edited dynamic map script
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@ -2,7 +2,6 @@ library(tidyverse)
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library(sf)
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library(tmap)
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library(leaflet)
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library(leaflegend)
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library(RColorBrewer)
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library(tidycensus)
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library(htmltools)
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@ -75,7 +74,10 @@ TOPS_data <- TOPS_data %>%
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TOPS_geom <- st_as_sf(TOPS_data %>% filter(!is.na(latitude)), coords = c("longitude", "latitude"), crs = 4326)
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focus_columns <- c("PedestrianInjurySeverity", "CrashDate", "CrashTime", "County", "Street", "CrossStreet", "PedestrianAge")
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## add county borders ----
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CountyBoundaries <- read_sf("data/WI_County_Boundaries_24K.geojson")
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focus_columns <- c("PedestrianInjurySeverity", "CrashDate", "CrashTime", "County", "Street", "CrossStreet", "PedestrianAge", "Year")
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focus_county <- "DANE"
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## generate map with tmap ----
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@ -100,8 +102,12 @@ Pedestrian_Crash_Data <- TOPS_data %>%
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injury_severity_pal <- colorFactor(palette = injury_severity$color, domain = injury_severity$InjSevName)
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County_Crash_Data <- Pedestrian_Crash_Data %>%
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group_by(County) %>%
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group_by(County, Year) %>%
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summarise(TotalCrashes = n(),
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longitude = mean(longitude, na.rm = TRUE),
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latitude = mean(latitude, na.rm = TRUE)) %>%
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group_by(County) %>%
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summarise(MeanCrashes = mean(TotalCrashes, na.rm = TRUE),
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longitude = mean(longitude, na.rm = TRUE),
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latitude = mean(latitude, na.rm = TRUE))
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@ -112,7 +118,7 @@ county_populations <- get_estimates(geography = "county", year = 2022, product =
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mutate(County = str_to_upper(str_replace(NAME, " County, Wisconsin", "")))
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County_Crash_Data <- left_join(County_Crash_Data, county_populations, join_by("County"))
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County_Crash_Data <- County_Crash_Data %>%
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mutate(CrashesPerPopulation = TotalCrashes/value.y*100000)
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mutate(CrashesPerPopulation = MeanCrashes/value*100000)
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county_pal <- colorNumeric(palette = "YlOrRd", domain = c(min(County_Crash_Data$CrashesPerPopulation, na.rm = TRUE), max(County_Crash_Data$CrashesPerPopulation, na.rm = TRUE)))
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@ -132,14 +138,14 @@ tag.map.title <- tags$style(HTML("
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"))
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title <- tags$div(
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tag.map.title, HTML("Pedestrian Crashes")
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tag.map.title, HTML("Pedestrian Crashes</br>2017-2023")
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)
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tag.map.subtitle <- tags$style(HTML("
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.leaflet-control.map-subtitle {
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transform: translate(-50%,20%);
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transform: translate(0%,0%);
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position: fixed !important;
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left: 80%;
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left: 90%;
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text-align: center;
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padding-left: 10px;
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padding-right: 10px;
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@ -150,12 +156,12 @@ tag.map.subtitle <- tags$style(HTML("
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"))
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subtitle <- tags$div(
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tag.map.subtitle, HTML("data from UW TOPS lab\n2017-2023")
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tag.map.subtitle, HTML("data from UW TOPS lab - retrieved 4/2024</br>per direction of the WisDOT Bureau of Transportation Safety")
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)
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leaflet() %>%
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addControl(title, position = "topleft", className="map-title") %>%
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addControl(subtitle, position = "topleft", className="map-subtitle") %>%
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addControl(subtitle, position = "bottomleft", className="map-subtitle") %>%
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addProviderTiles(providers$Stadia.AlidadeSmooth) %>%
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addCircleMarkers(data = Pedestrian_Crash_Data,
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lng=Pedestrian_Crash_Data$longitude,
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@ -169,17 +175,21 @@ leaflet() %>%
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group = "Crash Points") %>%
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addLegend(position = "bottomleft", labels = injury_severity$InjSevName, colors = injury_severity$color, group = "Crash Points", title = "Injury Severity") %>%
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groupOptions(group = "Crash Points", zoomLevels = 10:20) %>%
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addPolygons(data = CountyBoundaries,
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fill = FALSE,
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color = "black",
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weight = 1) %>%
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addCircleMarkers(data = County_Crash_Data,
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lng=County_Crash_Data$longitude,
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lat=County_Crash_Data$latitude,
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fillColor=county_pal(County_Crash_Data$CrashesPerPopulation),
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radius=County_Crash_Data$value.y/20000,
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radius=County_Crash_Data$value/20000,
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stroke = TRUE,
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color = "black",
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weight = 1,
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fillOpacity = 0.7,
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group = "Counties") %>%
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addLegend(position = "bottomleft", pal = county_pal, values = County_Crash_Data$CrashesPerPopulation, group = "Counties", title = "Crashes per 100,000 residents") %>%
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addLegend(position = "bottomleft", pal = county_pal, values = County_Crash_Data$CrashesPerPopulation, group = "Counties", title = "Mean Crashes/Year in County</br>(per 100,000 residents)") %>%
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# addLegendSize(position = "bottomright", color = "black", shape = "circle", values = County_Crash_Data$value.y, group = "Counties", title = "Population of County") %>%
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groupOptions(group ="Counties", zoomLevels = 1:9)
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