edited the dynamic map to color the whole county
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22 changed files with 16797 additions and 33 deletions
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@ -128,14 +128,16 @@ County_Crash_Data <- Pedestrian_Crash_Data %>%
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# add population census data
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census_api_key(key = substr(read_file(file = "api_keys/census_api_key"), 1, 40))
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county_populations <- get_estimates(geography = "county", year = 2022, product = "population", state = "Wisconsin") %>%
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county_populations <- get_estimates(geography = "county", year = 2022, product = "population", state = "Wisconsin", geometry = TRUE) %>%
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filter(variable == "POPESTIMATE") %>%
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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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county_populations <- st_transform(county_populations, crs = 4326)
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County_Crash_geom <- left_join(county_populations, County_Crash_Data, join_by("County"))
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County_Crash_geom <- County_Crash_geom %>%
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mutate(CrashesPerPopulation = MeanCrashes/value*100000)
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County_Crash_geom$CrashesPerPopulation[is.na(County_Crash_geom$CrashesPerPopulation)] <- 0
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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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county_pal <- colorNumeric(palette = "YlOrRd", domain = c(min(County_Crash_geom$CrashesPerPopulation, na.rm = TRUE), max(County_Crash_geom$CrashesPerPopulation, na.rm = TRUE)))
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#title style
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tag.map.title <- tags$style(HTML("
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@ -161,7 +163,7 @@ title <- tags$div(
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tag.map.subtitle <- tags$style(HTML("
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.leaflet-control.map-subtitle {
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transform: translate(0%,0%);
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transform: translate(0%,20%);
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position: fixed !important;
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left: 90%;
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text-align: center;
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@ -173,13 +175,8 @@ tag.map.subtitle <- tags$style(HTML("
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}
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"))
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subtitle <- tags$div(
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tag.map.subtitle, HTML(paste0("data from UW TOPS lab - retrieved ",
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strftime(retrieve_date, format = "%m/%Y"),
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"</br>per direction of the WisDOT Bureau of Transportation Safety"))
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)
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wisconsin_crash_map <- leaflet(options = leafletOptions(preferCanvas = TRUE)) %>%
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wisconsin_crash_map <-
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leaflet(options = leafletOptions(preferCanvas = TRUE)) %>%
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# addControl(title, position = "topleft", className="map-title") %>%
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# addControl(subtitle, position = "bottomleft", className="map-subtitle") %>%
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addProviderTiles(providers$Stadia.AlidadeSmooth) %>%
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@ -206,25 +203,27 @@ wisconsin_crash_map <- leaflet(options = leafletOptions(preferCanvas = TRUE)) %>
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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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addCircleMarkers(data = County_Crash_geom,
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lng=County_Crash_geom$longitude,
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lat=County_Crash_geom$latitude,
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#fillColor=county_pal(County_Crash_geom$CrashesPerPopulation),
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radius=County_Crash_geom$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 = 0.5,
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group = "Counties") %>%
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addPolygons(data = County_Crash_geom,
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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/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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label = lapply(paste0("<b>", str_to_title(County_Crash_Data$County), " County</b></br>",
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"mean pedestrian crashes/year: ", round(County_Crash_Data$MeanCrashes,0), "</br>",
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"crashes/100,000 residents: ", round(County_Crash_Data$CrashesPerPopulation,0)), htmltools::HTML),
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group = "Counties") %>%
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addLegend(position = "bottomleft", pal = county_pal, values = County_Crash_Data$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$value.y, group = "Counties", title = "Population of County") %>%
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weight = 1,
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fillColor=county_pal(County_Crash_geom$CrashesPerPopulation),
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fillOpacity = 0.6,
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label = lapply(paste0("<b>", str_to_title(County_Crash_geom$County), " County</b></br>",
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"average crashes/year: ", round(County_Crash_geom$MeanCrashes,0), "</br>",
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"average crashes/100k residents: ", round(County_Crash_geom$CrashesPerPopulation,0)), htmltools::HTML),
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group = "Counties") %>%
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addLegend(position = "bottomleft", pal = county_pal, values = County_Crash_geom$CrashesPerPopulation, group = "Counties", title = "Circle size = raw crashes<br><br>Color = Crashes/year</br>(normalized per 100k residents)") %>%
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# addLegendSize(position = "bottomright", color = "black", shape = "circle", values = County_Crash_geom$value, group = "Counties", title = "Total crashes") %>%
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groupOptions(group ="Counties", zoomLevels = 1:9)
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saveWidget(wisconsin_crash_map, file = "figures/dynamic_crash_maps/wisconsin_crash_map.html")
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