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Ordenar datos tabulares (alargar filas, ensanchar columnas, valores faltantes, unir, separar)
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if(!require(tidyverse)) install.packages("tidyverse") | |
library(tidyverse) | |
# Alargar filas del data.frame reuniendo/fundiendo las columnas en nueva filas. | |
relig_income | |
longer <- relig_income %>% pivot_longer(-religion, names_to = "income", values_to = "count") %>% print() | |
# Ensanchar columnas del data.frame esparciendo/proyectando las filas en nuevas columnas. | |
us_rent_income | |
wider <- us_rent_income %>% pivot_wider(names_from = variable, values_from = c(estimate, moe)) %>% print() | |
# Hacer explícita la ausencia de valores faltantes implícitos | |
revenue <- tibble( | |
year = c(rep(2019, 12), rep(2020, 3)), | |
month = c(1:12, 1:2, 6), | |
eur = c("4.420,2€", "3.502,3€","4.701,4€", "3.602,3€", "4.420,2€", "3.502,3€","4.701,4€", "3.602,3€", "4.420,2€", "3.502,3€","4.701,4€", "3.602,3€", "3.502,3€","NA", "3.602,3€") | |
) | |
revenue2 <- revenue %>% complete(year, month) %>% filter(!(year == 2020 & month > 6)) %>% print(n = Inf) | |
# Unir variables multicolumna | |
options(pillar.sigfig = 7) | |
revenue2 %>% | |
unite(date, year, month, sep = "-") %>% | |
mutate( | |
date = parse_date(date, format = "%Y-%m"), | |
eur = parse_number(eur, locale = locale(decimal_mark = ",", grouping_mark = ".")) | |
) %>% print() | |
# Separar columnas multivariables | |
ciudades <- tribble( | |
~ciudad, ~pob, ~latlang, | |
"Madrid", 3167000, "40.420,-3.710", | |
"Barcelona", 1549400, "41.400,2.170" | |
) | |
ciudades %>% separate(latlang, into = c("latitude", "longitude"), sep = ",", convert = TRUE) |
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