Introduction
In this report we are going to analyze babynames
dataset to learn about names popularity over time and sharpen our data analysis skills using R!
Data
This is the dataset we will be using in this report (first 1000 rows)
babynames
The dataset has 1924665 rows
The dataset has 97310 unique names
The dataset spans a period from 1880 to 2017
my_year <- 2007
Most Popular Baby Names Born in 2007
Boys
boys <-
babynames %>%
filter(sex=="M", year == my_year) %>%
top_n(10,prop) %>%
arrange(-prop) %>%
select(name, prop)
boys
boys %>%
ggplot(aes(x = fct_reorder(name, -prop), y =prop)) +
geom_col(fill = "steelblue", alpha = 0.5)+
theme_bw()+
labs(title = glue("Most Popular Boys Names born in {my_year}"),
x="",
y = "Average Proportion")+
scale_y_continuous(labels = scales::percent)
![](data:image/png;base64,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)
Girls
# Write code to find top 10 girls names born in your year
girls <-
babynames %>%
filter(sex=="F", year == my_year) %>%
top_n(10,prop) %>%
arrange(-prop) %>%
select(name, prop)
girls
NA
# Write code to plot top 10 girls names born in your year
girls %>%
ggplot(aes(x = fct_reorder(name, -prop), y = prop)) +
geom_col(fill = "pink", alpha = 0.5)+
theme_bw()+
labs(title = glue("Most Popular Girls Names born in {my_year}"),
x="",
y = "Average Proportion")+
scale_y_continuous(labels = scales::percent)
![](data:image/png;base64,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)
Popularity of My Name Over Time
![](data:image/png;base64,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)
my_decade <- 1970
Most popular names in 2000
names_by_decade <-
babynames %>%
mutate(decade = floor(year/10)*10) %>%
filter(decade == my_decade) %>%
group_by(sex, name) %>%
summarise(prop = mean(prop)) %>%
group_by(sex) %>%
top_n(10, prop) %>%
arrange(-prop) %>%
ungroup() %>%
mutate(sex = recode(sex, "M" = "Boys","F" = "Girls"))
names_by_decade %>%
ggplot(aes(x = fct_reorder(name, prop), y =prop)) +
geom_col(aes(fill = sex), alpha = 0.7,show.legend = FALSE)+
geom_text(aes(label = percent(prop,accuracy = 0.01)), color = "darkblue", nudge_y = -0.003)+
labs(title = glue("Most Popular Baby Names born in {my_decade}'s"),
x="",
y = "Average Popularity")+
scale_y_continuous(labels = percent)+
coord_flip()+
facet_wrap(~sex,scales = "free_y")+
theme_bw()+
theme(text = element_text(size = 14))+
scale_fill_manual(values = c("Girls"= "pink","Boys" = "steelblue"))
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)
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)
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bV9jb2woYWVzKGZpbGwgPSBzZXgpLCBhbHBoYSA9IDAuNykrCiAgZmFjZXRfd3JhcCh+c2V4LHNjYWxlcyA9ICJmcmVlX3kiKSsKICBjb29yZF9mbGlwKCkrCiAgZ2VvbV90ZXh0KGFlcyhsYWJlbCA9IHBlcmNlbnQocHJvcCxhY2N1cmFjeSA9IDAuMDEpKSwgY29sb3IgPSAiZGFya2JsdWUiLG51ZGdlX3kgPSAtMC4wMDMpCmBgYAoKCg==