R中逐年断点的计算
我有每天的降雨量数据,我已经使用下面的代码将其转换为全年的累积值R中逐年断点的计算,r,tidyverse,breakpoints,R,Tidyverse,Breakpoints,我有每天的降雨量数据,我已经使用下面的代码将其转换为全年的累积值 library(tidyverse); library(segmented); library(seas); library(strucchange) ## get mscdata from "seas" packages data(mscdata) dat <- (mksub(mscdata, id=1108447)) ## generate cumulative sum of rain by ye
library(tidyverse); library(segmented); library(seas); library(strucchange)
## get mscdata from "seas" packages
data(mscdata)
dat <- (mksub(mscdata, id=1108447))
## generate cumulative sum of rain by year
d2 <- dat %>% group_by(year) %>% mutate(rain_cs = cumsum(rain)) %>% ungroup
我使用了
breaks=3
来设置3个断点。现在,如何动态地应用它来按年份估计断点?您可以按年份对\u进行分组,并在dplyr
1.0.0中使用摘要
,它可以在摘要
中生成多行:
library(dplyr)
library(strucchange)
d2 %>%
group_by(year) %>%
summarise(breakpoints = breakpoints(rain_cs~1, breaks = 3)$breakpoints)
# year breakpoints
# <int> <dbl>
# 1 1975 73
# 2 1975 237
# 3 1975 301
# 4 1976 83
# 5 1976 166
# 6 1976 297
# 7 1977 98
# 8 1977 239
# 9 1977 311
#10 1978 102
# … with 80 more rows
它的格式是否可以使3个断点变成三列,行名仅为一年?
library(dplyr)
library(strucchange)
d2 %>%
group_by(year) %>%
summarise(breakpoints = breakpoints(rain_cs~1, breaks = 3)$breakpoints)
# year breakpoints
# <int> <dbl>
# 1 1975 73
# 2 1975 237
# 3 1975 301
# 4 1976 83
# 5 1976 166
# 6 1976 297
# 7 1977 98
# 8 1977 239
# 9 1977 311
#10 1978 102
# … with 80 more rows
d2 %>%
group_by(year) %>%
summarise(breakpoints = list(breakpoints(rain_cs~1,breaks = 3)$breakpoints)) %>%
tidyr::unnest_wider(breakpoints) %>%
tibble::column_to_rownames('year')