从具有多个唯一变量的长格式转换为宽格式到 R 中的其他唯一变量

Question

我正在尝试从长格式转换为宽格式，但多列表示唯一行。在下面的示例中，block, density, species 列表示唯一个体。每个人都有 2 或 3 行与面积和大小相关联。我想将面积和大小转换为宽格式。

这是我的数据集

block <- c(1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2)
species <- c("A","A","A","A","B","B","B","B","A","A","A","A","B","B","B","B","B")
den <- c("20","20","50","50","20","20","50","50","20","20","50","50","20","20","50","50","50")


block <- as.factor(block)
den <- as.factor(den)
species <- as.factor(species)

area <- c(1:17)
size <- c(17:33)

df <- data.frame(block, species, den, area, size)

我想要最终数据集只包含唯一个体

  block   species   den   area.1  area.2  area.3  size.1  size.2  size.3
    1        A       20     1       2       NA      17      18      NA
    1        A       50     3       4       NA      19      20      NA
    .....
    2        B       50     15      16      17      31      32      33

注意：我所追求的其他答案不使用多列来表示行的唯一性

Answer 1

我们可以在按组创建序列列后使用pivot_wider

library(dplyr)
library(tidyr)
df %>% 
    group_by(block, species, den) %>% 
    mutate(rn = row_number()) %>% 
    ungroup %>% 
    pivot_wider(names_from = rn, values_from = c(area, size), names_sep = ".")
# A tibble: 8 x 9
#  block species den   area.1 area.2 area.3 size.1 size.2 size.3
#  <fct> <fct>   <fct>  <int>  <int>  <int>  <int>  <int>  <int>
#1 1     A       20         1      2     NA     17     18     NA
#2 1     A       50         3      4     NA     19     20     NA
#3 1     B       20         5      6     NA     21     22     NA
#4 1     B       50         7      8     NA     23     24     NA
#5 2     A       20         9     10     NA     25     26     NA
#6 2     A       50        11     12     NA     27     28     NA
#7 2     B       20        13     14     NA     29     30     NA
#8 2     B       50        15     16     17     31     32     33

从具有多个唯一变量的长格式转换为宽格式到 R 中的其他唯一变量

Convert from long to wide format with multiple unique variables to other unique variables in R

r

casting

type-conversion

reshape2