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Code from R-Ladies RTP 2020_04_21
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# https://github.com/rfordatascience/tidytuesday/blob/master/data/2020/2020-03-31/readme.md | |
library(tidyverse) | |
# Get the Data | |
brewing_materials <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-03-31/brewing_materials.csv') | |
beer_taxed <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-03-31/beer_taxed.csv') | |
brewer_size <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-03-31/brewer_size.csv') | |
beer_states <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-03-31/beer_states.csv') | |
summary(beer_states) | |
glimpse(beer_states) | |
beer_state_totals <- beer_states %>% | |
filter(state!="total") %>% | |
group_by(state, year) %>% | |
summarise(TotalBarrels=sum(barrels)) %>% | |
# filter(year==2019) %>% | |
arrange(desc(TotalBarrels)) | |
library(tidycensus) | |
# Note you need a Census API key to use this | |
# More info here: https://walkerke.github.io/tidycensus/articles/basic-usage.html | |
v18 <- tidycensus::load_variables(year=2018, dataset="acs1", cache=TRUE) | |
statepops <- tidycensus::get_acs(geography="state", | |
variables="B01001_001", | |
year=2018, | |
geometry=TRUE, | |
keep_geo_vars = TRUE, | |
shift_geo=TRUE, | |
survey="acs1") | |
fips_state_codes <- tidycensus::fips_codes %>% | |
select(state, state_code) %>% | |
distinct() %>% | |
as_tibble() | |
statepops_wabb <- statepops %>% | |
left_join(fips_state_codes, by=c("GEOID"="state_code")) | |
state_beer_pop <- beer_state_totals %>% | |
left_join(statepops_wabb, by=c("state")) %>% | |
mutate(BeerPerPop=TotalBarrels/estimate) | |
library(sf) | |
state_beer_pop %>% | |
filter(year==2019) %>% | |
ggplot() + | |
geom_sf(aes(fill=BeerPerPop, geometry=geometry)) + | |
scale_fill_continuous(low="lightblue", high="darkblue") | |
state_beer_pop %>% | |
filter(year==2019) %>% | |
ggplot() + | |
geom_sf(aes(fill=TotalBarrels, geometry=geometry)) + | |
scale_fill_continuous(low="lightblue", high="darkblue") | |
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