以后就顺手拈来，不用每次都吭哧吭哧的去单独写代码。

4 Oxboys成长轨迹查看

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" alt="" />

library(nlme)

boysbox <- ggplot(Oxboys, aes(Occasion, height)) + geom_boxplot()

boysbox + geom_line(aes(group=Subject), colour = "#3366FF")

aaarticlea/png;base64,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" alt="" />

4 不同几何对象

df <- data.frame(x = c(3, 1,5), y = c(2, 4, 6), label = c("a", "b", "c"))

p <- ggplot(df, aes(x,y)) + xlab(NULL) + ylab(NULL)

p + geom_point() + labs(title = "geom_point")

p + geom_bar(stat="identity") + labs(title = "geom_bar(stat=\"identity\")")

p + geom_line() + labs(title = "geom_line")

p + geom_area() + labs(title = "geom_area")

p + geom_path() + labs(title = "geom_path")

p + geom_text(aes(label = label)) + labs(title = "geom_text")

p + geom_tile() + labs(tilte = "geom_tile")

p + geom_polygon() + labs(title = "geom_polygon")

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alt="" />aaarticlea/png;base64,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" 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vr+/8tzpwcEahKjBXrPFwEem79UlJw70bwd+iVCDfq/Z8q/SADzBQABPMBDAEwwE8AQDATzBQABPMBDAEwwE8AQDATz5P/+4UcDe2pt4AAAAAElFTkSuQmCC" 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" alt="" />

5 箱线图

aaarticlea/png;base64,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" alt="" />

library(plyr)

qplot(cut, depth, data = diamonds, geom = "boxplot") #离散
qplot(carat, depth, data = diamonds, geom = "boxplot", group = round_any(carat, 0.1, floor),xlim = c(0, 3)) #连续->离散

aaarticlea/png;base64,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" alt="" 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" alt="" />

6 处理遮盖问题

df <- data.frame(x = rnorm(200), y = rnorm(200))

norm <- ggplot(df, aes(x, y))

norm + geom_point(size = 2.5)

norm + geom_point(size = 2.5, shape = 1)

norm + geom_point(size = 2.5, shape = ".")

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" 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" 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" 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7 添加文本

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" 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unemp <- qplot(date, unemploy, data = economics, geom = "line", xlab = "", ylab = "No .unemployed(1000s)")

presidential <- presidential[-(1:3), ]

yrng <- range(economics$unemploy)

xrng <- range(economics$date)

unemp + geom_vline(aes(xintercept = as.numeric(start)), data = presidential)

last_plot() + geom_text(aes(x = start, y = yrng[1], label = name), data = presidential, size = 3, hjust = 1, vjust = 0)

caption <- paste(strwrap("Unemploymen rates in the US have varied a lot over the years", 40), collapse = "\n")

unemp + geom_text(aes(x , y, label = caption), data = data.frame(x = xrng[2], y = yrng[2]), hjust = 1, vjust = 1, size = 4)

aaarticlea/png;base64,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" 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" 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" 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