简体   繁体   English

按2组汇总数据

[英]Summarize data by 2 groups

I'd like to generate descriptive statistics for my data by two classes : 1) "SampledSub" and "SampledLUL" using a subset of my data here: 我想通过两个类为我的数据生成描述性统计数据:1)使用我的数据子集的“SampledSub”和“SampledLUL”:

myData <- structure(list(SampledLUL = structure(c(12L, 12L, 9L, 9L, 9L, 
9L), .Label = c("citrus", "crop", "cypress swamp", "freshwater marsh and wet prairie", 
"hardwood swamp", "improved pasture", "mesic upland forest", "mixed wetland forest", 
"pineland", "rangeland", "shrub swamp", "urban", "xeric upland forest"), class = "factor"), 
SampledSub = structure(c(12L, 12L, 4L, 12L, 8L, 4L), .Label = c("Aqualf", "Aquent", 
"Aquept", "Aquod", "Aquoll", "Aquult", "Arent", "Orthod", "Psamment", "Saprist", "Udalf", 
"Udult"), class = "factor"), SOC = c(3.381524292, 6.345916406, 2.122765119, 2.188488973, 
6.980834272, 7.363643479)), 
.Names = c("SampledLUL", "SampledSub", "SOC"), row.names = c(NA, 6L), class = "data.frame")

I've used this code to summarize by 2 groups: 我用这个代码总结了两组:

group.test <- ddply(buffer, c("SampledSub", "SampledLUL"), summarise,
                   N    = length(SOC),
                   mean = mean(SOC),
                   sd   = sd(SOC),
                   se   = sd / sqrt(N) )

But the output table has both groups and summary stats as columns. 但是输出表将组和摘要统计信息作为列。 How can I produce a table similar to the one shown below? 如何制作类似下图所示的表格? In my case, "Sampledsub" would be the observations, and summary statistics would be grouped according to "SampledLUL". 就我而言,“Sampledsub”将是观察结果,汇总统计数据将根据“SampledLUL”进行分组。

在此输入图像描述

You can do it with tidyr (though it won't be a nice output table like the above): 你可以用tidyr做它(虽然它不会像上面那样很好的输出表):

library(tidyr)
group.test %>% gather(variable, val, - SampledSub, -SampledLUL) %>%
               unite(newcol, SampledLUL, variable) %>%
               spread(newcol, val)

  SampledSub pineland_mean pineland_N pineland_sd pineland_se urban_mean urban_N urban_sd urban_se
1      Aquod      4.743204          2    3.705861    2.620439         NA      NA       NA       NA
2     Orthod      6.980834          1         NaN         NaN         NA      NA       NA       NA
3      Udult      2.188489          1         NaN         NaN    4.86372       2 2.096142 1.482196

声明:本站的技术帖子网页,遵循CC BY-SA 4.0协议,如果您需要转载,请注明本站网址或者原文地址。任何问题请咨询:yoyou2525@163.com.

 
粤ICP备18138465号  © 2020-2024 STACKOOM.COM