Created
January 29, 2022 11:38
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happiness USA 1972-2021
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# Data from: https://gssdataexplorer.norc.org/trends | |
# Inspiration: https://twitter.com/_cingraham/status/1487094406159110147 | |
library(tidyverse) | |
library(readxl) | |
library(geomtextpath) | |
FILES = list.files(path = "~/Downloads/", pattern = "happy", full.names = TRUE) | |
DF_raw = map_df(FILES, read_excel, skip = 11) | |
DF = DF_raw %>% drop_na() %>% select(-...1) %>% | |
mutate(file = c("Very happy", "Pretty happy", "Not too happy")) %>% | |
select(file, everything()) %>% | |
pivot_longer(matches("[0-9]"), names_to = "year") %>% | |
mutate(value = gsub("(.*) \n.*", "\\1", value) %>% as.numeric() / 100) | |
PLOT = DF %>% | |
ggplot(aes(x = year, value, label = file, group = file, color = file)) + | |
geom_point() + | |
geom_smooth(alpha = .1, color = "darkgrey") + | |
geom_labelpath(text_smoothing = 30) + | |
theme_minimal() + | |
scale_y_continuous(labels = scales::percent_format(accuracy = 1), limits = c(0, max(DF$value)), n.breaks = 10) + | |
ggthemes::theme_fivethirtyeight() + | |
theme(legend.position = "none") + | |
labs(title = "Life Satisfaction USA", | |
subtitle = "General happiness (1972-2021)", | |
caption = " \nBy @gorkang \n \nData: https://gssdataexplorer.norc.org/ -> Gender & Marriage -> Life Satisfaction") | |
PLOT | |
ggsave("~/Downloads/happiness.png", PLOT, width = 16, height = 9) |
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