R 将几个小时列重塑为键和值
我有一个这样的数据帧R 将几个小时列重塑为键和值,r,dplyr,reshape,tidyr,R,Dplyr,Reshape,Tidyr,我有一个这样的数据帧 ID <- c("A","A","A","A","A","A","B","B","B","B","B","B") Day <- c("Mon","Mon","Mon","Fri","Fri","Fri","Tue","Tue","Tue","Wed","Wed","Wed") minute <- c(49,32,15,38,18,16,06,16,26,31,33,38) second <- c(12,22,08,16,21,42,41,48,32,
ID <- c("A","A","A","A","A","A","B","B","B","B","B","B")
Day <- c("Mon","Mon","Mon","Fri","Fri","Fri","Tue","Tue","Tue","Wed","Wed","Wed")
minute <- c(49,32,15,38,18,16,06,16,26,31,33,38)
second <- c(12,22,08,16,21,42,41,48,32,21,26,18)
hour0 <- c(0,0,0,60,0,0,0,0,0,0,0,0)
hour1 <- c(0,100,0,0,0,0,68,0,0,0,0,0)
hour2 <- c(0,0,0,0,0,0,0,92,0,0,0,72)
hour3 <- c(0,0,92,0,62,0,0,0,81,0,0,0)
hour4 <- c(110,0,0,0,0,0,0,0,0,93,0,0)
hour5 <- c(0,0,0,0,0,112,0,0,0,0,0,0)
hour6 <- c(0,0,0,0,0,0,0,0,0,0,105,0)
df <- data.frame(ID,Day,minute,second,hour0,hour1,hour2,hour3,hour4,hour5,hour6,
stringsAsFactors=FALSE)
我正试图这样做,但这并不完全是我想要的
library(tidyr)
df1 <- gather(df, key = "Hour", value = "Unit" ,
hour0, hour1, hour2, hour3, hour4, hour5, hour6 )
library(tidyr)
df1不指定“hour0”、“hour1”等,它可以与start\u with
或matches
匹配,然后过滤出“unit”为0的行,并从“hour”中提取数字部分(解析数字
)
您问题的第一步有以下几个答案:
library(tidyr)
df1 <- gather(df, key = "Hour", value = "Unit" ,
hour0, hour1, hour2, hour3, hour4, hour5, hour6 )
library(tidyverse)
df %>%
gather(hour, unit, starts_with("hour")) %>%
filter(unit != 0) %>%
mutate(hour = readr::parse_number(hour)) %>%
arrange(ID,
factor(Day, levels = c("Mon", "Tue", "Wed", "Thu", "Fri", "Sat", "Sun")))