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exercises and blocked out content of 12-deploy
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# ┌ level-up-shiny ──────────────────────────────────┐ | ||
# │ │ | ||
# │ Exercise 15.1 │ | ||
# │ │ | ||
# └─────────────────────────────── posit::conf(2024) ┘ | ||
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||
library(shiny) | ||
library(bslib) | ||
library(dplyr) | ||
library(ggplot2) | ||
library(leaflet) | ||
library(fontawesome) | ||
library(collegeScorecard) | ||
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thematic::thematic_shiny() | ||
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# Data ----------------------------------------------------------------------- | ||
school <- collegeScorecard::school | ||
scorecard <- collegeScorecard::scorecard | ||
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scorecard_latest <- | ||
scorecard |> | ||
group_by(id) |> | ||
arrange(academic_year) |> | ||
tidyr::fill( | ||
n_undergrads, | ||
rate_admissions, | ||
rate_completion, | ||
cost_avg, | ||
amnt_earnings_med_10y | ||
) |> | ||
slice_max(academic_year, n = 1, with_ties = FALSE) |> | ||
ungroup() | ||
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school_scorecard <- | ||
school |> | ||
left_join(scorecard_latest, by = "id") | ||
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school_locales <- c("City", "Suburb", "Town", "Rural") | ||
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# UI -------------------------------------------------------------------------- | ||
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ui <- page_sidebar( | ||
title = "Find a School", | ||
class = "bslib-page-dashboard", | ||
sidebar = sidebar( | ||
accordion( | ||
multiple = FALSE, | ||
accordion_panel( | ||
title = "Location", | ||
icon = fa_i("map"), | ||
selectInput("state", "State", choices = setNames(state.abb, state.name), selected = "WA"), | ||
checkboxGroupInput("locale_type", "Locale Type", choices = school_locales, selected = school_locales), | ||
), | ||
accordion_panel( | ||
title = "Student Population", | ||
icon = fa_i("users"), | ||
sliderInput("n_undergrads", "Number of Undergrads", min = 0, max = 50000, value = c(0, 50000), step = 1000), | ||
), | ||
accordion_panel( | ||
title = "Admissions", | ||
icon = fa_i("graduation-cap"), | ||
sliderInput("rate_admissions", "Admissions Rate", min = 0, max = 1, value = c(0, 1), step = 0.1), | ||
sliderInput("rate_completion", "Completion Rate", min = 0, max = 1, value = c(0, 1), step = 0.1), | ||
), | ||
accordion_panel( | ||
title = "Cost", | ||
icon = fa_i("money-check-dollar"), | ||
sliderInput("cost_avg", "Average Cost", min = 0, max = 50000, value = c(0, 50000), step = 1000) | ||
) | ||
), | ||
input_dark_mode(id = "color_mode") | ||
), | ||
layout_column_wrap( | ||
width = 1 / 3, | ||
fill = FALSE, | ||
value_box( | ||
span( | ||
"Public", | ||
tooltip( | ||
fa_i("info-circle"), | ||
"Supported by public funds and operated by elected or appointed officials." | ||
) | ||
), | ||
textOutput("vb_public"), | ||
showcase = fa_i("university") | ||
), | ||
value_box( | ||
span( | ||
"Nonprofit", | ||
tooltip( | ||
fa_i("info-circle"), | ||
"Private institutions that are not operated for profit." | ||
) | ||
), | ||
textOutput("vb_nonprofit"), | ||
theme = "primary", | ||
showcase = fa_i("school-lock") | ||
), | ||
value_box( | ||
span( | ||
"For-Profit", | ||
tooltip( | ||
fa_i("info-circle"), | ||
"Operated by private, profit-seeking businesses." | ||
) | ||
), | ||
textOutput("vb_for_profit"), | ||
theme = "bg-gradient-orange-red", | ||
showcase = fa_i("building") | ||
) | ||
), | ||
layout_columns( | ||
col_widths = c(8, 4), | ||
card( | ||
card_header( | ||
class = "hstack", | ||
"Cost vs Earnings", | ||
popover( | ||
fa_i("gear", title = "Plot settings", class = "ms-auto"), | ||
radioButtons( | ||
"cost_group_by", | ||
"Group By", | ||
choices = c( | ||
"Predominant Degree" = "deg_predominant", | ||
"Campus Setting" = "locale_type", | ||
"Testing Requirements" = "adm_req_test" | ||
), | ||
) | ||
) | ||
), | ||
plotOutput("plot_cost"), | ||
full_screen = TRUE | ||
), | ||
card( | ||
class = "text-bg-secondary", | ||
card_header("School Locations"), | ||
card_body( | ||
padding = 0, | ||
leafletOutput("map") | ||
) | ||
) | ||
) | ||
) | ||
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# Setup ----------------------------------------------------------------------- | ||
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colors <- c("#007bc2", "#f45100", "#bf007f") | ||
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theme_set( | ||
theme_minimal(18) + | ||
theme( | ||
panel.grid.minor = element_blank(), | ||
panel.grid.major.y = element_blank(), | ||
axis.title = element_text(size = 14) | ||
) | ||
) | ||
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# Server ---------------------------------------------------------------------- | ||
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server <- function(input, output, session) { | ||
schools <- reactive({ | ||
school_scorecard |> | ||
filter( | ||
state == input$state, | ||
locale_type %in% input$locale_type, | ||
between(n_undergrads, input$n_undergrads[1], input$n_undergrads[2]), | ||
between(rate_admissions, input$rate_admissions[1], input$rate_admissions[2]), | ||
between(rate_completion, input$rate_completion[1], input$rate_completion[2]), | ||
between(cost_avg, input$cost_avg[1], input$cost_avg[2]) | ||
) | ||
}) | ||
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# Value Boxes ---- | ||
output$vb_public <- renderText({ | ||
schools() |> | ||
filter(control == "Public") |> | ||
nrow() | ||
}) | ||
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output$vb_nonprofit <- renderText({ | ||
schools() |> | ||
filter(control == "Nonprofit") |> | ||
nrow() | ||
}) | ||
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output$vb_for_profit <- renderText({ | ||
schools() |> | ||
filter(control == "For-Profit") |> | ||
nrow() | ||
}) | ||
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# Plots ---- | ||
output$plot_cost <- renderPlot({ | ||
label_dollars <- scales::label_dollar(scale_cut = scales::cut_long_scale()) | ||
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schools() |> | ||
ggplot() + | ||
aes( | ||
x = cost_avg, | ||
y = amnt_earnings_med_10y, | ||
color = !!rlang::sym(input$cost_group_by) | ||
) + | ||
geom_point(size = 5) + | ||
labs( | ||
title = NULL, | ||
x = "Average Cost", | ||
y = "Median Earnings", | ||
color = NULL | ||
) + | ||
scale_x_continuous(labels = label_dollars) + | ||
scale_y_continuous(labels = label_dollars) + | ||
scale_color_manual( | ||
values = c( | ||
"#007bc2", | ||
"#f45100", | ||
"#f9b928", | ||
"#03c7e8", | ||
"#bf007f", | ||
"#00891a", | ||
"#00bf7f" | ||
) | ||
) + | ||
theme( | ||
legend.position = "bottom", | ||
panel.grid.major.y = element_line() | ||
) | ||
}) | ||
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# Leaflet Map ---- | ||
output$map <- renderLeaflet({ | ||
addColorModeTiles <- function(map) { | ||
if (input$color_mode == "light") { | ||
addProviderTiles(map, "OpenStreetMap.Mapnik") | ||
} else if (input$color_mode == "night") { | ||
addProviderTiles(map, "CartoDB.DarkMatter") | ||
} | ||
} | ||
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leaflet() |> | ||
addColorModeTiles() |> | ||
addMarkers( | ||
data = schools(), | ||
lng = ~longitude, | ||
lat = ~latitude, | ||
popup = ~name | ||
) | ||
}) | ||
} | ||
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shinyApp(ui, server) |
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