R语言中绘制彩色相关性矩阵

> data(mtcars)
> #首先导入数据集mtcars
> corr <- cor(mtcars)
> #将数据集中的每个列的相关系数统计出来并保存在一个corr的参数中
> corr
> #查看corr数据结果,统计出来的相互之间的相关系数
            mpg        cyl       disp         hp        drat         wt        qsec         vs          am
mpg   1.0000000 -0.8521620 -0.8475514 -0.7761684  0.68117191 -0.8676594  0.41868403  0.6640389  0.59983243
cyl  -0.8521620  1.0000000  0.9020329  0.8324475 -0.69993811  0.7824958 -0.59124207 -0.8108118 -0.52260705
disp -0.8475514  0.9020329  1.0000000  0.7909486 -0.71021393  0.8879799 -0.43369788 -0.7104159 -0.59122704
hp   -0.7761684  0.8324475  0.7909486  1.0000000 -0.44875912  0.6587479 -0.70822339 -0.7230967 -0.24320426
drat  0.6811719 -0.6999381 -0.7102139 -0.4487591  1.00000000 -0.7124406  0.09120476  0.4402785  0.71271113
wt   -0.8676594  0.7824958  0.8879799  0.6587479 -0.71244065  1.0000000 -0.17471588 -0.5549157 -0.69249526
qsec  0.4186840 -0.5912421 -0.4336979 -0.7082234  0.09120476 -0.1747159  1.00000000  0.7445354 -0.22986086
vs    0.6640389 -0.8108118 -0.7104159 -0.7230967  0.44027846 -0.5549157  0.74453544  1.0000000  0.16834512
am    0.5998324 -0.5226070 -0.5912270 -0.2432043  0.71271113 -0.6924953 -0.22986086  0.1683451  1.00000000
gear  0.4802848 -0.4926866 -0.5555692 -0.1257043  0.69961013 -0.5832870 -0.21268223  0.2060233  0.79405876
carb -0.5509251  0.5269883  0.3949769  0.7498125 -0.09078980  0.4276059 -0.65624923 -0.5696071  0.05753435
           gear        carb
mpg   0.4802848 -0.55092507
cyl  -0.4926866  0.52698829
disp -0.5555692  0.39497686
hp   -0.1257043  0.74981247
drat  0.6996101 -0.09078980
wt   -0.5832870  0.42760594
qsec -0.2126822 -0.65624923
vs    0.2060233 -0.56960714
am    0.7940588  0.05753435
gear  1.0000000  0.27407284
carb  0.2740728  1.00000000
> install.packages("corrplot")
>#安装corrplot包,全称是Correlation R Plot
trying URL 'http://cran.rstudio.com/bin/windows/contrib/3.1/corrplot_0.73.zip'
Content type 'application/zip' length 2680438 bytes (2.6 Mb)
opened URL
downloaded 2.6 Mb

package ‘corrplot’ successfully unpacked and MD5 sums checked

The downloaded binary packages are in
C:\Users\chn-fzj\AppData\Local\Temp\Rtmp6lhx90\downloaded_packages
> require(corrplot)
Loading required package: corrplot
> corrplot(corr)
R语言中绘制彩色相关性矩阵_第1张图片

 > corrplot(corr,method="shade",shade.col=NA,tl.col="black",tl.srt=45)



R语言中绘制彩色相关性矩阵_第2张图片

>#两个命令的主要差异在于:method参数设置的不一样,其他参数只是修改字体颜色和倾斜等等
>#method参数主要包括以下几种:"circle", "square", "ellipse", "number", "shade", "color", "pie"
> par(mfrow=c(4,2))
> corrplot(corr,method="circle")
> corrplot(corr,method="square")
> corrplot(corr,method="ellipse")
> corrplot(corr,method="number")
> corrplot(corr,method="shade")
> corrplot(corr,method="color")
> corrplot(corr,method="pie")
R语言中绘制彩色相关性矩阵_第3张图片

#本案例用到的包是corrplot
#用到的命令是corrplot()
#用到的数据集是mtcars

#个人的偏好的method是“number”,效果见下图:
R语言中绘制彩色相关性矩阵_第4张图片

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