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Merge pull request #63 from UrbanInstitute/amy
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add interactive plot
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tomirajninger authored Apr 10, 2024
2 parents a589f9c + e2e23b5 commit c1463a9
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70 changes: 35 additions & 35 deletions .Rhistory
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limits = c(0.04, 0.1),
labels = scales::percent) +
scale_y_continuous(expand = expansion(mult = c(0, 0.002)),
breaks = c(0, 0.01, 0.02, 0.03, 0.04, 0.05),
limits = c(0, 0.05),
labels = scales::percent) +
labs(x = "Seasonally-adjusted unemployment rate",
y = "Seasonally-adjusted vacancy rate") +
scatter_grid()
# Chunk 22: slope-plot
# https://www.bls.gov/lau/
library(ggrepel)
unemployment <- tibble(
time = c("October 2009", "October 2009", "October 2009", "August 2017", "August 2017", "August 2017"),
rate = c(7.4, 7.1, 10.0, 3.9, 3.8, 6.4),
state = c("Maryland", "Virginia", "Washington, D.C.", "Maryland", "Virginia", "Washington, D.C.")
)
label <- tibble(label = c("October 2009", "August 2017"))
october <- filter(unemployment, time == "October 2009")
august <- filter(unemployment, time == "August 2017")
unemployment %>%
mutate(time = factor(time, levels = c("October 2009", "August 2017")),
state = factor(state, levels = c("Washington, D.C.", "Maryland", "Virginia"))) %>%
ggplot() +
geom_line(aes(time, rate, group = state, color = state), show.legend = FALSE) +
geom_point(aes(x = time, y = rate, color = state)) +
labs(subtitle = "Unemployment Rate") +
theme(axis.ticks.x = element_blank(),
axis.title.x = element_blank(),
axis.ticks.y = element_blank(),
axis.title.y = element_blank(),
axis.text.y = element_blank(),
panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
panel.grid.major.x = element_blank(),
axis.line = element_blank()) +
geom_text_repel(data = october, mapping = aes(x = time, y = rate, label = as.character(rate)), nudge_x = -0.06) +
geom_text_repel(data = august, mapping = aes(x = time, y = rate, label = as.character(rate)), nudge_x = 0.06)
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palette_urbn_spacegray[1:5]
# Chunk 59: System Info and Package Versioning
sessionInfo()
renv::status()
# load ggsankey package
remotes::install_github("davidsjoberg/ggsankey")
# create a dummy dataset of housing status
df <- data_frame(entry_status = c(rep("Housed", 7), rep("Unhoused", 15), rep("Staying w/ Family", 8)),
exit_status = c(rep("Housed", 15), rep("Unhoused", 2), rep("Staying w/ Family", 13))) %>%
# transform the data frame into the proper format for the sankey plot
make_long(entry_status, exit_status) %>%
# recode the labels to be cleaner in the plot
mutate(x = recode(x, entry_status = "Prior Housing Status", exit_status = "Exit Housing Status"),
next_x = recode(next_x, entry_status = "Prior Housing Status", exit_status = "Exit Housing Status"))
library(tidyverse)
# load ggsankey package
remotes::install_github("davidsjoberg/ggsankey")
library(ggsankey)
# create a dummy dataset of housing status
df <- data_frame(entry_status = c(rep("Housed", 7), rep("Unhoused", 15), rep("Staying w/ Family", 8)),
exit_status = c(rep("Housed", 15), rep("Unhoused", 2), rep("Staying w/ Family", 13))) %>%
# transform the data frame into the proper format for the sankey plot
make_long(entry_status, exit_status) %>%
# recode the labels to be cleaner in the plot
mutate(x = recode(x, entry_status = "Prior Housing Status", exit_status = "Exit Housing Status"),
next_x = recode(next_x, entry_status = "Prior Housing Status", exit_status = "Exit Housing Status"))
# create sankey plot
ggplot(df, aes(x = x,
next_x = next_x,
node = node,
next_node = next_node,
fill = factor(node),
label = node)) +
geom_sankey(flow.alpha = 0.5, node.color = 1, show.legend = FALSE) +
# add labels to plot and style
geom_sankey_label(size = 3.5, color = 1, fill = "white") +
theme_sankey(base_size = 16)+
labs(x = NULL)
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Click on the links above to get started learning about R!\n\n*The Urban Institute R Users Group is committed to exposing researchers to the joy and power of R; developing beginner, intermediate, and advanced R skills; encouraging and supporting novel applications of R to public policy research; and building a diverse and mutually supportive community of R Users.*\n\n<!-- ![](images/heartyr.gif) -->\n\n<img src=\"images/heartyr.gif\" alt=\"gif of the R logo with hearts pourint out of it\" width=\"200\" height=\"200\"/>\n\ngif credits: [Allison Horst](https://twitter.com/allison_horst)\n\n## Sign up for List Serv!\n\nPlease fill out the following form to receive email updates about upcoming RUG events and trainings. 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